[2020-11-08 09:39:57,845][root][INFO] - ===> Configurations [2020-11-08 09:39:57,860][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/10/1.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://learnfair1588:10100 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 09:39:57,861][root][INFO] - ===> Initializing dataloader [2020-11-08 09:39:57,874][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 09:39:57,882][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 09:39:57,882][root][INFO] - ===> Building model [2020-11-08 09:39:58,193][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 09:39:58,193][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 09:39:58,196][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 09:39:59,392][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 09:39:59,581][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 09:39:59,581][root][INFO] - => no weights.pth [2020-11-08 09:40:07,532][root][INFO] - ===> Epoch[1](1/3): Loss 4.1674, Sem 3.0029, dir -0.0210, norm 1.1855, swav 0.0000 LR: 9.998e-02 Score 4.291 Data time: 2.7187, Forward time: 2.6290, Backward time: 2.4718, DDP time: 0.0041, Total iter time: 7.8935 [2020-11-08 09:40:14,409][root][INFO] - ===> Epoch[1](2/3): Loss 3.9918, Sem 2.9057, dir -0.2237, norm 1.3098, swav 0.0000 LR: 9.996e-02 Score 11.663 Data time: 0.3697, Forward time: 2.4438, Backward time: 3.2043, DDP time: 0.0037, Total iter time: 6.6885 [2020-11-08 09:40:20,867][root][INFO] - ===> Epoch[1](3/3): Loss 3.5785, Sem 2.7335, dir -0.1731, norm 1.0181, swav 0.0000 LR: 9.995e-02 Score 48.923 Data time: 0.2677, Forward time: 2.5028, Backward time: 3.1889, DDP time: 0.0039, Total iter time: 6.1012 [2020-11-08 09:40:26,816][root][INFO] - ===> Epoch[2](4/3): Loss 3.4826, Sem 2.5453, dir -0.0415, norm 0.9788, swav 0.0000 LR: 9.993e-02 Score 55.738 Data time: 0.3107, Forward time: 2.6146, Backward time: 2.9607, DDP time: 0.0033, Total iter time: 5.5502 [2020-11-08 09:40:34,752][root][INFO] - ===> Epoch[2](5/3): Loss 3.2134, Sem 2.2883, dir -0.1347, norm 1.0598, swav 0.0000 LR: 9.991e-02 Score 57.195 Data time: 0.2176, Forward time: 2.5505, Backward time: 3.3621, DDP time: 0.0035, Total iter time: 7.6517 [2020-11-08 09:40:42,258][root][INFO] - ===> Epoch[2](6/3): Loss 2.5676, Sem 2.0454, dir -0.3286, norm 0.8509, swav 0.0000 LR: 9.989e-02 Score 57.636 Data time: 0.2390, Forward time: 2.4680, Backward time: 3.6063, DDP time: 0.0035, Total iter time: 7.2802 [2020-11-08 09:40:49,627][root][INFO] - ===> Epoch[3](7/3): Loss 2.7144, Sem 1.8421, dir -0.1467, norm 1.0189, swav 0.0000 LR: 9.987e-02 Score 56.633 Data time: 0.3837, Forward time: 2.6483, Backward time: 3.5346, DDP time: 0.0033, Total iter time: 7.2323 [2020-11-08 09:40:54,749][root][INFO] - ===> Epoch[3](8/3): Loss 2.5176, Sem 1.7689, dir -0.2102, norm 0.9589, swav 0.0000 LR: 9.986e-02 Score 56.805 Data time: 0.2538, Forward time: 2.6612, Backward time: 3.3301, DDP time: 0.0030, Total iter time: 4.9166 [2020-11-08 09:41:00,282][root][INFO] - ===> Epoch[3](9/3): Loss 2.1230, Sem 1.6877, dir -0.3993, norm 0.8346, swav 0.0000 LR: 9.984e-02 Score 58.603 Data time: 0.1776, Forward time: 2.5734, Backward time: 3.3188, DDP time: 0.0031, Total iter time: 5.3930 [2020-11-08 09:41:06,632][root][INFO] - ===> Epoch[4](10/3): Loss 2.0512, Sem 1.7264, dir -0.4433, norm 0.7682, swav 0.0000 LR: 9.982e-02 Score 57.775 Data time: 0.2005, Forward time: 2.5270, Backward time: 3.3674, DDP time: 0.0032, Total iter time: 6.2303 [2020-11-08 09:41:12,606][root][INFO] - ===> Epoch[4](11/3): Loss 2.2099, Sem 1.7399, dir -0.3693, norm 0.8393, swav 0.0000 LR: 9.980e-02 Score 58.464 Data time: 0.1239, Forward time: 2.4214, Backward time: 3.4547, DDP time: 0.0031, Total iter time: 5.8322 [2020-11-08 09:41:19,557][root][INFO] - ===> Epoch[4](12/3): Loss 2.0016, Sem 1.7827, dir -0.5027, norm 0.7216, swav 0.0000 LR: 9.978e-02 Score 57.105 Data time: 0.1447, Forward time: 2.3477, Backward time: 3.5852, DDP time: 0.0031, Total iter time: 6.8822 [2020-11-08 09:41:24,945][root][INFO] - ===> Epoch[5](13/3): Loss 2.0086, Sem 1.7227, dir -0.4689, norm 0.7547, swav 0.0000 LR: 9.977e-02 Score 56.963 Data time: 0.2031, Forward time: 2.3305, Backward time: 3.5315, DDP time: 0.0032, Total iter time: 5.2743 [2020-11-08 09:41:30,337][root][INFO] - ===> Epoch[5](14/3): Loss 1.8873, Sem 1.6817, dir -0.5128, norm 0.7184, swav 0.0000 LR: 9.975e-02 Score 56.724 Data time: 0.2377, Forward time: 2.3442, Backward time: 3.4553, DDP time: 0.0032, Total iter time: 5.2561 [2020-11-08 09:41:37,249][root][INFO] - ===> Epoch[5](15/3): Loss 1.8597, Sem 1.6636, dir -0.5265, norm 0.7226, swav 0.0000 LR: 9.973e-02 Score 57.721 Data time: 0.1379, Forward time: 2.2969, Backward time: 3.5465, DDP time: 0.0032, Total iter time: 6.7835 [2020-11-08 09:41:43,522][root][INFO] - ===> Epoch[6](16/3): Loss 1.7228, Sem 1.5583, dir -0.5413, norm 0.7057, swav 0.0000 LR: 9.971e-02 Score 57.593 Data time: 0.2383, Forward time: 2.2979, Backward time: 3.5436, DDP time: 0.0032, Total iter time: 6.1348 [2020-11-08 09:41:50,168][root][INFO] - ===> Epoch[6](17/3): Loss 1.8799, Sem 1.6565, dir -0.5331, norm 0.7565, swav 0.0000 LR: 9.969e-02 Score 57.595 Data time: 0.2196, Forward time: 2.3091, Backward time: 3.5532, DDP time: 0.0032, Total iter time: 6.5126 [2020-11-08 09:41:56,750][root][INFO] - ===> Epoch[6](18/3): Loss 1.8304, Sem 1.6256, dir -0.5248, norm 0.7295, swav 0.0000 LR: 9.968e-02 Score 57.442 Data time: 0.1910, Forward time: 2.2992, Backward time: 3.5793, DDP time: 0.0033, Total iter time: 6.4574 [2020-11-08 09:42:02,037][root][INFO] - ===> Epoch[7](19/3): Loss 1.6745, Sem 1.5206, dir -0.5564, norm 0.7103, swav 0.0000 LR: 9.966e-02 Score 58.977 Data time: 0.2091, Forward time: 2.2724, Backward time: 3.5534, DDP time: 0.0033, Total iter time: 5.1804 [2020-11-08 09:42:09,348][root][INFO] - ===> Epoch[7](20/3): Loss 1.7567, Sem 1.5762, dir -0.5442, norm 0.7247, swav 0.0000 LR: 9.964e-02 Score 57.190 Data time: 0.3952, Forward time: 2.3456, Backward time: 3.5288, DDP time: 0.0032, Total iter time: 7.2057 [2020-11-08 09:42:15,947][root][INFO] - ===> Epoch[7](21/3): Loss 1.7202, Sem 1.5543, dir -0.5550, norm 0.7208, swav 0.0000 LR: 9.962e-02 Score 56.914 Data time: 0.2381, Forward time: 2.3708, Backward time: 3.5172, DDP time: 0.0033, Total iter time: 6.4669 [2020-11-08 09:42:20,938][root][INFO] - ===> Epoch[8](22/3): Loss 1.5562, Sem 1.4585, dir -0.5649, norm 0.6626, swav 0.0000 LR: 9.960e-02 Score 59.258 Data time: 0.2040, Forward time: 2.3619, Backward time: 3.4617, DDP time: 0.0033, Total iter time: 4.8270 [2020-11-08 09:42:26,871][root][INFO] - ===> Epoch[8](23/3): Loss 1.7453, Sem 1.5510, dir -0.5382, norm 0.7325, swav 0.0000 LR: 9.959e-02 Score 56.763 Data time: 0.1446, Forward time: 2.3294, Backward time: 3.4829, DDP time: 0.0033, Total iter time: 5.8428 [2020-11-08 09:42:31,840][root][INFO] - ===> Epoch[8](24/3): Loss 1.7084, Sem 1.5447, dir -0.5486, norm 0.7123, swav 0.0000 LR: 9.957e-02 Score 57.561 Data time: 0.2149, Forward time: 2.3270, Backward time: 3.4364, DDP time: 0.0033, Total iter time: 4.8912 [2020-11-08 09:42:38,981][root][INFO] - ===> Epoch[9](25/3): Loss 1.6106, Sem 1.4733, dir -0.5624, norm 0.6996, swav 0.0000 LR: 9.955e-02 Score 58.950 Data time: 0.1332, Forward time: 2.2969, Backward time: 3.5040, DDP time: 0.0033, Total iter time: 7.0229 [2020-11-08 09:42:44,890][root][INFO] - ===> Epoch[9](26/3): Loss 1.5550, Sem 1.4029, dir -0.5541, norm 0.7062, swav 0.0000 LR: 9.953e-02 Score 59.896 Data time: 0.1550, Forward time: 2.2680, Backward time: 3.5221, DDP time: 0.0034, Total iter time: 5.8155 [2020-11-08 09:42:51,212][root][INFO] - ===> Epoch[9](27/3): Loss 1.7386, Sem 1.5766, dir -0.5597, norm 0.7217, swav 0.0000 LR: 9.951e-02 Score 58.713 Data time: 0.2586, Forward time: 2.2843, Backward time: 3.5089, DDP time: 0.0034, Total iter time: 6.1858 [2020-11-08 09:42:56,620][root][INFO] - ===> Epoch[10](28/3): Loss 1.5434, Sem 1.4324, dir -0.5625, norm 0.6735, swav 0.0000 LR: 9.950e-02 Score 61.245 Data time: 0.2605, Forward time: 2.3045, Backward time: 3.4608, DDP time: 0.0033, Total iter time: 5.2871 [2020-11-08 09:43:01,932][root][INFO] - ===> Epoch[10](29/3): Loss 1.6124, Sem 1.4415, dir -0.5550, norm 0.7259, swav 0.0000 LR: 9.948e-02 Score 61.748 Data time: 0.1975, Forward time: 2.3013, Backward time: 3.4329, DDP time: 0.0033, Total iter time: 5.1973 [2020-11-08 09:43:07,735][root][INFO] - ===> Epoch[10](30/3): Loss 1.5596, Sem 1.4628, dir -0.5792, norm 0.6760, swav 0.0000 LR: 9.946e-02 Score 61.145 Data time: 0.2753, Forward time: 2.3176, Backward time: 3.4025, DDP time: 0.0033, Total iter time: 5.6932 [2020-11-08 09:43:13,795][root][INFO] - ===> Epoch[11](31/3): Loss 1.5816, Sem 1.4811, dir -0.5824, norm 0.6828, swav 0.0000 LR: 9.944e-02 Score 60.261 Data time: 0.1843, Forward time: 2.3063, Backward time: 3.4115, DDP time: 0.0034, Total iter time: 5.9434 [2020-11-08 09:43:19,600][root][INFO] - ===> Epoch[11](32/3): Loss 1.4367, Sem 1.3509, dir -0.5965, norm 0.6822, swav 0.0000 LR: 9.942e-02 Score 65.147 Data time: 0.3099, Forward time: 2.3293, Backward time: 3.3785, DDP time: 0.0033, Total iter time: 5.7208 [2020-11-08 09:43:25,647][root][INFO] - ===> Epoch[11](33/3): Loss 1.4342, Sem 1.3474, dir -0.5647, norm 0.6515, swav 0.0000 LR: 9.941e-02 Score 64.338 Data time: 0.2291, Forward time: 2.3378, Backward time: 3.3674, DDP time: 0.0033, Total iter time: 5.9191 [2020-11-08 09:43:31,942][root][INFO] - ===> Epoch[12](34/3): Loss 1.3693, Sem 1.3488, dir -0.6100, norm 0.6305, swav 0.0000 LR: 9.939e-02 Score 64.238 Data time: 0.2237, Forward time: 2.3257, Backward time: 3.3834, DDP time: 0.0033, Total iter time: 6.1898 [2020-11-08 09:43:37,340][root][INFO] - ===> Epoch[12](35/3): Loss 1.7042, Sem 1.5395, dir -0.5770, norm 0.7416, swav 0.0000 LR: 9.937e-02 Score 58.259 Data time: 0.1865, Forward time: 2.3225, Backward time: 3.3693, DDP time: 0.0034, Total iter time: 5.3578 [2020-11-08 09:43:41,730][root][INFO] - ===> Epoch[12](36/3): Loss 1.3402, Sem 1.3406, dir -0.6099, norm 0.6095, swav 0.0000 LR: 9.935e-02 Score 64.896 Data time: 0.2167, Forward time: 2.3147, Backward time: 3.3300, DDP time: 0.0034, Total iter time: 4.2520 [2020-11-08 09:43:47,499][root][INFO] - ===> Epoch[13](37/3): Loss 1.5233, Sem 1.3701, dir -0.5608, norm 0.7140, swav 0.0000 LR: 9.933e-02 Score 63.243 Data time: 0.2472, Forward time: 2.3242, Backward time: 3.3138, DDP time: 0.0034, Total iter time: 5.6820 [2020-11-08 09:43:53,734][root][INFO] - ===> Epoch[13](38/3): Loss 1.3246, Sem 1.2825, dir -0.6104, norm 0.6525, swav 0.0000 LR: 9.932e-02 Score 65.385 Data time: 0.2042, Forward time: 2.3274, Backward time: 3.3149, DDP time: 0.0034, Total iter time: 6.1040 [2020-11-08 09:44:00,252][root][INFO] - ===> Epoch[13](39/3): Loss 1.4378, Sem 1.4202, dir -0.6166, norm 0.6342, swav 0.0000 LR: 9.930e-02 Score 61.140 Data time: 0.1299, Forward time: 2.3048, Backward time: 3.3535, DDP time: 0.0034, Total iter time: 6.4098 [2020-11-08 09:44:06,130][root][INFO] - ===> Epoch[14](40/3): Loss 1.3698, Sem 1.3434, dir -0.6206, norm 0.6471, swav 0.0000 LR: 9.928e-02 Score 64.593 Data time: 0.2655, Forward time: 2.3040, Backward time: 3.3491, DDP time: 0.0034, Total iter time: 5.7868 [2020-11-08 09:44:11,008][root][INFO] - ===> Epoch[14](41/3): Loss 1.5090, Sem 1.4508, dir -0.6048, norm 0.6629, swav 0.0000 LR: 9.926e-02 Score 60.398 Data time: 0.1441, Forward time: 2.2846, Backward time: 3.3403, DDP time: 0.0034, Total iter time: 4.7561 [2020-11-08 09:44:17,870][root][INFO] - ===> Epoch[14](42/3): Loss 1.1957, Sem 1.2027, dir -0.6258, norm 0.6189, swav 0.0000 LR: 9.924e-02 Score 68.306 Data time: 0.3449, Forward time: 2.3140, Backward time: 3.3300, DDP time: 0.0033, Total iter time: 6.7800 [2020-11-08 09:44:23,199][root][INFO] - ===> Epoch[15](43/3): Loss 1.2804, Sem 1.3137, dir -0.6375, norm 0.6042, swav 0.0000 LR: 9.923e-02 Score 63.752 Data time: 0.1973, Forward time: 2.3130, Backward time: 3.3142, DDP time: 0.0034, Total iter time: 5.1950 [2020-11-08 09:44:27,993][root][INFO] - ===> Epoch[15](44/3): Loss 1.3656, Sem 1.3174, dir -0.6217, norm 0.6699, swav 0.0000 LR: 9.921e-02 Score 64.047 Data time: 0.2017, Forward time: 2.3086, Backward time: 3.2914, DDP time: 0.0034, Total iter time: 4.6786 [2020-11-08 09:44:33,189][root][INFO] - ===> Epoch[15](45/3): Loss 1.2756, Sem 1.3376, dir -0.6587, norm 0.5967, swav 0.0000 LR: 9.919e-02 Score 61.796 Data time: 0.2400, Forward time: 2.3187, Backward time: 3.2642, DDP time: 0.0033, Total iter time: 5.0873 [2020-11-08 09:44:40,496][root][INFO] - ===> Epoch[16](46/3): Loss 1.3057, Sem 1.3337, dir -0.6563, norm 0.6282, swav 0.0000 LR: 9.917e-02 Score 63.427 Data time: 0.2443, Forward time: 2.3299, Backward time: 3.2805, DDP time: 0.0033, Total iter time: 7.2005 [2020-11-08 09:44:46,075][root][INFO] - ===> Epoch[16](47/3): Loss 1.2990, Sem 1.3479, dir -0.6619, norm 0.6131, swav 0.0000 LR: 9.915e-02 Score 62.531 Data time: 0.2041, Forward time: 2.3251, Backward time: 3.2758, DDP time: 0.0034, Total iter time: 5.4513 [2020-11-08 09:44:52,510][root][INFO] - ===> Epoch[16](48/3): Loss 1.1213, Sem 1.2245, dir -0.7009, norm 0.5976, swav 0.0000 LR: 9.914e-02 Score 65.849 Data time: 0.3473, Forward time: 2.3450, Backward time: 3.2632, DDP time: 0.0033, Total iter time: 6.3128 [2020-11-08 09:44:58,064][root][INFO] - ===> Epoch[17](49/3): Loss 1.2037, Sem 1.2650, dir -0.6776, norm 0.6163, swav 0.0000 LR: 9.912e-02 Score 63.863 Data time: 0.1997, Forward time: 2.3450, Backward time: 3.2540, DDP time: 0.0033, Total iter time: 5.4357 [2020-11-08 09:45:03,837][root][INFO] - ===> Epoch[17](50/3): Loss 1.3060, Sem 1.3443, dir -0.6733, norm 0.6350, swav 0.0000 LR: 9.910e-02 Score 63.505 Data time: 0.2222, Forward time: 2.3442, Backward time: 3.2486, DDP time: 0.0033, Total iter time: 5.6525 [2020-11-08 09:45:09,354][root][INFO] - ===> Epoch[17](51/3): Loss 1.0671, Sem 1.2096, dir -0.7008, norm 0.5583, swav 0.0000 LR: 9.908e-02 Score 66.814 Data time: 0.2267, Forward time: 2.3455, Backward time: 3.2380, DDP time: 0.0034, Total iter time: 5.4001 [2020-11-08 09:45:15,553][root][INFO] - ===> Epoch[18](52/3): Loss 1.1851, Sem 1.2773, dir -0.6861, norm 0.5939, swav 0.0000 LR: 9.906e-02 Score 63.991 Data time: 0.2155, Forward time: 2.3439, Backward time: 3.2423, DDP time: 0.0034, Total iter time: 6.0783 [2020-11-08 09:45:21,247][root][INFO] - ===> Epoch[18](53/3): Loss 1.3522, Sem 1.4124, dir -0.6925, norm 0.6323, swav 0.0000 LR: 9.905e-02 Score 60.264 Data time: 0.1869, Forward time: 2.3352, Backward time: 3.2456, DDP time: 0.0034, Total iter time: 5.5912 [2020-11-08 09:45:27,127][root][INFO] - ===> Epoch[18](54/3): Loss 1.1336, Sem 1.2447, dir -0.7013, norm 0.5901, swav 0.0000 LR: 9.903e-02 Score 65.513 Data time: 0.2217, Forward time: 2.3378, Backward time: 3.2407, DDP time: 0.0034, Total iter time: 5.8004 [2020-11-08 09:45:32,472][root][INFO] - ===> Epoch[19](55/3): Loss 1.1094, Sem 1.2209, dir -0.7035, norm 0.5920, swav 0.0000 LR: 9.901e-02 Score 65.683 Data time: 0.2120, Forward time: 2.3297, Backward time: 3.2370, DDP time: 0.0034, Total iter time: 5.2193 [2020-11-08 09:45:38,031][root][INFO] - ===> Epoch[19](56/3): Loss 1.1469, Sem 1.3120, dir -0.7415, norm 0.5764, swav 0.0000 LR: 9.899e-02 Score 62.957 Data time: 0.1431, Forward time: 2.3157, Backward time: 3.2444, DDP time: 0.0034, Total iter time: 5.4640 [2020-11-08 09:45:43,047][root][INFO] - ===> Epoch[19](57/3): Loss 1.1372, Sem 1.2491, dir -0.7153, norm 0.6034, swav 0.0000 LR: 9.897e-02 Score 63.904 Data time: 0.2268, Forward time: 2.3151, Backward time: 3.2291, DDP time: 0.0034, Total iter time: 4.9204 [2020-11-08 09:45:48,396][root][INFO] - ===> Epoch[20](58/3): Loss 0.8951, Sem 1.0380, dir -0.7340, norm 0.5912, swav 0.0000 LR: 9.896e-02 Score 70.693 Data time: 0.2833, Forward time: 2.3173, Backward time: 3.2156, DDP time: 0.0034, Total iter time: 5.2294 [2020-11-08 09:45:55,077][root][INFO] - ===> Epoch[20](59/3): Loss 1.1294, Sem 1.2699, dir -0.7279, norm 0.5874, swav 0.0000 LR: 9.894e-02 Score 63.756 Data time: 0.1899, Forward time: 2.3132, Backward time: 3.2318, DDP time: 0.0034, Total iter time: 6.5645 [2020-11-08 09:46:01,266][root][INFO] - ===> Epoch[20](60/3): Loss 1.1523, Sem 1.2906, dir -0.7295, norm 0.5912, swav 0.0000 LR: 9.892e-02 Score 62.564 Data time: 0.2199, Forward time: 2.3108, Backward time: 3.2364, DDP time: 0.0034, Total iter time: 6.0597 [2020-11-08 09:46:06,310][root][INFO] - ===> Epoch[21](61/3): Loss 0.9808, Sem 1.2217, dir -0.7596, norm 0.5187, swav 0.0000 LR: 9.890e-02 Score 64.638 Data time: 0.2252, Forward time: 2.3109, Backward time: 3.2221, DDP time: 0.0034, Total iter time: 4.9359 [2020-11-08 09:46:12,421][root][INFO] - ===> Epoch[21](62/3): Loss 1.0841, Sem 1.2047, dir -0.7126, norm 0.5921, swav 0.0000 LR: 9.888e-02 Score 65.545 Data time: 0.1435, Forward time: 2.2981, Backward time: 3.2375, DDP time: 0.0034, Total iter time: 5.9956 [2020-11-08 09:46:18,401][root][INFO] - ===> Epoch[21](63/3): Loss 1.0262, Sem 1.1670, dir -0.7317, norm 0.5909, swav 0.0000 LR: 9.887e-02 Score 66.509 Data time: 0.2607, Forward time: 2.3066, Backward time: 3.2294, DDP time: 0.0034, Total iter time: 5.8522 [2020-11-08 09:46:24,641][root][INFO] - ===> Epoch[22](64/3): Loss 1.0350, Sem 1.2090, dir -0.7383, norm 0.5643, swav 0.0000 LR: 9.885e-02 Score 64.824 Data time: 0.1452, Forward time: 2.2979, Backward time: 3.2423, DDP time: 0.0034, Total iter time: 6.1023 [2020-11-08 09:46:29,672][root][INFO] - ===> Epoch[22](65/3): Loss 1.0848, Sem 1.2359, dir -0.7496, norm 0.5984, swav 0.0000 LR: 9.883e-02 Score 64.047 Data time: 0.1691, Forward time: 2.2912, Backward time: 3.2357, DDP time: 0.0034, Total iter time: 4.9081 [2020-11-08 09:46:34,818][root][INFO] - ===> Epoch[22](66/3): Loss 1.0193, Sem 1.1802, dir -0.7379, norm 0.5770, swav 0.0000 LR: 9.881e-02 Score 65.218 Data time: 0.2115, Forward time: 2.2875, Backward time: 3.2268, DDP time: 0.0035, Total iter time: 5.0446 [2020-11-08 09:46:40,173][root][INFO] - ===> Epoch[23](67/3): Loss 1.1285, Sem 1.2736, dir -0.7413, norm 0.5962, swav 0.0000 LR: 9.879e-02 Score 63.377 Data time: 0.2307, Forward time: 2.2905, Backward time: 3.2157, DDP time: 0.0035, Total iter time: 5.2478 [2020-11-08 09:46:46,704][root][INFO] - ===> Epoch[23](68/3): Loss 1.0135, Sem 1.1922, dir -0.7485, norm 0.5698, swav 0.0000 LR: 9.878e-02 Score 65.001 Data time: 0.2662, Forward time: 2.2964, Backward time: 3.2178, DDP time: 0.0035, Total iter time: 6.3903 [2020-11-08 09:46:54,015][root][INFO] - ===> Epoch[23](69/3): Loss 0.8632, Sem 1.0915, dir -0.7677, norm 0.5394, swav 0.0000 LR: 9.876e-02 Score 67.781 Data time: 0.1600, Forward time: 2.2913, Backward time: 3.2420, DDP time: 0.0035, Total iter time: 7.1715 [2020-11-08 09:46:59,138][root][INFO] - ===> Epoch[24](70/3): Loss 0.9925, Sem 1.2412, dir -0.7644, norm 0.5157, swav 0.0000 LR: 9.874e-02 Score 63.417 Data time: 0.1211, Forward time: 2.2775, Backward time: 3.2458, DDP time: 0.0035, Total iter time: 4.9798 [2020-11-08 09:47:04,714][root][INFO] - ===> Epoch[24](71/3): Loss 0.8421, Sem 1.0571, dir -0.7640, norm 0.5490, swav 0.0000 LR: 9.872e-02 Score 69.097 Data time: 0.1834, Forward time: 2.2722, Backward time: 3.2469, DDP time: 0.0035, Total iter time: 5.4945 [2020-11-08 09:47:11,965][root][INFO] - ===> Epoch[24](72/3): Loss 1.0384, Sem 1.2628, dir -0.7716, norm 0.5473, swav 0.0000 LR: 9.870e-02 Score 62.592 Data time: 0.2344, Forward time: 2.2732, Backward time: 3.2634, DDP time: 0.0035, Total iter time: 7.1273 [2020-11-08 09:47:17,179][root][INFO] - ===> Epoch[25](73/3): Loss 0.9480, Sem 1.2172, dir -0.7763, norm 0.5071, swav 0.0000 LR: 9.869e-02 Score 63.916 Data time: 0.2011, Forward time: 2.2739, Backward time: 3.2530, DDP time: 0.0035, Total iter time: 5.0772 [2020-11-08 09:47:22,661][root][INFO] - ===> Epoch[25](74/3): Loss 0.9397, Sem 1.1725, dir -0.7855, norm 0.5527, swav 0.0000 LR: 9.867e-02 Score 64.954 Data time: 0.2181, Forward time: 2.2735, Backward time: 3.2473, DDP time: 0.0035, Total iter time: 5.3617 [2020-11-08 09:47:28,320][root][INFO] - ===> Epoch[25](75/3): Loss 0.9491, Sem 1.1615, dir -0.7641, norm 0.5516, swav 0.0000 LR: 9.865e-02 Score 64.990 Data time: 0.1911, Forward time: 2.2688, Backward time: 3.2484, DDP time: 0.0035, Total iter time: 5.5474 [2020-11-08 09:47:34,272][root][INFO] - ===> Epoch[26](76/3): Loss 0.8733, Sem 1.1410, dir -0.7913, norm 0.5236, swav 0.0000 LR: 9.863e-02 Score 66.431 Data time: 0.2753, Forward time: 2.2755, Backward time: 3.2418, DDP time: 0.0035, Total iter time: 5.8444 [2020-11-08 09:47:39,486][root][INFO] - ===> Epoch[26](77/3): Loss 0.9709, Sem 1.1967, dir -0.7723, norm 0.5465, swav 0.0000 LR: 9.861e-02 Score 65.215 Data time: 0.2339, Forward time: 2.2807, Backward time: 3.2274, DDP time: 0.0035, Total iter time: 5.0678 [2020-11-08 09:47:45,286][root][INFO] - ===> Epoch[26](78/3): Loss 0.9239, Sem 1.1928, dir -0.7681, norm 0.4992, swav 0.0000 LR: 9.860e-02 Score 62.821 Data time: 0.2085, Forward time: 2.2754, Backward time: 3.2309, DDP time: 0.0035, Total iter time: 5.6799 [2020-11-08 09:47:51,274][root][INFO] - ===> Epoch[27](79/3): Loss 0.7434, Sem 1.0209, dir -0.7890, norm 0.5114, swav 0.0000 LR: 9.858e-02 Score 69.155 Data time: 0.2997, Forward time: 2.2854, Backward time: 3.2216, DDP time: 0.0035, Total iter time: 5.8817 [2020-11-08 09:47:56,413][root][INFO] - ===> Epoch[27](80/3): Loss 0.9678, Sem 1.2160, dir -0.7794, norm 0.5312, swav 0.0000 LR: 9.856e-02 Score 63.002 Data time: 0.2303, Forward time: 2.2884, Backward time: 3.2081, DDP time: 0.0035, Total iter time: 5.0108 [2020-11-08 09:48:01,566][root][INFO] - ===> Epoch[27](81/3): Loss 0.8597, Sem 1.1594, dir -0.7934, norm 0.4936, swav 0.0000 LR: 9.854e-02 Score 65.752 Data time: 0.1220, Forward time: 2.2772, Backward time: 3.2120, DDP time: 0.0035, Total iter time: 5.0435 [2020-11-08 09:48:06,885][root][INFO] - ===> Epoch[28](82/3): Loss 0.7905, Sem 1.0514, dir -0.8088, norm 0.5479, swav 0.0000 LR: 9.852e-02 Score 68.093 Data time: 0.1822, Forward time: 2.2727, Backward time: 3.2105, DDP time: 0.0035, Total iter time: 5.2514 [2020-11-08 09:48:12,108][root][INFO] - ===> Epoch[28](83/3): Loss 0.8928, Sem 1.1475, dir -0.7767, norm 0.5220, swav 0.0000 LR: 9.851e-02 Score 65.841 Data time: 0.2143, Forward time: 2.2719, Backward time: 3.2036, DDP time: 0.0035, Total iter time: 5.1254 [2020-11-08 09:48:18,540][root][INFO] - ===> Epoch[28](84/3): Loss 0.8554, Sem 1.1341, dir -0.8058, norm 0.5272, swav 0.0000 LR: 9.849e-02 Score 64.507 Data time: 0.1972, Forward time: 2.2681, Backward time: 3.2135, DDP time: 0.0035, Total iter time: 6.3133 [2020-11-08 09:48:24,005][root][INFO] - ===> Epoch[29](85/3): Loss 0.8635, Sem 1.1301, dir -0.7936, norm 0.5271, swav 0.0000 LR: 9.847e-02 Score 65.513 Data time: 0.2724, Forward time: 2.2750, Backward time: 3.2018, DDP time: 0.0035, Total iter time: 5.3546 [2020-11-08 09:48:29,493][root][INFO] - ===> Epoch[29](86/3): Loss 0.8725, Sem 1.1312, dir -0.7868, norm 0.5281, swav 0.0000 LR: 9.845e-02 Score 65.503 Data time: 0.2744, Forward time: 2.2822, Backward time: 3.1898, DDP time: 0.0034, Total iter time: 5.3547 [2020-11-08 09:48:35,130][root][INFO] - ===> Epoch[29](87/3): Loss 0.8074, Sem 1.1238, dir -0.8198, norm 0.5034, swav 0.0000 LR: 9.843e-02 Score 64.551 Data time: 0.2395, Forward time: 2.2841, Backward time: 3.1841, DDP time: 0.0034, Total iter time: 5.5119 [2020-11-08 09:48:40,608][root][INFO] - ===> Epoch[30](88/3): Loss 0.6950, Sem 1.0265, dir -0.7978, norm 0.4663, swav 0.0000 LR: 9.841e-02 Score 69.692 Data time: 0.1878, Forward time: 2.2830, Backward time: 3.1803, DDP time: 0.0034, Total iter time: 5.3614 [2020-11-08 09:48:45,705][root][INFO] - ===> Epoch[30](89/3): Loss 0.7322, Sem 1.1105, dir -0.8293, norm 0.4511, swav 0.0000 LR: 9.840e-02 Score 66.691 Data time: 0.1291, Forward time: 2.2736, Backward time: 3.1814, DDP time: 0.0034, Total iter time: 4.9775 [2020-11-08 09:48:52,400][root][INFO] - ===> Epoch[30](90/3): Loss 0.8449, Sem 1.1176, dir -0.7910, norm 0.5183, swav 0.0000 LR: 9.838e-02 Score 65.411 Data time: 0.1659, Forward time: 2.2662, Backward time: 3.1981, DDP time: 0.0034, Total iter time: 6.6309 [2020-11-08 09:48:58,316][root][INFO] - ===> Epoch[31](91/3): Loss 0.7819, Sem 1.0750, dir -0.8005, norm 0.5074, swav 0.0000 LR: 9.836e-02 Score 66.818 Data time: 0.2500, Forward time: 2.2711, Backward time: 3.1939, DDP time: 0.0034, Total iter time: 5.8133 [2020-11-08 09:49:03,456][root][INFO] - ===> Epoch[31](92/3): Loss 0.8333, Sem 1.1466, dir -0.8034, norm 0.4901, swav 0.0000 LR: 9.834e-02 Score 65.029 Data time: 0.2628, Forward time: 2.2748, Backward time: 3.1814, DDP time: 0.0035, Total iter time: 5.0146 [2020-11-08 09:49:10,711][root][INFO] - ===> Epoch[31](93/3): Loss 0.6535, Sem 1.0649, dir -0.8340, norm 0.4227, swav 0.0000 LR: 9.832e-02 Score 67.440 Data time: 0.4020, Forward time: 2.2896, Backward time: 3.1802, DDP time: 0.0034, Total iter time: 7.1357 [2020-11-08 09:49:17,442][root][INFO] - ===> Epoch[32](94/3): Loss 0.7286, Sem 1.0556, dir -0.8010, norm 0.4740, swav 0.0000 LR: 9.831e-02 Score 68.628 Data time: 0.2437, Forward time: 2.2909, Backward time: 3.1873, DDP time: 0.0034, Total iter time: 6.6255 [2020-11-08 09:49:24,113][root][INFO] - ===> Epoch[32](95/3): Loss 0.8360, Sem 1.1238, dir -0.8166, norm 0.5288, swav 0.0000 LR: 9.829e-02 Score 64.921 Data time: 0.3696, Forward time: 2.3023, Backward time: 3.1831, DDP time: 0.0034, Total iter time: 6.5473 [2020-11-08 09:49:29,583][root][INFO] - ===> Epoch[32](96/3): Loss 0.6867, Sem 1.0366, dir -0.8263, norm 0.4764, swav 0.0000 LR: 9.827e-02 Score 69.503 Data time: 0.2037, Forward time: 2.3029, Backward time: 3.1780, DDP time: 0.0034, Total iter time: 5.3047 [2020-11-08 09:49:34,731][root][INFO] - ===> Epoch[33](97/3): Loss 0.8028, Sem 1.1342, dir -0.8144, norm 0.4829, swav 0.0000 LR: 9.825e-02 Score 64.688 Data time: 0.1741, Forward time: 2.2987, Backward time: 3.1749, DDP time: 0.0034, Total iter time: 5.0348 [2020-11-08 09:49:39,656][root][INFO] - ===> Epoch[33](98/3): Loss 0.6381, Sem 1.0407, dir -0.8276, norm 0.4250, swav 0.0000 LR: 9.823e-02 Score 66.915 Data time: 0.2020, Forward time: 2.2957, Backward time: 3.1685, DDP time: 0.0034, Total iter time: 4.8182 [2020-11-08 09:49:45,531][root][INFO] - ===> Epoch[33](99/3): Loss 0.6835, Sem 1.0243, dir -0.8068, norm 0.4660, swav 0.0000 LR: 9.822e-02 Score 69.006 Data time: 0.2980, Forward time: 2.3034, Backward time: 3.1607, DDP time: 0.0034, Total iter time: 5.7561 [2020-11-08 09:49:51,227][root][INFO] - ===> Epoch[34](100/3): Loss 0.8127, Sem 1.0939, dir -0.7951, norm 0.5140, swav 0.0000 LR: 9.820e-02 Score 66.398 Data time: 0.1422, Forward time: 2.2983, Backward time: 3.1639, DDP time: 0.0034, Total iter time: 5.5689 [2020-11-08 09:49:57,469][root][INFO] - ===> Epoch[34](101/3): Loss 0.7573, Sem 1.0589, dir -0.8059, norm 0.5043, swav 0.0000 LR: 9.818e-02 Score 67.488 Data time: 0.2149, Forward time: 2.2981, Backward time: 3.1679, DDP time: 0.0034, Total iter time: 6.1372 [2020-11-08 09:50:03,988][root][INFO] - ===> Epoch[34](102/3): Loss 0.6897, Sem 1.0616, dir -0.8280, norm 0.4561, swav 0.0000 LR: 9.816e-02 Score 66.961 Data time: 0.1968, Forward time: 2.2931, Backward time: 3.1785, DDP time: 0.0034, Total iter time: 6.3931 [2020-11-08 09:50:09,179][root][INFO] - ===> Epoch[35](103/3): Loss 0.7449, Sem 1.0465, dir -0.8080, norm 0.5064, swav 0.0000 LR: 9.814e-02 Score 69.367 Data time: 0.2474, Forward time: 2.2970, Backward time: 3.1684, DDP time: 0.0034, Total iter time: 5.0964 [2020-11-08 09:50:15,538][root][INFO] - ===> Epoch[35](104/3): Loss 0.6710, Sem 1.0565, dir -0.8239, norm 0.4384, swav 0.0000 LR: 9.813e-02 Score 67.718 Data time: 0.2359, Forward time: 2.2983, Backward time: 3.1715, DDP time: 0.0034, Total iter time: 6.2500 [2020-11-08 09:50:21,168][root][INFO] - ===> Epoch[35](105/3): Loss 0.6557, Sem 0.9934, dir -0.8242, norm 0.4866, swav 0.0000 LR: 9.811e-02 Score 68.990 Data time: 0.2405, Forward time: 2.3009, Backward time: 3.1667, DDP time: 0.0034, Total iter time: 5.5110 [2020-11-08 09:50:26,603][root][INFO] - ===> Epoch[36](106/3): Loss 0.8024, Sem 1.1193, dir -0.8090, norm 0.4922, swav 0.0000 LR: 9.809e-02 Score 64.676 Data time: 0.2389, Forward time: 2.3033, Backward time: 3.1602, DDP time: 0.0034, Total iter time: 5.3126 [2020-11-08 09:50:32,513][root][INFO] - ===> Epoch[36](107/3): Loss 0.5400, Sem 0.9251, dir -0.8355, norm 0.4504, swav 0.0000 LR: 9.807e-02 Score 71.802 Data time: 0.1608, Forward time: 2.2986, Backward time: 3.1651, DDP time: 0.0034, Total iter time: 5.7763 [2020-11-08 09:50:37,151][root][INFO] - ===> Epoch[36](108/3): Loss 0.5859, Sem 0.9956, dir -0.8366, norm 0.4270, swav 0.0000 LR: 9.805e-02 Score 69.518 Data time: 0.1749, Forward time: 2.2946, Backward time: 3.1585, DDP time: 0.0034, Total iter time: 4.5417 [2020-11-08 09:50:42,185][root][INFO] - ===> Epoch[37](109/3): Loss 0.6843, Sem 1.0425, dir -0.8344, norm 0.4762, swav 0.0000 LR: 9.804e-02 Score 68.318 Data time: 0.2037, Forward time: 2.2927, Backward time: 3.1531, DDP time: 0.0034, Total iter time: 4.9185 [2020-11-08 09:50:48,873][root][INFO] - ===> Epoch[37](110/3): Loss 0.5779, Sem 0.9687, dir -0.8275, norm 0.4366, swav 0.0000 LR: 9.802e-02 Score 69.450 Data time: 0.2411, Forward time: 2.2944, Backward time: 3.1586, DDP time: 0.0034, Total iter time: 6.5764 [2020-11-08 09:50:56,421][root][INFO] - ===> Epoch[37](111/3): Loss 0.7672, Sem 1.1047, dir -0.8310, norm 0.4935, swav 0.0000 LR: 9.800e-02 Score 65.730 Data time: 0.2872, Forward time: 2.2997, Backward time: 3.1676, DDP time: 0.0034, Total iter time: 7.4159 [2020-11-08 09:51:04,323][root][INFO] - ===> Epoch[38](112/3): Loss 0.5520, Sem 0.9649, dir -0.8276, norm 0.4146, swav 0.0000 LR: 9.798e-02 Score 70.585 Data time: 0.4272, Forward time: 2.3145, Backward time: 3.1693, DDP time: 0.0034, Total iter time: 7.7596 [2020-11-08 09:51:10,112][root][INFO] - ===> Epoch[38](113/3): Loss 0.5855, Sem 0.9793, dir -0.8398, norm 0.4461, swav 0.0000 LR: 9.796e-02 Score 70.090 Data time: 0.2830, Forward time: 2.3215, Backward time: 3.1613, DDP time: 0.0034, Total iter time: 5.6739 [2020-11-08 09:51:16,498][root][INFO] - ===> Epoch[38](114/3): Loss 0.6529, Sem 1.0526, dir -0.8244, norm 0.4247, swav 0.0000 LR: 9.795e-02 Score 67.579 Data time: 0.2393, Forward time: 2.3246, Backward time: 3.1624, DDP time: 0.0034, Total iter time: 6.2670 [2020-11-08 09:51:21,769][root][INFO] - ===> Epoch[39](115/3): Loss 0.5825, Sem 0.9519, dir -0.8349, norm 0.4654, swav 0.0000 LR: 9.793e-02 Score 71.026 Data time: 0.2049, Forward time: 2.3226, Backward time: 3.1586, DDP time: 0.0034, Total iter time: 5.1460 [2020-11-08 09:51:28,190][root][INFO] - ===> Epoch[39](116/3): Loss 0.6243, Sem 1.0207, dir -0.8287, norm 0.4323, swav 0.0000 LR: 9.791e-02 Score 68.254 Data time: 0.1406, Forward time: 2.3161, Backward time: 3.1698, DDP time: 0.0034, Total iter time: 6.3313 [2020-11-08 09:51:34,047][root][INFO] - ===> Epoch[39](117/3): Loss 0.5920, Sem 0.9403, dir -0.8361, norm 0.4878, swav 0.0000 LR: 9.789e-02 Score 71.700 Data time: 0.1827, Forward time: 2.3116, Backward time: 3.1742, DDP time: 0.0034, Total iter time: 5.7687 [2020-11-08 09:51:40,718][root][INFO] - ===> Epoch[40](118/3): Loss 0.5326, Sem 0.9121, dir -0.8309, norm 0.4515, swav 0.0000 LR: 9.787e-02 Score 71.860 Data time: 0.2272, Forward time: 2.3128, Backward time: 3.1795, DDP time: 0.0034, Total iter time: 6.5851 [2020-11-08 09:51:46,218][root][INFO] - ===> Epoch[40](119/3): Loss 0.6916, Sem 1.0843, dir -0.8424, norm 0.4497, swav 0.0000 LR: 9.786e-02 Score 65.026 Data time: 0.1914, Forward time: 2.3118, Backward time: 3.1774, DDP time: 0.0034, Total iter time: 5.3905 [2020-11-08 09:51:51,228][root][INFO] - ===> Epoch[40](120/3): Loss 0.6237, Sem 0.9992, dir -0.8287, norm 0.4531, swav 0.0000 LR: 9.784e-02 Score 69.799 Data time: 0.1548, Forward time: 2.3059, Backward time: 3.1761, DDP time: 0.0034, Total iter time: 4.9078 [2020-11-08 09:51:57,325][root][INFO] - ===> Epoch[41](121/3): Loss 0.5658, Sem 0.9175, dir -0.8211, norm 0.4693, swav 0.0000 LR: 9.782e-02 Score 72.645 Data time: 0.2175, Forward time: 2.3052, Backward time: 3.1787, DDP time: 0.0034, Total iter time: 6.0050 [2020-11-08 09:52:03,030][root][INFO] - ===> Epoch[41](122/3): Loss 0.5214, Sem 0.9691, dir -0.8555, norm 0.4078, swav 0.0000 LR: 9.780e-02 Score 69.789 Data time: 0.2106, Forward time: 2.3047, Backward time: 3.1777, DDP time: 0.0034, Total iter time: 5.5814 [2020-11-08 09:52:08,810][root][INFO] - ===> Epoch[41](123/3): Loss 0.6170, Sem 1.0040, dir -0.8422, norm 0.4553, swav 0.0000 LR: 9.778e-02 Score 68.356 Data time: 0.1829, Forward time: 2.3026, Backward time: 3.1789, DDP time: 0.0034, Total iter time: 5.6568 [2020-11-08 09:52:14,129][root][INFO] - ===> Epoch[42](124/3): Loss 0.5863, Sem 1.0044, dir -0.8327, norm 0.4146, swav 0.0000 LR: 9.777e-02 Score 69.402 Data time: 0.2499, Forward time: 2.3001, Backward time: 3.1766, DDP time: 0.0034, Total iter time: 5.2143 [2020-11-08 09:52:20,667][root][INFO] - ===> Epoch[42](125/3): Loss 0.5480, Sem 0.9463, dir -0.8474, norm 0.4491, swav 0.0000 LR: 9.775e-02 Score 70.454 Data time: 0.2725, Forward time: 2.3053, Backward time: 3.1764, DDP time: 0.0034, Total iter time: 6.4246 [2020-11-08 09:52:26,473][root][INFO] - ===> Epoch[42](126/3): Loss 0.5791, Sem 0.9504, dir -0.8254, norm 0.4540, swav 0.0000 LR: 9.773e-02 Score 70.857 Data time: 0.1910, Forward time: 2.3035, Backward time: 3.1775, DDP time: 0.0034, Total iter time: 5.6833 [2020-11-08 09:52:32,661][root][INFO] - ===> Epoch[43](127/3): Loss 0.5448, Sem 0.9474, dir -0.8451, norm 0.4425, swav 0.0000 LR: 9.771e-02 Score 72.349 Data time: 0.2744, Forward time: 2.3069, Backward time: 3.1760, DDP time: 0.0034, Total iter time: 6.0870 [2020-11-08 09:52:38,022][root][INFO] - ===> Epoch[43](128/3): Loss 0.5861, Sem 0.9820, dir -0.8376, norm 0.4417, swav 0.0000 LR: 9.769e-02 Score 68.359 Data time: 0.2765, Forward time: 2.3098, Backward time: 3.1680, DDP time: 0.0034, Total iter time: 5.2384 [2020-11-08 09:52:44,631][root][INFO] - ===> Epoch[43](129/3): Loss 0.5846, Sem 0.9796, dir -0.8383, norm 0.4433, swav 0.0000 LR: 9.768e-02 Score 69.885 Data time: 0.3512, Forward time: 2.3184, Backward time: 3.1645, DDP time: 0.0034, Total iter time: 6.4944 [2020-11-08 09:52:50,752][root][INFO] - ===> Epoch[44](130/3): Loss 0.6519, Sem 1.0074, dir -0.8256, norm 0.4701, swav 0.0000 LR: 9.766e-02 Score 70.588 Data time: 0.2085, Forward time: 2.3181, Backward time: 3.1658, DDP time: 0.0034, Total iter time: 5.9996 [2020-11-08 09:52:56,929][root][INFO] - ===> Epoch[44](131/3): Loss 0.6456, Sem 1.0090, dir -0.8304, norm 0.4671, swav 0.0000 LR: 9.764e-02 Score 69.825 Data time: 0.3087, Forward time: 2.3245, Backward time: 3.1615, DDP time: 0.0034, Total iter time: 6.0673 [2020-11-08 09:53:01,730][root][INFO] - ===> Epoch[44](132/3): Loss 0.5104, Sem 0.9281, dir -0.8451, norm 0.4273, swav 0.0000 LR: 9.762e-02 Score 71.208 Data time: 0.2216, Forward time: 2.3257, Backward time: 3.1517, DDP time: 0.0034, Total iter time: 4.6773 [2020-11-08 09:53:07,804][root][INFO] - ===> Epoch[45](133/3): Loss 0.5837, Sem 0.9136, dir -0.8218, norm 0.4920, swav 0.0000 LR: 9.760e-02 Score 73.303 Data time: 0.2625, Forward time: 2.3287, Backward time: 3.1502, DDP time: 0.0034, Total iter time: 5.9736 [2020-11-08 09:53:13,778][root][INFO] - ===> Epoch[45](134/3): Loss 0.7466, Sem 1.0627, dir -0.7943, norm 0.4783, swav 0.0000 LR: 9.759e-02 Score 66.980 Data time: 0.2094, Forward time: 2.3276, Backward time: 3.1517, DDP time: 0.0034, Total iter time: 5.8580 [2020-11-08 09:53:19,626][root][INFO] - ===> Epoch[45](135/3): Loss 0.4321, Sem 0.8535, dir -0.8557, norm 0.4343, swav 0.0000 LR: 9.757e-02 Score 74.030 Data time: 0.2979, Forward time: 2.3324, Backward time: 3.1465, DDP time: 0.0034, Total iter time: 5.7279 [2020-11-08 09:53:25,206][root][INFO] - ===> Epoch[46](136/3): Loss 0.4310, Sem 0.8448, dir -0.8457, norm 0.4319, swav 0.0000 LR: 9.755e-02 Score 74.618 Data time: 0.2415, Forward time: 2.3341, Backward time: 3.1426, DDP time: 0.0034, Total iter time: 5.4644 [2020-11-08 09:53:30,887][root][INFO] - ===> Epoch[46](137/3): Loss 0.6443, Sem 0.9681, dir -0.8212, norm 0.4974, swav 0.0000 LR: 9.753e-02 Score 70.260 Data time: 0.3158, Forward time: 2.3386, Backward time: 3.1363, DDP time: 0.0034, Total iter time: 5.5598 [2020-11-08 09:53:36,753][root][INFO] - ===> Epoch[46](138/3): Loss 0.5683, Sem 0.9666, dir -0.8392, norm 0.4410, swav 0.0000 LR: 9.751e-02 Score 69.742 Data time: 0.1523, Forward time: 2.3347, Backward time: 3.1402, DDP time: 0.0034, Total iter time: 5.7632 [2020-11-08 09:53:42,876][root][INFO] - ===> Epoch[47](139/3): Loss 0.5115, Sem 0.8726, dir -0.8245, norm 0.4634, swav 0.0000 LR: 9.749e-02 Score 72.542 Data time: 0.2269, Forward time: 2.3346, Backward time: 3.1420, DDP time: 0.0034, Total iter time: 6.0233 [2020-11-08 09:53:48,565][root][INFO] - ===> Epoch[47](140/3): Loss 0.5048, Sem 0.9132, dir -0.8496, norm 0.4412, swav 0.0000 LR: 9.748e-02 Score 71.525 Data time: 0.2738, Forward time: 2.3390, Backward time: 3.1363, DDP time: 0.0034, Total iter time: 5.5742 [2020-11-08 09:53:54,053][root][INFO] - ===> Epoch[47](141/3): Loss 0.4563, Sem 0.8598, dir -0.8465, norm 0.4431, swav 0.0000 LR: 9.746e-02 Score 73.716 Data time: 0.2672, Forward time: 2.3426, Backward time: 3.1297, DDP time: 0.0034, Total iter time: 5.3432 [2020-11-08 09:54:00,659][root][INFO] - ===> Epoch[48](142/3): Loss 0.5480, Sem 0.9322, dir -0.8426, norm 0.4585, swav 0.0000 LR: 9.744e-02 Score 71.262 Data time: 0.1547, Forward time: 2.3387, Backward time: 3.1386, DDP time: 0.0034, Total iter time: 6.4940 [2020-11-08 09:54:07,283][root][INFO] - ===> Epoch[48](143/3): Loss 0.6110, Sem 1.0166, dir -0.8484, norm 0.4428, swav 0.0000 LR: 9.742e-02 Score 68.830 Data time: 0.2135, Forward time: 2.3366, Backward time: 3.1456, DDP time: 0.0034, Total iter time: 6.5529 [2020-11-08 09:54:14,217][root][INFO] - ===> Epoch[48](144/3): Loss 0.4240, Sem 0.8326, dir -0.8427, norm 0.4341, swav 0.0000 LR: 9.740e-02 Score 73.453 Data time: 0.2293, Forward time: 2.3367, Backward time: 3.1525, DDP time: 0.0034, Total iter time: 6.8328 [2020-11-08 09:54:19,439][root][INFO] - ===> Epoch[49](145/3): Loss 0.5130, Sem 0.8992, dir -0.8413, norm 0.4551, swav 0.0000 LR: 9.739e-02 Score 71.582 Data time: 0.2481, Forward time: 2.3391, Backward time: 3.1456, DDP time: 0.0034, Total iter time: 5.0962 [2020-11-08 09:54:24,682][root][INFO] - ===> Epoch[49](146/3): Loss 0.4487, Sem 0.8333, dir -0.8406, norm 0.4560, swav 0.0000 LR: 9.737e-02 Score 74.361 Data time: 0.1800, Forward time: 2.3367, Backward time: 3.1436, DDP time: 0.0034, Total iter time: 5.1047 [2020-11-08 09:54:30,425][root][INFO] - ===> Epoch[49](147/3): Loss 0.5643, Sem 0.9683, dir -0.8479, norm 0.4439, swav 0.0000 LR: 9.735e-02 Score 68.629 Data time: 0.1791, Forward time: 2.3342, Backward time: 3.1452, DDP time: 0.0034, Total iter time: 5.6354 [2020-11-08 09:54:36,757][root][INFO] - ===> Epoch[50](148/3): Loss 0.3901, Sem 0.7902, dir -0.8405, norm 0.4404, swav 0.0000 LR: 9.733e-02 Score 75.053 Data time: 0.1637, Forward time: 2.3302, Backward time: 3.1522, DDP time: 0.0034, Total iter time: 6.2202 [2020-11-08 09:54:41,739][root][INFO] - ===> Epoch[50](149/3): Loss 0.4044, Sem 0.8652, dir -0.8589, norm 0.3980, swav 0.0000 LR: 9.731e-02 Score 72.750 Data time: 0.1994, Forward time: 2.3268, Backward time: 3.1497, DDP time: 0.0034, Total iter time: 4.8766 [2020-11-08 09:54:47,827][root][INFO] - ===> Epoch[50](150/3): Loss 0.5151, Sem 0.9036, dir -0.8379, norm 0.4494, swav 0.0000 LR: 9.730e-02 Score 71.725 Data time: 0.3347, Forward time: 2.3318, Backward time: 3.1457, DDP time: 0.0034, Total iter time: 5.9792 [2020-11-08 09:54:53,803][root][INFO] - ===> Epoch[51](151/3): Loss 0.3817, Sem 0.8047, dir -0.8562, norm 0.4332, swav 0.0000 LR: 9.728e-02 Score 75.391 Data time: 0.2209, Forward time: 2.3305, Backward time: 3.1473, DDP time: 0.0034, Total iter time: 5.8500 [2020-11-08 09:54:58,366][root][INFO] - ===> Epoch[51](152/3): Loss 0.5197, Sem 0.9460, dir -0.8468, norm 0.4204, swav 0.0000 LR: 9.726e-02 Score 69.781 Data time: 0.1848, Forward time: 2.3274, Backward time: 3.1420, DDP time: 0.0034, Total iter time: 4.4353 [2020-11-08 09:55:03,767][root][INFO] - ===> Epoch[51](153/3): Loss 0.3735, Sem 0.8153, dir -0.8576, norm 0.4158, swav 0.0000 LR: 9.724e-02 Score 74.900 Data time: 0.2320, Forward time: 2.3280, Backward time: 3.1385, DDP time: 0.0034, Total iter time: 5.3033 [2020-11-08 09:55:09,381][root][INFO] - ===> Epoch[52](154/3): Loss 0.3944, Sem 0.8150, dir -0.8541, norm 0.4334, swav 0.0000 LR: 9.722e-02 Score 74.798 Data time: 0.1883, Forward time: 2.3256, Backward time: 3.1387, DDP time: 0.0034, Total iter time: 5.4704 [2020-11-08 09:55:15,561][root][INFO] - ===> Epoch[52](155/3): Loss 0.4594, Sem 0.8923, dir -0.8484, norm 0.4154, swav 0.0000 LR: 9.721e-02 Score 71.306 Data time: 0.2494, Forward time: 2.3270, Backward time: 3.1391, DDP time: 0.0034, Total iter time: 6.0656 [2020-11-08 09:55:22,805][root][INFO] - ===> Epoch[52](156/3): Loss 0.3994, Sem 0.8559, dir -0.8551, norm 0.3985, swav 0.0000 LR: 9.719e-02 Score 72.759 Data time: 0.2514, Forward time: 2.3298, Backward time: 3.1444, DDP time: 0.0034, Total iter time: 7.1102 [2020-11-08 09:55:27,969][root][INFO] - ===> Epoch[53](157/3): Loss 0.3880, Sem 0.8325, dir -0.8614, norm 0.4169, swav 0.0000 LR: 9.717e-02 Score 74.798 Data time: 0.1667, Forward time: 2.3265, Backward time: 3.1431, DDP time: 0.0034, Total iter time: 5.0249 [2020-11-08 09:55:33,390][root][INFO] - ===> Epoch[53](158/3): Loss 0.4007, Sem 0.8102, dir -0.8371, norm 0.4276, swav 0.0000 LR: 9.715e-02 Score 74.905 Data time: 0.2607, Forward time: 2.3286, Backward time: 3.1382, DDP time: 0.0035, Total iter time: 5.3066 [2020-11-08 09:55:40,297][root][INFO] - ===> Epoch[53](159/3): Loss 0.4742, Sem 0.8781, dir -0.8435, norm 0.4396, swav 0.0000 LR: 9.713e-02 Score 72.143 Data time: 0.2418, Forward time: 2.3291, Backward time: 3.1438, DDP time: 0.0035, Total iter time: 6.7788 [2020-11-08 09:55:45,857][root][INFO] - ===> Epoch[54](160/3): Loss 0.3255, Sem 0.7516, dir -0.8569, norm 0.4308, swav 0.0000 LR: 9.712e-02 Score 76.548 Data time: 0.2326, Forward time: 2.3291, Backward time: 3.1411, DDP time: 0.0035, Total iter time: 5.4432 [2020-11-08 09:55:52,285][root][INFO] - ===> Epoch[54](161/3): Loss 0.2568, Sem 0.7367, dir -0.8574, norm 0.3776, swav 0.0000 LR: 9.710e-02 Score 77.348 Data time: 0.3825, Forward time: 2.3349, Backward time: 3.1382, DDP time: 0.0034, Total iter time: 6.3239 [2020-11-08 09:55:57,230][root][INFO] - ===> Epoch[54](162/3): Loss 0.4838, Sem 0.8864, dir -0.8466, norm 0.4439, swav 0.0000 LR: 9.708e-02 Score 71.969 Data time: 0.1716, Forward time: 2.3323, Backward time: 3.1353, DDP time: 0.0034, Total iter time: 4.8352 [2020-11-08 09:56:03,334][root][INFO] - ===> Epoch[55](163/3): Loss 0.4358, Sem 0.8256, dir -0.8492, norm 0.4594, swav 0.0000 LR: 9.706e-02 Score 73.509 Data time: 0.2291, Forward time: 2.3310, Backward time: 3.1379, DDP time: 0.0035, Total iter time: 6.0039 [2020-11-08 09:56:08,867][root][INFO] - ===> Epoch[55](164/3): Loss 0.3418, Sem 0.7833, dir -0.8575, norm 0.4160, swav 0.0000 LR: 9.704e-02 Score 75.326 Data time: 0.2561, Forward time: 2.3338, Backward time: 3.1332, DDP time: 0.0035, Total iter time: 5.4252 [2020-11-08 09:56:14,398][root][INFO] - ===> Epoch[55](165/3): Loss 0.4433, Sem 0.8831, dir -0.8517, norm 0.4119, swav 0.0000 LR: 9.703e-02 Score 72.048 Data time: 0.2036, Forward time: 2.3325, Backward time: 3.1323, DDP time: 0.0035, Total iter time: 5.4004 [2020-11-08 09:56:20,435][root][INFO] - ===> Epoch[56](166/3): Loss 0.4361, Sem 0.8257, dir -0.8496, norm 0.4600, swav 0.0000 LR: 9.701e-02 Score 73.518 Data time: 0.1775, Forward time: 2.3279, Backward time: 3.1377, DDP time: 0.0035, Total iter time: 5.9278 [2020-11-08 09:56:25,516][root][INFO] - ===> Epoch[56](167/3): Loss 0.3795, Sem 0.8439, dir -0.8586, norm 0.3942, swav 0.0000 LR: 9.699e-02 Score 73.813 Data time: 0.2482, Forward time: 2.3251, Backward time: 3.1357, DDP time: 0.0035, Total iter time: 5.0031 [2020-11-08 09:56:34,054][root][INFO] - ===> Epoch[56](168/3): Loss 0.3116, Sem 0.7442, dir -0.8585, norm 0.4260, swav 0.0000 LR: 9.697e-02 Score 76.583 Data time: 0.4519, Forward time: 2.3367, Backward time: 3.1391, DDP time: 0.0035, Total iter time: 8.4411 [2020-11-08 09:56:39,235][root][INFO] - ===> Epoch[57](169/3): Loss 0.4182, Sem 0.8433, dir -0.8504, norm 0.4253, swav 0.0000 LR: 9.695e-02 Score 73.472 Data time: 0.1950, Forward time: 2.3371, Backward time: 3.1346, DDP time: 0.0035, Total iter time: 5.0434 [2020-11-08 09:56:43,981][root][INFO] - ===> Epoch[57](170/3): Loss 0.3311, Sem 0.7750, dir -0.8552, norm 0.4112, swav 0.0000 LR: 9.694e-02 Score 76.593 Data time: 0.1739, Forward time: 2.3342, Backward time: 3.1312, DDP time: 0.0035, Total iter time: 4.6272 [2020-11-08 09:56:49,353][root][INFO] - ===> Epoch[57](171/3): Loss 0.3907, Sem 0.8500, dir -0.8642, norm 0.4049, swav 0.0000 LR: 9.692e-02 Score 72.688 Data time: 0.1889, Forward time: 2.3325, Backward time: 3.1302, DDP time: 0.0035, Total iter time: 5.2767 [2020-11-08 09:56:55,056][root][INFO] - ===> Epoch[58](172/3): Loss 0.3054, Sem 0.7512, dir -0.8582, norm 0.4125, swav 0.0000 LR: 9.690e-02 Score 77.714 Data time: 0.1918, Forward time: 2.3297, Backward time: 3.1316, DDP time: 0.0035, Total iter time: 5.5871 [2020-11-08 09:57:00,939][root][INFO] - ===> Epoch[58](173/3): Loss 0.3486, Sem 0.7705, dir -0.8445, norm 0.4227, swav 0.0000 LR: 9.688e-02 Score 75.129 Data time: 0.2868, Forward time: 2.3334, Backward time: 3.1280, DDP time: 0.0035, Total iter time: 5.7711 [2020-11-08 09:57:07,107][root][INFO] - ===> Epoch[58](174/3): Loss 0.3382, Sem 0.7696, dir -0.8547, norm 0.4234, swav 0.0000 LR: 9.686e-02 Score 76.647 Data time: 0.2960, Forward time: 2.3386, Backward time: 3.1244, DDP time: 0.0034, Total iter time: 6.0455 [2020-11-08 09:57:12,831][root][INFO] - ===> Epoch[59](175/3): Loss 0.3553, Sem 0.8127, dir -0.8713, norm 0.4138, swav 0.0000 LR: 9.685e-02 Score 74.018 Data time: 0.1591, Forward time: 2.3352, Backward time: 3.1270, DDP time: 0.0034, Total iter time: 5.6004 [2020-11-08 09:57:18,852][root][INFO] - ===> Epoch[59](176/3): Loss 0.2713, Sem 0.7579, dir -0.8723, norm 0.3857, swav 0.0000 LR: 9.683e-02 Score 75.581 Data time: 0.3079, Forward time: 2.3393, Backward time: 3.1237, DDP time: 0.0034, Total iter time: 5.9325 [2020-11-08 09:57:25,219][root][INFO] - ===> Epoch[59](177/3): Loss 0.2764, Sem 0.7669, dir -0.8745, norm 0.3840, swav 0.0000 LR: 9.681e-02 Score 75.860 Data time: 0.3205, Forward time: 2.3447, Backward time: 3.1207, DDP time: 0.0034, Total iter time: 6.2370 [2020-11-08 09:57:31,519][root][INFO] - ===> Epoch[60](178/3): Loss 0.3134, Sem 0.7395, dir -0.8448, norm 0.4187, swav 0.0000 LR: 9.679e-02 Score 76.912 Data time: 0.2507, Forward time: 2.3456, Backward time: 3.1221, DDP time: 0.0034, Total iter time: 6.1958 [2020-11-08 09:57:37,033][root][INFO] - ===> Epoch[60](179/3): Loss 0.3500, Sem 0.7962, dir -0.8667, norm 0.4206, swav 0.0000 LR: 9.677e-02 Score 74.938 Data time: 0.2426, Forward time: 2.3467, Backward time: 3.1191, DDP time: 0.0034, Total iter time: 5.4089 [2020-11-08 09:57:42,829][root][INFO] - ===> Epoch[60](180/3): Loss 0.2218, Sem 0.7335, dir -0.8764, norm 0.3647, swav 0.0000 LR: 9.675e-02 Score 76.563 Data time: 0.2072, Forward time: 2.3457, Backward time: 3.1197, DDP time: 0.0034, Total iter time: 5.6941 [2020-11-08 09:57:48,147][root][INFO] - ===> Epoch[61](181/3): Loss 0.2678, Sem 0.7757, dir -0.8849, norm 0.3770, swav 0.0000 LR: 9.674e-02 Score 75.518 Data time: 0.2048, Forward time: 2.3424, Backward time: 3.1199, DDP time: 0.0034, Total iter time: 5.2105 [2020-11-08 09:57:54,468][root][INFO] - ===> Epoch[61](182/3): Loss 0.3593, Sem 0.7753, dir -0.8487, norm 0.4326, swav 0.0000 LR: 9.672e-02 Score 76.476 Data time: 0.2888, Forward time: 2.3462, Backward time: 3.1186, DDP time: 0.0034, Total iter time: 6.2449 [2020-11-08 09:58:00,381][root][INFO] - ===> Epoch[61](183/3): Loss 0.2174, Sem 0.7146, dir -0.8673, norm 0.3701, swav 0.0000 LR: 9.670e-02 Score 77.474 Data time: 0.2787, Forward time: 2.3501, Backward time: 3.1149, DDP time: 0.0034, Total iter time: 5.7814 [2020-11-08 09:58:05,266][root][INFO] - ===> Epoch[62](184/3): Loss 0.2764, Sem 0.7510, dir -0.8716, norm 0.3971, swav 0.0000 LR: 9.668e-02 Score 75.990 Data time: 0.1659, Forward time: 2.3474, Backward time: 3.1125, DDP time: 0.0034, Total iter time: 4.7771 [2020-11-08 09:58:11,840][root][INFO] - ===> Epoch[62](185/3): Loss 0.3007, Sem 0.7525, dir -0.8531, norm 0.4013, swav 0.0000 LR: 9.666e-02 Score 75.632 Data time: 0.2263, Forward time: 2.3470, Backward time: 3.1165, DDP time: 0.0034, Total iter time: 6.4659 [2020-11-08 09:58:17,359][root][INFO] - ===> Epoch[62](186/3): Loss 0.2368, Sem 0.6879, dir -0.8672, norm 0.4161, swav 0.0000 LR: 9.665e-02 Score 78.358 Data time: 0.2066, Forward time: 2.3463, Backward time: 3.1154, DDP time: 0.0034, Total iter time: 5.3984 [2020-11-08 09:58:22,522][root][INFO] - ===> Epoch[63](187/3): Loss 0.3101, Sem 0.7770, dir -0.8650, norm 0.3981, swav 0.0000 LR: 9.663e-02 Score 76.283 Data time: 0.1858, Forward time: 2.3440, Backward time: 3.1141, DDP time: 0.0034, Total iter time: 5.0538 [2020-11-08 09:58:27,286][root][INFO] - ===> Epoch[63](188/3): Loss 0.3270, Sem 0.8120, dir -0.8713, norm 0.3863, swav 0.0000 LR: 9.661e-02 Score 74.421 Data time: 0.2766, Forward time: 2.3442, Backward time: 3.1077, DDP time: 0.0034, Total iter time: 4.6731 [2020-11-08 09:58:33,997][root][INFO] - ===> Epoch[63](189/3): Loss 0.2616, Sem 0.7054, dir -0.8618, norm 0.4180, swav 0.0000 LR: 9.659e-02 Score 78.408 Data time: 0.1785, Forward time: 2.3418, Backward time: 3.1144, DDP time: 0.0034, Total iter time: 6.5976 [2020-11-08 09:58:40,248][root][INFO] - ===> Epoch[64](190/3): Loss 0.2934, Sem 0.7594, dir -0.8705, norm 0.4045, swav 0.0000 LR: 9.657e-02 Score 76.043 Data time: 0.2128, Forward time: 2.3404, Backward time: 3.1178, DDP time: 0.0035, Total iter time: 6.1699 [2020-11-08 09:58:45,964][root][INFO] - ===> Epoch[64](191/3): Loss 0.2379, Sem 0.6948, dir -0.8639, norm 0.4071, swav 0.0000 LR: 9.656e-02 Score 78.739 Data time: 0.2710, Forward time: 2.3437, Backward time: 3.1137, DDP time: 0.0034, Total iter time: 5.5957 [2020-11-08 09:58:51,950][root][INFO] - ===> Epoch[64](192/3): Loss 0.3023, Sem 0.7243, dir -0.8578, norm 0.4359, swav 0.0000 LR: 9.654e-02 Score 77.676 Data time: 0.1283, Forward time: 2.3392, Backward time: 3.1196, DDP time: 0.0035, Total iter time: 5.8543 [2020-11-08 09:58:58,468][root][INFO] - ===> Epoch[65](193/3): Loss 0.3387, Sem 0.8024, dir -0.8672, norm 0.4035, swav 0.0000 LR: 9.652e-02 Score 74.384 Data time: 0.1945, Forward time: 2.3383, Backward time: 3.1242, DDP time: 0.0035, Total iter time: 6.4825 [2020-11-08 09:59:03,224][root][INFO] - ===> Epoch[65](194/3): Loss 0.3229, Sem 0.7436, dir -0.8475, norm 0.4267, swav 0.0000 LR: 9.650e-02 Score 77.559 Data time: 0.1639, Forward time: 2.3347, Backward time: 3.1221, DDP time: 0.0035, Total iter time: 4.6137 [2020-11-08 09:59:09,577][root][INFO] - ===> Epoch[65](195/3): Loss 0.2219, Sem 0.7180, dir -0.8804, norm 0.3843, swav 0.0000 LR: 9.648e-02 Score 77.574 Data time: 0.2082, Forward time: 2.3336, Backward time: 3.1257, DDP time: 0.0035, Total iter time: 6.2525 [2020-11-08 09:59:15,645][root][INFO] - ===> Epoch[66](196/3): Loss 0.2433, Sem 0.7468, dir -0.8727, norm 0.3692, swav 0.0000 LR: 9.647e-02 Score 77.004 Data time: 0.2299, Forward time: 2.3334, Backward time: 3.1268, DDP time: 0.0035, Total iter time: 5.9460 [2020-11-08 09:59:22,119][root][INFO] - ===> Epoch[66](197/3): Loss 0.2405, Sem 0.7020, dir -0.8695, norm 0.4080, swav 0.0000 LR: 9.645e-02 Score 77.769 Data time: 0.2476, Forward time: 2.3335, Backward time: 3.1296, DDP time: 0.0035, Total iter time: 6.3596 [2020-11-08 09:59:27,764][root][INFO] - ===> Epoch[66](198/3): Loss 0.2962, Sem 0.7738, dir -0.8712, norm 0.3936, swav 0.0000 LR: 9.643e-02 Score 76.106 Data time: 0.2194, Forward time: 2.3327, Backward time: 3.1291, DDP time: 0.0035, Total iter time: 5.5222 [2020-11-08 09:59:34,802][root][INFO] - ===> Epoch[67](199/3): Loss 0.2655, Sem 0.7402, dir -0.8718, norm 0.3971, swav 0.0000 LR: 9.641e-02 Score 76.619 Data time: 0.1832, Forward time: 2.3307, Backward time: 3.1368, DDP time: 0.0035, Total iter time: 6.9298 [2020-11-08 09:59:40,737][root][INFO] - ===> Epoch[67](200/3): Loss 0.1596, Sem 0.6481, dir -0.8729, norm 0.3844, swav 0.0000 LR: 9.639e-02 Score 80.020 Data time: 0.1924, Forward time: 2.3283, Backward time: 3.1394, DDP time: 0.0035, Total iter time: 5.8266 [2020-11-08 09:59:47,221][root][INFO] - ===> Epoch[67](201/3): Loss 0.1685, Sem 0.6523, dir -0.8681, norm 0.3843, swav 0.0000 LR: 9.638e-02 Score 80.442 Data time: 0.2089, Forward time: 2.3276, Backward time: 3.1432, DDP time: 0.0035, Total iter time: 6.4073 [2020-11-08 09:59:52,550][root][INFO] - ===> Epoch[68](202/3): Loss 0.2221, Sem 0.7328, dir -0.8832, norm 0.3725, swav 0.0000 LR: 9.636e-02 Score 77.402 Data time: 0.2549, Forward time: 2.3263, Backward time: 3.1415, DDP time: 0.0035, Total iter time: 5.1925 [2020-11-08 09:59:57,707][root][INFO] - ===> Epoch[68](203/3): Loss 0.1491, Sem 0.6101, dir -0.8683, norm 0.4074, swav 0.0000 LR: 9.634e-02 Score 81.339 Data time: 0.2505, Forward time: 2.3277, Backward time: 3.1367, DDP time: 0.0035, Total iter time: 5.0438 [2020-11-08 10:00:03,474][root][INFO] - ===> Epoch[68](204/3): Loss 0.2700, Sem 0.7260, dir -0.8693, norm 0.4132, swav 0.0000 LR: 9.632e-02 Score 77.684 Data time: 0.2129, Forward time: 2.3262, Backward time: 3.1376, DDP time: 0.0035, Total iter time: 5.6605 [2020-11-08 10:00:10,137][root][INFO] - ===> Epoch[69](205/3): Loss 0.1421, Sem 0.6656, dir -0.8781, norm 0.3546, swav 0.0000 LR: 9.630e-02 Score 79.188 Data time: 0.1922, Forward time: 2.3250, Backward time: 3.1425, DDP time: 0.0035, Total iter time: 6.5382 [2020-11-08 10:00:16,320][root][INFO] - ===> Epoch[69](206/3): Loss 0.1563, Sem 0.6646, dir -0.8757, norm 0.3674, swav 0.0000 LR: 9.628e-02 Score 79.597 Data time: 0.2158, Forward time: 2.3237, Backward time: 3.1450, DDP time: 0.0035, Total iter time: 6.0571 [2020-11-08 10:00:21,220][root][INFO] - ===> Epoch[69](207/3): Loss 0.2355, Sem 0.6987, dir -0.8664, norm 0.4032, swav 0.0000 LR: 9.627e-02 Score 78.254 Data time: 0.2123, Forward time: 2.3230, Backward time: 3.1412, DDP time: 0.0035, Total iter time: 4.7809 [2020-11-08 10:00:26,944][root][INFO] - ===> Epoch[70](208/3): Loss 0.1163, Sem 0.6141, dir -0.8794, norm 0.3816, swav 0.0000 LR: 9.625e-02 Score 81.176 Data time: 0.2672, Forward time: 2.3241, Backward time: 3.1391, DDP time: 0.0035, Total iter time: 5.5963 [2020-11-08 10:00:32,716][root][INFO] - ===> Epoch[70](209/3): Loss 0.1481, Sem 0.6401, dir -0.8713, norm 0.3793, swav 0.0000 LR: 9.623e-02 Score 80.645 Data time: 0.2906, Forward time: 2.3272, Backward time: 3.1355, DDP time: 0.0035, Total iter time: 5.6397 [2020-11-08 10:00:38,069][root][INFO] - ===> Epoch[70](210/3): Loss 0.2672, Sem 0.7414, dir -0.8589, norm 0.3847, swav 0.0000 LR: 9.621e-02 Score 76.929 Data time: 0.2462, Forward time: 2.3292, Backward time: 3.1311, DDP time: 0.0035, Total iter time: 5.2389 [2020-11-08 10:00:44,241][root][INFO] - ===> Epoch[71](211/3): Loss 0.0720, Sem 0.5665, dir -0.8813, norm 0.3868, swav 0.0000 LR: 9.619e-02 Score 83.515 Data time: 0.2968, Forward time: 2.3335, Backward time: 3.1281, DDP time: 0.0034, Total iter time: 6.0530 [2020-11-08 10:00:50,539][root][INFO] - ===> Epoch[71](212/3): Loss 0.2443, Sem 0.6946, dir -0.8623, norm 0.4121, swav 0.0000 LR: 9.618e-02 Score 77.793 Data time: 0.1918, Forward time: 2.3324, Backward time: 3.1311, DDP time: 0.0034, Total iter time: 6.1828 [2020-11-08 10:00:56,015][root][INFO] - ===> Epoch[71](213/3): Loss 0.1578, Sem 0.6788, dir -0.8847, norm 0.3637, swav 0.0000 LR: 9.616e-02 Score 78.992 Data time: 0.1741, Forward time: 2.3305, Backward time: 3.1313, DDP time: 0.0034, Total iter time: 5.3620 [2020-11-08 10:01:01,935][root][INFO] - ===> Epoch[72](214/3): Loss 0.1915, Sem 0.6516, dir -0.8627, norm 0.4026, swav 0.0000 LR: 9.614e-02 Score 79.887 Data time: 0.1910, Forward time: 2.3287, Backward time: 3.1334, DDP time: 0.0034, Total iter time: 5.8333 [2020-11-08 10:01:07,430][root][INFO] - ===> Epoch[72](215/3): Loss 0.0966, Sem 0.6318, dir -0.8859, norm 0.3507, swav 0.0000 LR: 9.612e-02 Score 80.364 Data time: 0.2406, Forward time: 2.3286, Backward time: 3.1316, DDP time: 0.0034, Total iter time: 5.3477 [2020-11-08 10:01:13,887][root][INFO] - ===> Epoch[72](216/3): Loss 0.1870, Sem 0.6421, dir -0.8657, norm 0.4106, swav 0.0000 LR: 9.610e-02 Score 79.331 Data time: 0.3299, Forward time: 2.3332, Backward time: 3.1295, DDP time: 0.0034, Total iter time: 6.3495 [2020-11-08 10:01:20,045][root][INFO] - ===> Epoch[73](217/3): Loss 0.1038, Sem 0.6303, dir -0.8810, norm 0.3545, swav 0.0000 LR: 9.609e-02 Score 81.132 Data time: 0.2515, Forward time: 2.3355, Backward time: 3.1285, DDP time: 0.0034, Total iter time: 6.0343 [2020-11-08 10:01:27,173][root][INFO] - ===> Epoch[73](218/3): Loss 0.0671, Sem 0.5995, dir -0.8903, norm 0.3578, swav 0.0000 LR: 9.607e-02 Score 81.050 Data time: 0.2554, Forward time: 2.3369, Backward time: 3.1325, DDP time: 0.0034, Total iter time: 7.0104 [2020-11-08 10:01:33,065][root][INFO] - ===> Epoch[73](219/3): Loss 0.1016, Sem 0.6085, dir -0.8753, norm 0.3684, swav 0.0000 LR: 9.605e-02 Score 80.959 Data time: 0.2337, Forward time: 2.3374, Backward time: 3.1320, DDP time: 0.0034, Total iter time: 5.7747 [2020-11-08 10:01:38,736][root][INFO] - ===> Epoch[74](220/3): Loss 0.1902, Sem 0.6649, dir -0.8661, norm 0.3914, swav 0.0000 LR: 9.603e-02 Score 79.647 Data time: 0.2560, Forward time: 2.3384, Backward time: 3.1300, DDP time: 0.0035, Total iter time: 5.5593 [2020-11-08 10:01:45,478][root][INFO] - ===> Epoch[74](221/3): Loss 0.0872, Sem 0.5938, dir -0.8829, norm 0.3763, swav 0.0000 LR: 9.601e-02 Score 82.068 Data time: 0.3618, Forward time: 2.3432, Backward time: 3.1288, DDP time: 0.0034, Total iter time: 6.6219 [2020-11-08 10:01:52,763][root][INFO] - ===> Epoch[74](222/3): Loss 0.0536, Sem 0.5762, dir -0.8800, norm 0.3574, swav 0.0000 LR: 9.600e-02 Score 81.898 Data time: 0.1877, Forward time: 2.3428, Backward time: 3.1352, DDP time: 0.0034, Total iter time: 7.1618 [2020-11-08 10:01:58,553][root][INFO] - ===> Epoch[75](223/3): Loss 0.1978, Sem 0.6448, dir -0.8766, norm 0.4296, swav 0.0000 LR: 9.598e-02 Score 79.605 Data time: 0.1570, Forward time: 2.3394, Backward time: 3.1383, DDP time: 0.0034, Total iter time: 5.6772 [2020-11-08 10:02:03,755][root][INFO] - ===> Epoch[75](224/3): Loss 0.1077, Sem 0.6351, dir -0.8895, norm 0.3622, swav 0.0000 LR: 9.596e-02 Score 80.289 Data time: 0.2456, Forward time: 2.3405, Backward time: 3.1344, DDP time: 0.0034, Total iter time: 5.1416 [2020-11-08 10:02:09,844][root][INFO] - ===> Epoch[75](225/3): Loss 0.0257, Sem 0.5314, dir -0.8747, norm 0.3690, swav 0.0000 LR: 9.594e-02 Score 83.825 Data time: 0.2114, Forward time: 2.3404, Backward time: 3.1354, DDP time: 0.0034, Total iter time: 5.9698 [2020-11-08 10:02:14,239][root][INFO] - ===> Epoch[76](226/3): Loss 0.0680, Sem 0.6012, dir -0.8910, norm 0.3578, swav 0.0000 LR: 9.592e-02 Score 81.410 Data time: 0.1934, Forward time: 2.3391, Backward time: 3.1304, DDP time: 0.0034, Total iter time: 4.2919 [2020-11-08 10:02:20,877][root][INFO] - ===> Epoch[76](227/3): Loss 0.1328, Sem 0.6248, dir -0.8683, norm 0.3763, swav 0.0000 LR: 9.591e-02 Score 80.921 Data time: 0.1907, Forward time: 2.3378, Backward time: 3.1351, DDP time: 0.0034, Total iter time: 6.5544 [2020-11-08 10:02:26,691][root][INFO] - ===> Epoch[76](228/3): Loss 0.0536, Sem 0.5664, dir -0.8784, norm 0.3656, swav 0.0000 LR: 9.589e-02 Score 82.666 Data time: 0.2314, Forward time: 2.3377, Backward time: 3.1350, DDP time: 0.0034, Total iter time: 5.7095 [2020-11-08 10:02:31,932][root][INFO] - ===> Epoch[77](229/3): Loss 0.0664, Sem 0.5825, dir -0.8729, norm 0.3568, swav 0.0000 LR: 9.587e-02 Score 81.762 Data time: 0.1764, Forward time: 2.3353, Backward time: 3.1347, DDP time: 0.0035, Total iter time: 5.1220 [2020-11-08 10:02:38,087][root][INFO] - ===> Epoch[77](230/3): Loss 0.1440, Sem 0.5833, dir -0.8686, norm 0.4292, swav 0.0000 LR: 9.585e-02 Score 82.447 Data time: 0.1931, Forward time: 2.3344, Backward time: 3.1369, DDP time: 0.0035, Total iter time: 6.0696 [2020-11-08 10:02:44,813][root][INFO] - ===> Epoch[77](231/3): Loss 0.0841, Sem 0.5909, dir -0.8874, norm 0.3805, swav 0.0000 LR: 9.583e-02 Score 81.834 Data time: 0.1558, Forward time: 2.3315, Backward time: 3.1431, DDP time: 0.0035, Total iter time: 6.6053 [2020-11-08 10:02:50,639][root][INFO] - ===> Epoch[78](232/3): Loss 0.0894, Sem 0.5760, dir -0.8734, norm 0.3868, swav 0.0000 LR: 9.581e-02 Score 81.822 Data time: 0.1973, Forward time: 2.3304, Backward time: 3.1441, DDP time: 0.0035, Total iter time: 5.7296 [2020-11-08 10:02:57,219][root][INFO] - ===> Epoch[78](233/3): Loss 0.1090, Sem 0.6111, dir -0.8671, norm 0.3650, swav 0.0000 LR: 9.580e-02 Score 81.629 Data time: 0.2572, Forward time: 2.3310, Backward time: 3.1463, DDP time: 0.0035, Total iter time: 6.4623 [2020-11-08 10:03:03,109][root][INFO] - ===> Epoch[78](234/3): Loss 0.0724, Sem 0.5898, dir -0.8876, norm 0.3703, swav 0.0000 LR: 9.578e-02 Score 82.494 Data time: 0.1836, Forward time: 2.3293, Backward time: 3.1480, DDP time: 0.0035, Total iter time: 5.7630 [2020-11-08 10:03:09,311][root][INFO] - ===> Epoch[79](235/3): Loss 0.0740, Sem 0.5389, dir -0.8660, norm 0.4011, swav 0.0000 LR: 9.576e-02 Score 83.308 Data time: 0.2064, Forward time: 2.3288, Backward time: 3.1499, DDP time: 0.0035, Total iter time: 6.0945 [2020-11-08 10:03:14,468][root][INFO] - ===> Epoch[79](236/3): Loss 0.0368, Sem 0.5642, dir -0.8732, norm 0.3458, swav 0.0000 LR: 9.574e-02 Score 82.561 Data time: 0.1510, Forward time: 2.3258, Backward time: 3.1499, DDP time: 0.0035, Total iter time: 5.0229 [2020-11-08 10:03:20,164][root][INFO] - ===> Epoch[79](237/3): Loss 0.0472, Sem 0.5665, dir -0.8882, norm 0.3688, swav 0.0000 LR: 9.572e-02 Score 82.932 Data time: 0.2516, Forward time: 2.3263, Backward time: 3.1487, DDP time: 0.0035, Total iter time: 5.6161 [2020-11-08 10:03:26,143][root][INFO] - ===> Epoch[80](238/3): Loss 0.0895, Sem 0.5513, dir -0.8710, norm 0.4092, swav 0.0000 LR: 9.571e-02 Score 82.800 Data time: 0.2973, Forward time: 2.3293, Backward time: 3.1460, DDP time: 0.0035, Total iter time: 5.8588 [2020-11-08 10:03:31,506][root][INFO] - ===> Epoch[80](239/3): Loss 0.0155, Sem 0.5606, dir -0.8935, norm 0.3485, swav 0.0000 LR: 9.569e-02 Score 82.625 Data time: 0.2732, Forward time: 2.3295, Backward time: 3.1434, DDP time: 0.0035, Total iter time: 5.2251 [2020-11-08 10:03:38,010][root][INFO] - ===> Epoch[80](240/3): Loss 0.0577, Sem 0.5692, dir -0.8798, norm 0.3683, swav 0.0000 LR: 9.567e-02 Score 83.139 Data time: 0.1926, Forward time: 2.3282, Backward time: 3.1472, DDP time: 0.0035, Total iter time: 6.3964 [2020-11-08 10:03:43,244][root][INFO] - ===> Epoch[81](241/3): Loss 0.0950, Sem 0.5891, dir -0.8817, norm 0.3876, swav 0.0000 LR: 9.565e-02 Score 81.359 Data time: 0.2779, Forward time: 2.3297, Backward time: 3.1431, DDP time: 0.0035, Total iter time: 5.1368 [2020-11-08 10:03:48,277][root][INFO] - ===> Epoch[81](242/3): Loss 0.1202, Sem 0.6079, dir -0.8692, norm 0.3815, swav 0.0000 LR: 9.563e-02 Score 81.247 Data time: 0.2850, Forward time: 2.3308, Backward time: 3.1385, DDP time: 0.0035, Total iter time: 4.9270 [2020-11-08 10:03:54,249][root][INFO] - ===> Epoch[81](243/3): Loss 0.0811, Sem 0.5458, dir -0.8693, norm 0.4046, swav 0.0000 LR: 9.562e-02 Score 83.219 Data time: 0.2536, Forward time: 2.3325, Backward time: 3.1372, DDP time: 0.0035, Total iter time: 5.8722 [2020-11-08 10:04:00,092][root][INFO] - ===> Epoch[82](244/3): Loss 0.1055, Sem 0.5864, dir -0.8651, norm 0.3842, swav 0.0000 LR: 9.560e-02 Score 82.002 Data time: 0.1884, Forward time: 2.3313, Backward time: 3.1379, DDP time: 0.0035, Total iter time: 5.7180 [2020-11-08 10:04:05,603][root][INFO] - ===> Epoch[82](245/3): Loss 0.0883, Sem 0.5677, dir -0.8783, norm 0.3989, swav 0.0000 LR: 9.558e-02 Score 82.199 Data time: 0.1599, Forward time: 2.3290, Backward time: 3.1390, DDP time: 0.0035, Total iter time: 5.4197 [2020-11-08 10:04:10,403][root][INFO] - ===> Epoch[82](246/3): Loss -0.0049, Sem 0.5120, dir -0.8889, norm 0.3720, swav 0.0000 LR: 9.556e-02 Score 84.279 Data time: 0.1838, Forward time: 2.3276, Backward time: 3.1365, DDP time: 0.0035, Total iter time: 4.7296 [2020-11-08 10:04:15,592][root][INFO] - ===> Epoch[83](247/3): Loss 0.1358, Sem 0.5845, dir -0.8550, norm 0.4064, swav 0.0000 LR: 9.554e-02 Score 81.293 Data time: 0.2098, Forward time: 2.3266, Backward time: 3.1348, DDP time: 0.0035, Total iter time: 5.0966 [2020-11-08 10:04:22,328][root][INFO] - ===> Epoch[83](248/3): Loss 0.0690, Sem 0.5889, dir -0.8792, norm 0.3593, swav 0.0000 LR: 9.553e-02 Score 82.009 Data time: 0.1980, Forward time: 2.3259, Backward time: 3.1389, DDP time: 0.0035, Total iter time: 6.6293 [2020-11-08 10:04:28,362][root][INFO] - ===> Epoch[83](249/3): Loss 0.0388, Sem 0.5159, dir -0.8715, norm 0.3944, swav 0.0000 LR: 9.551e-02 Score 84.213 Data time: 0.1626, Forward time: 2.3235, Backward time: 3.1420, DDP time: 0.0035, Total iter time: 5.9255 [2020-11-08 10:04:34,752][root][INFO] - ===> Epoch[84](250/3): Loss 0.0650, Sem 0.5556, dir -0.8672, norm 0.3766, swav 0.0000 LR: 9.549e-02 Score 82.912 Data time: 0.1787, Forward time: 2.3213, Backward time: 3.1463, DDP time: 0.0035, Total iter time: 6.3085 [2020-11-08 10:04:40,514][root][INFO] - ===> Epoch[84](251/3): Loss 0.0265, Sem 0.5007, dir -0.8650, norm 0.3909, swav 0.0000 LR: 9.547e-02 Score 84.534 Data time: 0.2678, Forward time: 2.3230, Backward time: 3.1442, DDP time: 0.0035, Total iter time: 5.6628 [2020-11-08 10:04:45,223][root][INFO] - ===> Epoch[84](252/3): Loss 0.0067, Sem 0.5375, dir -0.8871, norm 0.3563, swav 0.0000 LR: 9.545e-02 Score 82.898 Data time: 0.2257, Forward time: 2.3228, Backward time: 3.1399, DDP time: 0.0035, Total iter time: 4.5740 [2020-11-08 10:04:49,999][root][INFO] - ===> Epoch[85](253/3): Loss 0.0581, Sem 0.5441, dir -0.8819, norm 0.3959, swav 0.0000 LR: 9.544e-02 Score 83.604 Data time: 0.1834, Forward time: 2.3210, Backward time: 3.1376, DDP time: 0.0035, Total iter time: 4.6753 [2020-11-08 10:04:56,874][root][INFO] - ===> Epoch[85](254/3): Loss 0.0093, Sem 0.5343, dir -0.8842, norm 0.3592, swav 0.0000 LR: 9.542e-02 Score 83.485 Data time: 0.1845, Forward time: 2.3192, Backward time: 3.1433, DDP time: 0.0035, Total iter time: 6.7974 [2020-11-08 10:05:04,044][root][INFO] - ===> Epoch[85](255/3): Loss 0.0772, Sem 0.5504, dir -0.8762, norm 0.4029, swav 0.0000 LR: 9.540e-02 Score 83.344 Data time: 0.2735, Forward time: 2.3220, Backward time: 3.1453, DDP time: 0.0035, Total iter time: 7.0553 [2020-11-08 10:05:08,959][root][INFO] - ===> Epoch[86](256/3): Loss 0.0293, Sem 0.5298, dir -0.8784, norm 0.3779, swav 0.0000 LR: 9.538e-02 Score 83.484 Data time: 0.1282, Forward time: 2.3186, Backward time: 3.1453, DDP time: 0.0035, Total iter time: 4.7593 [2020-11-08 10:05:15,571][root][INFO] - ===> Epoch[86](257/3): Loss 0.0145, Sem 0.5353, dir -0.8855, norm 0.3647, swav 0.0000 LR: 9.536e-02 Score 83.529 Data time: 0.1803, Forward time: 2.3161, Backward time: 3.1506, DDP time: 0.0035, Total iter time: 6.5319 [2020-11-08 10:05:20,728][root][INFO] - ===> Epoch[86](258/3): Loss -0.0889, Sem 0.4701, dir -0.8945, norm 0.3355, swav 0.0000 LR: 9.534e-02 Score 85.048 Data time: 0.2748, Forward time: 2.3175, Backward time: 3.1465, DDP time: 0.0035, Total iter time: 5.0511 [2020-11-08 10:05:27,706][root][INFO] - ===> Epoch[87](259/3): Loss 0.0225, Sem 0.5256, dir -0.8778, norm 0.3747, swav 0.0000 LR: 9.533e-02 Score 84.055 Data time: 0.2404, Forward time: 2.3185, Backward time: 3.1496, DDP time: 0.0035, Total iter time: 6.8604 [2020-11-08 10:05:33,823][root][INFO] - ===> Epoch[87](260/3): Loss 0.0130, Sem 0.5390, dir -0.8773, norm 0.3513, swav 0.0000 LR: 9.531e-02 Score 84.168 Data time: 0.2170, Forward time: 2.3169, Backward time: 3.1519, DDP time: 0.0035, Total iter time: 5.9879 [2020-11-08 10:05:40,565][root][INFO] - ===> Epoch[87](261/3): Loss -0.0387, Sem 0.4733, dir -0.8844, norm 0.3724, swav 0.0000 LR: 9.529e-02 Score 85.600 Data time: 0.1561, Forward time: 2.3144, Backward time: 3.1577, DDP time: 0.0035, Total iter time: 6.6473 [2020-11-08 10:05:46,080][root][INFO] - ===> Epoch[88](262/3): Loss -0.0731, Sem 0.4740, dir -0.8914, norm 0.3443, swav 0.0000 LR: 9.527e-02 Score 85.092 Data time: 0.2244, Forward time: 2.3146, Backward time: 3.1562, DDP time: 0.0035, Total iter time: 5.4125 [2020-11-08 10:05:50,365][root][INFO] - ===> Epoch[88](263/3): Loss 0.0873, Sem 0.5564, dir -0.8635, norm 0.3944, swav 0.0000 LR: 9.525e-02 Score 82.728 Data time: 0.2071, Forward time: 2.3134, Backward time: 3.1515, DDP time: 0.0035, Total iter time: 4.1587 [2020-11-08 10:05:56,208][root][INFO] - ===> Epoch[88](264/3): Loss 0.0336, Sem 0.5528, dir -0.8807, norm 0.3616, swav 0.0000 LR: 9.524e-02 Score 82.031 Data time: 0.2400, Forward time: 2.3139, Backward time: 3.1506, DDP time: 0.0035, Total iter time: 5.7410 [2020-11-08 10:06:03,245][root][INFO] - ===> Epoch[89](265/3): Loss -0.0044, Sem 0.5100, dir -0.8868, norm 0.3723, swav 0.0000 LR: 9.522e-02 Score 84.811 Data time: 0.2849, Forward time: 2.3152, Backward time: 3.1534, DDP time: 0.0035, Total iter time: 6.9243 [2020-11-08 10:06:08,832][root][INFO] - ===> Epoch[89](266/3): Loss -0.0065, Sem 0.4824, dir -0.8790, norm 0.3901, swav 0.0000 LR: 9.520e-02 Score 84.663 Data time: 0.2827, Forward time: 2.3174, Backward time: 3.1500, DDP time: 0.0035, Total iter time: 5.4446 [2020-11-08 10:06:14,995][root][INFO] - ===> Epoch[89](267/3): Loss -0.0528, Sem 0.4802, dir -0.8855, norm 0.3525, swav 0.0000 LR: 9.518e-02 Score 85.532 Data time: 0.2641, Forward time: 2.3182, Backward time: 3.1500, DDP time: 0.0035, Total iter time: 6.0269 [2020-11-08 10:06:20,381][root][INFO] - ===> Epoch[90](268/3): Loss 0.0231, Sem 0.5367, dir -0.8798, norm 0.3662, swav 0.0000 LR: 9.516e-02 Score 83.317 Data time: 0.2552, Forward time: 2.3199, Backward time: 3.1466, DDP time: 0.0035, Total iter time: 5.2658 [2020-11-08 10:06:26,429][root][INFO] - ===> Epoch[90](269/3): Loss -0.0431, Sem 0.4512, dir -0.8762, norm 0.3820, swav 0.0000 LR: 9.515e-02 Score 85.308 Data time: 0.1817, Forward time: 2.3176, Backward time: 3.1496, DDP time: 0.0035, Total iter time: 5.9611 [2020-11-08 10:06:32,388][root][INFO] - ===> Epoch[90](270/3): Loss 0.0783, Sem 0.5829, dir -0.8764, norm 0.3719, swav 0.0000 LR: 9.513e-02 Score 82.671 Data time: 0.1944, Forward time: 2.3169, Backward time: 3.1505, DDP time: 0.0035, Total iter time: 5.8340 [2020-11-08 10:06:38,133][root][INFO] - ===> Epoch[91](271/3): Loss 0.0368, Sem 0.5445, dir -0.8813, norm 0.3736, swav 0.0000 LR: 9.511e-02 Score 83.117 Data time: 0.1623, Forward time: 2.3146, Backward time: 3.1524, DDP time: 0.0035, Total iter time: 5.6297 [2020-11-08 10:06:44,361][root][INFO] - ===> Epoch[91](272/3): Loss -0.0712, Sem 0.4542, dir -0.8809, norm 0.3555, swav 0.0000 LR: 9.509e-02 Score 86.220 Data time: 0.2005, Forward time: 2.3144, Backward time: 3.1539, DDP time: 0.0035, Total iter time: 6.1022 [2020-11-08 10:06:49,990][root][INFO] - ===> Epoch[91](273/3): Loss 0.0449, Sem 0.5073, dir -0.8758, norm 0.4134, swav 0.0000 LR: 9.507e-02 Score 84.223 Data time: 0.2104, Forward time: 2.3125, Backward time: 3.1548, DDP time: 0.0035, Total iter time: 5.5028 [2020-11-08 10:06:56,286][root][INFO] - ===> Epoch[92](274/3): Loss 0.0484, Sem 0.5267, dir -0.8694, norm 0.3910, swav 0.0000 LR: 9.506e-02 Score 83.566 Data time: 0.3091, Forward time: 2.3154, Backward time: 3.1533, DDP time: 0.0035, Total iter time: 6.1984 [2020-11-08 10:07:01,919][root][INFO] - ===> Epoch[92](275/3): Loss -0.0636, Sem 0.4511, dir -0.8864, norm 0.3717, swav 0.0000 LR: 9.504e-02 Score 86.269 Data time: 0.2242, Forward time: 2.3160, Backward time: 3.1517, DDP time: 0.0035, Total iter time: 5.5006 [2020-11-08 10:07:06,491][root][INFO] - ===> Epoch[92](276/3): Loss 0.0479, Sem 0.5262, dir -0.8723, norm 0.3939, swav 0.0000 LR: 9.502e-02 Score 83.738 Data time: 0.2412, Forward time: 2.3160, Backward time: 3.1472, DDP time: 0.0035, Total iter time: 4.4544 [2020-11-08 10:07:13,466][root][INFO] - ===> Epoch[93](277/3): Loss -0.0516, Sem 0.4582, dir -0.8807, norm 0.3709, swav 0.0000 LR: 9.500e-02 Score 86.080 Data time: 0.3891, Forward time: 2.3204, Backward time: 3.1463, DDP time: 0.0035, Total iter time: 6.8754 [2020-11-08 10:07:18,585][root][INFO] - ===> Epoch[93](278/3): Loss 0.0003, Sem 0.5110, dir -0.8805, norm 0.3698, swav 0.0000 LR: 9.498e-02 Score 83.901 Data time: 0.1770, Forward time: 2.3191, Backward time: 3.1449, DDP time: 0.0035, Total iter time: 4.9653 [2020-11-08 10:07:24,797][root][INFO] - ===> Epoch[93](279/3): Loss -0.0194, Sem 0.4705, dir -0.8808, norm 0.3909, swav 0.0000 LR: 9.496e-02 Score 85.480 Data time: 0.2960, Forward time: 2.3223, Backward time: 3.1429, DDP time: 0.0035, Total iter time: 6.1140 [2020-11-08 10:07:29,564][root][INFO] - ===> Epoch[94](280/3): Loss -0.1283, Sem 0.4360, dir -0.8960, norm 0.3316, swav 0.0000 LR: 9.495e-02 Score 87.001 Data time: 0.2189, Forward time: 2.3206, Backward time: 3.1406, DDP time: 0.0035, Total iter time: 4.6403 [2020-11-08 10:07:36,578][root][INFO] - ===> Epoch[94](281/3): Loss -0.0166, Sem 0.4821, dir -0.8812, norm 0.3824, swav 0.0000 LR: 9.493e-02 Score 84.591 Data time: 0.2231, Forward time: 2.3217, Backward time: 3.1438, DDP time: 0.0035, Total iter time: 6.9746 [2020-11-08 10:07:42,267][root][INFO] - ===> Epoch[94](282/3): Loss -0.0232, Sem 0.4974, dir -0.8780, norm 0.3574, swav 0.0000 LR: 9.491e-02 Score 84.601 Data time: 0.2031, Forward time: 2.3211, Backward time: 3.1435, DDP time: 0.0035, Total iter time: 5.5680 [2020-11-08 10:07:47,311][root][INFO] - ===> Epoch[95](283/3): Loss -0.0618, Sem 0.4479, dir -0.8854, norm 0.3757, swav 0.0000 LR: 9.489e-02 Score 86.360 Data time: 0.1840, Forward time: 2.3197, Backward time: 3.1422, DDP time: 0.0035, Total iter time: 4.9620 [2020-11-08 10:07:53,146][root][INFO] - ===> Epoch[95](284/3): Loss -0.0064, Sem 0.4992, dir -0.8901, norm 0.3845, swav 0.0000 LR: 9.487e-02 Score 85.071 Data time: 0.2259, Forward time: 2.3197, Backward time: 3.1423, DDP time: 0.0035, Total iter time: 5.7653 [2020-11-08 10:08:00,026][root][INFO] - ===> Epoch[95](285/3): Loss -0.0566, Sem 0.4532, dir -0.8779, norm 0.3682, swav 0.0000 LR: 9.486e-02 Score 86.753 Data time: 0.3059, Forward time: 2.3214, Backward time: 3.1436, DDP time: 0.0035, Total iter time: 6.7496 [2020-11-08 10:08:06,128][root][INFO] - ===> Epoch[96](286/3): Loss 0.0256, Sem 0.5086, dir -0.8784, norm 0.3953, swav 0.0000 LR: 9.484e-02 Score 84.091 Data time: 0.2282, Forward time: 2.3218, Backward time: 3.1439, DDP time: 0.0035, Total iter time: 5.9740 [2020-11-08 10:08:12,890][root][INFO] - ===> Epoch[96](287/3): Loss -0.0885, Sem 0.4524, dir -0.8939, norm 0.3531, swav 0.0000 LR: 9.482e-02 Score 86.246 Data time: 0.2264, Forward time: 2.3219, Backward time: 3.1468, DDP time: 0.0035, Total iter time: 6.6471 [2020-11-08 10:08:18,224][root][INFO] - ===> Epoch[96](288/3): Loss -0.0430, Sem 0.4345, dir -0.8805, norm 0.4029, swav 0.0000 LR: 9.480e-02 Score 87.180 Data time: 0.2168, Forward time: 2.3219, Backward time: 3.1449, DDP time: 0.0035, Total iter time: 5.2166 [2020-11-08 10:08:22,712][root][INFO] - ===> Epoch[97](289/3): Loss -0.0527, Sem 0.4617, dir -0.8751, norm 0.3607, swav 0.0000 LR: 9.478e-02 Score 85.519 Data time: 0.2252, Forward time: 2.3220, Backward time: 3.1402, DDP time: 0.0035, Total iter time: 4.3729 [2020-11-08 10:08:27,061][root][INFO] - ===> Epoch[97](290/3): Loss 0.0095, Sem 0.5369, dir -0.8815, norm 0.3540, swav 0.0000 LR: 9.477e-02 Score 83.070 Data time: 0.1940, Forward time: 2.3210, Backward time: 3.1363, DDP time: 0.0035, Total iter time: 4.2401 [2020-11-08 10:08:32,828][root][INFO] - ===> Epoch[97](291/3): Loss -0.1004, Sem 0.4334, dir -0.8835, norm 0.3498, swav 0.0000 LR: 9.475e-02 Score 87.074 Data time: 0.1884, Forward time: 2.3198, Backward time: 3.1373, DDP time: 0.0035, Total iter time: 5.6677 [2020-11-08 10:08:38,485][root][INFO] - ===> Epoch[98](292/3): Loss 0.0532, Sem 0.5248, dir -0.8703, norm 0.3986, swav 0.0000 LR: 9.473e-02 Score 84.268 Data time: 0.1865, Forward time: 2.3187, Backward time: 3.1378, DDP time: 0.0035, Total iter time: 5.5690 [2020-11-08 10:08:44,210][root][INFO] - ===> Epoch[98](293/3): Loss -0.0215, Sem 0.4685, dir -0.8765, norm 0.3866, swav 0.0000 LR: 9.471e-02 Score 85.078 Data time: 0.2230, Forward time: 2.3194, Backward time: 3.1366, DDP time: 0.0035, Total iter time: 5.6175 [2020-11-08 10:08:51,334][root][INFO] - ===> Epoch[98](294/3): Loss -0.0325, Sem 0.4399, dir -0.8712, norm 0.3988, swav 0.0000 LR: 9.469e-02 Score 86.514 Data time: 0.2017, Forward time: 2.3188, Backward time: 3.1414, DDP time: 0.0035, Total iter time: 7.0009 [2020-11-08 10:08:56,437][root][INFO] - ===> Epoch[99](295/3): Loss -0.0334, Sem 0.4893, dir -0.8844, norm 0.3618, swav 0.0000 LR: 9.468e-02 Score 85.457 Data time: 0.2087, Forward time: 2.3187, Backward time: 3.1390, DDP time: 0.0035, Total iter time: 4.9965 [2020-11-08 10:09:02,793][root][INFO] - ===> Epoch[99](296/3): Loss -0.0514, Sem 0.4727, dir -0.8796, norm 0.3555, swav 0.0000 LR: 9.466e-02 Score 85.441 Data time: 0.1707, Forward time: 2.3172, Backward time: 3.1421, DDP time: 0.0035, Total iter time: 6.2286 [2020-11-08 10:09:08,033][root][INFO] - ===> Epoch[99](297/3): Loss -0.0688, Sem 0.4431, dir -0.8819, norm 0.3701, swav 0.0000 LR: 9.464e-02 Score 86.086 Data time: 0.1380, Forward time: 2.3141, Backward time: 3.1432, DDP time: 0.0035, Total iter time: 5.1452 [2020-11-08 10:09:13,353][root][INFO] - ===> Epoch[100](298/3): Loss -0.1198, Sem 0.4394, dir -0.8948, norm 0.3356, swav 0.0000 LR: 9.462e-02 Score 86.283 Data time: 0.2143, Forward time: 2.3141, Backward time: 3.1417, DDP time: 0.0035, Total iter time: 5.2436 [2020-11-08 10:09:19,988][root][INFO] - ===> Epoch[100](299/3): Loss -0.0790, Sem 0.4498, dir -0.8803, norm 0.3515, swav 0.0000 LR: 9.460e-02 Score 85.942 Data time: 0.2248, Forward time: 2.3140, Backward time: 3.1442, DDP time: 0.0035, Total iter time: 6.5204 [2020-11-08 10:09:25,861][root][INFO] - ===> Epoch[100](300/3): Loss -0.0887, Sem 0.4322, dir -0.8936, norm 0.3727, swav 0.0000 LR: 9.458e-02 Score 86.621 Data time: 0.2716, Forward time: 2.3152, Backward time: 3.1429, DDP time: 0.0035, Total iter time: 5.7568 [2020-11-08 10:09:31,679][root][INFO] - ===> Epoch[101](301/3): Loss -0.0224, Sem 0.4925, dir -0.8873, norm 0.3725, swav 0.0000 LR: 9.457e-02 Score 85.257 Data time: 0.2660, Forward time: 2.3174, Backward time: 3.1403, DDP time: 0.0035, Total iter time: 5.6912 [2020-11-08 10:09:36,460][root][INFO] - ===> Epoch[101](302/3): Loss -0.1103, Sem 0.4039, dir -0.8826, norm 0.3684, swav 0.0000 LR: 9.455e-02 Score 87.731 Data time: 0.1951, Forward time: 2.3161, Backward time: 3.1382, DDP time: 0.0035, Total iter time: 4.6645 [2020-11-08 10:09:42,567][root][INFO] - ===> Epoch[101](303/3): Loss -0.1089, Sem 0.4262, dir -0.8829, norm 0.3478, swav 0.0000 LR: 9.453e-02 Score 86.627 Data time: 0.2961, Forward time: 2.3188, Backward time: 3.1362, DDP time: 0.0035, Total iter time: 6.0047 [2020-11-08 10:09:48,865][root][INFO] - ===> Epoch[102](304/3): Loss -0.0962, Sem 0.4484, dir -0.8863, norm 0.3417, swav 0.0000 LR: 9.451e-02 Score 86.003 Data time: 0.1792, Forward time: 2.3173, Backward time: 3.1390, DDP time: 0.0035, Total iter time: 6.1573 [2020-11-08 10:09:55,085][root][INFO] - ===> Epoch[102](305/3): Loss -0.1001, Sem 0.4426, dir -0.8997, norm 0.3570, swav 0.0000 LR: 9.449e-02 Score 86.393 Data time: 0.2089, Forward time: 2.3172, Backward time: 3.1402, DDP time: 0.0035, Total iter time: 6.1031 [2020-11-08 10:10:00,121][root][INFO] - ===> Epoch[102](306/3): Loss -0.0912, Sem 0.4263, dir -0.8864, norm 0.3688, swav 0.0000 LR: 9.448e-02 Score 86.772 Data time: 0.1856, Forward time: 2.3154, Backward time: 3.1392, DDP time: 0.0035, Total iter time: 4.9130 [2020-11-08 10:10:05,519][root][INFO] - ===> Epoch[103](307/3): Loss -0.1125, Sem 0.4245, dir -0.8918, norm 0.3549, swav 0.0000 LR: 9.446e-02 Score 87.259 Data time: 0.2481, Forward time: 2.3162, Backward time: 3.1370, DDP time: 0.0035, Total iter time: 5.2985 [2020-11-08 10:10:11,588][root][INFO] - ===> Epoch[103](308/3): Loss -0.1024, Sem 0.4154, dir -0.8815, norm 0.3637, swav 0.0000 LR: 9.444e-02 Score 87.082 Data time: 0.3384, Forward time: 2.3182, Backward time: 3.1354, DDP time: 0.0035, Total iter time: 5.9421 [2020-11-08 10:10:16,353][root][INFO] - ===> Epoch[103](309/3): Loss -0.1206, Sem 0.3995, dir -0.8848, norm 0.3647, swav 0.0000 LR: 9.442e-02 Score 87.889 Data time: 0.1832, Forward time: 2.3172, Backward time: 3.1329, DDP time: 0.0035, Total iter time: 4.6274 [2020-11-08 10:10:22,333][root][INFO] - ===> Epoch[104](310/3): Loss -0.1692, Sem 0.4122, dir -0.8993, norm 0.3179, swav 0.0000 LR: 9.440e-02 Score 87.458 Data time: 0.2754, Forward time: 2.3192, Backward time: 3.1313, DDP time: 0.0035, Total iter time: 5.8800 [2020-11-08 10:10:28,056][root][INFO] - ===> Epoch[104](311/3): Loss -0.2179, Sem 0.3543, dir -0.8989, norm 0.3267, swav 0.0000 LR: 9.439e-02 Score 89.005 Data time: 0.2272, Forward time: 2.3197, Backward time: 3.1304, DDP time: 0.0035, Total iter time: 5.5987 [2020-11-08 10:10:33,527][root][INFO] - ===> Epoch[104](312/3): Loss -0.1048, Sem 0.4223, dir -0.8805, norm 0.3534, swav 0.0000 LR: 9.437e-02 Score 86.858 Data time: 0.1871, Forward time: 2.3186, Backward time: 3.1304, DDP time: 0.0035, Total iter time: 5.3675 [2020-11-08 10:10:38,881][root][INFO] - ===> Epoch[105](313/3): Loss -0.0764, Sem 0.4680, dir -0.9008, norm 0.3565, swav 0.0000 LR: 9.435e-02 Score 86.114 Data time: 0.2369, Forward time: 2.3189, Backward time: 3.1285, DDP time: 0.0035, Total iter time: 5.2537 [2020-11-08 10:10:45,521][root][INFO] - ===> Epoch[105](314/3): Loss -0.1686, Sem 0.3824, dir -0.8932, norm 0.3422, swav 0.0000 LR: 9.433e-02 Score 88.638 Data time: 0.3531, Forward time: 2.3221, Backward time: 3.1276, DDP time: 0.0035, Total iter time: 6.5164 [2020-11-08 10:10:49,706][root][INFO] - ===> Epoch[105](315/3): Loss -0.1430, Sem 0.4257, dir -0.9029, norm 0.3342, swav 0.0000 LR: 9.431e-02 Score 86.392 Data time: 0.1873, Forward time: 2.3212, Backward time: 3.1229, DDP time: 0.0035, Total iter time: 4.0490 [2020-11-08 10:10:54,888][root][INFO] - ===> Epoch[106](316/3): Loss -0.1069, Sem 0.4536, dir -0.8959, norm 0.3354, swav 0.0000 LR: 9.429e-02 Score 85.801 Data time: 0.2209, Forward time: 2.3212, Backward time: 3.1209, DDP time: 0.0035, Total iter time: 5.0949 [2020-11-08 10:11:00,088][root][INFO] - ===> Epoch[106](317/3): Loss -0.1379, Sem 0.3893, dir -0.9025, norm 0.3753, swav 0.0000 LR: 9.428e-02 Score 87.930 Data time: 0.2558, Forward time: 2.3213, Backward time: 3.1188, DDP time: 0.0035, Total iter time: 5.0893 [2020-11-08 10:11:07,132][root][INFO] - ===> Epoch[106](318/3): Loss -0.2445, Sem 0.3364, dir -0.9014, norm 0.3204, swav 0.0000 LR: 9.426e-02 Score 89.690 Data time: 0.2834, Forward time: 2.3234, Backward time: 3.1202, DDP time: 0.0035, Total iter time: 6.9311 [2020-11-08 10:11:12,663][root][INFO] - ===> Epoch[107](319/3): Loss -0.2213, Sem 0.3702, dir -0.9081, norm 0.3167, swav 0.0000 LR: 9.424e-02 Score 88.818 Data time: 0.2152, Forward time: 2.3232, Backward time: 3.1193, DDP time: 0.0035, Total iter time: 5.3878 [2020-11-08 10:11:17,996][root][INFO] - ===> Epoch[107](320/3): Loss -0.1430, Sem 0.3988, dir -0.8921, norm 0.3503, swav 0.0000 LR: 9.422e-02 Score 87.487 Data time: 0.2121, Forward time: 2.3227, Backward time: 3.1183, DDP time: 0.0035, Total iter time: 5.2475 [2020-11-08 10:11:24,278][root][INFO] - ===> Epoch[107](321/3): Loss -0.1747, Sem 0.3669, dir -0.8967, norm 0.3552, swav 0.0000 LR: 9.420e-02 Score 88.585 Data time: 0.2524, Forward time: 2.3224, Backward time: 3.1198, DDP time: 0.0035, Total iter time: 6.1718 [2020-11-08 10:11:30,963][root][INFO] - ===> Epoch[108](322/3): Loss -0.2001, Sem 0.3731, dir -0.9023, norm 0.3291, swav 0.0000 LR: 9.419e-02 Score 88.395 Data time: 0.2129, Forward time: 2.3228, Backward time: 3.1219, DDP time: 0.0036, Total iter time: 6.5810 [2020-11-08 10:11:38,160][root][INFO] - ===> Epoch[108](323/3): Loss -0.2095, Sem 0.3653, dir -0.9055, norm 0.3307, swav 0.0000 LR: 9.417e-02 Score 89.145 Data time: 0.1488, Forward time: 2.3208, Backward time: 3.1279, DDP time: 0.0036, Total iter time: 7.0909 [2020-11-08 10:11:44,489][root][INFO] - ===> Epoch[108](324/3): Loss -0.1460, Sem 0.3959, dir -0.9004, norm 0.3585, swav 0.0000 LR: 9.415e-02 Score 87.968 Data time: 0.2010, Forward time: 2.3198, Backward time: 3.1304, DDP time: 0.0036, Total iter time: 6.2553 [2020-11-08 10:11:50,358][root][INFO] - ===> Epoch[109](325/3): Loss -0.1941, Sem 0.3720, dir -0.8985, norm 0.3323, swav 0.0000 LR: 9.413e-02 Score 88.984 Data time: 0.2189, Forward time: 2.3194, Backward time: 3.1309, DDP time: 0.0036, Total iter time: 5.7634 [2020-11-08 10:11:55,674][root][INFO] - ===> Epoch[109](326/3): Loss -0.1918, Sem 0.3914, dir -0.9023, norm 0.3192, swav 0.0000 LR: 9.411e-02 Score 88.177 Data time: 0.2031, Forward time: 2.3187, Backward time: 3.1298, DDP time: 0.0036, Total iter time: 5.1958 [2020-11-08 10:12:01,616][root][INFO] - ===> Epoch[109](327/3): Loss -0.1850, Sem 0.3708, dir -0.8979, norm 0.3422, swav 0.0000 LR: 9.410e-02 Score 88.535 Data time: 0.2107, Forward time: 2.3181, Backward time: 3.1304, DDP time: 0.0036, Total iter time: 5.8337 [2020-11-08 10:12:07,263][root][INFO] - ===> Epoch[110](328/3): Loss -0.2550, Sem 0.3243, dir -0.9026, norm 0.3233, swav 0.0000 LR: 9.408e-02 Score 89.847 Data time: 0.1619, Forward time: 2.3161, Backward time: 3.1317, DDP time: 0.0036, Total iter time: 5.5129 [2020-11-08 10:12:12,860][root][INFO] - ===> Epoch[110](329/3): Loss -0.2300, Sem 0.3439, dir -0.9065, norm 0.3327, swav 0.0000 LR: 9.406e-02 Score 89.550 Data time: 0.1954, Forward time: 2.3149, Backward time: 3.1321, DDP time: 0.0036, Total iter time: 5.4895 [2020-11-08 10:12:17,990][root][INFO] - ===> Epoch[110](330/3): Loss -0.1668, Sem 0.3656, dir -0.8953, norm 0.3629, swav 0.0000 LR: 9.404e-02 Score 88.987 Data time: 0.2454, Forward time: 2.3154, Backward time: 3.1295, DDP time: 0.0036, Total iter time: 5.0038 [2020-11-08 10:12:23,299][root][INFO] - ===> Epoch[111](331/3): Loss -0.1920, Sem 0.3666, dir -0.9051, norm 0.3465, swav 0.0000 LR: 9.402e-02 Score 88.731 Data time: 0.1283, Forward time: 2.3129, Backward time: 3.1305, DDP time: 0.0036, Total iter time: 5.1807 [2020-11-08 10:12:29,312][root][INFO] - ===> Epoch[111](332/3): Loss -0.1750, Sem 0.3701, dir -0.9000, norm 0.3549, swav 0.0000 LR: 9.400e-02 Score 88.740 Data time: 0.1863, Forward time: 2.3114, Backward time: 3.1324, DDP time: 0.0036, Total iter time: 5.8920 [2020-11-08 10:12:35,048][root][INFO] - ===> Epoch[111](333/3): Loss -0.2051, Sem 0.3491, dir -0.8987, norm 0.3445, swav 0.0000 LR: 9.399e-02 Score 89.410 Data time: 0.2658, Forward time: 2.3120, Backward time: 3.1312, DDP time: 0.0036, Total iter time: 5.6081 [2020-11-08 10:12:39,668][root][INFO] - ===> Epoch[112](334/3): Loss -0.1924, Sem 0.3780, dir -0.8952, norm 0.3248, swav 0.0000 LR: 9.397e-02 Score 88.282 Data time: 0.2359, Forward time: 2.3122, Backward time: 3.1274, DDP time: 0.0036, Total iter time: 4.4880 [2020-11-08 10:12:45,774][root][INFO] - ===> Epoch[112](335/3): Loss -0.2472, Sem 0.3553, dir -0.9134, norm 0.3109, swav 0.0000 LR: 9.395e-02 Score 89.050 Data time: 0.3036, Forward time: 2.3147, Backward time: 3.1256, DDP time: 0.0036, Total iter time: 5.9971 [2020-11-08 10:12:52,815][root][INFO] - ===> Epoch[112](336/3): Loss -0.2051, Sem 0.3580, dir -0.9002, norm 0.3370, swav 0.0000 LR: 9.393e-02 Score 89.076 Data time: 0.1837, Forward time: 2.3142, Backward time: 3.1294, DDP time: 0.0036, Total iter time: 6.9120 [2020-11-08 10:12:58,323][root][INFO] - ===> Epoch[113](337/3): Loss -0.2346, Sem 0.3588, dir -0.9137, norm 0.3203, swav 0.0000 LR: 9.391e-02 Score 88.687 Data time: 0.1408, Forward time: 2.3119, Backward time: 3.1308, DDP time: 0.0036, Total iter time: 5.3752 [2020-11-08 10:13:03,782][root][INFO] - ===> Epoch[113](338/3): Loss -0.2280, Sem 0.3636, dir -0.9112, norm 0.3196, swav 0.0000 LR: 9.390e-02 Score 88.519 Data time: 0.1739, Forward time: 2.3106, Backward time: 3.1312, DDP time: 0.0036, Total iter time: 5.3853 [2020-11-08 10:13:11,219][root][INFO] - ===> Epoch[113](339/3): Loss -0.2127, Sem 0.3471, dir -0.9050, norm 0.3452, swav 0.0000 LR: 9.388e-02 Score 89.169 Data time: 0.2268, Forward time: 2.3100, Backward time: 3.1362, DDP time: 0.0036, Total iter time: 7.3331 [2020-11-08 10:13:16,466][root][INFO] - ===> Epoch[114](340/3): Loss -0.1877, Sem 0.3711, dir -0.8986, norm 0.3398, swav 0.0000 LR: 9.386e-02 Score 88.787 Data time: 0.2607, Forward time: 2.3111, Backward time: 3.1334, DDP time: 0.0036, Total iter time: 5.1312 [2020-11-08 10:13:22,727][root][INFO] - ===> Epoch[114](341/3): Loss -0.2071, Sem 0.3755, dir -0.9043, norm 0.3217, swav 0.0000 LR: 9.384e-02 Score 88.479 Data time: 0.3196, Forward time: 2.3138, Backward time: 3.1317, DDP time: 0.0035, Total iter time: 6.1339 [2020-11-08 10:13:27,716][root][INFO] - ===> Epoch[114](342/3): Loss -0.2290, Sem 0.3500, dir -0.9071, norm 0.3281, swav 0.0000 LR: 9.382e-02 Score 89.535 Data time: 0.2166, Forward time: 2.3125, Backward time: 3.1301, DDP time: 0.0036, Total iter time: 4.8698 [2020-11-08 10:13:32,565][root][INFO] - ===> Epoch[115](343/3): Loss -0.2203, Sem 0.3574, dir -0.9011, norm 0.3233, swav 0.0000 LR: 9.381e-02 Score 89.180 Data time: 0.2263, Forward time: 2.3129, Backward time: 3.1270, DDP time: 0.0035, Total iter time: 4.7532 [2020-11-08 10:13:38,234][root][INFO] - ===> Epoch[115](344/3): Loss -0.2165, Sem 0.3503, dir -0.9056, norm 0.3388, swav 0.0000 LR: 9.379e-02 Score 89.497 Data time: 0.2204, Forward time: 2.3117, Backward time: 3.1276, DDP time: 0.0035, Total iter time: 5.5464 [2020-11-08 10:13:43,487][root][INFO] - ===> Epoch[115](345/3): Loss -0.2558, Sem 0.3182, dir -0.9025, norm 0.3285, swav 0.0000 LR: 9.377e-02 Score 90.082 Data time: 0.2384, Forward time: 2.3122, Backward time: 3.1254, DDP time: 0.0035, Total iter time: 5.1371 [2020-11-08 10:13:49,010][root][INFO] - ===> Epoch[116](346/3): Loss -0.2417, Sem 0.3193, dir -0.9064, norm 0.3454, swav 0.0000 LR: 9.375e-02 Score 90.053 Data time: 0.2115, Forward time: 2.3121, Backward time: 3.1247, DDP time: 0.0035, Total iter time: 5.4001 [2020-11-08 10:13:56,018][root][INFO] - ===> Epoch[116](347/3): Loss -0.2285, Sem 0.3554, dir -0.8934, norm 0.3095, swav 0.0000 LR: 9.373e-02 Score 89.096 Data time: 0.2426, Forward time: 2.3129, Backward time: 3.1270, DDP time: 0.0036, Total iter time: 6.8871 [2020-11-08 10:14:00,593][root][INFO] - ===> Epoch[116](348/3): Loss -0.1342, Sem 0.3791, dir -0.8941, norm 0.3808, swav 0.0000 LR: 9.371e-02 Score 88.637 Data time: 0.1797, Forward time: 2.3118, Backward time: 3.1247, DDP time: 0.0036, Total iter time: 4.4549 [2020-11-08 10:14:06,660][root][INFO] - ===> Epoch[117](349/3): Loss -0.1875, Sem 0.3565, dir -0.8991, norm 0.3551, swav 0.0000 LR: 9.370e-02 Score 89.008 Data time: 0.2011, Forward time: 2.3110, Backward time: 3.1261, DDP time: 0.0036, Total iter time: 5.9643 [2020-11-08 10:14:11,595][root][INFO] - ===> Epoch[117](350/3): Loss -0.2571, Sem 0.3386, dir -0.9088, norm 0.3131, swav 0.0000 LR: 9.368e-02 Score 89.479 Data time: 0.2355, Forward time: 2.3111, Backward time: 3.1234, DDP time: 0.0036, Total iter time: 4.8183 [2020-11-08 10:14:16,468][root][INFO] - ===> Epoch[117](351/3): Loss -0.2560, Sem 0.3273, dir -0.9084, norm 0.3251, swav 0.0000 LR: 9.366e-02 Score 89.824 Data time: 0.1961, Forward time: 2.3105, Backward time: 3.1213, DDP time: 0.0036, Total iter time: 4.7405 [2020-11-08 10:14:22,956][root][INFO] - ===> Epoch[118](352/3): Loss -0.1788, Sem 0.3810, dir -0.9001, norm 0.3403, swav 0.0000 LR: 9.364e-02 Score 88.475 Data time: 0.1673, Forward time: 2.3090, Backward time: 3.1246, DDP time: 0.0036, Total iter time: 6.3568 [2020-11-08 10:14:28,410][root][INFO] - ===> Epoch[118](353/3): Loss -0.2754, Sem 0.3123, dir -0.9069, norm 0.3192, swav 0.0000 LR: 9.362e-02 Score 90.818 Data time: 0.2029, Forward time: 2.3081, Backward time: 3.1245, DDP time: 0.0036, Total iter time: 5.3559 [2020-11-08 10:14:34,385][root][INFO] - ===> Epoch[118](354/3): Loss -0.2386, Sem 0.3354, dir -0.8916, norm 0.3176, swav 0.0000 LR: 9.361e-02 Score 89.659 Data time: 0.2476, Forward time: 2.3085, Backward time: 3.1245, DDP time: 0.0036, Total iter time: 5.8691 [2020-11-08 10:14:39,914][root][INFO] - ===> Epoch[119](355/3): Loss -0.2210, Sem 0.3412, dir -0.9042, norm 0.3420, swav 0.0000 LR: 9.359e-02 Score 89.692 Data time: 0.2185, Forward time: 2.3086, Backward time: 3.1235, DDP time: 0.0036, Total iter time: 5.4206 [2020-11-08 10:14:44,745][root][INFO] - ===> Epoch[119](356/3): Loss -0.2945, Sem 0.3097, dir -0.9083, norm 0.3041, swav 0.0000 LR: 9.357e-02 Score 90.707 Data time: 0.2122, Forward time: 2.3080, Backward time: 3.1213, DDP time: 0.0036, Total iter time: 4.7067 [2020-11-08 10:14:51,456][root][INFO] - ===> Epoch[119](357/3): Loss -0.1994, Sem 0.3450, dir -0.8956, norm 0.3512, swav 0.0000 LR: 9.355e-02 Score 89.522 Data time: 0.2350, Forward time: 2.3085, Backward time: 3.1232, DDP time: 0.0036, Total iter time: 6.6068 [2020-11-08 10:14:57,330][root][INFO] - ===> Epoch[120](358/3): Loss -0.2681, Sem 0.3237, dir -0.9092, norm 0.3175, swav 0.0000 LR: 9.353e-02 Score 90.106 Data time: 0.2675, Forward time: 2.3093, Backward time: 3.1222, DDP time: 0.0036, Total iter time: 5.7509 [2020-11-08 10:15:03,183][root][INFO] - ===> Epoch[120](359/3): Loss -0.2408, Sem 0.3335, dir -0.9039, norm 0.3297, swav 0.0000 LR: 9.352e-02 Score 90.031 Data time: 0.2262, Forward time: 2.3099, Backward time: 3.1217, DDP time: 0.0036, Total iter time: 5.7349 [2020-11-08 10:15:08,949][root][INFO] - ===> Epoch[120](360/3): Loss -0.2191, Sem 0.3471, dir -0.9067, norm 0.3405, swav 0.0000 LR: 9.350e-02 Score 89.312 Data time: 0.1739, Forward time: 2.3087, Backward time: 3.1227, DDP time: 0.0036, Total iter time: 5.6387 [2020-11-08 10:15:15,254][root][INFO] - ===> Epoch[121](361/3): Loss -0.1877, Sem 0.3629, dir -0.8969, norm 0.3464, swav 0.0000 LR: 9.348e-02 Score 89.061 Data time: 0.1322, Forward time: 2.3061, Backward time: 3.1271, DDP time: 0.0036, Total iter time: 6.2093 [2020-11-08 10:15:21,187][root][INFO] - ===> Epoch[121](362/3): Loss -0.3022, Sem 0.2759, dir -0.9054, norm 0.3273, swav 0.0000 LR: 9.346e-02 Score 91.673 Data time: 0.2531, Forward time: 2.3073, Backward time: 3.1260, DDP time: 0.0036, Total iter time: 5.8796 [2020-11-08 10:15:26,219][root][INFO] - ===> Epoch[121](363/3): Loss -0.1784, Sem 0.3739, dir -0.8942, norm 0.3419, swav 0.0000 LR: 9.344e-02 Score 88.153 Data time: 0.1515, Forward time: 2.3059, Backward time: 3.1253, DDP time: 0.0036, Total iter time: 4.9135 [2020-11-08 10:15:32,900][root][INFO] - ===> Epoch[122](364/3): Loss -0.2627, Sem 0.3184, dir -0.9074, norm 0.3263, swav 0.0000 LR: 9.342e-02 Score 90.313 Data time: 0.1878, Forward time: 2.3050, Backward time: 3.1285, DDP time: 0.0036, Total iter time: 6.5782 [2020-11-08 10:15:38,869][root][INFO] - ===> Epoch[122](365/3): Loss -0.2383, Sem 0.3267, dir -0.9019, norm 0.3369, swav 0.0000 LR: 9.341e-02 Score 89.754 Data time: 0.2003, Forward time: 2.3041, Backward time: 3.1297, DDP time: 0.0036, Total iter time: 5.8508 [2020-11-08 10:15:44,929][root][INFO] - ===> Epoch[122](366/3): Loss -0.2587, Sem 0.3214, dir -0.9026, norm 0.3225, swav 0.0000 LR: 9.339e-02 Score 89.980 Data time: 0.2942, Forward time: 2.3064, Backward time: 3.1280, DDP time: 0.0036, Total iter time: 5.9671 [2020-11-08 10:15:50,220][root][INFO] - ===> Epoch[123](367/3): Loss -0.2472, Sem 0.3263, dir -0.9095, norm 0.3360, swav 0.0000 LR: 9.337e-02 Score 89.571 Data time: 0.2083, Forward time: 2.3057, Backward time: 3.1272, DDP time: 0.0036, Total iter time: 5.1660 [2020-11-08 10:15:57,132][root][INFO] - ===> Epoch[123](368/3): Loss -0.2742, Sem 0.3246, dir -0.9078, norm 0.3090, swav 0.0000 LR: 9.335e-02 Score 90.009 Data time: 0.2546, Forward time: 2.3059, Backward time: 3.1298, DDP time: 0.0036, Total iter time: 6.7911 [2020-11-08 10:16:02,015][root][INFO] - ===> Epoch[123](369/3): Loss -0.3135, Sem 0.2778, dir -0.9125, norm 0.3212, swav 0.0000 LR: 9.333e-02 Score 91.443 Data time: 0.2435, Forward time: 2.3063, Backward time: 3.1267, DDP time: 0.0036, Total iter time: 4.7479 [2020-11-08 10:16:07,534][root][INFO] - ===> Epoch[124](370/3): Loss -0.2593, Sem 0.3433, dir -0.9096, norm 0.3071, swav 0.0000 LR: 9.332e-02 Score 89.534 Data time: 0.1762, Forward time: 2.3048, Backward time: 3.1273, DDP time: 0.0036, Total iter time: 5.3993 [2020-11-08 10:16:13,158][root][INFO] - ===> Epoch[124](371/3): Loss -0.2911, Sem 0.2884, dir -0.9053, norm 0.3258, swav 0.0000 LR: 9.330e-02 Score 91.291 Data time: 0.2882, Forward time: 2.3064, Backward time: 3.1252, DDP time: 0.0036, Total iter time: 5.5539 [2020-11-08 10:16:19,375][root][INFO] - ===> Epoch[124](372/3): Loss -0.2906, Sem 0.3054, dir -0.9128, norm 0.3168, swav 0.0000 LR: 9.328e-02 Score 90.594 Data time: 0.2449, Forward time: 2.3073, Backward time: 3.1253, DDP time: 0.0036, Total iter time: 6.1142 [2020-11-08 10:16:24,775][root][INFO] - ===> Epoch[125](373/3): Loss -0.2813, Sem 0.3079, dir -0.9071, norm 0.3180, swav 0.0000 LR: 9.326e-02 Score 90.647 Data time: 0.2652, Forward time: 2.3084, Backward time: 3.1230, DDP time: 0.0036, Total iter time: 5.2879 [2020-11-08 10:16:31,118][root][INFO] - ===> Epoch[125](374/3): Loss -0.2941, Sem 0.3100, dir -0.9179, norm 0.3139, swav 0.0000 LR: 9.324e-02 Score 90.723 Data time: 0.1971, Forward time: 2.3079, Backward time: 3.1248, DDP time: 0.0036, Total iter time: 6.2021 [2020-11-08 10:16:36,585][root][INFO] - ===> Epoch[125](375/3): Loss -0.2361, Sem 0.3187, dir -0.8961, norm 0.3412, swav 0.0000 LR: 9.323e-02 Score 90.389 Data time: 0.1834, Forward time: 2.3068, Backward time: 3.1247, DDP time: 0.0036, Total iter time: 5.3629 [2020-11-08 10:16:41,450][root][INFO] - ===> Epoch[126](376/3): Loss -0.2398, Sem 0.3304, dir -0.8987, norm 0.3285, swav 0.0000 LR: 9.321e-02 Score 90.062 Data time: 0.1915, Forward time: 2.3061, Backward time: 3.1231, DDP time: 0.0036, Total iter time: 4.7811 [2020-11-08 10:16:46,795][root][INFO] - ===> Epoch[126](377/3): Loss -0.2669, Sem 0.3071, dir -0.9078, norm 0.3338, swav 0.0000 LR: 9.319e-02 Score 90.599 Data time: 0.2034, Forward time: 2.3056, Backward time: 3.1223, DDP time: 0.0036, Total iter time: 5.2582 [2020-11-08 10:16:53,611][root][INFO] - ===> Epoch[126](378/3): Loss -0.2970, Sem 0.2965, dir -0.8991, norm 0.3056, swav 0.0000 LR: 9.317e-02 Score 90.829 Data time: 0.2041, Forward time: 2.3051, Backward time: 3.1253, DDP time: 0.0036, Total iter time: 6.7047 [2020-11-08 10:17:00,053][root][INFO] - ===> Epoch[127](379/3): Loss -0.2977, Sem 0.2876, dir -0.9023, norm 0.3170, swav 0.0000 LR: 9.315e-02 Score 91.296 Data time: 0.2163, Forward time: 2.3051, Backward time: 3.1268, DDP time: 0.0036, Total iter time: 6.3149 [2020-11-08 10:17:05,496][root][INFO] - ===> Epoch[127](380/3): Loss -0.2526, Sem 0.3371, dir -0.9142, norm 0.3244, swav 0.0000 LR: 9.313e-02 Score 89.423 Data time: 0.2571, Forward time: 2.3057, Backward time: 3.1251, DDP time: 0.0036, Total iter time: 5.3235 [2020-11-08 10:17:10,650][root][INFO] - ===> Epoch[127](381/3): Loss -0.3040, Sem 0.2890, dir -0.9036, norm 0.3106, swav 0.0000 LR: 9.312e-02 Score 91.208 Data time: 0.2369, Forward time: 2.3063, Backward time: 3.1225, DDP time: 0.0036, Total iter time: 5.0369 [2020-11-08 10:17:15,921][root][INFO] - ===> Epoch[128](382/3): Loss -0.2777, Sem 0.2969, dir -0.9046, norm 0.3300, swav 0.0000 LR: 9.310e-02 Score 90.949 Data time: 0.2522, Forward time: 2.3070, Backward time: 3.1204, DDP time: 0.0036, Total iter time: 5.1633 [2020-11-08 10:17:21,799][root][INFO] - ===> Epoch[128](383/3): Loss -0.2987, Sem 0.2846, dir -0.9096, norm 0.3264, swav 0.0000 LR: 9.308e-02 Score 91.377 Data time: 0.2041, Forward time: 2.3069, Backward time: 3.1206, DDP time: 0.0036, Total iter time: 5.7470 [2020-11-08 10:17:26,815][root][INFO] - ===> Epoch[128](384/3): Loss -0.2694, Sem 0.3077, dir -0.9035, norm 0.3265, swav 0.0000 LR: 9.306e-02 Score 90.353 Data time: 0.1730, Forward time: 2.3054, Backward time: 3.1197, DDP time: 0.0036, Total iter time: 4.8892 [2020-11-08 10:17:32,396][root][INFO] - ===> Epoch[129](385/3): Loss -0.2386, Sem 0.3317, dir -0.8951, norm 0.3248, swav 0.0000 LR: 9.304e-02 Score 89.846 Data time: 0.2618, Forward time: 2.3069, Backward time: 3.1177, DDP time: 0.0036, Total iter time: 5.5089 [2020-11-08 10:17:36,780][root][INFO] - ===> Epoch[129](386/3): Loss -0.2985, Sem 0.3077, dir -0.9063, norm 0.3001, swav 0.0000 LR: 9.303e-02 Score 90.565 Data time: 0.1904, Forward time: 2.3066, Backward time: 3.1144, DDP time: 0.0036, Total iter time: 4.2657 [2020-11-08 10:17:42,661][root][INFO] - ===> Epoch[129](387/3): Loss -0.2413, Sem 0.3130, dir -0.8953, norm 0.3410, swav 0.0000 LR: 9.301e-02 Score 90.549 Data time: 0.2326, Forward time: 2.3071, Backward time: 3.1141, DDP time: 0.0036, Total iter time: 5.7755 [2020-11-08 10:17:48,090][root][INFO] - ===> Epoch[130](388/3): Loss -0.2520, Sem 0.3168, dir -0.9080, norm 0.3393, swav 0.0000 LR: 9.299e-02 Score 90.060 Data time: 0.1815, Forward time: 2.3061, Backward time: 3.1141, DDP time: 0.0036, Total iter time: 5.2984 [2020-11-08 10:17:54,717][root][INFO] - ===> Epoch[130](389/3): Loss -0.2888, Sem 0.3012, dir -0.9096, norm 0.3196, swav 0.0000 LR: 9.297e-02 Score 90.867 Data time: 0.2782, Forward time: 2.3073, Backward time: 3.1148, DDP time: 0.0036, Total iter time: 6.5223 [2020-11-08 10:18:00,114][root][INFO] - ===> Epoch[130](390/3): Loss -0.2950, Sem 0.2800, dir -0.9075, norm 0.3325, swav 0.0000 LR: 9.295e-02 Score 91.481 Data time: 0.2202, Forward time: 2.3075, Backward time: 3.1135, DDP time: 0.0036, Total iter time: 5.2535 [2020-11-08 10:18:06,112][root][INFO] - ===> Epoch[131](391/3): Loss -0.2613, Sem 0.3076, dir -0.9055, norm 0.3365, swav 0.0000 LR: 9.294e-02 Score 90.559 Data time: 0.2911, Forward time: 2.3093, Backward time: 3.1120, DDP time: 0.0036, Total iter time: 5.8524 [2020-11-08 10:18:10,821][root][INFO] - ===> Epoch[131](392/3): Loss -0.3092, Sem 0.3004, dir -0.9127, norm 0.3030, swav 0.0000 LR: 9.292e-02 Score 90.381 Data time: 0.2331, Forward time: 2.3096, Backward time: 3.1089, DDP time: 0.0036, Total iter time: 4.5958 [2020-11-08 10:18:18,393][root][INFO] - ===> Epoch[131](393/3): Loss -0.2976, Sem 0.2776, dir -0.9067, norm 0.3315, swav 0.0000 LR: 9.290e-02 Score 91.420 Data time: 0.1942, Forward time: 2.3083, Backward time: 3.1144, DDP time: 0.0036, Total iter time: 7.4502 [2020-11-08 10:18:24,304][root][INFO] - ===> Epoch[132](394/3): Loss -0.3126, Sem 0.2876, dir -0.9075, norm 0.3073, swav 0.0000 LR: 9.288e-02 Score 91.120 Data time: 0.2194, Forward time: 2.3082, Backward time: 3.1148, DDP time: 0.0036, Total iter time: 5.8111 [2020-11-08 10:18:29,579][root][INFO] - ===> Epoch[132](395/3): Loss -0.3031, Sem 0.3122, dir -0.9169, norm 0.3016, swav 0.0000 LR: 9.286e-02 Score 90.417 Data time: 0.2142, Forward time: 2.3076, Backward time: 3.1137, DDP time: 0.0036, Total iter time: 5.1342 [2020-11-08 10:18:35,251][root][INFO] - ===> Epoch[132](396/3): Loss -0.3061, Sem 0.2921, dir -0.9057, norm 0.3075, swav 0.0000 LR: 9.284e-02 Score 90.931 Data time: 0.2671, Forward time: 2.3086, Backward time: 3.1123, DDP time: 0.0036, Total iter time: 5.5685 [2020-11-08 10:18:41,957][root][INFO] - ===> Epoch[133](397/3): Loss -0.3002, Sem 0.2896, dir -0.9142, norm 0.3244, swav 0.0000 LR: 9.283e-02 Score 90.900 Data time: 0.3051, Forward time: 2.3104, Backward time: 3.1125, DDP time: 0.0036, Total iter time: 6.5823 [2020-11-08 10:18:46,829][root][INFO] - ===> Epoch[133](398/3): Loss -0.2761, Sem 0.2969, dir -0.9075, norm 0.3345, swav 0.0000 LR: 9.281e-02 Score 90.615 Data time: 0.2369, Forward time: 2.3110, Backward time: 3.1096, DDP time: 0.0036, Total iter time: 4.7431 [2020-11-08 10:18:51,723][root][INFO] - ===> Epoch[133](399/3): Loss -0.2704, Sem 0.3097, dir -0.9094, norm 0.3292, swav 0.0000 LR: 9.279e-02 Score 90.553 Data time: 0.1461, Forward time: 2.3089, Backward time: 3.1095, DDP time: 0.0036, Total iter time: 4.7812 [2020-11-08 10:18:57,440][root][INFO] - ===> Epoch[134](400/3): Loss -0.3458, Sem 0.2592, dir -0.9099, norm 0.3049, swav 0.0000 LR: 9.277e-02 Score 92.111 Data time: 0.2117, Forward time: 2.3091, Backward time: 3.1092, DDP time: 0.0036, Total iter time: 5.6335 [2020-11-08 10:19:03,344][root][INFO] - ===> Epoch[134](401/3): Loss -0.2828, Sem 0.3141, dir -0.9091, norm 0.3122, swav 0.0000 LR: 9.275e-02 Score 90.942 Data time: 0.0995, Forward time: 2.3063, Backward time: 3.1125, DDP time: 0.0036, Total iter time: 5.7726 [2020-11-08 10:19:08,459][root][INFO] - ===> Epoch[134](402/3): Loss -0.3421, Sem 0.2685, dir -0.9156, norm 0.3050, swav 0.0000 LR: 9.274e-02 Score 91.686 Data time: 0.1555, Forward time: 2.3045, Backward time: 3.1127, DDP time: 0.0036, Total iter time: 5.0349 [2020-11-08 10:19:14,032][root][INFO] - ===> Epoch[135](403/3): Loss -0.2938, Sem 0.3013, dir -0.9086, norm 0.3135, swav 0.0000 LR: 9.272e-02 Score 90.367 Data time: 0.2164, Forward time: 2.3045, Backward time: 3.1120, DDP time: 0.0036, Total iter time: 5.4498 [2020-11-08 10:19:19,553][root][INFO] - ===> Epoch[135](404/3): Loss -0.2950, Sem 0.2966, dir -0.9152, norm 0.3236, swav 0.0000 LR: 9.270e-02 Score 91.073 Data time: 0.2180, Forward time: 2.3037, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 5.3887 [2020-11-08 10:19:24,247][root][INFO] - ===> Epoch[135](405/3): Loss -0.3337, Sem 0.2796, dir -0.9129, norm 0.2997, swav 0.0000 LR: 9.268e-02 Score 91.407 Data time: 0.2402, Forward time: 2.3039, Backward time: 3.1089, DDP time: 0.0036, Total iter time: 4.5889 [2020-11-08 10:19:29,286][root][INFO] - ===> Epoch[136](406/3): Loss -0.3257, Sem 0.2794, dir -0.9072, norm 0.3021, swav 0.0000 LR: 9.266e-02 Score 91.647 Data time: 0.2146, Forward time: 2.3035, Backward time: 3.1074, DDP time: 0.0036, Total iter time: 4.9227 [2020-11-08 10:19:35,013][root][INFO] - ===> Epoch[136](407/3): Loss -0.3325, Sem 0.2982, dir -0.9177, norm 0.2869, swav 0.0000 LR: 9.264e-02 Score 91.048 Data time: 0.2790, Forward time: 2.3051, Backward time: 3.1056, DDP time: 0.0036, Total iter time: 5.5994 [2020-11-08 10:19:40,651][root][INFO] - ===> Epoch[136](408/3): Loss -0.3603, Sem 0.2508, dir -0.9169, norm 0.3059, swav 0.0000 LR: 9.263e-02 Score 92.142 Data time: 0.2803, Forward time: 2.3062, Backward time: 3.1040, DDP time: 0.0036, Total iter time: 5.5027 [2020-11-08 10:19:46,568][root][INFO] - ===> Epoch[137](409/3): Loss -0.2646, Sem 0.3202, dir -0.9123, norm 0.3275, swav 0.0000 LR: 9.261e-02 Score 90.198 Data time: 0.2277, Forward time: 2.3064, Backward time: 3.1037, DDP time: 0.0036, Total iter time: 5.7735 [2020-11-08 10:19:51,744][root][INFO] - ===> Epoch[137](410/3): Loss -0.3134, Sem 0.2878, dir -0.9167, norm 0.3156, swav 0.0000 LR: 9.259e-02 Score 91.113 Data time: 0.2453, Forward time: 2.3064, Backward time: 3.1021, DDP time: 0.0036, Total iter time: 5.0638 [2020-11-08 10:19:57,296][root][INFO] - ===> Epoch[137](411/3): Loss -0.2889, Sem 0.2904, dir -0.9007, norm 0.3214, swav 0.0000 LR: 9.257e-02 Score 91.120 Data time: 0.2337, Forward time: 2.3065, Backward time: 3.1014, DDP time: 0.0036, Total iter time: 5.4319 [2020-11-08 10:20:02,611][root][INFO] - ===> Epoch[138](412/3): Loss -0.2937, Sem 0.2902, dir -0.9087, norm 0.3248, swav 0.0000 LR: 9.255e-02 Score 91.220 Data time: 0.2673, Forward time: 2.3075, Backward time: 3.0991, DDP time: 0.0036, Total iter time: 5.1751 [2020-11-08 10:20:08,328][root][INFO] - ===> Epoch[138](413/3): Loss -0.3507, Sem 0.2479, dir -0.9163, norm 0.3178, swav 0.0000 LR: 9.254e-02 Score 92.294 Data time: 0.2433, Forward time: 2.3086, Backward time: 3.0979, DDP time: 0.0036, Total iter time: 5.6168 [2020-11-08 10:20:14,604][root][INFO] - ===> Epoch[138](414/3): Loss -0.3475, Sem 0.2586, dir -0.9165, norm 0.3103, swav 0.0000 LR: 9.252e-02 Score 91.963 Data time: 0.1997, Forward time: 2.3082, Backward time: 3.0994, DDP time: 0.0036, Total iter time: 6.1735 [2020-11-08 10:20:20,528][root][INFO] - ===> Epoch[139](415/3): Loss -0.3289, Sem 0.2712, dir -0.9113, norm 0.3111, swav 0.0000 LR: 9.250e-02 Score 91.620 Data time: 0.1704, Forward time: 2.3064, Backward time: 3.1013, DDP time: 0.0036, Total iter time: 5.8007 [2020-11-08 10:20:26,687][root][INFO] - ===> Epoch[139](416/3): Loss -0.3726, Sem 0.2527, dir -0.9126, norm 0.2872, swav 0.0000 LR: 9.248e-02 Score 92.184 Data time: 0.3138, Forward time: 2.3084, Backward time: 3.0999, DDP time: 0.0036, Total iter time: 6.0556 [2020-11-08 10:20:31,805][root][INFO] - ===> Epoch[139](417/3): Loss -0.3320, Sem 0.2647, dir -0.9124, norm 0.3157, swav 0.0000 LR: 9.246e-02 Score 91.828 Data time: 0.2577, Forward time: 2.3094, Backward time: 3.0973, DDP time: 0.0036, Total iter time: 5.0089 [2020-11-08 10:20:37,183][root][INFO] - ===> Epoch[140](418/3): Loss -0.2596, Sem 0.2938, dir -0.9029, norm 0.3495, swav 0.0000 LR: 9.245e-02 Score 91.266 Data time: 0.2178, Forward time: 2.3093, Backward time: 3.0964, DDP time: 0.0036, Total iter time: 5.2510 [2020-11-08 10:20:43,309][root][INFO] - ===> Epoch[140](419/3): Loss -0.3593, Sem 0.2366, dir -0.9158, norm 0.3199, swav 0.0000 LR: 9.243e-02 Score 92.675 Data time: 0.1955, Forward time: 2.3083, Backward time: 3.0981, DDP time: 0.0036, Total iter time: 6.0277 [2020-11-08 10:20:49,147][root][INFO] - ===> Epoch[140](420/3): Loss -0.3239, Sem 0.2695, dir -0.9104, norm 0.3169, swav 0.0000 LR: 9.241e-02 Score 91.163 Data time: 0.2363, Forward time: 2.3082, Backward time: 3.0983, DDP time: 0.0036, Total iter time: 5.7427 [2020-11-08 10:20:54,399][root][INFO] - ===> Epoch[141](421/3): Loss -0.3505, Sem 0.2622, dir -0.9148, norm 0.3021, swav 0.0000 LR: 9.239e-02 Score 91.749 Data time: 0.2696, Forward time: 2.3090, Backward time: 3.0962, DDP time: 0.0036, Total iter time: 5.1289 [2020-11-08 10:21:00,424][root][INFO] - ===> Epoch[141](422/3): Loss -0.3720, Sem 0.2466, dir -0.9198, norm 0.3012, swav 0.0000 LR: 9.237e-02 Score 92.267 Data time: 0.2725, Forward time: 2.3102, Backward time: 3.0954, DDP time: 0.0036, Total iter time: 5.9061 [2020-11-08 10:21:05,897][root][INFO] - ===> Epoch[141](423/3): Loss -0.3201, Sem 0.2747, dir -0.8999, norm 0.3050, swav 0.0000 LR: 9.235e-02 Score 91.709 Data time: 0.1453, Forward time: 2.3087, Backward time: 3.0961, DDP time: 0.0036, Total iter time: 5.3567 [2020-11-08 10:21:11,614][root][INFO] - ===> Epoch[142](424/3): Loss -0.3593, Sem 0.2695, dir -0.9204, norm 0.2916, swav 0.0000 LR: 9.234e-02 Score 91.644 Data time: 0.2250, Forward time: 2.3081, Backward time: 3.0964, DDP time: 0.0036, Total iter time: 5.6265 [2020-11-08 10:21:17,897][root][INFO] - ===> Epoch[142](425/3): Loss -0.3563, Sem 0.2508, dir -0.9138, norm 0.3068, swav 0.0000 LR: 9.232e-02 Score 92.330 Data time: 0.3235, Forward time: 2.3102, Backward time: 3.0954, DDP time: 0.0036, Total iter time: 6.1920 [2020-11-08 10:21:24,374][root][INFO] - ===> Epoch[142](426/3): Loss -0.3604, Sem 0.2380, dir -0.9148, norm 0.3163, swav 0.0000 LR: 9.230e-02 Score 92.332 Data time: 0.1933, Forward time: 2.3100, Backward time: 3.0970, DDP time: 0.0036, Total iter time: 6.3368 [2020-11-08 10:21:29,147][root][INFO] - ===> Epoch[143](427/3): Loss -0.3343, Sem 0.2807, dir -0.9126, norm 0.2976, swav 0.0000 LR: 9.228e-02 Score 91.168 Data time: 0.1684, Forward time: 2.3089, Backward time: 3.0959, DDP time: 0.0036, Total iter time: 4.6513 [2020-11-08 10:21:34,584][root][INFO] - ===> Epoch[143](428/3): Loss -0.3693, Sem 0.2619, dir -0.9248, norm 0.2937, swav 0.0000 LR: 9.226e-02 Score 92.100 Data time: 0.1882, Forward time: 2.3081, Backward time: 3.0959, DDP time: 0.0036, Total iter time: 5.3616 [2020-11-08 10:21:41,247][root][INFO] - ===> Epoch[143](429/3): Loss -0.3621, Sem 0.2420, dir -0.9121, norm 0.3080, swav 0.0000 LR: 9.225e-02 Score 92.550 Data time: 0.2024, Forward time: 2.3077, Backward time: 3.0982, DDP time: 0.0036, Total iter time: 6.5406 [2020-11-08 10:21:46,547][root][INFO] - ===> Epoch[144](430/3): Loss -0.3103, Sem 0.2776, dir -0.9095, norm 0.3216, swav 0.0000 LR: 9.223e-02 Score 91.137 Data time: 0.2452, Forward time: 2.3080, Backward time: 3.0965, DDP time: 0.0036, Total iter time: 5.1792 [2020-11-08 10:21:52,336][root][INFO] - ===> Epoch[144](431/3): Loss -0.3389, Sem 0.2560, dir -0.9129, norm 0.3181, swav 0.0000 LR: 9.221e-02 Score 92.059 Data time: 0.2630, Forward time: 2.3094, Backward time: 3.0950, DDP time: 0.0036, Total iter time: 5.6762 [2020-11-08 10:21:58,577][root][INFO] - ===> Epoch[144](432/3): Loss -0.3638, Sem 0.2391, dir -0.9151, norm 0.3122, swav 0.0000 LR: 9.219e-02 Score 92.503 Data time: 0.2035, Forward time: 2.3083, Backward time: 3.0971, DDP time: 0.0036, Total iter time: 6.1186 [2020-11-08 10:22:03,926][root][INFO] - ===> Epoch[145](433/3): Loss -0.3053, Sem 0.2765, dir -0.9090, norm 0.3272, swav 0.0000 LR: 9.217e-02 Score 91.464 Data time: 0.2291, Forward time: 2.3080, Backward time: 3.0964, DDP time: 0.0036, Total iter time: 5.2678 [2020-11-08 10:22:09,618][root][INFO] - ===> Epoch[145](434/3): Loss -0.3469, Sem 0.2578, dir -0.9176, norm 0.3129, swav 0.0000 LR: 9.215e-02 Score 92.072 Data time: 0.2666, Forward time: 2.3089, Backward time: 3.0952, DDP time: 0.0036, Total iter time: 5.5673 [2020-11-08 10:22:16,362][root][INFO] - ===> Epoch[145](435/3): Loss -0.3803, Sem 0.2336, dir -0.9131, norm 0.2993, swav 0.0000 LR: 9.214e-02 Score 92.601 Data time: 0.2514, Forward time: 2.3098, Backward time: 3.0962, DDP time: 0.0036, Total iter time: 6.6175 [2020-11-08 10:22:21,596][root][INFO] - ===> Epoch[146](436/3): Loss -0.3581, Sem 0.2516, dir -0.9156, norm 0.3060, swav 0.0000 LR: 9.212e-02 Score 92.224 Data time: 0.2234, Forward time: 2.3088, Backward time: 3.0959, DDP time: 0.0036, Total iter time: 5.1176 [2020-11-08 10:22:26,549][root][INFO] - ===> Epoch[146](437/3): Loss -0.3989, Sem 0.2346, dir -0.9131, norm 0.2796, swav 0.0000 LR: 9.210e-02 Score 92.758 Data time: 0.2509, Forward time: 2.3094, Backward time: 3.0934, DDP time: 0.0036, Total iter time: 4.8657 [2020-11-08 10:22:32,407][root][INFO] - ===> Epoch[146](438/3): Loss -0.3329, Sem 0.2458, dir -0.9164, norm 0.3376, swav 0.0000 LR: 9.208e-02 Score 91.970 Data time: 0.2612, Forward time: 2.3102, Backward time: 3.0927, DDP time: 0.0036, Total iter time: 5.7453 [2020-11-08 10:22:38,048][root][INFO] - ===> Epoch[147](439/3): Loss -0.3749, Sem 0.2422, dir -0.9166, norm 0.2995, swav 0.0000 LR: 9.206e-02 Score 92.763 Data time: 0.2397, Forward time: 2.3109, Backward time: 3.0917, DDP time: 0.0036, Total iter time: 5.5148 [2020-11-08 10:22:44,661][root][INFO] - ===> Epoch[147](440/3): Loss -0.3668, Sem 0.2422, dir -0.9182, norm 0.3092, swav 0.0000 LR: 9.205e-02 Score 92.507 Data time: 0.1139, Forward time: 2.3085, Backward time: 3.0962, DDP time: 0.0036, Total iter time: 6.4899 [2020-11-08 10:22:50,366][root][INFO] - ===> Epoch[147](441/3): Loss -0.3695, Sem 0.2254, dir -0.9051, norm 0.3102, swav 0.0000 LR: 9.203e-02 Score 93.146 Data time: 0.1801, Forward time: 2.3072, Backward time: 3.0974, DDP time: 0.0036, Total iter time: 5.6336 [2020-11-08 10:22:56,819][root][INFO] - ===> Epoch[148](442/3): Loss -0.3600, Sem 0.2620, dir -0.9213, norm 0.2992, swav 0.0000 LR: 9.201e-02 Score 91.786 Data time: 0.1955, Forward time: 2.3060, Backward time: 3.0999, DDP time: 0.0036, Total iter time: 6.3319 [2020-11-08 10:23:03,342][root][INFO] - ===> Epoch[148](443/3): Loss -0.4052, Sem 0.2278, dir -0.9226, norm 0.2895, swav 0.0000 LR: 9.199e-02 Score 92.800 Data time: 0.3615, Forward time: 2.3082, Backward time: 3.0991, DDP time: 0.0036, Total iter time: 6.4118 [2020-11-08 10:23:09,141][root][INFO] - ===> Epoch[148](444/3): Loss -0.4222, Sem 0.2105, dir -0.9233, norm 0.2906, swav 0.0000 LR: 9.197e-02 Score 93.535 Data time: 0.1919, Forward time: 2.3080, Backward time: 3.0992, DDP time: 0.0036, Total iter time: 5.6635 [2020-11-08 10:23:15,737][root][INFO] - ===> Epoch[149](445/3): Loss -0.3635, Sem 0.2736, dir -0.9261, norm 0.2890, swav 0.0000 LR: 9.195e-02 Score 91.410 Data time: 0.1803, Forward time: 2.3070, Backward time: 3.1019, DDP time: 0.0036, Total iter time: 6.4629 [2020-11-08 10:23:20,883][root][INFO] - ===> Epoch[149](446/3): Loss -0.3635, Sem 0.2523, dir -0.9194, norm 0.3036, swav 0.0000 LR: 9.194e-02 Score 92.398 Data time: 0.2963, Forward time: 2.3078, Backward time: 3.0996, DDP time: 0.0036, Total iter time: 5.0606 [2020-11-08 10:23:26,150][root][INFO] - ===> Epoch[149](447/3): Loss -0.4139, Sem 0.2362, dir -0.9263, norm 0.2763, swav 0.0000 LR: 9.192e-02 Score 92.328 Data time: 0.2214, Forward time: 2.3075, Backward time: 3.0984, DDP time: 0.0036, Total iter time: 5.1280 [2020-11-08 10:23:32,657][root][INFO] - ===> Epoch[150](448/3): Loss -0.4339, Sem 0.2046, dir -0.9204, norm 0.2819, swav 0.0000 LR: 9.190e-02 Score 93.556 Data time: 0.2330, Forward time: 2.3074, Backward time: 3.1001, DDP time: 0.0036, Total iter time: 6.3875 [2020-11-08 10:23:38,590][root][INFO] - ===> Epoch[150](449/3): Loss -0.3750, Sem 0.2553, dir -0.9221, norm 0.2918, swav 0.0000 LR: 9.188e-02 Score 92.194 Data time: 0.2721, Forward time: 2.3085, Backward time: 3.0991, DDP time: 0.0036, Total iter time: 5.7937 [2020-11-08 10:23:43,131][root][INFO] - ===> Epoch[150](450/3): Loss -0.4134, Sem 0.2240, dir -0.9184, norm 0.2810, swav 0.0000 LR: 9.186e-02 Score 92.639 Data time: 0.2278, Forward time: 2.3087, Backward time: 3.0962, DDP time: 0.0036, Total iter time: 4.4016 [2020-11-08 10:23:50,067][root][INFO] - ===> Epoch[151](451/3): Loss -0.3934, Sem 0.2345, dir -0.9179, norm 0.2900, swav 0.0000 LR: 9.185e-02 Score 92.675 Data time: 0.2509, Forward time: 2.3096, Backward time: 3.0977, DDP time: 0.0036, Total iter time: 6.8217 [2020-11-08 10:23:56,916][root][INFO] - ===> Epoch[151](452/3): Loss -0.4194, Sem 0.2256, dir -0.9257, norm 0.2808, swav 0.0000 LR: 9.183e-02 Score 93.058 Data time: 0.2459, Forward time: 2.3096, Backward time: 3.0997, DDP time: 0.0036, Total iter time: 6.7150 [2020-11-08 10:24:02,444][root][INFO] - ===> Epoch[151](453/3): Loss -0.4173, Sem 0.2192, dir -0.9217, norm 0.2852, swav 0.0000 LR: 9.181e-02 Score 93.128 Data time: 0.2389, Forward time: 2.3091, Backward time: 3.0994, DDP time: 0.0036, Total iter time: 5.4238 [2020-11-08 10:24:08,134][root][INFO] - ===> Epoch[152](454/3): Loss -0.3654, Sem 0.2447, dir -0.9161, norm 0.3060, swav 0.0000 LR: 9.179e-02 Score 92.364 Data time: 0.2715, Forward time: 2.3092, Backward time: 3.0990, DDP time: 0.0036, Total iter time: 5.5952 [2020-11-08 10:24:13,625][root][INFO] - ===> Epoch[152](455/3): Loss -0.4120, Sem 0.2303, dir -0.9239, norm 0.2817, swav 0.0000 LR: 9.177e-02 Score 92.965 Data time: 0.1913, Forward time: 2.3083, Backward time: 3.0992, DDP time: 0.0036, Total iter time: 5.3707 [2020-11-08 10:24:18,710][root][INFO] - ===> Epoch[152](456/3): Loss -0.3878, Sem 0.2466, dir -0.9225, norm 0.2880, swav 0.0000 LR: 9.175e-02 Score 92.145 Data time: 0.2768, Forward time: 2.3090, Backward time: 3.0969, DDP time: 0.0036, Total iter time: 4.9989 [2020-11-08 10:24:24,567][root][INFO] - ===> Epoch[153](457/3): Loss -0.4095, Sem 0.2318, dir -0.9233, norm 0.2821, swav 0.0000 LR: 9.174e-02 Score 92.928 Data time: 0.5072, Forward time: 2.3097, Backward time: 3.0958, DDP time: 0.0036, Total iter time: 5.7520 [2020-11-08 10:24:33,278][root][INFO] - ===> Epoch[153](458/3): Loss -0.4639, Sem 0.2026, dir -0.9311, norm 0.2646, swav 0.0000 LR: 9.172e-02 Score 94.045 Data time: 0.4617, Forward time: 2.3143, Backward time: 3.0971, DDP time: 0.0036, Total iter time: 8.5935 [2020-11-08 10:24:38,513][root][INFO] - ===> Epoch[153](459/3): Loss -0.3948, Sem 0.2371, dir -0.9258, norm 0.2939, swav 0.0000 LR: 9.170e-02 Score 92.662 Data time: 0.1867, Forward time: 2.3144, Backward time: 3.0957, DDP time: 0.0036, Total iter time: 5.0898 [2020-11-08 10:24:44,391][root][INFO] - ===> Epoch[154](460/3): Loss -0.4031, Sem 0.2219, dir -0.9213, norm 0.2963, swav 0.0000 LR: 9.168e-02 Score 93.152 Data time: 0.1858, Forward time: 2.3133, Backward time: 3.0969, DDP time: 0.0036, Total iter time: 5.7727 [2020-11-08 10:24:50,176][root][INFO] - ===> Epoch[154](461/3): Loss -0.3777, Sem 0.2568, dir -0.9271, norm 0.2926, swav 0.0000 LR: 9.166e-02 Score 92.260 Data time: 0.2327, Forward time: 2.3138, Backward time: 3.0965, DDP time: 0.0036, Total iter time: 5.7054 [2020-11-08 10:24:55,081][root][INFO] - ===> Epoch[154](462/3): Loss -0.4658, Sem 0.2077, dir -0.9265, norm 0.2530, swav 0.0000 LR: 9.165e-02 Score 93.503 Data time: 0.1462, Forward time: 2.3124, Backward time: 3.0960, DDP time: 0.0036, Total iter time: 4.7892 [2020-11-08 10:25:01,031][root][INFO] - ===> Epoch[155](463/3): Loss -0.3628, Sem 0.2512, dir -0.9224, norm 0.3085, swav 0.0000 LR: 9.163e-02 Score 92.195 Data time: 0.1996, Forward time: 2.3117, Backward time: 3.0971, DDP time: 0.0036, Total iter time: 5.8772 [2020-11-08 10:25:06,377][root][INFO] - ===> Epoch[155](464/3): Loss -0.4203, Sem 0.2284, dir -0.9276, norm 0.2790, swav 0.0000 LR: 9.161e-02 Score 93.136 Data time: 0.2256, Forward time: 2.3117, Backward time: 3.0960, DDP time: 0.0036, Total iter time: 5.2419 [2020-11-08 10:25:12,000][root][INFO] - ===> Epoch[155](465/3): Loss -0.4165, Sem 0.2291, dir -0.9244, norm 0.2788, swav 0.0000 LR: 9.159e-02 Score 92.700 Data time: 0.2484, Forward time: 2.3122, Backward time: 3.0951, DDP time: 0.0036, Total iter time: 5.5026 [2020-11-08 10:25:17,060][root][INFO] - ===> Epoch[156](466/3): Loss -0.4130, Sem 0.2276, dir -0.9265, norm 0.2858, swav 0.0000 LR: 9.157e-02 Score 93.091 Data time: 0.2383, Forward time: 2.3126, Backward time: 3.0931, DDP time: 0.0036, Total iter time: 4.9378 [2020-11-08 10:25:22,877][root][INFO] - ===> Epoch[156](467/3): Loss -0.3934, Sem 0.2379, dir -0.9241, norm 0.2928, swav 0.0000 LR: 9.156e-02 Score 92.522 Data time: 0.1223, Forward time: 2.3107, Backward time: 3.0949, DDP time: 0.0036, Total iter time: 5.7139 [2020-11-08 10:25:29,511][root][INFO] - ===> Epoch[156](468/3): Loss -0.4137, Sem 0.2463, dir -0.9305, norm 0.2704, swav 0.0000 LR: 9.154e-02 Score 92.308 Data time: 0.1479, Forward time: 2.3089, Backward time: 3.0984, DDP time: 0.0036, Total iter time: 6.5736 [2020-11-08 10:25:35,656][root][INFO] - ===> Epoch[157](469/3): Loss -0.4717, Sem 0.1845, dir -0.9200, norm 0.2637, swav 0.0000 LR: 9.152e-02 Score 94.452 Data time: 0.1771, Forward time: 2.3082, Backward time: 3.1000, DDP time: 0.0036, Total iter time: 6.0913 [2020-11-08 10:25:41,780][root][INFO] - ===> Epoch[157](470/3): Loss -0.3853, Sem 0.2083, dir -0.9164, norm 0.3228, swav 0.0000 LR: 9.150e-02 Score 93.475 Data time: 0.1600, Forward time: 2.3070, Backward time: 3.1018, DDP time: 0.0036, Total iter time: 6.0198 [2020-11-08 10:25:47,575][root][INFO] - ===> Epoch[157](471/3): Loss -0.4615, Sem 0.2020, dir -0.9272, norm 0.2637, swav 0.0000 LR: 9.148e-02 Score 93.691 Data time: 0.1505, Forward time: 2.3054, Backward time: 3.1034, DDP time: 0.0036, Total iter time: 5.6875 [2020-11-08 10:25:53,195][root][INFO] - ===> Epoch[158](472/3): Loss -0.4055, Sem 0.2247, dir -0.9266, norm 0.2964, swav 0.0000 LR: 9.146e-02 Score 92.881 Data time: 0.1818, Forward time: 2.3042, Backward time: 3.1044, DDP time: 0.0036, Total iter time: 5.5467 [2020-11-08 10:25:59,408][root][INFO] - ===> Epoch[158](473/3): Loss -0.3915, Sem 0.2375, dir -0.9216, norm 0.2926, swav 0.0000 LR: 9.145e-02 Score 92.458 Data time: 0.2234, Forward time: 2.3035, Backward time: 3.1059, DDP time: 0.0036, Total iter time: 6.1307 [2020-11-08 10:26:04,289][root][INFO] - ===> Epoch[158](474/3): Loss -0.4636, Sem 0.1870, dir -0.9239, norm 0.2734, swav 0.0000 LR: 9.143e-02 Score 94.200 Data time: 0.2416, Forward time: 2.3038, Backward time: 3.1036, DDP time: 0.0036, Total iter time: 4.7534 [2020-11-08 10:26:09,624][root][INFO] - ===> Epoch[159](475/3): Loss -0.3913, Sem 0.2489, dir -0.9224, norm 0.2822, swav 0.0000 LR: 9.141e-02 Score 92.167 Data time: 0.2018, Forward time: 2.3037, Backward time: 3.1028, DDP time: 0.0036, Total iter time: 5.2199 [2020-11-08 10:26:15,429][root][INFO] - ===> Epoch[159](476/3): Loss -0.3809, Sem 0.2491, dir -0.9217, norm 0.2917, swav 0.0000 LR: 9.139e-02 Score 91.963 Data time: 0.1912, Forward time: 2.3027, Backward time: 3.1038, DDP time: 0.0036, Total iter time: 5.6952 [2020-11-08 10:26:21,567][root][INFO] - ===> Epoch[159](477/3): Loss -0.4544, Sem 0.2014, dir -0.9264, norm 0.2706, swav 0.0000 LR: 9.137e-02 Score 93.599 Data time: 0.3030, Forward time: 2.3045, Backward time: 3.1027, DDP time: 0.0036, Total iter time: 6.0647 [2020-11-08 10:26:28,923][root][INFO] - ===> Epoch[160](478/3): Loss -0.4279, Sem 0.2215, dir -0.9276, norm 0.2782, swav 0.0000 LR: 9.136e-02 Score 93.214 Data time: 0.1811, Forward time: 2.3037, Backward time: 3.1066, DDP time: 0.0036, Total iter time: 7.2425 [2020-11-08 10:26:34,281][root][INFO] - ===> Epoch[160](479/3): Loss -0.4096, Sem 0.2343, dir -0.9231, norm 0.2791, swav 0.0000 LR: 9.134e-02 Score 92.984 Data time: 0.2282, Forward time: 2.3037, Backward time: 3.1055, DDP time: 0.0036, Total iter time: 5.2548 [2020-11-08 10:26:40,349][root][INFO] - ===> Epoch[160](480/3): Loss -0.4250, Sem 0.2095, dir -0.9276, norm 0.2931, swav 0.0000 LR: 9.132e-02 Score 93.421 Data time: 0.2102, Forward time: 2.3035, Backward time: 3.1062, DDP time: 0.0036, Total iter time: 5.9605 [2020-11-08 10:26:45,302][root][INFO] - ===> Epoch[161](481/3): Loss -0.3913, Sem 0.2557, dir -0.9279, norm 0.2809, swav 0.0000 LR: 9.130e-02 Score 92.086 Data time: 0.1694, Forward time: 2.3025, Backward time: 3.1055, DDP time: 0.0036, Total iter time: 4.8426 [2020-11-08 10:26:50,847][root][INFO] - ===> Epoch[161](482/3): Loss -0.4563, Sem 0.1847, dir -0.9221, norm 0.2811, swav 0.0000 LR: 9.128e-02 Score 94.266 Data time: 0.1458, Forward time: 2.3009, Backward time: 3.1066, DDP time: 0.0036, Total iter time: 5.4406 [2020-11-08 10:26:56,915][root][INFO] - ===> Epoch[161](483/3): Loss -0.4608, Sem 0.2000, dir -0.9295, norm 0.2687, swav 0.0000 LR: 9.126e-02 Score 93.658 Data time: 0.1869, Forward time: 2.3000, Backward time: 3.1080, DDP time: 0.0036, Total iter time: 5.9719 [2020-11-08 10:27:02,821][root][INFO] - ===> Epoch[162](484/3): Loss -0.4542, Sem 0.2030, dir -0.9259, norm 0.2687, swav 0.0000 LR: 9.125e-02 Score 93.652 Data time: 0.1927, Forward time: 2.2990, Backward time: 3.1090, DDP time: 0.0036, Total iter time: 5.7922 [2020-11-08 10:27:08,309][root][INFO] - ===> Epoch[162](485/3): Loss -0.3992, Sem 0.2279, dir -0.9251, norm 0.2979, swav 0.0000 LR: 9.123e-02 Score 92.695 Data time: 0.2477, Forward time: 2.2993, Backward time: 3.1081, DDP time: 0.0036, Total iter time: 5.3658 [2020-11-08 10:27:13,880][root][INFO] - ===> Epoch[162](486/3): Loss -0.4118, Sem 0.2319, dir -0.9290, norm 0.2853, swav 0.0000 LR: 9.121e-02 Score 92.770 Data time: 0.2665, Forward time: 2.3005, Backward time: 3.1064, DDP time: 0.0036, Total iter time: 5.4510 [2020-11-08 10:27:21,038][root][INFO] - ===> Epoch[163](487/3): Loss -0.4298, Sem 0.2060, dir -0.9245, norm 0.2887, swav 0.0000 LR: 9.119e-02 Score 93.368 Data time: 0.1770, Forward time: 2.2997, Backward time: 3.1098, DDP time: 0.0036, Total iter time: 7.0371 [2020-11-08 10:27:28,121][root][INFO] - ===> Epoch[163](488/3): Loss -0.4402, Sem 0.2251, dir -0.9285, norm 0.2631, swav 0.0000 LR: 9.117e-02 Score 93.089 Data time: 0.1984, Forward time: 2.2989, Backward time: 3.1130, DDP time: 0.0036, Total iter time: 6.9834 [2020-11-08 10:27:33,626][root][INFO] - ===> Epoch[163](489/3): Loss -0.4061, Sem 0.2208, dir -0.9242, norm 0.2973, swav 0.0000 LR: 9.116e-02 Score 93.368 Data time: 0.1920, Forward time: 2.2983, Backward time: 3.1131, DDP time: 0.0036, Total iter time: 5.4091 [2020-11-08 10:27:38,560][root][INFO] - ===> Epoch[164](490/3): Loss -0.4101, Sem 0.2379, dir -0.9250, norm 0.2770, swav 0.0000 LR: 9.114e-02 Score 92.588 Data time: 0.1886, Forward time: 2.2976, Backward time: 3.1121, DDP time: 0.0036, Total iter time: 4.8114 [2020-11-08 10:27:44,644][root][INFO] - ===> Epoch[164](491/3): Loss -0.4555, Sem 0.2110, dir -0.9337, norm 0.2671, swav 0.0000 LR: 9.112e-02 Score 93.586 Data time: 0.2544, Forward time: 2.2985, Backward time: 3.1117, DDP time: 0.0036, Total iter time: 5.9929 [2020-11-08 10:27:49,931][root][INFO] - ===> Epoch[164](492/3): Loss -0.4260, Sem 0.2100, dir -0.9242, norm 0.2882, swav 0.0000 LR: 9.110e-02 Score 93.393 Data time: 0.2034, Forward time: 2.2980, Backward time: 3.1111, DDP time: 0.0036, Total iter time: 5.1549 [2020-11-08 10:27:56,068][root][INFO] - ===> Epoch[165](493/3): Loss -0.4383, Sem 0.2101, dir -0.9258, norm 0.2775, swav 0.0000 LR: 9.108e-02 Score 93.324 Data time: 0.2262, Forward time: 2.2982, Backward time: 3.1116, DDP time: 0.0036, Total iter time: 6.0383 [2020-11-08 10:28:02,529][root][INFO] - ===> Epoch[165](494/3): Loss -0.4599, Sem 0.1915, dir -0.9302, norm 0.2789, swav 0.0000 LR: 9.106e-02 Score 94.124 Data time: 0.2416, Forward time: 2.2987, Backward time: 3.1124, DDP time: 0.0036, Total iter time: 6.3393 [2020-11-08 10:28:09,430][root][INFO] - ===> Epoch[165](495/3): Loss -0.3934, Sem 0.2153, dir -0.9206, norm 0.3119, swav 0.0000 LR: 9.105e-02 Score 93.256 Data time: 0.1880, Forward time: 2.2982, Backward time: 3.1149, DDP time: 0.0036, Total iter time: 6.7884 [2020-11-08 10:28:14,927][root][INFO] - ===> Epoch[166](496/3): Loss -0.3630, Sem 0.2516, dir -0.9157, norm 0.3012, swav 0.0000 LR: 9.103e-02 Score 91.978 Data time: 0.2439, Forward time: 2.2981, Backward time: 3.1144, DDP time: 0.0036, Total iter time: 5.3909 [2020-11-08 10:28:21,233][root][INFO] - ===> Epoch[166](497/3): Loss -0.4695, Sem 0.1893, dir -0.9264, norm 0.2676, swav 0.0000 LR: 9.101e-02 Score 94.168 Data time: 0.2179, Forward time: 2.2981, Backward time: 3.1154, DDP time: 0.0036, Total iter time: 6.1881 [2020-11-08 10:28:26,971][root][INFO] - ===> Epoch[166](498/3): Loss -0.4601, Sem 0.1841, dir -0.9241, norm 0.2799, swav 0.0000 LR: 9.099e-02 Score 94.151 Data time: 0.2918, Forward time: 2.2993, Backward time: 3.1140, DDP time: 0.0036, Total iter time: 5.6252 [2020-11-08 10:28:33,258][root][INFO] - ===> Epoch[167](499/3): Loss -0.4501, Sem 0.2038, dir -0.9266, norm 0.2727, swav 0.0000 LR: 9.097e-02 Score 93.707 Data time: 0.1823, Forward time: 2.2984, Backward time: 3.1158, DDP time: 0.0036, Total iter time: 6.1774 [2020-11-08 10:28:38,454][root][INFO] - ===> Epoch[167](500/3): Loss -0.4157, Sem 0.2184, dir -0.9267, norm 0.2926, swav 0.0000 LR: 9.096e-02 Score 92.975 Data time: 0.2850, Forward time: 2.2990, Backward time: 3.1139, DDP time: 0.0036, Total iter time: 5.0981 [2020-11-08 10:28:39,393][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 10:28:39,541][root][INFO] - ===> Start testing [2020-11-08 10:30:02,519][root][INFO] - 101/312: Data time: 0.0047, Iter time: 0.2963 Loss 0.188 (AVG: 0.958) Score 95.189 (AVG: 81.203) mIOU 50.721 mAP 62.738 mAcc 61.008 IOU: 74.347 96.234 35.998 44.202 88.936 85.154 63.318 36.659 41.952 51.301 16.888 42.438 34.569 50.434 9.419 37.880 71.088 31.309 80.496 21.804 mAP: 76.114 95.406 46.660 61.135 88.254 85.859 69.742 57.151 53.233 52.482 27.170 42.296 49.847 59.642 36.582 71.639 90.502 66.973 77.319 46.764 mAcc: 93.175 98.604 45.514 61.872 93.698 93.994 77.833 42.170 61.805 52.039 23.617 56.881 62.954 68.573 10.176 54.723 72.983 33.958 87.609 27.978 [2020-11-08 10:31:29,653][root][INFO] - 201/312: Data time: 0.0060, Iter time: 0.5493 Loss 0.534 (AVG: 0.935) Score 82.670 (AVG: 81.272) mIOU 52.325 mAP 64.145 mAcc 62.836 IOU: 74.971 95.908 42.530 53.637 87.123 77.653 57.364 36.516 41.393 56.121 21.462 49.788 32.547 46.706 13.173 40.081 75.575 38.168 81.318 24.461 mAP: 76.915 95.697 48.955 66.595 86.871 84.032 63.779 55.785 55.091 55.246 36.143 48.581 46.107 64.917 32.437 79.283 89.083 72.382 78.464 46.532 mAcc: 93.452 98.491 53.542 70.510 92.905 91.058 73.456 42.465 60.125 56.725 29.231 64.590 59.575 61.735 13.988 52.876 77.126 42.839 91.110 30.926 [2020-11-08 10:32:53,202][root][INFO] - 301/312: Data time: 0.0102, Iter time: 0.3631 Loss 0.579 (AVG: 0.934) Score 81.082 (AVG: 81.478) mIOU 52.270 mAP 63.777 mAcc 62.557 IOU: 76.042 95.932 39.724 59.670 87.064 76.631 54.270 36.251 40.308 55.302 20.936 48.331 34.245 42.769 12.837 42.978 74.159 41.353 82.157 24.451 mAP: 77.310 95.757 45.910 68.423 86.691 81.953 63.591 54.672 53.603 53.457 40.643 47.792 45.865 60.754 30.123 80.189 89.048 73.861 79.948 45.943 mAcc: 93.974 98.436 51.258 73.326 93.025 89.476 72.128 41.506 58.546 55.951 28.408 62.064 60.515 57.000 13.508 57.868 75.840 45.389 91.710 31.207 [2020-11-08 10:33:02,292][root][INFO] - 312/312: Data time: 0.0027, Iter time: 0.1887 Loss 1.493 (AVG: 0.952) Score 71.445 (AVG: 81.275) mIOU 52.072 mAP 63.800 mAcc 62.520 IOU: 75.693 95.964 40.041 57.549 86.990 76.791 54.678 36.112 39.921 54.816 21.034 47.381 33.489 43.131 13.435 43.326 74.429 41.454 81.920 23.290 mAP: 77.082 95.872 46.327 68.787 86.823 80.648 63.767 54.192 53.006 53.343 40.242 47.519 46.063 61.239 30.915 80.504 89.222 73.697 80.544 46.218 mAcc: 93.850 98.427 51.721 73.801 92.960 89.664 72.285 41.231 58.364 55.683 28.439 59.954 60.752 57.577 14.133 58.510 76.206 45.678 91.898 29.262 [2020-11-08 10:33:02,294][root][INFO] - Finished test. Elapsed time: 262.7505 [2020-11-08 10:33:16,159][root][INFO] - [2020-11-08 10:33:16,161][root][INFO] - ################################################################ [2020-11-08 10:33:16,161][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 10:33:16,161][root][INFO] - ################################################################ [2020-11-08 10:33:16,161][root][INFO] - cabinet : 0.088 0.236 0.455 [2020-11-08 10:33:16,161][root][INFO] - bed : 0.291 0.566 0.675 [2020-11-08 10:33:16,161][root][INFO] - chair : 0.653 0.818 0.881 [2020-11-08 10:33:16,161][root][INFO] - sofa : 0.343 0.565 0.792 [2020-11-08 10:33:16,161][root][INFO] - table : 0.305 0.494 0.659 [2020-11-08 10:33:16,161][root][INFO] - door : 0.116 0.215 0.310 [2020-11-08 10:33:16,162][root][INFO] - window : 0.038 0.112 0.358 [2020-11-08 10:33:16,162][root][INFO] - bookshelf : 0.057 0.227 0.520 [2020-11-08 10:33:16,162][root][INFO] - picture : 0.057 0.133 0.227 [2020-11-08 10:33:16,162][root][INFO] - counter : 0.006 0.030 0.232 [2020-11-08 10:33:16,162][root][INFO] - desk : 0.008 0.030 0.242 [2020-11-08 10:33:16,162][root][INFO] - curtain : 0.061 0.166 0.328 [2020-11-08 10:33:16,162][root][INFO] - refrigerator : 0.015 0.072 0.175 [2020-11-08 10:33:16,162][root][INFO] - shower curtain : 0.243 0.473 0.526 [2020-11-08 10:33:16,162][root][INFO] - toilet : 0.597 0.844 0.862 [2020-11-08 10:33:16,162][root][INFO] - sink : 0.100 0.309 0.694 [2020-11-08 10:33:16,162][root][INFO] - bathtub : 0.513 0.784 0.871 [2020-11-08 10:33:16,162][root][INFO] - otherfurniture : 0.189 0.327 0.457 [2020-11-08 10:33:16,162][root][INFO] - ---------------------------------------------------------------- [2020-11-08 10:33:16,162][root][INFO] - average : 0.204 0.356 0.515 [2020-11-08 10:33:16,162][root][INFO] - [2020-11-08 10:33:16,381][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 10:33:17,124][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 10:33:17,310][root][INFO] - Current best mIoU: 52.072 at iter 500 [2020-11-08 10:33:22,570][root][INFO] - ===> Epoch[167](501/3): Loss -0.4421, Sem 0.2051, dir -0.9227, norm 0.2756, swav 0.0000 LR: 9.094e-02 Score 93.658 Data time: 0.2340, Forward time: 2.2999, Backward time: 3.1122, DDP time: 0.0036, Total iter time: 5.2536 [2020-11-08 10:33:28,364][root][INFO] - ===> Epoch[168](502/3): Loss -0.4243, Sem 0.2195, dir -0.9270, norm 0.2832, swav 0.0000 LR: 9.092e-02 Score 93.127 Data time: 0.2273, Forward time: 2.3001, Backward time: 3.1119, DDP time: 0.0036, Total iter time: 5.6612 [2020-11-08 10:33:34,285][root][INFO] - ===> Epoch[168](503/3): Loss -0.4435, Sem 0.2137, dir -0.9261, norm 0.2689, swav 0.0000 LR: 9.090e-02 Score 93.317 Data time: 0.2588, Forward time: 2.3011, Backward time: 3.1111, DDP time: 0.0036, Total iter time: 5.7901 [2020-11-08 10:33:40,759][root][INFO] - ===> Epoch[168](504/3): Loss -0.4445, Sem 0.1957, dir -0.9259, norm 0.2857, swav 0.0000 LR: 9.088e-02 Score 93.870 Data time: 0.2168, Forward time: 2.3011, Backward time: 3.1123, DDP time: 0.0036, Total iter time: 6.3389 [2020-11-08 10:33:45,872][root][INFO] - ===> Epoch[169](505/3): Loss -0.4305, Sem 0.2245, dir -0.9259, norm 0.2710, swav 0.0000 LR: 9.086e-02 Score 93.145 Data time: 0.1865, Forward time: 2.3006, Backward time: 3.1114, DDP time: 0.0036, Total iter time: 4.9992 [2020-11-08 10:33:50,403][root][INFO] - ===> Epoch[169](506/3): Loss -0.3885, Sem 0.2601, dir -0.9294, norm 0.2807, swav 0.0000 LR: 9.085e-02 Score 92.004 Data time: 0.1990, Forward time: 2.3001, Backward time: 3.1095, DDP time: 0.0036, Total iter time: 4.4230 [2020-11-08 10:33:55,701][root][INFO] - ===> Epoch[169](507/3): Loss -0.4964, Sem 0.1716, dir -0.9309, norm 0.2628, swav 0.0000 LR: 9.083e-02 Score 94.598 Data time: 0.2484, Forward time: 2.3009, Backward time: 3.1078, DDP time: 0.0036, Total iter time: 5.2115 [2020-11-08 10:34:00,636][root][INFO] - ===> Epoch[170](508/3): Loss -0.4729, Sem 0.2032, dir -0.9336, norm 0.2575, swav 0.0000 LR: 9.081e-02 Score 93.742 Data time: 0.1969, Forward time: 2.3008, Backward time: 3.1063, DDP time: 0.0036, Total iter time: 4.8061 [2020-11-08 10:34:06,242][root][INFO] - ===> Epoch[170](509/3): Loss -0.4701, Sem 0.1991, dir -0.9313, norm 0.2621, swav 0.0000 LR: 9.079e-02 Score 93.865 Data time: 0.1652, Forward time: 2.2999, Backward time: 3.1067, DDP time: 0.0036, Total iter time: 5.4980 [2020-11-08 10:34:12,429][root][INFO] - ===> Epoch[170](510/3): Loss -0.4412, Sem 0.2202, dir -0.9332, norm 0.2719, swav 0.0000 LR: 9.077e-02 Score 93.177 Data time: 0.1413, Forward time: 2.2983, Backward time: 3.1091, DDP time: 0.0036, Total iter time: 6.1035 [2020-11-08 10:34:17,561][root][INFO] - ===> Epoch[171](511/3): Loss -0.4796, Sem 0.1980, dir -0.9328, norm 0.2552, swav 0.0000 LR: 9.075e-02 Score 93.843 Data time: 0.2249, Forward time: 2.2986, Backward time: 3.1077, DDP time: 0.0036, Total iter time: 5.0571 [2020-11-08 10:34:23,380][root][INFO] - ===> Epoch[171](512/3): Loss -0.4366, Sem 0.2272, dir -0.9330, norm 0.2693, swav 0.0000 LR: 9.074e-02 Score 92.950 Data time: 0.1985, Forward time: 2.2984, Backward time: 3.1078, DDP time: 0.0036, Total iter time: 5.7077 [2020-11-08 10:34:28,869][root][INFO] - ===> Epoch[171](513/3): Loss -0.4692, Sem 0.1989, dir -0.9265, norm 0.2584, swav 0.0000 LR: 9.072e-02 Score 93.835 Data time: 0.2795, Forward time: 2.2994, Backward time: 3.1062, DDP time: 0.0036, Total iter time: 5.3719 [2020-11-08 10:34:34,804][root][INFO] - ===> Epoch[172](514/3): Loss -0.4488, Sem 0.2025, dir -0.9280, norm 0.2768, swav 0.0000 LR: 9.070e-02 Score 93.846 Data time: 0.2384, Forward time: 2.2997, Backward time: 3.1060, DDP time: 0.0036, Total iter time: 5.8116 [2020-11-08 10:34:39,650][root][INFO] - ===> Epoch[172](515/3): Loss -0.4543, Sem 0.2067, dir -0.9365, norm 0.2754, swav 0.0000 LR: 9.068e-02 Score 93.499 Data time: 0.1864, Forward time: 2.2991, Backward time: 3.1048, DDP time: 0.0036, Total iter time: 4.7110 [2020-11-08 10:34:45,870][root][INFO] - ===> Epoch[172](516/3): Loss -0.4522, Sem 0.2003, dir -0.9270, norm 0.2744, swav 0.0000 LR: 9.066e-02 Score 93.822 Data time: 0.3396, Forward time: 2.3007, Backward time: 3.1039, DDP time: 0.0036, Total iter time: 6.1169 [2020-11-08 10:34:50,905][root][INFO] - ===> Epoch[173](517/3): Loss -0.4105, Sem 0.2329, dir -0.9280, norm 0.2846, swav 0.0000 LR: 9.065e-02 Score 93.249 Data time: 0.1695, Forward time: 2.3000, Backward time: 3.1029, DDP time: 0.0036, Total iter time: 4.8902 [2020-11-08 10:34:56,461][root][INFO] - ===> Epoch[173](518/3): Loss -0.5129, Sem 0.1698, dir -0.9340, norm 0.2513, swav 0.0000 LR: 9.063e-02 Score 94.623 Data time: 0.1493, Forward time: 2.2985, Backward time: 3.1039, DDP time: 0.0036, Total iter time: 5.4423 [2020-11-08 10:35:02,808][root][INFO] - ===> Epoch[173](519/3): Loss -0.4432, Sem 0.2102, dir -0.9297, norm 0.2763, swav 0.0000 LR: 9.061e-02 Score 93.291 Data time: 0.3214, Forward time: 2.3003, Backward time: 3.1032, DDP time: 0.0036, Total iter time: 6.2701 [2020-11-08 10:35:07,922][root][INFO] - ===> Epoch[174](520/3): Loss -0.4956, Sem 0.1788, dir -0.9338, norm 0.2593, swav 0.0000 LR: 9.059e-02 Score 94.507 Data time: 0.2277, Forward time: 2.3010, Backward time: 3.1012, DDP time: 0.0036, Total iter time: 4.9792 [2020-11-08 10:35:13,463][root][INFO] - ===> Epoch[174](521/3): Loss -0.4645, Sem 0.1941, dir -0.9223, norm 0.2638, swav 0.0000 LR: 9.057e-02 Score 93.939 Data time: 0.2298, Forward time: 2.3007, Backward time: 3.1009, DDP time: 0.0036, Total iter time: 5.4248 [2020-11-08 10:35:19,199][root][INFO] - ===> Epoch[174](522/3): Loss -0.4601, Sem 0.1944, dir -0.9270, norm 0.2724, swav 0.0000 LR: 9.055e-02 Score 93.898 Data time: 0.2782, Forward time: 2.3018, Backward time: 3.0996, DDP time: 0.0036, Total iter time: 5.6256 [2020-11-08 10:35:26,672][root][INFO] - ===> Epoch[175](523/3): Loss -0.4985, Sem 0.1991, dir -0.9435, norm 0.2459, swav 0.0000 LR: 9.054e-02 Score 93.911 Data time: 0.2193, Forward time: 2.3019, Backward time: 3.1025, DDP time: 0.0036, Total iter time: 7.3301 [2020-11-08 10:35:33,817][root][INFO] - ===> Epoch[175](524/3): Loss -0.4556, Sem 0.1968, dir -0.9286, norm 0.2761, swav 0.0000 LR: 9.052e-02 Score 94.004 Data time: 0.2001, Forward time: 2.3019, Backward time: 3.1049, DDP time: 0.0036, Total iter time: 7.0297 [2020-11-08 10:35:39,318][root][INFO] - ===> Epoch[175](525/3): Loss -0.4271, Sem 0.2034, dir -0.9258, norm 0.2953, swav 0.0000 LR: 9.050e-02 Score 93.870 Data time: 0.1648, Forward time: 2.3009, Backward time: 3.1054, DDP time: 0.0036, Total iter time: 5.4004 [2020-11-08 10:35:44,619][root][INFO] - ===> Epoch[176](526/3): Loss -0.4256, Sem 0.2183, dir -0.9300, norm 0.2861, swav 0.0000 LR: 9.048e-02 Score 93.315 Data time: 0.1981, Forward time: 2.3004, Backward time: 3.1049, DDP time: 0.0036, Total iter time: 5.2161 [2020-11-08 10:35:49,934][root][INFO] - ===> Epoch[176](527/3): Loss -0.4764, Sem 0.1946, dir -0.9362, norm 0.2652, swav 0.0000 LR: 9.046e-02 Score 93.939 Data time: 0.2599, Forward time: 2.3010, Backward time: 3.1035, DDP time: 0.0036, Total iter time: 5.2027 [2020-11-08 10:35:55,842][root][INFO] - ===> Epoch[176](528/3): Loss -0.4915, Sem 0.1829, dir -0.9255, norm 0.2511, swav 0.0000 LR: 9.045e-02 Score 94.425 Data time: 0.3166, Forward time: 2.3022, Backward time: 3.1023, DDP time: 0.0036, Total iter time: 5.7884 [2020-11-08 10:36:01,164][root][INFO] - ===> Epoch[177](529/3): Loss -0.4444, Sem 0.1969, dir -0.9307, norm 0.2894, swav 0.0000 LR: 9.043e-02 Score 94.041 Data time: 0.2527, Forward time: 2.3031, Backward time: 3.1006, DDP time: 0.0036, Total iter time: 5.2034 [2020-11-08 10:36:07,820][root][INFO] - ===> Epoch[177](530/3): Loss -0.4541, Sem 0.1981, dir -0.9314, norm 0.2792, swav 0.0000 LR: 9.041e-02 Score 93.853 Data time: 0.1641, Forward time: 2.3018, Backward time: 3.1034, DDP time: 0.0036, Total iter time: 6.5528 [2020-11-08 10:36:13,562][root][INFO] - ===> Epoch[177](531/3): Loss -0.4865, Sem 0.1660, dir -0.9310, norm 0.2785, swav 0.0000 LR: 9.039e-02 Score 94.876 Data time: 0.2721, Forward time: 2.3030, Backward time: 3.1021, DDP time: 0.0036, Total iter time: 5.6622 [2020-11-08 10:36:20,201][root][INFO] - ===> Epoch[178](532/3): Loss -0.4627, Sem 0.1995, dir -0.9337, norm 0.2715, swav 0.0000 LR: 9.037e-02 Score 93.730 Data time: 0.1498, Forward time: 2.3019, Backward time: 3.1047, DDP time: 0.0036, Total iter time: 6.5151 [2020-11-08 10:36:25,978][root][INFO] - ===> Epoch[178](533/3): Loss -0.4677, Sem 0.1956, dir -0.9307, norm 0.2673, swav 0.0000 LR: 9.035e-02 Score 94.077 Data time: 0.1940, Forward time: 2.3012, Backward time: 3.1053, DDP time: 0.0036, Total iter time: 5.6878 [2020-11-08 10:36:30,837][root][INFO] - ===> Epoch[178](534/3): Loss -0.4901, Sem 0.1788, dir -0.9338, norm 0.2649, swav 0.0000 LR: 9.034e-02 Score 94.505 Data time: 0.2055, Forward time: 2.3012, Backward time: 3.1037, DDP time: 0.0036, Total iter time: 4.7719 [2020-11-08 10:36:36,367][root][INFO] - ===> Epoch[179](535/3): Loss -0.4454, Sem 0.2205, dir -0.9353, norm 0.2694, swav 0.0000 LR: 9.032e-02 Score 93.223 Data time: 0.1653, Forward time: 2.3003, Backward time: 3.1041, DDP time: 0.0036, Total iter time: 5.4167 [2020-11-08 10:36:42,822][root][INFO] - ===> Epoch[179](536/3): Loss -0.4146, Sem 0.2276, dir -0.9323, norm 0.2901, swav 0.0000 LR: 9.030e-02 Score 93.207 Data time: 0.1974, Forward time: 2.2991, Backward time: 3.1064, DDP time: 0.0036, Total iter time: 6.3585 [2020-11-08 10:36:49,119][root][INFO] - ===> Epoch[179](537/3): Loss -0.4858, Sem 0.1868, dir -0.9298, norm 0.2572, swav 0.0000 LR: 9.028e-02 Score 94.114 Data time: 0.1874, Forward time: 2.2987, Backward time: 3.1078, DDP time: 0.0036, Total iter time: 6.2025 [2020-11-08 10:36:54,270][root][INFO] - ===> Epoch[180](538/3): Loss -0.4549, Sem 0.1910, dir -0.9281, norm 0.2821, swav 0.0000 LR: 9.026e-02 Score 94.271 Data time: 0.1591, Forward time: 2.2975, Backward time: 3.1079, DDP time: 0.0036, Total iter time: 5.0378 [2020-11-08 10:37:00,342][root][INFO] - ===> Epoch[180](539/3): Loss -0.4589, Sem 0.2011, dir -0.9260, norm 0.2660, swav 0.0000 LR: 9.025e-02 Score 93.777 Data time: 0.3106, Forward time: 2.2989, Backward time: 3.1068, DDP time: 0.0036, Total iter time: 5.9623 [2020-11-08 10:37:06,317][root][INFO] - ===> Epoch[180](540/3): Loss -0.4324, Sem 0.2004, dir -0.9311, norm 0.2984, swav 0.0000 LR: 9.023e-02 Score 93.894 Data time: 0.2276, Forward time: 2.2993, Backward time: 3.1067, DDP time: 0.0036, Total iter time: 5.8583 [2020-11-08 10:37:12,131][root][INFO] - ===> Epoch[181](541/3): Loss -0.4623, Sem 0.1909, dir -0.9286, norm 0.2753, swav 0.0000 LR: 9.021e-02 Score 93.999 Data time: 0.1653, Forward time: 2.2986, Backward time: 3.1075, DDP time: 0.0036, Total iter time: 5.6779 [2020-11-08 10:37:18,119][root][INFO] - ===> Epoch[181](542/3): Loss -0.4938, Sem 0.1898, dir -0.9373, norm 0.2538, swav 0.0000 LR: 9.019e-02 Score 94.151 Data time: 0.1491, Forward time: 2.2972, Backward time: 3.1092, DDP time: 0.0036, Total iter time: 5.8713 [2020-11-08 10:37:22,938][root][INFO] - ===> Epoch[181](543/3): Loss -0.4376, Sem 0.2031, dir -0.9323, norm 0.2916, swav 0.0000 LR: 9.017e-02 Score 93.832 Data time: 0.2202, Forward time: 2.2975, Backward time: 3.1072, DDP time: 0.0036, Total iter time: 4.7618 [2020-11-08 10:37:29,927][root][INFO] - ===> Epoch[182](544/3): Loss -0.5060, Sem 0.1778, dir -0.9346, norm 0.2508, swav 0.0000 LR: 9.015e-02 Score 94.458 Data time: 0.2229, Forward time: 2.2976, Backward time: 3.1092, DDP time: 0.0036, Total iter time: 6.8541 [2020-11-08 10:37:35,258][root][INFO] - ===> Epoch[182](545/3): Loss -0.4703, Sem 0.1976, dir -0.9329, norm 0.2650, swav 0.0000 LR: 9.014e-02 Score 93.963 Data time: 0.2119, Forward time: 2.2973, Backward time: 3.1086, DDP time: 0.0036, Total iter time: 5.2173 [2020-11-08 10:37:41,195][root][INFO] - ===> Epoch[182](546/3): Loss -0.4204, Sem 0.2353, dir -0.9266, norm 0.2709, swav 0.0000 LR: 9.012e-02 Score 93.018 Data time: 0.2853, Forward time: 2.2987, Backward time: 3.1074, DDP time: 0.0036, Total iter time: 5.8329 [2020-11-08 10:37:46,630][root][INFO] - ===> Epoch[183](547/3): Loss -0.4478, Sem 0.2048, dir -0.9352, norm 0.2826, swav 0.0000 LR: 9.010e-02 Score 93.685 Data time: 0.1280, Forward time: 2.2973, Backward time: 3.1081, DDP time: 0.0036, Total iter time: 5.3112 [2020-11-08 10:37:51,931][root][INFO] - ===> Epoch[183](548/3): Loss -0.4827, Sem 0.1830, dir -0.9352, norm 0.2695, swav 0.0000 LR: 9.008e-02 Score 94.267 Data time: 0.1773, Forward time: 2.2963, Backward time: 3.1082, DDP time: 0.0036, Total iter time: 5.1783 [2020-11-08 10:37:58,185][root][INFO] - ===> Epoch[183](549/3): Loss -0.4723, Sem 0.1847, dir -0.9298, norm 0.2728, swav 0.0000 LR: 9.006e-02 Score 94.350 Data time: 0.2553, Forward time: 2.2961, Backward time: 3.1090, DDP time: 0.0036, Total iter time: 6.1429 [2020-11-08 10:38:04,311][root][INFO] - ===> Epoch[184](550/3): Loss -0.4758, Sem 0.1971, dir -0.9361, norm 0.2632, swav 0.0000 LR: 9.005e-02 Score 93.761 Data time: 0.2357, Forward time: 2.2959, Backward time: 3.1098, DDP time: 0.0036, Total iter time: 6.0095 [2020-11-08 10:38:10,052][root][INFO] - ===> Epoch[184](551/3): Loss -0.4716, Sem 0.1852, dir -0.9356, norm 0.2788, swav 0.0000 LR: 9.003e-02 Score 94.385 Data time: 0.2418, Forward time: 2.2965, Backward time: 3.1090, DDP time: 0.0036, Total iter time: 5.6197 [2020-11-08 10:38:14,847][root][INFO] - ===> Epoch[184](552/3): Loss -0.4807, Sem 0.1935, dir -0.9321, norm 0.2579, swav 0.0000 LR: 9.001e-02 Score 93.984 Data time: 0.1907, Forward time: 2.2962, Backward time: 3.1076, DDP time: 0.0036, Total iter time: 4.6690 [2020-11-08 10:38:20,742][root][INFO] - ===> Epoch[185](553/3): Loss -0.5071, Sem 0.1663, dir -0.9349, norm 0.2615, swav 0.0000 LR: 8.999e-02 Score 94.661 Data time: 0.1930, Forward time: 2.2956, Backward time: 3.1083, DDP time: 0.0036, Total iter time: 5.7808 [2020-11-08 10:38:25,651][root][INFO] - ===> Epoch[185](554/3): Loss -0.4499, Sem 0.1997, dir -0.9272, norm 0.2776, swav 0.0000 LR: 8.997e-02 Score 93.826 Data time: 0.1773, Forward time: 2.2948, Backward time: 3.1075, DDP time: 0.0036, Total iter time: 4.7925 [2020-11-08 10:38:31,800][root][INFO] - ===> Epoch[185](555/3): Loss -0.4501, Sem 0.2104, dir -0.9343, norm 0.2738, swav 0.0000 LR: 8.995e-02 Score 93.599 Data time: 0.2403, Forward time: 2.2952, Backward time: 3.1078, DDP time: 0.0036, Total iter time: 6.0574 [2020-11-08 10:38:36,993][root][INFO] - ===> Epoch[186](556/3): Loss -0.5078, Sem 0.1810, dir -0.9336, norm 0.2449, swav 0.0000 LR: 8.994e-02 Score 94.578 Data time: 0.1616, Forward time: 2.2940, Backward time: 3.1078, DDP time: 0.0036, Total iter time: 5.0757 [2020-11-08 10:38:43,008][root][INFO] - ===> Epoch[186](557/3): Loss -0.4841, Sem 0.1896, dir -0.9331, norm 0.2593, swav 0.0000 LR: 8.992e-02 Score 93.960 Data time: 0.2256, Forward time: 2.2944, Backward time: 3.1078, DDP time: 0.0036, Total iter time: 5.9056 [2020-11-08 10:38:49,169][root][INFO] - ===> Epoch[186](558/3): Loss -0.4898, Sem 0.1676, dir -0.9325, norm 0.2750, swav 0.0000 LR: 8.990e-02 Score 94.648 Data time: 0.1357, Forward time: 2.2931, Backward time: 3.1096, DDP time: 0.0036, Total iter time: 6.0411 [2020-11-08 10:38:55,180][root][INFO] - ===> Epoch[187](559/3): Loss -0.4724, Sem 0.1921, dir -0.9393, norm 0.2748, swav 0.0000 LR: 8.988e-02 Score 93.764 Data time: 0.1403, Forward time: 2.2915, Backward time: 3.1117, DDP time: 0.0036, Total iter time: 5.9008 [2020-11-08 10:39:02,158][root][INFO] - ===> Epoch[187](560/3): Loss -0.4718, Sem 0.1905, dir -0.9306, norm 0.2682, swav 0.0000 LR: 8.986e-02 Score 94.021 Data time: 0.2446, Forward time: 2.2923, Backward time: 3.1129, DDP time: 0.0036, Total iter time: 6.9014 [2020-11-08 10:39:06,909][root][INFO] - ===> Epoch[187](561/3): Loss -0.4817, Sem 0.1809, dir -0.9316, norm 0.2690, swav 0.0000 LR: 8.984e-02 Score 94.233 Data time: 0.1765, Forward time: 2.2917, Backward time: 3.1117, DDP time: 0.0036, Total iter time: 4.6288 [2020-11-08 10:39:11,962][root][INFO] - ===> Epoch[188](562/3): Loss -0.4675, Sem 0.1879, dir -0.9317, norm 0.2763, swav 0.0000 LR: 8.983e-02 Score 94.363 Data time: 0.1588, Forward time: 2.2906, Backward time: 3.1115, DDP time: 0.0036, Total iter time: 4.9556 [2020-11-08 10:39:19,528][root][INFO] - ===> Epoch[188](563/3): Loss -0.4731, Sem 0.1882, dir -0.9316, norm 0.2703, swav 0.0000 LR: 8.981e-02 Score 94.164 Data time: 0.3883, Forward time: 2.2932, Backward time: 3.1119, DDP time: 0.0036, Total iter time: 7.4429 [2020-11-08 10:39:24,723][root][INFO] - ===> Epoch[188](564/3): Loss -0.4645, Sem 0.1963, dir -0.9349, norm 0.2741, swav 0.0000 LR: 8.979e-02 Score 93.745 Data time: 0.2283, Forward time: 2.2940, Backward time: 3.1101, DDP time: 0.0036, Total iter time: 5.0737 [2020-11-08 10:39:31,915][root][INFO] - ===> Epoch[189](565/3): Loss -0.4437, Sem 0.2009, dir -0.9254, norm 0.2808, swav 0.0000 LR: 8.977e-02 Score 93.735 Data time: 0.2588, Forward time: 2.2947, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 7.0799 [2020-11-08 10:39:37,632][root][INFO] - ===> Epoch[189](566/3): Loss -0.4950, Sem 0.1752, dir -0.9385, norm 0.2683, swav 0.0000 LR: 8.975e-02 Score 94.558 Data time: 0.1726, Forward time: 2.2938, Backward time: 3.1124, DDP time: 0.0036, Total iter time: 5.5829 [2020-11-08 10:39:43,824][root][INFO] - ===> Epoch[189](567/3): Loss -0.5207, Sem 0.1703, dir -0.9404, norm 0.2494, swav 0.0000 LR: 8.974e-02 Score 94.721 Data time: 0.2175, Forward time: 2.2940, Backward time: 3.1130, DDP time: 0.0036, Total iter time: 6.1227 [2020-11-08 10:39:48,572][root][INFO] - ===> Epoch[190](568/3): Loss -0.5366, Sem 0.1691, dir -0.9427, norm 0.2370, swav 0.0000 LR: 8.972e-02 Score 94.746 Data time: 0.2076, Forward time: 2.2940, Backward time: 3.1112, DDP time: 0.0036, Total iter time: 4.6288 [2020-11-08 10:39:53,913][root][INFO] - ===> Epoch[190](569/3): Loss -0.4673, Sem 0.2058, dir -0.9317, norm 0.2586, swav 0.0000 LR: 8.970e-02 Score 93.366 Data time: 0.1747, Forward time: 2.2931, Backward time: 3.1113, DDP time: 0.0036, Total iter time: 5.2185 [2020-11-08 10:39:59,644][root][INFO] - ===> Epoch[190](570/3): Loss -0.4740, Sem 0.1869, dir -0.9338, norm 0.2729, swav 0.0000 LR: 8.968e-02 Score 94.068 Data time: 0.1785, Forward time: 2.2925, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 5.6345 [2020-11-08 10:40:06,685][root][INFO] - ===> Epoch[191](571/3): Loss -0.4643, Sem 0.1939, dir -0.9321, norm 0.2739, swav 0.0000 LR: 8.966e-02 Score 93.958 Data time: 0.2151, Forward time: 2.2926, Backward time: 3.1138, DDP time: 0.0036, Total iter time: 6.9228 [2020-11-08 10:40:12,084][root][INFO] - ===> Epoch[191](572/3): Loss -0.5141, Sem 0.1733, dir -0.9357, norm 0.2484, swav 0.0000 LR: 8.964e-02 Score 94.490 Data time: 0.1613, Forward time: 2.2917, Backward time: 3.1140, DDP time: 0.0036, Total iter time: 5.2858 [2020-11-08 10:40:16,742][root][INFO] - ===> Epoch[191](573/3): Loss -0.4933, Sem 0.1883, dir -0.9364, norm 0.2548, swav 0.0000 LR: 8.963e-02 Score 94.111 Data time: 0.2898, Forward time: 2.2919, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 4.5488 [2020-11-08 10:40:22,827][root][INFO] - ===> Epoch[192](574/3): Loss -0.4904, Sem 0.1859, dir -0.9339, norm 0.2576, swav 0.0000 LR: 8.961e-02 Score 94.137 Data time: 0.1907, Forward time: 2.2917, Backward time: 3.1124, DDP time: 0.0036, Total iter time: 5.9727 [2020-11-08 10:40:27,952][root][INFO] - ===> Epoch[192](575/3): Loss -0.4417, Sem 0.1934, dir -0.9282, norm 0.2932, swav 0.0000 LR: 8.959e-02 Score 93.812 Data time: 0.1748, Forward time: 2.2908, Backward time: 3.1122, DDP time: 0.0036, Total iter time: 5.0069 [2020-11-08 10:40:32,762][root][INFO] - ===> Epoch[192](576/3): Loss -0.4907, Sem 0.1885, dir -0.9374, norm 0.2582, swav 0.0000 LR: 8.957e-02 Score 93.998 Data time: 0.2305, Forward time: 2.2911, Backward time: 3.1103, DDP time: 0.0036, Total iter time: 4.7123 [2020-11-08 10:40:38,027][root][INFO] - ===> Epoch[193](577/3): Loss -0.4352, Sem 0.2103, dir -0.9296, norm 0.2841, swav 0.0000 LR: 8.955e-02 Score 93.572 Data time: 0.1324, Forward time: 2.2895, Backward time: 3.1112, DDP time: 0.0036, Total iter time: 5.1498 [2020-11-08 10:40:44,699][root][INFO] - ===> Epoch[193](578/3): Loss -0.4994, Sem 0.1796, dir -0.9337, norm 0.2547, swav 0.0000 LR: 8.954e-02 Score 94.387 Data time: 0.2341, Forward time: 2.2895, Backward time: 3.1126, DDP time: 0.0036, Total iter time: 6.5907 [2020-11-08 10:40:49,765][root][INFO] - ===> Epoch[193](579/3): Loss -0.4755, Sem 0.2002, dir -0.9346, norm 0.2589, swav 0.0000 LR: 8.952e-02 Score 93.869 Data time: 0.2416, Forward time: 2.2899, Backward time: 3.1109, DDP time: 0.0036, Total iter time: 4.9342 [2020-11-08 10:40:55,112][root][INFO] - ===> Epoch[194](580/3): Loss -0.4457, Sem 0.2014, dir -0.9292, norm 0.2820, swav 0.0000 LR: 8.950e-02 Score 93.785 Data time: 0.2033, Forward time: 2.2899, Backward time: 3.1101, DDP time: 0.0036, Total iter time: 5.2231 [2020-11-08 10:41:00,585][root][INFO] - ===> Epoch[194](581/3): Loss -0.4964, Sem 0.1785, dir -0.9308, norm 0.2559, swav 0.0000 LR: 8.948e-02 Score 94.323 Data time: 0.2856, Forward time: 2.2902, Backward time: 3.1090, DDP time: 0.0036, Total iter time: 5.3587 [2020-11-08 10:41:06,052][root][INFO] - ===> Epoch[194](582/3): Loss -0.4444, Sem 0.2073, dir -0.9343, norm 0.2826, swav 0.0000 LR: 8.946e-02 Score 93.632 Data time: 0.2042, Forward time: 2.2899, Backward time: 3.1088, DDP time: 0.0036, Total iter time: 5.3473 [2020-11-08 10:41:11,243][root][INFO] - ===> Epoch[195](583/3): Loss -0.4745, Sem 0.1871, dir -0.9280, norm 0.2663, swav 0.0000 LR: 8.944e-02 Score 93.999 Data time: 0.2325, Forward time: 2.2900, Backward time: 3.1077, DDP time: 0.0036, Total iter time: 5.0635 [2020-11-08 10:41:17,734][root][INFO] - ===> Epoch[195](584/3): Loss -0.4910, Sem 0.1744, dir -0.9391, norm 0.2737, swav 0.0000 LR: 8.943e-02 Score 94.630 Data time: 0.2116, Forward time: 2.2902, Backward time: 3.1086, DDP time: 0.0036, Total iter time: 6.3687 [2020-11-08 10:41:22,422][root][INFO] - ===> Epoch[195](585/3): Loss -0.5225, Sem 0.1732, dir -0.9316, norm 0.2359, swav 0.0000 LR: 8.941e-02 Score 94.796 Data time: 0.1536, Forward time: 2.2889, Backward time: 3.1080, DDP time: 0.0036, Total iter time: 4.5539 [2020-11-08 10:41:28,415][root][INFO] - ===> Epoch[196](586/3): Loss -0.5109, Sem 0.1669, dir -0.9390, norm 0.2612, swav 0.0000 LR: 8.939e-02 Score 94.760 Data time: 0.2432, Forward time: 2.2893, Backward time: 3.1079, DDP time: 0.0036, Total iter time: 5.8884 [2020-11-08 10:41:34,613][root][INFO] - ===> Epoch[196](587/3): Loss -0.4797, Sem 0.1790, dir -0.9326, norm 0.2739, swav 0.0000 LR: 8.937e-02 Score 94.384 Data time: 0.1751, Forward time: 2.2885, Backward time: 3.1094, DDP time: 0.0036, Total iter time: 6.0881 [2020-11-08 10:41:39,966][root][INFO] - ===> Epoch[196](588/3): Loss -0.4896, Sem 0.1902, dir -0.9321, norm 0.2524, swav 0.0000 LR: 8.935e-02 Score 93.868 Data time: 0.2560, Forward time: 2.2893, Backward time: 3.1078, DDP time: 0.0036, Total iter time: 5.2710 [2020-11-08 10:41:45,671][root][INFO] - ===> Epoch[197](589/3): Loss -0.4367, Sem 0.2013, dir -0.9240, norm 0.2860, swav 0.0000 LR: 8.933e-02 Score 93.769 Data time: 0.1830, Forward time: 2.2886, Backward time: 3.1083, DDP time: 0.0036, Total iter time: 5.5824 [2020-11-08 10:41:51,792][root][INFO] - ===> Epoch[197](590/3): Loss -0.4803, Sem 0.1759, dir -0.9239, norm 0.2677, swav 0.0000 LR: 8.932e-02 Score 94.585 Data time: 0.2599, Forward time: 2.2893, Backward time: 3.1081, DDP time: 0.0036, Total iter time: 6.0072 [2020-11-08 10:41:59,358][root][INFO] - ===> Epoch[197](591/3): Loss -0.4765, Sem 0.1820, dir -0.9337, norm 0.2751, swav 0.0000 LR: 8.930e-02 Score 94.419 Data time: 0.2524, Forward time: 2.2901, Backward time: 3.1101, DDP time: 0.0036, Total iter time: 7.4383 [2020-11-08 10:42:04,674][root][INFO] - ===> Epoch[198](592/3): Loss -0.4902, Sem 0.1896, dir -0.9357, norm 0.2560, swav 0.0000 LR: 8.928e-02 Score 94.015 Data time: 0.2581, Forward time: 2.2901, Backward time: 3.1092, DDP time: 0.0036, Total iter time: 5.1762 [2020-11-08 10:42:12,350][root][INFO] - ===> Epoch[198](593/3): Loss -0.5025, Sem 0.1647, dir -0.9373, norm 0.2702, swav 0.0000 LR: 8.926e-02 Score 94.785 Data time: 0.3683, Forward time: 2.2928, Backward time: 3.1096, DDP time: 0.0036, Total iter time: 7.5527 [2020-11-08 10:42:16,859][root][INFO] - ===> Epoch[198](594/3): Loss -0.4883, Sem 0.1967, dir -0.9358, norm 0.2508, swav 0.0000 LR: 8.924e-02 Score 94.049 Data time: 0.2231, Forward time: 2.2922, Backward time: 3.1078, DDP time: 0.0036, Total iter time: 4.3709 [2020-11-08 10:42:23,009][root][INFO] - ===> Epoch[199](595/3): Loss -0.4941, Sem 0.1774, dir -0.9324, norm 0.2609, swav 0.0000 LR: 8.923e-02 Score 94.483 Data time: 0.3123, Forward time: 2.2936, Backward time: 3.1069, DDP time: 0.0036, Total iter time: 6.0378 [2020-11-08 10:42:27,856][root][INFO] - ===> Epoch[199](596/3): Loss -0.4949, Sem 0.1852, dir -0.9264, norm 0.2463, swav 0.0000 LR: 8.921e-02 Score 94.304 Data time: 0.2164, Forward time: 2.2938, Backward time: 3.1051, DDP time: 0.0036, Total iter time: 4.7143 [2020-11-08 10:42:34,032][root][INFO] - ===> Epoch[199](597/3): Loss -0.5054, Sem 0.1793, dir -0.9426, norm 0.2578, swav 0.0000 LR: 8.919e-02 Score 94.255 Data time: 0.1817, Forward time: 2.2930, Backward time: 3.1064, DDP time: 0.0036, Total iter time: 6.0698 [2020-11-08 10:42:39,285][root][INFO] - ===> Epoch[200](598/3): Loss -0.5313, Sem 0.1578, dir -0.9395, norm 0.2504, swav 0.0000 LR: 8.917e-02 Score 95.304 Data time: 0.1684, Forward time: 2.2920, Backward time: 3.1065, DDP time: 0.0036, Total iter time: 5.1247 [2020-11-08 10:42:44,402][root][INFO] - ===> Epoch[200](599/3): Loss -0.4840, Sem 0.1852, dir -0.9393, norm 0.2702, swav 0.0000 LR: 8.915e-02 Score 94.241 Data time: 0.2759, Forward time: 2.2926, Backward time: 3.1048, DDP time: 0.0036, Total iter time: 5.0234 [2020-11-08 10:42:50,011][root][INFO] - ===> Epoch[200](600/3): Loss -0.5161, Sem 0.1837, dir -0.9356, norm 0.2358, swav 0.0000 LR: 8.913e-02 Score 94.254 Data time: 0.1412, Forward time: 2.2915, Backward time: 3.1056, DDP time: 0.0036, Total iter time: 5.4779 [2020-11-08 10:42:55,695][root][INFO] - ===> Epoch[201](601/3): Loss -0.5196, Sem 0.1755, dir -0.9359, norm 0.2408, swav 0.0000 LR: 8.912e-02 Score 94.498 Data time: 0.1836, Forward time: 2.2907, Backward time: 3.1063, DDP time: 0.0036, Total iter time: 5.5855 [2020-11-08 10:43:01,535][root][INFO] - ===> Epoch[201](602/3): Loss -0.4626, Sem 0.1879, dir -0.9288, norm 0.2784, swav 0.0000 LR: 8.910e-02 Score 94.109 Data time: 0.2210, Forward time: 2.2903, Backward time: 3.1067, DDP time: 0.0036, Total iter time: 5.7430 [2020-11-08 10:43:07,529][root][INFO] - ===> Epoch[201](603/3): Loss -0.5096, Sem 0.1835, dir -0.9363, norm 0.2432, swav 0.0000 LR: 8.908e-02 Score 94.344 Data time: 0.2882, Forward time: 2.2916, Backward time: 3.1057, DDP time: 0.0036, Total iter time: 5.8606 [2020-11-08 10:43:12,691][root][INFO] - ===> Epoch[202](604/3): Loss -0.4821, Sem 0.1806, dir -0.9317, norm 0.2691, swav 0.0000 LR: 8.906e-02 Score 94.299 Data time: 0.2242, Forward time: 2.2916, Backward time: 3.1046, DDP time: 0.0036, Total iter time: 5.0338 [2020-11-08 10:43:18,568][root][INFO] - ===> Epoch[202](605/3): Loss -0.4550, Sem 0.1953, dir -0.9295, norm 0.2791, swav 0.0000 LR: 8.904e-02 Score 93.811 Data time: 0.2265, Forward time: 2.2917, Backward time: 3.1047, DDP time: 0.0036, Total iter time: 5.7506 [2020-11-08 10:43:25,367][root][INFO] - ===> Epoch[202](606/3): Loss -0.4857, Sem 0.1830, dir -0.9331, norm 0.2643, swav 0.0000 LR: 8.902e-02 Score 94.400 Data time: 0.2895, Forward time: 2.2927, Backward time: 3.1051, DDP time: 0.0036, Total iter time: 6.6618 [2020-11-08 10:43:31,033][root][INFO] - ===> Epoch[203](607/3): Loss -0.4755, Sem 0.1908, dir -0.9315, norm 0.2652, swav 0.0000 LR: 8.901e-02 Score 94.055 Data time: 0.2141, Forward time: 2.2922, Backward time: 3.1053, DDP time: 0.0036, Total iter time: 5.5134 [2020-11-08 10:43:36,896][root][INFO] - ===> Epoch[203](608/3): Loss -0.4930, Sem 0.1957, dir -0.9390, norm 0.2504, swav 0.0000 LR: 8.899e-02 Score 93.755 Data time: 0.1851, Forward time: 2.2916, Backward time: 3.1060, DDP time: 0.0036, Total iter time: 5.7489 [2020-11-08 10:43:42,683][root][INFO] - ===> Epoch[203](609/3): Loss -0.5421, Sem 0.1507, dir -0.9399, norm 0.2471, swav 0.0000 LR: 8.897e-02 Score 95.263 Data time: 0.1530, Forward time: 2.2905, Backward time: 3.1071, DDP time: 0.0036, Total iter time: 5.6903 [2020-11-08 10:43:47,298][root][INFO] - ===> Epoch[204](610/3): Loss -0.4265, Sem 0.2086, dir -0.9245, norm 0.2894, swav 0.0000 LR: 8.895e-02 Score 93.427 Data time: 0.1688, Forward time: 2.2897, Backward time: 3.1062, DDP time: 0.0036, Total iter time: 4.5279 [2020-11-08 10:43:51,904][root][INFO] - ===> Epoch[204](611/3): Loss -0.4793, Sem 0.1839, dir -0.9307, norm 0.2675, swav 0.0000 LR: 8.893e-02 Score 93.975 Data time: 0.2566, Forward time: 2.2894, Backward time: 3.1045, DDP time: 0.0036, Total iter time: 4.5000 [2020-11-08 10:43:58,138][root][INFO] - ===> Epoch[204](612/3): Loss -0.5235, Sem 0.1690, dir -0.9412, norm 0.2487, swav 0.0000 LR: 8.892e-02 Score 94.769 Data time: 0.2256, Forward time: 2.2897, Backward time: 3.1048, DDP time: 0.0036, Total iter time: 6.1266 [2020-11-08 10:44:04,398][root][INFO] - ===> Epoch[205](613/3): Loss -0.4857, Sem 0.1821, dir -0.9311, norm 0.2632, swav 0.0000 LR: 8.890e-02 Score 94.296 Data time: 0.1305, Forward time: 2.2883, Backward time: 3.1072, DDP time: 0.0036, Total iter time: 6.1193 [2020-11-08 10:44:09,264][root][INFO] - ===> Epoch[205](614/3): Loss -0.4645, Sem 0.1932, dir -0.9289, norm 0.2711, swav 0.0000 LR: 8.888e-02 Score 93.810 Data time: 0.1966, Forward time: 2.2881, Backward time: 3.1060, DDP time: 0.0036, Total iter time: 4.7610 [2020-11-08 10:44:14,202][root][INFO] - ===> Epoch[205](615/3): Loss -0.5107, Sem 0.1809, dir -0.9439, norm 0.2522, swav 0.0000 LR: 8.886e-02 Score 94.531 Data time: 0.1176, Forward time: 2.2866, Backward time: 3.1063, DDP time: 0.0036, Total iter time: 4.8225 [2020-11-08 10:44:19,266][root][INFO] - ===> Epoch[206](616/3): Loss -0.4799, Sem 0.1877, dir -0.9324, norm 0.2648, swav 0.0000 LR: 8.884e-02 Score 94.314 Data time: 0.1739, Forward time: 2.2854, Backward time: 3.1065, DDP time: 0.0036, Total iter time: 5.0015 [2020-11-08 10:44:25,857][root][INFO] - ===> Epoch[206](617/3): Loss -0.5278, Sem 0.1669, dir -0.9405, norm 0.2457, swav 0.0000 LR: 8.882e-02 Score 94.914 Data time: 0.2430, Forward time: 2.2861, Backward time: 3.1070, DDP time: 0.0036, Total iter time: 6.4966 [2020-11-08 10:44:30,648][root][INFO] - ===> Epoch[206](618/3): Loss -0.4570, Sem 0.2026, dir -0.9345, norm 0.2749, swav 0.0000 LR: 8.881e-02 Score 94.042 Data time: 0.2129, Forward time: 2.2859, Backward time: 3.1054, DDP time: 0.0036, Total iter time: 4.6588 [2020-11-08 10:44:36,470][root][INFO] - ===> Epoch[207](619/3): Loss -0.5224, Sem 0.1632, dir -0.9378, norm 0.2522, swav 0.0000 LR: 8.879e-02 Score 94.937 Data time: 0.2154, Forward time: 2.2861, Backward time: 3.1053, DDP time: 0.0036, Total iter time: 5.7276 [2020-11-08 10:44:42,188][root][INFO] - ===> Epoch[207](620/3): Loss -0.4966, Sem 0.1861, dir -0.9399, norm 0.2572, swav 0.0000 LR: 8.877e-02 Score 93.984 Data time: 0.2549, Forward time: 2.2865, Backward time: 3.1047, DDP time: 0.0036, Total iter time: 5.5793 [2020-11-08 10:44:48,170][root][INFO] - ===> Epoch[207](621/3): Loss -0.5428, Sem 0.1500, dir -0.9378, norm 0.2449, swav 0.0000 LR: 8.875e-02 Score 95.325 Data time: 0.2179, Forward time: 2.2867, Backward time: 3.1048, DDP time: 0.0036, Total iter time: 5.8523 [2020-11-08 10:44:53,358][root][INFO] - ===> Epoch[208](622/3): Loss -0.5023, Sem 0.1703, dir -0.9350, norm 0.2625, swav 0.0000 LR: 8.873e-02 Score 94.747 Data time: 0.1657, Forward time: 2.2859, Backward time: 3.1046, DDP time: 0.0036, Total iter time: 5.0401 [2020-11-08 10:44:58,849][root][INFO] - ===> Epoch[208](623/3): Loss -0.5290, Sem 0.1471, dir -0.9356, norm 0.2595, swav 0.0000 LR: 8.871e-02 Score 95.420 Data time: 0.1830, Forward time: 2.2850, Backward time: 3.1050, DDP time: 0.0036, Total iter time: 5.3883 [2020-11-08 10:45:04,855][root][INFO] - ===> Epoch[208](624/3): Loss -0.5138, Sem 0.1766, dir -0.9403, norm 0.2499, swav 0.0000 LR: 8.870e-02 Score 94.374 Data time: 0.3044, Forward time: 2.2863, Backward time: 3.1041, DDP time: 0.0036, Total iter time: 5.9033 [2020-11-08 10:45:10,510][root][INFO] - ===> Epoch[209](625/3): Loss -0.4975, Sem 0.1826, dir -0.9401, norm 0.2600, swav 0.0000 LR: 8.868e-02 Score 94.261 Data time: 0.2542, Forward time: 2.2868, Backward time: 3.1033, DDP time: 0.0036, Total iter time: 5.5246 [2020-11-08 10:45:16,678][root][INFO] - ===> Epoch[209](626/3): Loss -0.5307, Sem 0.1627, dir -0.9390, norm 0.2457, swav 0.0000 LR: 8.866e-02 Score 94.972 Data time: 0.2483, Forward time: 2.2872, Backward time: 3.1034, DDP time: 0.0036, Total iter time: 6.0372 [2020-11-08 10:45:24,155][root][INFO] - ===> Epoch[209](627/3): Loss -0.5151, Sem 0.1563, dir -0.9362, norm 0.2648, swav 0.0000 LR: 8.864e-02 Score 95.075 Data time: 0.2403, Forward time: 2.2877, Backward time: 3.1055, DDP time: 0.0036, Total iter time: 7.3546 [2020-11-08 10:45:29,805][root][INFO] - ===> Epoch[210](628/3): Loss -0.5324, Sem 0.1465, dir -0.9333, norm 0.2543, swav 0.0000 LR: 8.862e-02 Score 95.336 Data time: 0.2015, Forward time: 2.2879, Backward time: 3.1051, DDP time: 0.0036, Total iter time: 5.5343 [2020-11-08 10:45:35,704][root][INFO] - ===> Epoch[210](629/3): Loss -0.5355, Sem 0.1567, dir -0.9391, norm 0.2469, swav 0.0000 LR: 8.861e-02 Score 95.157 Data time: 0.1621, Forward time: 2.2869, Backward time: 3.1062, DDP time: 0.0036, Total iter time: 5.7597 [2020-11-08 10:45:41,578][root][INFO] - ===> Epoch[210](630/3): Loss -0.4998, Sem 0.1905, dir -0.9404, norm 0.2501, swav 0.0000 LR: 8.859e-02 Score 94.603 Data time: 0.1641, Forward time: 2.2861, Backward time: 3.1073, DDP time: 0.0036, Total iter time: 5.7968 [2020-11-08 10:45:46,949][root][INFO] - ===> Epoch[211](631/3): Loss -0.5117, Sem 0.1510, dir -0.9329, norm 0.2702, swav 0.0000 LR: 8.857e-02 Score 95.304 Data time: 0.1800, Forward time: 2.2855, Backward time: 3.1072, DDP time: 0.0036, Total iter time: 5.2728 [2020-11-08 10:45:53,532][root][INFO] - ===> Epoch[211](632/3): Loss -0.5279, Sem 0.1574, dir -0.9391, norm 0.2538, swav 0.0000 LR: 8.855e-02 Score 95.009 Data time: 0.1957, Forward time: 2.2850, Backward time: 3.1089, DDP time: 0.0036, Total iter time: 6.4650 [2020-11-08 10:45:58,752][root][INFO] - ===> Epoch[211](633/3): Loss -0.5154, Sem 0.1720, dir -0.9387, norm 0.2513, swav 0.0000 LR: 8.853e-02 Score 94.694 Data time: 0.1488, Forward time: 2.2840, Backward time: 3.1090, DDP time: 0.0036, Total iter time: 5.1128 [2020-11-08 10:46:05,381][root][INFO] - ===> Epoch[212](634/3): Loss -0.5394, Sem 0.1428, dir -0.9326, norm 0.2504, swav 0.0000 LR: 8.851e-02 Score 95.570 Data time: 0.2061, Forward time: 2.2839, Backward time: 3.1104, DDP time: 0.0036, Total iter time: 6.5309 [2020-11-08 10:46:10,844][root][INFO] - ===> Epoch[212](635/3): Loss -0.5144, Sem 0.1725, dir -0.9408, norm 0.2540, swav 0.0000 LR: 8.850e-02 Score 94.794 Data time: 0.1557, Forward time: 2.2830, Backward time: 3.1107, DDP time: 0.0036, Total iter time: 5.3413 [2020-11-08 10:46:16,611][root][INFO] - ===> Epoch[212](636/3): Loss -0.5192, Sem 0.1714, dir -0.9368, norm 0.2461, swav 0.0000 LR: 8.848e-02 Score 94.630 Data time: 0.1789, Forward time: 2.2825, Backward time: 3.1112, DDP time: 0.0036, Total iter time: 5.6564 [2020-11-08 10:46:23,769][root][INFO] - ===> Epoch[213](637/3): Loss -0.5025, Sem 0.1630, dir -0.9398, norm 0.2743, swav 0.0000 LR: 8.846e-02 Score 94.837 Data time: 0.2788, Forward time: 2.2828, Backward time: 3.1129, DDP time: 0.0036, Total iter time: 7.0349 [2020-11-08 10:46:29,558][root][INFO] - ===> Epoch[213](638/3): Loss -0.5415, Sem 0.1415, dir -0.9373, norm 0.2543, swav 0.0000 LR: 8.844e-02 Score 95.612 Data time: 0.2992, Forward time: 2.2838, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 5.6687 [2020-11-08 10:46:35,509][root][INFO] - ===> Epoch[213](639/3): Loss -0.5763, Sem 0.1347, dir -0.9435, norm 0.2325, swav 0.0000 LR: 8.842e-02 Score 95.802 Data time: 0.2129, Forward time: 2.2841, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 5.8387 [2020-11-08 10:46:41,426][root][INFO] - ===> Epoch[214](640/3): Loss -0.5298, Sem 0.1569, dir -0.9411, norm 0.2545, swav 0.0000 LR: 8.840e-02 Score 94.937 Data time: 0.1764, Forward time: 2.2832, Backward time: 3.1128, DDP time: 0.0036, Total iter time: 5.7887 [2020-11-08 10:46:47,366][root][INFO] - ===> Epoch[214](641/3): Loss -0.5342, Sem 0.1562, dir -0.9369, norm 0.2465, swav 0.0000 LR: 8.839e-02 Score 95.200 Data time: 0.2096, Forward time: 2.2832, Backward time: 3.1132, DDP time: 0.0036, Total iter time: 5.8807 [2020-11-08 10:46:53,327][root][INFO] - ===> Epoch[214](642/3): Loss -0.5322, Sem 0.1580, dir -0.9411, norm 0.2508, swav 0.0000 LR: 8.837e-02 Score 94.973 Data time: 0.2581, Forward time: 2.2840, Backward time: 3.1126, DDP time: 0.0036, Total iter time: 5.8515 [2020-11-08 10:46:58,307][root][INFO] - ===> Epoch[215](643/3): Loss -0.5479, Sem 0.1452, dir -0.9408, norm 0.2478, swav 0.0000 LR: 8.835e-02 Score 95.527 Data time: 0.1713, Forward time: 2.2832, Backward time: 3.1121, DDP time: 0.0036, Total iter time: 4.8583 [2020-11-08 10:47:04,042][root][INFO] - ===> Epoch[215](644/3): Loss -0.5456, Sem 0.1489, dir -0.9405, norm 0.2461, swav 0.0000 LR: 8.833e-02 Score 95.296 Data time: 0.2285, Forward time: 2.2833, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 5.6326 [2020-11-08 10:47:10,668][root][INFO] - ===> Epoch[215](645/3): Loss -0.5312, Sem 0.1601, dir -0.9392, norm 0.2479, swav 0.0000 LR: 8.831e-02 Score 94.970 Data time: 0.1524, Forward time: 2.2825, Backward time: 3.1138, DDP time: 0.0036, Total iter time: 6.5042 [2020-11-08 10:47:15,242][root][INFO] - ===> Epoch[216](646/3): Loss -0.5535, Sem 0.1566, dir -0.9430, norm 0.2328, swav 0.0000 LR: 8.830e-02 Score 95.110 Data time: 0.1783, Forward time: 2.2816, Backward time: 3.1129, DDP time: 0.0036, Total iter time: 4.4701 [2020-11-08 10:47:20,770][root][INFO] - ===> Epoch[216](647/3): Loss -0.5423, Sem 0.1628, dir -0.9434, norm 0.2384, swav 0.0000 LR: 8.828e-02 Score 94.912 Data time: 0.2492, Forward time: 2.2823, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 5.4309 [2020-11-08 10:47:25,968][root][INFO] - ===> Epoch[216](648/3): Loss -0.5251, Sem 0.1585, dir -0.9378, norm 0.2542, swav 0.0000 LR: 8.826e-02 Score 94.991 Data time: 0.1675, Forward time: 2.2816, Backward time: 3.1116, DDP time: 0.0036, Total iter time: 5.0717 [2020-11-08 10:47:33,684][root][INFO] - ===> Epoch[217](649/3): Loss -0.5173, Sem 0.1623, dir -0.9374, norm 0.2577, swav 0.0000 LR: 8.824e-02 Score 94.934 Data time: 0.2262, Forward time: 2.2814, Backward time: 3.1146, DDP time: 0.0036, Total iter time: 7.6084 [2020-11-08 10:47:38,905][root][INFO] - ===> Epoch[217](650/3): Loss -0.5610, Sem 0.1485, dir -0.9404, norm 0.2309, swav 0.0000 LR: 8.822e-02 Score 95.250 Data time: 0.2528, Forward time: 2.2821, Backward time: 3.1131, DDP time: 0.0036, Total iter time: 5.1104 [2020-11-08 10:47:44,464][root][INFO] - ===> Epoch[217](651/3): Loss -0.5408, Sem 0.1571, dir -0.9424, norm 0.2445, swav 0.0000 LR: 8.820e-02 Score 95.133 Data time: 0.1967, Forward time: 2.2815, Backward time: 3.1133, DDP time: 0.0036, Total iter time: 5.4340 [2020-11-08 10:47:51,563][root][INFO] - ===> Epoch[218](652/3): Loss -0.5403, Sem 0.1448, dir -0.9377, norm 0.2526, swav 0.0000 LR: 8.819e-02 Score 95.354 Data time: 0.3671, Forward time: 2.2835, Backward time: 3.1132, DDP time: 0.0036, Total iter time: 6.9803 [2020-11-08 10:47:56,827][root][INFO] - ===> Epoch[218](653/3): Loss -0.5318, Sem 0.1735, dir -0.9424, norm 0.2371, swav 0.0000 LR: 8.817e-02 Score 94.758 Data time: 0.1992, Forward time: 2.2837, Backward time: 3.1121, DDP time: 0.0036, Total iter time: 5.1083 [2020-11-08 10:48:03,006][root][INFO] - ===> Epoch[218](654/3): Loss -0.5375, Sem 0.1522, dir -0.9409, norm 0.2511, swav 0.0000 LR: 8.815e-02 Score 95.129 Data time: 0.1907, Forward time: 2.2835, Backward time: 3.1128, DDP time: 0.0036, Total iter time: 6.0623 [2020-11-08 10:48:07,204][root][INFO] - ===> Epoch[219](655/3): Loss -0.5470, Sem 0.1477, dir -0.9384, norm 0.2437, swav 0.0000 LR: 8.813e-02 Score 95.455 Data time: 0.1920, Forward time: 2.2831, Backward time: 3.1109, DDP time: 0.0036, Total iter time: 4.0867 [2020-11-08 10:48:12,876][root][INFO] - ===> Epoch[219](656/3): Loss -0.5498, Sem 0.1381, dir -0.9368, norm 0.2490, swav 0.0000 LR: 8.811e-02 Score 95.707 Data time: 0.2067, Forward time: 2.2829, Backward time: 3.1109, DDP time: 0.0036, Total iter time: 5.5622 [2020-11-08 10:48:18,004][root][INFO] - ===> Epoch[219](657/3): Loss -0.5671, Sem 0.1394, dir -0.9465, norm 0.2401, swav 0.0000 LR: 8.809e-02 Score 95.639 Data time: 0.2011, Forward time: 2.2826, Backward time: 3.1103, DDP time: 0.0036, Total iter time: 5.0182 [2020-11-08 10:48:24,283][root][INFO] - ===> Epoch[220](658/3): Loss -0.5003, Sem 0.1767, dir -0.9354, norm 0.2583, swav 0.0000 LR: 8.808e-02 Score 94.468 Data time: 0.3439, Forward time: 2.2839, Backward time: 3.1096, DDP time: 0.0036, Total iter time: 6.1679 [2020-11-08 10:48:29,052][root][INFO] - ===> Epoch[220](659/3): Loss -0.5594, Sem 0.1436, dir -0.9437, norm 0.2407, swav 0.0000 LR: 8.806e-02 Score 95.454 Data time: 0.2321, Forward time: 2.2842, Backward time: 3.1078, DDP time: 0.0036, Total iter time: 4.6301 [2020-11-08 10:48:35,687][root][INFO] - ===> Epoch[220](660/3): Loss -0.5321, Sem 0.1639, dir -0.9376, norm 0.2416, swav 0.0000 LR: 8.804e-02 Score 94.790 Data time: 0.3602, Forward time: 2.2858, Backward time: 3.1073, DDP time: 0.0036, Total iter time: 6.5240 [2020-11-08 10:48:39,755][root][INFO] - ===> Epoch[221](661/3): Loss -0.5434, Sem 0.1642, dir -0.9447, norm 0.2371, swav 0.0000 LR: 8.802e-02 Score 94.800 Data time: 0.1652, Forward time: 2.2851, Backward time: 3.1052, DDP time: 0.0036, Total iter time: 3.9037 [2020-11-08 10:48:45,820][root][INFO] - ===> Epoch[221](662/3): Loss -0.5433, Sem 0.1554, dir -0.9399, norm 0.2411, swav 0.0000 LR: 8.800e-02 Score 95.141 Data time: 0.2739, Forward time: 2.2853, Backward time: 3.1054, DDP time: 0.0036, Total iter time: 5.9647 [2020-11-08 10:48:51,694][root][INFO] - ===> Epoch[221](663/3): Loss -0.5370, Sem 0.1695, dir -0.9446, norm 0.2382, swav 0.0000 LR: 8.799e-02 Score 94.593 Data time: 0.2698, Forward time: 2.2864, Backward time: 3.1044, DDP time: 0.0036, Total iter time: 5.7487 [2020-11-08 10:48:56,627][root][INFO] - ===> Epoch[222](664/3): Loss -0.5167, Sem 0.1702, dir -0.9390, norm 0.2521, swav 0.0000 LR: 8.797e-02 Score 94.653 Data time: 0.2470, Forward time: 2.2868, Backward time: 3.1026, DDP time: 0.0036, Total iter time: 4.8031 [2020-11-08 10:49:02,754][root][INFO] - ===> Epoch[222](665/3): Loss -0.5528, Sem 0.1310, dir -0.9433, norm 0.2595, swav 0.0000 LR: 8.795e-02 Score 95.964 Data time: 0.2822, Forward time: 2.2880, Backward time: 3.1018, DDP time: 0.0036, Total iter time: 6.0140 [2020-11-08 10:49:08,063][root][INFO] - ===> Epoch[222](666/3): Loss -0.5341, Sem 0.1542, dir -0.9422, norm 0.2539, swav 0.0000 LR: 8.793e-02 Score 95.215 Data time: 0.1281, Forward time: 2.2868, Backward time: 3.1023, DDP time: 0.0036, Total iter time: 5.1817 [2020-11-08 10:49:13,428][root][INFO] - ===> Epoch[223](667/3): Loss -0.5195, Sem 0.1646, dir -0.9399, norm 0.2558, swav 0.0000 LR: 8.791e-02 Score 94.922 Data time: 0.2408, Forward time: 2.2872, Backward time: 3.1013, DDP time: 0.0036, Total iter time: 5.2950 [2020-11-08 10:49:20,224][root][INFO] - ===> Epoch[223](668/3): Loss -0.5700, Sem 0.1350, dir -0.9441, norm 0.2391, swav 0.0000 LR: 8.789e-02 Score 95.881 Data time: 0.2904, Forward time: 2.2877, Backward time: 3.1022, DDP time: 0.0036, Total iter time: 6.6850 [2020-11-08 10:49:24,490][root][INFO] - ===> Epoch[223](669/3): Loss -0.5608, Sem 0.1489, dir -0.9444, norm 0.2346, swav 0.0000 LR: 8.788e-02 Score 95.237 Data time: 0.1976, Forward time: 2.2875, Backward time: 3.1002, DDP time: 0.0036, Total iter time: 4.1466 [2020-11-08 10:49:30,114][root][INFO] - ===> Epoch[224](670/3): Loss -0.5473, Sem 0.1490, dir -0.9354, norm 0.2391, swav 0.0000 LR: 8.786e-02 Score 95.350 Data time: 0.2330, Forward time: 2.2876, Backward time: 3.0998, DDP time: 0.0036, Total iter time: 5.5131 [2020-11-08 10:49:35,846][root][INFO] - ===> Epoch[224](671/3): Loss -0.5118, Sem 0.1592, dir -0.9369, norm 0.2660, swav 0.0000 LR: 8.784e-02 Score 95.009 Data time: 0.2028, Forward time: 2.2875, Backward time: 3.0998, DDP time: 0.0036, Total iter time: 5.6063 [2020-11-08 10:49:43,055][root][INFO] - ===> Epoch[224](672/3): Loss -0.5875, Sem 0.1407, dir -0.9485, norm 0.2203, swav 0.0000 LR: 8.782e-02 Score 95.437 Data time: 0.2001, Forward time: 2.2872, Backward time: 3.1021, DDP time: 0.0036, Total iter time: 7.1111 [2020-11-08 10:49:48,171][root][INFO] - ===> Epoch[225](673/3): Loss -0.5466, Sem 0.1429, dir -0.9423, norm 0.2528, swav 0.0000 LR: 8.780e-02 Score 95.587 Data time: 0.2096, Forward time: 2.2871, Backward time: 3.1013, DDP time: 0.0036, Total iter time: 4.9950 [2020-11-08 10:49:55,615][root][INFO] - ===> Epoch[225](674/3): Loss -0.5464, Sem 0.1510, dir -0.9397, norm 0.2423, swav 0.0000 LR: 8.778e-02 Score 95.314 Data time: 0.2355, Forward time: 2.2875, Backward time: 3.1033, DDP time: 0.0036, Total iter time: 7.3334 [2020-11-08 10:50:00,386][root][INFO] - ===> Epoch[225](675/3): Loss -0.5474, Sem 0.1392, dir -0.9435, norm 0.2568, swav 0.0000 LR: 8.777e-02 Score 95.561 Data time: 0.1964, Forward time: 2.2872, Backward time: 3.1020, DDP time: 0.0036, Total iter time: 4.6214 [2020-11-08 10:50:06,563][root][INFO] - ===> Epoch[226](676/3): Loss -0.5594, Sem 0.1400, dir -0.9405, norm 0.2411, swav 0.0000 LR: 8.775e-02 Score 95.604 Data time: 0.1781, Forward time: 2.2865, Backward time: 3.1032, DDP time: 0.0036, Total iter time: 6.0611 [2020-11-08 10:50:12,744][root][INFO] - ===> Epoch[226](677/3): Loss -0.5450, Sem 0.1534, dir -0.9377, norm 0.2393, swav 0.0000 LR: 8.773e-02 Score 95.107 Data time: 0.1941, Forward time: 2.2858, Backward time: 3.1045, DDP time: 0.0036, Total iter time: 6.0812 [2020-11-08 10:50:19,372][root][INFO] - ===> Epoch[226](678/3): Loss -0.5334, Sem 0.1657, dir -0.9422, norm 0.2431, swav 0.0000 LR: 8.771e-02 Score 94.841 Data time: 0.2360, Forward time: 2.2858, Backward time: 3.1056, DDP time: 0.0036, Total iter time: 6.5131 [2020-11-08 10:50:24,329][root][INFO] - ===> Epoch[227](679/3): Loss -0.5390, Sem 0.1542, dir -0.9397, norm 0.2465, swav 0.0000 LR: 8.769e-02 Score 95.024 Data time: 0.2299, Forward time: 2.2862, Backward time: 3.1041, DDP time: 0.0036, Total iter time: 4.8368 [2020-11-08 10:50:30,719][root][INFO] - ===> Epoch[227](680/3): Loss -0.5522, Sem 0.1509, dir -0.9430, norm 0.2399, swav 0.0000 LR: 8.767e-02 Score 95.486 Data time: 0.1712, Forward time: 2.2854, Backward time: 3.1057, DDP time: 0.0036, Total iter time: 6.2673 [2020-11-08 10:50:36,280][root][INFO] - ===> Epoch[227](681/3): Loss -0.5656, Sem 0.1384, dir -0.9503, norm 0.2463, swav 0.0000 LR: 8.766e-02 Score 95.724 Data time: 0.2671, Forward time: 2.2862, Backward time: 3.1045, DDP time: 0.0036, Total iter time: 5.4467 [2020-11-08 10:50:42,617][root][INFO] - ===> Epoch[228](682/3): Loss -0.5497, Sem 0.1445, dir -0.9371, norm 0.2429, swav 0.0000 LR: 8.764e-02 Score 95.681 Data time: 0.2321, Forward time: 2.2864, Backward time: 3.1051, DDP time: 0.0036, Total iter time: 6.1868 [2020-11-08 10:50:48,025][root][INFO] - ===> Epoch[228](683/3): Loss -0.5281, Sem 0.1553, dir -0.9369, norm 0.2535, swav 0.0000 LR: 8.762e-02 Score 95.166 Data time: 0.2056, Forward time: 2.2857, Backward time: 3.1051, DDP time: 0.0036, Total iter time: 5.2865 [2020-11-08 10:50:53,689][root][INFO] - ===> Epoch[228](684/3): Loss -0.5812, Sem 0.1297, dir -0.9467, norm 0.2358, swav 0.0000 LR: 8.760e-02 Score 95.948 Data time: 0.2225, Forward time: 2.2858, Backward time: 3.1048, DDP time: 0.0036, Total iter time: 5.5702 [2020-11-08 10:50:59,847][root][INFO] - ===> Epoch[229](685/3): Loss -0.5406, Sem 0.1508, dir -0.9367, norm 0.2453, swav 0.0000 LR: 8.758e-02 Score 95.188 Data time: 0.2683, Forward time: 2.2868, Backward time: 3.1043, DDP time: 0.0036, Total iter time: 6.0185 [2020-11-08 10:51:06,556][root][INFO] - ===> Epoch[229](686/3): Loss -0.5427, Sem 0.1568, dir -0.9431, norm 0.2436, swav 0.0000 LR: 8.757e-02 Score 95.194 Data time: 0.1745, Forward time: 2.2861, Backward time: 3.1063, DDP time: 0.0036, Total iter time: 6.5828 [2020-11-08 10:51:12,875][root][INFO] - ===> Epoch[229](687/3): Loss -0.5755, Sem 0.1272, dir -0.9495, norm 0.2469, swav 0.0000 LR: 8.755e-02 Score 96.008 Data time: 0.2121, Forward time: 2.2859, Backward time: 3.1072, DDP time: 0.0036, Total iter time: 6.2541 [2020-11-08 10:51:18,688][root][INFO] - ===> Epoch[230](688/3): Loss -0.5384, Sem 0.1449, dir -0.9393, norm 0.2559, swav 0.0000 LR: 8.753e-02 Score 95.283 Data time: 0.2902, Forward time: 2.2869, Backward time: 3.1063, DDP time: 0.0036, Total iter time: 5.6953 [2020-11-08 10:51:23,209][root][INFO] - ===> Epoch[230](689/3): Loss -0.5042, Sem 0.1699, dir -0.9378, norm 0.2637, swav 0.0000 LR: 8.751e-02 Score 94.684 Data time: 0.1727, Forward time: 2.2862, Backward time: 3.1051, DDP time: 0.0036, Total iter time: 4.3943 [2020-11-08 10:51:29,552][root][INFO] - ===> Epoch[230](690/3): Loss -0.5541, Sem 0.1516, dir -0.9432, norm 0.2376, swav 0.0000 LR: 8.749e-02 Score 95.373 Data time: 0.2315, Forward time: 2.2860, Backward time: 3.1061, DDP time: 0.0036, Total iter time: 6.2503 [2020-11-08 10:51:35,052][root][INFO] - ===> Epoch[231](691/3): Loss -0.5149, Sem 0.1434, dir -0.9295, norm 0.2712, swav 0.0000 LR: 8.747e-02 Score 95.375 Data time: 0.1995, Forward time: 2.2859, Backward time: 3.1058, DDP time: 0.0036, Total iter time: 5.3853 [2020-11-08 10:51:41,601][root][INFO] - ===> Epoch[231](692/3): Loss -0.5122, Sem 0.1673, dir -0.9391, norm 0.2595, swav 0.0000 LR: 8.746e-02 Score 94.865 Data time: 0.2357, Forward time: 2.2862, Backward time: 3.1066, DDP time: 0.0036, Total iter time: 6.4431 [2020-11-08 10:51:46,761][root][INFO] - ===> Epoch[231](693/3): Loss -0.5565, Sem 0.1460, dir -0.9422, norm 0.2397, swav 0.0000 LR: 8.744e-02 Score 95.415 Data time: 0.2330, Forward time: 2.2867, Backward time: 3.1052, DDP time: 0.0036, Total iter time: 5.0355 [2020-11-08 10:51:53,821][root][INFO] - ===> Epoch[232](694/3): Loss -0.5160, Sem 0.1547, dir -0.9381, norm 0.2674, swav 0.0000 LR: 8.742e-02 Score 95.058 Data time: 0.1896, Forward time: 2.2862, Backward time: 3.1075, DDP time: 0.0036, Total iter time: 6.9531 [2020-11-08 10:52:00,017][root][INFO] - ===> Epoch[232](695/3): Loss -0.5469, Sem 0.1558, dir -0.9451, norm 0.2424, swav 0.0000 LR: 8.740e-02 Score 94.986 Data time: 0.2359, Forward time: 2.2861, Backward time: 3.1081, DDP time: 0.0036, Total iter time: 6.0843 [2020-11-08 10:52:07,657][root][INFO] - ===> Epoch[232](696/3): Loss -0.5596, Sem 0.1223, dir -0.9379, norm 0.2560, swav 0.0000 LR: 8.738e-02 Score 96.220 Data time: 0.2534, Forward time: 2.2867, Backward time: 3.1100, DDP time: 0.0036, Total iter time: 7.5171 [2020-11-08 10:52:13,487][root][INFO] - ===> Epoch[233](697/3): Loss -0.5191, Sem 0.1559, dir -0.9371, norm 0.2621, swav 0.0000 LR: 8.736e-02 Score 95.164 Data time: 0.2072, Forward time: 2.2868, Backward time: 3.1099, DDP time: 0.0036, Total iter time: 5.6875 [2020-11-08 10:52:19,546][root][INFO] - ===> Epoch[233](698/3): Loss -0.5409, Sem 0.1593, dir -0.9418, norm 0.2416, swav 0.0000 LR: 8.735e-02 Score 94.772 Data time: 0.1942, Forward time: 2.2866, Backward time: 3.1105, DDP time: 0.0036, Total iter time: 5.9260 [2020-11-08 10:52:25,225][root][INFO] - ===> Epoch[233](699/3): Loss -0.5281, Sem 0.1389, dir -0.9346, norm 0.2675, swav 0.0000 LR: 8.733e-02 Score 95.534 Data time: 0.2165, Forward time: 2.2862, Backward time: 3.1106, DDP time: 0.0036, Total iter time: 5.5538 [2020-11-08 10:52:31,791][root][INFO] - ===> Epoch[234](700/3): Loss -0.5096, Sem 0.1599, dir -0.9394, norm 0.2699, swav 0.0000 LR: 8.731e-02 Score 94.928 Data time: 0.1775, Forward time: 2.2857, Backward time: 3.1122, DDP time: 0.0036, Total iter time: 6.4625 [2020-11-08 10:52:38,768][root][INFO] - ===> Epoch[234](701/3): Loss -0.5735, Sem 0.1365, dir -0.9433, norm 0.2333, swav 0.0000 LR: 8.729e-02 Score 95.662 Data time: 0.3154, Forward time: 2.2869, Backward time: 3.1126, DDP time: 0.0036, Total iter time: 6.8692 [2020-11-08 10:52:44,117][root][INFO] - ===> Epoch[234](702/3): Loss -0.5228, Sem 0.1524, dir -0.9317, norm 0.2565, swav 0.0000 LR: 8.727e-02 Score 95.124 Data time: 0.2563, Forward time: 2.2875, Backward time: 3.1113, DDP time: 0.0036, Total iter time: 5.1984 [2020-11-08 10:52:49,386][root][INFO] - ===> Epoch[235](703/3): Loss -0.5233, Sem 0.1514, dir -0.9396, norm 0.2648, swav 0.0000 LR: 8.725e-02 Score 95.244 Data time: 0.2232, Forward time: 2.2880, Backward time: 3.1101, DDP time: 0.0036, Total iter time: 5.1571 [2020-11-08 10:52:54,285][root][INFO] - ===> Epoch[235](704/3): Loss -0.5636, Sem 0.1427, dir -0.9359, norm 0.2296, swav 0.0000 LR: 8.724e-02 Score 95.510 Data time: 0.1855, Forward time: 2.2875, Backward time: 3.1093, DDP time: 0.0036, Total iter time: 4.7854 [2020-11-08 10:53:00,838][root][INFO] - ===> Epoch[235](705/3): Loss -0.5547, Sem 0.1420, dir -0.9462, norm 0.2495, swav 0.0000 LR: 8.722e-02 Score 95.360 Data time: 0.2042, Forward time: 2.2872, Backward time: 3.1107, DDP time: 0.0036, Total iter time: 6.4594 [2020-11-08 10:53:06,556][root][INFO] - ===> Epoch[236](706/3): Loss -0.5593, Sem 0.1509, dir -0.9452, norm 0.2350, swav 0.0000 LR: 8.720e-02 Score 95.152 Data time: 0.1521, Forward time: 2.2862, Backward time: 3.1116, DDP time: 0.0036, Total iter time: 5.6046 [2020-11-08 10:53:12,535][root][INFO] - ===> Epoch[236](707/3): Loss -0.5667, Sem 0.1417, dir -0.9419, norm 0.2335, swav 0.0000 LR: 8.718e-02 Score 95.583 Data time: 0.2433, Forward time: 2.2866, Backward time: 3.1115, DDP time: 0.0036, Total iter time: 5.9314 [2020-11-08 10:53:17,433][root][INFO] - ===> Epoch[236](708/3): Loss -0.5612, Sem 0.1344, dir -0.9453, norm 0.2496, swav 0.0000 LR: 8.716e-02 Score 95.758 Data time: 0.2005, Forward time: 2.2864, Backward time: 3.1104, DDP time: 0.0036, Total iter time: 4.7624 [2020-11-08 10:53:23,454][root][INFO] - ===> Epoch[237](709/3): Loss -0.5614, Sem 0.1470, dir -0.9416, norm 0.2332, swav 0.0000 LR: 8.715e-02 Score 95.199 Data time: 0.2024, Forward time: 2.2865, Backward time: 3.1107, DDP time: 0.0036, Total iter time: 5.9220 [2020-11-08 10:53:29,041][root][INFO] - ===> Epoch[237](710/3): Loss -0.5639, Sem 0.1418, dir -0.9452, norm 0.2395, swav 0.0000 LR: 8.713e-02 Score 95.533 Data time: 0.1725, Forward time: 2.2858, Backward time: 3.1110, DDP time: 0.0036, Total iter time: 5.4641 [2020-11-08 10:53:34,534][root][INFO] - ===> Epoch[237](711/3): Loss -0.5630, Sem 0.1401, dir -0.9419, norm 0.2389, swav 0.0000 LR: 8.711e-02 Score 95.489 Data time: 0.1641, Forward time: 2.2850, Backward time: 3.1114, DDP time: 0.0036, Total iter time: 5.3852 [2020-11-08 10:53:39,993][root][INFO] - ===> Epoch[238](712/3): Loss -0.5399, Sem 0.1603, dir -0.9432, norm 0.2430, swav 0.0000 LR: 8.709e-02 Score 94.930 Data time: 0.2074, Forward time: 2.2848, Backward time: 3.1113, DDP time: 0.0036, Total iter time: 5.3736 [2020-11-08 10:53:47,851][root][INFO] - ===> Epoch[238](713/3): Loss -0.5325, Sem 0.1448, dir -0.9409, norm 0.2636, swav 0.0000 LR: 8.707e-02 Score 95.249 Data time: 0.3999, Forward time: 2.2870, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 7.7337 [2020-11-08 10:53:52,801][root][INFO] - ===> Epoch[238](714/3): Loss -0.5717, Sem 0.1419, dir -0.9469, norm 0.2332, swav 0.0000 LR: 8.705e-02 Score 95.639 Data time: 0.2077, Forward time: 2.2872, Backward time: 3.1104, DDP time: 0.0036, Total iter time: 4.8231 [2020-11-08 10:53:57,492][root][INFO] - ===> Epoch[239](715/3): Loss -0.5785, Sem 0.1247, dir -0.9418, norm 0.2387, swav 0.0000 LR: 8.704e-02 Score 95.968 Data time: 0.1895, Forward time: 2.2870, Backward time: 3.1091, DDP time: 0.0036, Total iter time: 4.5736 [2020-11-08 10:54:03,076][root][INFO] - ===> Epoch[239](716/3): Loss -0.5726, Sem 0.1408, dir -0.9380, norm 0.2245, swav 0.0000 LR: 8.702e-02 Score 95.530 Data time: 0.1912, Forward time: 2.2866, Backward time: 3.1091, DDP time: 0.0036, Total iter time: 5.4783 [2020-11-08 10:54:09,405][root][INFO] - ===> Epoch[239](717/3): Loss -0.5726, Sem 0.1263, dir -0.9487, norm 0.2498, swav 0.0000 LR: 8.700e-02 Score 96.080 Data time: 0.1731, Forward time: 2.2859, Backward time: 3.1106, DDP time: 0.0036, Total iter time: 6.2302 [2020-11-08 10:54:14,743][root][INFO] - ===> Epoch[240](718/3): Loss -0.5930, Sem 0.1197, dir -0.9443, norm 0.2315, swav 0.0000 LR: 8.698e-02 Score 96.259 Data time: 0.1611, Forward time: 2.2850, Backward time: 3.1109, DDP time: 0.0036, Total iter time: 5.2287 [2020-11-08 10:54:20,208][root][INFO] - ===> Epoch[240](719/3): Loss -0.5571, Sem 0.1534, dir -0.9463, norm 0.2358, swav 0.0000 LR: 8.696e-02 Score 95.056 Data time: 0.1976, Forward time: 2.2848, Backward time: 3.1106, DDP time: 0.0036, Total iter time: 5.3730 [2020-11-08 10:54:25,608][root][INFO] - ===> Epoch[240](720/3): Loss -0.5739, Sem 0.1326, dir -0.9486, norm 0.2422, swav 0.0000 LR: 8.694e-02 Score 95.836 Data time: 0.2170, Forward time: 2.2844, Backward time: 3.1105, DDP time: 0.0036, Total iter time: 5.2804 [2020-11-08 10:54:31,157][root][INFO] - ===> Epoch[241](721/3): Loss -0.6112, Sem 0.1156, dir -0.9515, norm 0.2246, swav 0.0000 LR: 8.693e-02 Score 96.362 Data time: 0.2164, Forward time: 2.2845, Backward time: 3.1100, DDP time: 0.0036, Total iter time: 5.4301 [2020-11-08 10:54:36,621][root][INFO] - ===> Epoch[241](722/3): Loss -0.5713, Sem 0.1436, dir -0.9440, norm 0.2291, swav 0.0000 LR: 8.691e-02 Score 95.535 Data time: 0.1754, Forward time: 2.2840, Backward time: 3.1101, DDP time: 0.0036, Total iter time: 5.3408 [2020-11-08 10:54:42,035][root][INFO] - ===> Epoch[241](723/3): Loss -0.5314, Sem 0.1525, dir -0.9405, norm 0.2566, swav 0.0000 LR: 8.689e-02 Score 95.347 Data time: 0.2170, Forward time: 2.2840, Backward time: 3.1095, DDP time: 0.0036, Total iter time: 5.3162 [2020-11-08 10:54:47,830][root][INFO] - ===> Epoch[242](724/3): Loss -0.5610, Sem 0.1410, dir -0.9471, norm 0.2451, swav 0.0000 LR: 8.687e-02 Score 95.524 Data time: 0.2323, Forward time: 2.2841, Backward time: 3.1093, DDP time: 0.0036, Total iter time: 5.6722 [2020-11-08 10:54:53,062][root][INFO] - ===> Epoch[242](725/3): Loss -0.5514, Sem 0.1445, dir -0.9414, norm 0.2455, swav 0.0000 LR: 8.685e-02 Score 95.345 Data time: 0.1625, Forward time: 2.2834, Backward time: 3.1092, DDP time: 0.0036, Total iter time: 5.0929 [2020-11-08 10:54:58,892][root][INFO] - ===> Epoch[242](726/3): Loss -0.5408, Sem 0.1448, dir -0.9390, norm 0.2534, swav 0.0000 LR: 8.683e-02 Score 95.475 Data time: 0.2158, Forward time: 2.2832, Backward time: 3.1095, DDP time: 0.0036, Total iter time: 5.7447 [2020-11-08 10:55:05,753][root][INFO] - ===> Epoch[243](727/3): Loss -0.5984, Sem 0.1228, dir -0.9482, norm 0.2270, swav 0.0000 LR: 8.682e-02 Score 96.255 Data time: 0.2170, Forward time: 2.2833, Backward time: 3.1108, DDP time: 0.0036, Total iter time: 6.7394 [2020-11-08 10:55:11,951][root][INFO] - ===> Epoch[243](728/3): Loss -0.6026, Sem 0.1238, dir -0.9552, norm 0.2289, swav 0.0000 LR: 8.680e-02 Score 96.100 Data time: 0.1513, Forward time: 2.2825, Backward time: 3.1121, DDP time: 0.0036, Total iter time: 6.0801 [2020-11-08 10:55:16,788][root][INFO] - ===> Epoch[243](729/3): Loss -0.5689, Sem 0.1314, dir -0.9419, norm 0.2416, swav 0.0000 LR: 8.678e-02 Score 95.873 Data time: 0.2122, Forward time: 2.2822, Backward time: 3.1112, DDP time: 0.0037, Total iter time: 4.7586 [2020-11-08 10:55:22,825][root][INFO] - ===> Epoch[244](730/3): Loss -0.6002, Sem 0.1303, dir -0.9495, norm 0.2190, swav 0.0000 LR: 8.676e-02 Score 95.822 Data time: 0.2430, Forward time: 2.2825, Backward time: 3.1111, DDP time: 0.0037, Total iter time: 5.9265 [2020-11-08 10:55:28,440][root][INFO] - ===> Epoch[244](731/3): Loss -0.5438, Sem 0.1448, dir -0.9395, norm 0.2509, swav 0.0000 LR: 8.674e-02 Score 95.408 Data time: 0.1560, Forward time: 2.2818, Backward time: 3.1115, DDP time: 0.0037, Total iter time: 5.4951 [2020-11-08 10:55:34,697][root][INFO] - ===> Epoch[244](732/3): Loss -0.5736, Sem 0.1277, dir -0.9443, norm 0.2429, swav 0.0000 LR: 8.672e-02 Score 95.979 Data time: 0.2045, Forward time: 2.2818, Backward time: 3.1121, DDP time: 0.0037, Total iter time: 6.1454 [2020-11-08 10:55:40,669][root][INFO] - ===> Epoch[245](733/3): Loss -0.6026, Sem 0.1251, dir -0.9520, norm 0.2242, swav 0.0000 LR: 8.671e-02 Score 96.070 Data time: 0.1528, Forward time: 2.2809, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 5.8582 [2020-11-08 10:55:45,039][root][INFO] - ===> Epoch[245](734/3): Loss -0.5626, Sem 0.1563, dir -0.9428, norm 0.2239, swav 0.0000 LR: 8.669e-02 Score 95.113 Data time: 0.2216, Forward time: 2.2808, Backward time: 3.1115, DDP time: 0.0036, Total iter time: 4.2772 [2020-11-08 10:55:50,166][root][INFO] - ===> Epoch[245](735/3): Loss -0.5717, Sem 0.1312, dir -0.9446, norm 0.2417, swav 0.0000 LR: 8.667e-02 Score 95.908 Data time: 0.2316, Forward time: 2.2811, Backward time: 3.1104, DDP time: 0.0037, Total iter time: 5.0110 [2020-11-08 10:55:56,400][root][INFO] - ===> Epoch[246](736/3): Loss -0.5898, Sem 0.1308, dir -0.9504, norm 0.2298, swav 0.0000 LR: 8.665e-02 Score 95.944 Data time: 0.2045, Forward time: 2.2811, Backward time: 3.1108, DDP time: 0.0037, Total iter time: 6.0982 [2020-11-08 10:56:02,947][root][INFO] - ===> Epoch[246](737/3): Loss -0.5728, Sem 0.1377, dir -0.9453, norm 0.2349, swav 0.0000 LR: 8.663e-02 Score 95.648 Data time: 0.1698, Forward time: 2.2805, Backward time: 3.1124, DDP time: 0.0037, Total iter time: 6.4171 [2020-11-08 10:56:08,421][root][INFO] - ===> Epoch[246](738/3): Loss -0.6076, Sem 0.1153, dir -0.9452, norm 0.2223, swav 0.0000 LR: 8.661e-02 Score 96.285 Data time: 0.1667, Forward time: 2.2797, Backward time: 3.1128, DDP time: 0.0037, Total iter time: 5.3665 [2020-11-08 10:56:13,231][root][INFO] - ===> Epoch[247](739/3): Loss -0.6062, Sem 0.1267, dir -0.9509, norm 0.2180, swav 0.0000 LR: 8.660e-02 Score 96.027 Data time: 0.2037, Forward time: 2.2797, Backward time: 3.1116, DDP time: 0.0037, Total iter time: 4.7202 [2020-11-08 10:56:18,648][root][INFO] - ===> Epoch[247](740/3): Loss -0.5781, Sem 0.1315, dir -0.9483, norm 0.2388, swav 0.0000 LR: 8.658e-02 Score 95.911 Data time: 0.2021, Forward time: 2.2793, Backward time: 3.1114, DDP time: 0.0037, Total iter time: 5.2970 [2020-11-08 10:56:23,605][root][INFO] - ===> Epoch[247](741/3): Loss -0.6038, Sem 0.1207, dir -0.9454, norm 0.2209, swav 0.0000 LR: 8.656e-02 Score 96.111 Data time: 0.2358, Forward time: 2.2797, Backward time: 3.1100, DDP time: 0.0037, Total iter time: 4.8551 [2020-11-08 10:56:29,523][root][INFO] - ===> Epoch[248](742/3): Loss -0.5804, Sem 0.1376, dir -0.9498, norm 0.2318, swav 0.0000 LR: 8.654e-02 Score 95.685 Data time: 0.2010, Forward time: 2.2796, Backward time: 3.1103, DDP time: 0.0037, Total iter time: 5.8105 [2020-11-08 10:56:35,331][root][INFO] - ===> Epoch[248](743/3): Loss -0.6074, Sem 0.1225, dir -0.9519, norm 0.2220, swav 0.0000 LR: 8.652e-02 Score 96.162 Data time: 0.2117, Forward time: 2.2795, Backward time: 3.1104, DDP time: 0.0037, Total iter time: 5.6885 [2020-11-08 10:56:40,669][root][INFO] - ===> Epoch[248](744/3): Loss -0.5568, Sem 0.1286, dir -0.9441, norm 0.2588, swav 0.0000 LR: 8.651e-02 Score 95.921 Data time: 0.1991, Forward time: 2.2794, Backward time: 3.1099, DDP time: 0.0037, Total iter time: 5.2232 [2020-11-08 10:56:46,947][root][INFO] - ===> Epoch[249](745/3): Loss -0.6111, Sem 0.1219, dir -0.9503, norm 0.2173, swav 0.0000 LR: 8.649e-02 Score 96.060 Data time: 0.1221, Forward time: 2.2782, Backward time: 3.1120, DDP time: 0.0037, Total iter time: 6.1519 [2020-11-08 10:56:52,306][root][INFO] - ===> Epoch[249](746/3): Loss -0.6101, Sem 0.1191, dir -0.9449, norm 0.2157, swav 0.0000 LR: 8.647e-02 Score 96.229 Data time: 0.2054, Forward time: 2.2780, Backward time: 3.1115, DDP time: 0.0037, Total iter time: 5.2674 [2020-11-08 10:56:58,572][root][INFO] - ===> Epoch[249](747/3): Loss -0.5984, Sem 0.1233, dir -0.9450, norm 0.2233, swav 0.0000 LR: 8.645e-02 Score 96.081 Data time: 0.2435, Forward time: 2.2780, Backward time: 3.1121, DDP time: 0.0037, Total iter time: 6.1732 [2020-11-08 10:57:05,641][root][INFO] - ===> Epoch[250](748/3): Loss -0.5735, Sem 0.1323, dir -0.9463, norm 0.2405, swav 0.0000 LR: 8.643e-02 Score 95.750 Data time: 0.2405, Forward time: 2.2787, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 6.9577 [2020-11-08 10:57:10,765][root][INFO] - ===> Epoch[250](749/3): Loss -0.6277, Sem 0.1210, dir -0.9546, norm 0.2059, swav 0.0000 LR: 8.641e-02 Score 96.197 Data time: 0.0950, Forward time: 2.2771, Backward time: 3.1139, DDP time: 0.0037, Total iter time: 4.9598 [2020-11-08 10:57:17,835][root][INFO] - ===> Epoch[250](750/3): Loss -0.5833, Sem 0.1355, dir -0.9490, norm 0.2302, swav 0.0000 LR: 8.640e-02 Score 95.694 Data time: 0.1598, Forward time: 2.2762, Backward time: 3.1165, DDP time: 0.0037, Total iter time: 6.9912 [2020-11-08 10:57:23,086][root][INFO] - ===> Epoch[251](751/3): Loss -0.6145, Sem 0.1161, dir -0.9501, norm 0.2195, swav 0.0000 LR: 8.638e-02 Score 96.239 Data time: 0.2284, Forward time: 2.2759, Backward time: 3.1161, DDP time: 0.0037, Total iter time: 5.1512 [2020-11-08 10:57:29,715][root][INFO] - ===> Epoch[251](752/3): Loss -0.6241, Sem 0.1191, dir -0.9508, norm 0.2076, swav 0.0000 LR: 8.636e-02 Score 96.178 Data time: 0.1962, Forward time: 2.2755, Backward time: 3.1175, DDP time: 0.0037, Total iter time: 6.5094 [2020-11-08 10:57:34,288][root][INFO] - ===> Epoch[251](753/3): Loss -0.5866, Sem 0.1318, dir -0.9499, norm 0.2316, swav 0.0000 LR: 8.634e-02 Score 95.935 Data time: 0.2106, Forward time: 2.2756, Backward time: 3.1159, DDP time: 0.0037, Total iter time: 4.4761 [2020-11-08 10:57:40,947][root][INFO] - ===> Epoch[252](754/3): Loss -0.6003, Sem 0.1191, dir -0.9447, norm 0.2253, swav 0.0000 LR: 8.632e-02 Score 96.258 Data time: 0.1640, Forward time: 2.2750, Backward time: 3.1177, DDP time: 0.0037, Total iter time: 6.5572 [2020-11-08 10:57:46,479][root][INFO] - ===> Epoch[252](755/3): Loss -0.6101, Sem 0.1306, dir -0.9497, norm 0.2091, swav 0.0000 LR: 8.630e-02 Score 95.819 Data time: 0.1790, Forward time: 2.2744, Backward time: 3.1180, DDP time: 0.0037, Total iter time: 5.4643 [2020-11-08 10:57:52,336][root][INFO] - ===> Epoch[252](756/3): Loss -0.6102, Sem 0.1183, dir -0.9505, norm 0.2220, swav 0.0000 LR: 8.629e-02 Score 96.224 Data time: 0.1949, Forward time: 2.2742, Backward time: 3.1183, DDP time: 0.0037, Total iter time: 5.7388 [2020-11-08 10:57:58,759][root][INFO] - ===> Epoch[253](757/3): Loss -0.6044, Sem 0.1297, dir -0.9483, norm 0.2142, swav 0.0000 LR: 8.627e-02 Score 95.849 Data time: 0.1436, Forward time: 2.2732, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 6.3095 [2020-11-08 10:58:03,890][root][INFO] - ===> Epoch[253](758/3): Loss -0.5793, Sem 0.1346, dir -0.9460, norm 0.2321, swav 0.0000 LR: 8.625e-02 Score 95.759 Data time: 0.2614, Forward time: 2.2734, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 5.0372 [2020-11-08 10:58:10,558][root][INFO] - ===> Epoch[253](759/3): Loss -0.5997, Sem 0.1228, dir -0.9484, norm 0.2258, swav 0.0000 LR: 8.623e-02 Score 96.155 Data time: 0.2649, Forward time: 2.2737, Backward time: 3.1196, DDP time: 0.0037, Total iter time: 6.5595 [2020-11-08 10:58:15,778][root][INFO] - ===> Epoch[254](760/3): Loss -0.5916, Sem 0.1311, dir -0.9459, norm 0.2232, swav 0.0000 LR: 8.621e-02 Score 95.834 Data time: 0.1498, Forward time: 2.2728, Backward time: 3.1198, DDP time: 0.0037, Total iter time: 5.0810 [2020-11-08 10:58:21,353][root][INFO] - ===> Epoch[254](761/3): Loss -0.5959, Sem 0.1279, dir -0.9494, norm 0.2256, swav 0.0000 LR: 8.619e-02 Score 95.995 Data time: 0.2442, Forward time: 2.2731, Backward time: 3.1192, DDP time: 0.0037, Total iter time: 5.4791 [2020-11-08 10:58:26,963][root][INFO] - ===> Epoch[254](762/3): Loss -0.5949, Sem 0.1251, dir -0.9443, norm 0.2243, swav 0.0000 LR: 8.618e-02 Score 95.954 Data time: 0.2098, Forward time: 2.2730, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 5.4858 [2020-11-08 10:58:32,260][root][INFO] - ===> Epoch[255](763/3): Loss -0.6022, Sem 0.1100, dir -0.9476, norm 0.2354, swav 0.0000 LR: 8.616e-02 Score 96.537 Data time: 0.2066, Forward time: 2.2730, Backward time: 3.1184, DDP time: 0.0037, Total iter time: 5.1783 [2020-11-08 10:58:38,103][root][INFO] - ===> Epoch[255](764/3): Loss -0.6113, Sem 0.1271, dir -0.9553, norm 0.2169, swav 0.0000 LR: 8.614e-02 Score 95.889 Data time: 0.2621, Forward time: 2.2736, Backward time: 3.1178, DDP time: 0.0037, Total iter time: 5.7146 [2020-11-08 10:58:45,039][root][INFO] - ===> Epoch[255](765/3): Loss -0.6121, Sem 0.1222, dir -0.9491, norm 0.2148, swav 0.0000 LR: 8.612e-02 Score 96.187 Data time: 0.2354, Forward time: 2.2736, Backward time: 3.1192, DDP time: 0.0037, Total iter time: 6.8034 [2020-11-08 10:58:50,175][root][INFO] - ===> Epoch[256](766/3): Loss -0.6147, Sem 0.1125, dir -0.9483, norm 0.2211, swav 0.0000 LR: 8.610e-02 Score 96.419 Data time: 0.1832, Forward time: 2.2730, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 5.0011 [2020-11-08 10:58:55,130][root][INFO] - ===> Epoch[256](767/3): Loss -0.5780, Sem 0.1284, dir -0.9434, norm 0.2371, swav 0.0000 LR: 8.608e-02 Score 95.930 Data time: 0.2335, Forward time: 2.2732, Backward time: 3.1176, DDP time: 0.0037, Total iter time: 4.8595 [2020-11-08 10:59:00,527][root][INFO] - ===> Epoch[256](768/3): Loss -0.6089, Sem 0.1215, dir -0.9497, norm 0.2193, swav 0.0000 LR: 8.607e-02 Score 96.231 Data time: 0.2155, Forward time: 2.2731, Backward time: 3.1172, DDP time: 0.0037, Total iter time: 5.2758 [2020-11-08 10:59:06,410][root][INFO] - ===> Epoch[257](769/3): Loss -0.5897, Sem 0.1225, dir -0.9493, norm 0.2371, swav 0.0000 LR: 8.605e-02 Score 96.019 Data time: 0.2204, Forward time: 2.2736, Backward time: 3.1168, DDP time: 0.0037, Total iter time: 5.7450 [2020-11-08 10:59:11,317][root][INFO] - ===> Epoch[257](770/3): Loss -0.6178, Sem 0.1247, dir -0.9518, norm 0.2093, swav 0.0000 LR: 8.603e-02 Score 95.982 Data time: 0.1134, Forward time: 2.2723, Backward time: 3.1171, DDP time: 0.0037, Total iter time: 4.7414 [2020-11-08 10:59:17,049][root][INFO] - ===> Epoch[257](771/3): Loss -0.6116, Sem 0.1128, dir -0.9489, norm 0.2244, swav 0.0000 LR: 8.601e-02 Score 96.469 Data time: 0.1903, Forward time: 2.2721, Backward time: 3.1173, DDP time: 0.0037, Total iter time: 5.6682 [2020-11-08 10:59:24,373][root][INFO] - ===> Epoch[258](772/3): Loss -0.6214, Sem 0.1125, dir -0.9494, norm 0.2154, swav 0.0000 LR: 8.599e-02 Score 96.308 Data time: 0.2066, Forward time: 2.2720, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 7.2148 [2020-11-08 10:59:29,750][root][INFO] - ===> Epoch[258](773/3): Loss -0.6155, Sem 0.1233, dir -0.9556, norm 0.2169, swav 0.0000 LR: 8.597e-02 Score 96.048 Data time: 0.2307, Forward time: 2.2726, Backward time: 3.1183, DDP time: 0.0037, Total iter time: 5.2640 [2020-11-08 10:59:35,320][root][INFO] - ===> Epoch[258](774/3): Loss -0.6056, Sem 0.1227, dir -0.9498, norm 0.2215, swav 0.0000 LR: 8.596e-02 Score 96.160 Data time: 0.1496, Forward time: 2.2719, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 5.4259 [2020-11-08 10:59:39,422][root][INFO] - ===> Epoch[259](775/3): Loss -0.6076, Sem 0.1194, dir -0.9459, norm 0.2189, swav 0.0000 LR: 8.594e-02 Score 96.091 Data time: 0.1865, Forward time: 2.2716, Backward time: 3.1168, DDP time: 0.0037, Total iter time: 4.0215 [2020-11-08 10:59:44,818][root][INFO] - ===> Epoch[259](776/3): Loss -0.6465, Sem 0.1109, dir -0.9540, norm 0.1966, swav 0.0000 LR: 8.592e-02 Score 96.436 Data time: 0.1334, Forward time: 2.2706, Backward time: 3.1173, DDP time: 0.0037, Total iter time: 5.3109 [2020-11-08 10:59:50,482][root][INFO] - ===> Epoch[259](777/3): Loss -0.5766, Sem 0.1381, dir -0.9484, norm 0.2337, swav 0.0000 LR: 8.590e-02 Score 95.464 Data time: 0.1663, Forward time: 2.2698, Backward time: 3.1180, DDP time: 0.0037, Total iter time: 5.5965 [2020-11-08 10:59:56,232][root][INFO] - ===> Epoch[260](778/3): Loss -0.5903, Sem 0.1234, dir -0.9481, norm 0.2344, swav 0.0000 LR: 8.588e-02 Score 96.094 Data time: 0.2507, Forward time: 2.2703, Backward time: 3.1176, DDP time: 0.0037, Total iter time: 5.6655 [2020-11-08 11:00:02,773][root][INFO] - ===> Epoch[260](779/3): Loss -0.6273, Sem 0.1238, dir -0.9543, norm 0.2032, swav 0.0000 LR: 8.586e-02 Score 96.010 Data time: 0.1545, Forward time: 2.2694, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 6.4178 [2020-11-08 11:00:10,155][root][INFO] - ===> Epoch[260](780/3): Loss -0.6191, Sem 0.1062, dir -0.9515, norm 0.2263, swav 0.0000 LR: 8.585e-02 Score 96.592 Data time: 0.2405, Forward time: 2.2699, Backward time: 3.1209, DDP time: 0.0037, Total iter time: 7.3215 [2020-11-08 11:00:15,448][root][INFO] - ===> Epoch[261](781/3): Loss -0.6310, Sem 0.1196, dir -0.9566, norm 0.2060, swav 0.0000 LR: 8.583e-02 Score 96.289 Data time: 0.1695, Forward time: 2.2693, Backward time: 3.1208, DDP time: 0.0037, Total iter time: 5.1753 [2020-11-08 11:00:22,348][root][INFO] - ===> Epoch[261](782/3): Loss -0.5964, Sem 0.1239, dir -0.9465, norm 0.2262, swav 0.0000 LR: 8.581e-02 Score 95.931 Data time: 0.2535, Forward time: 2.2699, Backward time: 3.1216, DDP time: 0.0037, Total iter time: 6.8110 [2020-11-08 11:00:27,269][root][INFO] - ===> Epoch[261](783/3): Loss -0.6033, Sem 0.1171, dir -0.9444, norm 0.2240, swav 0.0000 LR: 8.579e-02 Score 96.365 Data time: 0.2382, Forward time: 2.2702, Backward time: 3.1202, DDP time: 0.0037, Total iter time: 4.8087 [2020-11-08 11:00:34,517][root][INFO] - ===> Epoch[262](784/3): Loss -0.6311, Sem 0.1150, dir -0.9531, norm 0.2070, swav 0.0000 LR: 8.577e-02 Score 96.274 Data time: 0.1975, Forward time: 2.2701, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 7.1271 [2020-11-08 11:00:39,984][root][INFO] - ===> Epoch[262](785/3): Loss -0.6077, Sem 0.1230, dir -0.9506, norm 0.2198, swav 0.0000 LR: 8.575e-02 Score 96.140 Data time: 0.2026, Forward time: 2.2701, Backward time: 3.1216, DDP time: 0.0037, Total iter time: 5.3597 [2020-11-08 11:00:45,779][root][INFO] - ===> Epoch[262](786/3): Loss -0.6322, Sem 0.1065, dir -0.9535, norm 0.2148, swav 0.0000 LR: 8.574e-02 Score 96.555 Data time: 0.1775, Forward time: 2.2696, Backward time: 3.1222, DDP time: 0.0037, Total iter time: 5.6891 [2020-11-08 11:00:50,826][root][INFO] - ===> Epoch[263](787/3): Loss -0.5847, Sem 0.1261, dir -0.9471, norm 0.2363, swav 0.0000 LR: 8.572e-02 Score 95.956 Data time: 0.1666, Forward time: 2.2692, Backward time: 3.1216, DDP time: 0.0037, Total iter time: 4.9790 [2020-11-08 11:00:56,232][root][INFO] - ===> Epoch[263](788/3): Loss -0.6102, Sem 0.1233, dir -0.9497, norm 0.2161, swav 0.0000 LR: 8.570e-02 Score 95.941 Data time: 0.2055, Forward time: 2.2688, Backward time: 3.1215, DDP time: 0.0037, Total iter time: 5.3007 [2020-11-08 11:01:02,493][root][INFO] - ===> Epoch[263](789/3): Loss -0.6007, Sem 0.1194, dir -0.9438, norm 0.2236, swav 0.0000 LR: 8.568e-02 Score 96.213 Data time: 0.2256, Forward time: 2.2691, Backward time: 3.1218, DDP time: 0.0037, Total iter time: 6.1632 [2020-11-08 11:01:07,937][root][INFO] - ===> Epoch[264](790/3): Loss -0.5962, Sem 0.1115, dir -0.9490, norm 0.2413, swav 0.0000 LR: 8.566e-02 Score 96.467 Data time: 0.1662, Forward time: 2.2688, Backward time: 3.1218, DDP time: 0.0037, Total iter time: 5.3285 [2020-11-08 11:01:13,463][root][INFO] - ===> Epoch[264](791/3): Loss -0.6224, Sem 0.1187, dir -0.9504, norm 0.2093, swav 0.0000 LR: 8.565e-02 Score 96.131 Data time: 0.1580, Forward time: 2.2680, Backward time: 3.1222, DDP time: 0.0037, Total iter time: 5.4147 [2020-11-08 11:01:19,518][root][INFO] - ===> Epoch[264](792/3): Loss -0.6056, Sem 0.1135, dir -0.9495, norm 0.2304, swav 0.0000 LR: 8.563e-02 Score 96.376 Data time: 0.2217, Forward time: 2.2679, Backward time: 3.1227, DDP time: 0.0037, Total iter time: 5.9547 [2020-11-08 11:01:25,280][root][INFO] - ===> Epoch[265](793/3): Loss -0.6409, Sem 0.1088, dir -0.9583, norm 0.2086, swav 0.0000 LR: 8.561e-02 Score 96.541 Data time: 0.2623, Forward time: 2.2687, Backward time: 3.1217, DDP time: 0.0037, Total iter time: 5.6243 [2020-11-08 11:01:30,342][root][INFO] - ===> Epoch[265](794/3): Loss -0.6422, Sem 0.1129, dir -0.9556, norm 0.2004, swav 0.0000 LR: 8.559e-02 Score 96.410 Data time: 0.2335, Forward time: 2.2691, Backward time: 3.1204, DDP time: 0.0037, Total iter time: 4.9208 [2020-11-08 11:01:35,850][root][INFO] - ===> Epoch[265](795/3): Loss -0.5949, Sem 0.1288, dir -0.9527, norm 0.2291, swav 0.0000 LR: 8.557e-02 Score 95.894 Data time: 0.1982, Forward time: 2.2690, Backward time: 3.1202, DDP time: 0.0037, Total iter time: 5.3864 [2020-11-08 11:01:40,846][root][INFO] - ===> Epoch[266](796/3): Loss -0.6238, Sem 0.1225, dir -0.9506, norm 0.2043, swav 0.0000 LR: 8.555e-02 Score 96.125 Data time: 0.2151, Forward time: 2.2690, Backward time: 3.1192, DDP time: 0.0037, Total iter time: 4.8874 [2020-11-08 11:01:46,904][root][INFO] - ===> Epoch[266](797/3): Loss -0.6246, Sem 0.1149, dir -0.9564, norm 0.2168, swav 0.0000 LR: 8.554e-02 Score 96.233 Data time: 0.2004, Forward time: 2.2689, Backward time: 3.1196, DDP time: 0.0037, Total iter time: 5.9237 [2020-11-08 11:01:53,591][root][INFO] - ===> Epoch[266](798/3): Loss -0.5897, Sem 0.1374, dir -0.9542, norm 0.2272, swav 0.0000 LR: 8.552e-02 Score 95.769 Data time: 0.2106, Forward time: 2.2690, Backward time: 3.1205, DDP time: 0.0037, Total iter time: 6.5649 [2020-11-08 11:01:59,241][root][INFO] - ===> Epoch[267](799/3): Loss -0.6558, Sem 0.1096, dir -0.9581, norm 0.1927, swav 0.0000 LR: 8.550e-02 Score 96.403 Data time: 0.2237, Forward time: 2.2691, Backward time: 3.1202, DDP time: 0.0037, Total iter time: 5.5075 [2020-11-08 11:02:03,727][root][INFO] - ===> Epoch[267](800/3): Loss -0.6293, Sem 0.1144, dir -0.9547, norm 0.2110, swav 0.0000 LR: 8.548e-02 Score 96.478 Data time: 0.1800, Forward time: 2.2686, Backward time: 3.1191, DDP time: 0.0037, Total iter time: 4.3592 [2020-11-08 11:02:09,210][root][INFO] - ===> Epoch[267](801/3): Loss -0.6085, Sem 0.1241, dir -0.9524, norm 0.2198, swav 0.0000 LR: 8.546e-02 Score 95.958 Data time: 0.1889, Forward time: 2.2684, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 5.3860 [2020-11-08 11:02:16,054][root][INFO] - ===> Epoch[268](802/3): Loss -0.6180, Sem 0.1195, dir -0.9524, norm 0.2149, swav 0.0000 LR: 8.544e-02 Score 96.140 Data time: 0.1866, Forward time: 2.2680, Backward time: 3.1205, DDP time: 0.0037, Total iter time: 6.7191 [2020-11-08 11:02:22,057][root][INFO] - ===> Epoch[268](803/3): Loss -0.6639, Sem 0.1014, dir -0.9578, norm 0.1924, swav 0.0000 LR: 8.543e-02 Score 96.778 Data time: 0.2412, Forward time: 2.2686, Backward time: 3.1203, DDP time: 0.0037, Total iter time: 5.8979 [2020-11-08 11:02:27,214][root][INFO] - ===> Epoch[268](804/3): Loss -0.6214, Sem 0.1194, dir -0.9563, norm 0.2155, swav 0.0000 LR: 8.541e-02 Score 96.236 Data time: 0.1706, Forward time: 2.2680, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 5.0275 [2020-11-08 11:02:32,716][root][INFO] - ===> Epoch[269](805/3): Loss -0.6310, Sem 0.1060, dir -0.9534, norm 0.2163, swav 0.0000 LR: 8.539e-02 Score 96.614 Data time: 0.2246, Forward time: 2.2682, Backward time: 3.1195, DDP time: 0.0037, Total iter time: 5.3947 [2020-11-08 11:02:37,853][root][INFO] - ===> Epoch[269](806/3): Loss -0.6427, Sem 0.1207, dir -0.9549, norm 0.1915, swav 0.0000 LR: 8.537e-02 Score 96.120 Data time: 0.1999, Forward time: 2.2683, Backward time: 3.1187, DDP time: 0.0037, Total iter time: 5.0112 [2020-11-08 11:02:42,273][root][INFO] - ===> Epoch[269](807/3): Loss -0.6481, Sem 0.1047, dir -0.9542, norm 0.2014, swav 0.0000 LR: 8.535e-02 Score 96.623 Data time: 0.2319, Forward time: 2.2681, Backward time: 3.1172, DDP time: 0.0037, Total iter time: 4.3049 [2020-11-08 11:02:46,948][root][INFO] - ===> Epoch[270](808/3): Loss -0.5944, Sem 0.1369, dir -0.9509, norm 0.2196, swav 0.0000 LR: 8.533e-02 Score 95.758 Data time: 0.2248, Forward time: 2.2683, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 4.5823 [2020-11-08 11:02:52,761][root][INFO] - ===> Epoch[270](809/3): Loss -0.6449, Sem 0.1170, dir -0.9552, norm 0.1933, swav 0.0000 LR: 8.532e-02 Score 96.272 Data time: 0.1912, Forward time: 2.2679, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 5.7076 [2020-11-08 11:02:59,234][root][INFO] - ===> Epoch[270](810/3): Loss -0.6510, Sem 0.1026, dir -0.9574, norm 0.2038, swav 0.0000 LR: 8.530e-02 Score 96.734 Data time: 0.2572, Forward time: 2.2686, Backward time: 3.1163, DDP time: 0.0037, Total iter time: 6.3761 [2020-11-08 11:03:06,706][root][INFO] - ===> Epoch[271](811/3): Loss -0.6203, Sem 0.1157, dir -0.9466, norm 0.2106, swav 0.0000 LR: 8.528e-02 Score 96.222 Data time: 0.2031, Forward time: 2.2685, Backward time: 3.1184, DDP time: 0.0037, Total iter time: 7.3307 [2020-11-08 11:03:12,554][root][INFO] - ===> Epoch[271](812/3): Loss -0.6109, Sem 0.1126, dir -0.9485, norm 0.2250, swav 0.0000 LR: 8.526e-02 Score 96.536 Data time: 0.3113, Forward time: 2.2694, Backward time: 3.1176, DDP time: 0.0037, Total iter time: 5.7507 [2020-11-08 11:03:17,909][root][INFO] - ===> Epoch[271](813/3): Loss -0.5899, Sem 0.1248, dir -0.9491, norm 0.2344, swav 0.0000 LR: 8.524e-02 Score 96.078 Data time: 0.2771, Forward time: 2.2700, Backward time: 3.1164, DDP time: 0.0037, Total iter time: 5.2314 [2020-11-08 11:03:24,300][root][INFO] - ===> Epoch[272](814/3): Loss -0.6594, Sem 0.1046, dir -0.9582, norm 0.1942, swav 0.0000 LR: 8.522e-02 Score 96.615 Data time: 0.2187, Forward time: 2.2703, Backward time: 3.1168, DDP time: 0.0037, Total iter time: 6.2820 [2020-11-08 11:03:30,058][root][INFO] - ===> Epoch[272](815/3): Loss -0.6226, Sem 0.1123, dir -0.9526, norm 0.2177, swav 0.0000 LR: 8.521e-02 Score 96.513 Data time: 0.2099, Forward time: 2.2703, Backward time: 3.1167, DDP time: 0.0037, Total iter time: 5.6511 [2020-11-08 11:03:35,123][root][INFO] - ===> Epoch[272](816/3): Loss -0.6108, Sem 0.1163, dir -0.9522, norm 0.2251, swav 0.0000 LR: 8.519e-02 Score 96.296 Data time: 0.1759, Forward time: 2.2698, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 4.9662 [2020-11-08 11:03:40,378][root][INFO] - ===> Epoch[273](817/3): Loss -0.6400, Sem 0.1150, dir -0.9578, norm 0.2029, swav 0.0000 LR: 8.517e-02 Score 96.274 Data time: 0.2877, Forward time: 2.2703, Backward time: 3.1151, DDP time: 0.0037, Total iter time: 5.1567 [2020-11-08 11:03:46,621][root][INFO] - ===> Epoch[273](818/3): Loss -0.6637, Sem 0.0943, dir -0.9551, norm 0.1971, swav 0.0000 LR: 8.515e-02 Score 96.930 Data time: 0.1973, Forward time: 2.2701, Backward time: 3.1159, DDP time: 0.0037, Total iter time: 6.1176 [2020-11-08 11:03:53,083][root][INFO] - ===> Epoch[273](819/3): Loss -0.6119, Sem 0.1076, dir -0.9461, norm 0.2266, swav 0.0000 LR: 8.513e-02 Score 96.616 Data time: 0.3429, Forward time: 2.2712, Backward time: 3.1154, DDP time: 0.0037, Total iter time: 6.3597 [2020-11-08 11:03:58,879][root][INFO] - ===> Epoch[274](820/3): Loss -0.6324, Sem 0.1149, dir -0.9534, norm 0.2062, swav 0.0000 LR: 8.511e-02 Score 96.214 Data time: 0.1835, Forward time: 2.2708, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 5.6817 [2020-11-08 11:04:04,604][root][INFO] - ===> Epoch[274](821/3): Loss -0.6366, Sem 0.1160, dir -0.9568, norm 0.2041, swav 0.0000 LR: 8.510e-02 Score 96.180 Data time: 0.2471, Forward time: 2.2709, Backward time: 3.1156, DDP time: 0.0037, Total iter time: 5.5940 [2020-11-08 11:04:11,028][root][INFO] - ===> Epoch[274](822/3): Loss -0.6224, Sem 0.1092, dir -0.9518, norm 0.2202, swav 0.0000 LR: 8.508e-02 Score 96.431 Data time: 0.1367, Forward time: 2.2700, Backward time: 3.1172, DDP time: 0.0037, Total iter time: 6.3166 [2020-11-08 11:04:17,727][root][INFO] - ===> Epoch[275](823/3): Loss -0.6348, Sem 0.1054, dir -0.9537, norm 0.2135, swav 0.0000 LR: 8.506e-02 Score 96.585 Data time: 0.2309, Forward time: 2.2697, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 6.6255 [2020-11-08 11:04:22,868][root][INFO] - ===> Epoch[275](824/3): Loss -0.6340, Sem 0.1162, dir -0.9557, norm 0.2055, swav 0.0000 LR: 8.504e-02 Score 96.231 Data time: 0.2259, Forward time: 2.2697, Backward time: 3.1178, DDP time: 0.0037, Total iter time: 5.0221 [2020-11-08 11:04:28,105][root][INFO] - ===> Epoch[275](825/3): Loss -0.6176, Sem 0.1065, dir -0.9474, norm 0.2233, swav 0.0000 LR: 8.502e-02 Score 96.622 Data time: 0.1844, Forward time: 2.2694, Backward time: 3.1175, DDP time: 0.0037, Total iter time: 5.1101 [2020-11-08 11:04:33,877][root][INFO] - ===> Epoch[276](826/3): Loss -0.5914, Sem 0.1204, dir -0.9479, norm 0.2361, swav 0.0000 LR: 8.500e-02 Score 96.108 Data time: 0.1097, Forward time: 2.2682, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 5.6595 [2020-11-08 11:04:40,632][root][INFO] - ===> Epoch[276](827/3): Loss -0.6357, Sem 0.1156, dir -0.9566, norm 0.2052, swav 0.0000 LR: 8.499e-02 Score 96.263 Data time: 0.1657, Forward time: 2.2675, Backward time: 3.1208, DDP time: 0.0037, Total iter time: 6.6703 [2020-11-08 11:04:46,272][root][INFO] - ===> Epoch[276](828/3): Loss -0.6240, Sem 0.1157, dir -0.9511, norm 0.2115, swav 0.0000 LR: 8.497e-02 Score 96.351 Data time: 0.1974, Forward time: 2.2670, Backward time: 3.1210, DDP time: 0.0037, Total iter time: 5.5229 [2020-11-08 11:04:52,426][root][INFO] - ===> Epoch[277](829/3): Loss -0.6279, Sem 0.1110, dir -0.9465, norm 0.2076, swav 0.0000 LR: 8.495e-02 Score 96.472 Data time: 0.3106, Forward time: 2.2680, Backward time: 3.1204, DDP time: 0.0037, Total iter time: 6.0475 [2020-11-08 11:04:58,197][root][INFO] - ===> Epoch[277](830/3): Loss -0.6228, Sem 0.1050, dir -0.9542, norm 0.2265, swav 0.0000 LR: 8.493e-02 Score 96.651 Data time: 0.1892, Forward time: 2.2679, Backward time: 3.1206, DDP time: 0.0037, Total iter time: 5.6619 [2020-11-08 11:05:03,881][root][INFO] - ===> Epoch[277](831/3): Loss -0.6552, Sem 0.1047, dir -0.9612, norm 0.2012, swav 0.0000 LR: 8.491e-02 Score 96.776 Data time: 0.1802, Forward time: 2.2674, Backward time: 3.1209, DDP time: 0.0037, Total iter time: 5.5683 [2020-11-08 11:05:09,495][root][INFO] - ===> Epoch[278](832/3): Loss -0.6234, Sem 0.1062, dir -0.9486, norm 0.2191, swav 0.0000 LR: 8.489e-02 Score 96.676 Data time: 0.1771, Forward time: 2.2671, Backward time: 3.1211, DDP time: 0.0037, Total iter time: 5.5194 [2020-11-08 11:05:15,066][root][INFO] - ===> Epoch[278](833/3): Loss -0.6167, Sem 0.1265, dir -0.9498, norm 0.2067, swav 0.0000 LR: 8.488e-02 Score 95.997 Data time: 0.1958, Forward time: 2.2668, Backward time: 3.1210, DDP time: 0.0037, Total iter time: 5.4460 [2020-11-08 11:05:20,057][root][INFO] - ===> Epoch[278](834/3): Loss -0.6313, Sem 0.1081, dir -0.9540, norm 0.2145, swav 0.0000 LR: 8.486e-02 Score 96.524 Data time: 0.2011, Forward time: 2.2667, Backward time: 3.1202, DDP time: 0.0037, Total iter time: 4.8854 [2020-11-08 11:05:25,186][root][INFO] - ===> Epoch[279](835/3): Loss -0.6106, Sem 0.1199, dir -0.9510, norm 0.2204, swav 0.0000 LR: 8.484e-02 Score 96.034 Data time: 0.2229, Forward time: 2.2668, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 5.0142 [2020-11-08 11:05:30,276][root][INFO] - ===> Epoch[279](836/3): Loss -0.6142, Sem 0.1115, dir -0.9511, norm 0.2254, swav 0.0000 LR: 8.482e-02 Score 96.333 Data time: 0.2367, Forward time: 2.2665, Backward time: 3.1187, DDP time: 0.0037, Total iter time: 4.9561 [2020-11-08 11:05:37,015][root][INFO] - ===> Epoch[279](837/3): Loss -0.6273, Sem 0.1201, dir -0.9517, norm 0.2043, swav 0.0000 LR: 8.480e-02 Score 96.203 Data time: 0.3204, Forward time: 2.2675, Backward time: 3.1188, DDP time: 0.0037, Total iter time: 6.6231 [2020-11-08 11:05:44,492][root][INFO] - ===> Epoch[280](838/3): Loss -0.6403, Sem 0.1091, dir -0.9577, norm 0.2083, swav 0.0000 LR: 8.478e-02 Score 96.562 Data time: 0.2039, Forward time: 2.2677, Backward time: 3.1205, DDP time: 0.0037, Total iter time: 7.3615 [2020-11-08 11:05:49,183][root][INFO] - ===> Epoch[280](839/3): Loss -0.6335, Sem 0.1114, dir -0.9528, norm 0.2079, swav 0.0000 LR: 8.477e-02 Score 96.243 Data time: 0.2196, Forward time: 2.2675, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 4.5744 [2020-11-08 11:05:55,129][root][INFO] - ===> Epoch[280](840/3): Loss -0.6091, Sem 0.1182, dir -0.9489, norm 0.2216, swav 0.0000 LR: 8.475e-02 Score 96.325 Data time: 0.2267, Forward time: 2.2680, Backward time: 3.1191, DDP time: 0.0037, Total iter time: 5.8239 [2020-11-08 11:06:00,756][root][INFO] - ===> Epoch[281](841/3): Loss -0.6379, Sem 0.1051, dir -0.9596, norm 0.2166, swav 0.0000 LR: 8.473e-02 Score 96.714 Data time: 0.1548, Forward time: 2.2673, Backward time: 3.1196, DDP time: 0.0037, Total iter time: 5.5065 [2020-11-08 11:06:06,434][root][INFO] - ===> Epoch[281](842/3): Loss -0.6508, Sem 0.1072, dir -0.9562, norm 0.1982, swav 0.0000 LR: 8.471e-02 Score 96.603 Data time: 0.1927, Forward time: 2.2671, Backward time: 3.1197, DDP time: 0.0037, Total iter time: 5.5914 [2020-11-08 11:06:12,251][root][INFO] - ===> Epoch[281](843/3): Loss -0.6223, Sem 0.1188, dir -0.9536, norm 0.2126, swav 0.0000 LR: 8.469e-02 Score 96.288 Data time: 0.2054, Forward time: 2.2672, Backward time: 3.1197, DDP time: 0.0037, Total iter time: 5.7005 [2020-11-08 11:06:17,097][root][INFO] - ===> Epoch[282](844/3): Loss -0.6503, Sem 0.1055, dir -0.9567, norm 0.2010, swav 0.0000 LR: 8.467e-02 Score 96.592 Data time: 0.1762, Forward time: 2.2667, Backward time: 3.1191, DDP time: 0.0037, Total iter time: 4.7275 [2020-11-08 11:06:22,575][root][INFO] - ===> Epoch[282](845/3): Loss -0.6379, Sem 0.1068, dir -0.9527, norm 0.2080, swav 0.0000 LR: 8.466e-02 Score 96.489 Data time: 0.1758, Forward time: 2.2660, Backward time: 3.1195, DDP time: 0.0037, Total iter time: 5.3772 [2020-11-08 11:06:27,907][root][INFO] - ===> Epoch[282](846/3): Loss -0.6174, Sem 0.1179, dir -0.9551, norm 0.2198, swav 0.0000 LR: 8.464e-02 Score 96.188 Data time: 0.2394, Forward time: 2.2664, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 5.2433 [2020-11-08 11:06:35,668][root][INFO] - ===> Epoch[283](847/3): Loss -0.6467, Sem 0.1071, dir -0.9590, norm 0.2051, swav 0.0000 LR: 8.462e-02 Score 96.737 Data time: 0.1918, Forward time: 2.2661, Backward time: 3.1211, DDP time: 0.0037, Total iter time: 7.6338 [2020-11-08 11:06:40,653][root][INFO] - ===> Epoch[283](848/3): Loss -0.5889, Sem 0.1349, dir -0.9503, norm 0.2265, swav 0.0000 LR: 8.460e-02 Score 95.870 Data time: 0.2094, Forward time: 2.2660, Backward time: 3.1202, DDP time: 0.0037, Total iter time: 4.8827 [2020-11-08 11:06:46,413][root][INFO] - ===> Epoch[283](849/3): Loss -0.6185, Sem 0.1049, dir -0.9509, norm 0.2275, swav 0.0000 LR: 8.458e-02 Score 96.645 Data time: 0.2327, Forward time: 2.2663, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 5.6552 [2020-11-08 11:06:51,626][root][INFO] - ===> Epoch[284](850/3): Loss -0.6353, Sem 0.1173, dir -0.9523, norm 0.1997, swav 0.0000 LR: 8.456e-02 Score 96.272 Data time: 0.2039, Forward time: 2.2660, Backward time: 3.1195, DDP time: 0.0037, Total iter time: 5.0898 [2020-11-08 11:06:57,859][root][INFO] - ===> Epoch[284](851/3): Loss -0.6137, Sem 0.1263, dir -0.9517, norm 0.2118, swav 0.0000 LR: 8.455e-02 Score 96.205 Data time: 0.3019, Forward time: 2.2670, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 6.1133 [2020-11-08 11:07:02,316][root][INFO] - ===> Epoch[284](852/3): Loss -0.5978, Sem 0.1158, dir -0.9483, norm 0.2348, swav 0.0000 LR: 8.453e-02 Score 96.362 Data time: 0.1721, Forward time: 2.2667, Backward time: 3.1177, DDP time: 0.0037, Total iter time: 4.3437 [2020-11-08 11:07:09,655][root][INFO] - ===> Epoch[285](853/3): Loss -0.6293, Sem 0.1183, dir -0.9545, norm 0.2070, swav 0.0000 LR: 8.451e-02 Score 96.098 Data time: 0.1671, Forward time: 2.2662, Backward time: 3.1200, DDP time: 0.0037, Total iter time: 7.2376 [2020-11-08 11:07:14,828][root][INFO] - ===> Epoch[285](854/3): Loss -0.6544, Sem 0.1120, dir -0.9582, norm 0.1918, swav 0.0000 LR: 8.449e-02 Score 96.372 Data time: 0.1401, Forward time: 2.2653, Backward time: 3.1203, DDP time: 0.0037, Total iter time: 5.0794 [2020-11-08 11:07:20,076][root][INFO] - ===> Epoch[285](855/3): Loss -0.6266, Sem 0.1078, dir -0.9525, norm 0.2181, swav 0.0000 LR: 8.447e-02 Score 96.535 Data time: 0.1821, Forward time: 2.2649, Backward time: 3.1200, DDP time: 0.0037, Total iter time: 5.1646 [2020-11-08 11:07:26,738][root][INFO] - ===> Epoch[286](856/3): Loss -0.6455, Sem 0.1062, dir -0.9561, norm 0.2043, swav 0.0000 LR: 8.445e-02 Score 96.548 Data time: 0.2006, Forward time: 2.2647, Backward time: 3.1213, DDP time: 0.0037, Total iter time: 6.5652 [2020-11-08 11:07:32,126][root][INFO] - ===> Epoch[286](857/3): Loss -0.6147, Sem 0.1253, dir -0.9518, norm 0.2118, swav 0.0000 LR: 8.444e-02 Score 95.949 Data time: 0.1639, Forward time: 2.2640, Backward time: 3.1215, DDP time: 0.0037, Total iter time: 5.2785 [2020-11-08 11:07:37,974][root][INFO] - ===> Epoch[286](858/3): Loss -0.5920, Sem 0.1425, dir -0.9552, norm 0.2207, swav 0.0000 LR: 8.442e-02 Score 95.979 Data time: 0.2181, Forward time: 2.2641, Backward time: 3.1215, DDP time: 0.0037, Total iter time: 5.7443 [2020-11-08 11:07:42,652][root][INFO] - ===> Epoch[287](859/3): Loss -0.6258, Sem 0.1131, dir -0.9513, norm 0.2125, swav 0.0000 LR: 8.440e-02 Score 96.330 Data time: 0.1490, Forward time: 2.2634, Backward time: 3.1208, DDP time: 0.0037, Total iter time: 4.5547 [2020-11-08 11:07:48,436][root][INFO] - ===> Epoch[287](860/3): Loss -0.6499, Sem 0.1139, dir -0.9565, norm 0.1927, swav 0.0000 LR: 8.438e-02 Score 96.372 Data time: 0.1713, Forward time: 2.2628, Backward time: 3.1215, DDP time: 0.0037, Total iter time: 5.6912 [2020-11-08 11:07:56,093][root][INFO] - ===> Epoch[287](861/3): Loss -0.6238, Sem 0.1070, dir -0.9490, norm 0.2182, swav 0.0000 LR: 8.436e-02 Score 96.545 Data time: 0.1978, Forward time: 2.2625, Backward time: 3.1239, DDP time: 0.0037, Total iter time: 7.5753 [2020-11-08 11:08:01,150][root][INFO] - ===> Epoch[288](862/3): Loss -0.6202, Sem 0.1240, dir -0.9550, norm 0.2108, swav 0.0000 LR: 8.434e-02 Score 96.061 Data time: 0.2272, Forward time: 2.2623, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 4.9440 [2020-11-08 11:08:07,353][root][INFO] - ===> Epoch[288](863/3): Loss -0.6153, Sem 0.1263, dir -0.9551, norm 0.2135, swav 0.0000 LR: 8.433e-02 Score 95.977 Data time: 0.1984, Forward time: 2.2622, Backward time: 3.1239, DDP time: 0.0037, Total iter time: 6.1028 [2020-11-08 11:08:13,740][root][INFO] - ===> Epoch[288](864/3): Loss -0.6030, Sem 0.1297, dir -0.9486, norm 0.2159, swav 0.0000 LR: 8.431e-02 Score 95.958 Data time: 0.2090, Forward time: 2.2621, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 6.2912 [2020-11-08 11:08:19,623][root][INFO] - ===> Epoch[289](865/3): Loss -0.6260, Sem 0.1222, dir -0.9536, norm 0.2054, swav 0.0000 LR: 8.429e-02 Score 96.023 Data time: 0.2593, Forward time: 2.2624, Backward time: 3.1245, DDP time: 0.0037, Total iter time: 5.7716 [2020-11-08 11:08:25,878][root][INFO] - ===> Epoch[289](866/3): Loss -0.6631, Sem 0.1004, dir -0.9571, norm 0.1936, swav 0.0000 LR: 8.427e-02 Score 96.807 Data time: 0.3130, Forward time: 2.2633, Backward time: 3.1240, DDP time: 0.0037, Total iter time: 6.1264 [2020-11-08 11:08:32,506][root][INFO] - ===> Epoch[289](867/3): Loss -0.6104, Sem 0.1346, dir -0.9557, norm 0.2107, swav 0.0000 LR: 8.425e-02 Score 95.781 Data time: 0.2001, Forward time: 2.2633, Backward time: 3.1249, DDP time: 0.0037, Total iter time: 6.4895 [2020-11-08 11:08:38,032][root][INFO] - ===> Epoch[290](868/3): Loss -0.6493, Sem 0.1053, dir -0.9516, norm 0.1970, swav 0.0000 LR: 8.423e-02 Score 96.590 Data time: 0.1828, Forward time: 2.2628, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 5.4139 [2020-11-08 11:08:43,898][root][INFO] - ===> Epoch[290](869/3): Loss -0.6616, Sem 0.1036, dir -0.9614, norm 0.1962, swav 0.0000 LR: 8.422e-02 Score 96.636 Data time: 0.2085, Forward time: 2.2627, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 5.7672 [2020-11-08 11:08:48,893][root][INFO] - ===> Epoch[290](870/3): Loss -0.6391, Sem 0.1237, dir -0.9572, norm 0.1944, swav 0.0000 LR: 8.420e-02 Score 95.888 Data time: 0.2396, Forward time: 2.2631, Backward time: 3.1240, DDP time: 0.0037, Total iter time: 4.8588 [2020-11-08 11:08:54,539][root][INFO] - ===> Epoch[291](871/3): Loss -0.6186, Sem 0.1211, dir -0.9558, norm 0.2161, swav 0.0000 LR: 8.418e-02 Score 96.111 Data time: 0.1837, Forward time: 2.2627, Backward time: 3.1242, DDP time: 0.0037, Total iter time: 5.5205 [2020-11-08 11:09:01,445][root][INFO] - ===> Epoch[291](872/3): Loss -0.6807, Sem 0.0957, dir -0.9589, norm 0.1824, swav 0.0000 LR: 8.416e-02 Score 96.960 Data time: 0.2465, Forward time: 2.2632, Backward time: 3.1250, DDP time: 0.0037, Total iter time: 6.7939 [2020-11-08 11:09:07,045][root][INFO] - ===> Epoch[291](873/3): Loss -0.6102, Sem 0.1229, dir -0.9548, norm 0.2217, swav 0.0000 LR: 8.414e-02 Score 96.130 Data time: 0.1782, Forward time: 2.2626, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 5.4708 [2020-11-08 11:09:13,057][root][INFO] - ===> Epoch[292](874/3): Loss -0.6178, Sem 0.1103, dir -0.9525, norm 0.2244, swav 0.0000 LR: 8.412e-02 Score 96.425 Data time: 0.3069, Forward time: 2.2635, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.8853 [2020-11-08 11:09:18,238][root][INFO] - ===> Epoch[292](875/3): Loss -0.6271, Sem 0.1179, dir -0.9511, norm 0.2061, swav 0.0000 LR: 8.411e-02 Score 96.115 Data time: 0.2654, Forward time: 2.2637, Backward time: 3.1237, DDP time: 0.0037, Total iter time: 5.0422 [2020-11-08 11:09:24,922][root][INFO] - ===> Epoch[292](876/3): Loss -0.6296, Sem 0.1166, dir -0.9562, norm 0.2100, swav 0.0000 LR: 8.409e-02 Score 96.131 Data time: 0.2056, Forward time: 2.2632, Backward time: 3.1252, DDP time: 0.0037, Total iter time: 6.5525 [2020-11-08 11:09:31,331][root][INFO] - ===> Epoch[293](877/3): Loss -0.6342, Sem 0.1081, dir -0.9498, norm 0.2075, swav 0.0000 LR: 8.407e-02 Score 96.545 Data time: 0.2381, Forward time: 2.2634, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 6.3030 [2020-11-08 11:09:36,312][root][INFO] - ===> Epoch[293](878/3): Loss -0.6165, Sem 0.1191, dir -0.9493, norm 0.2137, swav 0.0000 LR: 8.405e-02 Score 96.122 Data time: 0.2663, Forward time: 2.2637, Backward time: 3.1243, DDP time: 0.0037, Total iter time: 4.8477 [2020-11-08 11:09:41,152][root][INFO] - ===> Epoch[293](879/3): Loss -0.6038, Sem 0.1353, dir -0.9539, norm 0.2148, swav 0.0000 LR: 8.403e-02 Score 95.754 Data time: 0.1596, Forward time: 2.2631, Backward time: 3.1239, DDP time: 0.0037, Total iter time: 4.7267 [2020-11-08 11:09:47,355][root][INFO] - ===> Epoch[294](880/3): Loss -0.6538, Sem 0.1027, dir -0.9575, norm 0.2009, swav 0.0000 LR: 8.401e-02 Score 96.793 Data time: 0.2532, Forward time: 2.2635, Backward time: 3.1240, DDP time: 0.0037, Total iter time: 6.0984 [2020-11-08 11:09:52,481][root][INFO] - ===> Epoch[294](881/3): Loss -0.6055, Sem 0.1211, dir -0.9440, norm 0.2174, swav 0.0000 LR: 8.400e-02 Score 96.217 Data time: 0.2602, Forward time: 2.2639, Backward time: 3.1228, DDP time: 0.0037, Total iter time: 5.0075 [2020-11-08 11:09:58,096][root][INFO] - ===> Epoch[294](882/3): Loss -0.6131, Sem 0.1185, dir -0.9539, norm 0.2223, swav 0.0000 LR: 8.398e-02 Score 96.124 Data time: 0.2393, Forward time: 2.2644, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 5.4900 [2020-11-08 11:10:04,229][root][INFO] - ===> Epoch[295](883/3): Loss -0.6411, Sem 0.1118, dir -0.9550, norm 0.2020, swav 0.0000 LR: 8.396e-02 Score 96.334 Data time: 0.1988, Forward time: 2.2641, Backward time: 3.1228, DDP time: 0.0037, Total iter time: 6.0179 [2020-11-08 11:10:10,404][root][INFO] - ===> Epoch[295](884/3): Loss -0.6222, Sem 0.1128, dir -0.9551, norm 0.2200, swav 0.0000 LR: 8.394e-02 Score 96.358 Data time: 0.2583, Forward time: 2.2645, Backward time: 3.1228, DDP time: 0.0037, Total iter time: 6.0573 [2020-11-08 11:10:16,898][root][INFO] - ===> Epoch[295](885/3): Loss -0.6232, Sem 0.1100, dir -0.9474, norm 0.2142, swav 0.0000 LR: 8.392e-02 Score 96.462 Data time: 0.2843, Forward time: 2.2656, Backward time: 3.1224, DDP time: 0.0037, Total iter time: 6.3550 [2020-11-08 11:10:22,804][root][INFO] - ===> Epoch[296](886/3): Loss -0.6325, Sem 0.1140, dir -0.9555, norm 0.2090, swav 0.0000 LR: 8.390e-02 Score 96.248 Data time: 0.2007, Forward time: 2.2656, Backward time: 3.1225, DDP time: 0.0037, Total iter time: 5.7834 [2020-11-08 11:10:27,601][root][INFO] - ===> Epoch[296](887/3): Loss -0.6495, Sem 0.1128, dir -0.9589, norm 0.1966, swav 0.0000 LR: 8.389e-02 Score 96.381 Data time: 0.1770, Forward time: 2.2651, Backward time: 3.1218, DDP time: 0.0037, Total iter time: 4.6718 [2020-11-08 11:10:34,270][root][INFO] - ===> Epoch[296](888/3): Loss -0.6342, Sem 0.1075, dir -0.9517, norm 0.2100, swav 0.0000 LR: 8.387e-02 Score 96.615 Data time: 0.2368, Forward time: 2.2648, Backward time: 3.1230, DDP time: 0.0037, Total iter time: 6.5766 [2020-11-08 11:10:40,083][root][INFO] - ===> Epoch[297](889/3): Loss -0.6362, Sem 0.1089, dir -0.9551, norm 0.2100, swav 0.0000 LR: 8.385e-02 Score 96.534 Data time: 0.2063, Forward time: 2.2646, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 5.6981 [2020-11-08 11:10:47,038][root][INFO] - ===> Epoch[297](890/3): Loss -0.6603, Sem 0.1090, dir -0.9607, norm 0.1914, swav 0.0000 LR: 8.383e-02 Score 96.457 Data time: 0.3962, Forward time: 2.2659, Backward time: 3.1231, DDP time: 0.0037, Total iter time: 6.8405 [2020-11-08 11:10:52,502][root][INFO] - ===> Epoch[297](891/3): Loss -0.6665, Sem 0.0930, dir -0.9545, norm 0.1950, swav 0.0000 LR: 8.381e-02 Score 97.066 Data time: 0.2600, Forward time: 2.2664, Backward time: 3.1223, DDP time: 0.0037, Total iter time: 5.3545 [2020-11-08 11:10:58,383][root][INFO] - ===> Epoch[298](892/3): Loss -0.6371, Sem 0.1139, dir -0.9535, norm 0.2025, swav 0.0000 LR: 8.379e-02 Score 96.303 Data time: 0.2138, Forward time: 2.2667, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 5.7690 [2020-11-08 11:11:03,908][root][INFO] - ===> Epoch[298](893/3): Loss -0.5870, Sem 0.1360, dir -0.9542, norm 0.2311, swav 0.0000 LR: 8.378e-02 Score 95.705 Data time: 0.1456, Forward time: 2.2661, Backward time: 3.1225, DDP time: 0.0037, Total iter time: 5.4179 [2020-11-08 11:11:09,898][root][INFO] - ===> Epoch[298](894/3): Loss -0.6421, Sem 0.1103, dir -0.9558, norm 0.2033, swav 0.0000 LR: 8.376e-02 Score 96.342 Data time: 0.1535, Forward time: 2.2652, Backward time: 3.1235, DDP time: 0.0037, Total iter time: 5.9222 [2020-11-08 11:11:15,408][root][INFO] - ===> Epoch[299](895/3): Loss -0.6346, Sem 0.1122, dir -0.9569, norm 0.2100, swav 0.0000 LR: 8.374e-02 Score 96.445 Data time: 0.2541, Forward time: 2.2659, Backward time: 3.1226, DDP time: 0.0037, Total iter time: 5.4430 [2020-11-08 11:11:22,015][root][INFO] - ===> Epoch[299](896/3): Loss -0.6395, Sem 0.1290, dir -0.9579, norm 0.1894, swav 0.0000 LR: 8.372e-02 Score 96.040 Data time: 0.2836, Forward time: 2.2667, Backward time: 3.1227, DDP time: 0.0037, Total iter time: 6.4951 [2020-11-08 11:11:27,135][root][INFO] - ===> Epoch[299](897/3): Loss -0.6379, Sem 0.1082, dir -0.9535, norm 0.2075, swav 0.0000 LR: 8.370e-02 Score 96.465 Data time: 0.2440, Forward time: 2.2667, Backward time: 3.1218, DDP time: 0.0037, Total iter time: 4.9768 [2020-11-08 11:11:34,225][root][INFO] - ===> Epoch[300](898/3): Loss -0.6141, Sem 0.1168, dir -0.9484, norm 0.2175, swav 0.0000 LR: 8.368e-02 Score 96.304 Data time: 0.1723, Forward time: 2.2661, Backward time: 3.1238, DDP time: 0.0037, Total iter time: 6.9876 [2020-11-08 11:11:39,503][root][INFO] - ===> Epoch[300](899/3): Loss -0.6427, Sem 0.1146, dir -0.9521, norm 0.1948, swav 0.0000 LR: 8.367e-02 Score 96.363 Data time: 0.2519, Forward time: 2.2666, Backward time: 3.1228, DDP time: 0.0037, Total iter time: 5.2004 [2020-11-08 11:11:44,820][root][INFO] - ===> Epoch[300](900/3): Loss -0.6430, Sem 0.1146, dir -0.9574, norm 0.1998, swav 0.0000 LR: 8.365e-02 Score 96.258 Data time: 0.2391, Forward time: 2.2666, Backward time: 3.1222, DDP time: 0.0037, Total iter time: 5.2012 [2020-11-08 11:11:51,172][root][INFO] - ===> Epoch[301](901/3): Loss -0.6486, Sem 0.1068, dir -0.9547, norm 0.1992, swav 0.0000 LR: 8.363e-02 Score 96.579 Data time: 0.3306, Forward time: 2.2676, Backward time: 3.1218, DDP time: 0.0037, Total iter time: 6.2624 [2020-11-08 11:11:56,727][root][INFO] - ===> Epoch[301](902/3): Loss -0.6705, Sem 0.1007, dir -0.9620, norm 0.1908, swav 0.0000 LR: 8.361e-02 Score 96.734 Data time: 0.2754, Forward time: 2.2683, Backward time: 3.1209, DDP time: 0.0037, Total iter time: 5.4516 [2020-11-08 11:12:02,949][root][INFO] - ===> Epoch[301](903/3): Loss -0.6404, Sem 0.1207, dir -0.9582, norm 0.1971, swav 0.0000 LR: 8.359e-02 Score 96.091 Data time: 0.2729, Forward time: 2.2690, Backward time: 3.1206, DDP time: 0.0037, Total iter time: 6.0900 [2020-11-08 11:12:09,861][root][INFO] - ===> Epoch[302](904/3): Loss -0.6401, Sem 0.0991, dir -0.9536, norm 0.2144, swav 0.0000 LR: 8.357e-02 Score 96.798 Data time: 0.2423, Forward time: 2.2692, Backward time: 3.1216, DDP time: 0.0037, Total iter time: 6.7772 [2020-11-08 11:12:15,575][root][INFO] - ===> Epoch[302](905/3): Loss -0.6326, Sem 0.1168, dir -0.9569, norm 0.2076, swav 0.0000 LR: 8.356e-02 Score 96.205 Data time: 0.2476, Forward time: 2.2697, Backward time: 3.1209, DDP time: 0.0037, Total iter time: 5.5929 [2020-11-08 11:12:21,336][root][INFO] - ===> Epoch[302](906/3): Loss -0.6186, Sem 0.1178, dir -0.9524, norm 0.2160, swav 0.0000 LR: 8.354e-02 Score 96.130 Data time: 0.1774, Forward time: 2.2694, Backward time: 3.1212, DDP time: 0.0037, Total iter time: 5.6471 [2020-11-08 11:12:26,130][root][INFO] - ===> Epoch[303](907/3): Loss -0.6280, Sem 0.1096, dir -0.9522, norm 0.2146, swav 0.0000 LR: 8.352e-02 Score 96.456 Data time: 0.1549, Forward time: 2.2687, Backward time: 3.1208, DDP time: 0.0037, Total iter time: 4.6960 [2020-11-08 11:12:31,311][root][INFO] - ===> Epoch[303](908/3): Loss -0.6341, Sem 0.1200, dir -0.9525, norm 0.1984, swav 0.0000 LR: 8.350e-02 Score 96.197 Data time: 0.2830, Forward time: 2.2691, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 5.0747 [2020-11-08 11:12:37,879][root][INFO] - ===> Epoch[303](909/3): Loss -0.6403, Sem 0.1054, dir -0.9538, norm 0.2081, swav 0.0000 LR: 8.348e-02 Score 96.488 Data time: 0.3259, Forward time: 2.2702, Backward time: 3.1195, DDP time: 0.0037, Total iter time: 6.4517 [2020-11-08 11:12:44,159][root][INFO] - ===> Epoch[304](910/3): Loss -0.6400, Sem 0.1065, dir -0.9537, norm 0.2071, swav 0.0000 LR: 8.346e-02 Score 96.630 Data time: 0.2102, Forward time: 2.2703, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 6.1559 [2020-11-08 11:12:49,882][root][INFO] - ===> Epoch[304](911/3): Loss -0.6669, Sem 0.0935, dir -0.9547, norm 0.1943, swav 0.0000 LR: 8.344e-02 Score 97.045 Data time: 0.2810, Forward time: 2.2710, Backward time: 3.1192, DDP time: 0.0037, Total iter time: 5.6287 [2020-11-08 11:12:54,136][root][INFO] - ===> Epoch[304](912/3): Loss -0.5951, Sem 0.1237, dir -0.9496, norm 0.2308, swav 0.0000 LR: 8.343e-02 Score 96.009 Data time: 0.2069, Forward time: 2.2708, Backward time: 3.1177, DDP time: 0.0037, Total iter time: 4.1317 [2020-11-08 11:13:00,218][root][INFO] - ===> Epoch[305](913/3): Loss -0.6571, Sem 0.0971, dir -0.9544, norm 0.2002, swav 0.0000 LR: 8.341e-02 Score 96.897 Data time: 0.3147, Forward time: 2.2717, Backward time: 3.1171, DDP time: 0.0037, Total iter time: 5.9775 [2020-11-08 11:13:05,734][root][INFO] - ===> Epoch[305](914/3): Loss -0.6353, Sem 0.1088, dir -0.9512, norm 0.2070, swav 0.0000 LR: 8.339e-02 Score 96.400 Data time: 0.2470, Forward time: 2.2719, Backward time: 3.1165, DDP time: 0.0037, Total iter time: 5.4020 [2020-11-08 11:13:11,784][root][INFO] - ===> Epoch[305](915/3): Loss -0.6398, Sem 0.1071, dir -0.9574, norm 0.2105, swav 0.0000 LR: 8.337e-02 Score 96.509 Data time: 0.2296, Forward time: 2.2721, Backward time: 3.1166, DDP time: 0.0037, Total iter time: 5.9389 [2020-11-08 11:13:18,752][root][INFO] - ===> Epoch[306](916/3): Loss -0.6198, Sem 0.1215, dir -0.9533, norm 0.2119, swav 0.0000 LR: 8.335e-02 Score 96.080 Data time: 0.1422, Forward time: 2.2713, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 6.8517 [2020-11-08 11:13:23,135][root][INFO] - ===> Epoch[306](917/3): Loss -0.6560, Sem 0.0931, dir -0.9564, norm 0.2073, swav 0.0000 LR: 8.333e-02 Score 96.881 Data time: 0.1954, Forward time: 2.2712, Backward time: 3.1173, DDP time: 0.0037, Total iter time: 4.3027 [2020-11-08 11:13:29,921][root][INFO] - ===> Epoch[306](918/3): Loss -0.6170, Sem 0.1174, dir -0.9497, norm 0.2153, swav 0.0000 LR: 8.332e-02 Score 96.365 Data time: 0.2486, Forward time: 2.2712, Backward time: 3.1183, DDP time: 0.0037, Total iter time: 6.6872 [2020-11-08 11:13:35,731][root][INFO] - ===> Epoch[307](919/3): Loss -0.6303, Sem 0.1074, dir -0.9516, norm 0.2140, swav 0.0000 LR: 8.330e-02 Score 96.498 Data time: 0.2177, Forward time: 2.2715, Backward time: 3.1180, DDP time: 0.0037, Total iter time: 5.7094 [2020-11-08 11:13:40,766][root][INFO] - ===> Epoch[307](920/3): Loss -0.6279, Sem 0.1119, dir -0.9544, norm 0.2145, swav 0.0000 LR: 8.328e-02 Score 96.283 Data time: 0.1760, Forward time: 2.2709, Backward time: 3.1178, DDP time: 0.0037, Total iter time: 4.9117 [2020-11-08 11:13:46,733][root][INFO] - ===> Epoch[307](921/3): Loss -0.6480, Sem 0.1061, dir -0.9599, norm 0.2058, swav 0.0000 LR: 8.326e-02 Score 96.725 Data time: 0.2613, Forward time: 2.2715, Backward time: 3.1174, DDP time: 0.0037, Total iter time: 5.8527 [2020-11-08 11:13:52,650][root][INFO] - ===> Epoch[308](922/3): Loss -0.6318, Sem 0.1121, dir -0.9531, norm 0.2092, swav 0.0000 LR: 8.324e-02 Score 96.356 Data time: 0.2003, Forward time: 2.2715, Backward time: 3.1174, DDP time: 0.0037, Total iter time: 5.7923 [2020-11-08 11:13:58,315][root][INFO] - ===> Epoch[308](923/3): Loss -0.6468, Sem 0.1123, dir -0.9564, norm 0.1973, swav 0.0000 LR: 8.322e-02 Score 96.321 Data time: 0.2835, Forward time: 2.2717, Backward time: 3.1171, DDP time: 0.0037, Total iter time: 5.5591 [2020-11-08 11:14:03,123][root][INFO] - ===> Epoch[308](924/3): Loss -0.6093, Sem 0.1262, dir -0.9539, norm 0.2184, swav 0.0000 LR: 8.321e-02 Score 95.991 Data time: 0.2034, Forward time: 2.2715, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 4.6687 [2020-11-08 11:14:08,599][root][INFO] - ===> Epoch[309](925/3): Loss -0.6380, Sem 0.1039, dir -0.9490, norm 0.2070, swav 0.0000 LR: 8.319e-02 Score 96.575 Data time: 0.2446, Forward time: 2.2717, Backward time: 3.1156, DDP time: 0.0037, Total iter time: 5.3665 [2020-11-08 11:14:15,065][root][INFO] - ===> Epoch[309](926/3): Loss -0.6608, Sem 0.1017, dir -0.9605, norm 0.1981, swav 0.0000 LR: 8.317e-02 Score 96.673 Data time: 0.2201, Forward time: 2.2719, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 6.3399 [2020-11-08 11:14:20,170][root][INFO] - ===> Epoch[309](927/3): Loss -0.6371, Sem 0.1173, dir -0.9519, norm 0.1975, swav 0.0000 LR: 8.315e-02 Score 96.207 Data time: 0.1794, Forward time: 2.2715, Backward time: 3.1159, DDP time: 0.0037, Total iter time: 4.9808 [2020-11-08 11:14:26,725][root][INFO] - ===> Epoch[310](928/3): Loss -0.6418, Sem 0.1031, dir -0.9546, norm 0.2097, swav 0.0000 LR: 8.313e-02 Score 96.731 Data time: 0.2509, Forward time: 2.2715, Backward time: 3.1166, DDP time: 0.0037, Total iter time: 6.4529 [2020-11-08 11:14:33,255][root][INFO] - ===> Epoch[310](929/3): Loss -0.6398, Sem 0.1127, dir -0.9542, norm 0.2017, swav 0.0000 LR: 8.311e-02 Score 96.226 Data time: 0.2059, Forward time: 2.2715, Backward time: 3.1174, DDP time: 0.0037, Total iter time: 6.3975 [2020-11-08 11:14:40,468][root][INFO] - ===> Epoch[310](930/3): Loss -0.6403, Sem 0.1119, dir -0.9587, norm 0.2065, swav 0.0000 LR: 8.310e-02 Score 96.437 Data time: 0.2005, Forward time: 2.2713, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 7.0961 [2020-11-08 11:14:46,682][root][INFO] - ===> Epoch[311](931/3): Loss -0.6286, Sem 0.1164, dir -0.9515, norm 0.2065, swav 0.0000 LR: 8.308e-02 Score 96.288 Data time: 0.2402, Forward time: 2.2717, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 6.1136 [2020-11-08 11:14:51,651][root][INFO] - ===> Epoch[311](932/3): Loss -0.6470, Sem 0.1064, dir -0.9538, norm 0.2005, swav 0.0000 LR: 8.306e-02 Score 96.658 Data time: 0.1492, Forward time: 2.2710, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 4.8510 [2020-11-08 11:14:57,495][root][INFO] - ===> Epoch[311](933/3): Loss -0.6354, Sem 0.1124, dir -0.9558, norm 0.2080, swav 0.0000 LR: 8.304e-02 Score 96.371 Data time: 0.1824, Forward time: 2.2707, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 5.7445 [2020-11-08 11:15:03,202][root][INFO] - ===> Epoch[312](934/3): Loss -0.6740, Sem 0.0996, dir -0.9644, norm 0.1908, swav 0.0000 LR: 8.302e-02 Score 96.766 Data time: 0.1856, Forward time: 2.2702, Backward time: 3.1196, DDP time: 0.0037, Total iter time: 5.6036 [2020-11-08 11:15:09,034][root][INFO] - ===> Epoch[312](935/3): Loss -0.6297, Sem 0.1066, dir -0.9538, norm 0.2175, swav 0.0000 LR: 8.300e-02 Score 96.609 Data time: 0.2040, Forward time: 2.2702, Backward time: 3.1198, DDP time: 0.0037, Total iter time: 5.7617 [2020-11-08 11:15:15,097][root][INFO] - ===> Epoch[312](936/3): Loss -0.6420, Sem 0.1042, dir -0.9532, norm 0.2070, swav 0.0000 LR: 8.299e-02 Score 96.510 Data time: 0.2743, Forward time: 2.2708, Backward time: 3.1194, DDP time: 0.0037, Total iter time: 5.9793 [2020-11-08 11:15:19,328][root][INFO] - ===> Epoch[313](937/3): Loss -0.6351, Sem 0.1122, dir -0.9557, norm 0.2084, swav 0.0000 LR: 8.297e-02 Score 96.385 Data time: 0.1956, Forward time: 2.2706, Backward time: 3.1181, DDP time: 0.0037, Total iter time: 4.1073 [2020-11-08 11:15:25,220][root][INFO] - ===> Epoch[313](938/3): Loss -0.6488, Sem 0.0963, dir -0.9516, norm 0.2065, swav 0.0000 LR: 8.295e-02 Score 96.931 Data time: 0.2456, Forward time: 2.2708, Backward time: 3.1180, DDP time: 0.0037, Total iter time: 5.8020 [2020-11-08 11:15:31,048][root][INFO] - ===> Epoch[313](939/3): Loss -0.6320, Sem 0.1098, dir -0.9540, norm 0.2123, swav 0.0000 LR: 8.293e-02 Score 96.368 Data time: 0.1765, Forward time: 2.2704, Backward time: 3.1185, DDP time: 0.0037, Total iter time: 5.6911 [2020-11-08 11:15:37,021][root][INFO] - ===> Epoch[314](940/3): Loss -0.6569, Sem 0.0924, dir -0.9551, norm 0.2057, swav 0.0000 LR: 8.291e-02 Score 97.023 Data time: 0.2405, Forward time: 2.2704, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 5.8712 [2020-11-08 11:15:42,201][root][INFO] - ===> Epoch[314](941/3): Loss -0.6153, Sem 0.1079, dir -0.9426, norm 0.2194, swav 0.0000 LR: 8.289e-02 Score 96.489 Data time: 0.2265, Forward time: 2.2707, Backward time: 3.1177, DDP time: 0.0037, Total iter time: 5.0586 [2020-11-08 11:15:47,463][root][INFO] - ===> Epoch[314](942/3): Loss -0.6486, Sem 0.0995, dir -0.9568, norm 0.2086, swav 0.0000 LR: 8.288e-02 Score 96.804 Data time: 0.1793, Forward time: 2.2702, Backward time: 3.1176, DDP time: 0.0037, Total iter time: 5.1491 [2020-11-08 11:15:53,340][root][INFO] - ===> Epoch[315](943/3): Loss -0.6388, Sem 0.1096, dir -0.9572, norm 0.2088, swav 0.0000 LR: 8.286e-02 Score 96.342 Data time: 0.1773, Forward time: 2.2698, Backward time: 3.1181, DDP time: 0.0037, Total iter time: 5.7459 [2020-11-08 11:15:58,782][root][INFO] - ===> Epoch[315](944/3): Loss -0.6492, Sem 0.1112, dir -0.9563, norm 0.1959, swav 0.0000 LR: 8.284e-02 Score 96.438 Data time: 0.2780, Forward time: 2.2699, Backward time: 3.1176, DDP time: 0.0037, Total iter time: 5.3224 [2020-11-08 11:16:03,918][root][INFO] - ===> Epoch[315](945/3): Loss -0.6553, Sem 0.1057, dir -0.9571, norm 0.1962, swav 0.0000 LR: 8.282e-02 Score 96.577 Data time: 0.2461, Forward time: 2.2702, Backward time: 3.1165, DDP time: 0.0037, Total iter time: 4.9970 [2020-11-08 11:16:09,053][root][INFO] - ===> Epoch[316](946/3): Loss -0.6546, Sem 0.1075, dir -0.9592, norm 0.1971, swav 0.0000 LR: 8.280e-02 Score 96.589 Data time: 0.2154, Forward time: 2.2702, Backward time: 3.1157, DDP time: 0.0037, Total iter time: 5.0220 [2020-11-08 11:16:15,334][root][INFO] - ===> Epoch[316](947/3): Loss -0.6341, Sem 0.1114, dir -0.9537, norm 0.2081, swav 0.0000 LR: 8.278e-02 Score 96.385 Data time: 0.2058, Forward time: 2.2702, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 6.1563 [2020-11-08 11:16:21,395][root][INFO] - ===> Epoch[316](948/3): Loss -0.6722, Sem 0.0895, dir -0.9593, norm 0.1976, swav 0.0000 LR: 8.277e-02 Score 97.040 Data time: 0.1987, Forward time: 2.2699, Backward time: 3.1168, DDP time: 0.0037, Total iter time: 5.9514 [2020-11-08 11:16:26,897][root][INFO] - ===> Epoch[317](949/3): Loss -0.6547, Sem 0.1088, dir -0.9590, norm 0.1955, swav 0.0000 LR: 8.275e-02 Score 96.500 Data time: 0.2325, Forward time: 2.2700, Backward time: 3.1164, DDP time: 0.0037, Total iter time: 5.3926 [2020-11-08 11:16:33,792][root][INFO] - ===> Epoch[317](950/3): Loss -0.6503, Sem 0.0964, dir -0.9541, norm 0.2074, swav 0.0000 LR: 8.273e-02 Score 96.879 Data time: 0.2932, Forward time: 2.2707, Backward time: 3.1168, DDP time: 0.0037, Total iter time: 6.7855 [2020-11-08 11:16:39,669][root][INFO] - ===> Epoch[317](951/3): Loss -0.6461, Sem 0.1078, dir -0.9603, norm 0.2064, swav 0.0000 LR: 8.271e-02 Score 96.601 Data time: 0.1804, Forward time: 2.2703, Backward time: 3.1173, DDP time: 0.0037, Total iter time: 5.7607 [2020-11-08 11:16:46,248][root][INFO] - ===> Epoch[318](952/3): Loss -0.6228, Sem 0.1086, dir -0.9556, norm 0.2243, swav 0.0000 LR: 8.269e-02 Score 96.503 Data time: 0.2318, Forward time: 2.2705, Backward time: 3.1179, DDP time: 0.0037, Total iter time: 6.4773 [2020-11-08 11:16:50,660][root][INFO] - ===> Epoch[318](953/3): Loss -0.6515, Sem 0.1007, dir -0.9552, norm 0.2029, swav 0.0000 LR: 8.267e-02 Score 96.724 Data time: 0.1936, Forward time: 2.2702, Backward time: 3.1168, DDP time: 0.0037, Total iter time: 4.2920 [2020-11-08 11:16:57,166][root][INFO] - ===> Epoch[318](954/3): Loss -0.6652, Sem 0.1033, dir -0.9580, norm 0.1896, swav 0.0000 LR: 8.265e-02 Score 96.600 Data time: 0.2508, Forward time: 2.2705, Backward time: 3.1172, DDP time: 0.0037, Total iter time: 6.4135 [2020-11-08 11:17:01,711][root][INFO] - ===> Epoch[319](955/3): Loss -0.6553, Sem 0.1091, dir -0.9563, norm 0.1919, swav 0.0000 LR: 8.264e-02 Score 96.401 Data time: 0.2175, Forward time: 2.2707, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 4.4284 [2020-11-08 11:17:07,159][root][INFO] - ===> Epoch[319](956/3): Loss -0.6438, Sem 0.1022, dir -0.9549, norm 0.2089, swav 0.0000 LR: 8.262e-02 Score 96.671 Data time: 0.2187, Forward time: 2.2707, Backward time: 3.1155, DDP time: 0.0037, Total iter time: 5.3396 [2020-11-08 11:17:11,868][root][INFO] - ===> Epoch[319](957/3): Loss -0.6614, Sem 0.1096, dir -0.9598, norm 0.1888, swav 0.0000 LR: 8.260e-02 Score 96.366 Data time: 0.1595, Forward time: 2.2701, Backward time: 3.1149, DDP time: 0.0037, Total iter time: 4.5988 [2020-11-08 11:17:17,592][root][INFO] - ===> Epoch[320](958/3): Loss -0.6620, Sem 0.0919, dir -0.9583, norm 0.2044, swav 0.0000 LR: 8.258e-02 Score 97.006 Data time: 0.1753, Forward time: 2.2696, Backward time: 3.1154, DDP time: 0.0037, Total iter time: 5.6192 [2020-11-08 11:17:22,792][root][INFO] - ===> Epoch[320](959/3): Loss -0.6398, Sem 0.1010, dir -0.9529, norm 0.2120, swav 0.0000 LR: 8.256e-02 Score 96.873 Data time: 0.2269, Forward time: 2.2695, Backward time: 3.1148, DDP time: 0.0037, Total iter time: 5.0915 [2020-11-08 11:17:29,699][root][INFO] - ===> Epoch[320](960/3): Loss -0.6538, Sem 0.1021, dir -0.9600, norm 0.2042, swav 0.0000 LR: 8.254e-02 Score 96.648 Data time: 0.3602, Forward time: 2.2707, Backward time: 3.1147, DDP time: 0.0037, Total iter time: 6.7937 [2020-11-08 11:17:35,526][root][INFO] - ===> Epoch[321](961/3): Loss -0.6604, Sem 0.1066, dir -0.9605, norm 0.1934, swav 0.0000 LR: 8.253e-02 Score 96.474 Data time: 0.1802, Forward time: 2.2706, Backward time: 3.1148, DDP time: 0.0037, Total iter time: 5.6996 [2020-11-08 11:17:41,741][root][INFO] - ===> Epoch[321](962/3): Loss -0.6591, Sem 0.1060, dir -0.9601, norm 0.1950, swav 0.0000 LR: 8.251e-02 Score 96.515 Data time: 0.2057, Forward time: 2.2705, Backward time: 3.1153, DDP time: 0.0037, Total iter time: 6.0708 [2020-11-08 11:17:47,030][root][INFO] - ===> Epoch[321](963/3): Loss -0.6458, Sem 0.0937, dir -0.9506, norm 0.2110, swav 0.0000 LR: 8.249e-02 Score 96.941 Data time: 0.1083, Forward time: 2.2693, Backward time: 3.1161, DDP time: 0.0037, Total iter time: 5.1708 [2020-11-08 11:17:52,134][root][INFO] - ===> Epoch[322](964/3): Loss -0.6641, Sem 0.0894, dir -0.9582, norm 0.2048, swav 0.0000 LR: 8.247e-02 Score 97.117 Data time: 0.1144, Forward time: 2.2683, Backward time: 3.1166, DDP time: 0.0037, Total iter time: 5.0621 [2020-11-08 11:17:57,156][root][INFO] - ===> Epoch[322](965/3): Loss -0.6693, Sem 0.1011, dir -0.9589, norm 0.1886, swav 0.0000 LR: 8.245e-02 Score 96.625 Data time: 0.2074, Forward time: 2.2684, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 4.9726 [2020-11-08 11:18:03,208][root][INFO] - ===> Epoch[322](966/3): Loss -0.6643, Sem 0.0950, dir -0.9603, norm 0.2010, swav 0.0000 LR: 8.243e-02 Score 96.858 Data time: 0.2123, Forward time: 2.2683, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 5.9545 [2020-11-08 11:18:08,339][root][INFO] - ===> Epoch[323](967/3): Loss -0.6291, Sem 0.1094, dir -0.9512, norm 0.2127, swav 0.0000 LR: 8.242e-02 Score 96.459 Data time: 0.2092, Forward time: 2.2682, Backward time: 3.1156, DDP time: 0.0037, Total iter time: 5.0077 [2020-11-08 11:18:12,939][root][INFO] - ===> Epoch[323](968/3): Loss -0.6663, Sem 0.0880, dir -0.9527, norm 0.1984, swav 0.0000 LR: 8.240e-02 Score 97.215 Data time: 0.2207, Forward time: 2.2684, Backward time: 3.1142, DDP time: 0.0037, Total iter time: 4.4876 [2020-11-08 11:18:17,203][root][INFO] - ===> Epoch[323](969/3): Loss -0.6438, Sem 0.1147, dir -0.9551, norm 0.1966, swav 0.0000 LR: 8.238e-02 Score 96.179 Data time: 0.1721, Forward time: 2.2679, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 4.1692 [2020-11-08 11:18:23,648][root][INFO] - ===> Epoch[324](970/3): Loss -0.6547, Sem 0.0955, dir -0.9573, norm 0.2071, swav 0.0000 LR: 8.236e-02 Score 96.966 Data time: 0.2405, Forward time: 2.2682, Backward time: 3.1137, DDP time: 0.0037, Total iter time: 6.3870 [2020-11-08 11:18:29,642][root][INFO] - ===> Epoch[324](971/3): Loss -0.6655, Sem 0.1091, dir -0.9622, norm 0.1876, swav 0.0000 LR: 8.234e-02 Score 96.416 Data time: 0.2930, Forward time: 2.2690, Backward time: 3.1131, DDP time: 0.0037, Total iter time: 5.8713 [2020-11-08 11:18:35,389][root][INFO] - ===> Epoch[324](972/3): Loss -0.6556, Sem 0.0950, dir -0.9579, norm 0.2073, swav 0.0000 LR: 8.232e-02 Score 96.866 Data time: 0.2102, Forward time: 2.2691, Backward time: 3.1129, DDP time: 0.0037, Total iter time: 5.6334 [2020-11-08 11:18:40,121][root][INFO] - ===> Epoch[325](973/3): Loss -0.6538, Sem 0.0996, dir -0.9561, norm 0.2026, swav 0.0000 LR: 8.231e-02 Score 96.851 Data time: 0.1830, Forward time: 2.2687, Backward time: 3.1122, DDP time: 0.0037, Total iter time: 4.6082 [2020-11-08 11:18:45,966][root][INFO] - ===> Epoch[325](974/3): Loss -0.6542, Sem 0.1044, dir -0.9596, norm 0.2010, swav 0.0000 LR: 8.229e-02 Score 96.628 Data time: 0.1806, Forward time: 2.2681, Backward time: 3.1129, DDP time: 0.0037, Total iter time: 5.7389 [2020-11-08 11:18:51,561][root][INFO] - ===> Epoch[325](975/3): Loss -0.6559, Sem 0.0919, dir -0.9537, norm 0.2058, swav 0.0000 LR: 8.227e-02 Score 96.995 Data time: 0.2452, Forward time: 2.2684, Backward time: 3.1125, DDP time: 0.0037, Total iter time: 5.5009 [2020-11-08 11:18:59,720][root][INFO] - ===> Epoch[326](976/3): Loss -0.6537, Sem 0.0910, dir -0.9547, norm 0.2100, swav 0.0000 LR: 8.225e-02 Score 96.999 Data time: 0.2605, Forward time: 2.2684, Backward time: 3.1147, DDP time: 0.0037, Total iter time: 8.0336 [2020-11-08 11:19:04,768][root][INFO] - ===> Epoch[326](977/3): Loss -0.6624, Sem 0.1045, dir -0.9625, norm 0.1956, swav 0.0000 LR: 8.223e-02 Score 96.613 Data time: 0.1073, Forward time: 2.2673, Backward time: 3.1153, DDP time: 0.0037, Total iter time: 4.9445 [2020-11-08 11:19:09,488][root][INFO] - ===> Epoch[326](978/3): Loss -0.6423, Sem 0.1081, dir -0.9561, norm 0.2057, swav 0.0000 LR: 8.221e-02 Score 96.555 Data time: 0.2066, Forward time: 2.2673, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 4.6604 [2020-11-08 11:19:14,957][root][INFO] - ===> Epoch[327](979/3): Loss -0.6718, Sem 0.0975, dir -0.9604, norm 0.1911, swav 0.0000 LR: 8.220e-02 Score 96.813 Data time: 0.1723, Forward time: 2.2669, Backward time: 3.1144, DDP time: 0.0037, Total iter time: 5.3564 [2020-11-08 11:19:20,156][root][INFO] - ===> Epoch[327](980/3): Loss -0.6634, Sem 0.0850, dir -0.9569, norm 0.2085, swav 0.0000 LR: 8.218e-02 Score 97.155 Data time: 0.1702, Forward time: 2.2665, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 5.0948 [2020-11-08 11:19:25,434][root][INFO] - ===> Epoch[327](981/3): Loss -0.6502, Sem 0.1063, dir -0.9567, norm 0.2002, swav 0.0000 LR: 8.216e-02 Score 96.429 Data time: 0.2075, Forward time: 2.2665, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 5.1650 [2020-11-08 11:19:30,552][root][INFO] - ===> Epoch[328](982/3): Loss -0.6556, Sem 0.1094, dir -0.9563, norm 0.1913, swav 0.0000 LR: 8.214e-02 Score 96.437 Data time: 0.1615, Forward time: 2.2658, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 5.0082 [2020-11-08 11:19:36,448][root][INFO] - ===> Epoch[328](983/3): Loss -0.6326, Sem 0.0995, dir -0.9516, norm 0.2195, swav 0.0000 LR: 8.212e-02 Score 96.721 Data time: 0.1925, Forward time: 2.2657, Backward time: 3.1141, DDP time: 0.0037, Total iter time: 5.8300 [2020-11-08 11:19:41,365][root][INFO] - ===> Epoch[328](984/3): Loss -0.6781, Sem 0.0929, dir -0.9632, norm 0.1922, swav 0.0000 LR: 8.210e-02 Score 96.866 Data time: 0.1968, Forward time: 2.2654, Backward time: 3.1135, DDP time: 0.0037, Total iter time: 4.8049 [2020-11-08 11:19:47,661][root][INFO] - ===> Epoch[329](985/3): Loss -0.6597, Sem 0.1035, dir -0.9596, norm 0.1964, swav 0.0000 LR: 8.208e-02 Score 96.652 Data time: 0.2068, Forward time: 2.2653, Backward time: 3.1141, DDP time: 0.0037, Total iter time: 6.1965 [2020-11-08 11:19:53,103][root][INFO] - ===> Epoch[329](986/3): Loss -0.6589, Sem 0.1062, dir -0.9624, norm 0.1973, swav 0.0000 LR: 8.207e-02 Score 96.527 Data time: 0.2542, Forward time: 2.2659, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 5.3349 [2020-11-08 11:20:00,417][root][INFO] - ===> Epoch[329](987/3): Loss -0.6808, Sem 0.0887, dir -0.9571, norm 0.1876, swav 0.0000 LR: 8.205e-02 Score 97.037 Data time: 0.1399, Forward time: 2.2651, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 7.1934 [2020-11-08 11:20:05,907][root][INFO] - ===> Epoch[330](988/3): Loss -0.6512, Sem 0.1030, dir -0.9586, norm 0.2044, swav 0.0000 LR: 8.203e-02 Score 96.629 Data time: 0.2286, Forward time: 2.2654, Backward time: 3.1152, DDP time: 0.0037, Total iter time: 5.4241 [2020-11-08 11:20:11,558][root][INFO] - ===> Epoch[330](989/3): Loss -0.6547, Sem 0.0969, dir -0.9599, norm 0.2083, swav 0.0000 LR: 8.201e-02 Score 96.831 Data time: 0.1695, Forward time: 2.2650, Backward time: 3.1155, DDP time: 0.0037, Total iter time: 5.5240 [2020-11-08 11:20:17,379][root][INFO] - ===> Epoch[330](990/3): Loss -0.6852, Sem 0.0851, dir -0.9561, norm 0.1859, swav 0.0000 LR: 8.199e-02 Score 97.197 Data time: 0.2637, Forward time: 2.2655, Backward time: 3.1150, DDP time: 0.0037, Total iter time: 5.7211 [2020-11-08 11:20:23,369][root][INFO] - ===> Epoch[331](991/3): Loss -0.6403, Sem 0.1109, dir -0.9531, norm 0.2019, swav 0.0000 LR: 8.197e-02 Score 96.385 Data time: 0.1899, Forward time: 2.2652, Backward time: 3.1154, DDP time: 0.0037, Total iter time: 5.8557 [2020-11-08 11:20:28,369][root][INFO] - ===> Epoch[331](992/3): Loss -0.6932, Sem 0.0891, dir -0.9621, norm 0.1798, swav 0.0000 LR: 8.196e-02 Score 97.148 Data time: 0.2408, Forward time: 2.2655, Backward time: 3.1144, DDP time: 0.0037, Total iter time: 4.8983 [2020-11-08 11:20:34,085][root][INFO] - ===> Epoch[331](993/3): Loss -0.6234, Sem 0.1018, dir -0.9489, norm 0.2238, swav 0.0000 LR: 8.194e-02 Score 96.697 Data time: 0.2601, Forward time: 2.2655, Backward time: 3.1142, DDP time: 0.0037, Total iter time: 5.6145 [2020-11-08 11:20:39,487][root][INFO] - ===> Epoch[332](994/3): Loss -0.6175, Sem 0.1029, dir -0.9450, norm 0.2246, swav 0.0000 LR: 8.192e-02 Score 96.681 Data time: 0.2268, Forward time: 2.2658, Backward time: 3.1136, DDP time: 0.0037, Total iter time: 5.2880 [2020-11-08 11:20:44,764][root][INFO] - ===> Epoch[332](995/3): Loss -0.6815, Sem 0.0937, dir -0.9651, norm 0.1898, swav 0.0000 LR: 8.190e-02 Score 96.883 Data time: 0.1829, Forward time: 2.2654, Backward time: 3.1135, DDP time: 0.0037, Total iter time: 5.1421 [2020-11-08 11:20:50,347][root][INFO] - ===> Epoch[332](996/3): Loss -0.6564, Sem 0.0987, dir -0.9568, norm 0.2016, swav 0.0000 LR: 8.188e-02 Score 96.698 Data time: 0.1929, Forward time: 2.2652, Backward time: 3.1135, DDP time: 0.0037, Total iter time: 5.4817 [2020-11-08 11:20:54,861][root][INFO] - ===> Epoch[333](997/3): Loss -0.6576, Sem 0.1042, dir -0.9583, norm 0.1966, swav 0.0000 LR: 8.186e-02 Score 96.626 Data time: 0.2263, Forward time: 2.2649, Backward time: 3.1126, DDP time: 0.0037, Total iter time: 4.4079 [2020-11-08 11:21:00,694][root][INFO] - ===> Epoch[333](998/3): Loss -0.6795, Sem 0.0967, dir -0.9625, norm 0.1863, swav 0.0000 LR: 8.185e-02 Score 96.814 Data time: 0.2260, Forward time: 2.2650, Backward time: 3.1125, DDP time: 0.0037, Total iter time: 5.7274 [2020-11-08 11:21:07,388][root][INFO] - ===> Epoch[333](999/3): Loss -0.6408, Sem 0.0954, dir -0.9515, norm 0.2153, swav 0.0000 LR: 8.183e-02 Score 96.857 Data time: 0.1994, Forward time: 2.2649, Backward time: 3.1136, DDP time: 0.0037, Total iter time: 6.5733 [2020-11-08 11:21:13,805][root][INFO] - ===> Epoch[334](1000/3): Loss -0.6322, Sem 0.1122, dir -0.9541, norm 0.2097, swav 0.0000 LR: 8.181e-02 Score 96.459 Data time: 0.1896, Forward time: 2.2646, Backward time: 3.1144, DDP time: 0.0037, Total iter time: 6.3177 [2020-11-08 11:21:14,608][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 11:21:14,795][root][INFO] - ===> Start testing [2020-11-08 11:22:38,544][root][INFO] - 101/312: Data time: 0.0072, Iter time: 0.2927 Loss 1.532 (AVG: 1.035) Score 70.013 (AVG: 82.798) mIOU 57.147 mAP 66.790 mAcc 66.447 IOU: 74.912 96.093 48.049 69.908 89.444 79.601 66.853 44.685 32.830 50.715 23.237 55.181 43.666 52.598 50.936 41.795 83.745 33.425 79.397 25.876 mAP: 77.038 95.803 48.649 66.538 87.728 84.956 73.522 60.156 53.535 54.870 43.584 53.038 56.741 52.265 55.657 85.561 91.957 61.843 83.623 48.727 mAcc: 94.751 98.737 61.628 76.780 94.544 86.247 81.185 54.888 38.168 52.349 29.357 60.668 66.588 58.428 57.430 64.941 91.844 37.627 87.227 35.550 [2020-11-08 11:24:03,059][root][INFO] - 201/312: Data time: 0.0076, Iter time: 0.5313 Loss 0.343 (AVG: 0.972) Score 90.139 (AVG: 83.193) mIOU 57.555 mAP 67.185 mAcc 67.287 IOU: 76.048 95.864 45.526 67.023 89.077 80.588 65.679 45.362 38.437 59.606 23.547 52.395 45.833 52.363 38.349 47.715 82.841 36.843 81.170 26.840 mAP: 78.522 95.952 51.654 71.656 89.026 85.254 70.892 59.007 54.986 55.517 42.824 49.139 56.828 56.338 49.479 84.838 92.485 67.336 81.484 50.490 mAcc: 94.761 98.687 59.341 73.772 93.600 89.006 78.831 55.252 44.569 62.961 33.532 57.827 72.697 61.685 47.582 63.100 92.033 43.012 89.171 34.329 [2020-11-08 11:25:33,661][root][INFO] - 301/312: Data time: 0.0070, Iter time: 0.3673 Loss 3.368 (AVG: 0.993) Score 68.101 (AVG: 82.874) mIOU 55.613 mAP 66.211 mAcc 65.372 IOU: 76.713 95.854 45.044 64.250 87.874 78.071 63.034 46.592 38.797 57.977 21.295 47.316 42.989 44.355 30.923 44.866 81.085 38.912 80.525 25.781 mAP: 78.085 95.868 52.605 67.645 88.220 80.082 68.132 60.933 53.243 55.918 41.384 52.011 55.820 55.907 42.393 84.471 91.022 69.812 81.628 49.042 mAcc: 94.715 98.703 61.179 70.535 93.017 85.879 78.362 56.938 45.260 61.557 30.963 51.431 66.943 53.055 40.964 59.539 89.990 45.803 88.763 33.852 [2020-11-08 11:25:43,594][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.3560 Loss 0.931 (AVG: 0.989) Score 90.229 (AVG: 82.900) mIOU 55.683 mAP 66.188 mAcc 65.508 IOU: 76.721 95.815 44.820 64.738 88.123 77.275 62.907 46.732 38.619 57.687 21.489 46.661 42.526 46.491 30.485 45.349 81.198 39.196 80.778 26.044 mAP: 77.946 95.940 52.395 68.096 88.576 79.664 67.818 60.743 52.737 56.322 41.706 51.511 55.543 56.113 41.497 84.713 91.184 69.944 82.182 49.120 mAcc: 94.690 98.714 60.914 71.092 93.180 85.916 77.588 57.222 44.942 61.181 30.975 50.597 67.163 54.979 40.558 60.504 90.153 46.569 88.987 34.230 [2020-11-08 11:25:43,600][root][INFO] - Finished test. Elapsed time: 268.7983 [2020-11-08 11:25:55,435][root][INFO] - [2020-11-08 11:25:55,436][root][INFO] - ################################################################ [2020-11-08 11:25:55,436][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 11:25:55,436][root][INFO] - ################################################################ [2020-11-08 11:25:55,436][root][INFO] - cabinet : 0.140 0.311 0.526 [2020-11-08 11:25:55,436][root][INFO] - bed : 0.319 0.627 0.713 [2020-11-08 11:25:55,436][root][INFO] - chair : 0.691 0.845 0.899 [2020-11-08 11:25:55,436][root][INFO] - sofa : 0.348 0.586 0.787 [2020-11-08 11:25:55,436][root][INFO] - table : 0.374 0.579 0.693 [2020-11-08 11:25:55,436][root][INFO] - door : 0.184 0.342 0.435 [2020-11-08 11:25:55,436][root][INFO] - window : 0.056 0.152 0.316 [2020-11-08 11:25:55,436][root][INFO] - bookshelf : 0.090 0.347 0.549 [2020-11-08 11:25:55,436][root][INFO] - picture : 0.083 0.197 0.297 [2020-11-08 11:25:55,436][root][INFO] - counter : 0.008 0.046 0.246 [2020-11-08 11:25:55,436][root][INFO] - desk : 0.014 0.054 0.318 [2020-11-08 11:25:55,436][root][INFO] - curtain : 0.074 0.174 0.299 [2020-11-08 11:25:55,436][root][INFO] - refrigerator : 0.212 0.320 0.332 [2020-11-08 11:25:55,436][root][INFO] - shower curtain : 0.360 0.609 0.632 [2020-11-08 11:25:55,437][root][INFO] - toilet : 0.778 0.921 0.921 [2020-11-08 11:25:55,437][root][INFO] - sink : 0.107 0.363 0.679 [2020-11-08 11:25:55,437][root][INFO] - bathtub : 0.548 0.793 0.855 [2020-11-08 11:25:55,437][root][INFO] - otherfurniture : 0.226 0.335 0.470 [2020-11-08 11:25:55,437][root][INFO] - ---------------------------------------------------------------- [2020-11-08 11:25:55,437][root][INFO] - average : 0.256 0.422 0.554 [2020-11-08 11:25:55,437][root][INFO] - [2020-11-08 11:25:55,646][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 11:25:56,443][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 11:25:56,636][root][INFO] - Current best mIoU: 55.683 at iter 1000 [2020-11-08 11:26:01,450][root][INFO] - ===> Epoch[334](1001/3): Loss -0.6863, Sem 0.0880, dir -0.9600, norm 0.1856, swav 0.0000 LR: 8.179e-02 Score 97.126 Data time: 0.2152, Forward time: 2.2646, Backward time: 3.1135, DDP time: 0.0037, Total iter time: 4.8085 [2020-11-08 11:26:07,406][root][INFO] - ===> Epoch[334](1002/3): Loss -0.6369, Sem 0.1071, dir -0.9560, norm 0.2121, swav 0.0000 LR: 8.177e-02 Score 96.521 Data time: 0.2129, Forward time: 2.2647, Backward time: 3.1136, DDP time: 0.0037, Total iter time: 5.8405 [2020-11-08 11:26:12,689][root][INFO] - ===> Epoch[335](1003/3): Loss -0.6638, Sem 0.1007, dir -0.9616, norm 0.1971, swav 0.0000 LR: 8.175e-02 Score 96.722 Data time: 0.2237, Forward time: 2.2649, Backward time: 3.1130, DDP time: 0.0037, Total iter time: 5.1779 [2020-11-08 11:26:19,047][root][INFO] - ===> Epoch[335](1004/3): Loss -0.7025, Sem 0.0866, dir -0.9631, norm 0.1741, swav 0.0000 LR: 8.174e-02 Score 97.088 Data time: 0.1491, Forward time: 2.2642, Backward time: 3.1142, DDP time: 0.0037, Total iter time: 6.2446 [2020-11-08 11:26:24,766][root][INFO] - ===> Epoch[335](1005/3): Loss -0.6705, Sem 0.0913, dir -0.9582, norm 0.1963, swav 0.0000 LR: 8.172e-02 Score 97.053 Data time: 0.2409, Forward time: 2.2645, Backward time: 3.1139, DDP time: 0.0037, Total iter time: 5.6370 [2020-11-08 11:26:30,422][root][INFO] - ===> Epoch[336](1006/3): Loss -0.6737, Sem 0.0995, dir -0.9634, norm 0.1902, swav 0.0000 LR: 8.170e-02 Score 96.645 Data time: 0.2300, Forward time: 2.2647, Backward time: 3.1135, DDP time: 0.0037, Total iter time: 5.5197 [2020-11-08 11:26:36,582][root][INFO] - ===> Epoch[336](1007/3): Loss -0.6927, Sem 0.0861, dir -0.9591, norm 0.1803, swav 0.0000 LR: 8.168e-02 Score 97.169 Data time: 0.1351, Forward time: 2.2639, Backward time: 3.1148, DDP time: 0.0037, Total iter time: 6.0431 [2020-11-08 11:26:43,593][root][INFO] - ===> Epoch[336](1008/3): Loss -0.6675, Sem 0.0922, dir -0.9526, norm 0.1928, swav 0.0000 LR: 8.166e-02 Score 96.999 Data time: 0.2764, Forward time: 2.2646, Backward time: 3.1154, DDP time: 0.0037, Total iter time: 6.9506 [2020-11-08 11:26:49,591][root][INFO] - ===> Epoch[337](1009/3): Loss -0.6574, Sem 0.0952, dir -0.9562, norm 0.2036, swav 0.0000 LR: 8.164e-02 Score 96.795 Data time: 0.3163, Forward time: 2.2654, Backward time: 3.1147, DDP time: 0.0037, Total iter time: 5.8781 [2020-11-08 11:26:54,438][root][INFO] - ===> Epoch[337](1010/3): Loss -0.6659, Sem 0.0979, dir -0.9610, norm 0.1971, swav 0.0000 LR: 8.162e-02 Score 96.829 Data time: 0.2028, Forward time: 2.2654, Backward time: 3.1139, DDP time: 0.0037, Total iter time: 4.7260 [2020-11-08 11:26:59,703][root][INFO] - ===> Epoch[337](1011/3): Loss -0.6750, Sem 0.0875, dir -0.9508, norm 0.1883, swav 0.0000 LR: 8.161e-02 Score 97.149 Data time: 0.2160, Forward time: 2.2654, Backward time: 3.1134, DDP time: 0.0037, Total iter time: 5.1625 [2020-11-08 11:27:05,091][root][INFO] - ===> Epoch[338](1012/3): Loss -0.6522, Sem 0.0986, dir -0.9571, norm 0.2064, swav 0.0000 LR: 8.159e-02 Score 96.804 Data time: 0.1922, Forward time: 2.2649, Backward time: 3.1135, DDP time: 0.0037, Total iter time: 5.2769 [2020-11-08 11:27:10,510][root][INFO] - ===> Epoch[338](1013/3): Loss -0.6731, Sem 0.0954, dir -0.9612, norm 0.1927, swav 0.0000 LR: 8.157e-02 Score 96.835 Data time: 0.2133, Forward time: 2.2645, Backward time: 3.1135, DDP time: 0.0037, Total iter time: 5.3352 [2020-11-08 11:27:16,272][root][INFO] - ===> Epoch[338](1014/3): Loss -0.6596, Sem 0.1018, dir -0.9559, norm 0.1945, swav 0.0000 LR: 8.155e-02 Score 96.674 Data time: 0.1957, Forward time: 2.2644, Backward time: 3.1136, DDP time: 0.0037, Total iter time: 5.6445 [2020-11-08 11:27:22,585][root][INFO] - ===> Epoch[339](1015/3): Loss -0.6759, Sem 0.0866, dir -0.9568, norm 0.1943, swav 0.0000 LR: 8.153e-02 Score 97.217 Data time: 0.1855, Forward time: 2.2641, Backward time: 3.1144, DDP time: 0.0037, Total iter time: 6.2036 [2020-11-08 11:27:29,533][root][INFO] - ===> Epoch[339](1016/3): Loss -0.6794, Sem 0.0921, dir -0.9591, norm 0.1876, swav 0.0000 LR: 8.151e-02 Score 96.913 Data time: 0.2309, Forward time: 2.2642, Backward time: 3.1154, DDP time: 0.0037, Total iter time: 6.8358 [2020-11-08 11:27:34,032][root][INFO] - ===> Epoch[339](1017/3): Loss -0.6941, Sem 0.0885, dir -0.9637, norm 0.1811, swav 0.0000 LR: 8.150e-02 Score 97.123 Data time: 0.2092, Forward time: 2.2642, Backward time: 3.1142, DDP time: 0.0037, Total iter time: 4.3731 [2020-11-08 11:27:39,085][root][INFO] - ===> Epoch[340](1018/3): Loss -0.6456, Sem 0.0965, dir -0.9539, norm 0.2118, swav 0.0000 LR: 8.148e-02 Score 96.863 Data time: 0.2054, Forward time: 2.2640, Backward time: 3.1136, DDP time: 0.0037, Total iter time: 4.9163 [2020-11-08 11:27:45,114][root][INFO] - ===> Epoch[340](1019/3): Loss -0.6654, Sem 0.1033, dir -0.9605, norm 0.1918, swav 0.0000 LR: 8.146e-02 Score 96.498 Data time: 0.3032, Forward time: 2.2648, Backward time: 3.1130, DDP time: 0.0037, Total iter time: 5.9333 [2020-11-08 11:27:51,837][root][INFO] - ===> Epoch[340](1020/3): Loss -0.7146, Sem 0.0807, dir -0.9623, norm 0.1670, swav 0.0000 LR: 8.144e-02 Score 97.338 Data time: 0.3432, Forward time: 2.2658, Backward time: 3.1128, DDP time: 0.0037, Total iter time: 6.6042 [2020-11-08 11:27:58,482][root][INFO] - ===> Epoch[341](1021/3): Loss -0.6815, Sem 0.0942, dir -0.9633, norm 0.1877, swav 0.0000 LR: 8.142e-02 Score 96.914 Data time: 0.2730, Forward time: 2.2665, Backward time: 3.1129, DDP time: 0.0037, Total iter time: 6.5181 [2020-11-08 11:28:04,733][root][INFO] - ===> Epoch[341](1022/3): Loss -0.6692, Sem 0.1043, dir -0.9581, norm 0.1846, swav 0.0000 LR: 8.140e-02 Score 96.572 Data time: 0.1503, Forward time: 2.2659, Backward time: 3.1139, DDP time: 0.0037, Total iter time: 6.1211 [2020-11-08 11:28:09,848][root][INFO] - ===> Epoch[341](1023/3): Loss -0.6678, Sem 0.0932, dir -0.9599, norm 0.1989, swav 0.0000 LR: 8.139e-02 Score 96.928 Data time: 0.2079, Forward time: 2.2656, Backward time: 3.1137, DDP time: 0.0037, Total iter time: 5.0444 [2020-11-08 11:28:15,671][root][INFO] - ===> Epoch[342](1024/3): Loss -0.6728, Sem 0.0948, dir -0.9611, norm 0.1935, swav 0.0000 LR: 8.137e-02 Score 96.839 Data time: 0.1664, Forward time: 2.2650, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 5.7137 [2020-11-08 11:28:20,826][root][INFO] - ===> Epoch[342](1025/3): Loss -0.6818, Sem 0.0923, dir -0.9582, norm 0.1841, swav 0.0000 LR: 8.135e-02 Score 97.002 Data time: 0.1505, Forward time: 2.2643, Backward time: 3.1144, DDP time: 0.0037, Total iter time: 5.0574 [2020-11-08 11:28:26,153][root][INFO] - ===> Epoch[342](1026/3): Loss -0.7017, Sem 0.0838, dir -0.9654, norm 0.1798, swav 0.0000 LR: 8.133e-02 Score 97.237 Data time: 0.2280, Forward time: 2.2645, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 5.2557 [2020-11-08 11:28:32,047][root][INFO] - ===> Epoch[343](1027/3): Loss -0.6573, Sem 0.1067, dir -0.9562, norm 0.1922, swav 0.0000 LR: 8.131e-02 Score 96.539 Data time: 0.2492, Forward time: 2.2647, Backward time: 3.1137, DDP time: 0.0037, Total iter time: 5.7616 [2020-11-08 11:28:37,772][root][INFO] - ===> Epoch[343](1028/3): Loss -0.6745, Sem 0.0920, dir -0.9606, norm 0.1941, swav 0.0000 LR: 8.129e-02 Score 97.002 Data time: 0.2774, Forward time: 2.2653, Backward time: 3.1130, DDP time: 0.0037, Total iter time: 5.6067 [2020-11-08 11:28:42,169][root][INFO] - ===> Epoch[343](1029/3): Loss -0.6982, Sem 0.0879, dir -0.9629, norm 0.1768, swav 0.0000 LR: 8.128e-02 Score 97.178 Data time: 0.1989, Forward time: 2.2652, Backward time: 3.1119, DDP time: 0.0037, Total iter time: 4.2673 [2020-11-08 11:28:48,148][root][INFO] - ===> Epoch[344](1030/3): Loss -0.6750, Sem 0.0987, dir -0.9609, norm 0.1872, swav 0.0000 LR: 8.126e-02 Score 96.788 Data time: 0.2944, Forward time: 2.2659, Backward time: 3.1114, DDP time: 0.0037, Total iter time: 5.8982 [2020-11-08 11:28:55,049][root][INFO] - ===> Epoch[344](1031/3): Loss -0.7040, Sem 0.0882, dir -0.9627, norm 0.1706, swav 0.0000 LR: 8.124e-02 Score 97.130 Data time: 0.1992, Forward time: 2.2658, Backward time: 3.1125, DDP time: 0.0037, Total iter time: 6.7762 [2020-11-08 11:29:00,741][root][INFO] - ===> Epoch[344](1032/3): Loss -0.6992, Sem 0.0867, dir -0.9661, norm 0.1802, swav 0.0000 LR: 8.122e-02 Score 97.022 Data time: 0.1458, Forward time: 2.2650, Backward time: 3.1133, DDP time: 0.0037, Total iter time: 5.5925 [2020-11-08 11:29:07,220][root][INFO] - ===> Epoch[345](1033/3): Loss -0.6502, Sem 0.1020, dir -0.9547, norm 0.2025, swav 0.0000 LR: 8.120e-02 Score 96.673 Data time: 0.1884, Forward time: 2.2647, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 6.3994 [2020-11-08 11:29:12,921][root][INFO] - ===> Epoch[345](1034/3): Loss -0.6961, Sem 0.0881, dir -0.9606, norm 0.1764, swav 0.0000 LR: 8.118e-02 Score 97.065 Data time: 0.2099, Forward time: 2.2647, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 5.6046 [2020-11-08 11:29:17,487][root][INFO] - ===> Epoch[345](1035/3): Loss -0.6670, Sem 0.0975, dir -0.9597, norm 0.1952, swav 0.0000 LR: 8.116e-02 Score 96.843 Data time: 0.1586, Forward time: 2.2641, Backward time: 3.1137, DDP time: 0.0037, Total iter time: 4.4499 [2020-11-08 11:29:22,876][root][INFO] - ===> Epoch[346](1036/3): Loss -0.6955, Sem 0.0928, dir -0.9632, norm 0.1749, swav 0.0000 LR: 8.115e-02 Score 96.917 Data time: 0.1823, Forward time: 2.2638, Backward time: 3.1137, DDP time: 0.0037, Total iter time: 5.3180 [2020-11-08 11:29:28,522][root][INFO] - ===> Epoch[346](1037/3): Loss -0.6828, Sem 0.0923, dir -0.9647, norm 0.1896, swav 0.0000 LR: 8.113e-02 Score 96.973 Data time: 0.2299, Forward time: 2.2640, Backward time: 3.1134, DDP time: 0.0037, Total iter time: 5.5184 [2020-11-08 11:29:34,503][root][INFO] - ===> Epoch[346](1038/3): Loss -0.6681, Sem 0.1059, dir -0.9631, norm 0.1891, swav 0.0000 LR: 8.111e-02 Score 96.533 Data time: 0.1953, Forward time: 2.2638, Backward time: 3.1137, DDP time: 0.0037, Total iter time: 5.8719 [2020-11-08 11:29:39,906][root][INFO] - ===> Epoch[347](1039/3): Loss -0.6835, Sem 0.0939, dir -0.9623, norm 0.1849, swav 0.0000 LR: 8.109e-02 Score 96.867 Data time: 0.2601, Forward time: 2.2644, Backward time: 3.1128, DDP time: 0.0037, Total iter time: 5.2867 [2020-11-08 11:29:46,094][root][INFO] - ===> Epoch[347](1040/3): Loss -0.6890, Sem 0.0986, dir -0.9610, norm 0.1733, swav 0.0000 LR: 8.107e-02 Score 96.848 Data time: 0.2159, Forward time: 2.2644, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 6.0599 [2020-11-08 11:29:52,126][root][INFO] - ===> Epoch[347](1041/3): Loss -0.6851, Sem 0.0947, dir -0.9625, norm 0.1827, swav 0.0000 LR: 8.105e-02 Score 96.904 Data time: 0.1850, Forward time: 2.2640, Backward time: 3.1137, DDP time: 0.0037, Total iter time: 5.9147 [2020-11-08 11:29:58,155][root][INFO] - ===> Epoch[348](1042/3): Loss -0.7101, Sem 0.0850, dir -0.9668, norm 0.1717, swav 0.0000 LR: 8.104e-02 Score 97.213 Data time: 0.1572, Forward time: 2.2634, Backward time: 3.1146, DDP time: 0.0037, Total iter time: 5.9563 [2020-11-08 11:30:04,690][root][INFO] - ===> Epoch[348](1043/3): Loss -0.6898, Sem 0.0962, dir -0.9620, norm 0.1760, swav 0.0000 LR: 8.102e-02 Score 96.849 Data time: 0.2389, Forward time: 2.2638, Backward time: 3.1150, DDP time: 0.0037, Total iter time: 6.4634 [2020-11-08 11:30:09,606][root][INFO] - ===> Epoch[348](1044/3): Loss -0.6823, Sem 0.1029, dir -0.9618, norm 0.1765, swav 0.0000 LR: 8.100e-02 Score 96.581 Data time: 0.2526, Forward time: 2.2641, Backward time: 3.1139, DDP time: 0.0037, Total iter time: 4.7978 [2020-11-08 11:30:15,924][root][INFO] - ===> Epoch[349](1045/3): Loss -0.7097, Sem 0.0831, dir -0.9673, norm 0.1744, swav 0.0000 LR: 8.098e-02 Score 97.281 Data time: 0.3261, Forward time: 2.2649, Backward time: 3.1135, DDP time: 0.0037, Total iter time: 6.1983 [2020-11-08 11:30:21,091][root][INFO] - ===> Epoch[349](1046/3): Loss -0.6725, Sem 0.0961, dir -0.9582, norm 0.1895, swav 0.0000 LR: 8.096e-02 Score 96.832 Data time: 0.1875, Forward time: 2.2648, Backward time: 3.1129, DDP time: 0.0037, Total iter time: 5.0380 [2020-11-08 11:30:26,908][root][INFO] - ===> Epoch[349](1047/3): Loss -0.6966, Sem 0.0925, dir -0.9649, norm 0.1759, swav 0.0000 LR: 8.094e-02 Score 96.995 Data time: 0.1492, Forward time: 2.2641, Backward time: 3.1136, DDP time: 0.0037, Total iter time: 5.7081 [2020-11-08 11:30:32,643][root][INFO] - ===> Epoch[350](1048/3): Loss -0.6819, Sem 0.0949, dir -0.9636, norm 0.1868, swav 0.0000 LR: 8.093e-02 Score 96.790 Data time: 0.2567, Forward time: 2.2647, Backward time: 3.1131, DDP time: 0.0037, Total iter time: 5.6643 [2020-11-08 11:30:38,224][root][INFO] - ===> Epoch[350](1049/3): Loss -0.6818, Sem 0.1097, dir -0.9616, norm 0.1702, swav 0.0000 LR: 8.091e-02 Score 96.462 Data time: 0.2155, Forward time: 2.2647, Backward time: 3.1128, DDP time: 0.0037, Total iter time: 5.4565 [2020-11-08 11:30:44,058][root][INFO] - ===> Epoch[350](1050/3): Loss -0.6814, Sem 0.0968, dir -0.9620, norm 0.1837, swav 0.0000 LR: 8.089e-02 Score 96.833 Data time: 0.1996, Forward time: 2.2646, Backward time: 3.1130, DDP time: 0.0037, Total iter time: 5.7271 [2020-11-08 11:30:49,926][root][INFO] - ===> Epoch[351](1051/3): Loss -0.6988, Sem 0.0926, dir -0.9656, norm 0.1741, swav 0.0000 LR: 8.087e-02 Score 96.984 Data time: 0.1997, Forward time: 2.2644, Backward time: 3.1133, DDP time: 0.0037, Total iter time: 5.7696 [2020-11-08 11:30:55,305][root][INFO] - ===> Epoch[351](1052/3): Loss -0.6711, Sem 0.0955, dir -0.9594, norm 0.1929, swav 0.0000 LR: 8.085e-02 Score 96.820 Data time: 0.1288, Forward time: 2.2636, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 5.2999 [2020-11-08 11:31:01,566][root][INFO] - ===> Epoch[351](1053/3): Loss -0.6773, Sem 0.0903, dir -0.9531, norm 0.1856, swav 0.0000 LR: 8.083e-02 Score 97.023 Data time: 0.2274, Forward time: 2.2635, Backward time: 3.1144, DDP time: 0.0037, Total iter time: 6.2125 [2020-11-08 11:31:06,885][root][INFO] - ===> Epoch[352](1054/3): Loss -0.7034, Sem 0.0868, dir -0.9642, norm 0.1740, swav 0.0000 LR: 8.081e-02 Score 97.091 Data time: 0.2659, Forward time: 2.2639, Backward time: 3.1136, DDP time: 0.0037, Total iter time: 5.2064 [2020-11-08 11:31:12,676][root][INFO] - ===> Epoch[352](1055/3): Loss -0.6649, Sem 0.1008, dir -0.9645, norm 0.1988, swav 0.0000 LR: 8.080e-02 Score 96.714 Data time: 0.2136, Forward time: 2.2635, Backward time: 3.1139, DDP time: 0.0037, Total iter time: 5.6751 [2020-11-08 11:31:19,887][root][INFO] - ===> Epoch[352](1056/3): Loss -0.6472, Sem 0.1008, dir -0.9563, norm 0.2083, swav 0.0000 LR: 8.078e-02 Score 96.607 Data time: 0.2099, Forward time: 2.2634, Backward time: 3.1154, DDP time: 0.0037, Total iter time: 7.1340 [2020-11-08 11:31:25,269][root][INFO] - ===> Epoch[353](1057/3): Loss -0.6655, Sem 0.0871, dir -0.9547, norm 0.2020, swav 0.0000 LR: 8.076e-02 Score 97.078 Data time: 0.2317, Forward time: 2.2632, Backward time: 3.1152, DDP time: 0.0037, Total iter time: 5.2702 [2020-11-08 11:31:30,974][root][INFO] - ===> Epoch[353](1058/3): Loss -0.6814, Sem 0.0927, dir -0.9635, norm 0.1894, swav 0.0000 LR: 8.074e-02 Score 96.982 Data time: 0.2044, Forward time: 2.2630, Backward time: 3.1153, DDP time: 0.0037, Total iter time: 5.6120 [2020-11-08 11:31:36,499][root][INFO] - ===> Epoch[353](1059/3): Loss -0.6675, Sem 0.0959, dir -0.9536, norm 0.1903, swav 0.0000 LR: 8.072e-02 Score 96.897 Data time: 0.1515, Forward time: 2.2625, Backward time: 3.1155, DDP time: 0.0037, Total iter time: 5.4261 [2020-11-08 11:31:42,578][root][INFO] - ===> Epoch[354](1060/3): Loss -0.6222, Sem 0.1093, dir -0.9520, norm 0.2205, swav 0.0000 LR: 8.070e-02 Score 96.692 Data time: 0.1819, Forward time: 2.2620, Backward time: 3.1164, DDP time: 0.0037, Total iter time: 6.0048 [2020-11-08 11:31:46,923][root][INFO] - ===> Epoch[354](1061/3): Loss -0.6610, Sem 0.1033, dir -0.9619, norm 0.1976, swav 0.0000 LR: 8.069e-02 Score 96.768 Data time: 0.2032, Forward time: 2.2620, Backward time: 3.1152, DDP time: 0.0037, Total iter time: 4.2646 [2020-11-08 11:31:51,917][root][INFO] - ===> Epoch[354](1062/3): Loss -0.6509, Sem 0.1038, dir -0.9545, norm 0.1998, swav 0.0000 LR: 8.067e-02 Score 96.594 Data time: 0.2113, Forward time: 2.2619, Backward time: 3.1145, DDP time: 0.0037, Total iter time: 4.8850 [2020-11-08 11:31:57,187][root][INFO] - ===> Epoch[355](1063/3): Loss -0.6235, Sem 0.1274, dir -0.9539, norm 0.2030, swav 0.0000 LR: 8.065e-02 Score 95.929 Data time: 0.2248, Forward time: 2.2622, Backward time: 3.1137, DDP time: 0.0037, Total iter time: 5.1719 [2020-11-08 11:32:03,788][root][INFO] - ===> Epoch[355](1064/3): Loss -0.6438, Sem 0.0940, dir -0.9564, norm 0.2185, swav 0.0000 LR: 8.063e-02 Score 96.909 Data time: 0.2480, Forward time: 2.2625, Backward time: 3.1141, DDP time: 0.0037, Total iter time: 6.4792 [2020-11-08 11:32:08,402][root][INFO] - ===> Epoch[355](1065/3): Loss -0.6605, Sem 0.0988, dir -0.9567, norm 0.1974, swav 0.0000 LR: 8.061e-02 Score 96.730 Data time: 0.2053, Forward time: 2.2626, Backward time: 3.1130, DDP time: 0.0037, Total iter time: 4.4628 [2020-11-08 11:32:13,625][root][INFO] - ===> Epoch[356](1066/3): Loss -0.6359, Sem 0.1153, dir -0.9578, norm 0.2066, swav 0.0000 LR: 8.059e-02 Score 96.263 Data time: 0.2113, Forward time: 2.2624, Backward time: 3.1127, DDP time: 0.0037, Total iter time: 5.0895 [2020-11-08 11:32:19,307][root][INFO] - ===> Epoch[356](1067/3): Loss -0.6750, Sem 0.0907, dir -0.9595, norm 0.1938, swav 0.0000 LR: 8.057e-02 Score 97.134 Data time: 0.2728, Forward time: 2.2630, Backward time: 3.1120, DDP time: 0.0037, Total iter time: 5.5841 [2020-11-08 11:32:26,187][root][INFO] - ===> Epoch[356](1068/3): Loss -0.6164, Sem 0.1179, dir -0.9528, norm 0.2186, swav 0.0000 LR: 8.056e-02 Score 96.165 Data time: 0.3342, Forward time: 2.2639, Backward time: 3.1120, DDP time: 0.0037, Total iter time: 6.7572 [2020-11-08 11:32:31,481][root][INFO] - ===> Epoch[357](1069/3): Loss -0.6582, Sem 0.1089, dir -0.9621, norm 0.1950, swav 0.0000 LR: 8.054e-02 Score 96.412 Data time: 0.2376, Forward time: 2.2643, Backward time: 3.1111, DDP time: 0.0037, Total iter time: 5.1484 [2020-11-08 11:32:36,690][root][INFO] - ===> Epoch[357](1070/3): Loss -0.6408, Sem 0.1110, dir -0.9550, norm 0.2031, swav 0.0000 LR: 8.052e-02 Score 96.498 Data time: 0.1993, Forward time: 2.2643, Backward time: 3.1107, DDP time: 0.0037, Total iter time: 5.0972 [2020-11-08 11:32:42,435][root][INFO] - ===> Epoch[357](1071/3): Loss -0.6530, Sem 0.1052, dir -0.9555, norm 0.1973, swav 0.0000 LR: 8.050e-02 Score 96.524 Data time: 0.2195, Forward time: 2.2643, Backward time: 3.1106, DDP time: 0.0037, Total iter time: 5.6463 [2020-11-08 11:32:48,370][root][INFO] - ===> Epoch[358](1072/3): Loss -0.6688, Sem 0.1063, dir -0.9636, norm 0.1885, swav 0.0000 LR: 8.048e-02 Score 96.633 Data time: 0.1266, Forward time: 2.2635, Backward time: 3.1117, DDP time: 0.0037, Total iter time: 5.8189 [2020-11-08 11:32:54,520][root][INFO] - ===> Epoch[358](1073/3): Loss -0.6733, Sem 0.1070, dir -0.9631, norm 0.1828, swav 0.0000 LR: 8.046e-02 Score 96.485 Data time: 0.1679, Forward time: 2.2632, Backward time: 3.1124, DDP time: 0.0037, Total iter time: 6.0703 [2020-11-08 11:32:59,686][root][INFO] - ===> Epoch[358](1074/3): Loss -0.6653, Sem 0.1097, dir -0.9576, norm 0.1826, swav 0.0000 LR: 8.045e-02 Score 96.387 Data time: 0.1996, Forward time: 2.2627, Backward time: 3.1123, DDP time: 0.0037, Total iter time: 5.0683 [2020-11-08 11:33:06,639][root][INFO] - ===> Epoch[359](1075/3): Loss -0.6626, Sem 0.0935, dir -0.9577, norm 0.2016, swav 0.0000 LR: 8.043e-02 Score 96.970 Data time: 0.3194, Forward time: 2.2638, Backward time: 3.1123, DDP time: 0.0037, Total iter time: 6.8933 [2020-11-08 11:33:11,589][root][INFO] - ===> Epoch[359](1076/3): Loss -0.6809, Sem 0.0950, dir -0.9618, norm 0.1860, swav 0.0000 LR: 8.041e-02 Score 96.807 Data time: 0.1523, Forward time: 2.2635, Backward time: 3.1118, DDP time: 0.0037, Total iter time: 4.8262 [2020-11-08 11:33:18,077][root][INFO] - ===> Epoch[359](1077/3): Loss -0.6644, Sem 0.1081, dir -0.9585, norm 0.1860, swav 0.0000 LR: 8.039e-02 Score 96.492 Data time: 0.1855, Forward time: 2.2632, Backward time: 3.1128, DDP time: 0.0037, Total iter time: 6.4097 [2020-11-08 11:33:24,452][root][INFO] - ===> Epoch[360](1078/3): Loss -0.6463, Sem 0.1041, dir -0.9592, norm 0.2088, swav 0.0000 LR: 8.037e-02 Score 96.619 Data time: 0.1640, Forward time: 2.2626, Backward time: 3.1139, DDP time: 0.0037, Total iter time: 6.2478 [2020-11-08 11:33:30,964][root][INFO] - ===> Epoch[360](1079/3): Loss -0.6754, Sem 0.0969, dir -0.9564, norm 0.1841, swav 0.0000 LR: 8.035e-02 Score 96.858 Data time: 0.3287, Forward time: 2.2636, Backward time: 3.1136, DDP time: 0.0037, Total iter time: 6.4200 [2020-11-08 11:33:37,246][root][INFO] - ===> Epoch[360](1080/3): Loss -0.6439, Sem 0.1094, dir -0.9599, norm 0.2065, swav 0.0000 LR: 8.034e-02 Score 96.357 Data time: 0.2396, Forward time: 2.2640, Backward time: 3.1136, DDP time: 0.0037, Total iter time: 6.1477 [2020-11-08 11:33:42,434][root][INFO] - ===> Epoch[361](1081/3): Loss -0.6418, Sem 0.1127, dir -0.9574, norm 0.2029, swav 0.0000 LR: 8.032e-02 Score 96.411 Data time: 0.2626, Forward time: 2.2644, Backward time: 3.1127, DDP time: 0.0037, Total iter time: 5.0726 [2020-11-08 11:33:48,027][root][INFO] - ===> Epoch[361](1082/3): Loss -0.6757, Sem 0.0981, dir -0.9610, norm 0.1871, swav 0.0000 LR: 8.030e-02 Score 96.783 Data time: 0.2358, Forward time: 2.2647, Backward time: 3.1121, DDP time: 0.0037, Total iter time: 5.4670 [2020-11-08 11:33:52,613][root][INFO] - ===> Epoch[361](1083/3): Loss -0.6578, Sem 0.1063, dir -0.9587, norm 0.1946, swav 0.0000 LR: 8.028e-02 Score 96.425 Data time: 0.1848, Forward time: 2.2643, Backward time: 3.1114, DDP time: 0.0037, Total iter time: 4.4559 [2020-11-08 11:33:58,307][root][INFO] - ===> Epoch[362](1084/3): Loss -0.6788, Sem 0.0956, dir -0.9626, norm 0.1881, swav 0.0000 LR: 8.026e-02 Score 96.883 Data time: 0.2104, Forward time: 2.2642, Backward time: 3.1115, DDP time: 0.0037, Total iter time: 5.5858 [2020-11-08 11:34:03,462][root][INFO] - ===> Epoch[362](1085/3): Loss -0.6776, Sem 0.1010, dir -0.9585, norm 0.1799, swav 0.0000 LR: 8.024e-02 Score 96.713 Data time: 0.2644, Forward time: 2.2645, Backward time: 3.1106, DDP time: 0.0037, Total iter time: 5.0459 [2020-11-08 11:34:08,306][root][INFO] - ===> Epoch[362](1086/3): Loss -0.6637, Sem 0.0967, dir -0.9585, norm 0.1981, swav 0.0000 LR: 8.022e-02 Score 96.806 Data time: 0.1933, Forward time: 2.2645, Backward time: 3.1099, DDP time: 0.0037, Total iter time: 4.7258 [2020-11-08 11:34:13,826][root][INFO] - ===> Epoch[363](1087/3): Loss -0.6637, Sem 0.0982, dir -0.9563, norm 0.1945, swav 0.0000 LR: 8.021e-02 Score 96.667 Data time: 0.2196, Forward time: 2.2645, Backward time: 3.1096, DDP time: 0.0037, Total iter time: 5.4094 [2020-11-08 11:34:19,249][root][INFO] - ===> Epoch[363](1088/3): Loss -0.6748, Sem 0.1104, dir -0.9648, norm 0.1796, swav 0.0000 LR: 8.019e-02 Score 96.339 Data time: 0.2274, Forward time: 2.2648, Backward time: 3.1090, DDP time: 0.0037, Total iter time: 5.3048 [2020-11-08 11:34:25,390][root][INFO] - ===> Epoch[363](1089/3): Loss -0.6347, Sem 0.1081, dir -0.9561, norm 0.2133, swav 0.0000 LR: 8.017e-02 Score 96.532 Data time: 0.2425, Forward time: 2.2651, Backward time: 3.1090, DDP time: 0.0037, Total iter time: 5.9974 [2020-11-08 11:34:31,115][root][INFO] - ===> Epoch[364](1090/3): Loss -0.6608, Sem 0.0946, dir -0.9535, norm 0.1980, swav 0.0000 LR: 8.015e-02 Score 96.861 Data time: 0.2135, Forward time: 2.2652, Backward time: 3.1088, DDP time: 0.0037, Total iter time: 5.6255 [2020-11-08 11:34:36,857][root][INFO] - ===> Epoch[364](1091/3): Loss -0.6943, Sem 0.0901, dir -0.9628, norm 0.1785, swav 0.0000 LR: 8.013e-02 Score 96.973 Data time: 0.2483, Forward time: 2.2653, Backward time: 3.1086, DDP time: 0.0037, Total iter time: 5.6273 [2020-11-08 11:34:42,631][root][INFO] - ===> Epoch[364](1092/3): Loss -0.6646, Sem 0.0989, dir -0.9602, norm 0.1967, swav 0.0000 LR: 8.011e-02 Score 96.871 Data time: 0.1330, Forward time: 2.2646, Backward time: 3.1093, DDP time: 0.0037, Total iter time: 5.6569 [2020-11-08 11:34:50,844][root][INFO] - ===> Epoch[365](1093/3): Loss -0.6642, Sem 0.0904, dir -0.9529, norm 0.1983, swav 0.0000 LR: 8.010e-02 Score 96.995 Data time: 0.1629, Forward time: 2.2642, Backward time: 3.1119, DDP time: 0.0037, Total iter time: 8.1387 [2020-11-08 11:34:55,902][root][INFO] - ===> Epoch[365](1094/3): Loss -0.6732, Sem 0.0940, dir -0.9604, norm 0.1932, swav 0.0000 LR: 8.008e-02 Score 96.929 Data time: 0.1266, Forward time: 2.2634, Backward time: 3.1120, DDP time: 0.0037, Total iter time: 4.9581 [2020-11-08 11:35:01,631][root][INFO] - ===> Epoch[365](1095/3): Loss -0.6830, Sem 0.0954, dir -0.9618, norm 0.1834, swav 0.0000 LR: 8.006e-02 Score 96.870 Data time: 0.1487, Forward time: 2.2628, Backward time: 3.1127, DDP time: 0.0037, Total iter time: 5.6634 [2020-11-08 11:35:08,271][root][INFO] - ===> Epoch[366](1096/3): Loss -0.6606, Sem 0.0990, dir -0.9549, norm 0.1952, swav 0.0000 LR: 8.004e-02 Score 96.708 Data time: 0.2377, Forward time: 2.2631, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 6.5320 [2020-11-08 11:35:13,827][root][INFO] - ===> Epoch[366](1097/3): Loss -0.6758, Sem 0.0910, dir -0.9593, norm 0.1925, swav 0.0000 LR: 8.002e-02 Score 97.059 Data time: 0.1832, Forward time: 2.2627, Backward time: 3.1134, DDP time: 0.0037, Total iter time: 5.4302 [2020-11-08 11:35:18,529][root][INFO] - ===> Epoch[366](1098/3): Loss -0.6854, Sem 0.0849, dir -0.9609, norm 0.1907, swav 0.0000 LR: 8.000e-02 Score 97.244 Data time: 0.2047, Forward time: 2.2622, Backward time: 3.1129, DDP time: 0.0037, Total iter time: 4.6075 [2020-11-08 11:35:25,359][root][INFO] - ===> Epoch[367](1099/3): Loss -0.6668, Sem 0.0902, dir -0.9570, norm 0.1999, swav 0.0000 LR: 7.998e-02 Score 97.078 Data time: 0.2588, Forward time: 2.2623, Backward time: 3.1136, DDP time: 0.0037, Total iter time: 6.7311 [2020-11-08 11:35:30,242][root][INFO] - ===> Epoch[367](1100/3): Loss -0.6660, Sem 0.1050, dir -0.9595, norm 0.1886, swav 0.0000 LR: 7.997e-02 Score 96.558 Data time: 0.1995, Forward time: 2.2624, Backward time: 3.1128, DDP time: 0.0037, Total iter time: 4.7720 [2020-11-08 11:35:36,773][root][INFO] - ===> Epoch[367](1101/3): Loss -0.7007, Sem 0.0818, dir -0.9610, norm 0.1785, swav 0.0000 LR: 7.995e-02 Score 97.266 Data time: 0.1892, Forward time: 2.2620, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 6.4252 [2020-11-08 11:35:42,273][root][INFO] - ===> Epoch[368](1102/3): Loss -0.6635, Sem 0.0975, dir -0.9552, norm 0.1941, swav 0.0000 LR: 7.993e-02 Score 96.856 Data time: 0.1860, Forward time: 2.2617, Backward time: 3.1139, DDP time: 0.0037, Total iter time: 5.4207 [2020-11-08 11:35:49,707][root][INFO] - ===> Epoch[368](1103/3): Loss -0.6794, Sem 0.0944, dir -0.9582, norm 0.1843, swav 0.0000 LR: 7.991e-02 Score 96.950 Data time: 0.1994, Forward time: 2.2616, Backward time: 3.1155, DDP time: 0.0037, Total iter time: 7.3218 [2020-11-08 11:35:55,201][root][INFO] - ===> Epoch[368](1104/3): Loss -0.6782, Sem 0.0893, dir -0.9618, norm 0.1943, swav 0.0000 LR: 7.989e-02 Score 97.051 Data time: 0.1837, Forward time: 2.2612, Backward time: 3.1156, DDP time: 0.0037, Total iter time: 5.3884 [2020-11-08 11:36:01,453][root][INFO] - ===> Epoch[369](1105/3): Loss -0.6651, Sem 0.1057, dir -0.9649, norm 0.1941, swav 0.0000 LR: 7.987e-02 Score 96.642 Data time: 0.2713, Forward time: 2.2616, Backward time: 3.1156, DDP time: 0.0037, Total iter time: 6.1461 [2020-11-08 11:36:07,210][root][INFO] - ===> Epoch[369](1106/3): Loss -0.7005, Sem 0.0817, dir -0.9607, norm 0.1785, swav 0.0000 LR: 7.986e-02 Score 97.322 Data time: 0.2072, Forward time: 2.2615, Backward time: 3.1156, DDP time: 0.0037, Total iter time: 5.6295 [2020-11-08 11:36:12,243][root][INFO] - ===> Epoch[369](1107/3): Loss -0.6410, Sem 0.1013, dir -0.9636, norm 0.2213, swav 0.0000 LR: 7.984e-02 Score 96.759 Data time: 0.1657, Forward time: 2.2611, Backward time: 3.1154, DDP time: 0.0037, Total iter time: 4.9079 [2020-11-08 11:36:17,087][root][INFO] - ===> Epoch[370](1108/3): Loss -0.6705, Sem 0.1044, dir -0.9608, norm 0.1860, swav 0.0000 LR: 7.982e-02 Score 96.453 Data time: 0.1519, Forward time: 2.2605, Backward time: 3.1152, DDP time: 0.0037, Total iter time: 4.7594 [2020-11-08 11:36:22,541][root][INFO] - ===> Epoch[370](1109/3): Loss -0.6474, Sem 0.0994, dir -0.9562, norm 0.2094, swav 0.0000 LR: 7.980e-02 Score 96.683 Data time: 0.2277, Forward time: 2.2604, Backward time: 3.1150, DDP time: 0.0037, Total iter time: 5.3759 [2020-11-08 11:36:28,197][root][INFO] - ===> Epoch[370](1110/3): Loss -0.6785, Sem 0.0975, dir -0.9609, norm 0.1849, swav 0.0000 LR: 7.978e-02 Score 96.820 Data time: 0.2799, Forward time: 2.2610, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 5.5476 [2020-11-08 11:36:33,437][root][INFO] - ===> Epoch[371](1111/3): Loss -0.6976, Sem 0.0908, dir -0.9636, norm 0.1753, swav 0.0000 LR: 7.976e-02 Score 97.030 Data time: 0.2019, Forward time: 2.2610, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 5.1029 [2020-11-08 11:36:39,001][root][INFO] - ===> Epoch[371](1112/3): Loss -0.6645, Sem 0.0990, dir -0.9642, norm 0.2007, swav 0.0000 LR: 7.974e-02 Score 96.779 Data time: 0.1453, Forward time: 2.2605, Backward time: 3.1142, DDP time: 0.0037, Total iter time: 5.4438 [2020-11-08 11:36:44,627][root][INFO] - ===> Epoch[371](1113/3): Loss -0.6778, Sem 0.1007, dir -0.9613, norm 0.1827, swav 0.0000 LR: 7.973e-02 Score 96.756 Data time: 0.1699, Forward time: 2.2597, Backward time: 3.1148, DDP time: 0.0037, Total iter time: 5.5376 [2020-11-08 11:36:51,268][root][INFO] - ===> Epoch[372](1114/3): Loss -0.6678, Sem 0.0975, dir -0.9614, norm 0.1960, swav 0.0000 LR: 7.971e-02 Score 96.742 Data time: 0.1956, Forward time: 2.2595, Backward time: 3.1157, DDP time: 0.0037, Total iter time: 6.5499 [2020-11-08 11:36:56,624][root][INFO] - ===> Epoch[372](1115/3): Loss -0.6815, Sem 0.0898, dir -0.9580, norm 0.1867, swav 0.0000 LR: 7.969e-02 Score 97.117 Data time: 0.2324, Forward time: 2.2596, Backward time: 3.1152, DDP time: 0.0037, Total iter time: 5.2289 [2020-11-08 11:37:02,777][root][INFO] - ===> Epoch[372](1116/3): Loss -0.6596, Sem 0.0941, dir -0.9575, norm 0.2038, swav 0.0000 LR: 7.967e-02 Score 96.925 Data time: 0.2587, Forward time: 2.2600, Backward time: 3.1150, DDP time: 0.0037, Total iter time: 6.0303 [2020-11-08 11:37:07,819][root][INFO] - ===> Epoch[373](1117/3): Loss -0.7089, Sem 0.0912, dir -0.9634, norm 0.1633, swav 0.0000 LR: 7.965e-02 Score 96.971 Data time: 0.2395, Forward time: 2.2603, Backward time: 3.1140, DDP time: 0.0037, Total iter time: 4.9134 [2020-11-08 11:37:13,732][root][INFO] - ===> Epoch[373](1118/3): Loss -0.6696, Sem 0.0924, dir -0.9563, norm 0.1943, swav 0.0000 LR: 7.963e-02 Score 96.961 Data time: 0.1895, Forward time: 2.2601, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 5.8035 [2020-11-08 11:37:18,592][root][INFO] - ===> Epoch[373](1119/3): Loss -0.6479, Sem 0.0964, dir -0.9557, norm 0.2113, swav 0.0000 LR: 7.962e-02 Score 96.772 Data time: 0.2304, Forward time: 2.2600, Backward time: 3.1136, DDP time: 0.0037, Total iter time: 4.7337 [2020-11-08 11:37:24,931][root][INFO] - ===> Epoch[374](1120/3): Loss -0.6812, Sem 0.0945, dir -0.9645, norm 0.1887, swav 0.0000 LR: 7.960e-02 Score 96.851 Data time: 0.3027, Forward time: 2.2609, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 6.2172 [2020-11-08 11:37:31,516][root][INFO] - ===> Epoch[374](1121/3): Loss -0.6638, Sem 0.0947, dir -0.9561, norm 0.1976, swav 0.0000 LR: 7.958e-02 Score 96.899 Data time: 0.1800, Forward time: 2.2606, Backward time: 3.1141, DDP time: 0.0037, Total iter time: 6.4599 [2020-11-08 11:37:37,268][root][INFO] - ===> Epoch[374](1122/3): Loss -0.6530, Sem 0.0874, dir -0.9549, norm 0.2146, swav 0.0000 LR: 7.956e-02 Score 97.036 Data time: 0.2591, Forward time: 2.2609, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 5.6417 [2020-11-08 11:37:42,516][root][INFO] - ===> Epoch[375](1123/3): Loss -0.6747, Sem 0.0946, dir -0.9605, norm 0.1911, swav 0.0000 LR: 7.954e-02 Score 96.920 Data time: 0.2138, Forward time: 2.2609, Backward time: 3.1134, DDP time: 0.0037, Total iter time: 5.1320 [2020-11-08 11:37:47,407][root][INFO] - ===> Epoch[375](1124/3): Loss -0.7175, Sem 0.0789, dir -0.9676, norm 0.1712, swav 0.0000 LR: 7.952e-02 Score 97.380 Data time: 0.1924, Forward time: 2.2606, Backward time: 3.1129, DDP time: 0.0037, Total iter time: 4.7808 [2020-11-08 11:37:52,475][root][INFO] - ===> Epoch[375](1125/3): Loss -0.6494, Sem 0.0941, dir -0.9506, norm 0.2070, swav 0.0000 LR: 7.950e-02 Score 96.903 Data time: 0.2419, Forward time: 2.2608, Backward time: 3.1121, DDP time: 0.0037, Total iter time: 4.9846 [2020-11-08 11:37:57,876][root][INFO] - ===> Epoch[376](1126/3): Loss -0.6719, Sem 0.0814, dir -0.9537, norm 0.2003, swav 0.0000 LR: 7.949e-02 Score 97.303 Data time: 0.2209, Forward time: 2.2609, Backward time: 3.1117, DDP time: 0.0037, Total iter time: 5.2854 [2020-11-08 11:38:03,519][root][INFO] - ===> Epoch[376](1127/3): Loss -0.6746, Sem 0.0958, dir -0.9604, norm 0.1899, swav 0.0000 LR: 7.947e-02 Score 96.826 Data time: 0.1854, Forward time: 2.2607, Backward time: 3.1118, DDP time: 0.0037, Total iter time: 5.5099 [2020-11-08 11:38:08,716][root][INFO] - ===> Epoch[376](1128/3): Loss -0.6709, Sem 0.0935, dir -0.9602, norm 0.1957, swav 0.0000 LR: 7.945e-02 Score 96.975 Data time: 0.1645, Forward time: 2.2602, Backward time: 3.1117, DDP time: 0.0037, Total iter time: 5.0947 [2020-11-08 11:38:14,776][root][INFO] - ===> Epoch[377](1129/3): Loss -0.6814, Sem 0.0848, dir -0.9584, norm 0.1922, swav 0.0000 LR: 7.943e-02 Score 97.178 Data time: 0.2089, Forward time: 2.2602, Backward time: 3.1121, DDP time: 0.0037, Total iter time: 5.9372 [2020-11-08 11:38:19,902][root][INFO] - ===> Epoch[377](1130/3): Loss -0.6772, Sem 0.0969, dir -0.9593, norm 0.1852, swav 0.0000 LR: 7.941e-02 Score 96.760 Data time: 0.1688, Forward time: 2.2597, Backward time: 3.1119, DDP time: 0.0037, Total iter time: 5.0047 [2020-11-08 11:38:26,254][root][INFO] - ===> Epoch[377](1131/3): Loss -0.6764, Sem 0.0958, dir -0.9639, norm 0.1917, swav 0.0000 LR: 7.939e-02 Score 96.868 Data time: 0.2151, Forward time: 2.2598, Backward time: 3.1124, DDP time: 0.0037, Total iter time: 6.2652 [2020-11-08 11:38:32,526][root][INFO] - ===> Epoch[378](1132/3): Loss -0.6986, Sem 0.0809, dir -0.9615, norm 0.1821, swav 0.0000 LR: 7.938e-02 Score 97.308 Data time: 0.1584, Forward time: 2.2595, Backward time: 3.1131, DDP time: 0.0037, Total iter time: 6.1606 [2020-11-08 11:38:37,294][root][INFO] - ===> Epoch[378](1133/3): Loss -0.6907, Sem 0.0905, dir -0.9641, norm 0.1828, swav 0.0000 LR: 7.936e-02 Score 96.987 Data time: 0.1568, Forward time: 2.2589, Backward time: 3.1128, DDP time: 0.0037, Total iter time: 4.6574 [2020-11-08 11:38:42,800][root][INFO] - ===> Epoch[378](1134/3): Loss -0.6911, Sem 0.0914, dir -0.9636, norm 0.1810, swav 0.0000 LR: 7.934e-02 Score 96.987 Data time: 0.1914, Forward time: 2.2586, Backward time: 3.1130, DDP time: 0.0037, Total iter time: 5.4338 [2020-11-08 11:38:48,332][root][INFO] - ===> Epoch[379](1135/3): Loss -0.6856, Sem 0.0927, dir -0.9597, norm 0.1814, swav 0.0000 LR: 7.932e-02 Score 96.974 Data time: 0.2424, Forward time: 2.2587, Backward time: 3.1126, DDP time: 0.0037, Total iter time: 5.4287 [2020-11-08 11:38:54,169][root][INFO] - ===> Epoch[379](1136/3): Loss -0.6950, Sem 0.0880, dir -0.9621, norm 0.1791, swav 0.0000 LR: 7.930e-02 Score 97.161 Data time: 0.2367, Forward time: 2.2585, Backward time: 3.1127, DDP time: 0.0037, Total iter time: 5.7043 [2020-11-08 11:38:59,854][root][INFO] - ===> Epoch[379](1137/3): Loss -0.6992, Sem 0.0902, dir -0.9637, norm 0.1744, swav 0.0000 LR: 7.928e-02 Score 96.949 Data time: 0.1876, Forward time: 2.2582, Backward time: 3.1129, DDP time: 0.0037, Total iter time: 5.5863 [2020-11-08 11:39:05,551][root][INFO] - ===> Epoch[380](1138/3): Loss -0.6836, Sem 0.0830, dir -0.9611, norm 0.1946, swav 0.0000 LR: 7.926e-02 Score 97.292 Data time: 0.2612, Forward time: 2.2583, Backward time: 3.1127, DDP time: 0.0037, Total iter time: 5.6050 [2020-11-08 11:39:10,960][root][INFO] - ===> Epoch[380](1139/3): Loss -0.6985, Sem 0.0896, dir -0.9636, norm 0.1755, swav 0.0000 LR: 7.925e-02 Score 96.967 Data time: 0.2680, Forward time: 2.2588, Backward time: 3.1119, DDP time: 0.0037, Total iter time: 5.2818 [2020-11-08 11:39:17,219][root][INFO] - ===> Epoch[380](1140/3): Loss -0.6741, Sem 0.1001, dir -0.9632, norm 0.1890, swav 0.0000 LR: 7.923e-02 Score 96.776 Data time: 0.1337, Forward time: 2.2581, Backward time: 3.1130, DDP time: 0.0037, Total iter time: 6.1318 [2020-11-08 11:39:22,722][root][INFO] - ===> Epoch[381](1141/3): Loss -0.6950, Sem 0.0985, dir -0.9603, norm 0.1668, swav 0.0000 LR: 7.921e-02 Score 96.901 Data time: 0.2574, Forward time: 2.2586, Backward time: 3.1123, DDP time: 0.0037, Total iter time: 5.3969 [2020-11-08 11:39:28,149][root][INFO] - ===> Epoch[381](1142/3): Loss -0.6728, Sem 0.0970, dir -0.9638, norm 0.1940, swav 0.0000 LR: 7.919e-02 Score 96.863 Data time: 0.2465, Forward time: 2.2583, Backward time: 3.1122, DDP time: 0.0037, Total iter time: 5.3058 [2020-11-08 11:39:34,442][root][INFO] - ===> Epoch[381](1143/3): Loss -0.6747, Sem 0.1028, dir -0.9639, norm 0.1864, swav 0.0000 LR: 7.917e-02 Score 96.601 Data time: 0.2894, Forward time: 2.2592, Backward time: 3.1118, DDP time: 0.0037, Total iter time: 6.2043 [2020-11-08 11:39:41,217][root][INFO] - ===> Epoch[382](1144/3): Loss -0.6749, Sem 0.0993, dir -0.9594, norm 0.1851, swav 0.0000 LR: 7.915e-02 Score 96.780 Data time: 0.2034, Forward time: 2.2593, Backward time: 3.1126, DDP time: 0.0037, Total iter time: 6.6526 [2020-11-08 11:39:47,507][root][INFO] - ===> Epoch[382](1145/3): Loss -0.7069, Sem 0.0840, dir -0.9649, norm 0.1740, swav 0.0000 LR: 7.914e-02 Score 97.246 Data time: 0.2302, Forward time: 2.2592, Backward time: 3.1131, DDP time: 0.0037, Total iter time: 6.2036 [2020-11-08 11:39:52,061][root][INFO] - ===> Epoch[382](1146/3): Loss -0.6677, Sem 0.0990, dir -0.9573, norm 0.1906, swav 0.0000 LR: 7.912e-02 Score 96.710 Data time: 0.2416, Forward time: 2.2593, Backward time: 3.1119, DDP time: 0.0037, Total iter time: 4.4313 [2020-11-08 11:39:57,876][root][INFO] - ===> Epoch[383](1147/3): Loss -0.6596, Sem 0.1113, dir -0.9615, norm 0.1906, swav 0.0000 LR: 7.910e-02 Score 96.467 Data time: 0.2788, Forward time: 2.2599, Backward time: 3.1114, DDP time: 0.0037, Total iter time: 5.7059 [2020-11-08 11:40:03,054][root][INFO] - ===> Epoch[383](1148/3): Loss -0.6931, Sem 0.0982, dir -0.9638, norm 0.1725, swav 0.0000 LR: 7.908e-02 Score 96.738 Data time: 0.1771, Forward time: 2.2596, Backward time: 3.1111, DDP time: 0.0037, Total iter time: 5.0371 [2020-11-08 11:40:08,961][root][INFO] - ===> Epoch[383](1149/3): Loss -0.6800, Sem 0.1013, dir -0.9673, norm 0.1860, swav 0.0000 LR: 7.906e-02 Score 96.912 Data time: 0.2166, Forward time: 2.2593, Backward time: 3.1115, DDP time: 0.0037, Total iter time: 5.8123 [2020-11-08 11:40:15,349][root][INFO] - ===> Epoch[384](1150/3): Loss -0.6401, Sem 0.1090, dir -0.9556, norm 0.2065, swav 0.0000 LR: 7.904e-02 Score 96.434 Data time: 0.2500, Forward time: 2.2595, Backward time: 3.1119, DDP time: 0.0037, Total iter time: 6.2872 [2020-11-08 11:40:21,130][root][INFO] - ===> Epoch[384](1151/3): Loss -0.6653, Sem 0.0861, dir -0.9554, norm 0.2039, swav 0.0000 LR: 7.902e-02 Score 97.086 Data time: 0.2661, Forward time: 2.2600, Backward time: 3.1113, DDP time: 0.0037, Total iter time: 5.6629 [2020-11-08 11:40:27,025][root][INFO] - ===> Epoch[384](1152/3): Loss -0.6679, Sem 0.1199, dir -0.9638, norm 0.1760, swav 0.0000 LR: 7.901e-02 Score 95.968 Data time: 0.1214, Forward time: 2.2593, Backward time: 3.1122, DDP time: 0.0037, Total iter time: 5.7651 [2020-11-08 11:40:33,691][root][INFO] - ===> Epoch[385](1153/3): Loss -0.6374, Sem 0.1095, dir -0.9570, norm 0.2101, swav 0.0000 LR: 7.899e-02 Score 96.460 Data time: 0.1913, Forward time: 2.2590, Backward time: 3.1133, DDP time: 0.0037, Total iter time: 6.5941 [2020-11-08 11:40:38,815][root][INFO] - ===> Epoch[385](1154/3): Loss -0.6628, Sem 0.1169, dir -0.9604, norm 0.1806, swav 0.0000 LR: 7.897e-02 Score 96.288 Data time: 0.2841, Forward time: 2.2592, Backward time: 3.1125, DDP time: 0.0037, Total iter time: 5.0337 [2020-11-08 11:40:44,384][root][INFO] - ===> Epoch[385](1155/3): Loss -0.6404, Sem 0.1160, dir -0.9586, norm 0.2022, swav 0.0000 LR: 7.895e-02 Score 96.363 Data time: 0.2059, Forward time: 2.2591, Backward time: 3.1125, DDP time: 0.0037, Total iter time: 5.4482 [2020-11-08 11:40:50,604][root][INFO] - ===> Epoch[386](1156/3): Loss -0.6694, Sem 0.1098, dir -0.9603, norm 0.1810, swav 0.0000 LR: 7.893e-02 Score 96.424 Data time: 0.2602, Forward time: 2.2596, Backward time: 3.1124, DDP time: 0.0037, Total iter time: 6.1074 [2020-11-08 11:40:55,885][root][INFO] - ===> Epoch[386](1157/3): Loss -0.6385, Sem 0.1105, dir -0.9592, norm 0.2102, swav 0.0000 LR: 7.891e-02 Score 96.435 Data time: 0.1990, Forward time: 2.2593, Backward time: 3.1122, DDP time: 0.0037, Total iter time: 5.1452 [2020-11-08 11:41:01,534][root][INFO] - ===> Epoch[386](1158/3): Loss -0.6345, Sem 0.1118, dir -0.9562, norm 0.2099, swav 0.0000 LR: 7.890e-02 Score 96.511 Data time: 0.2351, Forward time: 2.2595, Backward time: 3.1120, DDP time: 0.0037, Total iter time: 5.5663 [2020-11-08 11:41:08,195][root][INFO] - ===> Epoch[387](1159/3): Loss -0.6720, Sem 0.1000, dir -0.9597, norm 0.1877, swav 0.0000 LR: 7.888e-02 Score 96.686 Data time: 0.2726, Forward time: 2.2596, Backward time: 3.1125, DDP time: 0.0037, Total iter time: 6.5195 [2020-11-08 11:41:13,572][root][INFO] - ===> Epoch[387](1160/3): Loss -0.6723, Sem 0.0993, dir -0.9597, norm 0.1881, swav 0.0000 LR: 7.886e-02 Score 96.745 Data time: 0.2364, Forward time: 2.2599, Backward time: 3.1118, DDP time: 0.0037, Total iter time: 5.2372 [2020-11-08 11:41:19,343][root][INFO] - ===> Epoch[387](1161/3): Loss -0.6476, Sem 0.1060, dir -0.9565, norm 0.2028, swav 0.0000 LR: 7.884e-02 Score 96.568 Data time: 0.2037, Forward time: 2.2594, Backward time: 3.1122, DDP time: 0.0037, Total iter time: 5.6444 [2020-11-08 11:41:24,762][root][INFO] - ===> Epoch[388](1162/3): Loss -0.6677, Sem 0.1019, dir -0.9618, norm 0.1922, swav 0.0000 LR: 7.882e-02 Score 96.744 Data time: 0.1902, Forward time: 2.2592, Backward time: 3.1122, DDP time: 0.0037, Total iter time: 5.3449 [2020-11-08 11:41:30,482][root][INFO] - ===> Epoch[388](1163/3): Loss -0.6558, Sem 0.1143, dir -0.9629, norm 0.1927, swav 0.0000 LR: 7.880e-02 Score 96.297 Data time: 0.1911, Forward time: 2.2589, Backward time: 3.1125, DDP time: 0.0037, Total iter time: 5.6016 [2020-11-08 11:41:36,138][root][INFO] - ===> Epoch[388](1164/3): Loss -0.6554, Sem 0.0967, dir -0.9560, norm 0.2039, swav 0.0000 LR: 7.878e-02 Score 96.798 Data time: 0.2898, Forward time: 2.2594, Backward time: 3.1118, DDP time: 0.0037, Total iter time: 5.5400 [2020-11-08 11:41:41,410][root][INFO] - ===> Epoch[389](1165/3): Loss -0.6800, Sem 0.0866, dir -0.9599, norm 0.1934, swav 0.0000 LR: 7.877e-02 Score 97.126 Data time: 0.2265, Forward time: 2.2595, Backward time: 3.1113, DDP time: 0.0037, Total iter time: 5.1387 [2020-11-08 11:41:46,433][root][INFO] - ===> Epoch[389](1166/3): Loss -0.6891, Sem 0.0910, dir -0.9585, norm 0.1784, swav 0.0000 LR: 7.875e-02 Score 97.053 Data time: 0.2620, Forward time: 2.2598, Backward time: 3.1103, DDP time: 0.0037, Total iter time: 4.9059 [2020-11-08 11:41:52,554][root][INFO] - ===> Epoch[389](1167/3): Loss -0.6483, Sem 0.1056, dir -0.9627, norm 0.2087, swav 0.0000 LR: 7.873e-02 Score 96.642 Data time: 0.2955, Forward time: 2.2606, Backward time: 3.1099, DDP time: 0.0037, Total iter time: 5.9942 [2020-11-08 11:41:57,924][root][INFO] - ===> Epoch[390](1168/3): Loss -0.6631, Sem 0.0968, dir -0.9563, norm 0.1964, swav 0.0000 LR: 7.871e-02 Score 96.853 Data time: 0.2098, Forward time: 2.2607, Backward time: 3.1094, DDP time: 0.0037, Total iter time: 5.2282 [2020-11-08 11:42:03,737][root][INFO] - ===> Epoch[390](1169/3): Loss -0.6617, Sem 0.1039, dir -0.9629, norm 0.1973, swav 0.0000 LR: 7.869e-02 Score 96.556 Data time: 0.1969, Forward time: 2.2604, Backward time: 3.1097, DDP time: 0.0037, Total iter time: 5.7086 [2020-11-08 11:42:10,107][root][INFO] - ===> Epoch[390](1170/3): Loss -0.6687, Sem 0.0907, dir -0.9575, norm 0.1980, swav 0.0000 LR: 7.867e-02 Score 97.081 Data time: 0.3186, Forward time: 2.2612, Backward time: 3.1094, DDP time: 0.0037, Total iter time: 6.2407 [2020-11-08 11:42:15,505][root][INFO] - ===> Epoch[391](1171/3): Loss -0.6426, Sem 0.1041, dir -0.9525, norm 0.2057, swav 0.0000 LR: 7.866e-02 Score 96.804 Data time: 0.2303, Forward time: 2.2614, Backward time: 3.1089, DDP time: 0.0037, Total iter time: 5.2840 [2020-11-08 11:42:21,821][root][INFO] - ===> Epoch[391](1172/3): Loss -0.6679, Sem 0.0915, dir -0.9558, norm 0.1964, swav 0.0000 LR: 7.864e-02 Score 97.042 Data time: 0.2705, Forward time: 2.2618, Backward time: 3.1089, DDP time: 0.0037, Total iter time: 6.1853 [2020-11-08 11:42:27,782][root][INFO] - ===> Epoch[391](1173/3): Loss -0.6625, Sem 0.1025, dir -0.9585, norm 0.1935, swav 0.0000 LR: 7.862e-02 Score 96.713 Data time: 0.3043, Forward time: 2.2624, Backward time: 3.1084, DDP time: 0.0037, Total iter time: 5.8417 [2020-11-08 11:42:34,323][root][INFO] - ===> Epoch[392](1174/3): Loss -0.6733, Sem 0.0884, dir -0.9546, norm 0.1929, swav 0.0000 LR: 7.860e-02 Score 97.121 Data time: 0.1858, Forward time: 2.2622, Backward time: 3.1092, DDP time: 0.0037, Total iter time: 6.4265 [2020-11-08 11:42:40,061][root][INFO] - ===> Epoch[392](1175/3): Loss -0.6567, Sem 0.1023, dir -0.9618, norm 0.2028, swav 0.0000 LR: 7.858e-02 Score 96.565 Data time: 0.2286, Forward time: 2.2625, Backward time: 3.1089, DDP time: 0.0037, Total iter time: 5.6205 [2020-11-08 11:42:46,302][root][INFO] - ===> Epoch[392](1176/3): Loss -0.6746, Sem 0.0940, dir -0.9595, norm 0.1909, swav 0.0000 LR: 7.856e-02 Score 96.906 Data time: 0.1442, Forward time: 2.2619, Backward time: 3.1098, DDP time: 0.0037, Total iter time: 6.1280 [2020-11-08 11:42:52,393][root][INFO] - ===> Epoch[393](1177/3): Loss -0.6419, Sem 0.1134, dir -0.9590, norm 0.2037, swav 0.0000 LR: 7.854e-02 Score 96.376 Data time: 0.1998, Forward time: 2.2617, Backward time: 3.1103, DDP time: 0.0037, Total iter time: 5.9934 [2020-11-08 11:42:59,364][root][INFO] - ===> Epoch[393](1178/3): Loss -0.6589, Sem 0.1032, dir -0.9574, norm 0.1953, swav 0.0000 LR: 7.853e-02 Score 96.575 Data time: 0.2266, Forward time: 2.2617, Backward time: 3.1112, DDP time: 0.0037, Total iter time: 6.8636 [2020-11-08 11:43:04,697][root][INFO] - ===> Epoch[393](1179/3): Loss -0.6826, Sem 0.0939, dir -0.9626, norm 0.1861, swav 0.0000 LR: 7.851e-02 Score 96.937 Data time: 0.2379, Forward time: 2.2620, Backward time: 3.1106, DDP time: 0.0037, Total iter time: 5.2220 [2020-11-08 11:43:09,654][root][INFO] - ===> Epoch[394](1180/3): Loss -0.6613, Sem 0.0945, dir -0.9569, norm 0.2012, swav 0.0000 LR: 7.849e-02 Score 96.831 Data time: 0.2480, Forward time: 2.2622, Backward time: 3.1097, DDP time: 0.0037, Total iter time: 4.8255 [2020-11-08 11:43:16,047][root][INFO] - ===> Epoch[394](1181/3): Loss -0.6744, Sem 0.0923, dir -0.9622, norm 0.1955, swav 0.0000 LR: 7.847e-02 Score 97.037 Data time: 0.1535, Forward time: 2.2617, Backward time: 3.1106, DDP time: 0.0037, Total iter time: 6.2783 [2020-11-08 11:43:22,599][root][INFO] - ===> Epoch[394](1182/3): Loss -0.6689, Sem 0.1058, dir -0.9584, norm 0.1838, swav 0.0000 LR: 7.845e-02 Score 96.403 Data time: 0.1533, Forward time: 2.2611, Backward time: 3.1119, DDP time: 0.0037, Total iter time: 6.4533 [2020-11-08 11:43:28,001][root][INFO] - ===> Epoch[395](1183/3): Loss -0.6671, Sem 0.0963, dir -0.9628, norm 0.1994, swav 0.0000 LR: 7.843e-02 Score 96.801 Data time: 0.2106, Forward time: 2.2611, Backward time: 3.1116, DDP time: 0.0037, Total iter time: 5.2998 [2020-11-08 11:43:34,512][root][INFO] - ===> Epoch[395](1184/3): Loss -0.6679, Sem 0.0999, dir -0.9594, norm 0.1915, swav 0.0000 LR: 7.841e-02 Score 96.689 Data time: 0.1965, Forward time: 2.2609, Backward time: 3.1124, DDP time: 0.0037, Total iter time: 6.3671 [2020-11-08 11:43:39,812][root][INFO] - ===> Epoch[395](1185/3): Loss -0.6970, Sem 0.0888, dir -0.9641, norm 0.1783, swav 0.0000 LR: 7.840e-02 Score 97.003 Data time: 0.1914, Forward time: 2.2607, Backward time: 3.1122, DDP time: 0.0037, Total iter time: 5.1899 [2020-11-08 11:43:45,519][root][INFO] - ===> Epoch[396](1186/3): Loss -0.6629, Sem 0.0945, dir -0.9558, norm 0.1984, swav 0.0000 LR: 7.838e-02 Score 96.951 Data time: 0.1680, Forward time: 2.2603, Backward time: 3.1126, DDP time: 0.0037, Total iter time: 5.5791 [2020-11-08 11:43:51,981][root][INFO] - ===> Epoch[396](1187/3): Loss -0.6861, Sem 0.0967, dir -0.9612, norm 0.1783, swav 0.0000 LR: 7.836e-02 Score 96.833 Data time: 0.1336, Forward time: 2.2596, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 6.3701 [2020-11-08 11:43:57,206][root][INFO] - ===> Epoch[396](1188/3): Loss -0.7244, Sem 0.0765, dir -0.9677, norm 0.1667, swav 0.0000 LR: 7.834e-02 Score 97.439 Data time: 0.1687, Forward time: 2.2593, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 5.1390 [2020-11-08 11:44:02,104][root][INFO] - ===> Epoch[397](1189/3): Loss -0.6948, Sem 0.0867, dir -0.9607, norm 0.1792, swav 0.0000 LR: 7.832e-02 Score 97.149 Data time: 0.1932, Forward time: 2.2589, Backward time: 3.1134, DDP time: 0.0037, Total iter time: 4.7653 [2020-11-08 11:44:08,626][root][INFO] - ===> Epoch[397](1190/3): Loss -0.6793, Sem 0.1017, dir -0.9638, norm 0.1828, swav 0.0000 LR: 7.830e-02 Score 96.664 Data time: 0.1713, Forward time: 2.2586, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 6.4220 [2020-11-08 11:44:14,142][root][INFO] - ===> Epoch[397](1191/3): Loss -0.6966, Sem 0.0963, dir -0.9672, norm 0.1744, swav 0.0000 LR: 7.829e-02 Score 96.896 Data time: 0.1371, Forward time: 2.2579, Backward time: 3.1148, DDP time: 0.0037, Total iter time: 5.4186 [2020-11-08 11:44:19,612][root][INFO] - ===> Epoch[398](1192/3): Loss -0.7034, Sem 0.0826, dir -0.9611, norm 0.1751, swav 0.0000 LR: 7.827e-02 Score 97.252 Data time: 0.1414, Forward time: 2.2572, Backward time: 3.1153, DDP time: 0.0037, Total iter time: 5.3964 [2020-11-08 11:44:26,629][root][INFO] - ===> Epoch[398](1193/3): Loss -0.6805, Sem 0.0870, dir -0.9610, norm 0.1936, swav 0.0000 LR: 7.825e-02 Score 97.165 Data time: 0.2468, Forward time: 2.2576, Backward time: 3.1159, DDP time: 0.0037, Total iter time: 6.9626 [2020-11-08 11:44:33,074][root][INFO] - ===> Epoch[398](1194/3): Loss -0.6845, Sem 0.0918, dir -0.9620, norm 0.1857, swav 0.0000 LR: 7.823e-02 Score 96.872 Data time: 0.1355, Forward time: 2.2570, Backward time: 3.1171, DDP time: 0.0037, Total iter time: 6.3171 [2020-11-08 11:44:39,311][root][INFO] - ===> Epoch[399](1195/3): Loss -0.6827, Sem 0.0899, dir -0.9591, norm 0.1866, swav 0.0000 LR: 7.821e-02 Score 97.055 Data time: 0.2046, Forward time: 2.2567, Backward time: 3.1177, DDP time: 0.0037, Total iter time: 6.1581 [2020-11-08 11:44:45,774][root][INFO] - ===> Epoch[399](1196/3): Loss -0.6559, Sem 0.0998, dir -0.9591, norm 0.2034, swav 0.0000 LR: 7.819e-02 Score 96.705 Data time: 0.3107, Forward time: 2.2573, Backward time: 3.1176, DDP time: 0.0037, Total iter time: 6.3597 [2020-11-08 11:44:52,324][root][INFO] - ===> Epoch[399](1197/3): Loss -0.7001, Sem 0.0856, dir -0.9657, norm 0.1800, swav 0.0000 LR: 7.817e-02 Score 97.255 Data time: 0.1710, Forward time: 2.2572, Backward time: 3.1184, DDP time: 0.0037, Total iter time: 6.4205 [2020-11-08 11:44:57,715][root][INFO] - ===> Epoch[400](1198/3): Loss -0.6501, Sem 0.1049, dir -0.9573, norm 0.2023, swav 0.0000 LR: 7.816e-02 Score 96.581 Data time: 0.1912, Forward time: 2.2568, Backward time: 3.1184, DDP time: 0.0037, Total iter time: 5.2763 [2020-11-08 11:45:03,843][root][INFO] - ===> Epoch[400](1199/3): Loss -0.6882, Sem 0.0868, dir -0.9584, norm 0.1834, swav 0.0000 LR: 7.814e-02 Score 97.213 Data time: 0.2457, Forward time: 2.2570, Backward time: 3.1184, DDP time: 0.0037, Total iter time: 6.0391 [2020-11-08 11:45:09,738][root][INFO] - ===> Epoch[400](1200/3): Loss -0.6723, Sem 0.0921, dir -0.9611, norm 0.1967, swav 0.0000 LR: 7.812e-02 Score 96.944 Data time: 0.2698, Forward time: 2.2576, Backward time: 3.1179, DDP time: 0.0037, Total iter time: 5.7657 [2020-11-08 11:45:15,957][root][INFO] - ===> Epoch[401](1201/3): Loss -0.6452, Sem 0.1042, dir -0.9548, norm 0.2054, swav 0.0000 LR: 7.810e-02 Score 96.596 Data time: 0.1736, Forward time: 2.2575, Backward time: 3.1183, DDP time: 0.0037, Total iter time: 6.0891 [2020-11-08 11:45:21,407][root][INFO] - ===> Epoch[401](1202/3): Loss -0.6908, Sem 0.0793, dir -0.9564, norm 0.1863, swav 0.0000 LR: 7.808e-02 Score 97.367 Data time: 0.2164, Forward time: 2.2571, Backward time: 3.1185, DDP time: 0.0037, Total iter time: 5.3380 [2020-11-08 11:45:27,035][root][INFO] - ===> Epoch[401](1203/3): Loss -0.6817, Sem 0.1001, dir -0.9643, norm 0.1826, swav 0.0000 LR: 7.806e-02 Score 96.720 Data time: 0.2520, Forward time: 2.2576, Backward time: 3.1179, DDP time: 0.0037, Total iter time: 5.5467 [2020-11-08 11:45:33,243][root][INFO] - ===> Epoch[402](1204/3): Loss -0.6683, Sem 0.0939, dir -0.9591, norm 0.1969, swav 0.0000 LR: 7.805e-02 Score 96.855 Data time: 0.2196, Forward time: 2.2578, Backward time: 3.1180, DDP time: 0.0037, Total iter time: 6.0824 [2020-11-08 11:45:37,880][root][INFO] - ===> Epoch[402](1205/3): Loss -0.6742, Sem 0.0904, dir -0.9576, norm 0.1930, swav 0.0000 LR: 7.803e-02 Score 97.061 Data time: 0.1898, Forward time: 2.2574, Backward time: 3.1175, DDP time: 0.0037, Total iter time: 4.4945 [2020-11-08 11:45:43,139][root][INFO] - ===> Epoch[402](1206/3): Loss -0.7047, Sem 0.0813, dir -0.9635, norm 0.1775, swav 0.0000 LR: 7.801e-02 Score 97.339 Data time: 0.1925, Forward time: 2.2572, Backward time: 3.1173, DDP time: 0.0037, Total iter time: 5.1615 [2020-11-08 11:45:49,610][root][INFO] - ===> Epoch[403](1207/3): Loss -0.7104, Sem 0.0824, dir -0.9621, norm 0.1694, swav 0.0000 LR: 7.799e-02 Score 97.301 Data time: 0.1365, Forward time: 2.2563, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 6.3775 [2020-11-08 11:45:56,165][root][INFO] - ===> Epoch[403](1208/3): Loss -0.6684, Sem 0.1009, dir -0.9595, norm 0.1902, swav 0.0000 LR: 7.797e-02 Score 96.622 Data time: 0.2540, Forward time: 2.2567, Backward time: 3.1191, DDP time: 0.0037, Total iter time: 6.4771 [2020-11-08 11:46:01,736][root][INFO] - ===> Epoch[403](1209/3): Loss -0.6699, Sem 0.0939, dir -0.9627, norm 0.1990, swav 0.0000 LR: 7.795e-02 Score 96.858 Data time: 0.2301, Forward time: 2.2569, Backward time: 3.1188, DDP time: 0.0037, Total iter time: 5.4576 [2020-11-08 11:46:07,078][root][INFO] - ===> Epoch[404](1210/3): Loss -0.6903, Sem 0.0885, dir -0.9618, norm 0.1830, swav 0.0000 LR: 7.793e-02 Score 97.134 Data time: 0.2080, Forward time: 2.2568, Backward time: 3.1185, DDP time: 0.0037, Total iter time: 5.2286 [2020-11-08 11:46:11,347][root][INFO] - ===> Epoch[404](1211/3): Loss -0.6970, Sem 0.0841, dir -0.9663, norm 0.1853, swav 0.0000 LR: 7.792e-02 Score 97.278 Data time: 0.2141, Forward time: 2.2568, Backward time: 3.1174, DDP time: 0.0037, Total iter time: 4.1634 [2020-11-08 11:46:16,842][root][INFO] - ===> Epoch[404](1212/3): Loss -0.6741, Sem 0.0962, dir -0.9607, norm 0.1904, swav 0.0000 LR: 7.790e-02 Score 96.835 Data time: 0.2104, Forward time: 2.2568, Backward time: 3.1171, DDP time: 0.0037, Total iter time: 5.3913 [2020-11-08 11:46:24,280][root][INFO] - ===> Epoch[405](1213/3): Loss -0.6984, Sem 0.0819, dir -0.9607, norm 0.1803, swav 0.0000 LR: 7.788e-02 Score 97.391 Data time: 0.1865, Forward time: 2.2567, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 7.3106 [2020-11-08 11:46:29,187][root][INFO] - ===> Epoch[405](1214/3): Loss -0.7018, Sem 0.0855, dir -0.9668, norm 0.1796, swav 0.0000 LR: 7.786e-02 Score 97.160 Data time: 0.1713, Forward time: 2.2563, Backward time: 3.1182, DDP time: 0.0037, Total iter time: 4.7847 [2020-11-08 11:46:35,272][root][INFO] - ===> Epoch[405](1215/3): Loss -0.6713, Sem 0.1036, dir -0.9612, norm 0.1864, swav 0.0000 LR: 7.784e-02 Score 96.523 Data time: 0.1461, Forward time: 2.2557, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 5.9960 [2020-11-08 11:46:41,242][root][INFO] - ===> Epoch[406](1216/3): Loss -0.7092, Sem 0.0832, dir -0.9645, norm 0.1721, swav 0.0000 LR: 7.782e-02 Score 97.176 Data time: 0.1814, Forward time: 2.2554, Backward time: 3.1195, DDP time: 0.0037, Total iter time: 5.9046 [2020-11-08 11:46:48,645][root][INFO] - ===> Epoch[406](1217/3): Loss -0.6838, Sem 0.0968, dir -0.9611, norm 0.1805, swav 0.0000 LR: 7.780e-02 Score 96.735 Data time: 0.2354, Forward time: 2.2554, Backward time: 3.1209, DDP time: 0.0037, Total iter time: 7.3030 [2020-11-08 11:46:55,070][root][INFO] - ===> Epoch[406](1218/3): Loss -0.6878, Sem 0.0826, dir -0.9652, norm 0.1948, swav 0.0000 LR: 7.779e-02 Score 97.282 Data time: 0.1623, Forward time: 2.2550, Backward time: 3.1217, DDP time: 0.0037, Total iter time: 6.3289 [2020-11-08 11:46:59,962][root][INFO] - ===> Epoch[407](1219/3): Loss -0.6903, Sem 0.0914, dir -0.9641, norm 0.1825, swav 0.0000 LR: 7.777e-02 Score 96.909 Data time: 0.1980, Forward time: 2.2549, Backward time: 3.1210, DDP time: 0.0037, Total iter time: 4.7924 [2020-11-08 11:47:06,002][root][INFO] - ===> Epoch[407](1220/3): Loss -0.6829, Sem 0.0896, dir -0.9610, norm 0.1884, swav 0.0000 LR: 7.775e-02 Score 97.037 Data time: 0.2611, Forward time: 2.2554, Backward time: 3.1207, DDP time: 0.0037, Total iter time: 5.9254 [2020-11-08 11:47:12,200][root][INFO] - ===> Epoch[407](1221/3): Loss -0.6746, Sem 0.0910, dir -0.9618, norm 0.1961, swav 0.0000 LR: 7.773e-02 Score 97.019 Data time: 0.1993, Forward time: 2.2553, Backward time: 3.1212, DDP time: 0.0037, Total iter time: 6.0503 [2020-11-08 11:47:17,946][root][INFO] - ===> Epoch[408](1222/3): Loss -0.6863, Sem 0.0932, dir -0.9613, norm 0.1818, swav 0.0000 LR: 7.771e-02 Score 96.900 Data time: 0.2109, Forward time: 2.2555, Backward time: 3.1210, DDP time: 0.0037, Total iter time: 5.6325 [2020-11-08 11:47:23,633][root][INFO] - ===> Epoch[408](1223/3): Loss -0.6725, Sem 0.1028, dir -0.9637, norm 0.1885, swav 0.0000 LR: 7.769e-02 Score 96.485 Data time: 0.0968, Forward time: 2.2545, Backward time: 3.1220, DDP time: 0.0037, Total iter time: 5.5631 [2020-11-08 11:47:29,832][root][INFO] - ===> Epoch[408](1224/3): Loss -0.6927, Sem 0.0925, dir -0.9630, norm 0.1778, swav 0.0000 LR: 7.767e-02 Score 96.914 Data time: 0.1927, Forward time: 2.2543, Backward time: 3.1226, DDP time: 0.0037, Total iter time: 6.1421 [2020-11-08 11:47:36,177][root][INFO] - ===> Epoch[409](1225/3): Loss -0.6733, Sem 0.0889, dir -0.9602, norm 0.1980, swav 0.0000 LR: 7.766e-02 Score 97.125 Data time: 0.2226, Forward time: 2.2545, Backward time: 3.1228, DDP time: 0.0037, Total iter time: 6.2416 [2020-11-08 11:47:42,232][root][INFO] - ===> Epoch[409](1226/3): Loss -0.7081, Sem 0.0818, dir -0.9683, norm 0.1784, swav 0.0000 LR: 7.764e-02 Score 97.248 Data time: 0.1059, Forward time: 2.2536, Backward time: 3.1240, DDP time: 0.0037, Total iter time: 5.9282 [2020-11-08 11:47:47,997][root][INFO] - ===> Epoch[409](1227/3): Loss -0.6918, Sem 0.0935, dir -0.9604, norm 0.1751, swav 0.0000 LR: 7.762e-02 Score 96.763 Data time: 0.1853, Forward time: 2.2534, Backward time: 3.1242, DDP time: 0.0037, Total iter time: 5.6701 [2020-11-08 11:47:52,732][root][INFO] - ===> Epoch[410](1228/3): Loss -0.6708, Sem 0.1042, dir -0.9642, norm 0.1892, swav 0.0000 LR: 7.760e-02 Score 96.589 Data time: 0.1894, Forward time: 2.2533, Backward time: 3.1235, DDP time: 0.0037, Total iter time: 4.6224 [2020-11-08 11:47:59,195][root][INFO] - ===> Epoch[410](1229/3): Loss -0.6739, Sem 0.1025, dir -0.9603, norm 0.1838, swav 0.0000 LR: 7.758e-02 Score 96.717 Data time: 0.2479, Forward time: 2.2535, Backward time: 3.1238, DDP time: 0.0037, Total iter time: 6.3413 [2020-11-08 11:48:04,445][root][INFO] - ===> Epoch[410](1230/3): Loss -0.6777, Sem 0.0945, dir -0.9618, norm 0.1896, swav 0.0000 LR: 7.756e-02 Score 96.973 Data time: 0.2455, Forward time: 2.2536, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 5.1078 [2020-11-08 11:48:10,262][root][INFO] - ===> Epoch[411](1231/3): Loss -0.6762, Sem 0.0995, dir -0.9602, norm 0.1845, swav 0.0000 LR: 7.755e-02 Score 96.726 Data time: 0.2165, Forward time: 2.2536, Backward time: 3.1232, DDP time: 0.0037, Total iter time: 5.6998 [2020-11-08 11:48:15,275][root][INFO] - ===> Epoch[411](1232/3): Loss -0.6929, Sem 0.0925, dir -0.9665, norm 0.1811, swav 0.0000 LR: 7.753e-02 Score 97.009 Data time: 0.1414, Forward time: 2.2530, Backward time: 3.1232, DDP time: 0.0037, Total iter time: 4.8903 [2020-11-08 11:48:22,023][root][INFO] - ===> Epoch[411](1233/3): Loss -0.7031, Sem 0.0872, dir -0.9605, norm 0.1703, swav 0.0000 LR: 7.751e-02 Score 97.149 Data time: 0.1505, Forward time: 2.2525, Backward time: 3.1245, DDP time: 0.0037, Total iter time: 6.6766 [2020-11-08 11:48:27,366][root][INFO] - ===> Epoch[412](1234/3): Loss -0.6762, Sem 0.0913, dir -0.9647, norm 0.1972, swav 0.0000 LR: 7.749e-02 Score 96.978 Data time: 0.1527, Forward time: 2.2520, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.2516 [2020-11-08 11:48:33,636][root][INFO] - ===> Epoch[412](1235/3): Loss -0.6965, Sem 0.0935, dir -0.9623, norm 0.1724, swav 0.0000 LR: 7.747e-02 Score 97.111 Data time: 0.1691, Forward time: 2.2516, Backward time: 3.1255, DDP time: 0.0037, Total iter time: 6.1775 [2020-11-08 11:48:40,008][root][INFO] - ===> Epoch[412](1236/3): Loss -0.6864, Sem 0.0969, dir -0.9588, norm 0.1756, swav 0.0000 LR: 7.745e-02 Score 96.828 Data time: 0.2289, Forward time: 2.2514, Backward time: 3.1262, DDP time: 0.0037, Total iter time: 6.2458 [2020-11-08 11:48:45,976][root][INFO] - ===> Epoch[413](1237/3): Loss -0.6849, Sem 0.0860, dir -0.9622, norm 0.1913, swav 0.0000 LR: 7.743e-02 Score 97.138 Data time: 0.2190, Forward time: 2.2516, Backward time: 3.1261, DDP time: 0.0037, Total iter time: 5.8590 [2020-11-08 11:48:51,551][root][INFO] - ===> Epoch[413](1238/3): Loss -0.6663, Sem 0.1048, dir -0.9608, norm 0.1897, swav 0.0000 LR: 7.742e-02 Score 96.421 Data time: 0.2953, Forward time: 2.2521, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 5.4484 [2020-11-08 11:48:56,801][root][INFO] - ===> Epoch[413](1239/3): Loss -0.6957, Sem 0.0846, dir -0.9632, norm 0.1829, swav 0.0000 LR: 7.740e-02 Score 97.219 Data time: 0.1885, Forward time: 2.2520, Backward time: 3.1252, DDP time: 0.0037, Total iter time: 5.1336 [2020-11-08 11:49:01,958][root][INFO] - ===> Epoch[414](1240/3): Loss -0.6913, Sem 0.0822, dir -0.9631, norm 0.1896, swav 0.0000 LR: 7.738e-02 Score 97.269 Data time: 0.1815, Forward time: 2.2518, Backward time: 3.1249, DDP time: 0.0037, Total iter time: 5.0355 [2020-11-08 11:49:08,010][root][INFO] - ===> Epoch[414](1241/3): Loss -0.6732, Sem 0.0935, dir -0.9607, norm 0.1940, swav 0.0000 LR: 7.736e-02 Score 96.945 Data time: 0.1848, Forward time: 2.2516, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 5.9438 [2020-11-08 11:49:13,205][root][INFO] - ===> Epoch[414](1242/3): Loss -0.6868, Sem 0.0912, dir -0.9621, norm 0.1841, swav 0.0000 LR: 7.734e-02 Score 96.875 Data time: 0.1834, Forward time: 2.2514, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 5.0708 [2020-11-08 11:49:18,840][root][INFO] - ===> Epoch[415](1243/3): Loss -0.6791, Sem 0.0927, dir -0.9626, norm 0.1908, swav 0.0000 LR: 7.732e-02 Score 96.941 Data time: 0.2382, Forward time: 2.2516, Backward time: 3.1248, DDP time: 0.0037, Total iter time: 5.5198 [2020-11-08 11:49:25,469][root][INFO] - ===> Epoch[415](1244/3): Loss -0.6929, Sem 0.0879, dir -0.9638, norm 0.1830, swav 0.0000 LR: 7.730e-02 Score 97.077 Data time: 0.1967, Forward time: 2.2515, Backward time: 3.1255, DDP time: 0.0037, Total iter time: 6.5082 [2020-11-08 11:49:30,439][root][INFO] - ===> Epoch[415](1245/3): Loss -0.7094, Sem 0.0881, dir -0.9680, norm 0.1705, swav 0.0000 LR: 7.729e-02 Score 97.028 Data time: 0.1819, Forward time: 2.2512, Backward time: 3.1252, DDP time: 0.0037, Total iter time: 4.8462 [2020-11-08 11:49:36,493][root][INFO] - ===> Epoch[416](1246/3): Loss -0.6794, Sem 0.1019, dir -0.9631, norm 0.1818, swav 0.0000 LR: 7.727e-02 Score 96.531 Data time: 0.1787, Forward time: 2.2509, Backward time: 3.1257, DDP time: 0.0037, Total iter time: 5.9621 [2020-11-08 11:49:42,090][root][INFO] - ===> Epoch[416](1247/3): Loss -0.7041, Sem 0.0848, dir -0.9676, norm 0.1786, swav 0.0000 LR: 7.725e-02 Score 97.130 Data time: 0.2194, Forward time: 2.2510, Backward time: 3.1255, DDP time: 0.0037, Total iter time: 5.4841 [2020-11-08 11:49:47,125][root][INFO] - ===> Epoch[416](1248/3): Loss -0.7120, Sem 0.0886, dir -0.9666, norm 0.1660, swav 0.0000 LR: 7.723e-02 Score 97.035 Data time: 0.1760, Forward time: 2.2507, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 4.9217 [2020-11-08 11:49:54,006][root][INFO] - ===> Epoch[417](1249/3): Loss -0.7138, Sem 0.0814, dir -0.9639, norm 0.1687, swav 0.0000 LR: 7.721e-02 Score 97.260 Data time: 0.2120, Forward time: 2.2507, Backward time: 3.1260, DDP time: 0.0037, Total iter time: 6.7743 [2020-11-08 11:49:59,375][root][INFO] - ===> Epoch[417](1250/3): Loss -0.6760, Sem 0.0893, dir -0.9612, norm 0.1959, swav 0.0000 LR: 7.719e-02 Score 97.111 Data time: 0.1735, Forward time: 2.2504, Backward time: 3.1259, DDP time: 0.0037, Total iter time: 5.2527 [2020-11-08 11:50:05,069][root][INFO] - ===> Epoch[417](1251/3): Loss -0.7093, Sem 0.0821, dir -0.9630, norm 0.1717, swav 0.0000 LR: 7.718e-02 Score 97.278 Data time: 0.2051, Forward time: 2.2502, Backward time: 3.1260, DDP time: 0.0037, Total iter time: 5.5752 [2020-11-08 11:50:10,224][root][INFO] - ===> Epoch[418](1252/3): Loss -0.7048, Sem 0.0857, dir -0.9658, norm 0.1754, swav 0.0000 LR: 7.716e-02 Score 97.180 Data time: 0.2398, Forward time: 2.2504, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 5.0495 [2020-11-08 11:50:17,462][root][INFO] - ===> Epoch[418](1253/3): Loss -0.6651, Sem 0.0927, dir -0.9550, norm 0.1972, swav 0.0000 LR: 7.714e-02 Score 96.783 Data time: 0.2417, Forward time: 2.2506, Backward time: 3.1263, DDP time: 0.0037, Total iter time: 7.1198 [2020-11-08 11:50:22,528][root][INFO] - ===> Epoch[418](1254/3): Loss -0.6842, Sem 0.0896, dir -0.9611, norm 0.1872, swav 0.0000 LR: 7.712e-02 Score 97.002 Data time: 0.1197, Forward time: 2.2500, Backward time: 3.1263, DDP time: 0.0037, Total iter time: 4.9206 [2020-11-08 11:50:27,704][root][INFO] - ===> Epoch[419](1255/3): Loss -0.7077, Sem 0.0786, dir -0.9645, norm 0.1782, swav 0.0000 LR: 7.710e-02 Score 97.422 Data time: 0.1969, Forward time: 2.2497, Backward time: 3.1262, DDP time: 0.0037, Total iter time: 5.0777 [2020-11-08 11:50:33,047][root][INFO] - ===> Epoch[419](1256/3): Loss -0.6632, Sem 0.0892, dir -0.9561, norm 0.2037, swav 0.0000 LR: 7.708e-02 Score 97.014 Data time: 0.2379, Forward time: 2.2499, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.2342 [2020-11-08 11:50:39,132][root][INFO] - ===> Epoch[419](1257/3): Loss -0.7067, Sem 0.0805, dir -0.9640, norm 0.1768, swav 0.0000 LR: 7.706e-02 Score 97.329 Data time: 0.2528, Forward time: 2.2500, Backward time: 3.1258, DDP time: 0.0037, Total iter time: 5.9470 [2020-11-08 11:50:44,263][root][INFO] - ===> Epoch[420](1258/3): Loss -0.6847, Sem 0.0837, dir -0.9600, norm 0.1916, swav 0.0000 LR: 7.705e-02 Score 97.185 Data time: 0.1747, Forward time: 2.2497, Backward time: 3.1255, DDP time: 0.0037, Total iter time: 5.0087 [2020-11-08 11:50:49,317][root][INFO] - ===> Epoch[420](1259/3): Loss -0.6503, Sem 0.0849, dir -0.9530, norm 0.2179, swav 0.0000 LR: 7.703e-02 Score 97.134 Data time: 0.1668, Forward time: 2.2494, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 4.9532 [2020-11-08 11:50:55,121][root][INFO] - ===> Epoch[420](1260/3): Loss -0.6810, Sem 0.0935, dir -0.9626, norm 0.1881, swav 0.0000 LR: 7.701e-02 Score 96.993 Data time: 0.1977, Forward time: 2.2491, Backward time: 3.1255, DDP time: 0.0037, Total iter time: 5.6875 [2020-11-08 11:51:00,318][root][INFO] - ===> Epoch[421](1261/3): Loss -0.6506, Sem 0.0866, dir -0.9510, norm 0.2139, swav 0.0000 LR: 7.699e-02 Score 97.167 Data time: 0.2255, Forward time: 2.2493, Backward time: 3.1250, DDP time: 0.0037, Total iter time: 5.0712 [2020-11-08 11:51:05,960][root][INFO] - ===> Epoch[421](1262/3): Loss -0.6761, Sem 0.0955, dir -0.9650, norm 0.1933, swav 0.0000 LR: 7.697e-02 Score 96.873 Data time: 0.2541, Forward time: 2.2497, Backward time: 3.1244, DDP time: 0.0037, Total iter time: 5.5149 [2020-11-08 11:51:11,193][root][INFO] - ===> Epoch[421](1263/3): Loss -0.6727, Sem 0.0828, dir -0.9587, norm 0.2032, swav 0.0000 LR: 7.695e-02 Score 97.216 Data time: 0.1377, Forward time: 2.2492, Backward time: 3.1245, DDP time: 0.0037, Total iter time: 5.1177 [2020-11-08 11:51:16,322][root][INFO] - ===> Epoch[422](1264/3): Loss -0.6646, Sem 0.0858, dir -0.9574, norm 0.2070, swav 0.0000 LR: 7.693e-02 Score 97.147 Data time: 0.2282, Forward time: 2.2493, Backward time: 3.1240, DDP time: 0.0037, Total iter time: 5.0143 [2020-11-08 11:51:23,533][root][INFO] - ===> Epoch[422](1265/3): Loss -0.6829, Sem 0.0872, dir -0.9646, norm 0.1945, swav 0.0000 LR: 7.692e-02 Score 97.115 Data time: 0.1858, Forward time: 2.2490, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 7.0973 [2020-11-08 11:51:29,846][root][INFO] - ===> Epoch[422](1266/3): Loss -0.6559, Sem 0.0825, dir -0.9482, norm 0.2098, swav 0.0000 LR: 7.690e-02 Score 97.197 Data time: 0.2333, Forward time: 2.2493, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 6.1998 [2020-11-08 11:51:35,168][root][INFO] - ===> Epoch[423](1267/3): Loss -0.6731, Sem 0.0868, dir -0.9613, norm 0.2014, swav 0.0000 LR: 7.688e-02 Score 97.191 Data time: 0.2372, Forward time: 2.2496, Backward time: 3.1248, DDP time: 0.0037, Total iter time: 5.1937 [2020-11-08 11:51:40,826][root][INFO] - ===> Epoch[423](1268/3): Loss -0.6918, Sem 0.0791, dir -0.9624, norm 0.1914, swav 0.0000 LR: 7.686e-02 Score 97.439 Data time: 0.2053, Forward time: 2.2495, Backward time: 3.1248, DDP time: 0.0037, Total iter time: 5.5461 [2020-11-08 11:51:47,977][root][INFO] - ===> Epoch[423](1269/3): Loss -0.6670, Sem 0.0976, dir -0.9637, norm 0.1992, swav 0.0000 LR: 7.684e-02 Score 96.693 Data time: 0.2606, Forward time: 2.2499, Backward time: 3.1255, DDP time: 0.0037, Total iter time: 7.0390 [2020-11-08 11:51:52,326][root][INFO] - ===> Epoch[424](1270/3): Loss -0.6780, Sem 0.0822, dir -0.9613, norm 0.2011, swav 0.0000 LR: 7.682e-02 Score 97.239 Data time: 0.1770, Forward time: 2.2497, Backward time: 3.1246, DDP time: 0.0037, Total iter time: 4.2226 [2020-11-08 11:51:57,611][root][INFO] - ===> Epoch[424](1271/3): Loss -0.6946, Sem 0.0844, dir -0.9579, norm 0.1789, swav 0.0000 LR: 7.680e-02 Score 97.174 Data time: 0.1524, Forward time: 2.2492, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.1848 [2020-11-08 11:52:04,098][root][INFO] - ===> Epoch[424](1272/3): Loss -0.6759, Sem 0.0842, dir -0.9603, norm 0.2002, swav 0.0000 LR: 7.679e-02 Score 97.206 Data time: 0.1895, Forward time: 2.2490, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 6.3630 [2020-11-08 11:52:09,346][root][INFO] - ===> Epoch[425](1273/3): Loss -0.6625, Sem 0.0856, dir -0.9600, norm 0.2119, swav 0.0000 LR: 7.677e-02 Score 97.209 Data time: 0.2424, Forward time: 2.2492, Backward time: 3.1248, DDP time: 0.0037, Total iter time: 5.1346 [2020-11-08 11:52:15,673][root][INFO] - ===> Epoch[425](1274/3): Loss -0.6894, Sem 0.0798, dir -0.9606, norm 0.1914, swav 0.0000 LR: 7.675e-02 Score 97.332 Data time: 0.2715, Forward time: 2.2497, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 6.2126 [2020-11-08 11:52:20,811][root][INFO] - ===> Epoch[425](1275/3): Loss -0.6854, Sem 0.0892, dir -0.9620, norm 0.1874, swav 0.0000 LR: 7.673e-02 Score 96.974 Data time: 0.2072, Forward time: 2.2497, Backward time: 3.1242, DDP time: 0.0037, Total iter time: 5.0060 [2020-11-08 11:52:25,916][root][INFO] - ===> Epoch[426](1276/3): Loss -0.6707, Sem 0.0876, dir -0.9594, norm 0.2011, swav 0.0000 LR: 7.671e-02 Score 97.132 Data time: 0.2399, Forward time: 2.2500, Backward time: 3.1235, DDP time: 0.0037, Total iter time: 4.9758 [2020-11-08 11:52:31,580][root][INFO] - ===> Epoch[426](1277/3): Loss -0.6962, Sem 0.0974, dir -0.9652, norm 0.1716, swav 0.0000 LR: 7.669e-02 Score 96.939 Data time: 0.2134, Forward time: 2.2499, Backward time: 3.1234, DDP time: 0.0037, Total iter time: 5.5510 [2020-11-08 11:52:38,068][root][INFO] - ===> Epoch[426](1278/3): Loss -0.6898, Sem 0.0762, dir -0.9556, norm 0.1896, swav 0.0000 LR: 7.667e-02 Score 97.509 Data time: 0.1858, Forward time: 2.2498, Backward time: 3.1241, DDP time: 0.0037, Total iter time: 6.3840 [2020-11-08 11:52:43,839][root][INFO] - ===> Epoch[427](1279/3): Loss -0.6901, Sem 0.0834, dir -0.9617, norm 0.1881, swav 0.0000 LR: 7.666e-02 Score 97.126 Data time: 0.2661, Forward time: 2.2503, Backward time: 3.1236, DDP time: 0.0037, Total iter time: 5.6381 [2020-11-08 11:52:48,562][root][INFO] - ===> Epoch[427](1280/3): Loss -0.6981, Sem 0.0900, dir -0.9654, norm 0.1772, swav 0.0000 LR: 7.664e-02 Score 97.028 Data time: 0.1916, Forward time: 2.2502, Backward time: 3.1229, DDP time: 0.0037, Total iter time: 4.5847 [2020-11-08 11:52:53,924][root][INFO] - ===> Epoch[427](1281/3): Loss -0.6596, Sem 0.0867, dir -0.9545, norm 0.2083, swav 0.0000 LR: 7.662e-02 Score 97.176 Data time: 0.1103, Forward time: 2.2495, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 5.2460 [2020-11-08 11:53:01,662][root][INFO] - ===> Epoch[428](1282/3): Loss -0.6895, Sem 0.0870, dir -0.9661, norm 0.1895, swav 0.0000 LR: 7.660e-02 Score 97.323 Data time: 0.3687, Forward time: 2.2508, Backward time: 3.1235, DDP time: 0.0037, Total iter time: 7.6730 [2020-11-08 11:53:06,787][root][INFO] - ===> Epoch[428](1283/3): Loss -0.6796, Sem 0.0862, dir -0.9590, norm 0.1932, swav 0.0000 LR: 7.658e-02 Score 97.026 Data time: 0.1539, Forward time: 2.2505, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 4.9991 [2020-11-08 11:53:13,524][root][INFO] - ===> Epoch[428](1284/3): Loss -0.6664, Sem 0.0853, dir -0.9628, norm 0.2112, swav 0.0000 LR: 7.656e-02 Score 97.096 Data time: 0.2090, Forward time: 2.2504, Backward time: 3.1241, DDP time: 0.0037, Total iter time: 6.6412 [2020-11-08 11:53:20,094][root][INFO] - ===> Epoch[429](1285/3): Loss -0.6947, Sem 0.0863, dir -0.9635, norm 0.1825, swav 0.0000 LR: 7.655e-02 Score 97.120 Data time: 0.1658, Forward time: 2.2501, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 6.4528 [2020-11-08 11:53:25,972][root][INFO] - ===> Epoch[429](1286/3): Loss -0.7177, Sem 0.0852, dir -0.9693, norm 0.1664, swav 0.0000 LR: 7.653e-02 Score 97.105 Data time: 0.1819, Forward time: 2.2498, Backward time: 3.1255, DDP time: 0.0037, Total iter time: 5.7857 [2020-11-08 11:53:30,948][root][INFO] - ===> Epoch[429](1287/3): Loss -0.6763, Sem 0.0788, dir -0.9549, norm 0.1998, swav 0.0000 LR: 7.651e-02 Score 97.356 Data time: 0.1887, Forward time: 2.2496, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 4.8797 [2020-11-08 11:53:36,174][root][INFO] - ===> Epoch[430](1288/3): Loss -0.6898, Sem 0.0875, dir -0.9659, norm 0.1886, swav 0.0000 LR: 7.649e-02 Score 97.160 Data time: 0.1584, Forward time: 2.2492, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 5.1218 [2020-11-08 11:53:42,469][root][INFO] - ===> Epoch[430](1289/3): Loss -0.6992, Sem 0.0785, dir -0.9636, norm 0.1858, swav 0.0000 LR: 7.647e-02 Score 97.396 Data time: 0.1375, Forward time: 2.2486, Backward time: 3.1261, DDP time: 0.0037, Total iter time: 6.1909 [2020-11-08 11:53:49,012][root][INFO] - ===> Epoch[430](1290/3): Loss -0.6981, Sem 0.0681, dir -0.9591, norm 0.1929, swav 0.0000 LR: 7.645e-02 Score 97.717 Data time: 0.2319, Forward time: 2.2487, Backward time: 3.1266, DDP time: 0.0037, Total iter time: 6.4858 [2020-11-08 11:53:54,272][root][INFO] - ===> Epoch[431](1291/3): Loss -0.7317, Sem 0.0717, dir -0.9689, norm 0.1655, swav 0.0000 LR: 7.643e-02 Score 97.628 Data time: 0.2372, Forward time: 2.2490, Backward time: 3.1259, DDP time: 0.0037, Total iter time: 5.1268 [2020-11-08 11:54:00,529][root][INFO] - ===> Epoch[431](1292/3): Loss -0.6839, Sem 0.0833, dir -0.9619, norm 0.1948, swav 0.0000 LR: 7.642e-02 Score 97.233 Data time: 0.1367, Forward time: 2.2485, Backward time: 3.1268, DDP time: 0.0037, Total iter time: 6.1385 [2020-11-08 11:54:06,488][root][INFO] - ===> Epoch[431](1293/3): Loss -0.6993, Sem 0.0724, dir -0.9606, norm 0.1889, swav 0.0000 LR: 7.640e-02 Score 97.538 Data time: 0.2612, Forward time: 2.2489, Backward time: 3.1265, DDP time: 0.0037, Total iter time: 5.8564 [2020-11-08 11:54:12,136][root][INFO] - ===> Epoch[432](1294/3): Loss -0.7024, Sem 0.0821, dir -0.9656, norm 0.1810, swav 0.0000 LR: 7.638e-02 Score 97.293 Data time: 0.1944, Forward time: 2.2488, Backward time: 3.1266, DDP time: 0.0037, Total iter time: 5.5222 [2020-11-08 11:54:18,387][root][INFO] - ===> Epoch[432](1295/3): Loss -0.6894, Sem 0.0863, dir -0.9601, norm 0.1845, swav 0.0000 LR: 7.636e-02 Score 97.089 Data time: 0.1984, Forward time: 2.2487, Backward time: 3.1270, DDP time: 0.0037, Total iter time: 6.1594 [2020-11-08 11:54:23,458][root][INFO] - ===> Epoch[432](1296/3): Loss -0.7125, Sem 0.0773, dir -0.9663, norm 0.1765, swav 0.0000 LR: 7.634e-02 Score 97.385 Data time: 0.2462, Forward time: 2.2489, Backward time: 3.1262, DDP time: 0.0037, Total iter time: 4.9371 [2020-11-08 11:54:29,084][root][INFO] - ===> Epoch[433](1297/3): Loss -0.7093, Sem 0.0800, dir -0.9657, norm 0.1764, swav 0.0000 LR: 7.632e-02 Score 97.341 Data time: 0.2773, Forward time: 2.2494, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.5038 [2020-11-08 11:54:33,749][root][INFO] - ===> Epoch[433](1298/3): Loss -0.6955, Sem 0.0831, dir -0.9629, norm 0.1844, swav 0.0000 LR: 7.630e-02 Score 97.206 Data time: 0.2076, Forward time: 2.2495, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 4.5239 [2020-11-08 11:54:40,550][root][INFO] - ===> Epoch[433](1299/3): Loss -0.7189, Sem 0.0745, dir -0.9641, norm 0.1706, swav 0.0000 LR: 7.629e-02 Score 97.459 Data time: 0.2488, Forward time: 2.2497, Backward time: 3.1252, DDP time: 0.0037, Total iter time: 6.6875 [2020-11-08 11:54:46,855][root][INFO] - ===> Epoch[434](1300/3): Loss -0.6899, Sem 0.0856, dir -0.9634, norm 0.1880, swav 0.0000 LR: 7.627e-02 Score 97.168 Data time: 0.1864, Forward time: 2.2496, Backward time: 3.1257, DDP time: 0.0037, Total iter time: 6.1809 [2020-11-08 11:54:52,447][root][INFO] - ===> Epoch[434](1301/3): Loss -0.7063, Sem 0.0808, dir -0.9663, norm 0.1792, swav 0.0000 LR: 7.625e-02 Score 97.226 Data time: 0.1997, Forward time: 2.2494, Backward time: 3.1257, DDP time: 0.0037, Total iter time: 5.4642 [2020-11-08 11:54:58,296][root][INFO] - ===> Epoch[434](1302/3): Loss -0.6845, Sem 0.0832, dir -0.9604, norm 0.1927, swav 0.0000 LR: 7.623e-02 Score 97.237 Data time: 0.2314, Forward time: 2.2496, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.7516 [2020-11-08 11:55:03,875][root][INFO] - ===> Epoch[435](1303/3): Loss -0.7066, Sem 0.0822, dir -0.9637, norm 0.1750, swav 0.0000 LR: 7.621e-02 Score 97.190 Data time: 0.2201, Forward time: 2.2496, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 5.4620 [2020-11-08 11:55:09,018][root][INFO] - ===> Epoch[435](1304/3): Loss -0.6935, Sem 0.0859, dir -0.9645, norm 0.1851, swav 0.0000 LR: 7.619e-02 Score 97.178 Data time: 0.2558, Forward time: 2.2497, Backward time: 3.1249, DDP time: 0.0037, Total iter time: 5.0056 [2020-11-08 11:55:15,461][root][INFO] - ===> Epoch[435](1305/3): Loss -0.7161, Sem 0.0808, dir -0.9648, norm 0.1678, swav 0.0000 LR: 7.617e-02 Score 97.309 Data time: 0.3189, Forward time: 2.2504, Backward time: 3.1246, DDP time: 0.0037, Total iter time: 6.3309 [2020-11-08 11:55:20,920][root][INFO] - ===> Epoch[436](1306/3): Loss -0.6917, Sem 0.0760, dir -0.9578, norm 0.1901, swav 0.0000 LR: 7.616e-02 Score 97.483 Data time: 0.1435, Forward time: 2.2501, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.3172 [2020-11-08 11:55:28,246][root][INFO] - ===> Epoch[436](1307/3): Loss -0.6948, Sem 0.0833, dir -0.9612, norm 0.1831, swav 0.0000 LR: 7.614e-02 Score 97.190 Data time: 0.1306, Forward time: 2.2495, Backward time: 3.1265, DDP time: 0.0037, Total iter time: 7.2205 [2020-11-08 11:55:36,148][root][INFO] - ===> Epoch[436](1308/3): Loss -0.7128, Sem 0.0848, dir -0.9662, norm 0.1686, swav 0.0000 LR: 7.612e-02 Score 97.136 Data time: 0.1537, Forward time: 2.2489, Backward time: 3.1286, DDP time: 0.0037, Total iter time: 7.8204 [2020-11-08 11:55:41,158][root][INFO] - ===> Epoch[437](1309/3): Loss -0.6713, Sem 0.0771, dir -0.9535, norm 0.2051, swav 0.0000 LR: 7.610e-02 Score 97.405 Data time: 0.2156, Forward time: 2.2489, Backward time: 3.1281, DDP time: 0.0037, Total iter time: 4.9279 [2020-11-08 11:55:46,090][root][INFO] - ===> Epoch[437](1310/3): Loss -0.7031, Sem 0.0789, dir -0.9612, norm 0.1793, swav 0.0000 LR: 7.608e-02 Score 97.359 Data time: 0.2098, Forward time: 2.2486, Backward time: 3.1277, DDP time: 0.0037, Total iter time: 4.8105 [2020-11-08 11:55:52,925][root][INFO] - ===> Epoch[437](1311/3): Loss -0.7223, Sem 0.0806, dir -0.9695, norm 0.1666, swav 0.0000 LR: 7.606e-02 Score 97.317 Data time: 0.2229, Forward time: 2.2487, Backward time: 3.1284, DDP time: 0.0037, Total iter time: 6.7565 [2020-11-08 11:55:57,879][root][INFO] - ===> Epoch[438](1312/3): Loss -0.6901, Sem 0.0751, dir -0.9619, norm 0.1968, swav 0.0000 LR: 7.604e-02 Score 97.486 Data time: 0.1889, Forward time: 2.2485, Backward time: 3.1280, DDP time: 0.0037, Total iter time: 4.8213 [2020-11-08 11:56:04,156][root][INFO] - ===> Epoch[438](1313/3): Loss -0.7557, Sem 0.0707, dir -0.9663, norm 0.1398, swav 0.0000 LR: 7.603e-02 Score 97.562 Data time: 0.2422, Forward time: 2.2487, Backward time: 3.1282, DDP time: 0.0037, Total iter time: 6.1793 [2020-11-08 11:56:10,194][root][INFO] - ===> Epoch[438](1314/3): Loss -0.7199, Sem 0.0801, dir -0.9654, norm 0.1654, swav 0.0000 LR: 7.601e-02 Score 97.321 Data time: 0.2791, Forward time: 2.2494, Backward time: 3.1277, DDP time: 0.0037, Total iter time: 5.9256 [2020-11-08 11:56:15,521][root][INFO] - ===> Epoch[439](1315/3): Loss -0.6856, Sem 0.0801, dir -0.9630, norm 0.1973, swav 0.0000 LR: 7.599e-02 Score 97.293 Data time: 0.2433, Forward time: 2.2496, Backward time: 3.1271, DDP time: 0.0037, Total iter time: 5.2067 [2020-11-08 11:56:21,379][root][INFO] - ===> Epoch[439](1316/3): Loss -0.7350, Sem 0.0705, dir -0.9691, norm 0.1636, swav 0.0000 LR: 7.597e-02 Score 97.650 Data time: 0.2128, Forward time: 2.2496, Backward time: 3.1272, DDP time: 0.0037, Total iter time: 5.7174 [2020-11-08 11:56:28,535][root][INFO] - ===> Epoch[439](1317/3): Loss -0.7077, Sem 0.0888, dir -0.9686, norm 0.1721, swav 0.0000 LR: 7.595e-02 Score 97.007 Data time: 0.2762, Forward time: 2.2502, Backward time: 3.1276, DDP time: 0.0037, Total iter time: 7.0335 [2020-11-08 11:56:33,468][root][INFO] - ===> Epoch[440](1318/3): Loss -0.6975, Sem 0.0847, dir -0.9633, norm 0.1811, swav 0.0000 LR: 7.593e-02 Score 97.254 Data time: 0.1260, Forward time: 2.2497, Backward time: 3.1276, DDP time: 0.0037, Total iter time: 4.8059 [2020-11-08 11:56:38,837][root][INFO] - ===> Epoch[440](1319/3): Loss -0.7221, Sem 0.0804, dir -0.9693, norm 0.1669, swav 0.0000 LR: 7.591e-02 Score 97.293 Data time: 0.2039, Forward time: 2.2495, Backward time: 3.1274, DDP time: 0.0037, Total iter time: 5.2824 [2020-11-08 11:56:44,863][root][INFO] - ===> Epoch[440](1320/3): Loss -0.7198, Sem 0.0756, dir -0.9645, norm 0.1691, swav 0.0000 LR: 7.590e-02 Score 97.458 Data time: 0.2157, Forward time: 2.2497, Backward time: 3.1275, DDP time: 0.0037, Total iter time: 5.9408 [2020-11-08 11:56:50,378][root][INFO] - ===> Epoch[441](1321/3): Loss -0.7338, Sem 0.0709, dir -0.9663, norm 0.1617, swav 0.0000 LR: 7.588e-02 Score 97.680 Data time: 0.1326, Forward time: 2.2491, Backward time: 3.1279, DDP time: 0.0037, Total iter time: 5.3932 [2020-11-08 11:56:55,689][root][INFO] - ===> Epoch[441](1322/3): Loss -0.7238, Sem 0.0836, dir -0.9675, norm 0.1601, swav 0.0000 LR: 7.586e-02 Score 97.089 Data time: 0.2036, Forward time: 2.2489, Backward time: 3.1278, DDP time: 0.0037, Total iter time: 5.2309 [2020-11-08 11:57:00,998][root][INFO] - ===> Epoch[441](1323/3): Loss -0.7251, Sem 0.0810, dir -0.9678, norm 0.1617, swav 0.0000 LR: 7.584e-02 Score 97.324 Data time: 0.2023, Forward time: 2.2489, Backward time: 3.1274, DDP time: 0.0037, Total iter time: 5.2089 [2020-11-08 11:57:07,102][root][INFO] - ===> Epoch[442](1324/3): Loss -0.7157, Sem 0.0783, dir -0.9671, norm 0.1731, swav 0.0000 LR: 7.582e-02 Score 97.397 Data time: 0.1776, Forward time: 2.2486, Backward time: 3.1280, DDP time: 0.0037, Total iter time: 5.9790 [2020-11-08 11:57:13,137][root][INFO] - ===> Epoch[442](1325/3): Loss -0.7247, Sem 0.0700, dir -0.9637, norm 0.1691, swav 0.0000 LR: 7.580e-02 Score 97.625 Data time: 0.2499, Forward time: 2.2490, Backward time: 3.1278, DDP time: 0.0037, Total iter time: 5.9278 [2020-11-08 11:57:17,973][root][INFO] - ===> Epoch[442](1326/3): Loss -0.7430, Sem 0.0723, dir -0.9706, norm 0.1553, swav 0.0000 LR: 7.578e-02 Score 97.577 Data time: 0.1760, Forward time: 2.2487, Backward time: 3.1273, DDP time: 0.0037, Total iter time: 4.7189 [2020-11-08 11:57:23,640][root][INFO] - ===> Epoch[443](1327/3): Loss -0.7020, Sem 0.0814, dir -0.9630, norm 0.1796, swav 0.0000 LR: 7.577e-02 Score 97.232 Data time: 0.2209, Forward time: 2.2489, Backward time: 3.1271, DDP time: 0.0037, Total iter time: 5.5961 [2020-11-08 11:57:29,492][root][INFO] - ===> Epoch[443](1328/3): Loss -0.6997, Sem 0.0882, dir -0.9648, norm 0.1770, swav 0.0000 LR: 7.575e-02 Score 97.115 Data time: 0.2041, Forward time: 2.2488, Backward time: 3.1272, DDP time: 0.0037, Total iter time: 5.7416 [2020-11-08 11:57:35,087][root][INFO] - ===> Epoch[443](1329/3): Loss -0.7219, Sem 0.0813, dir -0.9685, norm 0.1653, swav 0.0000 LR: 7.573e-02 Score 97.212 Data time: 0.2052, Forward time: 2.2488, Backward time: 3.1271, DDP time: 0.0037, Total iter time: 5.4980 [2020-11-08 11:57:40,894][root][INFO] - ===> Epoch[444](1330/3): Loss -0.7305, Sem 0.0748, dir -0.9674, norm 0.1621, swav 0.0000 LR: 7.571e-02 Score 97.440 Data time: 0.2442, Forward time: 2.2490, Backward time: 3.1269, DDP time: 0.0037, Total iter time: 5.6917 [2020-11-08 11:57:46,959][root][INFO] - ===> Epoch[444](1331/3): Loss -0.7132, Sem 0.0775, dir -0.9633, norm 0.1726, swav 0.0000 LR: 7.569e-02 Score 97.379 Data time: 0.2296, Forward time: 2.2492, Backward time: 3.1269, DDP time: 0.0037, Total iter time: 5.9334 [2020-11-08 11:57:52,086][root][INFO] - ===> Epoch[444](1332/3): Loss -0.7229, Sem 0.0796, dir -0.9668, norm 0.1644, swav 0.0000 LR: 7.567e-02 Score 97.356 Data time: 0.2120, Forward time: 2.2492, Backward time: 3.1264, DDP time: 0.0037, Total iter time: 5.0204 [2020-11-08 11:57:59,164][root][INFO] - ===> Epoch[445](1333/3): Loss -0.7255, Sem 0.0764, dir -0.9695, norm 0.1675, swav 0.0000 LR: 7.565e-02 Score 97.459 Data time: 0.1862, Forward time: 2.2491, Backward time: 3.1275, DDP time: 0.0037, Total iter time: 6.9711 [2020-11-08 11:58:05,158][root][INFO] - ===> Epoch[445](1334/3): Loss -0.7189, Sem 0.0761, dir -0.9691, norm 0.1741, swav 0.0000 LR: 7.564e-02 Score 97.509 Data time: 0.1976, Forward time: 2.2488, Backward time: 3.1279, DDP time: 0.0037, Total iter time: 5.9050 [2020-11-08 11:58:11,246][root][INFO] - ===> Epoch[445](1335/3): Loss -0.7166, Sem 0.0860, dir -0.9666, norm 0.1641, swav 0.0000 LR: 7.562e-02 Score 97.123 Data time: 0.2822, Forward time: 2.2493, Backward time: 3.1276, DDP time: 0.0037, Total iter time: 6.0037 [2020-11-08 11:58:17,658][root][INFO] - ===> Epoch[446](1336/3): Loss -0.7292, Sem 0.0779, dir -0.9683, norm 0.1612, swav 0.0000 LR: 7.560e-02 Score 97.400 Data time: 0.2465, Forward time: 2.2492, Backward time: 3.1282, DDP time: 0.0037, Total iter time: 6.3009 [2020-11-08 11:58:23,769][root][INFO] - ===> Epoch[446](1337/3): Loss -0.7145, Sem 0.0773, dir -0.9695, norm 0.1777, swav 0.0000 LR: 7.558e-02 Score 97.374 Data time: 0.1975, Forward time: 2.2491, Backward time: 3.1285, DDP time: 0.0037, Total iter time: 6.0007 [2020-11-08 11:58:29,252][root][INFO] - ===> Epoch[446](1338/3): Loss -0.7111, Sem 0.0765, dir -0.9626, norm 0.1750, swav 0.0000 LR: 7.556e-02 Score 97.438 Data time: 0.1680, Forward time: 2.2487, Backward time: 3.1287, DDP time: 0.0037, Total iter time: 5.3636 [2020-11-08 11:58:34,836][root][INFO] - ===> Epoch[447](1339/3): Loss -0.7334, Sem 0.0746, dir -0.9694, norm 0.1614, swav 0.0000 LR: 7.554e-02 Score 97.491 Data time: 0.2885, Forward time: 2.2492, Backward time: 3.1281, DDP time: 0.0037, Total iter time: 5.5011 [2020-11-08 11:58:40,605][root][INFO] - ===> Epoch[447](1340/3): Loss -0.7237, Sem 0.0803, dir -0.9692, norm 0.1652, swav 0.0000 LR: 7.552e-02 Score 97.250 Data time: 0.2424, Forward time: 2.2495, Backward time: 3.1278, DDP time: 0.0037, Total iter time: 5.6435 [2020-11-08 11:58:46,186][root][INFO] - ===> Epoch[447](1341/3): Loss -0.7137, Sem 0.0774, dir -0.9657, norm 0.1747, swav 0.0000 LR: 7.551e-02 Score 97.348 Data time: 0.2180, Forward time: 2.2496, Backward time: 3.1275, DDP time: 0.0037, Total iter time: 5.4585 [2020-11-08 11:58:51,974][root][INFO] - ===> Epoch[448](1342/3): Loss -0.7207, Sem 0.0802, dir -0.9692, norm 0.1684, swav 0.0000 LR: 7.549e-02 Score 97.354 Data time: 0.1912, Forward time: 2.2495, Backward time: 3.1277, DDP time: 0.0037, Total iter time: 5.6654 [2020-11-08 11:58:59,028][root][INFO] - ===> Epoch[448](1343/3): Loss -0.7346, Sem 0.0790, dir -0.9710, norm 0.1574, swav 0.0000 LR: 7.547e-02 Score 97.319 Data time: 0.1461, Forward time: 2.2490, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 6.9490 [2020-11-08 11:59:05,284][root][INFO] - ===> Epoch[448](1344/3): Loss -0.7087, Sem 0.0775, dir -0.9650, norm 0.1787, swav 0.0000 LR: 7.545e-02 Score 97.390 Data time: 0.2268, Forward time: 2.2488, Backward time: 3.1296, DDP time: 0.0037, Total iter time: 6.1757 [2020-11-08 11:59:11,281][root][INFO] - ===> Epoch[449](1345/3): Loss -0.7383, Sem 0.0697, dir -0.9686, norm 0.1606, swav 0.0000 LR: 7.543e-02 Score 97.625 Data time: 0.1785, Forward time: 2.2485, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 5.8781 [2020-11-08 11:59:18,026][root][INFO] - ===> Epoch[449](1346/3): Loss -0.7201, Sem 0.0788, dir -0.9671, norm 0.1682, swav 0.0000 LR: 7.541e-02 Score 97.349 Data time: 0.1480, Forward time: 2.2481, Backward time: 3.1312, DDP time: 0.0037, Total iter time: 6.6600 [2020-11-08 11:59:23,520][root][INFO] - ===> Epoch[449](1347/3): Loss -0.7255, Sem 0.0781, dir -0.9707, norm 0.1671, swav 0.0000 LR: 7.539e-02 Score 97.393 Data time: 0.2157, Forward time: 2.2481, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 5.4535 [2020-11-08 11:59:28,897][root][INFO] - ===> Epoch[450](1348/3): Loss -0.7193, Sem 0.0839, dir -0.9649, norm 0.1617, swav 0.0000 LR: 7.538e-02 Score 97.236 Data time: 0.2598, Forward time: 2.2484, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 5.2535 [2020-11-08 11:59:35,498][root][INFO] - ===> Epoch[450](1349/3): Loss -0.6996, Sem 0.0784, dir -0.9651, norm 0.1872, swav 0.0000 LR: 7.536e-02 Score 97.311 Data time: 0.1772, Forward time: 2.2482, Backward time: 3.1312, DDP time: 0.0037, Total iter time: 6.4937 [2020-11-08 11:59:41,159][root][INFO] - ===> Epoch[450](1350/3): Loss -0.7266, Sem 0.0745, dir -0.9664, norm 0.1653, swav 0.0000 LR: 7.534e-02 Score 97.533 Data time: 0.1837, Forward time: 2.2477, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 5.5635 [2020-11-08 11:59:46,508][root][INFO] - ===> Epoch[451](1351/3): Loss -0.7238, Sem 0.0823, dir -0.9668, norm 0.1607, swav 0.0000 LR: 7.532e-02 Score 97.250 Data time: 0.2070, Forward time: 2.2476, Backward time: 3.1314, DDP time: 0.0037, Total iter time: 5.2479 [2020-11-08 11:59:53,354][root][INFO] - ===> Epoch[451](1352/3): Loss -0.7083, Sem 0.0801, dir -0.9663, norm 0.1780, swav 0.0000 LR: 7.530e-02 Score 97.260 Data time: 0.2358, Forward time: 2.2478, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 6.7377 [2020-11-08 11:59:57,919][root][INFO] - ===> Epoch[451](1353/3): Loss -0.7197, Sem 0.0781, dir -0.9649, norm 0.1671, swav 0.0000 LR: 7.528e-02 Score 97.412 Data time: 0.1631, Forward time: 2.2476, Backward time: 3.1313, DDP time: 0.0037, Total iter time: 4.4338 [2020-11-08 12:00:04,573][root][INFO] - ===> Epoch[452](1354/3): Loss -0.7306, Sem 0.0781, dir -0.9693, norm 0.1606, swav 0.0000 LR: 7.526e-02 Score 97.342 Data time: 0.1926, Forward time: 2.2475, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 6.5534 [2020-11-08 12:00:10,712][root][INFO] - ===> Epoch[452](1355/3): Loss -0.7196, Sem 0.0791, dir -0.9682, norm 0.1694, swav 0.0000 LR: 7.525e-02 Score 97.385 Data time: 0.2426, Forward time: 2.2477, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 6.0112 [2020-11-08 12:00:16,411][root][INFO] - ===> Epoch[452](1356/3): Loss -0.7274, Sem 0.0825, dir -0.9689, norm 0.1590, swav 0.0000 LR: 7.523e-02 Score 97.149 Data time: 0.2038, Forward time: 2.2475, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 5.5797 [2020-11-08 12:00:22,447][root][INFO] - ===> Epoch[453](1357/3): Loss -0.7229, Sem 0.0787, dir -0.9684, norm 0.1667, swav 0.0000 LR: 7.521e-02 Score 97.339 Data time: 0.3021, Forward time: 2.2481, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 5.9434 [2020-11-08 12:00:27,898][root][INFO] - ===> Epoch[453](1358/3): Loss -0.7105, Sem 0.0745, dir -0.9665, norm 0.1815, swav 0.0000 LR: 7.519e-02 Score 97.555 Data time: 0.2472, Forward time: 2.2486, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 5.3258 [2020-11-08 12:00:33,602][root][INFO] - ===> Epoch[453](1359/3): Loss -0.7130, Sem 0.0800, dir -0.9624, norm 0.1694, swav 0.0000 LR: 7.517e-02 Score 97.260 Data time: 0.2171, Forward time: 2.2486, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 5.5715 [2020-11-08 12:00:38,708][root][INFO] - ===> Epoch[454](1360/3): Loss -0.7081, Sem 0.0744, dir -0.9653, norm 0.1828, swav 0.0000 LR: 7.515e-02 Score 97.524 Data time: 0.2430, Forward time: 2.2489, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 5.0029 [2020-11-08 12:00:44,246][root][INFO] - ===> Epoch[454](1361/3): Loss -0.7109, Sem 0.0852, dir -0.9667, norm 0.1706, swav 0.0000 LR: 7.513e-02 Score 97.275 Data time: 0.2370, Forward time: 2.2492, Backward time: 3.1298, DDP time: 0.0037, Total iter time: 5.4235 [2020-11-08 12:00:50,204][root][INFO] - ===> Epoch[454](1362/3): Loss -0.7274, Sem 0.0795, dir -0.9696, norm 0.1626, swav 0.0000 LR: 7.512e-02 Score 97.270 Data time: 0.2213, Forward time: 2.2493, Backward time: 3.1298, DDP time: 0.0037, Total iter time: 5.8292 [2020-11-08 12:00:56,117][root][INFO] - ===> Epoch[455](1363/3): Loss -0.7316, Sem 0.0701, dir -0.9624, norm 0.1607, swav 0.0000 LR: 7.510e-02 Score 97.616 Data time: 0.1977, Forward time: 2.2490, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 5.8091 [2020-11-08 12:01:02,282][root][INFO] - ===> Epoch[455](1364/3): Loss -0.7008, Sem 0.0881, dir -0.9638, norm 0.1749, swav 0.0000 LR: 7.508e-02 Score 96.991 Data time: 0.3176, Forward time: 2.2497, Backward time: 3.1298, DDP time: 0.0037, Total iter time: 6.0684 [2020-11-08 12:01:07,479][root][INFO] - ===> Epoch[455](1365/3): Loss -0.7480, Sem 0.0732, dir -0.9728, norm 0.1516, swav 0.0000 LR: 7.506e-02 Score 97.522 Data time: 0.2628, Forward time: 2.2499, Backward time: 3.1290, DDP time: 0.0037, Total iter time: 5.0665 [2020-11-08 12:01:13,534][root][INFO] - ===> Epoch[456](1366/3): Loss -0.7243, Sem 0.0835, dir -0.9701, norm 0.1623, swav 0.0000 LR: 7.504e-02 Score 97.195 Data time: 0.2696, Forward time: 2.2504, Backward time: 3.1288, DDP time: 0.0037, Total iter time: 5.9460 [2020-11-08 12:01:18,787][root][INFO] - ===> Epoch[456](1367/3): Loss -0.7270, Sem 0.0701, dir -0.9648, norm 0.1677, swav 0.0000 LR: 7.502e-02 Score 97.701 Data time: 0.1843, Forward time: 2.2503, Backward time: 3.1285, DDP time: 0.0037, Total iter time: 5.1254 [2020-11-08 12:01:25,283][root][INFO] - ===> Epoch[456](1368/3): Loss -0.7156, Sem 0.0864, dir -0.9663, norm 0.1643, swav 0.0000 LR: 7.500e-02 Score 97.062 Data time: 0.1533, Forward time: 2.2499, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 6.4274 [2020-11-08 12:01:33,073][root][INFO] - ===> Epoch[457](1369/3): Loss -0.7162, Sem 0.0827, dir -0.9675, norm 0.1687, swav 0.0000 LR: 7.499e-02 Score 97.270 Data time: 0.1877, Forward time: 2.2496, Backward time: 3.1312, DDP time: 0.0037, Total iter time: 7.7306 [2020-11-08 12:01:38,442][root][INFO] - ===> Epoch[457](1370/3): Loss -0.7397, Sem 0.0784, dir -0.9716, norm 0.1535, swav 0.0000 LR: 7.497e-02 Score 97.285 Data time: 0.2653, Forward time: 2.2499, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 5.2643 [2020-11-08 12:01:44,367][root][INFO] - ===> Epoch[457](1371/3): Loss -0.7018, Sem 0.0883, dir -0.9656, norm 0.1755, swav 0.0000 LR: 7.495e-02 Score 96.983 Data time: 0.2084, Forward time: 2.2501, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 5.8020 [2020-11-08 12:01:49,853][root][INFO] - ===> Epoch[458](1372/3): Loss -0.7329, Sem 0.0774, dir -0.9695, norm 0.1591, swav 0.0000 LR: 7.493e-02 Score 97.384 Data time: 0.1932, Forward time: 2.2499, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 5.3673 [2020-11-08 12:01:54,741][root][INFO] - ===> Epoch[458](1373/3): Loss -0.7365, Sem 0.0821, dir -0.9682, norm 0.1497, swav 0.0000 LR: 7.491e-02 Score 97.198 Data time: 0.1342, Forward time: 2.2494, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 4.7837 [2020-11-08 12:02:00,625][root][INFO] - ===> Epoch[458](1374/3): Loss -0.6989, Sem 0.0816, dir -0.9627, norm 0.1823, swav 0.0000 LR: 7.489e-02 Score 97.269 Data time: 0.1780, Forward time: 2.2490, Backward time: 3.1308, DDP time: 0.0037, Total iter time: 5.8018 [2020-11-08 12:02:06,522][root][INFO] - ===> Epoch[459](1375/3): Loss -0.7324, Sem 0.0781, dir -0.9711, norm 0.1606, swav 0.0000 LR: 7.487e-02 Score 97.373 Data time: 0.2310, Forward time: 2.2490, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 5.7907 [2020-11-08 12:02:11,889][root][INFO] - ===> Epoch[459](1376/3): Loss -0.7130, Sem 0.0828, dir -0.9646, norm 0.1688, swav 0.0000 LR: 7.486e-02 Score 97.206 Data time: 0.2489, Forward time: 2.2492, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 5.2308 [2020-11-08 12:02:18,357][root][INFO] - ===> Epoch[459](1377/3): Loss -0.6976, Sem 0.0742, dir -0.9617, norm 0.1899, swav 0.0000 LR: 7.484e-02 Score 97.532 Data time: 0.2505, Forward time: 2.2496, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 6.3517 [2020-11-08 12:02:24,051][root][INFO] - ===> Epoch[460](1378/3): Loss -0.7139, Sem 0.0732, dir -0.9637, norm 0.1766, swav 0.0000 LR: 7.482e-02 Score 97.520 Data time: 0.1432, Forward time: 2.2491, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 5.5340 [2020-11-08 12:02:30,380][root][INFO] - ===> Epoch[460](1379/3): Loss -0.7238, Sem 0.0836, dir -0.9680, norm 0.1605, swav 0.0000 LR: 7.480e-02 Score 97.104 Data time: 0.2729, Forward time: 2.2491, Backward time: 3.1313, DDP time: 0.0037, Total iter time: 6.2373 [2020-11-08 12:02:36,278][root][INFO] - ===> Epoch[460](1380/3): Loss -0.7196, Sem 0.0833, dir -0.9687, norm 0.1658, swav 0.0000 LR: 7.478e-02 Score 97.262 Data time: 0.2652, Forward time: 2.2495, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 5.7831 [2020-11-08 12:02:40,754][root][INFO] - ===> Epoch[461](1381/3): Loss -0.7106, Sem 0.0879, dir -0.9676, norm 0.1692, swav 0.0000 LR: 7.476e-02 Score 97.002 Data time: 0.2083, Forward time: 2.2495, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 4.3457 [2020-11-08 12:02:46,418][root][INFO] - ===> Epoch[461](1382/3): Loss -0.7168, Sem 0.0821, dir -0.9676, norm 0.1687, swav 0.0000 LR: 7.474e-02 Score 97.291 Data time: 0.2076, Forward time: 2.2494, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 5.5358 [2020-11-08 12:02:52,978][root][INFO] - ===> Epoch[461](1383/3): Loss -0.7025, Sem 0.0761, dir -0.9646, norm 0.1860, swav 0.0000 LR: 7.473e-02 Score 97.380 Data time: 0.2585, Forward time: 2.2498, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 6.4625 [2020-11-08 12:02:59,382][root][INFO] - ===> Epoch[462](1384/3): Loss -0.7237, Sem 0.0826, dir -0.9646, norm 0.1584, swav 0.0000 LR: 7.471e-02 Score 97.171 Data time: 0.1394, Forward time: 2.2493, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 6.2556 [2020-11-08 12:03:05,037][root][INFO] - ===> Epoch[462](1385/3): Loss -0.7327, Sem 0.0782, dir -0.9688, norm 0.1579, swav 0.0000 LR: 7.469e-02 Score 97.414 Data time: 0.2891, Forward time: 2.2498, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 5.5791 [2020-11-08 12:03:11,021][root][INFO] - ===> Epoch[462](1386/3): Loss -0.7157, Sem 0.0849, dir -0.9680, norm 0.1673, swav 0.0000 LR: 7.467e-02 Score 97.251 Data time: 0.2754, Forward time: 2.2503, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 5.8697 [2020-11-08 12:03:15,706][root][INFO] - ===> Epoch[463](1387/3): Loss -0.7010, Sem 0.0837, dir -0.9647, norm 0.1800, swav 0.0000 LR: 7.465e-02 Score 97.113 Data time: 0.2005, Forward time: 2.2503, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 4.5760 [2020-11-08 12:03:21,455][root][INFO] - ===> Epoch[463](1388/3): Loss -0.7153, Sem 0.0902, dir -0.9703, norm 0.1648, swav 0.0000 LR: 7.463e-02 Score 97.164 Data time: 0.2002, Forward time: 2.2504, Backward time: 3.1292, DDP time: 0.0037, Total iter time: 5.6332 [2020-11-08 12:03:26,960][root][INFO] - ===> Epoch[463](1389/3): Loss -0.7252, Sem 0.0764, dir -0.9668, norm 0.1653, swav 0.0000 LR: 7.461e-02 Score 97.406 Data time: 0.2035, Forward time: 2.2503, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 5.3752 [2020-11-08 12:03:32,580][root][INFO] - ===> Epoch[464](1390/3): Loss -0.7250, Sem 0.0720, dir -0.9655, norm 0.1685, swav 0.0000 LR: 7.460e-02 Score 97.579 Data time: 0.1865, Forward time: 2.2502, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 5.5042 [2020-11-08 12:03:37,448][root][INFO] - ===> Epoch[464](1391/3): Loss -0.7155, Sem 0.0740, dir -0.9637, norm 0.1742, swav 0.0000 LR: 7.458e-02 Score 97.513 Data time: 0.1657, Forward time: 2.2498, Backward time: 3.1289, DDP time: 0.0037, Total iter time: 4.7580 [2020-11-08 12:03:44,089][root][INFO] - ===> Epoch[464](1392/3): Loss -0.7180, Sem 0.0787, dir -0.9677, norm 0.1710, swav 0.0000 LR: 7.456e-02 Score 97.351 Data time: 0.2623, Forward time: 2.2498, Backward time: 3.1294, DDP time: 0.0037, Total iter time: 6.5508 [2020-11-08 12:03:49,084][root][INFO] - ===> Epoch[465](1393/3): Loss -0.7256, Sem 0.0803, dir -0.9668, norm 0.1608, swav 0.0000 LR: 7.454e-02 Score 97.320 Data time: 0.2359, Forward time: 2.2500, Backward time: 3.1287, DDP time: 0.0037, Total iter time: 4.8690 [2020-11-08 12:03:54,876][root][INFO] - ===> Epoch[465](1394/3): Loss -0.7250, Sem 0.0780, dir -0.9655, norm 0.1624, swav 0.0000 LR: 7.452e-02 Score 97.379 Data time: 0.1766, Forward time: 2.2495, Backward time: 3.1292, DDP time: 0.0037, Total iter time: 5.6784 [2020-11-08 12:04:01,818][root][INFO] - ===> Epoch[465](1395/3): Loss -0.6978, Sem 0.0867, dir -0.9678, norm 0.1833, swav 0.0000 LR: 7.450e-02 Score 97.383 Data time: 0.2115, Forward time: 2.2493, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 6.8632 [2020-11-08 12:04:06,975][root][INFO] - ===> Epoch[466](1396/3): Loss -0.7124, Sem 0.0821, dir -0.9673, norm 0.1729, swav 0.0000 LR: 7.448e-02 Score 97.210 Data time: 0.2385, Forward time: 2.2496, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 5.0324 [2020-11-08 12:04:13,624][root][INFO] - ===> Epoch[466](1397/3): Loss -0.7156, Sem 0.0822, dir -0.9677, norm 0.1700, swav 0.0000 LR: 7.447e-02 Score 97.273 Data time: 0.2022, Forward time: 2.2495, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 6.5155 [2020-11-08 12:04:17,940][root][INFO] - ===> Epoch[466](1398/3): Loss -0.7332, Sem 0.0748, dir -0.9684, norm 0.1605, swav 0.0000 LR: 7.445e-02 Score 97.491 Data time: 0.1881, Forward time: 2.2494, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 4.1951 [2020-11-08 12:04:24,265][root][INFO] - ===> Epoch[467](1399/3): Loss -0.7263, Sem 0.0906, dir -0.9713, norm 0.1545, swav 0.0000 LR: 7.443e-02 Score 96.960 Data time: 0.2149, Forward time: 2.2494, Backward time: 3.1297, DDP time: 0.0037, Total iter time: 6.2274 [2020-11-08 12:04:30,603][root][INFO] - ===> Epoch[467](1400/3): Loss -0.7234, Sem 0.0806, dir -0.9672, norm 0.1632, swav 0.0000 LR: 7.441e-02 Score 97.293 Data time: 0.2495, Forward time: 2.2494, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 6.2210 [2020-11-08 12:04:37,723][root][INFO] - ===> Epoch[467](1401/3): Loss -0.7401, Sem 0.0774, dir -0.9702, norm 0.1527, swav 0.0000 LR: 7.439e-02 Score 97.318 Data time: 0.1964, Forward time: 2.2493, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 6.9981 [2020-11-08 12:04:43,112][root][INFO] - ===> Epoch[468](1402/3): Loss -0.7236, Sem 0.0757, dir -0.9697, norm 0.1703, swav 0.0000 LR: 7.437e-02 Score 97.488 Data time: 0.1777, Forward time: 2.2491, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 5.2776 [2020-11-08 12:04:48,230][root][INFO] - ===> Epoch[468](1403/3): Loss -0.7183, Sem 0.0834, dir -0.9658, norm 0.1641, swav 0.0000 LR: 7.435e-02 Score 97.224 Data time: 0.1999, Forward time: 2.2489, Backward time: 3.1307, DDP time: 0.0037, Total iter time: 5.0317 [2020-11-08 12:04:54,408][root][INFO] - ===> Epoch[468](1404/3): Loss -0.7179, Sem 0.0892, dir -0.9691, norm 0.1619, swav 0.0000 LR: 7.434e-02 Score 97.088 Data time: 0.3112, Forward time: 2.2495, Backward time: 3.1303, DDP time: 0.0037, Total iter time: 6.0853 [2020-11-08 12:05:00,456][root][INFO] - ===> Epoch[469](1405/3): Loss -0.7273, Sem 0.0743, dir -0.9676, norm 0.1659, swav 0.0000 LR: 7.432e-02 Score 97.486 Data time: 0.1475, Forward time: 2.2491, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 5.9091 [2020-11-08 12:05:07,160][root][INFO] - ===> Epoch[469](1406/3): Loss -0.7164, Sem 0.0847, dir -0.9683, norm 0.1672, swav 0.0000 LR: 7.430e-02 Score 97.149 Data time: 0.2556, Forward time: 2.2493, Backward time: 3.1313, DDP time: 0.0037, Total iter time: 6.5958 [2020-11-08 12:05:12,760][root][INFO] - ===> Epoch[469](1407/3): Loss -0.7185, Sem 0.0821, dir -0.9677, norm 0.1671, swav 0.0000 LR: 7.428e-02 Score 97.301 Data time: 0.2189, Forward time: 2.2494, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 5.4344 [2020-11-08 12:05:18,111][root][INFO] - ===> Epoch[470](1408/3): Loss -0.7117, Sem 0.0894, dir -0.9670, norm 0.1658, swav 0.0000 LR: 7.426e-02 Score 96.999 Data time: 0.1441, Forward time: 2.2489, Backward time: 3.1312, DDP time: 0.0037, Total iter time: 5.2394 [2020-11-08 12:05:22,955][root][INFO] - ===> Epoch[470](1409/3): Loss -0.7259, Sem 0.0693, dir -0.9692, norm 0.1740, swav 0.0000 LR: 7.424e-02 Score 97.691 Data time: 0.2332, Forward time: 2.2489, Backward time: 3.1306, DDP time: 0.0037, Total iter time: 4.7335 [2020-11-08 12:05:29,990][root][INFO] - ===> Epoch[470](1410/3): Loss -0.7314, Sem 0.0802, dir -0.9712, norm 0.1596, swav 0.0000 LR: 7.422e-02 Score 97.283 Data time: 0.3499, Forward time: 2.2497, Backward time: 3.1306, DDP time: 0.0037, Total iter time: 6.9357 [2020-11-08 12:05:35,069][root][INFO] - ===> Epoch[471](1411/3): Loss -0.7338, Sem 0.0772, dir -0.9649, norm 0.1540, swav 0.0000 LR: 7.421e-02 Score 97.409 Data time: 0.2597, Forward time: 2.2500, Backward time: 3.1299, DDP time: 0.0037, Total iter time: 4.9648 [2020-11-08 12:05:39,968][root][INFO] - ===> Epoch[471](1412/3): Loss -0.7311, Sem 0.0763, dir -0.9709, norm 0.1635, swav 0.0000 LR: 7.419e-02 Score 97.357 Data time: 0.1716, Forward time: 2.2497, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 4.7742 [2020-11-08 12:05:46,132][root][INFO] - ===> Epoch[471](1413/3): Loss -0.7203, Sem 0.0850, dir -0.9666, norm 0.1613, swav 0.0000 LR: 7.417e-02 Score 97.137 Data time: 0.1615, Forward time: 2.2493, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 6.0664 [2020-11-08 12:05:51,143][root][INFO] - ===> Epoch[472](1414/3): Loss -0.7324, Sem 0.0791, dir -0.9704, norm 0.1589, swav 0.0000 LR: 7.415e-02 Score 97.410 Data time: 0.2608, Forward time: 2.2496, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 4.9042 [2020-11-08 12:05:56,739][root][INFO] - ===> Epoch[472](1415/3): Loss -0.7219, Sem 0.0788, dir -0.9668, norm 0.1660, swav 0.0000 LR: 7.413e-02 Score 97.373 Data time: 0.2040, Forward time: 2.2496, Backward time: 3.1292, DDP time: 0.0037, Total iter time: 5.4712 [2020-11-08 12:06:03,156][root][INFO] - ===> Epoch[472](1416/3): Loss -0.7339, Sem 0.0788, dir -0.9660, norm 0.1532, swav 0.0000 LR: 7.411e-02 Score 97.333 Data time: 0.1783, Forward time: 2.2494, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 6.2857 [2020-11-08 12:06:09,804][root][INFO] - ===> Epoch[473](1417/3): Loss -0.7167, Sem 0.0814, dir -0.9692, norm 0.1711, swav 0.0000 LR: 7.409e-02 Score 97.289 Data time: 0.1966, Forward time: 2.2492, Backward time: 3.1307, DDP time: 0.0037, Total iter time: 6.5402 [2020-11-08 12:06:17,125][root][INFO] - ===> Epoch[473](1418/3): Loss -0.7066, Sem 0.0832, dir -0.9676, norm 0.1777, swav 0.0000 LR: 7.407e-02 Score 97.251 Data time: 0.2254, Forward time: 2.2492, Backward time: 3.1318, DDP time: 0.0037, Total iter time: 7.2106 [2020-11-08 12:06:23,556][root][INFO] - ===> Epoch[473](1419/3): Loss -0.7064, Sem 0.0986, dir -0.9682, norm 0.1633, swav 0.0000 LR: 7.406e-02 Score 96.650 Data time: 0.2188, Forward time: 2.2493, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 6.3036 [2020-11-08 12:06:28,603][root][INFO] - ===> Epoch[474](1420/3): Loss -0.7380, Sem 0.0680, dir -0.9676, norm 0.1616, swav 0.0000 LR: 7.404e-02 Score 97.742 Data time: 0.2056, Forward time: 2.2493, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 4.9272 [2020-11-08 12:06:34,644][root][INFO] - ===> Epoch[474](1421/3): Loss -0.7373, Sem 0.0723, dir -0.9676, norm 0.1580, swav 0.0000 LR: 7.402e-02 Score 97.614 Data time: 0.1611, Forward time: 2.2488, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 5.9350 [2020-11-08 12:06:40,264][root][INFO] - ===> Epoch[474](1422/3): Loss -0.7223, Sem 0.0818, dir -0.9672, norm 0.1631, swav 0.0000 LR: 7.400e-02 Score 97.247 Data time: 0.2421, Forward time: 2.2492, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 5.5377 [2020-11-08 12:06:46,967][root][INFO] - ===> Epoch[475](1423/3): Loss -0.7452, Sem 0.0753, dir -0.9718, norm 0.1513, swav 0.0000 LR: 7.398e-02 Score 97.512 Data time: 0.1279, Forward time: 2.2486, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 6.5723 [2020-11-08 12:06:52,542][root][INFO] - ===> Epoch[475](1424/3): Loss -0.7115, Sem 0.0832, dir -0.9660, norm 0.1712, swav 0.0000 LR: 7.396e-02 Score 97.208 Data time: 0.2069, Forward time: 2.2486, Backward time: 3.1328, DDP time: 0.0037, Total iter time: 5.4839 [2020-11-08 12:06:57,872][root][INFO] - ===> Epoch[475](1425/3): Loss -0.7227, Sem 0.0849, dir -0.9688, norm 0.1612, swav 0.0000 LR: 7.394e-02 Score 97.153 Data time: 0.1416, Forward time: 2.2480, Backward time: 3.1331, DDP time: 0.0037, Total iter time: 5.2263 [2020-11-08 12:07:02,934][root][INFO] - ===> Epoch[476](1426/3): Loss -0.7405, Sem 0.0781, dir -0.9719, norm 0.1533, swav 0.0000 LR: 7.393e-02 Score 97.302 Data time: 0.2548, Forward time: 2.2482, Backward time: 3.1324, DDP time: 0.0037, Total iter time: 4.9804 [2020-11-08 12:07:08,151][root][INFO] - ===> Epoch[476](1427/3): Loss -0.7354, Sem 0.0739, dir -0.9676, norm 0.1582, swav 0.0000 LR: 7.391e-02 Score 97.519 Data time: 0.2435, Forward time: 2.2485, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 5.0888 [2020-11-08 12:07:14,421][root][INFO] - ===> Epoch[476](1428/3): Loss -0.7232, Sem 0.0790, dir -0.9699, norm 0.1677, swav 0.0000 LR: 7.389e-02 Score 97.334 Data time: 0.2665, Forward time: 2.2489, Backward time: 3.1316, DDP time: 0.0037, Total iter time: 6.1562 [2020-11-08 12:07:19,920][root][INFO] - ===> Epoch[477](1429/3): Loss -0.7240, Sem 0.0791, dir -0.9685, norm 0.1654, swav 0.0000 LR: 7.387e-02 Score 97.320 Data time: 0.1827, Forward time: 2.2488, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 5.3690 [2020-11-08 12:07:25,586][root][INFO] - ===> Epoch[477](1430/3): Loss -0.7312, Sem 0.0753, dir -0.9680, norm 0.1615, swav 0.0000 LR: 7.385e-02 Score 97.440 Data time: 0.2738, Forward time: 2.2493, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 5.5500 [2020-11-08 12:07:31,022][root][INFO] - ===> Epoch[477](1431/3): Loss -0.7191, Sem 0.0795, dir -0.9640, norm 0.1654, swav 0.0000 LR: 7.383e-02 Score 97.378 Data time: 0.2116, Forward time: 2.2493, Backward time: 3.1307, DDP time: 0.0037, Total iter time: 5.3154 [2020-11-08 12:07:37,967][root][INFO] - ===> Epoch[478](1432/3): Loss -0.7367, Sem 0.0779, dir -0.9710, norm 0.1564, swav 0.0000 LR: 7.381e-02 Score 97.279 Data time: 0.1778, Forward time: 2.2489, Backward time: 3.1318, DDP time: 0.0037, Total iter time: 6.8172 [2020-11-08 12:07:44,122][root][INFO] - ===> Epoch[478](1433/3): Loss -0.7215, Sem 0.0833, dir -0.9689, norm 0.1641, swav 0.0000 LR: 7.380e-02 Score 97.178 Data time: 0.2463, Forward time: 2.2490, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 6.0579 [2020-11-08 12:07:51,155][root][INFO] - ===> Epoch[478](1434/3): Loss -0.7371, Sem 0.0708, dir -0.9666, norm 0.1586, swav 0.0000 LR: 7.378e-02 Score 97.615 Data time: 0.2064, Forward time: 2.2490, Backward time: 3.1328, DDP time: 0.0037, Total iter time: 6.8992 [2020-11-08 12:07:56,248][root][INFO] - ===> Epoch[479](1435/3): Loss -0.7148, Sem 0.0792, dir -0.9675, norm 0.1735, swav 0.0000 LR: 7.376e-02 Score 97.316 Data time: 0.1890, Forward time: 2.2487, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 4.9703 [2020-11-08 12:08:02,136][root][INFO] - ===> Epoch[479](1436/3): Loss -0.7325, Sem 0.0704, dir -0.9680, norm 0.1651, swav 0.0000 LR: 7.374e-02 Score 97.581 Data time: 0.2881, Forward time: 2.2493, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 5.7992 [2020-11-08 12:08:08,254][root][INFO] - ===> Epoch[479](1437/3): Loss -0.7142, Sem 0.0825, dir -0.9691, norm 0.1724, swav 0.0000 LR: 7.372e-02 Score 97.168 Data time: 0.1552, Forward time: 2.2489, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 5.9791 [2020-11-08 12:08:14,002][root][INFO] - ===> Epoch[480](1438/3): Loss -0.7071, Sem 0.0873, dir -0.9639, norm 0.1695, swav 0.0000 LR: 7.370e-02 Score 97.055 Data time: 0.1813, Forward time: 2.2487, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 5.6642 [2020-11-08 12:08:21,458][root][INFO] - ===> Epoch[480](1439/3): Loss -0.7143, Sem 0.0797, dir -0.9641, norm 0.1701, swav 0.0000 LR: 7.368e-02 Score 97.301 Data time: 0.1659, Forward time: 2.2483, Backward time: 3.1344, DDP time: 0.0037, Total iter time: 7.3655 [2020-11-08 12:08:28,138][root][INFO] - ===> Epoch[480](1440/3): Loss -0.7296, Sem 0.0721, dir -0.9669, norm 0.1651, swav 0.0000 LR: 7.367e-02 Score 97.564 Data time: 0.2101, Forward time: 2.2482, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 6.6105 [2020-11-08 12:08:33,238][root][INFO] - ===> Epoch[481](1441/3): Loss -0.7149, Sem 0.0735, dir -0.9617, norm 0.1733, swav 0.0000 LR: 7.365e-02 Score 97.471 Data time: 0.2287, Forward time: 2.2482, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 4.9780 [2020-11-08 12:08:38,770][root][INFO] - ===> Epoch[481](1442/3): Loss -0.7211, Sem 0.0706, dir -0.9659, norm 0.1741, swav 0.0000 LR: 7.363e-02 Score 97.649 Data time: 0.1896, Forward time: 2.2480, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 5.4192 [2020-11-08 12:08:44,248][root][INFO] - ===> Epoch[481](1443/3): Loss -0.6989, Sem 0.0836, dir -0.9627, norm 0.1803, swav 0.0000 LR: 7.361e-02 Score 97.158 Data time: 0.2219, Forward time: 2.2482, Backward time: 3.1343, DDP time: 0.0037, Total iter time: 5.3611 [2020-11-08 12:08:49,458][root][INFO] - ===> Epoch[482](1444/3): Loss -0.6808, Sem 0.0823, dir -0.9581, norm 0.1950, swav 0.0000 LR: 7.359e-02 Score 97.200 Data time: 0.1710, Forward time: 2.2479, Backward time: 3.1343, DDP time: 0.0037, Total iter time: 5.0764 [2020-11-08 12:08:56,247][root][INFO] - ===> Epoch[482](1445/3): Loss -0.7441, Sem 0.0748, dir -0.9724, norm 0.1535, swav 0.0000 LR: 7.357e-02 Score 97.465 Data time: 0.3392, Forward time: 2.2486, Backward time: 3.1341, DDP time: 0.0037, Total iter time: 6.6853 [2020-11-08 12:09:01,454][root][INFO] - ===> Epoch[482](1446/3): Loss -0.7020, Sem 0.0685, dir -0.9575, norm 0.1869, swav 0.0000 LR: 7.355e-02 Score 97.716 Data time: 0.2136, Forward time: 2.2486, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.0881 [2020-11-08 12:09:07,241][root][INFO] - ===> Epoch[483](1447/3): Loss -0.6754, Sem 0.0845, dir -0.9602, norm 0.2003, swav 0.0000 LR: 7.354e-02 Score 97.131 Data time: 0.2291, Forward time: 2.2487, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.6820 [2020-11-08 12:09:12,248][root][INFO] - ===> Epoch[483](1448/3): Loss -0.7101, Sem 0.0817, dir -0.9643, norm 0.1725, swav 0.0000 LR: 7.352e-02 Score 97.227 Data time: 0.2555, Forward time: 2.2489, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 4.9020 [2020-11-08 12:09:18,423][root][INFO] - ===> Epoch[483](1449/3): Loss -0.7098, Sem 0.0782, dir -0.9637, norm 0.1757, swav 0.0000 LR: 7.350e-02 Score 97.417 Data time: 0.2758, Forward time: 2.2493, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 6.0524 [2020-11-08 12:09:23,921][root][INFO] - ===> Epoch[484](1450/3): Loss -0.7137, Sem 0.0728, dir -0.9627, norm 0.1763, swav 0.0000 LR: 7.348e-02 Score 97.539 Data time: 0.2559, Forward time: 2.2497, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 5.3421 [2020-11-08 12:09:30,357][root][INFO] - ===> Epoch[484](1451/3): Loss -0.7078, Sem 0.0776, dir -0.9625, norm 0.1771, swav 0.0000 LR: 7.346e-02 Score 97.460 Data time: 0.1495, Forward time: 2.2492, Backward time: 3.1331, DDP time: 0.0037, Total iter time: 6.3404 [2020-11-08 12:09:37,375][root][INFO] - ===> Epoch[484](1452/3): Loss -0.7121, Sem 0.0719, dir -0.9649, norm 0.1809, swav 0.0000 LR: 7.344e-02 Score 97.595 Data time: 0.2716, Forward time: 2.2496, Backward time: 3.1336, DDP time: 0.0037, Total iter time: 6.9392 [2020-11-08 12:09:42,052][root][INFO] - ===> Epoch[485](1453/3): Loss -0.7214, Sem 0.0759, dir -0.9694, norm 0.1721, swav 0.0000 LR: 7.342e-02 Score 97.467 Data time: 0.2233, Forward time: 2.2497, Backward time: 3.1327, DDP time: 0.0037, Total iter time: 4.5600 [2020-11-08 12:09:47,388][root][INFO] - ===> Epoch[485](1454/3): Loss -0.6721, Sem 0.0844, dir -0.9571, norm 0.2006, swav 0.0000 LR: 7.340e-02 Score 97.067 Data time: 0.2475, Forward time: 2.2500, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 5.2347 [2020-11-08 12:09:53,272][root][INFO] - ===> Epoch[485](1455/3): Loss -0.7357, Sem 0.0690, dir -0.9640, norm 0.1593, swav 0.0000 LR: 7.339e-02 Score 97.675 Data time: 0.1649, Forward time: 2.2498, Backward time: 3.1324, DDP time: 0.0037, Total iter time: 5.7670 [2020-11-08 12:09:58,412][root][INFO] - ===> Epoch[486](1456/3): Loss -0.6997, Sem 0.0810, dir -0.9660, norm 0.1854, swav 0.0000 LR: 7.337e-02 Score 97.259 Data time: 0.1906, Forward time: 2.2494, Backward time: 3.1324, DDP time: 0.0037, Total iter time: 5.0531 [2020-11-08 12:10:04,854][root][INFO] - ===> Epoch[486](1457/3): Loss -0.7102, Sem 0.0707, dir -0.9608, norm 0.1799, swav 0.0000 LR: 7.335e-02 Score 97.579 Data time: 0.2158, Forward time: 2.2495, Backward time: 3.1328, DDP time: 0.0037, Total iter time: 6.3655 [2020-11-08 12:10:10,738][root][INFO] - ===> Epoch[486](1458/3): Loss -0.7334, Sem 0.0710, dir -0.9664, norm 0.1620, swav 0.0000 LR: 7.333e-02 Score 97.567 Data time: 0.2026, Forward time: 2.2493, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 5.7439 [2020-11-08 12:10:16,642][root][INFO] - ===> Epoch[487](1459/3): Loss -0.7223, Sem 0.0751, dir -0.9663, norm 0.1689, swav 0.0000 LR: 7.331e-02 Score 97.423 Data time: 0.2674, Forward time: 2.2496, Backward time: 3.1327, DDP time: 0.0037, Total iter time: 5.7943 [2020-11-08 12:10:22,354][root][INFO] - ===> Epoch[487](1460/3): Loss -0.7006, Sem 0.0844, dir -0.9642, norm 0.1792, swav 0.0000 LR: 7.329e-02 Score 97.140 Data time: 0.2500, Forward time: 2.2501, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 5.5812 [2020-11-08 12:10:28,800][root][INFO] - ===> Epoch[487](1461/3): Loss -0.7195, Sem 0.0808, dir -0.9683, norm 0.1680, swav 0.0000 LR: 7.327e-02 Score 97.269 Data time: 0.1577, Forward time: 2.2498, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 6.3305 [2020-11-08 12:10:33,540][root][INFO] - ===> Epoch[488](1462/3): Loss -0.7272, Sem 0.0751, dir -0.9642, norm 0.1619, swav 0.0000 LR: 7.326e-02 Score 97.411 Data time: 0.1958, Forward time: 2.2496, Backward time: 3.1324, DDP time: 0.0037, Total iter time: 4.6371 [2020-11-08 12:10:39,532][root][INFO] - ===> Epoch[488](1463/3): Loss -0.7235, Sem 0.0725, dir -0.9703, norm 0.1744, swav 0.0000 LR: 7.324e-02 Score 97.527 Data time: 0.2240, Forward time: 2.2496, Backward time: 3.1325, DDP time: 0.0037, Total iter time: 5.8859 [2020-11-08 12:10:44,782][root][INFO] - ===> Epoch[488](1464/3): Loss -0.7290, Sem 0.0742, dir -0.9639, norm 0.1607, swav 0.0000 LR: 7.322e-02 Score 97.500 Data time: 0.2115, Forward time: 2.2496, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 5.1138 [2020-11-08 12:10:50,192][root][INFO] - ===> Epoch[489](1465/3): Loss -0.7176, Sem 0.0796, dir -0.9674, norm 0.1703, swav 0.0000 LR: 7.320e-02 Score 97.279 Data time: 0.1599, Forward time: 2.2492, Backward time: 3.1323, DDP time: 0.0037, Total iter time: 5.2861 [2020-11-08 12:10:55,644][root][INFO] - ===> Epoch[489](1466/3): Loss -0.7285, Sem 0.0701, dir -0.9674, norm 0.1688, swav 0.0000 LR: 7.318e-02 Score 97.662 Data time: 0.2420, Forward time: 2.2491, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 5.3816 [2020-11-08 12:11:01,505][root][INFO] - ===> Epoch[489](1467/3): Loss -0.7209, Sem 0.0811, dir -0.9650, norm 0.1630, swav 0.0000 LR: 7.316e-02 Score 97.126 Data time: 0.2328, Forward time: 2.2493, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 5.7307 [2020-11-08 12:11:07,333][root][INFO] - ===> Epoch[490](1468/3): Loss -0.7146, Sem 0.0763, dir -0.9656, norm 0.1747, swav 0.0000 LR: 7.314e-02 Score 97.411 Data time: 0.1628, Forward time: 2.2489, Backward time: 3.1324, DDP time: 0.0037, Total iter time: 5.7079 [2020-11-08 12:11:13,774][root][INFO] - ===> Epoch[490](1469/3): Loss -0.7166, Sem 0.0733, dir -0.9662, norm 0.1763, swav 0.0000 LR: 7.313e-02 Score 97.549 Data time: 0.2220, Forward time: 2.2490, Backward time: 3.1327, DDP time: 0.0037, Total iter time: 6.3461 [2020-11-08 12:11:19,417][root][INFO] - ===> Epoch[490](1470/3): Loss -0.6984, Sem 0.0816, dir -0.9615, norm 0.1815, swav 0.0000 LR: 7.311e-02 Score 97.374 Data time: 0.1632, Forward time: 2.2487, Backward time: 3.1330, DDP time: 0.0037, Total iter time: 5.5199 [2020-11-08 12:11:24,605][root][INFO] - ===> Epoch[491](1471/3): Loss -0.7182, Sem 0.0791, dir -0.9688, norm 0.1716, swav 0.0000 LR: 7.309e-02 Score 97.333 Data time: 0.1728, Forward time: 2.2484, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 5.1097 [2020-11-08 12:11:30,376][root][INFO] - ===> Epoch[491](1472/3): Loss -0.7366, Sem 0.0704, dir -0.9678, norm 0.1608, swav 0.0000 LR: 7.307e-02 Score 97.646 Data time: 0.2255, Forward time: 2.2482, Backward time: 3.1331, DDP time: 0.0037, Total iter time: 5.6670 [2020-11-08 12:11:36,339][root][INFO] - ===> Epoch[491](1473/3): Loss -0.7146, Sem 0.0791, dir -0.9638, norm 0.1701, swav 0.0000 LR: 7.305e-02 Score 97.348 Data time: 0.2241, Forward time: 2.2483, Backward time: 3.1331, DDP time: 0.0037, Total iter time: 5.8507 [2020-11-08 12:11:42,080][root][INFO] - ===> Epoch[492](1474/3): Loss -0.7392, Sem 0.0679, dir -0.9692, norm 0.1621, swav 0.0000 LR: 7.303e-02 Score 97.702 Data time: 0.2179, Forward time: 2.2482, Backward time: 3.1331, DDP time: 0.0037, Total iter time: 5.6255 [2020-11-08 12:11:48,517][root][INFO] - ===> Epoch[492](1475/3): Loss -0.7411, Sem 0.0747, dir -0.9685, norm 0.1527, swav 0.0000 LR: 7.301e-02 Score 97.466 Data time: 0.2511, Forward time: 2.2484, Backward time: 3.1333, DDP time: 0.0037, Total iter time: 6.3351 [2020-11-08 12:11:54,139][root][INFO] - ===> Epoch[492](1476/3): Loss -0.7232, Sem 0.0704, dir -0.9694, norm 0.1757, swav 0.0000 LR: 7.299e-02 Score 97.592 Data time: 0.2077, Forward time: 2.2484, Backward time: 3.1332, DDP time: 0.0037, Total iter time: 5.5024 [2020-11-08 12:11:59,526][root][INFO] - ===> Epoch[493](1477/3): Loss -0.7312, Sem 0.0764, dir -0.9685, norm 0.1609, swav 0.0000 LR: 7.298e-02 Score 97.354 Data time: 0.2412, Forward time: 2.2485, Backward time: 3.1328, DDP time: 0.0037, Total iter time: 5.2853 [2020-11-08 12:12:05,423][root][INFO] - ===> Epoch[493](1478/3): Loss -0.7149, Sem 0.0759, dir -0.9641, norm 0.1733, swav 0.0000 LR: 7.296e-02 Score 97.457 Data time: 0.1854, Forward time: 2.2484, Backward time: 3.1330, DDP time: 0.0037, Total iter time: 5.7744 [2020-11-08 12:12:11,717][root][INFO] - ===> Epoch[493](1479/3): Loss -0.7203, Sem 0.0766, dir -0.9667, norm 0.1699, swav 0.0000 LR: 7.294e-02 Score 97.434 Data time: 0.1610, Forward time: 2.2480, Backward time: 3.1338, DDP time: 0.0037, Total iter time: 6.1861 [2020-11-08 12:12:17,512][root][INFO] - ===> Epoch[494](1480/3): Loss -0.7493, Sem 0.0721, dir -0.9744, norm 0.1530, swav 0.0000 LR: 7.292e-02 Score 97.560 Data time: 0.1831, Forward time: 2.2478, Backward time: 3.1340, DDP time: 0.0037, Total iter time: 5.7212 [2020-11-08 12:12:23,739][root][INFO] - ===> Epoch[494](1481/3): Loss -0.7051, Sem 0.0961, dir -0.9692, norm 0.1680, swav 0.0000 LR: 7.290e-02 Score 97.220 Data time: 0.1784, Forward time: 2.2476, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 6.1190 [2020-11-08 12:12:28,526][root][INFO] - ===> Epoch[494](1482/3): Loss -0.7233, Sem 0.0771, dir -0.9657, norm 0.1652, swav 0.0000 LR: 7.288e-02 Score 97.402 Data time: 0.1907, Forward time: 2.2474, Backward time: 3.1341, DDP time: 0.0037, Total iter time: 4.6829 [2020-11-08 12:12:33,551][root][INFO] - ===> Epoch[495](1483/3): Loss -0.7167, Sem 0.0835, dir -0.9640, norm 0.1638, swav 0.0000 LR: 7.286e-02 Score 97.179 Data time: 0.2464, Forward time: 2.2476, Backward time: 3.1334, DDP time: 0.0037, Total iter time: 4.9371 [2020-11-08 12:12:39,563][root][INFO] - ===> Epoch[495](1484/3): Loss -0.7390, Sem 0.0776, dir -0.9729, norm 0.1563, swav 0.0000 LR: 7.285e-02 Score 97.266 Data time: 0.2504, Forward time: 2.2479, Backward time: 3.1333, DDP time: 0.0037, Total iter time: 5.9021 [2020-11-08 12:12:46,117][root][INFO] - ===> Epoch[495](1485/3): Loss -0.7349, Sem 0.0734, dir -0.9693, norm 0.1611, swav 0.0000 LR: 7.283e-02 Score 97.497 Data time: 0.2540, Forward time: 2.2482, Backward time: 3.1335, DDP time: 0.0037, Total iter time: 6.4291 [2020-11-08 12:12:51,454][root][INFO] - ===> Epoch[496](1486/3): Loss -0.7323, Sem 0.0752, dir -0.9679, norm 0.1604, swav 0.0000 LR: 7.281e-02 Score 97.482 Data time: 0.2923, Forward time: 2.2485, Backward time: 3.1328, DDP time: 0.0037, Total iter time: 5.2073 [2020-11-08 12:12:58,631][root][INFO] - ===> Epoch[496](1487/3): Loss -0.7237, Sem 0.0778, dir -0.9693, norm 0.1679, swav 0.0000 LR: 7.279e-02 Score 97.342 Data time: 0.2716, Forward time: 2.2490, Backward time: 3.1332, DDP time: 0.0037, Total iter time: 7.0643 [2020-11-08 12:13:03,608][root][INFO] - ===> Epoch[496](1488/3): Loss -0.7257, Sem 0.0693, dir -0.9700, norm 0.1750, swav 0.0000 LR: 7.277e-02 Score 97.732 Data time: 0.1595, Forward time: 2.2487, Backward time: 3.1330, DDP time: 0.0037, Total iter time: 4.8478 [2020-11-08 12:13:08,630][root][INFO] - ===> Epoch[497](1489/3): Loss -0.7131, Sem 0.0873, dir -0.9618, norm 0.1614, swav 0.0000 LR: 7.275e-02 Score 96.988 Data time: 0.1840, Forward time: 2.2485, Backward time: 3.1327, DDP time: 0.0037, Total iter time: 4.9223 [2020-11-08 12:13:13,869][root][INFO] - ===> Epoch[497](1490/3): Loss -0.7247, Sem 0.0800, dir -0.9694, norm 0.1647, swav 0.0000 LR: 7.273e-02 Score 97.251 Data time: 0.1802, Forward time: 2.2482, Backward time: 3.1327, DDP time: 0.0037, Total iter time: 5.1054 [2020-11-08 12:13:19,612][root][INFO] - ===> Epoch[497](1491/3): Loss -0.7285, Sem 0.0754, dir -0.9674, norm 0.1635, swav 0.0000 LR: 7.272e-02 Score 97.467 Data time: 0.2963, Forward time: 2.2486, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 5.6587 [2020-11-08 12:13:25,815][root][INFO] - ===> Epoch[498](1492/3): Loss -0.7252, Sem 0.0742, dir -0.9686, norm 0.1692, swav 0.0000 LR: 7.270e-02 Score 97.449 Data time: 0.2868, Forward time: 2.2492, Backward time: 3.1318, DDP time: 0.0037, Total iter time: 6.1016 [2020-11-08 12:13:31,768][root][INFO] - ===> Epoch[498](1493/3): Loss -0.7059, Sem 0.0745, dir -0.9683, norm 0.1879, swav 0.0000 LR: 7.268e-02 Score 97.551 Data time: 0.2239, Forward time: 2.2494, Backward time: 3.1318, DDP time: 0.0037, Total iter time: 5.8200 [2020-11-08 12:13:38,174][root][INFO] - ===> Epoch[498](1494/3): Loss -0.7289, Sem 0.0785, dir -0.9686, norm 0.1612, swav 0.0000 LR: 7.266e-02 Score 97.207 Data time: 0.2072, Forward time: 2.2494, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 6.2829 [2020-11-08 12:13:44,943][root][INFO] - ===> Epoch[499](1495/3): Loss -0.7063, Sem 0.0856, dir -0.9605, norm 0.1685, swav 0.0000 LR: 7.264e-02 Score 97.159 Data time: 0.1494, Forward time: 2.2490, Backward time: 3.1331, DDP time: 0.0037, Total iter time: 6.6587 [2020-11-08 12:13:50,003][root][INFO] - ===> Epoch[499](1496/3): Loss -0.7201, Sem 0.0786, dir -0.9653, norm 0.1666, swav 0.0000 LR: 7.262e-02 Score 97.261 Data time: 0.1283, Forward time: 2.2484, Backward time: 3.1333, DDP time: 0.0037, Total iter time: 4.9949 [2020-11-08 12:13:55,045][root][INFO] - ===> Epoch[499](1497/3): Loss -0.7319, Sem 0.0743, dir -0.9713, norm 0.1650, swav 0.0000 LR: 7.260e-02 Score 97.509 Data time: 0.1871, Forward time: 2.2482, Backward time: 3.1331, DDP time: 0.0037, Total iter time: 4.9812 [2020-11-08 12:14:01,886][root][INFO] - ===> Epoch[500](1498/3): Loss -0.7244, Sem 0.0769, dir -0.9690, norm 0.1677, swav 0.0000 LR: 7.258e-02 Score 97.338 Data time: 0.1796, Forward time: 2.2480, Backward time: 3.1340, DDP time: 0.0037, Total iter time: 6.7385 [2020-11-08 12:14:08,319][root][INFO] - ===> Epoch[500](1499/3): Loss -0.7431, Sem 0.0706, dir -0.9707, norm 0.1569, swav 0.0000 LR: 7.257e-02 Score 97.581 Data time: 0.2001, Forward time: 2.2479, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 6.3261 [2020-11-08 12:14:13,899][root][INFO] - ===> Epoch[500](1500/3): Loss -0.7343, Sem 0.0749, dir -0.9685, norm 0.1594, swav 0.0000 LR: 7.255e-02 Score 97.391 Data time: 0.1917, Forward time: 2.2478, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 5.4481 [2020-11-08 12:14:14,730][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 12:14:14,942][root][INFO] - ===> Start testing [2020-11-08 12:15:39,177][root][INFO] - 101/312: Data time: 0.0108, Iter time: 0.3207 Loss 0.031 (AVG: 1.055) Score 99.214 (AVG: 83.495) mIOU 60.720 mAP 67.697 mAcc 71.582 IOU: 77.143 95.265 43.977 61.048 88.812 82.734 63.757 46.174 42.913 74.478 20.928 53.778 51.808 47.739 45.705 74.553 81.307 49.083 88.830 24.366 mAP: 74.806 96.156 45.575 59.950 88.489 81.058 68.277 62.107 54.082 70.299 38.018 50.588 58.090 53.037 47.217 91.969 93.163 81.522 84.344 55.187 mAcc: 93.071 98.349 55.660 69.297 94.466 89.975 76.288 67.577 53.156 77.763 29.833 62.966 76.229 57.040 54.868 96.491 94.870 59.235 95.220 29.274 [2020-11-08 12:17:10,333][root][INFO] - 201/312: Data time: 0.0077, Iter time: 0.4155 Loss 1.112 (AVG: 1.096) Score 83.381 (AVG: 82.938) mIOU 58.471 mAP 66.470 mAcc 69.149 IOU: 76.516 95.586 43.997 61.955 87.480 79.213 63.916 46.216 43.886 68.826 20.368 51.157 45.607 51.705 37.159 56.698 85.140 47.998 81.541 24.450 mAP: 75.881 94.535 48.781 62.435 87.373 79.775 65.736 60.825 57.784 58.335 38.334 49.299 57.072 57.798 41.816 88.470 95.803 76.911 83.120 49.318 mAcc: 93.058 98.615 55.716 70.296 93.135 85.882 76.400 67.081 54.288 74.464 27.432 59.790 74.298 58.213 46.027 74.350 95.588 57.942 91.224 29.182 [2020-11-08 12:18:37,981][root][INFO] - 301/312: Data time: 0.0087, Iter time: 0.1712 Loss 0.079 (AVG: 1.014) Score 98.114 (AVG: 83.816) mIOU 58.589 mAP 67.375 mAcc 69.058 IOU: 77.534 95.940 45.563 68.218 87.784 79.304 63.827 48.846 42.128 71.606 23.537 51.839 43.470 51.424 31.034 57.472 77.959 46.878 81.642 25.767 mAP: 76.792 95.175 51.563 70.520 87.790 79.769 67.487 62.082 56.564 58.399 42.079 52.062 58.350 59.843 38.035 89.120 93.834 76.608 81.005 50.413 mAcc: 93.424 98.666 57.238 75.019 93.421 85.341 77.344 68.251 51.184 76.321 31.889 59.221 74.511 62.065 36.784 71.221 93.317 56.060 88.979 30.900 [2020-11-08 12:18:47,281][root][INFO] - 312/312: Data time: 0.0034, Iter time: 0.3197 Loss 0.589 (AVG: 1.014) Score 83.252 (AVG: 83.867) mIOU 58.579 mAP 67.065 mAcc 68.976 IOU: 77.580 95.945 45.886 68.996 88.005 79.143 64.073 48.300 43.094 71.564 23.140 51.584 44.033 51.672 31.886 55.198 77.169 47.043 81.612 25.665 mAP: 76.781 95.249 51.390 70.329 87.792 79.769 67.374 61.816 57.014 58.399 41.519 51.123 57.953 60.071 39.224 86.239 92.293 76.125 81.005 49.828 mAcc: 93.420 98.644 57.285 75.638 93.558 85.341 77.547 68.002 51.982 76.321 31.539 59.005 74.640 63.061 37.702 67.995 91.545 56.590 88.979 30.731 [2020-11-08 12:18:47,283][root][INFO] - Finished test. Elapsed time: 272.3380 [2020-11-08 12:18:58,801][root][INFO] - [2020-11-08 12:18:58,801][root][INFO] - ################################################################ [2020-11-08 12:18:58,801][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 12:18:58,801][root][INFO] - ################################################################ [2020-11-08 12:18:58,801][root][INFO] - cabinet : 0.140 0.300 0.531 [2020-11-08 12:18:58,801][root][INFO] - bed : 0.344 0.672 0.800 [2020-11-08 12:18:58,802][root][INFO] - chair : 0.690 0.843 0.893 [2020-11-08 12:18:58,802][root][INFO] - sofa : 0.395 0.632 0.815 [2020-11-08 12:18:58,802][root][INFO] - table : 0.385 0.582 0.690 [2020-11-08 12:18:58,802][root][INFO] - door : 0.191 0.358 0.508 [2020-11-08 12:18:58,802][root][INFO] - window : 0.071 0.182 0.361 [2020-11-08 12:18:58,802][root][INFO] - bookshelf : 0.129 0.411 0.678 [2020-11-08 12:18:58,802][root][INFO] - picture : 0.097 0.186 0.265 [2020-11-08 12:18:58,802][root][INFO] - counter : 0.011 0.067 0.364 [2020-11-08 12:18:58,802][root][INFO] - desk : 0.024 0.101 0.403 [2020-11-08 12:18:58,802][root][INFO] - curtain : 0.145 0.291 0.449 [2020-11-08 12:18:58,802][root][INFO] - refrigerator : 0.203 0.303 0.318 [2020-11-08 12:18:58,802][root][INFO] - shower curtain : 0.307 0.583 0.638 [2020-11-08 12:18:58,802][root][INFO] - toilet : 0.781 0.929 0.946 [2020-11-08 12:18:58,802][root][INFO] - sink : 0.156 0.427 0.714 [2020-11-08 12:18:58,802][root][INFO] - bathtub : 0.570 0.755 0.855 [2020-11-08 12:18:58,802][root][INFO] - otherfurniture : 0.263 0.386 0.499 [2020-11-08 12:18:58,802][root][INFO] - ---------------------------------------------------------------- [2020-11-08 12:18:58,802][root][INFO] - average : 0.272 0.445 0.596 [2020-11-08 12:18:58,802][root][INFO] - [2020-11-08 12:18:59,025][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 12:18:59,733][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 12:18:59,909][root][INFO] - Current best mIoU: 58.579 at iter 1500 [2020-11-08 12:19:03,038][root][INFO] - ===> Epoch[501](1501/3): Loss -0.7444, Sem 0.0714, dir -0.9665, norm 0.1507, swav 0.0000 LR: 7.253e-02 Score 97.626 Data time: 0.1129, Forward time: 2.2470, Backward time: 3.1336, DDP time: 0.0037, Total iter time: 3.1221 [2020-11-08 12:19:08,302][root][INFO] - ===> Epoch[501](1502/3): Loss -0.7194, Sem 0.0820, dir -0.9687, norm 0.1673, swav 0.0000 LR: 7.251e-02 Score 97.227 Data time: 0.1516, Forward time: 2.2466, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.1742 [2020-11-08 12:19:13,928][root][INFO] - ===> Epoch[501](1503/3): Loss -0.7351, Sem 0.0761, dir -0.9728, norm 0.1616, swav 0.0000 LR: 7.249e-02 Score 97.384 Data time: 0.2423, Forward time: 2.2467, Backward time: 3.1336, DDP time: 0.0037, Total iter time: 5.5348 [2020-11-08 12:19:19,004][root][INFO] - ===> Epoch[502](1504/3): Loss -0.7250, Sem 0.0828, dir -0.9703, norm 0.1625, swav 0.0000 LR: 7.247e-02 Score 97.248 Data time: 0.1686, Forward time: 2.2465, Backward time: 3.1334, DDP time: 0.0037, Total iter time: 4.9544 [2020-11-08 12:19:25,278][root][INFO] - ===> Epoch[502](1505/3): Loss -0.7330, Sem 0.0661, dir -0.9676, norm 0.1685, swav 0.0000 LR: 7.245e-02 Score 97.756 Data time: 0.2087, Forward time: 2.2463, Backward time: 3.1338, DDP time: 0.0037, Total iter time: 6.1551 [2020-11-08 12:19:31,050][root][INFO] - ===> Epoch[502](1506/3): Loss -0.7278, Sem 0.0724, dir -0.9644, norm 0.1643, swav 0.0000 LR: 7.244e-02 Score 97.543 Data time: 0.2340, Forward time: 2.2465, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.6525 [2020-11-08 12:19:36,419][root][INFO] - ===> Epoch[503](1507/3): Loss -0.7142, Sem 0.0864, dir -0.9680, norm 0.1673, swav 0.0000 LR: 7.242e-02 Score 97.026 Data time: 0.2621, Forward time: 2.2468, Backward time: 3.1330, DDP time: 0.0037, Total iter time: 5.2441 [2020-11-08 12:19:41,543][root][INFO] - ===> Epoch[503](1508/3): Loss -0.7290, Sem 0.0757, dir -0.9699, norm 0.1652, swav 0.0000 LR: 7.240e-02 Score 97.473 Data time: 0.2520, Forward time: 2.2471, Backward time: 3.1323, DDP time: 0.0037, Total iter time: 5.0038 [2020-11-08 12:19:46,791][root][INFO] - ===> Epoch[503](1509/3): Loss -0.7294, Sem 0.0744, dir -0.9719, norm 0.1681, swav 0.0000 LR: 7.238e-02 Score 97.455 Data time: 0.1652, Forward time: 2.2467, Backward time: 3.1324, DDP time: 0.0037, Total iter time: 5.1250 [2020-11-08 12:19:51,815][root][INFO] - ===> Epoch[504](1510/3): Loss -0.7173, Sem 0.0743, dir -0.9629, norm 0.1713, swav 0.0000 LR: 7.236e-02 Score 97.507 Data time: 0.2425, Forward time: 2.2469, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 4.9387 [2020-11-08 12:19:58,187][root][INFO] - ===> Epoch[504](1511/3): Loss -0.7237, Sem 0.0693, dir -0.9714, norm 0.1784, swav 0.0000 LR: 7.234e-02 Score 97.648 Data time: 0.2181, Forward time: 2.2469, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 6.2717 [2020-11-08 12:20:04,366][root][INFO] - ===> Epoch[504](1512/3): Loss -0.7327, Sem 0.0783, dir -0.9665, norm 0.1555, swav 0.0000 LR: 7.232e-02 Score 97.318 Data time: 0.2287, Forward time: 2.2469, Backward time: 3.1323, DDP time: 0.0037, Total iter time: 6.0609 [2020-11-08 12:20:09,574][root][INFO] - ===> Epoch[505](1513/3): Loss -0.7129, Sem 0.0808, dir -0.9690, norm 0.1754, swav 0.0000 LR: 7.230e-02 Score 97.312 Data time: 0.2551, Forward time: 2.2472, Backward time: 3.1316, DDP time: 0.0037, Total iter time: 5.0924 [2020-11-08 12:20:15,434][root][INFO] - ===> Epoch[505](1514/3): Loss -0.7281, Sem 0.0726, dir -0.9658, norm 0.1652, swav 0.0000 LR: 7.229e-02 Score 97.517 Data time: 0.2662, Forward time: 2.2476, Backward time: 3.1312, DDP time: 0.0037, Total iter time: 5.7557 [2020-11-08 12:20:22,255][root][INFO] - ===> Epoch[505](1515/3): Loss -0.7191, Sem 0.0765, dir -0.9698, norm 0.1742, swav 0.0000 LR: 7.227e-02 Score 97.376 Data time: 0.1337, Forward time: 2.2471, Backward time: 3.1325, DDP time: 0.0037, Total iter time: 6.6991 [2020-11-08 12:20:28,203][root][INFO] - ===> Epoch[506](1516/3): Loss -0.7090, Sem 0.0730, dir -0.9594, norm 0.1774, swav 0.0000 LR: 7.225e-02 Score 97.474 Data time: 0.3004, Forward time: 2.2476, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 5.8379 [2020-11-08 12:20:33,350][root][INFO] - ===> Epoch[506](1517/3): Loss -0.7109, Sem 0.0658, dir -0.9659, norm 0.1893, swav 0.0000 LR: 7.223e-02 Score 97.772 Data time: 0.1576, Forward time: 2.2473, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 5.0125 [2020-11-08 12:20:39,122][root][INFO] - ===> Epoch[506](1518/3): Loss -0.7123, Sem 0.0897, dir -0.9668, norm 0.1647, swav 0.0000 LR: 7.221e-02 Score 96.947 Data time: 0.1271, Forward time: 2.2468, Backward time: 3.1325, DDP time: 0.0037, Total iter time: 5.6761 [2020-11-08 12:20:44,988][root][INFO] - ===> Epoch[507](1519/3): Loss -0.7094, Sem 0.0702, dir -0.9630, norm 0.1834, swav 0.0000 LR: 7.219e-02 Score 97.614 Data time: 0.2219, Forward time: 2.2468, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 5.7993 [2020-11-08 12:20:50,858][root][INFO] - ===> Epoch[507](1520/3): Loss -0.7136, Sem 0.0785, dir -0.9686, norm 0.1765, swav 0.0000 LR: 7.217e-02 Score 97.340 Data time: 0.2333, Forward time: 2.2469, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 5.7604 [2020-11-08 12:20:56,816][root][INFO] - ===> Epoch[507](1521/3): Loss -0.7227, Sem 0.0713, dir -0.9658, norm 0.1719, swav 0.0000 LR: 7.216e-02 Score 97.587 Data time: 0.2832, Forward time: 2.2474, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 5.8082 [2020-11-08 12:21:02,863][root][INFO] - ===> Epoch[508](1522/3): Loss -0.7057, Sem 0.0817, dir -0.9643, norm 0.1769, swav 0.0000 LR: 7.214e-02 Score 97.215 Data time: 0.1882, Forward time: 2.2474, Backward time: 3.1323, DDP time: 0.0037, Total iter time: 5.9305 [2020-11-08 12:21:09,117][root][INFO] - ===> Epoch[508](1523/3): Loss -0.7191, Sem 0.0740, dir -0.9692, norm 0.1761, swav 0.0000 LR: 7.212e-02 Score 97.565 Data time: 0.1811, Forward time: 2.2472, Backward time: 3.1328, DDP time: 0.0037, Total iter time: 6.1255 [2020-11-08 12:21:16,036][root][INFO] - ===> Epoch[508](1524/3): Loss -0.7317, Sem 0.0779, dir -0.9697, norm 0.1601, swav 0.0000 LR: 7.210e-02 Score 97.332 Data time: 0.1544, Forward time: 2.2468, Backward time: 3.1339, DDP time: 0.0037, Total iter time: 6.8107 [2020-11-08 12:21:22,505][root][INFO] - ===> Epoch[509](1525/3): Loss -0.7034, Sem 0.0783, dir -0.9625, norm 0.1807, swav 0.0000 LR: 7.208e-02 Score 97.352 Data time: 0.2054, Forward time: 2.2466, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 6.3529 [2020-11-08 12:21:28,531][root][INFO] - ===> Epoch[509](1526/3): Loss -0.7191, Sem 0.0771, dir -0.9692, norm 0.1730, swav 0.0000 LR: 7.206e-02 Score 97.422 Data time: 0.2221, Forward time: 2.2468, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 5.9117 [2020-11-08 12:21:34,202][root][INFO] - ===> Epoch[509](1527/3): Loss -0.7313, Sem 0.0780, dir -0.9671, norm 0.1578, swav 0.0000 LR: 7.204e-02 Score 97.379 Data time: 0.1799, Forward time: 2.2465, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 5.5511 [2020-11-08 12:21:40,198][root][INFO] - ===> Epoch[510](1528/3): Loss -0.6806, Sem 0.0823, dir -0.9607, norm 0.1978, swav 0.0000 LR: 7.202e-02 Score 97.271 Data time: 0.2854, Forward time: 2.2470, Backward time: 3.1344, DDP time: 0.0037, Total iter time: 5.8908 [2020-11-08 12:21:45,713][root][INFO] - ===> Epoch[510](1529/3): Loss -0.7273, Sem 0.0784, dir -0.9676, norm 0.1620, swav 0.0000 LR: 7.201e-02 Score 97.343 Data time: 0.1444, Forward time: 2.2466, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 5.4024 [2020-11-08 12:21:51,390][root][INFO] - ===> Epoch[510](1530/3): Loss -0.7299, Sem 0.0752, dir -0.9677, norm 0.1626, swav 0.0000 LR: 7.199e-02 Score 97.477 Data time: 0.1825, Forward time: 2.2463, Backward time: 3.1348, DDP time: 0.0037, Total iter time: 5.5684 [2020-11-08 12:21:56,704][root][INFO] - ===> Epoch[511](1531/3): Loss -0.6803, Sem 0.0785, dir -0.9595, norm 0.2007, swav 0.0000 LR: 7.197e-02 Score 97.381 Data time: 0.1791, Forward time: 2.2461, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 5.2051 [2020-11-08 12:22:02,636][root][INFO] - ===> Epoch[511](1532/3): Loss -0.7446, Sem 0.0670, dir -0.9716, norm 0.1601, swav 0.0000 LR: 7.195e-02 Score 97.720 Data time: 0.1962, Forward time: 2.2460, Backward time: 3.1349, DDP time: 0.0037, Total iter time: 5.8127 [2020-11-08 12:22:07,885][root][INFO] - ===> Epoch[511](1533/3): Loss -0.7221, Sem 0.0801, dir -0.9656, norm 0.1634, swav 0.0000 LR: 7.193e-02 Score 97.389 Data time: 0.1780, Forward time: 2.2458, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 5.1012 [2020-11-08 12:22:12,937][root][INFO] - ===> Epoch[512](1534/3): Loss -0.6959, Sem 0.0785, dir -0.9662, norm 0.1918, swav 0.0000 LR: 7.191e-02 Score 97.355 Data time: 0.2357, Forward time: 2.2460, Backward time: 3.1341, DDP time: 0.0037, Total iter time: 4.9490 [2020-11-08 12:22:19,034][root][INFO] - ===> Epoch[512](1535/3): Loss -0.7442, Sem 0.0743, dir -0.9710, norm 0.1524, swav 0.0000 LR: 7.189e-02 Score 97.430 Data time: 0.1821, Forward time: 2.2458, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 5.9810 [2020-11-08 12:22:24,688][root][INFO] - ===> Epoch[512](1536/3): Loss -0.7412, Sem 0.0695, dir -0.9717, norm 0.1611, swav 0.0000 LR: 7.188e-02 Score 97.612 Data time: 0.2699, Forward time: 2.2462, Backward time: 3.1339, DDP time: 0.0037, Total iter time: 5.5440 [2020-11-08 12:22:30,172][root][INFO] - ===> Epoch[513](1537/3): Loss -0.7387, Sem 0.0721, dir -0.9688, norm 0.1581, swav 0.0000 LR: 7.186e-02 Score 97.479 Data time: 0.2086, Forward time: 2.2463, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.3483 [2020-11-08 12:22:35,330][root][INFO] - ===> Epoch[513](1538/3): Loss -0.7272, Sem 0.0742, dir -0.9684, norm 0.1669, swav 0.0000 LR: 7.184e-02 Score 97.444 Data time: 0.2099, Forward time: 2.2461, Backward time: 3.1334, DDP time: 0.0037, Total iter time: 5.0454 [2020-11-08 12:22:41,540][root][INFO] - ===> Epoch[513](1539/3): Loss -0.7360, Sem 0.0709, dir -0.9718, norm 0.1648, swav 0.0000 LR: 7.182e-02 Score 97.615 Data time: 0.3100, Forward time: 2.2467, Backward time: 3.1331, DDP time: 0.0037, Total iter time: 6.1102 [2020-11-08 12:22:48,120][root][INFO] - ===> Epoch[514](1540/3): Loss -0.7244, Sem 0.0754, dir -0.9666, norm 0.1668, swav 0.0000 LR: 7.180e-02 Score 97.479 Data time: 0.3510, Forward time: 2.2474, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 6.4530 [2020-11-08 12:22:55,054][root][INFO] - ===> Epoch[514](1541/3): Loss -0.7251, Sem 0.0747, dir -0.9705, norm 0.1706, swav 0.0000 LR: 7.178e-02 Score 97.496 Data time: 0.3417, Forward time: 2.2483, Backward time: 3.1327, DDP time: 0.0037, Total iter time: 6.8095 [2020-11-08 12:22:59,557][root][INFO] - ===> Epoch[514](1542/3): Loss -0.7356, Sem 0.0708, dir -0.9697, norm 0.1633, swav 0.0000 LR: 7.176e-02 Score 97.573 Data time: 0.1711, Forward time: 2.2481, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 4.3502 [2020-11-08 12:23:06,004][root][INFO] - ===> Epoch[515](1543/3): Loss -0.7400, Sem 0.0728, dir -0.9680, norm 0.1552, swav 0.0000 LR: 7.174e-02 Score 97.503 Data time: 0.1929, Forward time: 2.2480, Backward time: 3.1325, DDP time: 0.0037, Total iter time: 6.3426 [2020-11-08 12:23:12,282][root][INFO] - ===> Epoch[515](1544/3): Loss -0.7517, Sem 0.0653, dir -0.9709, norm 0.1539, swav 0.0000 LR: 7.173e-02 Score 97.798 Data time: 0.2040, Forward time: 2.2479, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 6.1758 [2020-11-08 12:23:18,231][root][INFO] - ===> Epoch[515](1545/3): Loss -0.7374, Sem 0.0736, dir -0.9721, norm 0.1612, swav 0.0000 LR: 7.171e-02 Score 97.513 Data time: 0.1679, Forward time: 2.2476, Backward time: 3.1334, DDP time: 0.0037, Total iter time: 5.8351 [2020-11-08 12:23:24,288][root][INFO] - ===> Epoch[516](1546/3): Loss -0.7523, Sem 0.0698, dir -0.9722, norm 0.1502, swav 0.0000 LR: 7.169e-02 Score 97.679 Data time: 0.2930, Forward time: 2.2481, Backward time: 3.1330, DDP time: 0.0037, Total iter time: 5.9637 [2020-11-08 12:23:30,708][root][INFO] - ===> Epoch[516](1547/3): Loss -0.7192, Sem 0.0705, dir -0.9680, norm 0.1784, swav 0.0000 LR: 7.167e-02 Score 97.516 Data time: 0.1736, Forward time: 2.2479, Backward time: 3.1336, DDP time: 0.0037, Total iter time: 6.2830 [2020-11-08 12:23:36,343][root][INFO] - ===> Epoch[516](1548/3): Loss -0.7159, Sem 0.0796, dir -0.9641, norm 0.1686, swav 0.0000 LR: 7.165e-02 Score 97.350 Data time: 0.1909, Forward time: 2.2477, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.5412 [2020-11-08 12:23:42,670][root][INFO] - ===> Epoch[517](1549/3): Loss -0.7382, Sem 0.0762, dir -0.9710, norm 0.1566, swav 0.0000 LR: 7.163e-02 Score 97.440 Data time: 0.2189, Forward time: 2.2477, Backward time: 3.1341, DDP time: 0.0037, Total iter time: 6.2338 [2020-11-08 12:23:49,710][root][INFO] - ===> Epoch[517](1550/3): Loss -0.7344, Sem 0.0742, dir -0.9695, norm 0.1608, swav 0.0000 LR: 7.161e-02 Score 97.454 Data time: 0.1336, Forward time: 2.2472, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 6.9236 [2020-11-08 12:23:54,364][root][INFO] - ===> Epoch[517](1551/3): Loss -0.7486, Sem 0.0736, dir -0.9723, norm 0.1501, swav 0.0000 LR: 7.160e-02 Score 97.487 Data time: 0.2118, Forward time: 2.2472, Backward time: 3.1348, DDP time: 0.0037, Total iter time: 4.5414 [2020-11-08 12:24:01,617][root][INFO] - ===> Epoch[518](1552/3): Loss -0.7379, Sem 0.0731, dir -0.9698, norm 0.1588, swav 0.0000 LR: 7.158e-02 Score 97.530 Data time: 0.1606, Forward time: 2.2468, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 7.1229 [2020-11-08 12:24:07,826][root][INFO] - ===> Epoch[518](1553/3): Loss -0.7196, Sem 0.0711, dir -0.9648, norm 0.1740, swav 0.0000 LR: 7.156e-02 Score 97.595 Data time: 0.2108, Forward time: 2.2466, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 6.1290 [2020-11-08 12:24:13,925][root][INFO] - ===> Epoch[518](1554/3): Loss -0.7424, Sem 0.0728, dir -0.9716, norm 0.1564, swav 0.0000 LR: 7.154e-02 Score 97.474 Data time: 0.3163, Forward time: 2.2472, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 6.0013 [2020-11-08 12:24:20,251][root][INFO] - ===> Epoch[519](1555/3): Loss -0.7374, Sem 0.0664, dir -0.9658, norm 0.1620, swav 0.0000 LR: 7.152e-02 Score 97.770 Data time: 0.2279, Forward time: 2.2474, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 6.1820 [2020-11-08 12:24:24,931][root][INFO] - ===> Epoch[519](1556/3): Loss -0.7213, Sem 0.0757, dir -0.9669, norm 0.1699, swav 0.0000 LR: 7.150e-02 Score 97.438 Data time: 0.1764, Forward time: 2.2472, Backward time: 3.1358, DDP time: 0.0037, Total iter time: 4.5669 [2020-11-08 12:24:30,714][root][INFO] - ===> Epoch[519](1557/3): Loss -0.7351, Sem 0.0743, dir -0.9674, norm 0.1580, swav 0.0000 LR: 7.148e-02 Score 97.472 Data time: 0.1860, Forward time: 2.2469, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 5.6746 [2020-11-08 12:24:36,431][root][INFO] - ===> Epoch[520](1558/3): Loss -0.7298, Sem 0.0690, dir -0.9701, norm 0.1714, swav 0.0000 LR: 7.146e-02 Score 97.691 Data time: 0.2019, Forward time: 2.2468, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 5.6194 [2020-11-08 12:24:42,081][root][INFO] - ===> Epoch[520](1559/3): Loss -0.7255, Sem 0.0729, dir -0.9693, norm 0.1709, swav 0.0000 LR: 7.145e-02 Score 97.473 Data time: 0.2409, Forward time: 2.2470, Backward time: 3.1359, DDP time: 0.0037, Total iter time: 5.5300 [2020-11-08 12:24:49,875][root][INFO] - ===> Epoch[520](1560/3): Loss -0.7410, Sem 0.0709, dir -0.9676, norm 0.1557, swav 0.0000 LR: 7.143e-02 Score 97.532 Data time: 0.2307, Forward time: 2.2468, Backward time: 3.1372, DDP time: 0.0037, Total iter time: 7.6828 [2020-11-08 12:24:56,211][root][INFO] - ===> Epoch[521](1561/3): Loss -0.7354, Sem 0.0665, dir -0.9652, norm 0.1633, swav 0.0000 LR: 7.141e-02 Score 97.674 Data time: 0.2576, Forward time: 2.2470, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 6.2095 [2020-11-08 12:25:01,344][root][INFO] - ===> Epoch[521](1562/3): Loss -0.7410, Sem 0.0741, dir -0.9713, norm 0.1561, swav 0.0000 LR: 7.139e-02 Score 97.489 Data time: 0.1942, Forward time: 2.2470, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 5.0170 [2020-11-08 12:25:07,256][root][INFO] - ===> Epoch[521](1563/3): Loss -0.7340, Sem 0.0701, dir -0.9691, norm 0.1649, swav 0.0000 LR: 7.137e-02 Score 97.601 Data time: 0.1731, Forward time: 2.2466, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 5.7842 [2020-11-08 12:25:13,291][root][INFO] - ===> Epoch[522](1564/3): Loss -0.7525, Sem 0.0695, dir -0.9731, norm 0.1511, swav 0.0000 LR: 7.135e-02 Score 97.616 Data time: 0.3033, Forward time: 2.2471, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 5.9268 [2020-11-08 12:25:18,735][root][INFO] - ===> Epoch[522](1565/3): Loss -0.7239, Sem 0.0717, dir -0.9700, norm 0.1744, swav 0.0000 LR: 7.133e-02 Score 97.560 Data time: 0.1948, Forward time: 2.2471, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.3210 [2020-11-08 12:25:24,769][root][INFO] - ===> Epoch[522](1566/3): Loss -0.7216, Sem 0.0757, dir -0.9663, norm 0.1690, swav 0.0000 LR: 7.132e-02 Score 97.490 Data time: 0.1834, Forward time: 2.2469, Backward time: 3.1373, DDP time: 0.0037, Total iter time: 5.9155 [2020-11-08 12:25:29,688][root][INFO] - ===> Epoch[523](1567/3): Loss -0.7424, Sem 0.0686, dir -0.9694, norm 0.1584, swav 0.0000 LR: 7.130e-02 Score 97.667 Data time: 0.2321, Forward time: 2.2469, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 4.8232 [2020-11-08 12:25:35,847][root][INFO] - ===> Epoch[523](1568/3): Loss -0.7299, Sem 0.0752, dir -0.9674, norm 0.1623, swav 0.0000 LR: 7.128e-02 Score 97.385 Data time: 0.3030, Forward time: 2.2475, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 6.0358 [2020-11-08 12:25:40,457][root][INFO] - ===> Epoch[523](1569/3): Loss -0.7210, Sem 0.0766, dir -0.9658, norm 0.1682, swav 0.0000 LR: 7.126e-02 Score 97.370 Data time: 0.1399, Forward time: 2.2470, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 4.4744 [2020-11-08 12:25:46,723][root][INFO] - ===> Epoch[524](1570/3): Loss -0.7340, Sem 0.0654, dir -0.9691, norm 0.1696, swav 0.0000 LR: 7.124e-02 Score 97.742 Data time: 0.2829, Forward time: 2.2474, Backward time: 3.1359, DDP time: 0.0037, Total iter time: 6.1688 [2020-11-08 12:25:51,508][root][INFO] - ===> Epoch[524](1571/3): Loss -0.7426, Sem 0.0707, dir -0.9704, norm 0.1571, swav 0.0000 LR: 7.122e-02 Score 97.625 Data time: 0.2239, Forward time: 2.2476, Backward time: 3.1351, DDP time: 0.0037, Total iter time: 4.6690 [2020-11-08 12:25:58,126][root][INFO] - ===> Epoch[524](1572/3): Loss -0.7367, Sem 0.0722, dir -0.9692, norm 0.1603, swav 0.0000 LR: 7.120e-02 Score 97.438 Data time: 0.1930, Forward time: 2.2475, Backward time: 3.1357, DDP time: 0.0037, Total iter time: 6.5146 [2020-11-08 12:26:02,812][root][INFO] - ===> Epoch[525](1573/3): Loss -0.7147, Sem 0.0803, dir -0.9660, norm 0.1710, swav 0.0000 LR: 7.118e-02 Score 97.280 Data time: 0.1440, Forward time: 2.2471, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 4.5651 [2020-11-08 12:26:07,466][root][INFO] - ===> Epoch[525](1574/3): Loss -0.7434, Sem 0.0717, dir -0.9703, norm 0.1553, swav 0.0000 LR: 7.117e-02 Score 97.506 Data time: 0.2175, Forward time: 2.2471, Backward time: 3.1348, DDP time: 0.0037, Total iter time: 4.5702 [2020-11-08 12:26:14,100][root][INFO] - ===> Epoch[525](1575/3): Loss -0.7630, Sem 0.0610, dir -0.9727, norm 0.1487, swav 0.0000 LR: 7.115e-02 Score 97.894 Data time: 0.1981, Forward time: 2.2470, Backward time: 3.1354, DDP time: 0.0037, Total iter time: 6.5167 [2020-11-08 12:26:19,761][root][INFO] - ===> Epoch[526](1576/3): Loss -0.7167, Sem 0.0667, dir -0.9663, norm 0.1829, swav 0.0000 LR: 7.113e-02 Score 97.693 Data time: 0.2535, Forward time: 2.2474, Backward time: 3.1349, DDP time: 0.0037, Total iter time: 5.5436 [2020-11-08 12:26:26,198][root][INFO] - ===> Epoch[526](1577/3): Loss -0.7382, Sem 0.0693, dir -0.9704, norm 0.1629, swav 0.0000 LR: 7.111e-02 Score 97.688 Data time: 0.2063, Forward time: 2.2474, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 6.3104 [2020-11-08 12:26:31,496][root][INFO] - ===> Epoch[526](1578/3): Loss -0.7186, Sem 0.0752, dir -0.9663, norm 0.1725, swav 0.0000 LR: 7.109e-02 Score 97.455 Data time: 0.2419, Forward time: 2.2476, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 5.1662 [2020-11-08 12:26:36,397][root][INFO] - ===> Epoch[527](1579/3): Loss -0.7221, Sem 0.0697, dir -0.9643, norm 0.1724, swav 0.0000 LR: 7.107e-02 Score 97.583 Data time: 0.1822, Forward time: 2.2475, Backward time: 3.1343, DDP time: 0.0037, Total iter time: 4.7681 [2020-11-08 12:26:41,468][root][INFO] - ===> Epoch[527](1580/3): Loss -0.7397, Sem 0.0743, dir -0.9702, norm 0.1561, swav 0.0000 LR: 7.105e-02 Score 97.564 Data time: 0.2417, Forward time: 2.2477, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 4.9582 [2020-11-08 12:26:47,104][root][INFO] - ===> Epoch[527](1581/3): Loss -0.7368, Sem 0.0624, dir -0.9665, norm 0.1672, swav 0.0000 LR: 7.103e-02 Score 97.874 Data time: 0.1834, Forward time: 2.2476, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.5053 [2020-11-08 12:26:53,226][root][INFO] - ===> Epoch[528](1582/3): Loss -0.7095, Sem 0.0749, dir -0.9659, norm 0.1815, swav 0.0000 LR: 7.102e-02 Score 97.478 Data time: 0.2128, Forward time: 2.2475, Backward time: 3.1340, DDP time: 0.0037, Total iter time: 6.0114 [2020-11-08 12:26:59,184][root][INFO] - ===> Epoch[528](1583/3): Loss -0.7607, Sem 0.0679, dir -0.9737, norm 0.1451, swav 0.0000 LR: 7.100e-02 Score 97.684 Data time: 0.2080, Forward time: 2.2476, Backward time: 3.1340, DDP time: 0.0037, Total iter time: 5.8270 [2020-11-08 12:27:04,659][root][INFO] - ===> Epoch[528](1584/3): Loss -0.7129, Sem 0.0736, dir -0.9631, norm 0.1766, swav 0.0000 LR: 7.098e-02 Score 97.572 Data time: 0.2246, Forward time: 2.2476, Backward time: 3.1338, DDP time: 0.0037, Total iter time: 5.3457 [2020-11-08 12:27:10,909][root][INFO] - ===> Epoch[529](1585/3): Loss -0.7313, Sem 0.0669, dir -0.9658, norm 0.1677, swav 0.0000 LR: 7.096e-02 Score 97.729 Data time: 0.1828, Forward time: 2.2474, Backward time: 3.1342, DDP time: 0.0037, Total iter time: 6.1408 [2020-11-08 12:27:17,567][root][INFO] - ===> Epoch[529](1586/3): Loss -0.7422, Sem 0.0639, dir -0.9722, norm 0.1661, swav 0.0000 LR: 7.094e-02 Score 97.832 Data time: 0.1502, Forward time: 2.2471, Backward time: 3.1351, DDP time: 0.0037, Total iter time: 6.5550 [2020-11-08 12:27:22,884][root][INFO] - ===> Epoch[529](1587/3): Loss -0.7094, Sem 0.0829, dir -0.9631, norm 0.1707, swav 0.0000 LR: 7.092e-02 Score 97.184 Data time: 0.1310, Forward time: 2.2466, Backward time: 3.1354, DDP time: 0.0037, Total iter time: 5.2201 [2020-11-08 12:27:28,558][root][INFO] - ===> Epoch[530](1588/3): Loss -0.7337, Sem 0.0743, dir -0.9675, norm 0.1596, swav 0.0000 LR: 7.090e-02 Score 97.452 Data time: 0.1962, Forward time: 2.2464, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 5.5829 [2020-11-08 12:27:34,234][root][INFO] - ===> Epoch[530](1589/3): Loss -0.7247, Sem 0.0743, dir -0.9664, norm 0.1674, swav 0.0000 LR: 7.089e-02 Score 97.464 Data time: 0.2414, Forward time: 2.2464, Backward time: 3.1354, DDP time: 0.0037, Total iter time: 5.5622 [2020-11-08 12:27:40,036][root][INFO] - ===> Epoch[530](1590/3): Loss -0.7453, Sem 0.0679, dir -0.9710, norm 0.1579, swav 0.0000 LR: 7.087e-02 Score 97.637 Data time: 0.1441, Forward time: 2.2460, Backward time: 3.1358, DDP time: 0.0037, Total iter time: 5.6805 [2020-11-08 12:27:45,509][root][INFO] - ===> Epoch[531](1591/3): Loss -0.7376, Sem 0.0684, dir -0.9700, norm 0.1641, swav 0.0000 LR: 7.085e-02 Score 97.660 Data time: 0.2004, Forward time: 2.2459, Backward time: 3.1358, DDP time: 0.0037, Total iter time: 5.3785 [2020-11-08 12:27:50,830][root][INFO] - ===> Epoch[531](1592/3): Loss -0.7471, Sem 0.0702, dir -0.9693, norm 0.1520, swav 0.0000 LR: 7.083e-02 Score 97.663 Data time: 0.1680, Forward time: 2.2456, Backward time: 3.1358, DDP time: 0.0037, Total iter time: 5.1994 [2020-11-08 12:27:57,619][root][INFO] - ===> Epoch[531](1593/3): Loss -0.7235, Sem 0.0791, dir -0.9681, norm 0.1654, swav 0.0000 LR: 7.081e-02 Score 97.304 Data time: 0.2367, Forward time: 2.2454, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 6.6663 [2020-11-08 12:28:02,999][root][INFO] - ===> Epoch[532](1594/3): Loss -0.7381, Sem 0.0738, dir -0.9709, norm 0.1590, swav 0.0000 LR: 7.079e-02 Score 97.443 Data time: 0.1858, Forward time: 2.2452, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 5.2565 [2020-11-08 12:28:09,533][root][INFO] - ===> Epoch[532](1595/3): Loss -0.7467, Sem 0.0664, dir -0.9702, norm 0.1570, swav 0.0000 LR: 7.077e-02 Score 97.757 Data time: 0.2242, Forward time: 2.2452, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 6.4274 [2020-11-08 12:28:15,889][root][INFO] - ===> Epoch[532](1596/3): Loss -0.7339, Sem 0.0703, dir -0.9668, norm 0.1626, swav 0.0000 LR: 7.075e-02 Score 97.631 Data time: 0.2547, Forward time: 2.2456, Backward time: 3.1368, DDP time: 0.0037, Total iter time: 6.2313 [2020-11-08 12:28:21,588][root][INFO] - ===> Epoch[533](1597/3): Loss -0.7577, Sem 0.0689, dir -0.9702, norm 0.1436, swav 0.0000 LR: 7.074e-02 Score 97.601 Data time: 0.2752, Forward time: 2.2460, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 5.5786 [2020-11-08 12:28:27,183][root][INFO] - ===> Epoch[533](1598/3): Loss -0.7475, Sem 0.0743, dir -0.9745, norm 0.1527, swav 0.0000 LR: 7.072e-02 Score 97.460 Data time: 0.2531, Forward time: 2.2461, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 5.4715 [2020-11-08 12:28:33,831][root][INFO] - ===> Epoch[533](1599/3): Loss -0.7577, Sem 0.0656, dir -0.9691, norm 0.1458, swav 0.0000 LR: 7.070e-02 Score 97.738 Data time: 0.2075, Forward time: 2.2461, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 6.5428 [2020-11-08 12:28:39,392][root][INFO] - ===> Epoch[534](1600/3): Loss -0.7300, Sem 0.0709, dir -0.9704, norm 0.1695, swav 0.0000 LR: 7.068e-02 Score 97.552 Data time: 0.2483, Forward time: 2.2465, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 5.4598 [2020-11-08 12:28:45,348][root][INFO] - ===> Epoch[534](1601/3): Loss -0.7503, Sem 0.0755, dir -0.9719, norm 0.1462, swav 0.0000 LR: 7.066e-02 Score 97.348 Data time: 0.1922, Forward time: 2.2463, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 5.8521 [2020-11-08 12:28:51,351][root][INFO] - ===> Epoch[534](1602/3): Loss -0.7503, Sem 0.0634, dir -0.9699, norm 0.1562, swav 0.0000 LR: 7.064e-02 Score 97.831 Data time: 0.2566, Forward time: 2.2466, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 5.9117 [2020-11-08 12:28:56,928][root][INFO] - ===> Epoch[535](1603/3): Loss -0.7639, Sem 0.0656, dir -0.9757, norm 0.1462, swav 0.0000 LR: 7.062e-02 Score 97.744 Data time: 0.2500, Forward time: 2.2470, Backward time: 3.1357, DDP time: 0.0037, Total iter time: 5.4730 [2020-11-08 12:29:02,968][root][INFO] - ===> Epoch[535](1604/3): Loss -0.7517, Sem 0.0676, dir -0.9722, norm 0.1530, swav 0.0000 LR: 7.060e-02 Score 97.666 Data time: 0.2165, Forward time: 2.2470, Backward time: 3.1358, DDP time: 0.0037, Total iter time: 5.9332 [2020-11-08 12:29:10,184][root][INFO] - ===> Epoch[535](1605/3): Loss -0.7330, Sem 0.0739, dir -0.9688, norm 0.1619, swav 0.0000 LR: 7.059e-02 Score 97.492 Data time: 0.1778, Forward time: 2.2468, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 7.1174 [2020-11-08 12:29:15,560][root][INFO] - ===> Epoch[536](1606/3): Loss -0.7250, Sem 0.0772, dir -0.9621, norm 0.1598, swav 0.0000 LR: 7.057e-02 Score 97.298 Data time: 0.1717, Forward time: 2.2466, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.2881 [2020-11-08 12:29:20,712][root][INFO] - ===> Epoch[536](1607/3): Loss -0.7560, Sem 0.0695, dir -0.9725, norm 0.1469, swav 0.0000 LR: 7.055e-02 Score 97.637 Data time: 0.1967, Forward time: 2.2464, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 5.0596 [2020-11-08 12:29:26,680][root][INFO] - ===> Epoch[536](1608/3): Loss -0.7389, Sem 0.0684, dir -0.9715, norm 0.1641, swav 0.0000 LR: 7.053e-02 Score 97.646 Data time: 0.2266, Forward time: 2.2466, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 5.8807 [2020-11-08 12:29:32,874][root][INFO] - ===> Epoch[537](1609/3): Loss -0.7395, Sem 0.0733, dir -0.9692, norm 0.1564, swav 0.0000 LR: 7.051e-02 Score 97.496 Data time: 0.1283, Forward time: 2.2461, Backward time: 3.1373, DDP time: 0.0037, Total iter time: 6.0739 [2020-11-08 12:29:38,886][root][INFO] - ===> Epoch[537](1610/3): Loss -0.7352, Sem 0.0749, dir -0.9702, norm 0.1601, swav 0.0000 LR: 7.049e-02 Score 97.403 Data time: 0.2186, Forward time: 2.2461, Backward time: 3.1375, DDP time: 0.0037, Total iter time: 5.9458 [2020-11-08 12:29:44,126][root][INFO] - ===> Epoch[537](1611/3): Loss -0.7592, Sem 0.0630, dir -0.9692, norm 0.1470, swav 0.0000 LR: 7.047e-02 Score 97.809 Data time: 0.1987, Forward time: 2.2460, Backward time: 3.1373, DDP time: 0.0037, Total iter time: 5.1356 [2020-11-08 12:29:51,260][root][INFO] - ===> Epoch[538](1612/3): Loss -0.7264, Sem 0.0867, dir -0.9693, norm 0.1563, swav 0.0000 LR: 7.046e-02 Score 97.317 Data time: 0.2557, Forward time: 2.2462, Backward time: 3.1379, DDP time: 0.0037, Total iter time: 7.0393 [2020-11-08 12:29:56,660][root][INFO] - ===> Epoch[538](1613/3): Loss -0.7476, Sem 0.0696, dir -0.9714, norm 0.1542, swav 0.0000 LR: 7.044e-02 Score 97.596 Data time: 0.1887, Forward time: 2.2461, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 5.2612 [2020-11-08 12:30:01,773][root][INFO] - ===> Epoch[538](1614/3): Loss -0.7544, Sem 0.0670, dir -0.9734, norm 0.1520, swav 0.0000 LR: 7.042e-02 Score 97.723 Data time: 0.1248, Forward time: 2.2455, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 4.9994 [2020-11-08 12:30:07,429][root][INFO] - ===> Epoch[539](1615/3): Loss -0.7125, Sem 0.0814, dir -0.9652, norm 0.1714, swav 0.0000 LR: 7.040e-02 Score 97.277 Data time: 0.2541, Forward time: 2.2458, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 5.5863 [2020-11-08 12:30:13,135][root][INFO] - ===> Epoch[539](1616/3): Loss -0.7394, Sem 0.0746, dir -0.9665, norm 0.1525, swav 0.0000 LR: 7.038e-02 Score 97.401 Data time: 0.2589, Forward time: 2.2462, Backward time: 3.1372, DDP time: 0.0037, Total iter time: 5.5975 [2020-11-08 12:30:18,194][root][INFO] - ===> Epoch[539](1617/3): Loss -0.7472, Sem 0.0674, dir -0.9739, norm 0.1594, swav 0.0000 LR: 7.036e-02 Score 97.730 Data time: 0.1711, Forward time: 2.2460, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 4.9327 [2020-11-08 12:30:23,145][root][INFO] - ===> Epoch[540](1618/3): Loss -0.7567, Sem 0.0697, dir -0.9735, norm 0.1471, swav 0.0000 LR: 7.034e-02 Score 97.619 Data time: 0.2198, Forward time: 2.2461, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 4.8402 [2020-11-08 12:30:29,466][root][INFO] - ===> Epoch[540](1619/3): Loss -0.7376, Sem 0.0760, dir -0.9709, norm 0.1573, swav 0.0000 LR: 7.032e-02 Score 97.376 Data time: 0.1871, Forward time: 2.2460, Backward time: 3.1368, DDP time: 0.0037, Total iter time: 6.1975 [2020-11-08 12:30:35,970][root][INFO] - ===> Epoch[540](1620/3): Loss -0.7609, Sem 0.0633, dir -0.9697, norm 0.1455, swav 0.0000 LR: 7.031e-02 Score 97.792 Data time: 0.1524, Forward time: 2.2456, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 6.4007 [2020-11-08 12:30:41,668][root][INFO] - ===> Epoch[541](1621/3): Loss -0.7369, Sem 0.0718, dir -0.9683, norm 0.1595, swav 0.0000 LR: 7.029e-02 Score 97.596 Data time: 0.2164, Forward time: 2.2456, Backward time: 3.1376, DDP time: 0.0037, Total iter time: 5.6058 [2020-11-08 12:30:47,116][root][INFO] - ===> Epoch[541](1622/3): Loss -0.7508, Sem 0.0754, dir -0.9745, norm 0.1483, swav 0.0000 LR: 7.027e-02 Score 97.378 Data time: 0.1943, Forward time: 2.2455, Backward time: 3.1375, DDP time: 0.0037, Total iter time: 5.3234 [2020-11-08 12:30:52,136][root][INFO] - ===> Epoch[541](1623/3): Loss -0.7237, Sem 0.0787, dir -0.9699, norm 0.1674, swav 0.0000 LR: 7.025e-02 Score 97.310 Data time: 0.1478, Forward time: 2.2451, Backward time: 3.1375, DDP time: 0.0037, Total iter time: 4.9078 [2020-11-08 12:30:58,343][root][INFO] - ===> Epoch[542](1624/3): Loss -0.7453, Sem 0.0698, dir -0.9697, norm 0.1545, swav 0.0000 LR: 7.023e-02 Score 97.620 Data time: 0.2186, Forward time: 2.2450, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 6.1063 [2020-11-08 12:31:03,784][root][INFO] - ===> Epoch[542](1625/3): Loss -0.7390, Sem 0.0652, dir -0.9662, norm 0.1620, swav 0.0000 LR: 7.021e-02 Score 97.799 Data time: 0.1739, Forward time: 2.2449, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 5.3189 [2020-11-08 12:31:09,438][root][INFO] - ===> Epoch[542](1626/3): Loss -0.7417, Sem 0.0696, dir -0.9697, norm 0.1584, swav 0.0000 LR: 7.019e-02 Score 97.656 Data time: 0.1553, Forward time: 2.2445, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 5.5356 [2020-11-08 12:31:14,856][root][INFO] - ===> Epoch[543](1627/3): Loss -0.7287, Sem 0.0782, dir -0.9691, norm 0.1623, swav 0.0000 LR: 7.017e-02 Score 97.347 Data time: 0.2238, Forward time: 2.2446, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 5.2969 [2020-11-08 12:31:21,535][root][INFO] - ===> Epoch[543](1628/3): Loss -0.7467, Sem 0.0690, dir -0.9703, norm 0.1546, swav 0.0000 LR: 7.016e-02 Score 97.637 Data time: 0.1792, Forward time: 2.2444, Backward time: 3.1384, DDP time: 0.0037, Total iter time: 6.5598 [2020-11-08 12:31:27,590][root][INFO] - ===> Epoch[543](1629/3): Loss -0.7258, Sem 0.0721, dir -0.9656, norm 0.1677, swav 0.0000 LR: 7.014e-02 Score 97.500 Data time: 0.1838, Forward time: 2.2443, Backward time: 3.1387, DDP time: 0.0037, Total iter time: 5.9322 [2020-11-08 12:31:34,524][root][INFO] - ===> Epoch[544](1630/3): Loss -0.7639, Sem 0.0678, dir -0.9748, norm 0.1431, swav 0.0000 LR: 7.012e-02 Score 97.689 Data time: 0.1584, Forward time: 2.2438, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 6.8238 [2020-11-08 12:31:40,930][root][INFO] - ===> Epoch[544](1631/3): Loss -0.7459, Sem 0.0732, dir -0.9726, norm 0.1534, swav 0.0000 LR: 7.010e-02 Score 97.567 Data time: 0.3317, Forward time: 2.2444, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 6.3125 [2020-11-08 12:31:46,705][root][INFO] - ===> Epoch[544](1632/3): Loss -0.7289, Sem 0.0710, dir -0.9664, norm 0.1666, swav 0.0000 LR: 7.008e-02 Score 97.530 Data time: 0.2248, Forward time: 2.2444, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 5.6485 [2020-11-08 12:31:52,964][root][INFO] - ===> Epoch[545](1633/3): Loss -0.7380, Sem 0.0704, dir -0.9687, norm 0.1604, swav 0.0000 LR: 7.006e-02 Score 97.602 Data time: 0.1516, Forward time: 2.2440, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 6.1467 [2020-11-08 12:31:58,270][root][INFO] - ===> Epoch[545](1634/3): Loss -0.7370, Sem 0.0749, dir -0.9719, norm 0.1599, swav 0.0000 LR: 7.004e-02 Score 97.422 Data time: 0.2541, Forward time: 2.2443, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 5.2250 [2020-11-08 12:32:04,795][root][INFO] - ===> Epoch[545](1635/3): Loss -0.7354, Sem 0.0762, dir -0.9668, norm 0.1552, swav 0.0000 LR: 7.002e-02 Score 97.462 Data time: 0.1761, Forward time: 2.2441, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 6.4103 [2020-11-08 12:32:10,628][root][INFO] - ===> Epoch[546](1636/3): Loss -0.7224, Sem 0.0749, dir -0.9676, norm 0.1703, swav 0.0000 LR: 7.001e-02 Score 97.447 Data time: 0.1621, Forward time: 2.2437, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.7343 [2020-11-08 12:32:17,140][root][INFO] - ===> Epoch[546](1637/3): Loss -0.7325, Sem 0.0767, dir -0.9677, norm 0.1584, swav 0.0000 LR: 6.999e-02 Score 97.392 Data time: 0.3234, Forward time: 2.2444, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 6.4146 [2020-11-08 12:32:23,155][root][INFO] - ===> Epoch[546](1638/3): Loss -0.7392, Sem 0.0710, dir -0.9719, norm 0.1617, swav 0.0000 LR: 6.997e-02 Score 97.622 Data time: 0.2209, Forward time: 2.2443, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.9027 [2020-11-08 12:32:29,316][root][INFO] - ===> Epoch[547](1639/3): Loss -0.7520, Sem 0.0710, dir -0.9737, norm 0.1507, swav 0.0000 LR: 6.995e-02 Score 97.546 Data time: 0.3405, Forward time: 2.2448, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 6.0365 [2020-11-08 12:32:35,008][root][INFO] - ===> Epoch[547](1640/3): Loss -0.7402, Sem 0.0723, dir -0.9705, norm 0.1580, swav 0.0000 LR: 6.993e-02 Score 97.504 Data time: 0.2588, Forward time: 2.2452, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.5776 [2020-11-08 12:32:40,712][root][INFO] - ===> Epoch[547](1641/3): Loss -0.7372, Sem 0.0698, dir -0.9699, norm 0.1630, swav 0.0000 LR: 6.991e-02 Score 97.578 Data time: 0.2436, Forward time: 2.2454, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 5.5985 [2020-11-08 12:32:46,562][root][INFO] - ===> Epoch[548](1642/3): Loss -0.7502, Sem 0.0695, dir -0.9709, norm 0.1513, swav 0.0000 LR: 6.989e-02 Score 97.619 Data time: 0.2863, Forward time: 2.2459, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 5.7407 [2020-11-08 12:32:52,030][root][INFO] - ===> Epoch[548](1643/3): Loss -0.7427, Sem 0.0637, dir -0.9709, norm 0.1645, swav 0.0000 LR: 6.987e-02 Score 97.823 Data time: 0.1315, Forward time: 2.2455, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 5.3268 [2020-11-08 12:32:57,046][root][INFO] - ===> Epoch[548](1644/3): Loss -0.7492, Sem 0.0691, dir -0.9694, norm 0.1511, swav 0.0000 LR: 6.986e-02 Score 97.693 Data time: 0.1995, Forward time: 2.2454, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 4.9361 [2020-11-08 12:33:03,074][root][INFO] - ===> Epoch[549](1645/3): Loss -0.7413, Sem 0.0776, dir -0.9707, norm 0.1518, swav 0.0000 LR: 6.984e-02 Score 97.358 Data time: 0.2270, Forward time: 2.2455, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 5.9397 [2020-11-08 12:33:08,779][root][INFO] - ===> Epoch[549](1646/3): Loss -0.7417, Sem 0.0727, dir -0.9649, norm 0.1504, swav 0.0000 LR: 6.982e-02 Score 97.535 Data time: 0.2636, Forward time: 2.2459, Backward time: 3.1386, DDP time: 0.0037, Total iter time: 5.5834 [2020-11-08 12:33:13,403][root][INFO] - ===> Epoch[549](1647/3): Loss -0.7242, Sem 0.0734, dir -0.9714, norm 0.1737, swav 0.0000 LR: 6.980e-02 Score 97.532 Data time: 0.2040, Forward time: 2.2458, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 4.4942 [2020-11-08 12:33:18,975][root][INFO] - ===> Epoch[550](1648/3): Loss -0.7392, Sem 0.0735, dir -0.9713, norm 0.1586, swav 0.0000 LR: 6.978e-02 Score 97.483 Data time: 0.2648, Forward time: 2.2461, Backward time: 3.1376, DDP time: 0.0037, Total iter time: 5.4693 [2020-11-08 12:33:24,419][root][INFO] - ===> Epoch[550](1649/3): Loss -0.7337, Sem 0.0769, dir -0.9666, norm 0.1560, swav 0.0000 LR: 6.976e-02 Score 97.395 Data time: 0.2525, Forward time: 2.2464, Backward time: 3.1371, DDP time: 0.0037, Total iter time: 5.3121 [2020-11-08 12:33:30,185][root][INFO] - ===> Epoch[550](1650/3): Loss -0.7330, Sem 0.0706, dir -0.9697, norm 0.1661, swav 0.0000 LR: 6.974e-02 Score 97.545 Data time: 0.2612, Forward time: 2.2469, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 5.6619 [2020-11-08 12:33:35,340][root][INFO] - ===> Epoch[551](1651/3): Loss -0.7557, Sem 0.0682, dir -0.9702, norm 0.1463, swav 0.0000 LR: 6.973e-02 Score 97.642 Data time: 0.1917, Forward time: 2.2467, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 5.0309 [2020-11-08 12:33:40,992][root][INFO] - ===> Epoch[551](1652/3): Loss -0.7250, Sem 0.0737, dir -0.9687, norm 0.1701, swav 0.0000 LR: 6.971e-02 Score 97.571 Data time: 0.2280, Forward time: 2.2468, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 5.5455 [2020-11-08 12:33:46,372][root][INFO] - ===> Epoch[551](1653/3): Loss -0.7462, Sem 0.0679, dir -0.9717, norm 0.1577, swav 0.0000 LR: 6.969e-02 Score 97.648 Data time: 0.1551, Forward time: 2.2464, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 5.2624 [2020-11-08 12:33:52,773][root][INFO] - ===> Epoch[552](1654/3): Loss -0.7446, Sem 0.0717, dir -0.9726, norm 0.1563, swav 0.0000 LR: 6.967e-02 Score 97.522 Data time: 0.2527, Forward time: 2.2467, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 6.3030 [2020-11-08 12:33:58,249][root][INFO] - ===> Epoch[552](1655/3): Loss -0.7302, Sem 0.0748, dir -0.9683, norm 0.1634, swav 0.0000 LR: 6.965e-02 Score 97.441 Data time: 0.1812, Forward time: 2.2465, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 5.3344 [2020-11-08 12:34:02,766][root][INFO] - ===> Epoch[552](1656/3): Loss -0.7367, Sem 0.0682, dir -0.9691, norm 0.1643, swav 0.0000 LR: 6.963e-02 Score 97.715 Data time: 0.1619, Forward time: 2.2463, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 4.4371 [2020-11-08 12:34:10,152][root][INFO] - ===> Epoch[553](1657/3): Loss -0.7385, Sem 0.0752, dir -0.9710, norm 0.1573, swav 0.0000 LR: 6.961e-02 Score 97.380 Data time: 0.3007, Forward time: 2.2465, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 7.3019 [2020-11-08 12:34:16,307][root][INFO] - ===> Epoch[553](1658/3): Loss -0.7532, Sem 0.0722, dir -0.9701, norm 0.1447, swav 0.0000 LR: 6.959e-02 Score 97.474 Data time: 0.2487, Forward time: 2.2467, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 6.0362 [2020-11-08 12:34:22,175][root][INFO] - ===> Epoch[553](1659/3): Loss -0.7348, Sem 0.0775, dir -0.9709, norm 0.1585, swav 0.0000 LR: 6.958e-02 Score 97.408 Data time: 0.2602, Forward time: 2.2469, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 5.7463 [2020-11-08 12:34:27,310][root][INFO] - ===> Epoch[554](1660/3): Loss -0.7454, Sem 0.0689, dir -0.9702, norm 0.1559, swav 0.0000 LR: 6.956e-02 Score 97.689 Data time: 0.2173, Forward time: 2.2470, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 5.0188 [2020-11-08 12:34:32,545][root][INFO] - ===> Epoch[554](1661/3): Loss -0.7660, Sem 0.0670, dir -0.9731, norm 0.1400, swav 0.0000 LR: 6.954e-02 Score 97.727 Data time: 0.1960, Forward time: 2.2469, Backward time: 3.1359, DDP time: 0.0037, Total iter time: 5.1284 [2020-11-08 12:34:38,906][root][INFO] - ===> Epoch[554](1662/3): Loss -0.7450, Sem 0.0778, dir -0.9717, norm 0.1488, swav 0.0000 LR: 6.952e-02 Score 97.369 Data time: 0.1285, Forward time: 2.2465, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 6.2648 [2020-11-08 12:34:43,797][root][INFO] - ===> Epoch[555](1663/3): Loss -0.7220, Sem 0.0833, dir -0.9721, norm 0.1668, swav 0.0000 LR: 6.950e-02 Score 97.157 Data time: 0.1415, Forward time: 2.2461, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 4.8083 [2020-11-08 12:34:48,863][root][INFO] - ===> Epoch[555](1664/3): Loss -0.7474, Sem 0.0747, dir -0.9702, norm 0.1481, swav 0.0000 LR: 6.948e-02 Score 97.442 Data time: 0.1847, Forward time: 2.2459, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 4.9757 [2020-11-08 12:34:54,496][root][INFO] - ===> Epoch[555](1665/3): Loss -0.7632, Sem 0.0657, dir -0.9706, norm 0.1417, swav 0.0000 LR: 6.946e-02 Score 97.755 Data time: 0.2220, Forward time: 2.2459, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 5.5395 [2020-11-08 12:35:00,133][root][INFO] - ===> Epoch[556](1666/3): Loss -0.7506, Sem 0.0672, dir -0.9705, norm 0.1527, swav 0.0000 LR: 6.944e-02 Score 97.725 Data time: 0.2610, Forward time: 2.2463, Backward time: 3.1358, DDP time: 0.0037, Total iter time: 5.5217 [2020-11-08 12:35:05,163][root][INFO] - ===> Epoch[556](1667/3): Loss -0.7426, Sem 0.0769, dir -0.9722, norm 0.1528, swav 0.0000 LR: 6.943e-02 Score 97.330 Data time: 0.2210, Forward time: 2.2464, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 4.8994 [2020-11-08 12:35:11,059][root][INFO] - ===> Epoch[556](1668/3): Loss -0.7349, Sem 0.0743, dir -0.9723, norm 0.1632, swav 0.0000 LR: 6.941e-02 Score 97.553 Data time: 0.2179, Forward time: 2.2465, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 5.7851 [2020-11-08 12:35:16,792][root][INFO] - ===> Epoch[557](1669/3): Loss -0.7495, Sem 0.0753, dir -0.9710, norm 0.1462, swav 0.0000 LR: 6.939e-02 Score 97.480 Data time: 0.2918, Forward time: 2.2470, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 5.6157 [2020-11-08 12:35:23,016][root][INFO] - ===> Epoch[557](1670/3): Loss -0.7458, Sem 0.0686, dir -0.9703, norm 0.1559, swav 0.0000 LR: 6.937e-02 Score 97.646 Data time: 0.2442, Forward time: 2.2473, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 6.0879 [2020-11-08 12:35:28,062][root][INFO] - ===> Epoch[557](1671/3): Loss -0.7258, Sem 0.0845, dir -0.9672, norm 0.1569, swav 0.0000 LR: 6.935e-02 Score 97.233 Data time: 0.1503, Forward time: 2.2469, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 4.9213 [2020-11-08 12:35:33,438][root][INFO] - ===> Epoch[558](1672/3): Loss -0.7200, Sem 0.0770, dir -0.9680, norm 0.1710, swav 0.0000 LR: 6.933e-02 Score 97.370 Data time: 0.1843, Forward time: 2.2467, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 5.2789 [2020-11-08 12:35:39,191][root][INFO] - ===> Epoch[558](1673/3): Loss -0.7537, Sem 0.0680, dir -0.9723, norm 0.1505, swav 0.0000 LR: 6.931e-02 Score 97.672 Data time: 0.2885, Forward time: 2.2472, Backward time: 3.1341, DDP time: 0.0037, Total iter time: 5.6272 [2020-11-08 12:35:45,261][root][INFO] - ===> Epoch[558](1674/3): Loss -0.7452, Sem 0.0701, dir -0.9709, norm 0.1555, swav 0.0000 LR: 6.929e-02 Score 97.582 Data time: 0.2888, Forward time: 2.2477, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.9508 [2020-11-08 12:35:50,420][root][INFO] - ===> Epoch[559](1675/3): Loss -0.7608, Sem 0.0714, dir -0.9737, norm 0.1415, swav 0.0000 LR: 6.928e-02 Score 97.508 Data time: 0.1670, Forward time: 2.2474, Backward time: 3.1335, DDP time: 0.0037, Total iter time: 5.0121 [2020-11-08 12:35:56,898][root][INFO] - ===> Epoch[559](1676/3): Loss -0.7466, Sem 0.0712, dir -0.9713, norm 0.1536, swav 0.0000 LR: 6.926e-02 Score 97.574 Data time: 0.3227, Forward time: 2.2480, Backward time: 3.1333, DDP time: 0.0037, Total iter time: 6.3845 [2020-11-08 12:36:03,321][root][INFO] - ===> Epoch[559](1677/3): Loss -0.7588, Sem 0.0712, dir -0.9740, norm 0.1441, swav 0.0000 LR: 6.924e-02 Score 97.539 Data time: 0.2142, Forward time: 2.2481, Backward time: 3.1336, DDP time: 0.0037, Total iter time: 6.2902 [2020-11-08 12:36:08,527][root][INFO] - ===> Epoch[560](1678/3): Loss -0.7465, Sem 0.0782, dir -0.9719, norm 0.1471, swav 0.0000 LR: 6.922e-02 Score 97.281 Data time: 0.2651, Forward time: 2.2484, Backward time: 3.1330, DDP time: 0.0037, Total iter time: 5.0773 [2020-11-08 12:36:13,784][root][INFO] - ===> Epoch[560](1679/3): Loss -0.7380, Sem 0.0684, dir -0.9698, norm 0.1634, swav 0.0000 LR: 6.920e-02 Score 97.671 Data time: 0.2569, Forward time: 2.2484, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 5.1305 [2020-11-08 12:36:19,371][root][INFO] - ===> Epoch[560](1680/3): Loss -0.7520, Sem 0.0691, dir -0.9720, norm 0.1508, swav 0.0000 LR: 6.918e-02 Score 97.598 Data time: 0.2535, Forward time: 2.2486, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 5.4813 [2020-11-08 12:36:26,503][root][INFO] - ===> Epoch[561](1681/3): Loss -0.7503, Sem 0.0708, dir -0.9667, norm 0.1456, swav 0.0000 LR: 6.916e-02 Score 97.553 Data time: 0.2301, Forward time: 2.2488, Backward time: 3.1328, DDP time: 0.0037, Total iter time: 7.0104 [2020-11-08 12:36:31,436][root][INFO] - ===> Epoch[561](1682/3): Loss -0.7379, Sem 0.0744, dir -0.9718, norm 0.1595, swav 0.0000 LR: 6.914e-02 Score 97.432 Data time: 0.2189, Forward time: 2.2488, Backward time: 3.1324, DDP time: 0.0037, Total iter time: 4.8037 [2020-11-08 12:36:37,403][root][INFO] - ===> Epoch[561](1683/3): Loss -0.7604, Sem 0.0650, dir -0.9753, norm 0.1499, swav 0.0000 LR: 6.913e-02 Score 97.780 Data time: 0.2466, Forward time: 2.2489, Backward time: 3.1323, DDP time: 0.0037, Total iter time: 5.8652 [2020-11-08 12:36:43,454][root][INFO] - ===> Epoch[562](1684/3): Loss -0.7413, Sem 0.0719, dir -0.9691, norm 0.1559, swav 0.0000 LR: 6.911e-02 Score 97.529 Data time: 0.2621, Forward time: 2.2492, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 5.9108 [2020-11-08 12:36:49,063][root][INFO] - ===> Epoch[562](1685/3): Loss -0.7402, Sem 0.0765, dir -0.9700, norm 0.1533, swav 0.0000 LR: 6.909e-02 Score 97.300 Data time: 0.2792, Forward time: 2.2495, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 5.4752 [2020-11-08 12:36:53,687][root][INFO] - ===> Epoch[562](1686/3): Loss -0.7447, Sem 0.0660, dir -0.9700, norm 0.1593, swav 0.0000 LR: 6.907e-02 Score 97.799 Data time: 0.2199, Forward time: 2.2496, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 4.5158 [2020-11-08 12:37:00,255][root][INFO] - ===> Epoch[563](1687/3): Loss -0.7534, Sem 0.0735, dir -0.9741, norm 0.1472, swav 0.0000 LR: 6.905e-02 Score 97.501 Data time: 0.1959, Forward time: 2.2495, Backward time: 3.1316, DDP time: 0.0037, Total iter time: 6.4679 [2020-11-08 12:37:06,048][root][INFO] - ===> Epoch[563](1688/3): Loss -0.7616, Sem 0.0696, dir -0.9720, norm 0.1408, swav 0.0000 LR: 6.903e-02 Score 97.612 Data time: 0.2266, Forward time: 2.2497, Backward time: 3.1314, DDP time: 0.0037, Total iter time: 5.7016 [2020-11-08 12:37:11,872][root][INFO] - ===> Epoch[563](1689/3): Loss -0.7530, Sem 0.0696, dir -0.9709, norm 0.1483, swav 0.0000 LR: 6.901e-02 Score 97.639 Data time: 0.1126, Forward time: 2.2491, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 5.7003 [2020-11-08 12:37:19,158][root][INFO] - ===> Epoch[564](1690/3): Loss -0.7338, Sem 0.0717, dir -0.9689, norm 0.1635, swav 0.0000 LR: 6.899e-02 Score 97.535 Data time: 0.2625, Forward time: 2.2493, Backward time: 3.1327, DDP time: 0.0037, Total iter time: 7.2131 [2020-11-08 12:37:25,674][root][INFO] - ===> Epoch[564](1691/3): Loss -0.7482, Sem 0.0726, dir -0.9731, norm 0.1522, swav 0.0000 LR: 6.898e-02 Score 97.471 Data time: 0.2653, Forward time: 2.2497, Backward time: 3.1328, DDP time: 0.0037, Total iter time: 6.3872 [2020-11-08 12:37:29,859][root][INFO] - ===> Epoch[564](1692/3): Loss -0.7576, Sem 0.0709, dir -0.9735, norm 0.1450, swav 0.0000 LR: 6.896e-02 Score 97.561 Data time: 0.1965, Forward time: 2.2496, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 4.0546 [2020-11-08 12:37:37,424][root][INFO] - ===> Epoch[565](1693/3): Loss -0.7576, Sem 0.0677, dir -0.9696, norm 0.1444, swav 0.0000 LR: 6.894e-02 Score 97.627 Data time: 0.3256, Forward time: 2.2502, Backward time: 3.1324, DDP time: 0.0037, Total iter time: 7.4887 [2020-11-08 12:37:43,284][root][INFO] - ===> Epoch[565](1694/3): Loss -0.7270, Sem 0.0731, dir -0.9700, norm 0.1698, swav 0.0000 LR: 6.892e-02 Score 97.484 Data time: 0.2404, Forward time: 2.2504, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 5.7346 [2020-11-08 12:37:48,513][root][INFO] - ===> Epoch[565](1695/3): Loss -0.7415, Sem 0.0728, dir -0.9692, norm 0.1549, swav 0.0000 LR: 6.890e-02 Score 97.562 Data time: 0.2338, Forward time: 2.2504, Backward time: 3.1318, DDP time: 0.0037, Total iter time: 5.1279 [2020-11-08 12:37:54,549][root][INFO] - ===> Epoch[566](1696/3): Loss -0.7515, Sem 0.0671, dir -0.9702, norm 0.1516, swav 0.0000 LR: 6.888e-02 Score 97.683 Data time: 0.1879, Forward time: 2.2503, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 5.9198 [2020-11-08 12:38:00,536][root][INFO] - ===> Epoch[566](1697/3): Loss -0.7310, Sem 0.0676, dir -0.9674, norm 0.1688, swav 0.0000 LR: 6.886e-02 Score 97.706 Data time: 0.2141, Forward time: 2.2503, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 5.8828 [2020-11-08 12:38:05,307][root][INFO] - ===> Epoch[566](1698/3): Loss -0.7484, Sem 0.0713, dir -0.9705, norm 0.1508, swav 0.0000 LR: 6.884e-02 Score 97.558 Data time: 0.2401, Forward time: 2.2504, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 4.6687 [2020-11-08 12:38:10,230][root][INFO] - ===> Epoch[567](1699/3): Loss -0.7347, Sem 0.0774, dir -0.9706, norm 0.1585, swav 0.0000 LR: 6.883e-02 Score 97.362 Data time: 0.2436, Forward time: 2.2505, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 4.8126 [2020-11-08 12:38:16,613][root][INFO] - ===> Epoch[567](1700/3): Loss -0.7618, Sem 0.0635, dir -0.9699, norm 0.1447, swav 0.0000 LR: 6.881e-02 Score 97.801 Data time: 0.3271, Forward time: 2.2511, Backward time: 3.1307, DDP time: 0.0037, Total iter time: 6.2629 [2020-11-08 12:38:22,774][root][INFO] - ===> Epoch[567](1701/3): Loss -0.7329, Sem 0.0732, dir -0.9690, norm 0.1629, swav 0.0000 LR: 6.879e-02 Score 97.465 Data time: 0.2189, Forward time: 2.2512, Backward time: 3.1308, DDP time: 0.0037, Total iter time: 6.0251 [2020-11-08 12:38:28,659][root][INFO] - ===> Epoch[568](1702/3): Loss -0.7402, Sem 0.0708, dir -0.9708, norm 0.1598, swav 0.0000 LR: 6.877e-02 Score 97.583 Data time: 0.2437, Forward time: 2.2515, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 5.7644 [2020-11-08 12:38:35,388][root][INFO] - ===> Epoch[568](1703/3): Loss -0.7517, Sem 0.0717, dir -0.9709, norm 0.1476, swav 0.0000 LR: 6.875e-02 Score 97.559 Data time: 0.1425, Forward time: 2.2509, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 6.6160 [2020-11-08 12:38:40,527][root][INFO] - ===> Epoch[568](1704/3): Loss -0.7537, Sem 0.0682, dir -0.9724, norm 0.1505, swav 0.0000 LR: 6.873e-02 Score 97.641 Data time: 0.1856, Forward time: 2.2508, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 5.0789 [2020-11-08 12:38:45,744][root][INFO] - ===> Epoch[569](1705/3): Loss -0.7377, Sem 0.0736, dir -0.9684, norm 0.1570, swav 0.0000 LR: 6.871e-02 Score 97.498 Data time: 0.1690, Forward time: 2.2505, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 5.1181 [2020-11-08 12:38:51,311][root][INFO] - ===> Epoch[569](1706/3): Loss -0.7590, Sem 0.0637, dir -0.9766, norm 0.1539, swav 0.0000 LR: 6.869e-02 Score 97.800 Data time: 0.2322, Forward time: 2.2506, Backward time: 3.1313, DDP time: 0.0037, Total iter time: 5.4617 [2020-11-08 12:38:56,602][root][INFO] - ===> Epoch[569](1707/3): Loss -0.7581, Sem 0.0663, dir -0.9696, norm 0.1453, swav 0.0000 LR: 6.868e-02 Score 97.766 Data time: 0.2269, Forward time: 2.2505, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 5.1630 [2020-11-08 12:39:02,664][root][INFO] - ===> Epoch[570](1708/3): Loss -0.7354, Sem 0.0766, dir -0.9680, norm 0.1560, swav 0.0000 LR: 6.866e-02 Score 97.323 Data time: 0.1711, Forward time: 2.2502, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 5.9530 [2020-11-08 12:39:07,355][root][INFO] - ===> Epoch[570](1709/3): Loss -0.7596, Sem 0.0645, dir -0.9754, norm 0.1513, swav 0.0000 LR: 6.864e-02 Score 97.792 Data time: 0.1889, Forward time: 2.2498, Backward time: 3.1312, DDP time: 0.0037, Total iter time: 4.5665 [2020-11-08 12:39:12,379][root][INFO] - ===> Epoch[570](1710/3): Loss -0.7497, Sem 0.0736, dir -0.9697, norm 0.1465, swav 0.0000 LR: 6.862e-02 Score 97.470 Data time: 0.2383, Forward time: 2.2499, Backward time: 3.1307, DDP time: 0.0037, Total iter time: 4.9384 [2020-11-08 12:39:18,633][root][INFO] - ===> Epoch[571](1711/3): Loss -0.7609, Sem 0.0630, dir -0.9727, norm 0.1488, swav 0.0000 LR: 6.860e-02 Score 97.923 Data time: 0.2016, Forward time: 2.2499, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 6.1371 [2020-11-08 12:39:23,647][root][INFO] - ===> Epoch[571](1712/3): Loss -0.7424, Sem 0.0747, dir -0.9706, norm 0.1535, swav 0.0000 LR: 6.858e-02 Score 97.449 Data time: 0.1796, Forward time: 2.2497, Backward time: 3.1307, DDP time: 0.0037, Total iter time: 4.8865 [2020-11-08 12:39:29,124][root][INFO] - ===> Epoch[571](1713/3): Loss -0.7700, Sem 0.0658, dir -0.9763, norm 0.1405, swav 0.0000 LR: 6.856e-02 Score 97.711 Data time: 0.2503, Forward time: 2.2498, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 5.3706 [2020-11-08 12:39:35,059][root][INFO] - ===> Epoch[572](1714/3): Loss -0.7528, Sem 0.0668, dir -0.9706, norm 0.1510, swav 0.0000 LR: 6.854e-02 Score 97.762 Data time: 0.2862, Forward time: 2.2503, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 5.7976 [2020-11-08 12:39:40,292][root][INFO] - ===> Epoch[572](1715/3): Loss -0.7512, Sem 0.0700, dir -0.9725, norm 0.1512, swav 0.0000 LR: 6.853e-02 Score 97.561 Data time: 0.2163, Forward time: 2.2504, Backward time: 3.1294, DDP time: 0.0037, Total iter time: 5.0988 [2020-11-08 12:39:45,515][root][INFO] - ===> Epoch[572](1716/3): Loss -0.7455, Sem 0.0729, dir -0.9750, norm 0.1567, swav 0.0000 LR: 6.851e-02 Score 97.553 Data time: 0.2118, Forward time: 2.2503, Backward time: 3.1292, DDP time: 0.0037, Total iter time: 5.0959 [2020-11-08 12:39:51,540][root][INFO] - ===> Epoch[573](1717/3): Loss -0.7576, Sem 0.0663, dir -0.9732, norm 0.1492, swav 0.0000 LR: 6.849e-02 Score 97.720 Data time: 0.2076, Forward time: 2.2504, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 5.9242 [2020-11-08 12:39:58,764][root][INFO] - ===> Epoch[573](1718/3): Loss -0.7481, Sem 0.0730, dir -0.9719, norm 0.1509, swav 0.0000 LR: 6.847e-02 Score 97.557 Data time: 0.1975, Forward time: 2.2503, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 7.1073 [2020-11-08 12:40:03,916][root][INFO] - ===> Epoch[573](1719/3): Loss -0.7593, Sem 0.0699, dir -0.9746, norm 0.1454, swav 0.0000 LR: 6.845e-02 Score 97.555 Data time: 0.1663, Forward time: 2.2501, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 5.0544 [2020-11-08 12:40:09,126][root][INFO] - ===> Epoch[574](1720/3): Loss -0.7469, Sem 0.0692, dir -0.9700, norm 0.1539, swav 0.0000 LR: 6.843e-02 Score 97.624 Data time: 0.1848, Forward time: 2.2499, Backward time: 3.1299, DDP time: 0.0037, Total iter time: 5.1175 [2020-11-08 12:40:13,688][root][INFO] - ===> Epoch[574](1721/3): Loss -0.7710, Sem 0.0660, dir -0.9744, norm 0.1374, swav 0.0000 LR: 6.841e-02 Score 97.725 Data time: 0.2014, Forward time: 2.2498, Backward time: 3.1294, DDP time: 0.0037, Total iter time: 4.4564 [2020-11-08 12:40:19,203][root][INFO] - ===> Epoch[574](1722/3): Loss -0.7579, Sem 0.0646, dir -0.9745, norm 0.1520, swav 0.0000 LR: 6.839e-02 Score 97.739 Data time: 0.2648, Forward time: 2.2502, Backward time: 3.1288, DDP time: 0.0037, Total iter time: 5.4075 [2020-11-08 12:40:25,084][root][INFO] - ===> Epoch[575](1723/3): Loss -0.7596, Sem 0.0658, dir -0.9706, norm 0.1452, swav 0.0000 LR: 6.837e-02 Score 97.767 Data time: 0.2064, Forward time: 2.2502, Backward time: 3.1289, DDP time: 0.0037, Total iter time: 5.7553 [2020-11-08 12:40:32,313][root][INFO] - ===> Epoch[575](1724/3): Loss -0.7490, Sem 0.0698, dir -0.9744, norm 0.1556, swav 0.0000 LR: 6.836e-02 Score 97.565 Data time: 0.2164, Forward time: 2.2501, Backward time: 3.1297, DDP time: 0.0037, Total iter time: 7.1071 [2020-11-08 12:40:37,324][root][INFO] - ===> Epoch[575](1725/3): Loss -0.7617, Sem 0.0703, dir -0.9734, norm 0.1414, swav 0.0000 LR: 6.834e-02 Score 97.597 Data time: 0.2421, Forward time: 2.2501, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 4.9164 [2020-11-08 12:40:43,650][root][INFO] - ===> Epoch[576](1726/3): Loss -0.7605, Sem 0.0655, dir -0.9727, norm 0.1467, swav 0.0000 LR: 6.832e-02 Score 97.751 Data time: 0.2618, Forward time: 2.2505, Backward time: 3.1292, DDP time: 0.0037, Total iter time: 6.2084 [2020-11-08 12:40:49,502][root][INFO] - ===> Epoch[576](1727/3): Loss -0.7483, Sem 0.0673, dir -0.9695, norm 0.1538, swav 0.0000 LR: 6.830e-02 Score 97.670 Data time: 0.1766, Forward time: 2.2503, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 5.7458 [2020-11-08 12:40:54,497][root][INFO] - ===> Epoch[576](1728/3): Loss -0.7644, Sem 0.0625, dir -0.9719, norm 0.1449, swav 0.0000 LR: 6.828e-02 Score 97.818 Data time: 0.2008, Forward time: 2.2501, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 4.8936 [2020-11-08 12:41:01,280][root][INFO] - ===> Epoch[577](1729/3): Loss -0.7733, Sem 0.0634, dir -0.9764, norm 0.1396, swav 0.0000 LR: 6.826e-02 Score 97.838 Data time: 0.3192, Forward time: 2.2506, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 6.6865 [2020-11-08 12:41:06,270][root][INFO] - ===> Epoch[577](1730/3): Loss -0.7536, Sem 0.0692, dir -0.9699, norm 0.1471, swav 0.0000 LR: 6.824e-02 Score 97.625 Data time: 0.2125, Forward time: 2.2506, Backward time: 3.1288, DDP time: 0.0037, Total iter time: 4.8657 [2020-11-08 12:41:12,959][root][INFO] - ===> Epoch[577](1731/3): Loss -0.7625, Sem 0.0705, dir -0.9740, norm 0.1411, swav 0.0000 LR: 6.822e-02 Score 97.551 Data time: 0.2509, Forward time: 2.2509, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 6.5803 [2020-11-08 12:41:18,650][root][INFO] - ===> Epoch[578](1732/3): Loss -0.7771, Sem 0.0594, dir -0.9749, norm 0.1384, swav 0.0000 LR: 6.821e-02 Score 97.933 Data time: 0.1286, Forward time: 2.2504, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 5.5516 [2020-11-08 12:41:24,991][root][INFO] - ===> Epoch[578](1733/3): Loss -0.7360, Sem 0.0676, dir -0.9659, norm 0.1623, swav 0.0000 LR: 6.819e-02 Score 97.659 Data time: 0.1722, Forward time: 2.2501, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 6.2676 [2020-11-08 12:41:31,645][root][INFO] - ===> Epoch[578](1734/3): Loss -0.7661, Sem 0.0629, dir -0.9735, norm 0.1445, swav 0.0000 LR: 6.817e-02 Score 97.777 Data time: 0.2137, Forward time: 2.2501, Backward time: 3.1306, DDP time: 0.0037, Total iter time: 6.5483 [2020-11-08 12:41:38,999][root][INFO] - ===> Epoch[579](1735/3): Loss -0.7711, Sem 0.0700, dir -0.9774, norm 0.1363, swav 0.0000 LR: 6.815e-02 Score 97.549 Data time: 0.2034, Forward time: 2.2501, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 7.2116 [2020-11-08 12:41:44,973][root][INFO] - ===> Epoch[579](1736/3): Loss -0.7552, Sem 0.0678, dir -0.9751, norm 0.1521, swav 0.0000 LR: 6.813e-02 Score 97.613 Data time: 0.2216, Forward time: 2.2502, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 5.8519 [2020-11-08 12:41:50,306][root][INFO] - ===> Epoch[579](1737/3): Loss -0.7628, Sem 0.0655, dir -0.9706, norm 0.1423, swav 0.0000 LR: 6.811e-02 Score 97.729 Data time: 0.1492, Forward time: 2.2499, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 5.1955 [2020-11-08 12:41:56,763][root][INFO] - ===> Epoch[580](1738/3): Loss -0.7494, Sem 0.0651, dir -0.9665, norm 0.1520, swav 0.0000 LR: 6.809e-02 Score 97.773 Data time: 0.2071, Forward time: 2.2498, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 6.3712 [2020-11-08 12:42:02,398][root][INFO] - ===> Epoch[580](1739/3): Loss -0.7482, Sem 0.0603, dir -0.9683, norm 0.1597, swav 0.0000 LR: 6.807e-02 Score 97.911 Data time: 0.2075, Forward time: 2.2497, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 5.5252 [2020-11-08 12:42:08,062][root][INFO] - ===> Epoch[580](1740/3): Loss -0.7536, Sem 0.0728, dir -0.9728, norm 0.1464, swav 0.0000 LR: 6.806e-02 Score 97.490 Data time: 0.2758, Forward time: 2.2501, Backward time: 3.1316, DDP time: 0.0037, Total iter time: 5.5501 [2020-11-08 12:42:14,538][root][INFO] - ===> Epoch[581](1741/3): Loss -0.7541, Sem 0.0697, dir -0.9695, norm 0.1457, swav 0.0000 LR: 6.804e-02 Score 97.585 Data time: 0.3051, Forward time: 2.2507, Backward time: 3.1313, DDP time: 0.0037, Total iter time: 6.3602 [2020-11-08 12:42:20,757][root][INFO] - ===> Epoch[581](1742/3): Loss -0.7739, Sem 0.0608, dir -0.9774, norm 0.1426, swav 0.0000 LR: 6.802e-02 Score 97.885 Data time: 0.1905, Forward time: 2.2507, Backward time: 3.1316, DDP time: 0.0037, Total iter time: 6.0982 [2020-11-08 12:42:25,121][root][INFO] - ===> Epoch[581](1743/3): Loss -0.7559, Sem 0.0730, dir -0.9742, norm 0.1452, swav 0.0000 LR: 6.800e-02 Score 97.499 Data time: 0.1548, Forward time: 2.2505, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 4.2499 [2020-11-08 12:42:30,245][root][INFO] - ===> Epoch[582](1744/3): Loss -0.7594, Sem 0.0655, dir -0.9705, norm 0.1455, swav 0.0000 LR: 6.798e-02 Score 97.718 Data time: 0.1258, Forward time: 2.2500, Backward time: 3.1312, DDP time: 0.0037, Total iter time: 5.0290 [2020-11-08 12:42:36,402][root][INFO] - ===> Epoch[582](1745/3): Loss -0.7552, Sem 0.0657, dir -0.9724, norm 0.1515, swav 0.0000 LR: 6.796e-02 Score 97.737 Data time: 0.1875, Forward time: 2.2497, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 6.0797 [2020-11-08 12:42:41,183][root][INFO] - ===> Epoch[582](1746/3): Loss -0.7749, Sem 0.0628, dir -0.9728, norm 0.1351, swav 0.0000 LR: 6.794e-02 Score 97.780 Data time: 0.2758, Forward time: 2.2498, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 4.6626 [2020-11-08 12:42:46,179][root][INFO] - ===> Epoch[583](1747/3): Loss -0.7718, Sem 0.0617, dir -0.9765, norm 0.1430, swav 0.0000 LR: 6.792e-02 Score 97.867 Data time: 0.2613, Forward time: 2.2500, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 4.8748 [2020-11-08 12:42:52,514][root][INFO] - ===> Epoch[583](1748/3): Loss -0.7688, Sem 0.0663, dir -0.9752, norm 0.1401, swav 0.0000 LR: 6.791e-02 Score 97.695 Data time: 0.2825, Forward time: 2.2504, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 6.2179 [2020-11-08 12:42:58,411][root][INFO] - ===> Epoch[583](1749/3): Loss -0.7685, Sem 0.0700, dir -0.9741, norm 0.1355, swav 0.0000 LR: 6.789e-02 Score 97.565 Data time: 0.2307, Forward time: 2.2507, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 5.7860 [2020-11-08 12:43:03,791][root][INFO] - ===> Epoch[584](1750/3): Loss -0.7606, Sem 0.0637, dir -0.9720, norm 0.1478, swav 0.0000 LR: 6.787e-02 Score 97.848 Data time: 0.2015, Forward time: 2.2506, Backward time: 3.1299, DDP time: 0.0037, Total iter time: 5.2449 [2020-11-08 12:43:09,501][root][INFO] - ===> Epoch[584](1751/3): Loss -0.7684, Sem 0.0615, dir -0.9720, norm 0.1421, swav 0.0000 LR: 6.785e-02 Score 97.900 Data time: 0.2644, Forward time: 2.2507, Backward time: 3.1297, DDP time: 0.0037, Total iter time: 5.6166 [2020-11-08 12:43:14,770][root][INFO] - ===> Epoch[584](1752/3): Loss -0.7446, Sem 0.0751, dir -0.9730, norm 0.1533, swav 0.0000 LR: 6.783e-02 Score 97.384 Data time: 0.1898, Forward time: 2.2505, Backward time: 3.1296, DDP time: 0.0037, Total iter time: 5.1725 [2020-11-08 12:43:21,039][root][INFO] - ===> Epoch[585](1753/3): Loss -0.7555, Sem 0.0658, dir -0.9756, norm 0.1543, swav 0.0000 LR: 6.781e-02 Score 97.718 Data time: 0.3036, Forward time: 2.2510, Backward time: 3.1294, DDP time: 0.0037, Total iter time: 6.1669 [2020-11-08 12:43:25,521][root][INFO] - ===> Epoch[585](1754/3): Loss -0.7478, Sem 0.0709, dir -0.9739, norm 0.1552, swav 0.0000 LR: 6.779e-02 Score 97.626 Data time: 0.2053, Forward time: 2.2510, Backward time: 3.1287, DDP time: 0.0037, Total iter time: 4.3419 [2020-11-08 12:43:30,968][root][INFO] - ===> Epoch[585](1755/3): Loss -0.7639, Sem 0.0672, dir -0.9723, norm 0.1412, swav 0.0000 LR: 6.777e-02 Score 97.676 Data time: 0.1791, Forward time: 2.2507, Backward time: 3.1288, DDP time: 0.0037, Total iter time: 5.3372 [2020-11-08 12:43:36,617][root][INFO] - ===> Epoch[586](1756/3): Loss -0.7662, Sem 0.0660, dir -0.9736, norm 0.1415, swav 0.0000 LR: 6.776e-02 Score 97.675 Data time: 0.2167, Forward time: 2.2507, Backward time: 3.1287, DDP time: 0.0037, Total iter time: 5.5360 [2020-11-08 12:43:43,018][root][INFO] - ===> Epoch[586](1757/3): Loss -0.7267, Sem 0.0720, dir -0.9686, norm 0.1699, swav 0.0000 LR: 6.774e-02 Score 97.502 Data time: 0.2129, Forward time: 2.2508, Backward time: 3.1290, DDP time: 0.0037, Total iter time: 6.2789 [2020-11-08 12:43:48,895][root][INFO] - ===> Epoch[586](1758/3): Loss -0.7546, Sem 0.0675, dir -0.9716, norm 0.1495, swav 0.0000 LR: 6.772e-02 Score 97.624 Data time: 0.1728, Forward time: 2.2505, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 5.7460 [2020-11-08 12:43:53,767][root][INFO] - ===> Epoch[587](1759/3): Loss -0.7269, Sem 0.0711, dir -0.9699, norm 0.1718, swav 0.0000 LR: 6.770e-02 Score 97.616 Data time: 0.2583, Forward time: 2.2506, Backward time: 3.1287, DDP time: 0.0037, Total iter time: 4.7767 [2020-11-08 12:44:00,008][root][INFO] - ===> Epoch[587](1760/3): Loss -0.7474, Sem 0.0628, dir -0.9690, norm 0.1588, swav 0.0000 LR: 6.768e-02 Score 97.828 Data time: 0.1865, Forward time: 2.2505, Backward time: 3.1290, DDP time: 0.0037, Total iter time: 6.1337 [2020-11-08 12:44:06,722][root][INFO] - ===> Epoch[587](1761/3): Loss -0.7647, Sem 0.0680, dir -0.9752, norm 0.1425, swav 0.0000 LR: 6.766e-02 Score 97.732 Data time: 0.1842, Forward time: 2.2503, Backward time: 3.1298, DDP time: 0.0037, Total iter time: 6.5960 [2020-11-08 12:44:12,621][root][INFO] - ===> Epoch[588](1762/3): Loss -0.7421, Sem 0.0666, dir -0.9668, norm 0.1581, swav 0.0000 LR: 6.764e-02 Score 97.731 Data time: 0.2436, Forward time: 2.2503, Backward time: 3.1298, DDP time: 0.0037, Total iter time: 5.8260 [2020-11-08 12:44:18,529][root][INFO] - ===> Epoch[588](1763/3): Loss -0.7094, Sem 0.0813, dir -0.9661, norm 0.1754, swav 0.0000 LR: 6.762e-02 Score 97.273 Data time: 0.2090, Forward time: 2.2502, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 5.7858 [2020-11-08 12:44:24,873][root][INFO] - ===> Epoch[588](1764/3): Loss -0.7584, Sem 0.0619, dir -0.9721, norm 0.1518, swav 0.0000 LR: 6.760e-02 Score 97.879 Data time: 0.3119, Forward time: 2.2508, Backward time: 3.1297, DDP time: 0.0037, Total iter time: 6.2343 [2020-11-08 12:44:31,097][root][INFO] - ===> Epoch[589](1765/3): Loss -0.7323, Sem 0.0729, dir -0.9705, norm 0.1653, swav 0.0000 LR: 6.759e-02 Score 97.554 Data time: 0.2076, Forward time: 2.2508, Backward time: 3.1299, DDP time: 0.0037, Total iter time: 6.0733 [2020-11-08 12:44:37,252][root][INFO] - ===> Epoch[589](1766/3): Loss -0.7280, Sem 0.0629, dir -0.9673, norm 0.1763, swav 0.0000 LR: 6.757e-02 Score 97.807 Data time: 0.1962, Forward time: 2.2508, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 6.0454 [2020-11-08 12:44:43,409][root][INFO] - ===> Epoch[589](1767/3): Loss -0.7628, Sem 0.0626, dir -0.9730, norm 0.1476, swav 0.0000 LR: 6.755e-02 Score 97.867 Data time: 0.1891, Forward time: 2.2506, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 5.8642 [2020-11-08 12:44:48,755][root][INFO] - ===> Epoch[590](1768/3): Loss -0.7354, Sem 0.0702, dir -0.9655, norm 0.1599, swav 0.0000 LR: 6.753e-02 Score 97.555 Data time: 0.1935, Forward time: 2.2505, Backward time: 3.1303, DDP time: 0.0037, Total iter time: 5.2599 [2020-11-08 12:44:54,178][root][INFO] - ===> Epoch[590](1769/3): Loss -0.7412, Sem 0.0657, dir -0.9681, norm 0.1612, swav 0.0000 LR: 6.751e-02 Score 97.798 Data time: 0.1928, Forward time: 2.2504, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 5.3076 [2020-11-08 12:45:00,688][root][INFO] - ===> Epoch[590](1770/3): Loss -0.7415, Sem 0.0741, dir -0.9709, norm 0.1553, swav 0.0000 LR: 6.749e-02 Score 97.429 Data time: 0.1083, Forward time: 2.2498, Backward time: 3.1313, DDP time: 0.0037, Total iter time: 6.4052 [2020-11-08 12:45:06,115][root][INFO] - ===> Epoch[591](1771/3): Loss -0.7451, Sem 0.0646, dir -0.9688, norm 0.1591, swav 0.0000 LR: 6.747e-02 Score 97.759 Data time: 0.1933, Forward time: 2.2497, Backward time: 3.1312, DDP time: 0.0037, Total iter time: 5.3441 [2020-11-08 12:45:11,289][root][INFO] - ===> Epoch[591](1772/3): Loss -0.7630, Sem 0.0671, dir -0.9735, norm 0.1434, swav 0.0000 LR: 6.745e-02 Score 97.687 Data time: 0.2242, Forward time: 2.2495, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 5.0685 [2020-11-08 12:45:17,175][root][INFO] - ===> Epoch[591](1773/3): Loss -0.7536, Sem 0.0672, dir -0.9730, norm 0.1522, swav 0.0000 LR: 6.744e-02 Score 97.729 Data time: 0.1966, Forward time: 2.2495, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 5.7696 [2020-11-08 12:45:21,648][root][INFO] - ===> Epoch[592](1774/3): Loss -0.7344, Sem 0.0742, dir -0.9698, norm 0.1612, swav 0.0000 LR: 6.742e-02 Score 97.438 Data time: 0.1863, Forward time: 2.2494, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 4.3476 [2020-11-08 12:45:27,567][root][INFO] - ===> Epoch[592](1775/3): Loss -0.7597, Sem 0.0639, dir -0.9710, norm 0.1474, swav 0.0000 LR: 6.740e-02 Score 97.732 Data time: 0.2454, Forward time: 2.2495, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 5.8224 [2020-11-08 12:45:33,148][root][INFO] - ===> Epoch[592](1776/3): Loss -0.7594, Sem 0.0654, dir -0.9731, norm 0.1483, swav 0.0000 LR: 6.738e-02 Score 97.728 Data time: 0.2461, Forward time: 2.2499, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 5.4431 [2020-11-08 12:45:37,828][root][INFO] - ===> Epoch[593](1777/3): Loss -0.7540, Sem 0.0665, dir -0.9709, norm 0.1504, swav 0.0000 LR: 6.736e-02 Score 97.655 Data time: 0.1949, Forward time: 2.2499, Backward time: 3.1294, DDP time: 0.0037, Total iter time: 4.5409 [2020-11-08 12:45:43,141][root][INFO] - ===> Epoch[593](1778/3): Loss -0.7387, Sem 0.0770, dir -0.9713, norm 0.1556, swav 0.0000 LR: 6.734e-02 Score 97.462 Data time: 0.2287, Forward time: 2.2499, Backward time: 3.1290, DDP time: 0.0037, Total iter time: 5.2109 [2020-11-08 12:45:48,627][root][INFO] - ===> Epoch[593](1779/3): Loss -0.7558, Sem 0.0649, dir -0.9718, norm 0.1511, swav 0.0000 LR: 6.732e-02 Score 97.725 Data time: 0.2315, Forward time: 2.2500, Backward time: 3.1288, DDP time: 0.0037, Total iter time: 5.3514 [2020-11-08 12:45:54,204][root][INFO] - ===> Epoch[594](1780/3): Loss -0.7550, Sem 0.0645, dir -0.9720, norm 0.1526, swav 0.0000 LR: 6.730e-02 Score 97.811 Data time: 0.2651, Forward time: 2.2504, Backward time: 3.1283, DDP time: 0.0037, Total iter time: 5.4447 [2020-11-08 12:46:00,642][root][INFO] - ===> Epoch[594](1781/3): Loss -0.7395, Sem 0.0705, dir -0.9701, norm 0.1601, swav 0.0000 LR: 6.729e-02 Score 97.588 Data time: 0.2700, Forward time: 2.2507, Backward time: 3.1283, DDP time: 0.0037, Total iter time: 6.3202 [2020-11-08 12:46:08,183][root][INFO] - ===> Epoch[594](1782/3): Loss -0.7666, Sem 0.0653, dir -0.9714, norm 0.1395, swav 0.0000 LR: 6.727e-02 Score 97.745 Data time: 0.2054, Forward time: 2.2507, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 7.4099 [2020-11-08 12:46:14,090][root][INFO] - ===> Epoch[595](1783/3): Loss -0.7602, Sem 0.0624, dir -0.9734, norm 0.1509, swav 0.0000 LR: 6.725e-02 Score 97.845 Data time: 0.2145, Forward time: 2.2506, Backward time: 3.1294, DDP time: 0.0037, Total iter time: 5.8091 [2020-11-08 12:46:20,394][root][INFO] - ===> Epoch[595](1784/3): Loss -0.7467, Sem 0.0635, dir -0.9697, norm 0.1594, swav 0.0000 LR: 6.723e-02 Score 97.782 Data time: 0.2796, Forward time: 2.2509, Backward time: 3.1294, DDP time: 0.0037, Total iter time: 6.2020 [2020-11-08 12:46:26,273][root][INFO] - ===> Epoch[595](1785/3): Loss -0.7594, Sem 0.0707, dir -0.9714, norm 0.1413, swav 0.0000 LR: 6.721e-02 Score 97.586 Data time: 0.2736, Forward time: 2.2513, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 5.7570 [2020-11-08 12:46:32,824][root][INFO] - ===> Epoch[596](1786/3): Loss -0.7559, Sem 0.0678, dir -0.9740, norm 0.1502, swav 0.0000 LR: 6.719e-02 Score 97.679 Data time: 0.3522, Forward time: 2.2519, Backward time: 3.1289, DDP time: 0.0037, Total iter time: 6.4338 [2020-11-08 12:46:38,954][root][INFO] - ===> Epoch[596](1787/3): Loss -0.7435, Sem 0.0683, dir -0.9690, norm 0.1572, swav 0.0000 LR: 6.717e-02 Score 97.665 Data time: 0.1608, Forward time: 2.2517, Backward time: 3.1292, DDP time: 0.0037, Total iter time: 6.0250 [2020-11-08 12:46:44,404][root][INFO] - ===> Epoch[596](1788/3): Loss -0.7488, Sem 0.0659, dir -0.9688, norm 0.1540, swav 0.0000 LR: 6.715e-02 Score 97.712 Data time: 0.2068, Forward time: 2.2516, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 5.3398 [2020-11-08 12:46:50,413][root][INFO] - ===> Epoch[597](1789/3): Loss -0.7613, Sem 0.0690, dir -0.9729, norm 0.1426, swav 0.0000 LR: 6.713e-02 Score 97.671 Data time: 0.1866, Forward time: 2.2515, Backward time: 3.1294, DDP time: 0.0037, Total iter time: 5.9041 [2020-11-08 12:46:55,611][root][INFO] - ===> Epoch[597](1790/3): Loss -0.7420, Sem 0.0717, dir -0.9746, norm 0.1609, swav 0.0000 LR: 6.712e-02 Score 97.473 Data time: 0.1983, Forward time: 2.2515, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 5.0911 [2020-11-08 12:47:01,391][root][INFO] - ===> Epoch[597](1791/3): Loss -0.7524, Sem 0.0627, dir -0.9684, norm 0.1533, swav 0.0000 LR: 6.710e-02 Score 97.876 Data time: 0.1117, Forward time: 2.2509, Backward time: 3.1298, DDP time: 0.0037, Total iter time: 5.6798 [2020-11-08 12:47:08,959][root][INFO] - ===> Epoch[598](1792/3): Loss -0.7687, Sem 0.0641, dir -0.9764, norm 0.1436, swav 0.0000 LR: 6.708e-02 Score 97.738 Data time: 0.1824, Forward time: 2.2506, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 7.5056 [2020-11-08 12:47:14,101][root][INFO] - ===> Epoch[598](1793/3): Loss -0.7505, Sem 0.0716, dir -0.9722, norm 0.1500, swav 0.0000 LR: 6.706e-02 Score 97.603 Data time: 0.2661, Forward time: 2.2508, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 5.0248 [2020-11-08 12:47:21,004][root][INFO] - ===> Epoch[598](1794/3): Loss -0.7572, Sem 0.0657, dir -0.9735, norm 0.1506, swav 0.0000 LR: 6.704e-02 Score 97.701 Data time: 0.1908, Forward time: 2.2508, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 6.7898 [2020-11-08 12:47:26,137][root][INFO] - ===> Epoch[599](1795/3): Loss -0.7453, Sem 0.0685, dir -0.9705, norm 0.1566, swav 0.0000 LR: 6.702e-02 Score 97.659 Data time: 0.1763, Forward time: 2.2507, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 5.0184 [2020-11-08 12:47:31,691][root][INFO] - ===> Epoch[599](1796/3): Loss -0.7449, Sem 0.0696, dir -0.9720, norm 0.1575, swav 0.0000 LR: 6.700e-02 Score 97.561 Data time: 0.1459, Forward time: 2.2503, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 5.4532 [2020-11-08 12:47:37,064][root][INFO] - ===> Epoch[599](1797/3): Loss -0.7676, Sem 0.0620, dir -0.9719, norm 0.1423, swav 0.0000 LR: 6.698e-02 Score 97.857 Data time: 0.1777, Forward time: 2.2502, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 5.2701 [2020-11-08 12:47:42,788][root][INFO] - ===> Epoch[600](1798/3): Loss -0.7584, Sem 0.0639, dir -0.9746, norm 0.1524, swav 0.0000 LR: 6.697e-02 Score 97.806 Data time: 0.1590, Forward time: 2.2498, Backward time: 3.1314, DDP time: 0.0037, Total iter time: 5.5966 [2020-11-08 12:47:49,577][root][INFO] - ===> Epoch[600](1799/3): Loss -0.7619, Sem 0.0607, dir -0.9695, norm 0.1469, swav 0.0000 LR: 6.695e-02 Score 97.943 Data time: 0.2802, Forward time: 2.2500, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 6.6883 [2020-11-08 12:47:55,448][root][INFO] - ===> Epoch[600](1800/3): Loss -0.7399, Sem 0.0731, dir -0.9701, norm 0.1570, swav 0.0000 LR: 6.693e-02 Score 97.448 Data time: 0.2695, Forward time: 2.2504, Backward time: 3.1314, DDP time: 0.0037, Total iter time: 5.7602 [2020-11-08 12:48:00,749][root][INFO] - ===> Epoch[601](1801/3): Loss -0.7568, Sem 0.0641, dir -0.9700, norm 0.1491, swav 0.0000 LR: 6.691e-02 Score 97.785 Data time: 0.2348, Forward time: 2.2507, Backward time: 3.1308, DDP time: 0.0037, Total iter time: 5.1457 [2020-11-08 12:48:06,966][root][INFO] - ===> Epoch[601](1802/3): Loss -0.7471, Sem 0.0643, dir -0.9701, norm 0.1587, swav 0.0000 LR: 6.689e-02 Score 97.836 Data time: 0.1914, Forward time: 2.2507, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 6.1042 [2020-11-08 12:48:13,396][root][INFO] - ===> Epoch[601](1803/3): Loss -0.7458, Sem 0.0630, dir -0.9719, norm 0.1631, swav 0.0000 LR: 6.687e-02 Score 97.832 Data time: 0.1880, Forward time: 2.2504, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 6.3327 [2020-11-08 12:48:19,517][root][INFO] - ===> Epoch[602](1804/3): Loss -0.7504, Sem 0.0667, dir -0.9714, norm 0.1542, swav 0.0000 LR: 6.685e-02 Score 97.670 Data time: 0.1940, Forward time: 2.2503, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 6.0303 [2020-11-08 12:48:25,043][root][INFO] - ===> Epoch[602](1805/3): Loss -0.7540, Sem 0.0695, dir -0.9730, norm 0.1495, swav 0.0000 LR: 6.683e-02 Score 97.591 Data time: 0.2631, Forward time: 2.2506, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 5.4188 [2020-11-08 12:48:30,161][root][INFO] - ===> Epoch[602](1806/3): Loss -0.7503, Sem 0.0647, dir -0.9709, norm 0.1558, swav 0.0000 LR: 6.681e-02 Score 97.821 Data time: 0.1923, Forward time: 2.2506, Backward time: 3.1312, DDP time: 0.0037, Total iter time: 4.9891 [2020-11-08 12:48:35,236][root][INFO] - ===> Epoch[603](1807/3): Loss -0.7551, Sem 0.0691, dir -0.9707, norm 0.1465, swav 0.0000 LR: 6.680e-02 Score 97.574 Data time: 0.2244, Forward time: 2.2506, Backward time: 3.1308, DDP time: 0.0037, Total iter time: 4.9462 [2020-11-08 12:48:42,337][root][INFO] - ===> Epoch[603](1808/3): Loss -0.7590, Sem 0.0654, dir -0.9740, norm 0.1496, swav 0.0000 LR: 6.678e-02 Score 97.755 Data time: 0.2140, Forward time: 2.2505, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 6.9724 [2020-11-08 12:48:47,581][root][INFO] - ===> Epoch[603](1809/3): Loss -0.7627, Sem 0.0694, dir -0.9748, norm 0.1427, swav 0.0000 LR: 6.676e-02 Score 97.600 Data time: 0.1705, Forward time: 2.2503, Backward time: 3.1314, DDP time: 0.0037, Total iter time: 5.1450 [2020-11-08 12:48:53,808][root][INFO] - ===> Epoch[604](1810/3): Loss -0.7578, Sem 0.0721, dir -0.9721, norm 0.1422, swav 0.0000 LR: 6.674e-02 Score 97.534 Data time: 0.1073, Forward time: 2.2497, Backward time: 3.1323, DDP time: 0.0037, Total iter time: 6.1387 [2020-11-08 12:48:58,880][root][INFO] - ===> Epoch[604](1811/3): Loss -0.7526, Sem 0.0654, dir -0.9697, norm 0.1516, swav 0.0000 LR: 6.672e-02 Score 97.815 Data time: 0.2256, Forward time: 2.2498, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 5.0189 [2020-11-08 12:49:06,082][root][INFO] - ===> Epoch[604](1812/3): Loss -0.7678, Sem 0.0652, dir -0.9754, norm 0.1424, swav 0.0000 LR: 6.670e-02 Score 97.758 Data time: 0.3632, Forward time: 2.2505, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 7.0995 [2020-11-08 12:49:12,274][root][INFO] - ===> Epoch[605](1813/3): Loss -0.7715, Sem 0.0680, dir -0.9761, norm 0.1366, swav 0.0000 LR: 6.668e-02 Score 97.624 Data time: 0.3329, Forward time: 2.2510, Backward time: 3.1316, DDP time: 0.0037, Total iter time: 6.0454 [2020-11-08 12:49:18,990][root][INFO] - ===> Epoch[605](1814/3): Loss -0.7683, Sem 0.0623, dir -0.9746, norm 0.1440, swav 0.0000 LR: 6.666e-02 Score 97.838 Data time: 0.3278, Forward time: 2.2516, Backward time: 3.1314, DDP time: 0.0037, Total iter time: 6.5925 [2020-11-08 12:49:24,941][root][INFO] - ===> Epoch[605](1815/3): Loss -0.7542, Sem 0.0738, dir -0.9717, norm 0.1436, swav 0.0000 LR: 6.665e-02 Score 97.414 Data time: 0.1287, Forward time: 2.2513, Backward time: 3.1318, DDP time: 0.0037, Total iter time: 5.8241 [2020-11-08 12:49:31,126][root][INFO] - ===> Epoch[606](1816/3): Loss -0.7628, Sem 0.0675, dir -0.9740, norm 0.1436, swav 0.0000 LR: 6.663e-02 Score 97.684 Data time: 0.2235, Forward time: 2.2512, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 6.1001 [2020-11-08 12:49:37,099][root][INFO] - ===> Epoch[606](1817/3): Loss -0.7637, Sem 0.0654, dir -0.9731, norm 0.1440, swav 0.0000 LR: 6.661e-02 Score 97.699 Data time: 0.1736, Forward time: 2.2509, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 5.8753 [2020-11-08 12:49:42,778][root][INFO] - ===> Epoch[606](1818/3): Loss -0.7824, Sem 0.0589, dir -0.9777, norm 0.1364, swav 0.0000 LR: 6.659e-02 Score 97.933 Data time: 0.2082, Forward time: 2.2509, Backward time: 3.1325, DDP time: 0.0037, Total iter time: 5.6020 [2020-11-08 12:49:47,742][root][INFO] - ===> Epoch[607](1819/3): Loss -0.7608, Sem 0.0698, dir -0.9713, norm 0.1407, swav 0.0000 LR: 6.657e-02 Score 97.595 Data time: 0.2208, Forward time: 2.2510, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 4.8614 [2020-11-08 12:49:52,679][root][INFO] - ===> Epoch[607](1820/3): Loss -0.7683, Sem 0.0682, dir -0.9723, norm 0.1358, swav 0.0000 LR: 6.655e-02 Score 97.659 Data time: 0.2175, Forward time: 2.2510, Backward time: 3.1316, DDP time: 0.0037, Total iter time: 4.8235 [2020-11-08 12:49:58,672][root][INFO] - ===> Epoch[607](1821/3): Loss -0.7664, Sem 0.0648, dir -0.9721, norm 0.1409, swav 0.0000 LR: 6.653e-02 Score 97.780 Data time: 0.1984, Forward time: 2.2510, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 5.8843 [2020-11-08 12:50:04,865][root][INFO] - ===> Epoch[608](1822/3): Loss -0.7658, Sem 0.0668, dir -0.9762, norm 0.1436, swav 0.0000 LR: 6.651e-02 Score 97.707 Data time: 0.1218, Forward time: 2.2505, Backward time: 3.1325, DDP time: 0.0037, Total iter time: 6.0801 [2020-11-08 12:50:10,927][root][INFO] - ===> Epoch[608](1823/3): Loss -0.7622, Sem 0.0657, dir -0.9731, norm 0.1451, swav 0.0000 LR: 6.649e-02 Score 97.739 Data time: 0.1668, Forward time: 2.2502, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 5.9785 [2020-11-08 12:50:15,632][root][INFO] - ===> Epoch[608](1824/3): Loss -0.7648, Sem 0.0653, dir -0.9721, norm 0.1420, swav 0.0000 LR: 6.648e-02 Score 97.728 Data time: 0.2146, Forward time: 2.2503, Backward time: 3.1323, DDP time: 0.0037, Total iter time: 4.5985 [2020-11-08 12:50:22,301][root][INFO] - ===> Epoch[609](1825/3): Loss -0.7494, Sem 0.0693, dir -0.9747, norm 0.1560, swav 0.0000 LR: 6.646e-02 Score 97.566 Data time: 0.2000, Forward time: 2.2502, Backward time: 3.1328, DDP time: 0.0037, Total iter time: 6.5526 [2020-11-08 12:50:27,471][root][INFO] - ===> Epoch[609](1826/3): Loss -0.7753, Sem 0.0617, dir -0.9704, norm 0.1335, swav 0.0000 LR: 6.644e-02 Score 97.900 Data time: 0.1971, Forward time: 2.2502, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 5.0443 [2020-11-08 12:50:33,752][root][INFO] - ===> Epoch[609](1827/3): Loss -0.7506, Sem 0.0639, dir -0.9723, norm 0.1578, swav 0.0000 LR: 6.642e-02 Score 97.808 Data time: 0.2495, Forward time: 2.2504, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 6.1719 [2020-11-08 12:50:38,426][root][INFO] - ===> Epoch[610](1828/3): Loss -0.7519, Sem 0.0695, dir -0.9745, norm 0.1532, swav 0.0000 LR: 6.640e-02 Score 97.621 Data time: 0.2249, Forward time: 2.2505, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 4.5352 [2020-11-08 12:50:43,718][root][INFO] - ===> Epoch[610](1829/3): Loss -0.7613, Sem 0.0634, dir -0.9722, norm 0.1475, swav 0.0000 LR: 6.638e-02 Score 97.772 Data time: 0.1883, Forward time: 2.2504, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 5.1683 [2020-11-08 12:50:50,109][root][INFO] - ===> Epoch[610](1830/3): Loss -0.7633, Sem 0.0648, dir -0.9730, norm 0.1450, swav 0.0000 LR: 6.636e-02 Score 97.732 Data time: 0.1978, Forward time: 2.2503, Backward time: 3.1321, DDP time: 0.0037, Total iter time: 6.2900 [2020-11-08 12:50:55,323][root][INFO] - ===> Epoch[611](1831/3): Loss -0.7717, Sem 0.0598, dir -0.9736, norm 0.1421, swav 0.0000 LR: 6.634e-02 Score 97.920 Data time: 0.1823, Forward time: 2.2502, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 5.0840 [2020-11-08 12:51:00,737][root][INFO] - ===> Epoch[611](1832/3): Loss -0.7509, Sem 0.0714, dir -0.9715, norm 0.1492, swav 0.0000 LR: 6.633e-02 Score 97.636 Data time: 0.1771, Forward time: 2.2500, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 5.3046 [2020-11-08 12:51:07,379][root][INFO] - ===> Epoch[611](1833/3): Loss -0.7632, Sem 0.0605, dir -0.9684, norm 0.1447, swav 0.0000 LR: 6.631e-02 Score 97.904 Data time: 0.2075, Forward time: 2.2499, Backward time: 3.1325, DDP time: 0.0037, Total iter time: 6.5478 [2020-11-08 12:51:15,094][root][INFO] - ===> Epoch[612](1834/3): Loss -0.7454, Sem 0.0621, dir -0.9702, norm 0.1627, swav 0.0000 LR: 6.629e-02 Score 97.860 Data time: 0.2045, Forward time: 2.2499, Backward time: 3.1335, DDP time: 0.0037, Total iter time: 7.6072 [2020-11-08 12:51:21,110][root][INFO] - ===> Epoch[612](1835/3): Loss -0.7527, Sem 0.0726, dir -0.9739, norm 0.1486, swav 0.0000 LR: 6.627e-02 Score 97.473 Data time: 0.2275, Forward time: 2.2500, Backward time: 3.1335, DDP time: 0.0037, Total iter time: 5.8938 [2020-11-08 12:51:28,030][root][INFO] - ===> Epoch[612](1836/3): Loss -0.7454, Sem 0.0674, dir -0.9714, norm 0.1587, swav 0.0000 LR: 6.625e-02 Score 97.612 Data time: 0.1797, Forward time: 2.2499, Backward time: 3.1342, DDP time: 0.0037, Total iter time: 6.7985 [2020-11-08 12:51:34,393][root][INFO] - ===> Epoch[613](1837/3): Loss -0.7459, Sem 0.0682, dir -0.9717, norm 0.1576, swav 0.0000 LR: 6.623e-02 Score 97.641 Data time: 0.1598, Forward time: 2.2495, Backward time: 3.1349, DDP time: 0.0037, Total iter time: 6.2532 [2020-11-08 12:51:39,707][root][INFO] - ===> Epoch[613](1838/3): Loss -0.7751, Sem 0.0614, dir -0.9754, norm 0.1388, swav 0.0000 LR: 6.621e-02 Score 97.873 Data time: 0.2649, Forward time: 2.2497, Backward time: 3.1344, DDP time: 0.0037, Total iter time: 5.2330 [2020-11-08 12:51:45,734][root][INFO] - ===> Epoch[613](1839/3): Loss -0.7467, Sem 0.0669, dir -0.9723, norm 0.1587, swav 0.0000 LR: 6.619e-02 Score 97.777 Data time: 0.2453, Forward time: 2.2500, Backward time: 3.1343, DDP time: 0.0037, Total iter time: 5.9157 [2020-11-08 12:51:51,759][root][INFO] - ===> Epoch[614](1840/3): Loss -0.7485, Sem 0.0700, dir -0.9714, norm 0.1528, swav 0.0000 LR: 6.617e-02 Score 97.549 Data time: 0.1891, Forward time: 2.2499, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 5.9095 [2020-11-08 12:51:57,380][root][INFO] - ===> Epoch[614](1841/3): Loss -0.7632, Sem 0.0650, dir -0.9775, norm 0.1493, swav 0.0000 LR: 6.616e-02 Score 97.797 Data time: 0.2921, Forward time: 2.2502, Backward time: 3.1341, DDP time: 0.0037, Total iter time: 5.5319 [2020-11-08 12:52:03,105][root][INFO] - ===> Epoch[614](1842/3): Loss -0.7640, Sem 0.0645, dir -0.9710, norm 0.1424, swav 0.0000 LR: 6.614e-02 Score 97.737 Data time: 0.1224, Forward time: 2.2497, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 5.6132 [2020-11-08 12:52:08,770][root][INFO] - ===> Epoch[615](1843/3): Loss -0.7468, Sem 0.0631, dir -0.9691, norm 0.1591, swav 0.0000 LR: 6.612e-02 Score 97.905 Data time: 0.1671, Forward time: 2.2495, Backward time: 3.1348, DDP time: 0.0037, Total iter time: 5.5742 [2020-11-08 12:52:13,840][root][INFO] - ===> Epoch[615](1844/3): Loss -0.7475, Sem 0.0748, dir -0.9727, norm 0.1505, swav 0.0000 LR: 6.610e-02 Score 97.440 Data time: 0.2083, Forward time: 2.2496, Backward time: 3.1343, DDP time: 0.0037, Total iter time: 5.0042 [2020-11-08 12:52:20,089][root][INFO] - ===> Epoch[615](1845/3): Loss -0.7497, Sem 0.0690, dir -0.9735, norm 0.1548, swav 0.0000 LR: 6.608e-02 Score 97.556 Data time: 0.1303, Forward time: 2.2491, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 6.1349 [2020-11-08 12:52:26,241][root][INFO] - ===> Epoch[616](1846/3): Loss -0.7307, Sem 0.0723, dir -0.9711, norm 0.1682, swav 0.0000 LR: 6.606e-02 Score 97.526 Data time: 0.2207, Forward time: 2.2492, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 6.0787 [2020-11-08 12:52:31,441][root][INFO] - ===> Epoch[616](1847/3): Loss -0.7708, Sem 0.0711, dir -0.9754, norm 0.1335, swav 0.0000 LR: 6.604e-02 Score 97.530 Data time: 0.1847, Forward time: 2.2490, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 5.0957 [2020-11-08 12:52:36,670][root][INFO] - ===> Epoch[616](1848/3): Loss -0.7707, Sem 0.0636, dir -0.9745, norm 0.1401, swav 0.0000 LR: 6.602e-02 Score 97.792 Data time: 0.2373, Forward time: 2.2493, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 5.1197 [2020-11-08 12:52:41,791][root][INFO] - ===> Epoch[617](1849/3): Loss -0.7518, Sem 0.0707, dir -0.9697, norm 0.1472, swav 0.0000 LR: 6.600e-02 Score 97.683 Data time: 0.1602, Forward time: 2.2490, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 5.0165 [2020-11-08 12:52:47,634][root][INFO] - ===> Epoch[617](1850/3): Loss -0.7801, Sem 0.0633, dir -0.9776, norm 0.1342, swav 0.0000 LR: 6.599e-02 Score 97.795 Data time: 0.1869, Forward time: 2.2487, Backward time: 3.1348, DDP time: 0.0037, Total iter time: 5.7549 [2020-11-08 12:52:52,333][root][INFO] - ===> Epoch[617](1851/3): Loss -0.7691, Sem 0.0645, dir -0.9743, norm 0.1407, swav 0.0000 LR: 6.597e-02 Score 97.761 Data time: 0.1939, Forward time: 2.2484, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 4.6174 [2020-11-08 12:52:58,982][root][INFO] - ===> Epoch[618](1852/3): Loss -0.7429, Sem 0.0741, dir -0.9708, norm 0.1538, swav 0.0000 LR: 6.595e-02 Score 97.520 Data time: 0.1885, Forward time: 2.2483, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 6.5925 [2020-11-08 12:53:03,755][root][INFO] - ===> Epoch[618](1853/3): Loss -0.7635, Sem 0.0692, dir -0.9743, norm 0.1416, swav 0.0000 LR: 6.593e-02 Score 97.646 Data time: 0.2302, Forward time: 2.2484, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 4.6609 [2020-11-08 12:53:09,544][root][INFO] - ===> Epoch[618](1854/3): Loss -0.7699, Sem 0.0654, dir -0.9748, norm 0.1394, swav 0.0000 LR: 6.591e-02 Score 97.690 Data time: 0.2033, Forward time: 2.2483, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 5.6818 [2020-11-08 12:53:14,518][root][INFO] - ===> Epoch[619](1855/3): Loss -0.7361, Sem 0.0673, dir -0.9684, norm 0.1650, swav 0.0000 LR: 6.589e-02 Score 97.662 Data time: 0.2548, Forward time: 2.2485, Backward time: 3.1340, DDP time: 0.0037, Total iter time: 4.8587 [2020-11-08 12:53:19,476][root][INFO] - ===> Epoch[619](1856/3): Loss -0.7498, Sem 0.0627, dir -0.9693, norm 0.1568, swav 0.0000 LR: 6.587e-02 Score 97.837 Data time: 0.2335, Forward time: 2.2487, Backward time: 3.1334, DDP time: 0.0037, Total iter time: 4.8391 [2020-11-08 12:53:26,501][root][INFO] - ===> Epoch[619](1857/3): Loss -0.7739, Sem 0.0711, dir -0.9757, norm 0.1307, swav 0.0000 LR: 6.585e-02 Score 97.558 Data time: 0.1512, Forward time: 2.2483, Backward time: 3.1344, DDP time: 0.0037, Total iter time: 6.8935 [2020-11-08 12:53:30,808][root][INFO] - ===> Epoch[620](1858/3): Loss -0.7662, Sem 0.0672, dir -0.9738, norm 0.1404, swav 0.0000 LR: 6.584e-02 Score 97.693 Data time: 0.1443, Forward time: 2.2479, Backward time: 3.1340, DDP time: 0.0037, Total iter time: 4.2166 [2020-11-08 12:53:36,466][root][INFO] - ===> Epoch[620](1859/3): Loss -0.7483, Sem 0.0764, dir -0.9736, norm 0.1489, swav 0.0000 LR: 6.582e-02 Score 97.339 Data time: 0.1985, Forward time: 2.2479, Backward time: 3.1339, DDP time: 0.0037, Total iter time: 5.5827 [2020-11-08 12:53:42,230][root][INFO] - ===> Epoch[620](1860/3): Loss -0.7648, Sem 0.0681, dir -0.9716, norm 0.1387, swav 0.0000 LR: 6.580e-02 Score 97.704 Data time: 0.1383, Forward time: 2.2475, Backward time: 3.1344, DDP time: 0.0037, Total iter time: 5.6428 [2020-11-08 12:53:48,819][root][INFO] - ===> Epoch[621](1861/3): Loss -0.7573, Sem 0.0665, dir -0.9744, norm 0.1506, swav 0.0000 LR: 6.578e-02 Score 97.719 Data time: 0.2080, Forward time: 2.2475, Backward time: 3.1349, DDP time: 0.0037, Total iter time: 6.5103 [2020-11-08 12:53:54,010][root][INFO] - ===> Epoch[621](1862/3): Loss -0.7621, Sem 0.0624, dir -0.9679, norm 0.1433, swav 0.0000 LR: 6.576e-02 Score 97.798 Data time: 0.2612, Forward time: 2.2477, Backward time: 3.1343, DDP time: 0.0037, Total iter time: 5.0866 [2020-11-08 12:54:00,187][root][INFO] - ===> Epoch[621](1863/3): Loss -0.7619, Sem 0.0659, dir -0.9717, norm 0.1438, swav 0.0000 LR: 6.574e-02 Score 97.756 Data time: 0.3008, Forward time: 2.2482, Backward time: 3.1341, DDP time: 0.0037, Total iter time: 6.0514 [2020-11-08 12:54:05,545][root][INFO] - ===> Epoch[622](1864/3): Loss -0.7734, Sem 0.0645, dir -0.9758, norm 0.1379, swav 0.0000 LR: 6.572e-02 Score 97.769 Data time: 0.2322, Forward time: 2.2483, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.2330 [2020-11-08 12:54:12,077][root][INFO] - ===> Epoch[622](1865/3): Loss -0.7410, Sem 0.0715, dir -0.9703, norm 0.1578, swav 0.0000 LR: 6.570e-02 Score 97.518 Data time: 0.1558, Forward time: 2.2480, Backward time: 3.1343, DDP time: 0.0037, Total iter time: 6.4194 [2020-11-08 12:54:16,974][root][INFO] - ===> Epoch[622](1866/3): Loss -0.7823, Sem 0.0615, dir -0.9747, norm 0.1310, swav 0.0000 LR: 6.568e-02 Score 97.873 Data time: 0.2364, Forward time: 2.2482, Backward time: 3.1338, DDP time: 0.0037, Total iter time: 4.8170 [2020-11-08 12:54:22,455][root][INFO] - ===> Epoch[623](1867/3): Loss -0.7545, Sem 0.0685, dir -0.9740, norm 0.1510, swav 0.0000 LR: 6.567e-02 Score 97.580 Data time: 0.1970, Forward time: 2.2481, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.3616 [2020-11-08 12:54:29,522][root][INFO] - ===> Epoch[623](1868/3): Loss -0.7651, Sem 0.0682, dir -0.9762, norm 0.1430, swav 0.0000 LR: 6.565e-02 Score 97.611 Data time: 0.2236, Forward time: 2.2482, Backward time: 3.1343, DDP time: 0.0037, Total iter time: 6.9452 [2020-11-08 12:54:35,448][root][INFO] - ===> Epoch[623](1869/3): Loss -0.7599, Sem 0.0735, dir -0.9738, norm 0.1404, swav 0.0000 LR: 6.563e-02 Score 97.542 Data time: 0.1445, Forward time: 2.2478, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 5.7978 [2020-11-08 12:54:41,164][root][INFO] - ===> Epoch[624](1870/3): Loss -0.7537, Sem 0.0659, dir -0.9723, norm 0.1527, swav 0.0000 LR: 6.561e-02 Score 97.724 Data time: 0.1474, Forward time: 2.2475, Backward time: 3.1350, DDP time: 0.0037, Total iter time: 5.6357 [2020-11-08 12:54:45,780][root][INFO] - ===> Epoch[624](1871/3): Loss -0.7761, Sem 0.0629, dir -0.9766, norm 0.1377, swav 0.0000 LR: 6.559e-02 Score 97.774 Data time: 0.1584, Forward time: 2.2472, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 4.5168 [2020-11-08 12:54:53,008][root][INFO] - ===> Epoch[624](1872/3): Loss -0.7431, Sem 0.0727, dir -0.9736, norm 0.1579, swav 0.0000 LR: 6.557e-02 Score 97.508 Data time: 0.2456, Forward time: 2.2474, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 7.1136 [2020-11-08 12:54:58,831][root][INFO] - ===> Epoch[625](1873/3): Loss -0.7753, Sem 0.0684, dir -0.9725, norm 0.1288, swav 0.0000 LR: 6.555e-02 Score 97.621 Data time: 0.2306, Forward time: 2.2475, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 5.6971 [2020-11-08 12:55:04,711][root][INFO] - ===> Epoch[625](1874/3): Loss -0.7438, Sem 0.0659, dir -0.9722, norm 0.1625, swav 0.0000 LR: 6.553e-02 Score 97.737 Data time: 0.2397, Forward time: 2.2474, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 5.7484 [2020-11-08 12:55:10,795][root][INFO] - ===> Epoch[625](1875/3): Loss -0.7409, Sem 0.0768, dir -0.9717, norm 0.1540, swav 0.0000 LR: 6.551e-02 Score 97.318 Data time: 0.1740, Forward time: 2.2473, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 5.9853 [2020-11-08 12:55:17,731][root][INFO] - ===> Epoch[626](1876/3): Loss -0.7805, Sem 0.0602, dir -0.9764, norm 0.1356, swav 0.0000 LR: 6.550e-02 Score 97.924 Data time: 0.1719, Forward time: 2.2470, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 6.8292 [2020-11-08 12:55:22,988][root][INFO] - ===> Epoch[626](1877/3): Loss -0.7662, Sem 0.0675, dir -0.9719, norm 0.1382, swav 0.0000 LR: 6.548e-02 Score 97.624 Data time: 0.1591, Forward time: 2.2467, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 5.1456 [2020-11-08 12:55:28,455][root][INFO] - ===> Epoch[626](1878/3): Loss -0.7753, Sem 0.0601, dir -0.9721, norm 0.1366, swav 0.0000 LR: 6.546e-02 Score 97.887 Data time: 0.2365, Forward time: 2.2468, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 5.3756 [2020-11-08 12:55:34,509][root][INFO] - ===> Epoch[627](1879/3): Loss -0.7533, Sem 0.0772, dir -0.9751, norm 0.1446, swav 0.0000 LR: 6.544e-02 Score 97.455 Data time: 0.2590, Forward time: 2.2470, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 5.9422 [2020-11-08 12:55:39,795][root][INFO] - ===> Epoch[627](1880/3): Loss -0.7612, Sem 0.0658, dir -0.9733, norm 0.1463, swav 0.0000 LR: 6.542e-02 Score 97.750 Data time: 0.2241, Forward time: 2.2471, Backward time: 3.1357, DDP time: 0.0037, Total iter time: 5.1546 [2020-11-08 12:55:45,291][root][INFO] - ===> Epoch[627](1881/3): Loss -0.7690, Sem 0.0617, dir -0.9733, norm 0.1426, swav 0.0000 LR: 6.540e-02 Score 97.998 Data time: 0.2256, Forward time: 2.2472, Backward time: 3.1354, DDP time: 0.0037, Total iter time: 5.3782 [2020-11-08 12:55:51,272][root][INFO] - ===> Epoch[628](1882/3): Loss -0.7601, Sem 0.0750, dir -0.9748, norm 0.1397, swav 0.0000 LR: 6.538e-02 Score 97.319 Data time: 0.1902, Forward time: 2.2472, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 5.8448 [2020-11-08 12:55:57,875][root][INFO] - ===> Epoch[628](1883/3): Loss -0.7673, Sem 0.0710, dir -0.9738, norm 0.1355, swav 0.0000 LR: 6.536e-02 Score 97.528 Data time: 0.1629, Forward time: 2.2470, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 6.4689 [2020-11-08 12:56:02,308][root][INFO] - ===> Epoch[628](1884/3): Loss -0.7423, Sem 0.0802, dir -0.9752, norm 0.1528, swav 0.0000 LR: 6.534e-02 Score 97.326 Data time: 0.1865, Forward time: 2.2468, Backward time: 3.1357, DDP time: 0.0037, Total iter time: 4.3458 [2020-11-08 12:56:07,683][root][INFO] - ===> Epoch[629](1885/3): Loss -0.7569, Sem 0.0709, dir -0.9720, norm 0.1442, swav 0.0000 LR: 6.533e-02 Score 97.551 Data time: 0.2557, Forward time: 2.2470, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 5.2603 [2020-11-08 12:56:13,819][root][INFO] - ===> Epoch[629](1886/3): Loss -0.7523, Sem 0.0762, dir -0.9735, norm 0.1450, swav 0.0000 LR: 6.531e-02 Score 97.494 Data time: 0.3005, Forward time: 2.2475, Backward time: 3.1350, DDP time: 0.0037, Total iter time: 6.0044 [2020-11-08 12:56:19,101][root][INFO] - ===> Epoch[629](1887/3): Loss -0.7524, Sem 0.0835, dir -0.9742, norm 0.1382, swav 0.0000 LR: 6.529e-02 Score 97.221 Data time: 0.2315, Forward time: 2.2476, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 5.1679 [2020-11-08 12:56:25,027][root][INFO] - ===> Epoch[630](1888/3): Loss -0.7695, Sem 0.0733, dir -0.9745, norm 0.1317, swav 0.0000 LR: 6.527e-02 Score 97.504 Data time: 0.2838, Forward time: 2.2480, Backward time: 3.1343, DDP time: 0.0037, Total iter time: 5.7991 [2020-11-08 12:56:30,574][root][INFO] - ===> Epoch[630](1889/3): Loss -0.7323, Sem 0.0958, dir -0.9715, norm 0.1434, swav 0.0000 LR: 6.525e-02 Score 97.001 Data time: 0.1366, Forward time: 2.2476, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 5.4331 [2020-11-08 12:56:36,875][root][INFO] - ===> Epoch[630](1890/3): Loss -0.7406, Sem 0.0723, dir -0.9710, norm 0.1581, swav 0.0000 LR: 6.523e-02 Score 97.497 Data time: 0.1954, Forward time: 2.2476, Backward time: 3.1349, DDP time: 0.0037, Total iter time: 6.2129 [2020-11-08 12:56:42,453][root][INFO] - ===> Epoch[631](1891/3): Loss -0.7319, Sem 0.0774, dir -0.9711, norm 0.1619, swav 0.0000 LR: 6.521e-02 Score 97.482 Data time: 0.1669, Forward time: 2.2473, Backward time: 3.1350, DDP time: 0.0037, Total iter time: 5.4824 [2020-11-08 12:56:47,680][root][INFO] - ===> Epoch[631](1892/3): Loss -0.7498, Sem 0.0791, dir -0.9714, norm 0.1425, swav 0.0000 LR: 6.519e-02 Score 97.282 Data time: 0.1645, Forward time: 2.2471, Backward time: 3.1350, DDP time: 0.0037, Total iter time: 5.1509 [2020-11-08 12:56:54,332][root][INFO] - ===> Epoch[631](1893/3): Loss -0.7434, Sem 0.0811, dir -0.9725, norm 0.1480, swav 0.0000 LR: 6.518e-02 Score 97.358 Data time: 0.2037, Forward time: 2.2470, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 6.5436 [2020-11-08 12:56:59,995][root][INFO] - ===> Epoch[632](1894/3): Loss -0.7524, Sem 0.0714, dir -0.9716, norm 0.1479, swav 0.0000 LR: 6.516e-02 Score 97.535 Data time: 0.2542, Forward time: 2.2473, Backward time: 3.1351, DDP time: 0.0037, Total iter time: 5.5390 [2020-11-08 12:57:02,159][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,162][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,189][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,247][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,342][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:06,580][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:06,584][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:06,590][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:06,750][root][INFO] - ===> Epoch[632](1895/3): Loss -0.7482, Sem 0.0726, dir -0.9734, norm 0.1526, swav 0.0000 LR: 6.514e-02 Score 97.465 Data time: 0.1891, Forward time: 2.2472, Backward time: 3.1357, DDP time: 0.0037, Total iter time: 6.6346 [2020-11-08 12:57:11,459][root][INFO] - ===> Epoch[632](1896/3): Loss -0.7151, Sem 0.0925, dir -0.9668, norm 0.1592, swav 0.0000 LR: 6.512e-02 Score 97.019 Data time: 0.1915, Forward time: 2.2471, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 4.6045 [2020-11-08 12:57:17,001][root][INFO] - ===> Epoch[633](1897/3): Loss -0.7489, Sem 0.0758, dir -0.9726, norm 0.1479, swav 0.0000 LR: 6.510e-02 Score 97.411 Data time: 0.1789, Forward time: 2.2469, Backward time: 3.1354, DDP time: 0.0037, Total iter time: 5.4353 [2020-11-08 12:57:25,257][root][INFO] - ===> Epoch[633](1898/3): Loss -0.7494, Sem 0.0707, dir -0.9726, norm 0.1525, swav 0.0000 LR: 6.508e-02 Score 97.574 Data time: 0.2113, Forward time: 2.2469, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 8.1847 [2020-11-08 12:57:31,578][root][INFO] - ===> Epoch[633](1899/3): Loss -0.7469, Sem 0.0741, dir -0.9720, norm 0.1509, swav 0.0000 LR: 6.506e-02 Score 97.476 Data time: 0.2317, Forward time: 2.2469, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 6.1761 [2020-11-08 13:13:37,105][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:13:37,113][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:13:37,131][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:13:37,136][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:13:37,144][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:13:37,148][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:13:37,158][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:13:37,158][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:13:37,161][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:13:37,164][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:13:37,167][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:13:37,172][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:13:37,196][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:13:37,196][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:13:37,200][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:13:37,201][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:13:46,713][root][INFO] - ===> Configurations [2020-11-08 13:13:46,726][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/10/1.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://learnfair0735:10100 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 13:13:46,727][root][INFO] - ===> Initializing dataloader [2020-11-08 13:13:46,731][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 13:13:46,736][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 13:13:46,736][root][INFO] - ===> Building model [2020-11-08 13:13:47,035][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 13:13:47,035][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 13:13:47,039][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 13:13:47,970][root][INFO] - Loading weights:conv0p1s1.kernel, bn0.bn.weight, bn0.bn.bias, bn0.bn.running_mean, bn0.bn.running_var, bn0.bn.num_batches_tracked, conv1p1s2.kernel, bn1.bn.weight, bn1.bn.bias, bn1.bn.running_mean, bn1.bn.running_var, bn1.bn.num_batches_tracked, block1.0.conv1.kernel, block1.0.norm1.bn.weight, block1.0.norm1.bn.bias, block1.0.norm1.bn.running_mean, block1.0.norm1.bn.running_var, block1.0.norm1.bn.num_batches_tracked, block1.0.conv2.kernel, block1.0.norm2.bn.weight, block1.0.norm2.bn.bias, block1.0.norm2.bn.running_mean, block1.0.norm2.bn.running_var, block1.0.norm2.bn.num_batches_tracked, block1.1.conv1.kernel, block1.1.norm1.bn.weight, block1.1.norm1.bn.bias, block1.1.norm1.bn.running_mean, block1.1.norm1.bn.running_var, block1.1.norm1.bn.num_batches_tracked, block1.1.conv2.kernel, block1.1.norm2.bn.weight, block1.1.norm2.bn.bias, block1.1.norm2.bn.running_mean, block1.1.norm2.bn.running_var, block1.1.norm2.bn.num_batches_tracked, conv2p2s2.kernel, bn2.bn.weight, bn2.bn.bias, bn2.bn.running_mean, bn2.bn.running_var, bn2.bn.num_batches_tracked, block2.0.conv1.kernel, block2.0.norm1.bn.weight, block2.0.norm1.bn.bias, block2.0.norm1.bn.running_mean, block2.0.norm1.bn.running_var, block2.0.norm1.bn.num_batches_tracked, block2.0.conv2.kernel, block2.0.norm2.bn.weight, block2.0.norm2.bn.bias, block2.0.norm2.bn.running_mean, block2.0.norm2.bn.running_var, block2.0.norm2.bn.num_batches_tracked, block2.0.downsample.0.kernel, block2.0.downsample.1.bn.weight, block2.0.downsample.1.bn.bias, block2.0.downsample.1.bn.running_mean, block2.0.downsample.1.bn.running_var, block2.0.downsample.1.bn.num_batches_tracked, block2.1.conv1.kernel, block2.1.norm1.bn.weight, block2.1.norm1.bn.bias, block2.1.norm1.bn.running_mean, block2.1.norm1.bn.running_var, block2.1.norm1.bn.num_batches_tracked, block2.1.conv2.kernel, block2.1.norm2.bn.weight, block2.1.norm2.bn.bias, block2.1.norm2.bn.running_mean, block2.1.norm2.bn.running_var, block2.1.norm2.bn.num_batches_tracked, block2.2.conv1.kernel, block2.2.norm1.bn.weight, block2.2.norm1.bn.bias, block2.2.norm1.bn.running_mean, block2.2.norm1.bn.running_var, block2.2.norm1.bn.num_batches_tracked, block2.2.conv2.kernel, block2.2.norm2.bn.weight, block2.2.norm2.bn.bias, block2.2.norm2.bn.running_mean, block2.2.norm2.bn.running_var, block2.2.norm2.bn.num_batches_tracked, conv3p4s2.kernel, bn3.bn.weight, bn3.bn.bias, bn3.bn.running_mean, bn3.bn.running_var, bn3.bn.num_batches_tracked, block3.0.conv1.kernel, block3.0.norm1.bn.weight, block3.0.norm1.bn.bias, block3.0.norm1.bn.running_mean, block3.0.norm1.bn.running_var, block3.0.norm1.bn.num_batches_tracked, block3.0.conv2.kernel, block3.0.norm2.bn.weight, block3.0.norm2.bn.bias, block3.0.norm2.bn.running_mean, block3.0.norm2.bn.running_var, block3.0.norm2.bn.num_batches_tracked, block3.0.downsample.0.kernel, block3.0.downsample.1.bn.weight, block3.0.downsample.1.bn.bias, block3.0.downsample.1.bn.running_mean, block3.0.downsample.1.bn.running_var, block3.0.downsample.1.bn.num_batches_tracked, block3.1.conv1.kernel, 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block3.3.norm2.bn.num_batches_tracked, conv4p8s2.kernel, bn4.bn.weight, bn4.bn.bias, bn4.bn.running_mean, bn4.bn.running_var, bn4.bn.num_batches_tracked, block4.0.conv1.kernel, block4.0.norm1.bn.weight, block4.0.norm1.bn.bias, block4.0.norm1.bn.running_mean, block4.0.norm1.bn.running_var, block4.0.norm1.bn.num_batches_tracked, block4.0.conv2.kernel, block4.0.norm2.bn.weight, block4.0.norm2.bn.bias, block4.0.norm2.bn.running_mean, block4.0.norm2.bn.running_var, block4.0.norm2.bn.num_batches_tracked, block4.0.downsample.0.kernel, block4.0.downsample.1.bn.weight, block4.0.downsample.1.bn.bias, block4.0.downsample.1.bn.running_mean, block4.0.downsample.1.bn.running_var, block4.0.downsample.1.bn.num_batches_tracked, block4.1.conv1.kernel, block4.1.norm1.bn.weight, block4.1.norm1.bn.bias, block4.1.norm1.bn.running_mean, block4.1.norm1.bn.running_var, block4.1.norm1.bn.num_batches_tracked, block4.1.conv2.kernel, block4.1.norm2.bn.weight, block4.1.norm2.bn.bias, block4.1.norm2.bn.running_mean, 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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, 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block6.0.norm2.bn.num_batches_tracked, block6.0.downsample.0.kernel, block6.0.downsample.1.bn.weight, block6.0.downsample.1.bn.bias, block6.0.downsample.1.bn.running_mean, block6.0.downsample.1.bn.running_var, block6.0.downsample.1.bn.num_batches_tracked, block6.1.conv1.kernel, block6.1.norm1.bn.weight, block6.1.norm1.bn.bias, block6.1.norm1.bn.running_mean, block6.1.norm1.bn.running_var, block6.1.norm1.bn.num_batches_tracked, block6.1.conv2.kernel, block6.1.norm2.bn.weight, block6.1.norm2.bn.bias, block6.1.norm2.bn.running_mean, block6.1.norm2.bn.running_var, block6.1.norm2.bn.num_batches_tracked, convtr6p4s2.kernel, bntr6.bn.weight, bntr6.bn.bias, bntr6.bn.running_mean, bntr6.bn.running_var, bntr6.bn.num_batches_tracked, block7.0.conv1.kernel, block7.0.norm1.bn.weight, block7.0.norm1.bn.bias, block7.0.norm1.bn.running_mean, block7.0.norm1.bn.running_var, block7.0.norm1.bn.num_batches_tracked, block7.0.conv2.kernel, block7.0.norm2.bn.weight, block7.0.norm2.bn.bias, block7.0.norm2.bn.running_mean, block7.0.norm2.bn.running_var, block7.0.norm2.bn.num_batches_tracked, block7.0.downsample.0.kernel, block7.0.downsample.1.bn.weight, block7.0.downsample.1.bn.bias, block7.0.downsample.1.bn.running_mean, block7.0.downsample.1.bn.running_var, block7.0.downsample.1.bn.num_batches_tracked, block7.1.conv1.kernel, block7.1.norm1.bn.weight, block7.1.norm1.bn.bias, block7.1.norm1.bn.running_mean, block7.1.norm1.bn.running_var, block7.1.norm1.bn.num_batches_tracked, block7.1.conv2.kernel, block7.1.norm2.bn.weight, block7.1.norm2.bn.bias, block7.1.norm2.bn.running_mean, block7.1.norm2.bn.running_var, block7.1.norm2.bn.num_batches_tracked, convtr7p2s2.kernel, bntr7.bn.weight, bntr7.bn.bias, bntr7.bn.running_mean, bntr7.bn.running_var, bntr7.bn.num_batches_tracked, block8.0.conv1.kernel, block8.0.norm1.bn.weight, block8.0.norm1.bn.bias, block8.0.norm1.bn.running_mean, block8.0.norm1.bn.running_var, block8.0.norm1.bn.num_batches_tracked, block8.0.conv2.kernel, block8.0.norm2.bn.weight, block8.0.norm2.bn.bias, block8.0.norm2.bn.running_mean, block8.0.norm2.bn.running_var, block8.0.norm2.bn.num_batches_tracked, block8.0.downsample.0.kernel, block8.0.downsample.1.bn.weight, block8.0.downsample.1.bn.bias, block8.0.downsample.1.bn.running_mean, block8.0.downsample.1.bn.running_var, block8.0.downsample.1.bn.num_batches_tracked, block8.1.conv1.kernel, block8.1.norm1.bn.weight, block8.1.norm1.bn.bias, block8.1.norm1.bn.running_mean, block8.1.norm1.bn.running_var, block8.1.norm1.bn.num_batches_tracked, block8.1.conv2.kernel, block8.1.norm2.bn.weight, block8.1.norm2.bn.bias, block8.1.norm2.bn.running_mean, block8.1.norm2.bn.running_var, block8.1.norm2.bn.num_batches_tracked [2020-11-08 13:13:48,162][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 13:13:48,162][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-08 13:13:48,863][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 500) [2020-11-08 13:13:56,507][root][INFO] - ===> Epoch[500](1501/3): Loss -0.7250, Sem 0.0731, dir -0.9706, norm 0.1725, swav 0.0000 LR: 7.249e-02 Score 97.531 Data time: 2.7360, Forward time: 2.8457, Backward time: 1.9776, DDP time: 0.0055, Total iter time: 7.5795 [2020-11-08 13:14:03,515][root][INFO] - ===> Epoch[500](1502/3): Loss -0.7157, Sem 0.0848, dir -0.9651, norm 0.1646, swav 0.0000 LR: 7.247e-02 Score 97.166 Data time: 0.1819, Forward time: 2.5488, Backward time: 3.0793, DDP time: 0.0047, Total iter time: 6.7328 [2020-11-08 13:14:10,388][root][INFO] - ===> Epoch[500](1503/3): Loss -0.7128, Sem 0.0794, dir -0.9671, norm 0.1749, swav 0.0000 LR: 7.245e-02 Score 97.350 Data time: 0.1701, Forward time: 2.2962, Backward time: 3.5238, DDP time: 0.0042, Total iter time: 6.5176 [2020-11-08 13:14:16,019][root][INFO] - ===> Epoch[501](1504/3): Loss -0.7258, Sem 0.0824, dir -0.9719, norm 0.1637, swav 0.0000 LR: 7.244e-02 Score 97.248 Data time: 0.1633, Forward time: 2.1963, Backward time: 3.4540, DDP time: 0.0040, Total iter time: 5.3923 [2020-11-08 13:14:22,126][root][INFO] - ===> Epoch[501](1505/3): Loss -0.7360, Sem 0.0654, dir -0.9672, norm 0.1658, swav 0.0000 LR: 7.242e-02 Score 97.780 Data time: 0.2177, Forward time: 2.2131, Backward time: 3.4255, DDP time: 0.0039, Total iter time: 5.8918 [2020-11-08 13:14:28,529][root][INFO] - ===> Epoch[501](1506/3): Loss -0.7323, Sem 0.0689, dir -0.9639, norm 0.1628, swav 0.0000 LR: 7.240e-02 Score 97.701 Data time: 0.2737, Forward time: 2.3004, Backward time: 3.3723, DDP time: 0.0040, Total iter time: 6.1657 [2020-11-08 13:14:34,853][root][INFO] - ===> Epoch[502](1507/3): Loss -0.7049, Sem 0.0821, dir -0.9640, norm 0.1770, swav 0.0000 LR: 7.238e-02 Score 97.202 Data time: 0.3112, Forward time: 2.4364, Backward time: 3.2464, DDP time: 0.0036, Total iter time: 6.0675 [2020-11-08 13:14:40,304][root][INFO] - ===> Epoch[502](1508/3): Loss -0.7142, Sem 0.0731, dir -0.9690, norm 0.1816, swav 0.0000 LR: 7.236e-02 Score 97.471 Data time: 0.2526, Forward time: 2.4849, Backward time: 3.1039, DDP time: 0.0037, Total iter time: 5.2020 [2020-11-08 13:14:45,505][root][INFO] - ===> Epoch[502](1509/3): Loss -0.7362, Sem 0.0725, dir -0.9721, norm 0.1634, swav 0.0000 LR: 7.234e-02 Score 97.554 Data time: 0.1469, Forward time: 2.3950, Backward time: 3.1010, DDP time: 0.0037, Total iter time: 4.9987 [2020-11-08 13:14:50,607][root][INFO] - ===> Epoch[503](1510/3): Loss -0.7327, Sem 0.0741, dir -0.9687, norm 0.1619, swav 0.0000 LR: 7.232e-02 Score 97.499 Data time: 0.2438, Forward time: 2.3871, Backward time: 3.0272, DDP time: 0.0038, Total iter time: 4.9578 [2020-11-08 13:14:57,077][root][INFO] - ===> Epoch[503](1511/3): Loss -0.7246, Sem 0.0704, dir -0.9716, norm 0.1766, swav 0.0000 LR: 7.230e-02 Score 97.627 Data time: 0.2429, Forward time: 2.4222, Backward time: 3.0479, DDP time: 0.0038, Total iter time: 6.3312 [2020-11-08 13:15:03,442][root][INFO] - ===> Epoch[503](1512/3): Loss -0.7242, Sem 0.0787, dir -0.9659, norm 0.1630, swav 0.0000 LR: 7.229e-02 Score 97.276 Data time: 0.2547, Forward time: 2.4162, Backward time: 3.0860, DDP time: 0.0038, Total iter time: 6.2028 [2020-11-08 13:15:08,342][root][INFO] - ===> Epoch[504](1513/3): Loss -0.7290, Sem 0.0805, dir -0.9720, norm 0.1625, swav 0.0000 LR: 7.227e-02 Score 97.364 Data time: 0.2269, Forward time: 2.4245, Backward time: 3.0010, DDP time: 0.0036, Total iter time: 4.7436 [2020-11-08 13:15:14,508][root][INFO] - ===> Epoch[504](1514/3): Loss -0.7352, Sem 0.0691, dir -0.9670, norm 0.1627, swav 0.0000 LR: 7.225e-02 Score 97.618 Data time: 0.2877, Forward time: 2.4511, Backward time: 2.9937, DDP time: 0.0037, Total iter time: 6.0264 [2020-11-08 13:15:20,749][root][INFO] - ===> Epoch[504](1515/3): Loss -0.7140, Sem 0.0742, dir -0.9667, norm 0.1785, swav 0.0000 LR: 7.223e-02 Score 97.493 Data time: 0.1421, Forward time: 2.3844, Backward time: 3.0939, DDP time: 0.0035, Total iter time: 6.1039 [2020-11-08 13:15:26,900][root][INFO] - ===> Epoch[505](1516/3): Loss -0.7291, Sem 0.0730, dir -0.9654, norm 0.1634, swav 0.0000 LR: 7.221e-02 Score 97.479 Data time: 0.2977, Forward time: 2.4301, Backward time: 3.0639, DDP time: 0.0034, Total iter time: 6.0394 [2020-11-08 13:15:31,987][root][INFO] - ===> Epoch[505](1517/3): Loss -0.7114, Sem 0.0780, dir -0.9656, norm 0.1762, swav 0.0000 LR: 7.219e-02 Score 97.623 Data time: 0.1530, Forward time: 2.3994, Backward time: 3.0479, DDP time: 0.0034, Total iter time: 4.9356 [2020-11-08 13:15:37,708][root][INFO] - ===> Epoch[505](1518/3): Loss -0.7315, Sem 0.0850, dir -0.9705, norm 0.1540, swav 0.0000 LR: 7.217e-02 Score 97.163 Data time: 0.1282, Forward time: 2.3434, Backward time: 3.1054, DDP time: 0.0033, Total iter time: 5.6142 [2020-11-08 13:15:43,802][root][INFO] - ===> Epoch[506](1519/3): Loss -0.7128, Sem 0.0700, dir -0.9635, norm 0.1807, swav 0.0000 LR: 7.216e-02 Score 97.637 Data time: 0.2203, Forward time: 2.3386, Backward time: 3.1190, DDP time: 0.0033, Total iter time: 5.9896 [2020-11-08 13:15:50,227][root][INFO] - ===> Epoch[506](1520/3): Loss -0.7223, Sem 0.0773, dir -0.9660, norm 0.1664, swav 0.0000 LR: 7.214e-02 Score 97.356 Data time: 0.2670, Forward time: 2.3569, Backward time: 3.1271, DDP time: 0.0034, Total iter time: 6.3155 [2020-11-08 13:15:56,013][root][INFO] - ===> Epoch[506](1521/3): Loss -0.7321, Sem 0.0732, dir -0.9675, norm 0.1621, swav 0.0000 LR: 7.212e-02 Score 97.468 Data time: 0.2858, Forward time: 2.3862, Backward time: 3.0914, DDP time: 0.0033, Total iter time: 5.6487 [2020-11-08 13:16:02,073][root][INFO] - ===> Epoch[507](1522/3): Loss -0.7334, Sem 0.0844, dir -0.9720, norm 0.1542, swav 0.0000 LR: 7.210e-02 Score 97.114 Data time: 0.1923, Forward time: 2.3793, Backward time: 3.1072, DDP time: 0.0033, Total iter time: 5.9555 [2020-11-08 13:16:08,622][root][INFO] - ===> Epoch[507](1523/3): Loss -0.7231, Sem 0.0733, dir -0.9707, norm 0.1744, swav 0.0000 LR: 7.208e-02 Score 97.591 Data time: 0.1711, Forward time: 2.3617, Backward time: 3.1520, DDP time: 0.0033, Total iter time: 6.4025 [2020-11-08 13:16:15,310][root][INFO] - ===> Epoch[507](1524/3): Loss -0.7293, Sem 0.0769, dir -0.9699, norm 0.1638, swav 0.0000 LR: 7.206e-02 Score 97.323 Data time: 0.1482, Forward time: 2.3314, Backward time: 3.2139, DDP time: 0.0033, Total iter time: 6.5871 [2020-11-08 13:16:21,648][root][INFO] - ===> Epoch[508](1525/3): Loss -0.7418, Sem 0.0734, dir -0.9700, norm 0.1548, swav 0.0000 LR: 7.204e-02 Score 97.507 Data time: 0.1921, Forward time: 2.3179, Backward time: 3.2439, DDP time: 0.0033, Total iter time: 6.2579 [2020-11-08 13:16:27,897][root][INFO] - ===> Epoch[508](1526/3): Loss -0.7318, Sem 0.0720, dir -0.9716, norm 0.1678, swav 0.0000 LR: 7.202e-02 Score 97.583 Data time: 0.2299, Forward time: 2.3271, Backward time: 3.2455, DDP time: 0.0034, Total iter time: 6.1248 [2020-11-08 13:16:32,884][root][INFO] - ===> Epoch[508](1527/3): Loss -0.7337, Sem 0.0757, dir -0.9683, norm 0.1590, swav 0.0000 LR: 7.201e-02 Score 97.443 Data time: 0.1640, Forward time: 2.3105, Backward time: 3.2264, DDP time: 0.0034, Total iter time: 4.8590 [2020-11-08 13:16:39,449][root][INFO] - ===> Epoch[509](1528/3): Loss -0.7257, Sem 0.0769, dir -0.9706, norm 0.1681, swav 0.0000 LR: 7.199e-02 Score 97.433 Data time: 0.2696, Forward time: 2.3308, Backward time: 3.2279, DDP time: 0.0034, Total iter time: 6.4735 [2020-11-08 13:16:45,272][root][INFO] - ===> Epoch[509](1529/3): Loss -0.7398, Sem 0.0731, dir -0.9681, norm 0.1552, swav 0.0000 LR: 7.197e-02 Score 97.530 Data time: 0.1502, Forward time: 2.3096, Backward time: 3.2414, DDP time: 0.0034, Total iter time: 5.6978 [2020-11-08 13:16:51,274][root][INFO] - ===> Epoch[509](1530/3): Loss -0.7320, Sem 0.0716, dir -0.9678, norm 0.1642, swav 0.0000 LR: 7.195e-02 Score 97.557 Data time: 0.1752, Forward time: 2.2932, Backward time: 3.2610, DDP time: 0.0034, Total iter time: 5.9221 [2020-11-08 13:16:57,042][root][INFO] - ===> Epoch[510](1531/3): Loss -0.7053, Sem 0.0819, dir -0.9648, norm 0.1776, swav 0.0000 LR: 7.193e-02 Score 97.209 Data time: 0.2189, Forward time: 2.2837, Backward time: 3.2639, DDP time: 0.0034, Total iter time: 5.6581 [2020-11-08 13:17:02,974][root][INFO] - ===> Epoch[510](1532/3): Loss -0.7455, Sem 0.0685, dir -0.9703, norm 0.1563, swav 0.0000 LR: 7.191e-02 Score 97.633 Data time: 0.1930, Forward time: 2.2757, Backward time: 3.2714, DDP time: 0.0034, Total iter time: 5.8241 [2020-11-08 13:17:08,272][root][INFO] - ===> Epoch[510](1533/3): Loss -0.7370, Sem 0.0754, dir -0.9697, norm 0.1573, swav 0.0000 LR: 7.189e-02 Score 97.428 Data time: 0.1763, Forward time: 2.2638, Backward time: 3.2642, DDP time: 0.0035, Total iter time: 5.1883 [2020-11-08 13:17:13,519][root][INFO] - ===> Epoch[511](1534/3): Loss -0.7261, Sem 0.0776, dir -0.9686, norm 0.1649, swav 0.0000 LR: 7.188e-02 Score 97.388 Data time: 0.2449, Forward time: 2.2764, Backward time: 3.2307, DDP time: 0.0035, Total iter time: 5.1537 [2020-11-08 13:17:19,890][root][INFO] - ===> Epoch[511](1535/3): Loss -0.7299, Sem 0.0771, dir -0.9695, norm 0.1625, swav 0.0000 LR: 7.186e-02 Score 97.394 Data time: 0.1967, Forward time: 2.2761, Backward time: 3.2435, DDP time: 0.0035, Total iter time: 6.2543 [2020-11-08 13:17:25,261][root][INFO] - ===> Epoch[511](1536/3): Loss -0.7089, Sem 0.0779, dir -0.9658, norm 0.1790, swav 0.0000 LR: 7.184e-02 Score 97.360 Data time: 0.2535, Forward time: 2.2897, Backward time: 3.2151, DDP time: 0.0034, Total iter time: 5.2535 [2020-11-08 13:17:30,736][root][INFO] - ===> Epoch[512](1537/3): Loss -0.7252, Sem 0.0780, dir -0.9694, norm 0.1663, swav 0.0000 LR: 7.182e-02 Score 97.374 Data time: 0.1994, Forward time: 2.2891, Backward time: 3.2041, DDP time: 0.0034, Total iter time: 5.3456 [2020-11-08 13:17:36,108][root][INFO] - ===> Epoch[512](1538/3): Loss -0.7349, Sem 0.0762, dir -0.9683, norm 0.1573, swav 0.0000 LR: 7.180e-02 Score 97.400 Data time: 0.1986, Forward time: 2.2836, Backward time: 3.1957, DDP time: 0.0034, Total iter time: 5.2507 [2020-11-08 13:17:41,872][root][INFO] - ===> Epoch[512](1539/3): Loss -0.7118, Sem 0.0824, dir -0.9686, norm 0.1743, swav 0.0000 LR: 7.178e-02 Score 97.156 Data time: 0.2865, Forward time: 2.3017, Backward time: 3.1747, DDP time: 0.0034, Total iter time: 5.6624 [2020-11-08 13:17:48,268][root][INFO] - ===> Epoch[513](1540/3): Loss -0.7372, Sem 0.0700, dir -0.9680, norm 0.1608, swav 0.0000 LR: 7.176e-02 Score 97.636 Data time: 0.3064, Forward time: 2.3274, Backward time: 3.1608, DDP time: 0.0034, Total iter time: 6.2722 [2020-11-08 13:17:54,297][root][INFO] - ===> Epoch[513](1541/3): Loss -0.7181, Sem 0.0786, dir -0.9689, norm 0.1723, swav 0.0000 LR: 7.174e-02 Score 97.383 Data time: 0.2724, Forward time: 2.3468, Backward time: 3.1444, DDP time: 0.0033, Total iter time: 5.8938 [2020-11-08 13:17:58,580][root][INFO] - ===> Epoch[513](1542/3): Loss -0.7377, Sem 0.0708, dir -0.9670, norm 0.1585, swav 0.0000 LR: 7.173e-02 Score 97.550 Data time: 0.1696, Forward time: 2.3386, Backward time: 3.1129, DDP time: 0.0033, Total iter time: 4.1307 [2020-11-08 13:18:04,523][root][INFO] - ===> Epoch[514](1543/3): Loss -0.7345, Sem 0.0711, dir -0.9662, norm 0.1606, swav 0.0000 LR: 7.171e-02 Score 97.560 Data time: 0.1860, Forward time: 2.3308, Backward time: 3.1220, DDP time: 0.0033, Total iter time: 5.8478 [2020-11-08 13:18:11,639][root][INFO] - ===> Epoch[514](1544/3): Loss -0.7368, Sem 0.0747, dir -0.9691, norm 0.1575, swav 0.0000 LR: 7.169e-02 Score 97.497 Data time: 0.2071, Forward time: 2.3305, Backward time: 3.1500, DDP time: 0.0033, Total iter time: 7.0142 [2020-11-08 13:18:17,664][root][INFO] - ===> Epoch[514](1545/3): Loss -0.7333, Sem 0.0732, dir -0.9711, norm 0.1647, swav 0.0000 LR: 7.167e-02 Score 97.541 Data time: 0.1757, Forward time: 2.3174, Backward time: 3.1655, DDP time: 0.0034, Total iter time: 5.8869 [2020-11-08 13:18:23,877][root][INFO] - ===> Epoch[515](1546/3): Loss -0.7445, Sem 0.0709, dir -0.9716, norm 0.1562, swav 0.0000 LR: 7.165e-02 Score 97.590 Data time: 0.3247, Forward time: 2.3362, Backward time: 3.1533, DDP time: 0.0033, Total iter time: 6.1240 [2020-11-08 13:18:30,348][root][INFO] - ===> Epoch[515](1547/3): Loss -0.7364, Sem 0.0679, dir -0.9678, norm 0.1635, swav 0.0000 LR: 7.163e-02 Score 97.723 Data time: 0.1598, Forward time: 2.3268, Backward time: 3.1741, DDP time: 0.0033, Total iter time: 6.3239 [2020-11-08 13:18:36,365][root][INFO] - ===> Epoch[515](1548/3): Loss -0.7315, Sem 0.0798, dir -0.9668, norm 0.1555, swav 0.0000 LR: 7.161e-02 Score 97.392 Data time: 0.1802, Forward time: 2.3175, Backward time: 3.1857, DDP time: 0.0033, Total iter time: 5.9030 [2020-11-08 13:18:42,021][root][INFO] - ===> Epoch[516](1549/3): Loss -0.7372, Sem 0.0763, dir -0.9713, norm 0.1578, swav 0.0000 LR: 7.160e-02 Score 97.409 Data time: 0.2089, Forward time: 2.3188, Backward time: 3.1800, DDP time: 0.0033, Total iter time: 5.5566 [2020-11-08 13:18:48,776][root][INFO] - ===> Epoch[516](1550/3): Loss -0.7262, Sem 0.0762, dir -0.9700, norm 0.1675, swav 0.0000 LR: 7.158e-02 Score 97.325 Data time: 0.1316, Forward time: 2.3011, Backward time: 3.2142, DDP time: 0.0033, Total iter time: 6.6302 [2020-11-08 13:18:53,675][root][INFO] - ===> Epoch[516](1551/3): Loss -0.7672, Sem 0.0700, dir -0.9743, norm 0.1372, swav 0.0000 LR: 7.156e-02 Score 97.569 Data time: 0.1928, Forward time: 2.2981, Backward time: 3.1989, DDP time: 0.0033, Total iter time: 4.8268 [2020-11-08 13:19:00,529][root][INFO] - ===> Epoch[517](1552/3): Loss -0.7421, Sem 0.0740, dir -0.9713, norm 0.1551, swav 0.0000 LR: 7.154e-02 Score 97.498 Data time: 0.1619, Forward time: 2.2872, Backward time: 3.2274, DDP time: 0.0034, Total iter time: 6.7504 [2020-11-08 13:19:06,534][root][INFO] - ===> Epoch[517](1553/3): Loss -0.7247, Sem 0.0712, dir -0.9675, norm 0.1715, swav 0.0000 LR: 7.152e-02 Score 97.580 Data time: 0.2132, Forward time: 2.2810, Backward time: 3.2346, DDP time: 0.0034, Total iter time: 5.8979 [2020-11-08 13:19:13,313][root][INFO] - ===> Epoch[517](1554/3): Loss -0.7316, Sem 0.0757, dir -0.9701, norm 0.1627, swav 0.0000 LR: 7.150e-02 Score 97.397 Data time: 0.3947, Forward time: 2.3027, Backward time: 3.2271, DDP time: 0.0033, Total iter time: 6.6892 [2020-11-08 13:19:20,808][root][INFO] - ===> Epoch[518](1555/3): Loss -0.7521, Sem 0.0645, dir -0.9700, norm 0.1534, swav 0.0000 LR: 7.148e-02 Score 97.805 Data time: 0.2564, Forward time: 2.3047, Backward time: 3.2509, DDP time: 0.0033, Total iter time: 7.3543 [2020-11-08 13:19:25,931][root][INFO] - ===> Epoch[518](1556/3): Loss -0.7272, Sem 0.0763, dir -0.9672, norm 0.1636, swav 0.0000 LR: 7.146e-02 Score 97.459 Data time: 0.1833, Forward time: 2.3000, Backward time: 3.2410, DDP time: 0.0033, Total iter time: 4.9995 [2020-11-08 13:19:31,997][root][INFO] - ===> Epoch[518](1557/3): Loss -0.7402, Sem 0.0724, dir -0.9699, norm 0.1572, swav 0.0000 LR: 7.145e-02 Score 97.477 Data time: 0.2002, Forward time: 2.2953, Backward time: 3.2477, DDP time: 0.0033, Total iter time: 5.9630 [2020-11-08 13:19:37,855][root][INFO] - ===> Epoch[519](1558/3): Loss -0.7366, Sem 0.0703, dir -0.9704, norm 0.1635, swav 0.0000 LR: 7.143e-02 Score 97.620 Data time: 0.1965, Forward time: 2.2898, Backward time: 3.2515, DDP time: 0.0034, Total iter time: 5.7473 [2020-11-08 13:19:43,381][root][INFO] - ===> Epoch[519](1559/3): Loss -0.7299, Sem 0.0690, dir -0.9677, norm 0.1688, swav 0.0000 LR: 7.141e-02 Score 97.613 Data time: 0.2556, Forward time: 2.2991, Backward time: 3.2359, DDP time: 0.0033, Total iter time: 5.4342 [2020-11-08 13:19:51,846][root][INFO] - ===> Epoch[519](1560/3): Loss -0.7395, Sem 0.0740, dir -0.9681, norm 0.1546, swav 0.0000 LR: 7.139e-02 Score 97.418 Data time: 0.2183, Forward time: 2.3008, Backward time: 3.2743, DDP time: 0.0033, Total iter time: 8.3448 [2020-11-08 13:19:57,891][root][INFO] - ===> Epoch[520](1561/3): Loss -0.7525, Sem 0.0665, dir -0.9694, norm 0.1503, swav 0.0000 LR: 7.137e-02 Score 97.768 Data time: 0.2517, Forward time: 2.3053, Backward time: 3.2702, DDP time: 0.0033, Total iter time: 5.9155 [2020-11-08 13:20:03,222][root][INFO] - ===> Epoch[520](1562/3): Loss -0.7299, Sem 0.0780, dir -0.9704, norm 0.1624, swav 0.0000 LR: 7.135e-02 Score 97.316 Data time: 0.1826, Forward time: 2.3020, Backward time: 3.2635, DDP time: 0.0034, Total iter time: 5.2195 [2020-11-08 13:20:09,114][root][INFO] - ===> Epoch[520](1563/3): Loss -0.7471, Sem 0.0722, dir -0.9693, norm 0.1500, swav 0.0000 LR: 7.133e-02 Score 97.558 Data time: 0.1824, Forward time: 2.2941, Backward time: 3.2702, DDP time: 0.0034, Total iter time: 5.7853 [2020-11-08 13:20:15,262][root][INFO] - ===> Epoch[521](1564/3): Loss -0.7558, Sem 0.0703, dir -0.9726, norm 0.1465, swav 0.0000 LR: 7.132e-02 Score 97.622 Data time: 0.3005, Forward time: 2.3074, Backward time: 3.2599, DDP time: 0.0033, Total iter time: 6.0639 [2020-11-08 13:20:20,512][root][INFO] - ===> Epoch[521](1565/3): Loss -0.7310, Sem 0.0762, dir -0.9703, norm 0.1631, swav 0.0000 LR: 7.130e-02 Score 97.397 Data time: 0.1903, Forward time: 2.3053, Backward time: 3.2512, DDP time: 0.0033, Total iter time: 5.1305 [2020-11-08 13:20:26,399][root][INFO] - ===> Epoch[521](1566/3): Loss -0.7408, Sem 0.0737, dir -0.9707, norm 0.1563, swav 0.0000 LR: 7.128e-02 Score 97.455 Data time: 0.1734, Forward time: 2.2972, Backward time: 3.2582, DDP time: 0.0033, Total iter time: 5.7741 [2020-11-08 13:20:31,472][root][INFO] - ===> Epoch[522](1567/3): Loss -0.7390, Sem 0.0648, dir -0.9686, norm 0.1648, swav 0.0000 LR: 7.126e-02 Score 97.818 Data time: 0.2167, Forward time: 2.2971, Backward time: 3.2459, DDP time: 0.0033, Total iter time: 4.9827 [2020-11-08 13:20:37,459][root][INFO] - ===> Epoch[522](1568/3): Loss -0.7208, Sem 0.0784, dir -0.9637, norm 0.1645, swav 0.0000 LR: 7.124e-02 Score 97.351 Data time: 0.3211, Forward time: 2.3089, Backward time: 3.2338, DDP time: 0.0033, Total iter time: 5.8561 [2020-11-08 13:20:42,455][root][INFO] - ===> Epoch[522](1569/3): Loss -0.7430, Sem 0.0763, dir -0.9705, norm 0.1512, swav 0.0000 LR: 7.122e-02 Score 97.412 Data time: 0.1594, Forward time: 2.2995, Backward time: 3.2281, DDP time: 0.0033, Total iter time: 4.8443 [2020-11-08 13:20:48,965][root][INFO] - ===> Epoch[523](1570/3): Loss -0.7371, Sem 0.0679, dir -0.9686, norm 0.1637, swav 0.0000 LR: 7.120e-02 Score 97.683 Data time: 0.2796, Forward time: 2.3085, Backward time: 3.2270, DDP time: 0.0033, Total iter time: 6.4141 [2020-11-08 13:20:53,873][root][INFO] - ===> Epoch[523](1571/3): Loss -0.7332, Sem 0.0705, dir -0.9680, norm 0.1643, swav 0.0000 LR: 7.118e-02 Score 97.628 Data time: 0.2291, Forward time: 2.3112, Backward time: 3.2104, DDP time: 0.0033, Total iter time: 4.7993 [2020-11-08 13:21:00,509][root][INFO] - ===> Epoch[523](1572/3): Loss -0.7402, Sem 0.0642, dir -0.9664, norm 0.1620, swav 0.0000 LR: 7.117e-02 Score 97.730 Data time: 0.1901, Forward time: 2.3089, Backward time: 3.2225, DDP time: 0.0033, Total iter time: 6.5308 [2020-11-08 13:21:05,081][root][INFO] - ===> Epoch[524](1573/3): Loss -0.7036, Sem 0.0812, dir -0.9628, norm 0.1780, swav 0.0000 LR: 7.115e-02 Score 97.266 Data time: 0.1470, Forward time: 2.2983, Backward time: 3.2154, DDP time: 0.0033, Total iter time: 4.4741 [2020-11-08 13:21:09,922][root][INFO] - ===> Epoch[524](1574/3): Loss -0.7408, Sem 0.0673, dir -0.9684, norm 0.1604, swav 0.0000 LR: 7.113e-02 Score 97.683 Data time: 0.2014, Forward time: 2.2973, Backward time: 3.2036, DDP time: 0.0033, Total iter time: 4.8050 [2020-11-08 13:21:16,821][root][INFO] - ===> Epoch[524](1575/3): Loss -0.7449, Sem 0.0670, dir -0.9713, norm 0.1595, swav 0.0000 LR: 7.111e-02 Score 97.674 Data time: 0.2150, Forward time: 2.2955, Backward time: 3.2182, DDP time: 0.0033, Total iter time: 6.8038 [2020-11-08 13:21:22,816][root][INFO] - ===> Epoch[525](1576/3): Loss -0.7388, Sem 0.0693, dir -0.9726, norm 0.1645, swav 0.0000 LR: 7.109e-02 Score 97.606 Data time: 0.2790, Forward time: 2.3067, Backward time: 3.2084, DDP time: 0.0033, Total iter time: 5.9082 [2020-11-08 13:21:28,761][root][INFO] - ===> Epoch[525](1577/3): Loss -0.7339, Sem 0.0685, dir -0.9687, norm 0.1663, swav 0.0000 LR: 7.107e-02 Score 97.713 Data time: 0.1925, Forward time: 2.3028, Backward time: 3.2122, DDP time: 0.0033, Total iter time: 5.8140 [2020-11-08 13:21:34,850][root][INFO] - ===> Epoch[525](1578/3): Loss -0.7243, Sem 0.0777, dir -0.9693, norm 0.1672, swav 0.0000 LR: 7.105e-02 Score 97.437 Data time: 0.2511, Forward time: 2.3093, Backward time: 3.2084, DDP time: 0.0033, Total iter time: 6.0133 [2020-11-08 13:21:40,038][root][INFO] - ===> Epoch[526](1579/3): Loss -0.7397, Sem 0.0728, dir -0.9702, norm 0.1578, swav 0.0000 LR: 7.103e-02 Score 97.544 Data time: 0.2022, Forward time: 2.3079, Backward time: 3.2005, DDP time: 0.0033, Total iter time: 5.0391 [2020-11-08 13:21:44,949][root][INFO] - ===> Epoch[526](1580/3): Loss -0.7466, Sem 0.0741, dir -0.9711, norm 0.1504, swav 0.0000 LR: 7.102e-02 Score 97.480 Data time: 0.2241, Forward time: 2.3095, Backward time: 3.1855, DDP time: 0.0033, Total iter time: 4.7981 [2020-11-08 13:21:50,228][root][INFO] - ===> Epoch[526](1581/3): Loss -0.7443, Sem 0.0702, dir -0.9680, norm 0.1535, swav 0.0000 LR: 7.100e-02 Score 97.581 Data time: 0.1924, Forward time: 2.3064, Backward time: 3.1814, DDP time: 0.0033, Total iter time: 5.1795 [2020-11-08 13:21:56,286][root][INFO] - ===> Epoch[527](1582/3): Loss -0.7154, Sem 0.0768, dir -0.9672, norm 0.1750, swav 0.0000 LR: 7.098e-02 Score 97.395 Data time: 0.2120, Forward time: 2.3061, Backward time: 3.1842, DDP time: 0.0034, Total iter time: 5.9737 [2020-11-08 13:22:02,062][root][INFO] - ===> Epoch[527](1583/3): Loss -0.7329, Sem 0.0752, dir -0.9686, norm 0.1606, swav 0.0000 LR: 7.096e-02 Score 97.398 Data time: 0.2204, Forward time: 2.3061, Backward time: 3.1825, DDP time: 0.0034, Total iter time: 5.6460 [2020-11-08 13:22:07,324][root][INFO] - ===> Epoch[527](1584/3): Loss -0.7384, Sem 0.0712, dir -0.9694, norm 0.1598, swav 0.0000 LR: 7.094e-02 Score 97.571 Data time: 0.2064, Forward time: 2.3055, Backward time: 3.1752, DDP time: 0.0034, Total iter time: 5.1683 [2020-11-08 13:22:13,887][root][INFO] - ===> Epoch[528](1585/3): Loss -0.7347, Sem 0.0749, dir -0.9693, norm 0.1597, swav 0.0000 LR: 7.092e-02 Score 97.427 Data time: 0.2074, Forward time: 2.3014, Backward time: 3.1863, DDP time: 0.0034, Total iter time: 6.4492 [2020-11-08 13:22:20,825][root][INFO] - ===> Epoch[528](1586/3): Loss -0.7460, Sem 0.0650, dir -0.9716, norm 0.1606, swav 0.0000 LR: 7.090e-02 Score 97.807 Data time: 0.1445, Forward time: 2.2938, Backward time: 3.2058, DDP time: 0.0034, Total iter time: 6.8319 [2020-11-08 13:22:26,314][root][INFO] - ===> Epoch[528](1587/3): Loss -0.7332, Sem 0.0816, dir -0.9698, norm 0.1551, swav 0.0000 LR: 7.089e-02 Score 97.186 Data time: 0.1385, Forward time: 2.2850, Backward time: 3.2107, DDP time: 0.0034, Total iter time: 5.4089 [2020-11-08 13:22:31,831][root][INFO] - ===> Epoch[529](1588/3): Loss -0.7480, Sem 0.0704, dir -0.9704, norm 0.1520, swav 0.0000 LR: 7.087e-02 Score 97.608 Data time: 0.1963, Forward time: 2.2829, Backward time: 3.2092, DDP time: 0.0034, Total iter time: 5.4459 [2020-11-08 13:22:37,021][root][INFO] - ===> Epoch[529](1589/3): Loss -0.7357, Sem 0.0677, dir -0.9655, norm 0.1621, swav 0.0000 LR: 7.085e-02 Score 97.689 Data time: 0.1850, Forward time: 2.2800, Backward time: 3.2046, DDP time: 0.0034, Total iter time: 5.0735 [2020-11-08 13:22:42,981][root][INFO] - ===> Epoch[529](1590/3): Loss -0.7433, Sem 0.0678, dir -0.9721, norm 0.1610, swav 0.0000 LR: 7.083e-02 Score 97.646 Data time: 0.1840, Forward time: 2.2721, Backward time: 3.2131, DDP time: 0.0034, Total iter time: 5.8601 [2020-11-08 13:22:48,155][root][INFO] - ===> Epoch[530](1591/3): Loss -0.7451, Sem 0.0745, dir -0.9747, norm 0.1551, swav 0.0000 LR: 7.081e-02 Score 97.436 Data time: 0.1810, Forward time: 2.2687, Backward time: 3.2096, DDP time: 0.0034, Total iter time: 5.1103 [2020-11-08 13:22:53,539][root][INFO] - ===> Epoch[530](1592/3): Loss -0.7328, Sem 0.0645, dir -0.9654, norm 0.1681, swav 0.0000 LR: 7.079e-02 Score 97.794 Data time: 0.1836, Forward time: 2.2647, Backward time: 3.2083, DDP time: 0.0034, Total iter time: 5.2634 [2020-11-08 13:23:00,036][root][INFO] - ===> Epoch[530](1593/3): Loss -0.7075, Sem 0.0814, dir -0.9644, norm 0.1755, swav 0.0000 LR: 7.077e-02 Score 97.233 Data time: 0.1768, Forward time: 2.2612, Backward time: 3.2181, DDP time: 0.0034, Total iter time: 6.4042 [2020-11-08 13:23:05,624][root][INFO] - ===> Epoch[531](1594/3): Loss -0.7406, Sem 0.0766, dir -0.9713, norm 0.1541, swav 0.0000 LR: 7.075e-02 Score 97.342 Data time: 0.1856, Forward time: 2.2584, Backward time: 3.2179, DDP time: 0.0034, Total iter time: 5.4654 [2020-11-08 13:23:11,540][root][INFO] - ===> Epoch[531](1595/3): Loss -0.7232, Sem 0.0696, dir -0.9632, norm 0.1704, swav 0.0000 LR: 7.074e-02 Score 97.606 Data time: 0.2286, Forward time: 2.2595, Backward time: 3.2171, DDP time: 0.0034, Total iter time: 5.8077 [2020-11-08 13:23:17,644][root][INFO] - ===> Epoch[531](1596/3): Loss -0.7520, Sem 0.0626, dir -0.9714, norm 0.1567, swav 0.0000 LR: 7.072e-02 Score 97.891 Data time: 0.2744, Forward time: 2.2663, Backward time: 3.2122, DDP time: 0.0034, Total iter time: 5.9793 [2020-11-08 13:23:23,532][root][INFO] - ===> Epoch[532](1597/3): Loss -0.7512, Sem 0.0725, dir -0.9693, norm 0.1456, swav 0.0000 LR: 7.070e-02 Score 97.482 Data time: 0.2643, Forward time: 2.2728, Backward time: 3.2056, DDP time: 0.0034, Total iter time: 5.7656 [2020-11-08 13:23:29,124][root][INFO] - ===> Epoch[532](1598/3): Loss -0.7067, Sem 0.0878, dir -0.9678, norm 0.1732, swav 0.0000 LR: 7.068e-02 Score 97.024 Data time: 0.2342, Forward time: 2.2764, Backward time: 3.1982, DDP time: 0.0034, Total iter time: 5.4779 [2020-11-08 13:23:35,817][root][INFO] - ===> Epoch[532](1599/3): Loss -0.7373, Sem 0.0738, dir -0.9675, norm 0.1564, swav 0.0000 LR: 7.066e-02 Score 97.650 Data time: 0.2089, Forward time: 2.2764, Backward time: 3.2060, DDP time: 0.0034, Total iter time: 6.5868 [2020-11-08 13:23:41,245][root][INFO] - ===> Epoch[533](1600/3): Loss -0.7117, Sem 0.0742, dir -0.9698, norm 0.1839, swav 0.0000 LR: 7.064e-02 Score 97.451 Data time: 0.3100, Forward time: 2.2819, Backward time: 3.1955, DDP time: 0.0034, Total iter time: 5.3115 [2020-11-08 13:23:47,040][root][INFO] - ===> Epoch[533](1601/3): Loss -0.7323, Sem 0.0808, dir -0.9703, norm 0.1572, swav 0.0000 LR: 7.062e-02 Score 97.198 Data time: 0.2081, Forward time: 2.2806, Backward time: 3.1957, DDP time: 0.0034, Total iter time: 5.6864 [2020-11-08 13:23:52,918][root][INFO] - ===> Epoch[533](1602/3): Loss -0.7293, Sem 0.0733, dir -0.9676, norm 0.1649, swav 0.0000 LR: 7.060e-02 Score 97.618 Data time: 0.2990, Forward time: 2.2843, Backward time: 3.1916, DDP time: 0.0034, Total iter time: 5.7691 [2020-11-08 13:23:58,942][root][INFO] - ===> Epoch[534](1603/3): Loss -0.7380, Sem 0.0683, dir -0.9703, norm 0.1639, swav 0.0000 LR: 7.059e-02 Score 97.682 Data time: 0.3144, Forward time: 2.2918, Backward time: 3.1842, DDP time: 0.0034, Total iter time: 5.8836 [2020-11-08 13:24:04,513][root][INFO] - ===> Epoch[534](1604/3): Loss -0.7317, Sem 0.0716, dir -0.9685, norm 0.1652, swav 0.0000 LR: 7.057e-02 Score 97.519 Data time: 0.1829, Forward time: 2.2909, Backward time: 3.1824, DDP time: 0.0034, Total iter time: 5.4541 [2020-11-08 13:24:11,485][root][INFO] - ===> Epoch[534](1605/3): Loss -0.7234, Sem 0.0775, dir -0.9668, norm 0.1659, swav 0.0000 LR: 7.055e-02 Score 97.353 Data time: 0.1739, Forward time: 2.2867, Backward time: 3.1964, DDP time: 0.0034, Total iter time: 6.8469 [2020-11-08 13:24:17,259][root][INFO] - ===> Epoch[535](1606/3): Loss -0.7148, Sem 0.0748, dir -0.9635, norm 0.1739, swav 0.0000 LR: 7.053e-02 Score 97.433 Data time: 0.2392, Forward time: 2.2848, Backward time: 3.1968, DDP time: 0.0034, Total iter time: 5.7055 [2020-11-08 13:24:22,819][root][INFO] - ===> Epoch[535](1607/3): Loss -0.7313, Sem 0.0706, dir -0.9669, norm 0.1650, swav 0.0000 LR: 7.051e-02 Score 97.602 Data time: 0.1996, Forward time: 2.2835, Backward time: 3.1949, DDP time: 0.0034, Total iter time: 5.4544 [2020-11-08 13:24:28,572][root][INFO] - ===> Epoch[535](1608/3): Loss -0.7404, Sem 0.0681, dir -0.9720, norm 0.1635, swav 0.0000 LR: 7.049e-02 Score 97.636 Data time: 0.2247, Forward time: 2.2855, Backward time: 3.1918, DDP time: 0.0035, Total iter time: 5.6341 [2020-11-08 13:24:34,966][root][INFO] - ===> Epoch[536](1609/3): Loss -0.7233, Sem 0.0795, dir -0.9664, norm 0.1637, swav 0.0000 LR: 7.047e-02 Score 97.347 Data time: 0.1492, Forward time: 2.2783, Backward time: 3.2032, DDP time: 0.0035, Total iter time: 6.2603 [2020-11-08 13:24:41,641][root][INFO] - ===> Epoch[536](1610/3): Loss -0.7252, Sem 0.0716, dir -0.9670, norm 0.1702, swav 0.0000 LR: 7.046e-02 Score 97.553 Data time: 0.2226, Forward time: 2.2807, Backward time: 3.2082, DDP time: 0.0035, Total iter time: 6.6040 [2020-11-08 13:24:47,290][root][INFO] - ===> Epoch[536](1611/3): Loss -0.7594, Sem 0.0630, dir -0.9696, norm 0.1471, swav 0.0000 LR: 7.044e-02 Score 97.828 Data time: 0.2386, Forward time: 2.2800, Backward time: 3.2064, DDP time: 0.0035, Total iter time: 5.5126 [2020-11-08 13:24:54,749][root][INFO] - ===> Epoch[537](1612/3): Loss -0.7141, Sem 0.0771, dir -0.9660, norm 0.1748, swav 0.0000 LR: 7.042e-02 Score 97.384 Data time: 0.2599, Forward time: 2.2841, Backward time: 3.2158, DDP time: 0.0035, Total iter time: 7.3664 [2020-11-08 13:25:00,632][root][INFO] - ===> Epoch[537](1613/3): Loss -0.7297, Sem 0.0698, dir -0.9676, norm 0.1682, swav 0.0000 LR: 7.040e-02 Score 97.608 Data time: 0.2014, Forward time: 2.2838, Backward time: 3.2159, DDP time: 0.0035, Total iter time: 5.7689 [2020-11-08 13:25:05,992][root][INFO] - ===> Epoch[537](1614/3): Loss -0.7451, Sem 0.0716, dir -0.9720, norm 0.1554, swav 0.0000 LR: 7.038e-02 Score 97.629 Data time: 0.1354, Forward time: 2.2758, Backward time: 3.2205, DDP time: 0.0034, Total iter time: 5.2542 [2020-11-08 13:25:11,865][root][INFO] - ===> Epoch[538](1615/3): Loss -0.7185, Sem 0.0771, dir -0.9651, norm 0.1695, swav 0.0000 LR: 7.036e-02 Score 97.404 Data time: 0.2478, Forward time: 2.2787, Backward time: 3.2175, DDP time: 0.0034, Total iter time: 5.7864 [2020-11-08 13:25:17,593][root][INFO] - ===> Epoch[538](1616/3): Loss -0.7312, Sem 0.0772, dir -0.9638, norm 0.1554, swav 0.0000 LR: 7.034e-02 Score 97.368 Data time: 0.2593, Forward time: 2.2829, Backward time: 3.2118, DDP time: 0.0034, Total iter time: 5.6036 [2020-11-08 13:25:22,489][root][INFO] - ===> Epoch[538](1617/3): Loss -0.7446, Sem 0.0684, dir -0.9730, norm 0.1599, swav 0.0000 LR: 7.032e-02 Score 97.645 Data time: 0.1964, Forward time: 2.2811, Backward time: 3.2053, DDP time: 0.0034, Total iter time: 4.7879 [2020-11-08 13:25:27,316][root][INFO] - ===> Epoch[539](1618/3): Loss -0.7268, Sem 0.0795, dir -0.9693, norm 0.1630, swav 0.0000 LR: 7.031e-02 Score 97.364 Data time: 0.2322, Forward time: 2.2824, Backward time: 3.1952, DDP time: 0.0035, Total iter time: 4.7086 [2020-11-08 13:25:33,759][root][INFO] - ===> Epoch[539](1619/3): Loss -0.7347, Sem 0.0776, dir -0.9684, norm 0.1560, swav 0.0000 LR: 7.029e-02 Score 97.349 Data time: 0.2019, Forward time: 2.2825, Backward time: 3.1996, DDP time: 0.0035, Total iter time: 6.3254 [2020-11-08 13:25:40,250][root][INFO] - ===> Epoch[539](1620/3): Loss -0.7492, Sem 0.0708, dir -0.9705, norm 0.1504, swav 0.0000 LR: 7.027e-02 Score 97.589 Data time: 0.1807, Forward time: 2.2778, Backward time: 3.2092, DDP time: 0.0035, Total iter time: 6.3870 [2020-11-08 13:25:45,617][root][INFO] - ===> Epoch[540](1621/3): Loss -0.7472, Sem 0.0732, dir -0.9699, norm 0.1495, swav 0.0000 LR: 7.025e-02 Score 97.499 Data time: 0.2150, Forward time: 2.2770, Backward time: 3.2059, DDP time: 0.0035, Total iter time: 5.2677 [2020-11-08 13:25:51,211][root][INFO] - ===> Epoch[540](1622/3): Loss -0.7446, Sem 0.0723, dir -0.9730, norm 0.1561, swav 0.0000 LR: 7.023e-02 Score 97.452 Data time: 0.2493, Forward time: 2.2763, Backward time: 3.2039, DDP time: 0.0035, Total iter time: 5.4746 [2020-11-08 13:25:56,368][root][INFO] - ===> Epoch[540](1623/3): Loss -0.7245, Sem 0.0770, dir -0.9690, norm 0.1675, swav 0.0000 LR: 7.021e-02 Score 97.389 Data time: 0.1577, Forward time: 2.2716, Backward time: 3.2029, DDP time: 0.0035, Total iter time: 5.0429 [2020-11-08 13:26:02,159][root][INFO] - ===> Epoch[541](1624/3): Loss -0.7608, Sem 0.0663, dir -0.9715, norm 0.1443, swav 0.0000 LR: 7.019e-02 Score 97.713 Data time: 0.2035, Forward time: 2.2708, Backward time: 3.2034, DDP time: 0.0035, Total iter time: 5.7089 [2020-11-08 13:26:07,819][root][INFO] - ===> Epoch[541](1625/3): Loss -0.7470, Sem 0.0638, dir -0.9670, norm 0.1561, swav 0.0000 LR: 7.017e-02 Score 97.807 Data time: 0.1921, Forward time: 2.2689, Backward time: 3.2036, DDP time: 0.0035, Total iter time: 5.5416 [2020-11-08 13:26:13,800][root][INFO] - ===> Epoch[541](1626/3): Loss -0.7443, Sem 0.0667, dir -0.9701, norm 0.1592, swav 0.0000 LR: 7.016e-02 Score 97.758 Data time: 0.1684, Forward time: 2.2652, Backward time: 3.2082, DDP time: 0.0035, Total iter time: 5.8827 [2020-11-08 13:26:18,843][root][INFO] - ===> Epoch[542](1627/3): Loss -0.7297, Sem 0.0875, dir -0.9723, norm 0.1552, swav 0.0000 LR: 7.014e-02 Score 97.030 Data time: 0.2092, Forward time: 2.2646, Backward time: 3.2024, DDP time: 0.0035, Total iter time: 4.9270 [2020-11-08 13:26:24,657][root][INFO] - ===> Epoch[542](1628/3): Loss -0.7470, Sem 0.0687, dir -0.9713, norm 0.1556, swav 0.0000 LR: 7.012e-02 Score 97.645 Data time: 0.1915, Forward time: 2.2619, Backward time: 3.2047, DDP time: 0.0035, Total iter time: 5.7043 [2020-11-08 13:26:31,318][root][INFO] - ===> Epoch[542](1629/3): Loss -0.7553, Sem 0.0651, dir -0.9719, norm 0.1515, swav 0.0000 LR: 7.010e-02 Score 97.826 Data time: 0.2118, Forward time: 2.2614, Backward time: 3.2111, DDP time: 0.0035, Total iter time: 6.5562 [2020-11-08 13:26:38,211][root][INFO] - ===> Epoch[543](1630/3): Loss -0.7586, Sem 0.0724, dir -0.9724, norm 0.1414, swav 0.0000 LR: 7.008e-02 Score 97.497 Data time: 0.1758, Forward time: 2.2573, Backward time: 3.2227, DDP time: 0.0035, Total iter time: 6.7850 [2020-11-08 13:26:44,482][root][INFO] - ===> Epoch[543](1631/3): Loss -0.7649, Sem 0.0670, dir -0.9753, norm 0.1435, swav 0.0000 LR: 7.006e-02 Score 97.711 Data time: 0.3208, Forward time: 2.2649, Backward time: 3.2180, DDP time: 0.0035, Total iter time: 6.1938 [2020-11-08 13:26:50,666][root][INFO] - ===> Epoch[543](1632/3): Loss -0.7366, Sem 0.0723, dir -0.9677, norm 0.1588, swav 0.0000 LR: 7.004e-02 Score 97.487 Data time: 0.1991, Forward time: 2.2653, Backward time: 3.2197, DDP time: 0.0035, Total iter time: 6.0468 [2020-11-08 13:26:56,894][root][INFO] - ===> Epoch[544](1633/3): Loss -0.7365, Sem 0.0776, dir -0.9696, norm 0.1555, swav 0.0000 LR: 7.002e-02 Score 97.413 Data time: 0.1573, Forward time: 2.2601, Backward time: 3.2270, DDP time: 0.0035, Total iter time: 6.1308 [2020-11-08 13:27:02,389][root][INFO] - ===> Epoch[544](1634/3): Loss -0.7592, Sem 0.0717, dir -0.9751, norm 0.1443, swav 0.0000 LR: 7.001e-02 Score 97.573 Data time: 0.2560, Forward time: 2.2639, Backward time: 3.2206, DDP time: 0.0035, Total iter time: 5.4073 [2020-11-08 13:27:08,768][root][INFO] - ===> Epoch[544](1635/3): Loss -0.7348, Sem 0.0722, dir -0.9678, norm 0.1608, swav 0.0000 LR: 6.999e-02 Score 97.498 Data time: 0.1632, Forward time: 2.2607, Backward time: 3.2273, DDP time: 0.0035, Total iter time: 6.2662 [2020-11-08 13:27:15,042][root][INFO] - ===> Epoch[545](1636/3): Loss -0.7410, Sem 0.0681, dir -0.9701, norm 0.1609, swav 0.0000 LR: 6.997e-02 Score 97.633 Data time: 0.1831, Forward time: 2.2570, Backward time: 3.2338, DDP time: 0.0035, Total iter time: 6.2038 [2020-11-08 13:27:21,915][root][INFO] - ===> Epoch[545](1637/3): Loss -0.7543, Sem 0.0743, dir -0.9706, norm 0.1420, swav 0.0000 LR: 6.995e-02 Score 97.477 Data time: 0.4122, Forward time: 2.2662, Backward time: 3.2308, DDP time: 0.0035, Total iter time: 6.7547 [2020-11-08 13:27:27,667][root][INFO] - ===> Epoch[545](1638/3): Loss -0.7470, Sem 0.0717, dir -0.9726, norm 0.1538, swav 0.0000 LR: 6.993e-02 Score 97.600 Data time: 0.1870, Forward time: 2.2642, Backward time: 3.2316, DDP time: 0.0035, Total iter time: 5.6222 [2020-11-08 13:27:34,130][root][INFO] - ===> Epoch[546](1639/3): Loss -0.7426, Sem 0.0704, dir -0.9725, norm 0.1595, swav 0.0000 LR: 6.991e-02 Score 97.632 Data time: 0.3312, Forward time: 2.2721, Backward time: 3.2275, DDP time: 0.0035, Total iter time: 6.3682 [2020-11-08 13:27:39,896][root][INFO] - ===> Epoch[546](1640/3): Loss -0.7632, Sem 0.0693, dir -0.9733, norm 0.1408, swav 0.0000 LR: 6.989e-02 Score 97.647 Data time: 0.2644, Forward time: 2.2773, Backward time: 3.2205, DDP time: 0.0035, Total iter time: 5.6368 [2020-11-08 13:27:45,230][root][INFO] - ===> Epoch[546](1641/3): Loss -0.7439, Sem 0.0723, dir -0.9707, norm 0.1544, swav 0.0000 LR: 6.987e-02 Score 97.562 Data time: 0.2263, Forward time: 2.2785, Backward time: 3.2154, DDP time: 0.0035, Total iter time: 5.2131 [2020-11-08 13:27:51,242][root][INFO] - ===> Epoch[547](1642/3): Loss -0.7360, Sem 0.0743, dir -0.9696, norm 0.1593, swav 0.0000 LR: 6.986e-02 Score 97.444 Data time: 0.2963, Forward time: 2.2846, Backward time: 3.2100, DDP time: 0.0035, Total iter time: 5.9040 [2020-11-08 13:27:57,462][root][INFO] - ===> Epoch[547](1643/3): Loss -0.7534, Sem 0.0659, dir -0.9711, norm 0.1519, swav 0.0000 LR: 6.984e-02 Score 97.784 Data time: 0.1439, Forward time: 2.2799, Backward time: 3.2176, DDP time: 0.0034, Total iter time: 6.0612 [2020-11-08 13:28:02,600][root][INFO] - ===> Epoch[547](1644/3): Loss -0.7590, Sem 0.0717, dir -0.9712, norm 0.1405, swav 0.0000 LR: 6.982e-02 Score 97.586 Data time: 0.2070, Forward time: 2.2793, Backward time: 3.2133, DDP time: 0.0034, Total iter time: 5.0643 [2020-11-08 13:28:08,750][root][INFO] - ===> Epoch[548](1645/3): Loss -0.7312, Sem 0.0775, dir -0.9688, norm 0.1601, swav 0.0000 LR: 6.980e-02 Score 97.321 Data time: 0.2497, Forward time: 2.2812, Backward time: 3.2130, DDP time: 0.0034, Total iter time: 6.0238 [2020-11-08 13:28:14,470][root][INFO] - ===> Epoch[548](1646/3): Loss -0.7484, Sem 0.0710, dir -0.9672, norm 0.1478, swav 0.0000 LR: 6.978e-02 Score 97.569 Data time: 0.2820, Forward time: 2.2861, Backward time: 3.2067, DDP time: 0.0034, Total iter time: 5.5974 [2020-11-08 13:28:19,129][root][INFO] - ===> Epoch[548](1647/3): Loss -0.7321, Sem 0.0750, dir -0.9723, norm 0.1651, swav 0.0000 LR: 6.976e-02 Score 97.462 Data time: 0.2094, Forward time: 2.2852, Backward time: 3.1994, DDP time: 0.0034, Total iter time: 4.5286 [2020-11-08 13:28:25,827][root][INFO] - ===> Epoch[549](1648/3): Loss -0.7409, Sem 0.0740, dir -0.9710, norm 0.1561, swav 0.0000 LR: 6.974e-02 Score 97.511 Data time: 0.2882, Forward time: 2.2907, Backward time: 3.1992, DDP time: 0.0034, Total iter time: 6.6101 [2020-11-08 13:28:31,783][root][INFO] - ===> Epoch[549](1649/3): Loss -0.7388, Sem 0.0749, dir -0.9678, norm 0.1541, swav 0.0000 LR: 6.973e-02 Score 97.444 Data time: 0.2799, Forward time: 2.2960, Backward time: 3.1935, DDP time: 0.0034, Total iter time: 5.8054 [2020-11-08 13:28:37,537][root][INFO] - ===> Epoch[549](1650/3): Loss -0.7549, Sem 0.0712, dir -0.9741, norm 0.1480, swav 0.0000 LR: 6.971e-02 Score 97.565 Data time: 0.2657, Forward time: 2.3002, Backward time: 3.1885, DDP time: 0.0035, Total iter time: 5.6388 [2020-11-08 13:28:42,756][root][INFO] - ===> Epoch[550](1651/3): Loss -0.7611, Sem 0.0619, dir -0.9708, norm 0.1478, swav 0.0000 LR: 6.969e-02 Score 97.819 Data time: 0.1901, Forward time: 2.2982, Backward time: 3.1861, DDP time: 0.0035, Total iter time: 5.0912 [2020-11-08 13:28:48,338][root][INFO] - ===> Epoch[550](1652/3): Loss -0.7203, Sem 0.0686, dir -0.9650, norm 0.1761, swav 0.0000 LR: 6.967e-02 Score 97.690 Data time: 0.2210, Forward time: 2.2987, Backward time: 3.1838, DDP time: 0.0035, Total iter time: 5.5009 [2020-11-08 13:28:53,603][root][INFO] - ===> Epoch[550](1653/3): Loss -0.7590, Sem 0.0747, dir -0.9742, norm 0.1406, swav 0.0000 LR: 6.965e-02 Score 97.541 Data time: 0.1641, Forward time: 2.2948, Backward time: 3.1839, DDP time: 0.0035, Total iter time: 5.1580 [2020-11-08 13:29:00,047][root][INFO] - ===> Epoch[551](1654/3): Loss -0.7426, Sem 0.0704, dir -0.9708, norm 0.1578, swav 0.0000 LR: 6.963e-02 Score 97.564 Data time: 0.2346, Forward time: 2.2969, Backward time: 3.1856, DDP time: 0.0035, Total iter time: 6.3462 [2020-11-08 13:29:05,907][root][INFO] - ===> Epoch[551](1655/3): Loss -0.7354, Sem 0.0740, dir -0.9695, norm 0.1601, swav 0.0000 LR: 6.961e-02 Score 97.491 Data time: 0.1968, Forward time: 2.2952, Backward time: 3.1869, DDP time: 0.0035, Total iter time: 5.7181 [2020-11-08 13:29:10,971][root][INFO] - ===> Epoch[551](1656/3): Loss -0.7501, Sem 0.0654, dir -0.9729, norm 0.1574, swav 0.0000 LR: 6.959e-02 Score 97.833 Data time: 0.1696, Forward time: 2.2921, Backward time: 3.1850, DDP time: 0.0035, Total iter time: 4.9519 [2020-11-08 13:29:17,721][root][INFO] - ===> Epoch[552](1657/3): Loss -0.7326, Sem 0.0736, dir -0.9680, norm 0.1618, swav 0.0000 LR: 6.958e-02 Score 97.442 Data time: 0.2964, Forward time: 2.2940, Backward time: 3.1882, DDP time: 0.0035, Total iter time: 6.6609 [2020-11-08 13:29:24,169][root][INFO] - ===> Epoch[552](1658/3): Loss -0.7286, Sem 0.0719, dir -0.9671, norm 0.1666, swav 0.0000 LR: 6.956e-02 Score 97.552 Data time: 0.2689, Forward time: 2.2985, Backward time: 3.1870, DDP time: 0.0035, Total iter time: 6.3105 [2020-11-08 13:29:30,042][root][INFO] - ===> Epoch[552](1659/3): Loss -0.7569, Sem 0.0654, dir -0.9727, norm 0.1505, swav 0.0000 LR: 6.954e-02 Score 97.754 Data time: 0.2539, Forward time: 2.3002, Backward time: 3.1849, DDP time: 0.0035, Total iter time: 5.7349 [2020-11-08 13:29:34,976][root][INFO] - ===> Epoch[553](1660/3): Loss -0.7301, Sem 0.0664, dir -0.9637, norm 0.1672, swav 0.0000 LR: 6.952e-02 Score 97.696 Data time: 0.2353, Forward time: 2.3020, Backward time: 3.1773, DDP time: 0.0035, Total iter time: 4.8062 [2020-11-08 13:29:40,147][root][INFO] - ===> Epoch[553](1661/3): Loss -0.7447, Sem 0.0710, dir -0.9702, norm 0.1546, swav 0.0000 LR: 6.950e-02 Score 97.562 Data time: 0.1806, Forward time: 2.3000, Backward time: 3.1750, DDP time: 0.0035, Total iter time: 5.0541 [2020-11-08 13:29:47,379][root][INFO] - ===> Epoch[553](1662/3): Loss -0.7325, Sem 0.0750, dir -0.9694, norm 0.1619, swav 0.0000 LR: 6.948e-02 Score 97.425 Data time: 0.1487, Forward time: 2.2959, Backward time: 3.1870, DDP time: 0.0035, Total iter time: 7.0992 [2020-11-08 13:29:52,803][root][INFO] - ===> Epoch[554](1663/3): Loss -0.7066, Sem 0.0750, dir -0.9681, norm 0.1866, swav 0.0000 LR: 6.946e-02 Score 97.424 Data time: 0.1601, Forward time: 2.2921, Backward time: 3.1884, DDP time: 0.0035, Total iter time: 5.3494 [2020-11-08 13:29:57,863][root][INFO] - ===> Epoch[554](1664/3): Loss -0.7623, Sem 0.0632, dir -0.9710, norm 0.1456, swav 0.0000 LR: 6.944e-02 Score 97.851 Data time: 0.2220, Forward time: 2.2918, Backward time: 3.1839, DDP time: 0.0035, Total iter time: 4.9515 [2020-11-08 13:30:03,663][root][INFO] - ===> Epoch[554](1665/3): Loss -0.7337, Sem 0.0662, dir -0.9657, norm 0.1658, swav 0.0000 LR: 6.943e-02 Score 97.751 Data time: 0.2539, Forward time: 2.2932, Backward time: 3.1820, DDP time: 0.0035, Total iter time: 5.6941 [2020-11-08 13:30:09,674][root][INFO] - ===> Epoch[555](1666/3): Loss -0.7189, Sem 0.0728, dir -0.9616, norm 0.1700, swav 0.0000 LR: 6.941e-02 Score 97.563 Data time: 0.2431, Forward time: 2.2947, Backward time: 3.1810, DDP time: 0.0035, Total iter time: 5.8806 [2020-11-08 13:30:15,326][root][INFO] - ===> Epoch[555](1667/3): Loss -0.7687, Sem 0.0629, dir -0.9750, norm 0.1433, swav 0.0000 LR: 6.939e-02 Score 97.790 Data time: 0.2943, Forward time: 2.2984, Backward time: 3.1758, DDP time: 0.0035, Total iter time: 5.5245 [2020-11-08 13:30:21,833][root][INFO] - ===> Epoch[555](1668/3): Loss -0.7390, Sem 0.0674, dir -0.9690, norm 0.1626, swav 0.0000 LR: 6.937e-02 Score 97.691 Data time: 0.2450, Forward time: 2.2995, Backward time: 3.1781, DDP time: 0.0035, Total iter time: 6.3898 [2020-11-08 13:30:27,462][root][INFO] - ===> Epoch[556](1669/3): Loss -0.7224, Sem 0.0769, dir -0.9689, norm 0.1697, swav 0.0000 LR: 6.935e-02 Score 97.440 Data time: 0.2839, Forward time: 2.3035, Backward time: 3.1726, DDP time: 0.0035, Total iter time: 5.5075 [2020-11-08 13:30:33,239][root][INFO] - ===> Epoch[556](1670/3): Loss -0.7606, Sem 0.0662, dir -0.9729, norm 0.1461, swav 0.0000 LR: 6.933e-02 Score 97.715 Data time: 0.2062, Forward time: 2.3044, Backward time: 3.1710, DDP time: 0.0035, Total iter time: 5.6477 [2020-11-08 13:30:38,436][root][INFO] - ===> Epoch[556](1671/3): Loss -0.7434, Sem 0.0715, dir -0.9690, norm 0.1542, swav 0.0000 LR: 6.931e-02 Score 97.537 Data time: 0.1563, Forward time: 2.3008, Backward time: 3.1708, DDP time: 0.0035, Total iter time: 5.0966 [2020-11-08 13:30:43,988][root][INFO] - ===> Epoch[557](1672/3): Loss -0.7350, Sem 0.0720, dir -0.9697, norm 0.1626, swav 0.0000 LR: 6.929e-02 Score 97.587 Data time: 0.1962, Forward time: 2.2995, Backward time: 3.1705, DDP time: 0.0035, Total iter time: 5.4624 [2020-11-08 13:30:49,044][root][INFO] - ===> Epoch[557](1673/3): Loss -0.7578, Sem 0.0683, dir -0.9737, norm 0.1476, swav 0.0000 LR: 6.928e-02 Score 97.700 Data time: 0.2576, Forward time: 2.3013, Backward time: 3.1642, DDP time: 0.0035, Total iter time: 4.9523 [2020-11-08 13:30:55,066][root][INFO] - ===> Epoch[557](1674/3): Loss -0.7424, Sem 0.0639, dir -0.9679, norm 0.1617, swav 0.0000 LR: 6.926e-02 Score 97.820 Data time: 0.3200, Forward time: 2.3061, Backward time: 3.1599, DDP time: 0.0035, Total iter time: 5.8897 [2020-11-08 13:30:59,992][root][INFO] - ===> Epoch[558](1675/3): Loss -0.7584, Sem 0.0706, dir -0.9730, norm 0.1439, swav 0.0000 LR: 6.924e-02 Score 97.542 Data time: 0.1524, Forward time: 2.3023, Backward time: 3.1578, DDP time: 0.0035, Total iter time: 4.7864 [2020-11-08 13:31:06,167][root][INFO] - ===> Epoch[558](1676/3): Loss -0.7641, Sem 0.0657, dir -0.9718, norm 0.1420, swav 0.0000 LR: 6.922e-02 Score 97.732 Data time: 0.3085, Forward time: 2.3070, Backward time: 3.1548, DDP time: 0.0035, Total iter time: 6.0928 [2020-11-08 13:31:12,286][root][INFO] - ===> Epoch[558](1677/3): Loss -0.7341, Sem 0.0728, dir -0.9711, norm 0.1642, swav 0.0000 LR: 6.920e-02 Score 97.492 Data time: 0.2392, Forward time: 2.3077, Backward time: 3.1554, DDP time: 0.0035, Total iter time: 6.0046 [2020-11-08 13:31:18,143][root][INFO] - ===> Epoch[559](1678/3): Loss -0.7414, Sem 0.0779, dir -0.9723, norm 0.1529, swav 0.0000 LR: 6.918e-02 Score 97.381 Data time: 0.3147, Forward time: 2.3112, Backward time: 3.1511, DDP time: 0.0035, Total iter time: 5.7379 [2020-11-08 13:31:23,407][root][INFO] - ===> Epoch[559](1679/3): Loss -0.7486, Sem 0.0689, dir -0.9724, norm 0.1550, swav 0.0000 LR: 6.916e-02 Score 97.615 Data time: 0.2678, Forward time: 2.3126, Backward time: 3.1463, DDP time: 0.0035, Total iter time: 5.1435 [2020-11-08 13:31:28,764][root][INFO] - ===> Epoch[559](1680/3): Loss -0.7411, Sem 0.0654, dir -0.9683, norm 0.1618, swav 0.0000 LR: 6.914e-02 Score 97.710 Data time: 0.2652, Forward time: 2.3153, Backward time: 3.1409, DDP time: 0.0035, Total iter time: 5.2403 [2020-11-08 13:31:36,344][root][INFO] - ===> Epoch[560](1681/3): Loss -0.7475, Sem 0.0717, dir -0.9669, norm 0.1477, swav 0.0000 LR: 6.913e-02 Score 97.518 Data time: 0.2406, Forward time: 2.3171, Backward time: 3.1480, DDP time: 0.0035, Total iter time: 7.4507 [2020-11-08 13:31:41,787][root][INFO] - ===> Epoch[560](1682/3): Loss -0.7390, Sem 0.0699, dir -0.9713, norm 0.1624, swav 0.0000 LR: 6.911e-02 Score 97.602 Data time: 0.2291, Forward time: 2.3178, Backward time: 3.1450, DDP time: 0.0035, Total iter time: 5.3276 [2020-11-08 13:31:47,509][root][INFO] - ===> Epoch[560](1683/3): Loss -0.7624, Sem 0.0618, dir -0.9735, norm 0.1492, swav 0.0000 LR: 6.909e-02 Score 97.867 Data time: 0.2585, Forward time: 2.3192, Backward time: 3.1428, DDP time: 0.0035, Total iter time: 5.6215 [2020-11-08 13:31:53,099][root][INFO] - ===> Epoch[561](1684/3): Loss -0.7248, Sem 0.0758, dir -0.9672, norm 0.1666, swav 0.0000 LR: 6.907e-02 Score 97.379 Data time: 0.2402, Forward time: 2.3198, Backward time: 3.1407, DDP time: 0.0035, Total iter time: 5.4765 [2020-11-08 13:31:59,078][root][INFO] - ===> Epoch[561](1685/3): Loss -0.7536, Sem 0.0730, dir -0.9738, norm 0.1473, swav 0.0000 LR: 6.905e-02 Score 97.421 Data time: 0.3005, Forward time: 2.3240, Backward time: 3.1370, DDP time: 0.0035, Total iter time: 5.8702 [2020-11-08 13:32:03,545][root][INFO] - ===> Epoch[561](1686/3): Loss -0.7474, Sem 0.0657, dir -0.9712, norm 0.1580, swav 0.0000 LR: 6.903e-02 Score 97.750 Data time: 0.2205, Forward time: 2.3240, Backward time: 3.1297, DDP time: 0.0035, Total iter time: 4.3454 [2020-11-08 13:32:10,023][root][INFO] - ===> Epoch[562](1687/3): Loss -0.7413, Sem 0.0811, dir -0.9733, norm 0.1510, swav 0.0000 LR: 6.901e-02 Score 97.156 Data time: 0.2032, Forward time: 2.3228, Backward time: 3.1342, DDP time: 0.0035, Total iter time: 6.3875 [2020-11-08 13:32:15,966][root][INFO] - ===> Epoch[562](1688/3): Loss -0.7543, Sem 0.0669, dir -0.9717, norm 0.1505, swav 0.0000 LR: 6.899e-02 Score 97.682 Data time: 0.2627, Forward time: 2.3238, Backward time: 3.1335, DDP time: 0.0035, Total iter time: 5.8479 [2020-11-08 13:32:21,857][root][INFO] - ===> Epoch[562](1689/3): Loss -0.7515, Sem 0.0689, dir -0.9720, norm 0.1517, swav 0.0000 LR: 6.898e-02 Score 97.639 Data time: 0.1236, Forward time: 2.3184, Backward time: 3.1399, DDP time: 0.0035, Total iter time: 5.7608 [2020-11-08 13:32:28,245][root][INFO] - ===> Epoch[563](1690/3): Loss -0.7573, Sem 0.0667, dir -0.9715, norm 0.1475, swav 0.0000 LR: 6.896e-02 Score 97.725 Data time: 0.2518, Forward time: 2.3195, Backward time: 3.1416, DDP time: 0.0035, Total iter time: 6.3029 [2020-11-08 13:32:34,932][root][INFO] - ===> Epoch[563](1691/3): Loss -0.7429, Sem 0.0708, dir -0.9717, norm 0.1581, swav 0.0000 LR: 6.894e-02 Score 97.568 Data time: 0.3263, Forward time: 2.3233, Backward time: 3.1416, DDP time: 0.0035, Total iter time: 6.5577 [2020-11-08 13:32:39,911][root][INFO] - ===> Epoch[563](1692/3): Loss -0.7503, Sem 0.0681, dir -0.9725, norm 0.1542, swav 0.0000 LR: 6.892e-02 Score 97.713 Data time: 0.2349, Forward time: 2.3236, Backward time: 3.1367, DDP time: 0.0035, Total iter time: 4.8541 [2020-11-08 13:32:47,452][root][INFO] - ===> Epoch[564](1693/3): Loss -0.7533, Sem 0.0647, dir -0.9691, norm 0.1511, swav 0.0000 LR: 6.890e-02 Score 97.721 Data time: 0.2800, Forward time: 2.3275, Backward time: 3.1411, DDP time: 0.0035, Total iter time: 7.4126 [2020-11-08 13:32:52,930][root][INFO] - ===> Epoch[564](1694/3): Loss -0.7305, Sem 0.0733, dir -0.9719, norm 0.1681, swav 0.0000 LR: 6.888e-02 Score 97.549 Data time: 0.2466, Forward time: 2.3285, Backward time: 3.1378, DDP time: 0.0035, Total iter time: 5.3546 [2020-11-08 13:32:58,605][root][INFO] - ===> Epoch[564](1695/3): Loss -0.7394, Sem 0.0698, dir -0.9689, norm 0.1597, swav 0.0000 LR: 6.886e-02 Score 97.630 Data time: 0.2414, Forward time: 2.3302, Backward time: 3.1351, DDP time: 0.0035, Total iter time: 5.5516 [2020-11-08 13:33:04,619][root][INFO] - ===> Epoch[565](1696/3): Loss -0.7536, Sem 0.0645, dir -0.9693, norm 0.1513, swav 0.0000 LR: 6.884e-02 Score 97.752 Data time: 0.1921, Forward time: 2.3288, Backward time: 3.1373, DDP time: 0.0035, Total iter time: 5.8937 [2020-11-08 13:33:10,037][root][INFO] - ===> Epoch[565](1697/3): Loss -0.7431, Sem 0.0671, dir -0.9723, norm 0.1622, swav 0.0000 LR: 6.883e-02 Score 97.709 Data time: 0.2088, Forward time: 2.3281, Backward time: 3.1354, DDP time: 0.0035, Total iter time: 5.3111 [2020-11-08 13:33:14,955][root][INFO] - ===> Epoch[565](1698/3): Loss -0.7405, Sem 0.0740, dir -0.9689, norm 0.1544, swav 0.0000 LR: 6.881e-02 Score 97.487 Data time: 0.2406, Forward time: 2.3293, Backward time: 3.1296, DDP time: 0.0035, Total iter time: 4.8218 [2020-11-08 13:33:20,121][root][INFO] - ===> Epoch[566](1699/3): Loss -0.7285, Sem 0.0756, dir -0.9708, norm 0.1667, swav 0.0000 LR: 6.879e-02 Score 97.437 Data time: 0.2153, Forward time: 2.3287, Backward time: 3.1269, DDP time: 0.0035, Total iter time: 5.0689 [2020-11-08 13:33:26,907][root][INFO] - ===> Epoch[566](1700/3): Loss -0.7540, Sem 0.0631, dir -0.9694, norm 0.1522, swav 0.0000 LR: 6.877e-02 Score 97.811 Data time: 0.3390, Forward time: 2.3336, Backward time: 3.1262, DDP time: 0.0035, Total iter time: 6.6652 [2020-11-08 13:33:33,399][root][INFO] - ===> Epoch[566](1701/3): Loss -0.7324, Sem 0.0725, dir -0.9694, norm 0.1645, swav 0.0000 LR: 6.875e-02 Score 97.483 Data time: 0.2135, Forward time: 2.3334, Backward time: 3.1293, DDP time: 0.0035, Total iter time: 6.3624 [2020-11-08 13:33:39,010][root][INFO] - ===> Epoch[567](1702/3): Loss -0.7504, Sem 0.0671, dir -0.9723, norm 0.1548, swav 0.0000 LR: 6.873e-02 Score 97.748 Data time: 0.2361, Forward time: 2.3352, Backward time: 3.1259, DDP time: 0.0035, Total iter time: 5.4994 [2020-11-08 13:33:45,346][root][INFO] - ===> Epoch[567](1703/3): Loss -0.7700, Sem 0.0656, dir -0.9743, norm 0.1387, swav 0.0000 LR: 6.871e-02 Score 97.721 Data time: 0.1161, Forward time: 2.3301, Backward time: 3.1340, DDP time: 0.0035, Total iter time: 6.2016 [2020-11-08 13:33:50,785][root][INFO] - ===> Epoch[567](1704/3): Loss -0.7477, Sem 0.0689, dir -0.9742, norm 0.1575, swav 0.0000 LR: 6.869e-02 Score 97.637 Data time: 0.2065, Forward time: 2.3299, Backward time: 3.1321, DDP time: 0.0035, Total iter time: 5.3918 [2020-11-08 13:33:56,736][root][INFO] - ===> Epoch[568](1705/3): Loss -0.7389, Sem 0.0725, dir -0.9678, norm 0.1564, swav 0.0000 LR: 6.868e-02 Score 97.552 Data time: 0.1847, Forward time: 2.3283, Backward time: 3.1341, DDP time: 0.0035, Total iter time: 5.8305 [2020-11-08 13:34:02,575][root][INFO] - ===> Epoch[568](1706/3): Loss -0.7499, Sem 0.0631, dir -0.9732, norm 0.1601, swav 0.0000 LR: 6.866e-02 Score 97.819 Data time: 0.2512, Forward time: 2.3282, Backward time: 3.1340, DDP time: 0.0035, Total iter time: 5.7452 [2020-11-08 13:34:08,560][root][INFO] - ===> Epoch[568](1707/3): Loss -0.7456, Sem 0.0632, dir -0.9655, norm 0.1567, swav 0.0000 LR: 6.864e-02 Score 97.849 Data time: 0.1956, Forward time: 2.3274, Backward time: 3.1353, DDP time: 0.0035, Total iter time: 5.8718 [2020-11-08 13:34:14,925][root][INFO] - ===> Epoch[569](1708/3): Loss -0.7456, Sem 0.0721, dir -0.9700, norm 0.1523, swav 0.0000 LR: 6.862e-02 Score 97.523 Data time: 0.1781, Forward time: 2.3248, Backward time: 3.1402, DDP time: 0.0035, Total iter time: 6.2608 [2020-11-08 13:34:19,320][root][INFO] - ===> Epoch[569](1709/3): Loss -0.7612, Sem 0.0636, dir -0.9761, norm 0.1512, swav 0.0000 LR: 6.860e-02 Score 97.875 Data time: 0.1479, Forward time: 2.3213, Backward time: 3.1364, DDP time: 0.0035, Total iter time: 4.2664 [2020-11-08 13:34:24,475][root][INFO] - ===> Epoch[569](1710/3): Loss -0.7375, Sem 0.0707, dir -0.9666, norm 0.1584, swav 0.0000 LR: 6.858e-02 Score 97.525 Data time: 0.2019, Forward time: 2.3200, Backward time: 3.1345, DDP time: 0.0035, Total iter time: 5.0780 [2020-11-08 13:34:30,772][root][INFO] - ===> Epoch[570](1711/3): Loss -0.7491, Sem 0.0613, dir -0.9695, norm 0.1591, swav 0.0000 LR: 6.856e-02 Score 97.878 Data time: 0.2005, Forward time: 2.3189, Backward time: 3.1373, DDP time: 0.0035, Total iter time: 6.1761 [2020-11-08 13:34:35,810][root][INFO] - ===> Epoch[570](1712/3): Loss -0.7426, Sem 0.0722, dir -0.9692, norm 0.1545, swav 0.0000 LR: 6.854e-02 Score 97.489 Data time: 0.1838, Forward time: 2.3165, Backward time: 3.1360, DDP time: 0.0035, Total iter time: 4.9381 [2020-11-08 13:34:41,964][root][INFO] - ===> Epoch[570](1713/3): Loss -0.7346, Sem 0.0700, dir -0.9715, norm 0.1668, swav 0.0000 LR: 6.853e-02 Score 97.626 Data time: 0.2815, Forward time: 2.3191, Backward time: 3.1347, DDP time: 0.0035, Total iter time: 6.0598 [2020-11-08 13:34:46,980][root][INFO] - ===> Epoch[571](1714/3): Loss -0.7489, Sem 0.0639, dir -0.9705, norm 0.1577, swav 0.0000 LR: 6.851e-02 Score 97.784 Data time: 0.2340, Forward time: 2.3205, Backward time: 3.1295, DDP time: 0.0035, Total iter time: 4.8728 [2020-11-08 13:34:52,184][root][INFO] - ===> Epoch[571](1715/3): Loss -0.7568, Sem 0.0679, dir -0.9733, norm 0.1486, swav 0.0000 LR: 6.849e-02 Score 97.643 Data time: 0.2094, Forward time: 2.3206, Backward time: 3.1261, DDP time: 0.0035, Total iter time: 5.0899 [2020-11-08 13:34:57,803][root][INFO] - ===> Epoch[571](1716/3): Loss -0.7337, Sem 0.0670, dir -0.9725, norm 0.1718, swav 0.0000 LR: 6.847e-02 Score 97.717 Data time: 0.2103, Forward time: 2.3192, Backward time: 3.1263, DDP time: 0.0035, Total iter time: 5.4989 [2020-11-08 13:35:03,999][root][INFO] - ===> Epoch[572](1717/3): Loss -0.7637, Sem 0.0639, dir -0.9727, norm 0.1451, swav 0.0000 LR: 6.845e-02 Score 97.815 Data time: 0.2212, Forward time: 2.3197, Backward time: 3.1274, DDP time: 0.0035, Total iter time: 6.0655 [2020-11-08 13:35:11,233][root][INFO] - ===> Epoch[572](1718/3): Loss -0.7416, Sem 0.0718, dir -0.9678, norm 0.1544, swav 0.0000 LR: 6.843e-02 Score 97.545 Data time: 0.2141, Forward time: 2.3192, Backward time: 3.1339, DDP time: 0.0035, Total iter time: 7.1078 [2020-11-08 13:35:16,322][root][INFO] - ===> Epoch[572](1719/3): Loss -0.7595, Sem 0.0629, dir -0.9752, norm 0.1528, swav 0.0000 LR: 6.841e-02 Score 97.789 Data time: 0.1727, Forward time: 2.3170, Backward time: 3.1327, DDP time: 0.0035, Total iter time: 4.9703 [2020-11-08 13:35:21,559][root][INFO] - ===> Epoch[573](1720/3): Loss -0.7470, Sem 0.0712, dir -0.9719, norm 0.1537, swav 0.0000 LR: 6.839e-02 Score 97.676 Data time: 0.1887, Forward time: 2.3158, Backward time: 3.1313, DDP time: 0.0035, Total iter time: 5.1481 [2020-11-08 13:35:26,528][root][INFO] - ===> Epoch[573](1721/3): Loss -0.7532, Sem 0.0691, dir -0.9722, norm 0.1499, swav 0.0000 LR: 6.837e-02 Score 97.607 Data time: 0.2116, Forward time: 2.3146, Backward time: 3.1286, DDP time: 0.0035, Total iter time: 4.8478 [2020-11-08 13:35:31,846][root][INFO] - ===> Epoch[573](1722/3): Loss -0.7499, Sem 0.0707, dir -0.9731, norm 0.1525, swav 0.0000 LR: 6.836e-02 Score 97.558 Data time: 0.2550, Forward time: 2.3168, Backward time: 3.1242, DDP time: 0.0035, Total iter time: 5.2111 [2020-11-08 13:35:37,800][root][INFO] - ===> Epoch[574](1723/3): Loss -0.7558, Sem 0.0649, dir -0.9709, norm 0.1503, swav 0.0000 LR: 6.834e-02 Score 97.765 Data time: 0.2084, Forward time: 2.3162, Backward time: 3.1251, DDP time: 0.0035, Total iter time: 5.8223 [2020-11-08 13:35:45,315][root][INFO] - ===> Epoch[574](1724/3): Loss -0.7453, Sem 0.0706, dir -0.9745, norm 0.1586, swav 0.0000 LR: 6.832e-02 Score 97.544 Data time: 0.2163, Forward time: 2.3161, Backward time: 3.1322, DDP time: 0.0035, Total iter time: 7.3846 [2020-11-08 13:35:50,486][root][INFO] - ===> Epoch[574](1725/3): Loss -0.7542, Sem 0.0695, dir -0.9732, norm 0.1496, swav 0.0000 LR: 6.830e-02 Score 97.593 Data time: 0.2104, Forward time: 2.3158, Backward time: 3.1296, DDP time: 0.0035, Total iter time: 5.0442 [2020-11-08 13:35:56,721][root][INFO] - ===> Epoch[575](1726/3): Loss -0.7499, Sem 0.0719, dir -0.9719, norm 0.1501, swav 0.0000 LR: 6.828e-02 Score 97.578 Data time: 0.2701, Forward time: 2.3183, Backward time: 3.1288, DDP time: 0.0035, Total iter time: 6.1372 [2020-11-08 13:36:02,989][root][INFO] - ===> Epoch[575](1727/3): Loss -0.7508, Sem 0.0654, dir -0.9715, norm 0.1553, swav 0.0000 LR: 6.826e-02 Score 97.743 Data time: 0.1747, Forward time: 2.3166, Backward time: 3.1322, DDP time: 0.0035, Total iter time: 6.1349 [2020-11-08 13:36:08,270][root][INFO] - ===> Epoch[575](1728/3): Loss -0.7449, Sem 0.0676, dir -0.9711, norm 0.1586, swav 0.0000 LR: 6.824e-02 Score 97.663 Data time: 0.2027, Forward time: 2.3147, Backward time: 3.1316, DDP time: 0.0035, Total iter time: 5.1652 [2020-11-08 13:36:14,406][root][INFO] - ===> Epoch[576](1729/3): Loss -0.7432, Sem 0.0754, dir -0.9743, norm 0.1557, swav 0.0000 LR: 6.822e-02 Score 97.510 Data time: 0.2895, Forward time: 2.3183, Backward time: 3.1292, DDP time: 0.0035, Total iter time: 6.0374 [2020-11-08 13:36:19,712][root][INFO] - ===> Epoch[576](1730/3): Loss -0.7470, Sem 0.0740, dir -0.9690, norm 0.1480, swav 0.0000 LR: 6.821e-02 Score 97.614 Data time: 0.2176, Forward time: 2.3180, Backward time: 3.1272, DDP time: 0.0035, Total iter time: 5.1849 [2020-11-08 13:36:26,548][root][INFO] - ===> Epoch[576](1731/3): Loss -0.7511, Sem 0.0732, dir -0.9745, norm 0.1501, swav 0.0000 LR: 6.819e-02 Score 97.479 Data time: 0.2662, Forward time: 2.3205, Backward time: 3.1287, DDP time: 0.0035, Total iter time: 6.7209 [2020-11-08 13:36:31,891][root][INFO] - ===> Epoch[577](1732/3): Loss -0.7570, Sem 0.0647, dir -0.9732, norm 0.1516, swav 0.0000 LR: 6.817e-02 Score 97.792 Data time: 0.1310, Forward time: 2.3166, Backward time: 3.1300, DDP time: 0.0036, Total iter time: 5.2060 [2020-11-08 13:36:37,828][root][INFO] - ===> Epoch[577](1733/3): Loss -0.7368, Sem 0.0729, dir -0.9677, norm 0.1580, swav 0.0000 LR: 6.815e-02 Score 97.450 Data time: 0.1764, Forward time: 2.3139, Backward time: 3.1332, DDP time: 0.0036, Total iter time: 5.8511 [2020-11-08 13:36:44,327][root][INFO] - ===> Epoch[577](1734/3): Loss -0.7525, Sem 0.0706, dir -0.9740, norm 0.1509, swav 0.0000 LR: 6.813e-02 Score 97.610 Data time: 0.2370, Forward time: 2.3144, Backward time: 3.1355, DDP time: 0.0036, Total iter time: 6.4113 [2020-11-08 13:36:51,532][root][INFO] - ===> Epoch[578](1735/3): Loss -0.7416, Sem 0.0847, dir -0.9743, norm 0.1481, swav 0.0000 LR: 6.811e-02 Score 97.149 Data time: 0.2019, Forward time: 2.3136, Backward time: 3.1417, DDP time: 0.0036, Total iter time: 7.0908 [2020-11-08 13:36:57,251][root][INFO] - ===> Epoch[578](1736/3): Loss -0.7359, Sem 0.0763, dir -0.9735, norm 0.1613, swav 0.0000 LR: 6.809e-02 Score 97.427 Data time: 0.2130, Forward time: 2.3136, Backward time: 3.1412, DDP time: 0.0036, Total iter time: 5.6019 [2020-11-08 13:37:02,479][root][INFO] - ===> Epoch[578](1737/3): Loss -0.7391, Sem 0.0769, dir -0.9700, norm 0.1540, swav 0.0000 LR: 6.807e-02 Score 97.427 Data time: 0.1408, Forward time: 2.3102, Backward time: 3.1418, DDP time: 0.0036, Total iter time: 5.0825 [2020-11-08 13:37:09,418][root][INFO] - ===> Epoch[579](1738/3): Loss -0.7314, Sem 0.0893, dir -0.9672, norm 0.1465, swav 0.0000 LR: 6.806e-02 Score 97.065 Data time: 0.2562, Forward time: 2.3095, Backward time: 3.1467, DDP time: 0.0036, Total iter time: 6.8579 [2020-11-08 13:37:15,022][root][INFO] - ===> Epoch[579](1739/3): Loss -0.7479, Sem 0.0678, dir -0.9714, norm 0.1556, swav 0.0000 LR: 6.804e-02 Score 97.689 Data time: 0.2233, Forward time: 2.3089, Backward time: 3.1462, DDP time: 0.0036, Total iter time: 5.4861 [2020-11-08 13:37:21,287][root][INFO] - ===> Epoch[579](1740/3): Loss -0.7350, Sem 0.0881, dir -0.9715, norm 0.1484, swav 0.0000 LR: 6.802e-02 Score 97.120 Data time: 0.3110, Forward time: 2.3126, Backward time: 3.1441, DDP time: 0.0035, Total iter time: 6.1567 [2020-11-08 13:37:27,347][root][INFO] - ===> Epoch[580](1741/3): Loss -0.7445, Sem 0.0867, dir -0.9704, norm 0.1393, swav 0.0000 LR: 6.800e-02 Score 96.983 Data time: 0.2792, Forward time: 2.3159, Backward time: 3.1413, DDP time: 0.0036, Total iter time: 5.9335 [2020-11-08 13:37:33,350][root][INFO] - ===> Epoch[580](1742/3): Loss -0.7473, Sem 0.0744, dir -0.9740, norm 0.1523, swav 0.0000 LR: 6.798e-02 Score 97.469 Data time: 0.1843, Forward time: 2.3146, Backward time: 3.1427, DDP time: 0.0036, Total iter time: 5.8832 [2020-11-08 13:37:38,067][root][INFO] - ===> Epoch[580](1743/3): Loss -0.7281, Sem 0.0908, dir -0.9737, norm 0.1548, swav 0.0000 LR: 6.796e-02 Score 97.038 Data time: 0.1756, Forward time: 2.3128, Backward time: 3.1400, DDP time: 0.0036, Total iter time: 4.6026 [2020-11-08 13:37:43,444][root][INFO] - ===> Epoch[581](1744/3): Loss -0.7484, Sem 0.0738, dir -0.9679, norm 0.1456, swav 0.0000 LR: 6.794e-02 Score 97.473 Data time: 0.1337, Forward time: 2.3096, Backward time: 3.1415, DDP time: 0.0036, Total iter time: 5.2809 [2020-11-08 13:37:49,814][root][INFO] - ===> Epoch[581](1745/3): Loss -0.7441, Sem 0.0793, dir -0.9724, norm 0.1490, swav 0.0000 LR: 6.792e-02 Score 97.202 Data time: 0.1945, Forward time: 2.3082, Backward time: 3.1450, DDP time: 0.0036, Total iter time: 6.2748 [2020-11-08 13:37:54,372][root][INFO] - ===> Epoch[581](1746/3): Loss -0.7381, Sem 0.0800, dir -0.9678, norm 0.1497, swav 0.0000 LR: 6.791e-02 Score 97.245 Data time: 0.2455, Forward time: 2.3084, Backward time: 3.1396, DDP time: 0.0036, Total iter time: 4.4247 [2020-11-08 13:37:59,907][root][INFO] - ===> Epoch[582](1747/3): Loss -0.7298, Sem 0.0793, dir -0.9727, norm 0.1636, swav 0.0000 LR: 6.789e-02 Score 97.414 Data time: 0.2703, Forward time: 2.3108, Backward time: 3.1359, DDP time: 0.0036, Total iter time: 5.4133 [2020-11-08 13:38:06,001][root][INFO] - ===> Epoch[582](1748/3): Loss -0.7456, Sem 0.0774, dir -0.9736, norm 0.1506, swav 0.0000 LR: 6.787e-02 Score 97.378 Data time: 0.2825, Forward time: 2.3133, Backward time: 3.1342, DDP time: 0.0036, Total iter time: 5.9610 [2020-11-08 13:38:11,942][root][INFO] - ===> Epoch[582](1749/3): Loss -0.7347, Sem 0.0873, dir -0.9707, norm 0.1486, swav 0.0000 LR: 6.785e-02 Score 97.121 Data time: 0.2545, Forward time: 2.3151, Backward time: 3.1326, DDP time: 0.0036, Total iter time: 5.7970 [2020-11-08 13:38:17,242][root][INFO] - ===> Epoch[583](1750/3): Loss -0.7433, Sem 0.0744, dir -0.9698, norm 0.1521, swav 0.0000 LR: 6.783e-02 Score 97.544 Data time: 0.2135, Forward time: 2.3145, Backward time: 3.1308, DDP time: 0.0036, Total iter time: 5.1391 [2020-11-08 13:38:22,567][root][INFO] - ===> Epoch[583](1751/3): Loss -0.7428, Sem 0.0695, dir -0.9686, norm 0.1563, swav 0.0000 LR: 6.781e-02 Score 97.623 Data time: 0.2357, Forward time: 2.3151, Backward time: 3.1280, DDP time: 0.0036, Total iter time: 5.2055 [2020-11-08 13:38:28,258][root][INFO] - ===> Epoch[583](1752/3): Loss -0.7418, Sem 0.0831, dir -0.9715, norm 0.1466, swav 0.0000 LR: 6.779e-02 Score 97.184 Data time: 0.2130, Forward time: 2.3147, Backward time: 3.1278, DDP time: 0.0036, Total iter time: 5.5795 [2020-11-08 13:38:34,404][root][INFO] - ===> Epoch[584](1753/3): Loss -0.7449, Sem 0.0778, dir -0.9726, norm 0.1499, swav 0.0000 LR: 6.777e-02 Score 97.330 Data time: 0.3157, Forward time: 2.3179, Backward time: 3.1256, DDP time: 0.0036, Total iter time: 6.0313 [2020-11-08 13:38:39,647][root][INFO] - ===> Epoch[584](1754/3): Loss -0.7330, Sem 0.0761, dir -0.9726, norm 0.1635, swav 0.0000 LR: 6.776e-02 Score 97.398 Data time: 0.2371, Forward time: 2.3193, Backward time: 3.1218, DDP time: 0.0036, Total iter time: 5.1011 [2020-11-08 13:38:45,127][root][INFO] - ===> Epoch[584](1755/3): Loss -0.7562, Sem 0.0731, dir -0.9716, norm 0.1423, swav 0.0000 LR: 6.774e-02 Score 97.423 Data time: 0.1670, Forward time: 2.3170, Backward time: 3.1227, DDP time: 0.0036, Total iter time: 5.3555 [2020-11-08 13:38:50,781][root][INFO] - ===> Epoch[585](1756/3): Loss -0.7747, Sem 0.0660, dir -0.9749, norm 0.1343, swav 0.0000 LR: 6.772e-02 Score 97.704 Data time: 0.2417, Forward time: 2.3176, Backward time: 3.1215, DDP time: 0.0036, Total iter time: 5.5723 [2020-11-08 13:38:56,999][root][INFO] - ===> Epoch[585](1757/3): Loss -0.7492, Sem 0.0718, dir -0.9720, norm 0.1510, swav 0.0000 LR: 6.770e-02 Score 97.572 Data time: 0.2314, Forward time: 2.3171, Backward time: 3.1232, DDP time: 0.0036, Total iter time: 6.0988 [2020-11-08 13:39:02,868][root][INFO] - ===> Epoch[585](1758/3): Loss -0.7295, Sem 0.0766, dir -0.9675, norm 0.1614, swav 0.0000 LR: 6.768e-02 Score 97.345 Data time: 0.1791, Forward time: 2.3152, Backward time: 3.1253, DDP time: 0.0036, Total iter time: 5.7783 [2020-11-08 13:39:07,999][root][INFO] - ===> Epoch[586](1759/3): Loss -0.7375, Sem 0.0715, dir -0.9737, norm 0.1647, swav 0.0000 LR: 6.766e-02 Score 97.542 Data time: 0.2422, Forward time: 2.3166, Backward time: 3.1215, DDP time: 0.0036, Total iter time: 5.0583 [2020-11-08 13:39:13,536][root][INFO] - ===> Epoch[586](1760/3): Loss -0.7604, Sem 0.0692, dir -0.9695, norm 0.1400, swav 0.0000 LR: 6.764e-02 Score 97.620 Data time: 0.1777, Forward time: 2.3151, Backward time: 3.1220, DDP time: 0.0036, Total iter time: 5.4322 [2020-11-08 13:39:20,187][root][INFO] - ===> Epoch[586](1761/3): Loss -0.7502, Sem 0.0706, dir -0.9728, norm 0.1520, swav 0.0000 LR: 6.762e-02 Score 97.596 Data time: 0.2092, Forward time: 2.3126, Backward time: 3.1272, DDP time: 0.0036, Total iter time: 6.5351 [2020-11-08 13:39:25,728][root][INFO] - ===> Epoch[587](1762/3): Loss -0.7408, Sem 0.0686, dir -0.9680, norm 0.1585, swav 0.0000 LR: 6.760e-02 Score 97.637 Data time: 0.2524, Forward time: 2.3136, Backward time: 3.1252, DDP time: 0.0036, Total iter time: 5.4598 [2020-11-08 13:39:31,253][root][INFO] - ===> Epoch[587](1763/3): Loss -0.7530, Sem 0.0765, dir -0.9743, norm 0.1448, swav 0.0000 LR: 6.759e-02 Score 97.335 Data time: 0.1951, Forward time: 2.3120, Backward time: 3.1256, DDP time: 0.0036, Total iter time: 5.4023 [2020-11-08 13:39:36,880][root][INFO] - ===> Epoch[587](1764/3): Loss -0.7493, Sem 0.0733, dir -0.9700, norm 0.1474, swav 0.0000 LR: 6.757e-02 Score 97.478 Data time: 0.2760, Forward time: 2.3143, Backward time: 3.1224, DDP time: 0.0036, Total iter time: 5.5236 [2020-11-08 13:39:43,126][root][INFO] - ===> Epoch[588](1765/3): Loss -0.7506, Sem 0.0735, dir -0.9728, norm 0.1487, swav 0.0000 LR: 6.755e-02 Score 97.442 Data time: 0.2213, Forward time: 2.3143, Backward time: 3.1238, DDP time: 0.0036, Total iter time: 6.1218 [2020-11-08 13:39:48,899][root][INFO] - ===> Epoch[588](1766/3): Loss -0.7651, Sem 0.0662, dir -0.9728, norm 0.1415, swav 0.0000 LR: 6.753e-02 Score 97.698 Data time: 0.2019, Forward time: 2.3139, Backward time: 3.1237, DDP time: 0.0036, Total iter time: 5.6666 [2020-11-08 13:39:54,111][root][INFO] - ===> Epoch[588](1767/3): Loss -0.7613, Sem 0.0680, dir -0.9730, norm 0.1436, swav 0.0000 LR: 6.751e-02 Score 97.720 Data time: 0.1872, Forward time: 2.3127, Backward time: 3.1228, DDP time: 0.0036, Total iter time: 5.1203 [2020-11-08 13:39:59,596][root][INFO] - ===> Epoch[589](1768/3): Loss -0.7506, Sem 0.0721, dir -0.9718, norm 0.1491, swav 0.0000 LR: 6.749e-02 Score 97.544 Data time: 0.1964, Forward time: 2.3118, Backward time: 3.1225, DDP time: 0.0036, Total iter time: 5.3954 [2020-11-08 13:40:05,663][root][INFO] - ===> Epoch[589](1769/3): Loss -0.7432, Sem 0.0671, dir -0.9708, norm 0.1605, swav 0.0000 LR: 6.747e-02 Score 97.723 Data time: 0.2057, Forward time: 2.3112, Backward time: 3.1239, DDP time: 0.0036, Total iter time: 5.9531 [2020-11-08 13:40:11,510][root][INFO] - ===> Epoch[589](1770/3): Loss -0.7458, Sem 0.0865, dir -0.9733, norm 0.1410, swav 0.0000 LR: 6.745e-02 Score 97.023 Data time: 0.1104, Forward time: 2.3068, Backward time: 3.1290, DDP time: 0.0036, Total iter time: 5.7326 [2020-11-08 13:40:17,102][root][INFO] - ===> Epoch[590](1771/3): Loss -0.7467, Sem 0.0696, dir -0.9697, norm 0.1533, swav 0.0000 LR: 6.744e-02 Score 97.589 Data time: 0.1865, Forward time: 2.3057, Backward time: 3.1295, DDP time: 0.0036, Total iter time: 5.5464 [2020-11-08 13:40:22,547][root][INFO] - ===> Epoch[590](1772/3): Loss -0.7624, Sem 0.0687, dir -0.9728, norm 0.1416, swav 0.0000 LR: 6.742e-02 Score 97.599 Data time: 0.1881, Forward time: 2.3047, Backward time: 3.1292, DDP time: 0.0036, Total iter time: 5.3498 [2020-11-08 13:40:28,599][root][INFO] - ===> Epoch[590](1773/3): Loss -0.7496, Sem 0.0703, dir -0.9739, norm 0.1540, swav 0.0000 LR: 6.740e-02 Score 97.645 Data time: 0.2014, Forward time: 2.3043, Backward time: 3.1304, DDP time: 0.0036, Total iter time: 5.9471 [2020-11-08 13:40:33,120][root][INFO] - ===> Epoch[591](1774/3): Loss -0.7516, Sem 0.0729, dir -0.9735, norm 0.1489, swav 0.0000 LR: 6.738e-02 Score 97.482 Data time: 0.2062, Forward time: 2.3035, Backward time: 3.1262, DDP time: 0.0036, Total iter time: 4.4055 [2020-11-08 13:40:38,574][root][INFO] - ===> Epoch[591](1775/3): Loss -0.7594, Sem 0.0620, dir -0.9707, norm 0.1492, swav 0.0000 LR: 6.736e-02 Score 97.870 Data time: 0.2298, Forward time: 2.3041, Backward time: 3.1243, DDP time: 0.0036, Total iter time: 5.3344 [2020-11-08 13:40:43,677][root][INFO] - ===> Epoch[591](1776/3): Loss -0.7352, Sem 0.0726, dir -0.9680, norm 0.1601, swav 0.0000 LR: 6.734e-02 Score 97.509 Data time: 0.2465, Forward time: 2.3053, Backward time: 3.1204, DDP time: 0.0036, Total iter time: 4.9723 [2020-11-08 13:40:48,292][root][INFO] - ===> Epoch[592](1777/3): Loss -0.7420, Sem 0.0763, dir -0.9710, norm 0.1527, swav 0.0000 LR: 6.732e-02 Score 97.452 Data time: 0.2173, Forward time: 2.3052, Backward time: 3.1162, DDP time: 0.0036, Total iter time: 4.4636 [2020-11-08 13:40:53,551][root][INFO] - ===> Epoch[592](1778/3): Loss -0.7491, Sem 0.0705, dir -0.9726, norm 0.1530, swav 0.0000 LR: 6.730e-02 Score 97.582 Data time: 0.2313, Forward time: 2.3055, Backward time: 3.1138, DDP time: 0.0036, Total iter time: 5.1389 [2020-11-08 13:40:58,767][root][INFO] - ===> Epoch[592](1779/3): Loss -0.7375, Sem 0.0690, dir -0.9691, norm 0.1627, swav 0.0000 LR: 6.729e-02 Score 97.594 Data time: 0.2423, Forward time: 2.3060, Backward time: 3.1112, DDP time: 0.0036, Total iter time: 5.1053 [2020-11-08 13:41:04,410][root][INFO] - ===> Epoch[593](1780/3): Loss -0.7632, Sem 0.0620, dir -0.9737, norm 0.1486, swav 0.0000 LR: 6.727e-02 Score 97.806 Data time: 0.2851, Forward time: 2.3080, Backward time: 3.1083, DDP time: 0.0036, Total iter time: 5.4844 [2020-11-08 13:41:10,831][root][INFO] - ===> Epoch[593](1781/3): Loss -0.7529, Sem 0.0730, dir -0.9735, norm 0.1476, swav 0.0000 LR: 6.725e-02 Score 97.510 Data time: 0.2389, Forward time: 2.3092, Backward time: 3.1092, DDP time: 0.0036, Total iter time: 6.2849 [2020-11-08 13:41:18,143][root][INFO] - ===> Epoch[593](1782/3): Loss -0.7395, Sem 0.0746, dir -0.9689, norm 0.1548, swav 0.0000 LR: 6.723e-02 Score 97.506 Data time: 0.1987, Forward time: 2.3087, Backward time: 3.1147, DDP time: 0.0036, Total iter time: 7.1900 [2020-11-08 13:41:23,808][root][INFO] - ===> Epoch[594](1783/3): Loss -0.7429, Sem 0.0685, dir -0.9730, norm 0.1616, swav 0.0000 LR: 6.721e-02 Score 97.647 Data time: 0.2064, Forward time: 2.3080, Backward time: 3.1149, DDP time: 0.0036, Total iter time: 5.5584 [2020-11-08 13:41:29,735][root][INFO] - ===> Epoch[594](1784/3): Loss -0.7498, Sem 0.0674, dir -0.9712, norm 0.1540, swav 0.0000 LR: 6.719e-02 Score 97.702 Data time: 0.2711, Forward time: 2.3104, Backward time: 3.1129, DDP time: 0.0036, Total iter time: 5.8388 [2020-11-08 13:41:35,256][root][INFO] - ===> Epoch[594](1785/3): Loss -0.7619, Sem 0.0749, dir -0.9755, norm 0.1388, swav 0.0000 LR: 6.717e-02 Score 97.491 Data time: 0.2701, Forward time: 2.3115, Backward time: 3.1106, DDP time: 0.0036, Total iter time: 5.4016 [2020-11-08 13:41:42,211][root][INFO] - ===> Epoch[595](1786/3): Loss -0.7337, Sem 0.0808, dir -0.9712, norm 0.1566, swav 0.0000 LR: 6.715e-02 Score 97.389 Data time: 0.3712, Forward time: 2.3158, Backward time: 3.1100, DDP time: 0.0036, Total iter time: 6.8392 [2020-11-08 13:41:48,051][root][INFO] - ===> Epoch[595](1787/3): Loss -0.7609, Sem 0.0689, dir -0.9742, norm 0.1444, swav 0.0000 LR: 6.713e-02 Score 97.597 Data time: 0.1548, Forward time: 2.3140, Backward time: 3.1117, DDP time: 0.0036, Total iter time: 5.7082 [2020-11-08 13:41:53,929][root][INFO] - ===> Epoch[595](1788/3): Loss -0.7562, Sem 0.0677, dir -0.9682, norm 0.1443, swav 0.0000 LR: 6.712e-02 Score 97.664 Data time: 0.2460, Forward time: 2.3147, Backward time: 3.1113, DDP time: 0.0036, Total iter time: 5.7896 [2020-11-08 13:42:00,459][root][INFO] - ===> Epoch[596](1789/3): Loss -0.7358, Sem 0.0714, dir -0.9682, norm 0.1611, swav 0.0000 LR: 6.710e-02 Score 97.591 Data time: 0.2094, Forward time: 2.3129, Backward time: 3.1151, DDP time: 0.0036, Total iter time: 6.3879 [2020-11-08 13:42:05,026][root][INFO] - ===> Epoch[596](1790/3): Loss -0.7421, Sem 0.0756, dir -0.9745, norm 0.1567, swav 0.0000 LR: 6.708e-02 Score 97.328 Data time: 0.1901, Forward time: 2.3123, Backward time: 3.1117, DDP time: 0.0036, Total iter time: 4.4770 [2020-11-08 13:42:11,224][root][INFO] - ===> Epoch[596](1791/3): Loss -0.7637, Sem 0.0607, dir -0.9719, norm 0.1475, swav 0.0000 LR: 6.706e-02 Score 97.896 Data time: 0.1201, Forward time: 2.3088, Backward time: 3.1170, DDP time: 0.0036, Total iter time: 6.1044 [2020-11-08 13:42:18,800][root][INFO] - ===> Epoch[597](1792/3): Loss -0.7290, Sem 0.0700, dir -0.9721, norm 0.1731, swav 0.0000 LR: 6.704e-02 Score 97.594 Data time: 0.1949, Forward time: 2.3072, Backward time: 3.1245, DDP time: 0.0036, Total iter time: 7.4849 [2020-11-08 13:42:23,821][root][INFO] - ===> Epoch[597](1793/3): Loss -0.7452, Sem 0.0722, dir -0.9699, norm 0.1525, swav 0.0000 LR: 6.702e-02 Score 97.496 Data time: 0.2304, Forward time: 2.3082, Backward time: 3.1209, DDP time: 0.0036, Total iter time: 4.9092 [2020-11-08 13:42:30,426][root][INFO] - ===> Epoch[597](1794/3): Loss -0.7580, Sem 0.0673, dir -0.9726, norm 0.1474, swav 0.0000 LR: 6.700e-02 Score 97.666 Data time: 0.1982, Forward time: 2.3075, Backward time: 3.1240, DDP time: 0.0036, Total iter time: 6.4811 [2020-11-08 13:42:36,256][root][INFO] - ===> Epoch[598](1795/3): Loss -0.7434, Sem 0.0684, dir -0.9713, norm 0.1595, swav 0.0000 LR: 6.698e-02 Score 97.625 Data time: 0.1883, Forward time: 2.3065, Backward time: 3.1251, DDP time: 0.0036, Total iter time: 5.7238 [2020-11-08 13:42:42,140][root][INFO] - ===> Epoch[598](1796/3): Loss -0.7238, Sem 0.0755, dir -0.9679, norm 0.1685, swav 0.0000 LR: 6.697e-02 Score 97.342 Data time: 0.1416, Forward time: 2.3040, Backward time: 3.1278, DDP time: 0.0036, Total iter time: 5.7846 [2020-11-08 13:42:47,054][root][INFO] - ===> Epoch[598](1797/3): Loss -0.7624, Sem 0.0642, dir -0.9709, norm 0.1443, swav 0.0000 LR: 6.695e-02 Score 97.772 Data time: 0.1861, Forward time: 2.3027, Backward time: 3.1263, DDP time: 0.0036, Total iter time: 4.8337 [2020-11-08 13:42:52,935][root][INFO] - ===> Epoch[599](1798/3): Loss -0.7465, Sem 0.0676, dir -0.9714, norm 0.1573, swav 0.0000 LR: 6.693e-02 Score 97.760 Data time: 0.1589, Forward time: 2.3006, Backward time: 3.1286, DDP time: 0.0036, Total iter time: 5.7792 [2020-11-08 13:42:59,423][root][INFO] - ===> Epoch[599](1799/3): Loss -0.7380, Sem 0.0637, dir -0.9653, norm 0.1636, swav 0.0000 LR: 6.691e-02 Score 97.818 Data time: 0.3478, Forward time: 2.3027, Backward time: 3.1284, DDP time: 0.0036, Total iter time: 6.3945 [2020-11-08 13:43:05,594][root][INFO] - ===> Epoch[599](1800/3): Loss -0.7495, Sem 0.0748, dir -0.9723, norm 0.1480, swav 0.0000 LR: 6.689e-02 Score 97.399 Data time: 0.3078, Forward time: 2.3057, Backward time: 3.1264, DDP time: 0.0036, Total iter time: 6.0588 [2020-11-08 13:43:10,947][root][INFO] - ===> Epoch[600](1801/3): Loss -0.7398, Sem 0.0681, dir -0.9680, norm 0.1602, swav 0.0000 LR: 6.687e-02 Score 97.610 Data time: 0.2412, Forward time: 2.3067, Backward time: 3.1238, DDP time: 0.0036, Total iter time: 5.1949 [2020-11-08 13:43:16,218][root][INFO] - ===> Epoch[600](1802/3): Loss -0.7477, Sem 0.0646, dir -0.9700, norm 0.1577, swav 0.0000 LR: 6.685e-02 Score 97.764 Data time: 0.2036, Forward time: 2.3059, Backward time: 3.1227, DDP time: 0.0036, Total iter time: 5.1494 [2020-11-08 13:43:22,683][root][INFO] - ===> Epoch[600](1803/3): Loss -0.7570, Sem 0.0667, dir -0.9747, norm 0.1510, swav 0.0000 LR: 6.683e-02 Score 97.740 Data time: 0.1870, Forward time: 2.3046, Backward time: 3.1260, DDP time: 0.0036, Total iter time: 6.3631 [2020-11-08 13:43:28,884][root][INFO] - ===> Epoch[601](1804/3): Loss -0.7570, Sem 0.0665, dir -0.9707, norm 0.1472, swav 0.0000 LR: 6.681e-02 Score 97.701 Data time: 0.2149, Forward time: 2.3039, Backward time: 3.1278, DDP time: 0.0036, Total iter time: 6.0999 [2020-11-08 13:43:34,758][root][INFO] - ===> Epoch[601](1805/3): Loss -0.7479, Sem 0.0662, dir -0.9715, norm 0.1574, swav 0.0000 LR: 6.680e-02 Score 97.727 Data time: 0.2906, Forward time: 2.3063, Backward time: 3.1254, DDP time: 0.0036, Total iter time: 5.7769 [2020-11-08 13:43:39,916][root][INFO] - ===> Epoch[601](1806/3): Loss -0.7561, Sem 0.0644, dir -0.9724, norm 0.1519, swav 0.0000 LR: 6.678e-02 Score 97.775 Data time: 0.2029, Forward time: 2.3061, Backward time: 3.1235, DDP time: 0.0036, Total iter time: 5.0220 [2020-11-08 13:43:44,876][root][INFO] - ===> Epoch[602](1807/3): Loss -0.7480, Sem 0.0687, dir -0.9700, norm 0.1534, swav 0.0000 LR: 6.676e-02 Score 97.615 Data time: 0.2081, Forward time: 2.3056, Backward time: 3.1213, DDP time: 0.0036, Total iter time: 4.8454 [2020-11-08 13:43:51,482][root][INFO] - ===> Epoch[602](1808/3): Loss -0.7576, Sem 0.0666, dir -0.9727, norm 0.1485, swav 0.0000 LR: 6.674e-02 Score 97.673 Data time: 0.2165, Forward time: 2.3052, Backward time: 3.1241, DDP time: 0.0036, Total iter time: 6.4805 [2020-11-08 13:43:56,834][root][INFO] - ===> Epoch[602](1809/3): Loss -0.7490, Sem 0.0716, dir -0.9726, norm 0.1520, swav 0.0000 LR: 6.672e-02 Score 97.533 Data time: 0.1775, Forward time: 2.3043, Backward time: 3.1232, DDP time: 0.0036, Total iter time: 5.2459 [2020-11-08 13:44:03,910][root][INFO] - ===> Epoch[603](1810/3): Loss -0.7366, Sem 0.0684, dir -0.9681, norm 0.1632, swav 0.0000 LR: 6.670e-02 Score 97.677 Data time: 0.1651, Forward time: 2.3013, Backward time: 3.1306, DDP time: 0.0036, Total iter time: 6.9618 [2020-11-08 13:44:08,745][root][INFO] - ===> Epoch[603](1811/3): Loss -0.7530, Sem 0.0613, dir -0.9691, norm 0.1547, swav 0.0000 LR: 6.668e-02 Score 97.876 Data time: 0.2333, Forward time: 2.3013, Backward time: 3.1277, DDP time: 0.0036, Total iter time: 4.7831 [2020-11-08 13:44:16,670][root][INFO] - ===> Epoch[603](1812/3): Loss -0.7599, Sem 0.0663, dir -0.9748, norm 0.1485, swav 0.0000 LR: 6.666e-02 Score 97.714 Data time: 0.4634, Forward time: 2.3067, Backward time: 3.1285, DDP time: 0.0036, Total iter time: 7.8133 [2020-11-08 13:44:23,432][root][INFO] - ===> Epoch[604](1813/3): Loss -0.7543, Sem 0.0686, dir -0.9731, norm 0.1503, swav 0.0000 LR: 6.665e-02 Score 97.625 Data time: 0.3391, Forward time: 2.3105, Backward time: 3.1273, DDP time: 0.0036, Total iter time: 6.6106 [2020-11-08 13:44:29,861][root][INFO] - ===> Epoch[604](1814/3): Loss -0.7307, Sem 0.0666, dir -0.9682, norm 0.1708, swav 0.0000 LR: 6.663e-02 Score 97.707 Data time: 0.3248, Forward time: 2.3136, Backward time: 3.1259, DDP time: 0.0035, Total iter time: 6.3019 [2020-11-08 13:44:35,579][root][INFO] - ===> Epoch[604](1815/3): Loss -0.7452, Sem 0.0740, dir -0.9690, norm 0.1498, swav 0.0000 LR: 6.661e-02 Score 97.445 Data time: 0.1327, Forward time: 2.3113, Backward time: 3.1282, DDP time: 0.0035, Total iter time: 5.5923 [2020-11-08 13:44:41,538][root][INFO] - ===> Epoch[605](1816/3): Loss -0.7335, Sem 0.0708, dir -0.9678, norm 0.1636, swav 0.0000 LR: 6.659e-02 Score 97.584 Data time: 0.2311, Forward time: 2.3107, Backward time: 3.1291, DDP time: 0.0035, Total iter time: 5.8491 [2020-11-08 13:44:48,065][root][INFO] - ===> Epoch[605](1817/3): Loss -0.7507, Sem 0.0663, dir -0.9711, norm 0.1542, swav 0.0000 LR: 6.657e-02 Score 97.761 Data time: 0.1657, Forward time: 2.3089, Backward time: 3.1329, DDP time: 0.0035, Total iter time: 6.4180 [2020-11-08 13:44:54,002][root][INFO] - ===> Epoch[605](1818/3): Loss -0.7576, Sem 0.0548, dir -0.9719, norm 0.1595, swav 0.0000 LR: 6.655e-02 Score 98.085 Data time: 0.2143, Forward time: 2.3090, Backward time: 3.1333, DDP time: 0.0035, Total iter time: 5.8759 [2020-11-08 13:44:59,154][root][INFO] - ===> Epoch[606](1819/3): Loss -0.7436, Sem 0.0699, dir -0.9689, norm 0.1554, swav 0.0000 LR: 6.653e-02 Score 97.592 Data time: 0.2433, Forward time: 2.3096, Backward time: 3.1306, DDP time: 0.0035, Total iter time: 5.0304 [2020-11-08 13:45:04,493][root][INFO] - ===> Epoch[606](1820/3): Loss -0.7575, Sem 0.0702, dir -0.9728, norm 0.1451, swav 0.0000 LR: 6.651e-02 Score 97.571 Data time: 0.2341, Forward time: 2.3103, Backward time: 3.1283, DDP time: 0.0035, Total iter time: 5.2353 [2020-11-08 13:45:10,590][root][INFO] - ===> Epoch[606](1821/3): Loss -0.7417, Sem 0.0651, dir -0.9633, norm 0.1565, swav 0.0000 LR: 6.649e-02 Score 97.669 Data time: 0.2193, Forward time: 2.3105, Backward time: 3.1289, DDP time: 0.0035, Total iter time: 5.9648 [2020-11-08 13:45:17,165][root][INFO] - ===> Epoch[607](1822/3): Loss -0.7665, Sem 0.0661, dir -0.9759, norm 0.1432, swav 0.0000 LR: 6.648e-02 Score 97.705 Data time: 0.1306, Forward time: 2.3075, Backward time: 3.1345, DDP time: 0.0035, Total iter time: 6.4525 [2020-11-08 13:45:22,831][root][INFO] - ===> Epoch[607](1823/3): Loss -0.7501, Sem 0.0620, dir -0.9672, norm 0.1551, swav 0.0000 LR: 6.646e-02 Score 97.898 Data time: 0.1884, Forward time: 2.3058, Backward time: 3.1356, DDP time: 0.0035, Total iter time: 5.6075 [2020-11-08 13:45:28,165][root][INFO] - ===> Epoch[607](1824/3): Loss -0.7433, Sem 0.0654, dir -0.9689, norm 0.1602, swav 0.0000 LR: 6.644e-02 Score 97.702 Data time: 0.2565, Forward time: 2.3071, Backward time: 3.1329, DDP time: 0.0035, Total iter time: 5.2385 [2020-11-08 13:45:34,873][root][INFO] - ===> Epoch[608](1825/3): Loss -0.7487, Sem 0.0699, dir -0.9753, norm 0.1567, swav 0.0000 LR: 6.642e-02 Score 97.553 Data time: 0.2159, Forward time: 2.3071, Backward time: 3.1354, DDP time: 0.0035, Total iter time: 6.5923 [2020-11-08 13:45:40,201][root][INFO] - ===> Epoch[608](1826/3): Loss -0.7386, Sem 0.0679, dir -0.9634, norm 0.1569, swav 0.0000 LR: 6.640e-02 Score 97.674 Data time: 0.2089, Forward time: 2.3067, Backward time: 3.1343, DDP time: 0.0035, Total iter time: 5.2129 [2020-11-08 13:45:46,680][root][INFO] - ===> Epoch[608](1827/3): Loss -0.7524, Sem 0.0621, dir -0.9715, norm 0.1570, swav 0.0000 LR: 6.638e-02 Score 97.861 Data time: 0.2554, Forward time: 2.3079, Backward time: 3.1349, DDP time: 0.0036, Total iter time: 6.3860 [2020-11-08 13:45:51,356][root][INFO] - ===> Epoch[609](1828/3): Loss -0.7479, Sem 0.0684, dir -0.9742, norm 0.1579, swav 0.0000 LR: 6.636e-02 Score 97.665 Data time: 0.2218, Forward time: 2.3081, Backward time: 3.1308, DDP time: 0.0036, Total iter time: 4.5595 [2020-11-08 13:45:56,757][root][INFO] - ===> Epoch[609](1829/3): Loss -0.7426, Sem 0.0658, dir -0.9696, norm 0.1612, swav 0.0000 LR: 6.634e-02 Score 97.726 Data time: 0.1770, Forward time: 2.3068, Backward time: 3.1308, DDP time: 0.0036, Total iter time: 5.2811 [2020-11-08 13:46:03,609][root][INFO] - ===> Epoch[609](1830/3): Loss -0.7619, Sem 0.0687, dir -0.9733, norm 0.1427, swav 0.0000 LR: 6.633e-02 Score 97.621 Data time: 0.2117, Forward time: 2.3065, Backward time: 3.1341, DDP time: 0.0036, Total iter time: 6.7428 [2020-11-08 13:46:09,218][root][INFO] - ===> Epoch[610](1831/3): Loss -0.7515, Sem 0.0633, dir -0.9712, norm 0.1564, swav 0.0000 LR: 6.631e-02 Score 97.794 Data time: 0.2103, Forward time: 2.3069, Backward time: 3.1330, DDP time: 0.0036, Total iter time: 5.4895 [2020-11-08 13:46:14,747][root][INFO] - ===> Epoch[610](1832/3): Loss -0.7553, Sem 0.0640, dir -0.9726, norm 0.1533, swav 0.0000 LR: 6.629e-02 Score 97.777 Data time: 0.1721, Forward time: 2.3054, Backward time: 3.1335, DDP time: 0.0036, Total iter time: 5.4025 [2020-11-08 13:46:21,214][root][INFO] - ===> Epoch[610](1833/3): Loss -0.7676, Sem 0.0691, dir -0.9709, norm 0.1342, swav 0.0000 LR: 6.627e-02 Score 97.640 Data time: 0.2184, Forward time: 2.3049, Backward time: 3.1359, DDP time: 0.0036, Total iter time: 6.3833 [2020-11-08 13:46:28,866][root][INFO] - ===> Epoch[611](1834/3): Loss -0.7616, Sem 0.0595, dir -0.9751, norm 0.1540, swav 0.0000 LR: 6.625e-02 Score 97.946 Data time: 0.2129, Forward time: 2.3045, Backward time: 3.1415, DDP time: 0.0036, Total iter time: 7.5437 [2020-11-08 13:46:34,873][root][INFO] - ===> Epoch[611](1835/3): Loss -0.7505, Sem 0.0722, dir -0.9722, norm 0.1494, swav 0.0000 LR: 6.623e-02 Score 97.518 Data time: 0.2468, Forward time: 2.3054, Backward time: 3.1410, DDP time: 0.0036, Total iter time: 5.8977 [2020-11-08 13:46:41,605][root][INFO] - ===> Epoch[611](1836/3): Loss -0.7631, Sem 0.0651, dir -0.9739, norm 0.1457, swav 0.0000 LR: 6.621e-02 Score 97.749 Data time: 0.1809, Forward time: 2.3043, Backward time: 3.1446, DDP time: 0.0036, Total iter time: 6.6028 [2020-11-08 13:46:47,796][root][INFO] - ===> Epoch[612](1837/3): Loss -0.7389, Sem 0.0687, dir -0.9694, norm 0.1618, swav 0.0000 LR: 6.619e-02 Score 97.674 Data time: 0.1478, Forward time: 2.3022, Backward time: 3.1477, DDP time: 0.0036, Total iter time: 6.1071 [2020-11-08 13:46:53,238][root][INFO] - ===> Epoch[612](1838/3): Loss -0.7690, Sem 0.0594, dir -0.9720, norm 0.1436, swav 0.0000 LR: 6.617e-02 Score 97.923 Data time: 0.2684, Forward time: 2.3037, Backward time: 3.1452, DDP time: 0.0036, Total iter time: 5.3856 [2020-11-08 13:46:58,948][root][INFO] - ===> Epoch[612](1839/3): Loss -0.7482, Sem 0.0685, dir -0.9717, norm 0.1550, swav 0.0000 LR: 6.616e-02 Score 97.636 Data time: 0.2365, Forward time: 2.3044, Backward time: 3.1441, DDP time: 0.0036, Total iter time: 5.5798 [2020-11-08 13:47:04,923][root][INFO] - ===> Epoch[613](1840/3): Loss -0.7497, Sem 0.0694, dir -0.9716, norm 0.1526, swav 0.0000 LR: 6.614e-02 Score 97.590 Data time: 0.1951, Forward time: 2.3037, Backward time: 3.1451, DDP time: 0.0036, Total iter time: 5.8557 [2020-11-08 13:47:10,214][root][INFO] - ===> Epoch[613](1841/3): Loss -0.7531, Sem 0.0684, dir -0.9754, norm 0.1539, swav 0.0000 LR: 6.612e-02 Score 97.656 Data time: 0.2382, Forward time: 2.3047, Backward time: 3.1425, DDP time: 0.0036, Total iter time: 5.1699 [2020-11-08 13:47:16,205][root][INFO] - ===> Epoch[613](1842/3): Loss -0.7526, Sem 0.0710, dir -0.9708, norm 0.1472, swav 0.0000 LR: 6.610e-02 Score 97.506 Data time: 0.1266, Forward time: 2.3024, Backward time: 3.1453, DDP time: 0.0036, Total iter time: 5.8690 [2020-11-08 13:47:21,884][root][INFO] - ===> Epoch[614](1843/3): Loss -0.7642, Sem 0.0585, dir -0.9710, norm 0.1483, swav 0.0000 LR: 6.608e-02 Score 98.032 Data time: 0.1732, Forward time: 2.3005, Backward time: 3.1467, DDP time: 0.0036, Total iter time: 5.5869 [2020-11-08 13:47:27,149][root][INFO] - ===> Epoch[614](1844/3): Loss -0.7576, Sem 0.0686, dir -0.9721, norm 0.1460, swav 0.0000 LR: 6.606e-02 Score 97.599 Data time: 0.2327, Forward time: 2.3012, Backward time: 3.1445, DDP time: 0.0036, Total iter time: 5.1802 [2020-11-08 13:47:33,412][root][INFO] - ===> Epoch[614](1845/3): Loss -0.7567, Sem 0.0689, dir -0.9743, norm 0.1488, swav 0.0000 LR: 6.604e-02 Score 97.599 Data time: 0.1549, Forward time: 2.2983, Backward time: 3.1489, DDP time: 0.0036, Total iter time: 6.1383 [2020-11-08 13:47:39,702][root][INFO] - ===> Epoch[615](1846/3): Loss -0.7439, Sem 0.0654, dir -0.9728, norm 0.1636, swav 0.0000 LR: 6.602e-02 Score 97.736 Data time: 0.2412, Forward time: 2.2989, Backward time: 3.1496, DDP time: 0.0036, Total iter time: 6.2022 [2020-11-08 13:47:44,945][root][INFO] - ===> Epoch[615](1847/3): Loss -0.7741, Sem 0.0681, dir -0.9762, norm 0.1339, swav 0.0000 LR: 6.600e-02 Score 97.619 Data time: 0.2473, Forward time: 2.2987, Backward time: 3.1479, DDP time: 0.0036, Total iter time: 5.1225 [2020-11-08 13:47:50,328][root][INFO] - ===> Epoch[615](1848/3): Loss -0.7649, Sem 0.0619, dir -0.9726, norm 0.1458, swav 0.0000 LR: 6.599e-02 Score 97.846 Data time: 0.2573, Forward time: 2.3000, Backward time: 3.1454, DDP time: 0.0035, Total iter time: 5.2707 [2020-11-08 13:47:55,808][root][INFO] - ===> Epoch[616](1849/3): Loss -0.7376, Sem 0.0672, dir -0.9664, norm 0.1616, swav 0.0000 LR: 6.597e-02 Score 97.691 Data time: 0.1506, Forward time: 2.2982, Backward time: 3.1461, DDP time: 0.0035, Total iter time: 5.3663 [2020-11-08 13:48:01,702][root][INFO] - ===> Epoch[616](1850/3): Loss -0.7496, Sem 0.0703, dir -0.9722, norm 0.1523, swav 0.0000 LR: 6.595e-02 Score 97.577 Data time: 0.1899, Forward time: 2.2972, Backward time: 3.1473, DDP time: 0.0035, Total iter time: 5.7992 [2020-11-08 13:48:06,499][root][INFO] - ===> Epoch[616](1851/3): Loss -0.7643, Sem 0.0627, dir -0.9718, norm 0.1448, swav 0.0000 LR: 6.593e-02 Score 97.811 Data time: 0.1528, Forward time: 2.2952, Backward time: 3.1464, DDP time: 0.0036, Total iter time: 4.6821 [2020-11-08 13:48:13,167][root][INFO] - ===> Epoch[617](1852/3): Loss -0.7476, Sem 0.0672, dir -0.9727, norm 0.1579, swav 0.0000 LR: 6.591e-02 Score 97.683 Data time: 0.2131, Forward time: 2.2950, Backward time: 3.1489, DDP time: 0.0036, Total iter time: 6.5630 [2020-11-08 13:48:18,577][root][INFO] - ===> Epoch[617](1853/3): Loss -0.7517, Sem 0.0655, dir -0.9729, norm 0.1558, swav 0.0000 LR: 6.589e-02 Score 97.764 Data time: 0.2667, Forward time: 2.2964, Backward time: 3.1461, DDP time: 0.0036, Total iter time: 5.2856 [2020-11-08 13:48:24,424][root][INFO] - ===> Epoch[617](1854/3): Loss -0.7645, Sem 0.0648, dir -0.9721, norm 0.1428, swav 0.0000 LR: 6.587e-02 Score 97.818 Data time: 0.2241, Forward time: 2.2963, Backward time: 3.1460, DDP time: 0.0036, Total iter time: 5.7138 [2020-11-08 13:48:29,625][root][INFO] - ===> Epoch[618](1855/3): Loss -0.7315, Sem 0.0683, dir -0.9690, norm 0.1691, swav 0.0000 LR: 6.585e-02 Score 97.640 Data time: 0.2435, Forward time: 2.2965, Backward time: 3.1440, DDP time: 0.0036, Total iter time: 5.0709 [2020-11-08 13:48:34,831][root][INFO] - ===> Epoch[618](1856/3): Loss -0.7497, Sem 0.0630, dir -0.9706, norm 0.1579, swav 0.0000 LR: 6.584e-02 Score 97.806 Data time: 0.2419, Forward time: 2.2973, Backward time: 3.1415, DDP time: 0.0036, Total iter time: 5.0857 [2020-11-08 13:48:42,273][root][INFO] - ===> Epoch[618](1857/3): Loss -0.7546, Sem 0.0670, dir -0.9705, norm 0.1489, swav 0.0000 LR: 6.582e-02 Score 97.695 Data time: 0.1480, Forward time: 2.2953, Backward time: 3.1476, DDP time: 0.0036, Total iter time: 7.2904 [2020-11-08 13:48:46,594][root][INFO] - ===> Epoch[619](1858/3): Loss -0.7644, Sem 0.0673, dir -0.9725, norm 0.1408, swav 0.0000 LR: 6.580e-02 Score 97.678 Data time: 0.1824, Forward time: 2.2933, Backward time: 3.1454, DDP time: 0.0036, Total iter time: 4.2346 [2020-11-08 13:48:52,642][root][INFO] - ===> Epoch[619](1859/3): Loss -0.7377, Sem 0.0723, dir -0.9727, norm 0.1627, swav 0.0000 LR: 6.578e-02 Score 97.550 Data time: 0.2056, Forward time: 2.2929, Backward time: 3.1464, DDP time: 0.0036, Total iter time: 5.9774 [2020-11-08 13:48:58,474][root][INFO] - ===> Epoch[619](1860/3): Loss -0.7553, Sem 0.0705, dir -0.9717, norm 0.1459, swav 0.0000 LR: 6.576e-02 Score 97.671 Data time: 0.1394, Forward time: 2.2906, Backward time: 3.1487, DDP time: 0.0036, Total iter time: 5.7183 [2020-11-08 13:49:05,486][root][INFO] - ===> Epoch[620](1861/3): Loss -0.7588, Sem 0.0627, dir -0.9734, norm 0.1520, swav 0.0000 LR: 6.574e-02 Score 97.826 Data time: 0.2255, Forward time: 2.2909, Backward time: 3.1516, DDP time: 0.0036, Total iter time: 6.9543 [2020-11-08 13:49:11,298][root][INFO] - ===> Epoch[620](1862/3): Loss -0.7584, Sem 0.0667, dir -0.9698, norm 0.1448, swav 0.0000 LR: 6.572e-02 Score 97.699 Data time: 0.2603, Forward time: 2.2920, Backward time: 3.1504, DDP time: 0.0036, Total iter time: 5.7037 [2020-11-08 13:49:17,682][root][INFO] - ===> Epoch[620](1863/3): Loss -0.7488, Sem 0.0705, dir -0.9711, norm 0.1518, swav 0.0000 LR: 6.570e-02 Score 97.676 Data time: 0.3613, Forward time: 2.2945, Backward time: 3.1490, DDP time: 0.0036, Total iter time: 6.2502 [2020-11-08 13:49:23,529][root][INFO] - ===> Epoch[621](1864/3): Loss -0.7719, Sem 0.0639, dir -0.9760, norm 0.1401, swav 0.0000 LR: 6.568e-02 Score 97.778 Data time: 0.2223, Forward time: 2.2951, Backward time: 3.1483, DDP time: 0.0036, Total iter time: 5.6988 [2020-11-08 13:49:30,205][root][INFO] - ===> Epoch[621](1865/3): Loss -0.7534, Sem 0.0699, dir -0.9735, norm 0.1502, swav 0.0000 LR: 6.567e-02 Score 97.601 Data time: 0.1837, Forward time: 2.2940, Backward time: 3.1514, DDP time: 0.0036, Total iter time: 6.5399 [2020-11-08 13:49:35,393][root][INFO] - ===> Epoch[621](1866/3): Loss -0.7539, Sem 0.0879, dir -0.9752, norm 0.1334, swav 0.0000 LR: 6.565e-02 Score 97.371 Data time: 0.2433, Forward time: 2.2947, Backward time: 3.1491, DDP time: 0.0036, Total iter time: 5.1034 [2020-11-08 13:49:40,564][root][INFO] - ===> Epoch[622](1867/3): Loss -0.7421, Sem 0.0744, dir -0.9716, norm 0.1552, swav 0.0000 LR: 6.563e-02 Score 97.482 Data time: 0.1950, Forward time: 2.2942, Backward time: 3.1478, DDP time: 0.0036, Total iter time: 5.0445 [2020-11-08 13:49:47,429][root][INFO] - ===> Epoch[622](1868/3): Loss -0.7564, Sem 0.0673, dir -0.9737, norm 0.1499, swav 0.0000 LR: 6.561e-02 Score 97.675 Data time: 0.2023, Forward time: 2.2942, Backward time: 3.1506, DDP time: 0.0036, Total iter time: 6.7601 [2020-11-08 13:49:53,024][root][INFO] - ===> Epoch[622](1869/3): Loss -0.7618, Sem 0.0681, dir -0.9735, norm 0.1436, swav 0.0000 LR: 6.559e-02 Score 97.664 Data time: 0.1540, Forward time: 2.2925, Backward time: 3.1516, DDP time: 0.0036, Total iter time: 5.4640 [2020-11-08 13:49:59,267][root][INFO] - ===> Epoch[623](1870/3): Loss -0.7627, Sem 0.0638, dir -0.9734, norm 0.1470, swav 0.0000 LR: 6.557e-02 Score 97.824 Data time: 0.1649, Forward time: 2.2909, Backward time: 3.1543, DDP time: 0.0036, Total iter time: 6.1779 [2020-11-08 13:50:04,410][root][INFO] - ===> Epoch[623](1871/3): Loss -0.7583, Sem 0.0689, dir -0.9747, norm 0.1476, swav 0.0000 LR: 6.555e-02 Score 97.680 Data time: 0.1803, Forward time: 2.2896, Backward time: 3.1539, DDP time: 0.0036, Total iter time: 5.0688 [2020-11-08 13:50:11,200][root][INFO] - ===> Epoch[623](1872/3): Loss -0.7378, Sem 0.0765, dir -0.9717, norm 0.1574, swav 0.0000 LR: 6.553e-02 Score 97.302 Data time: 0.2537, Forward time: 2.2909, Backward time: 3.1551, DDP time: 0.0036, Total iter time: 6.7054 [2020-11-08 13:50:17,561][root][INFO] - ===> Epoch[624](1873/3): Loss -0.7676, Sem 0.0674, dir -0.9711, norm 0.1361, swav 0.0000 LR: 6.551e-02 Score 97.720 Data time: 0.2512, Forward time: 2.2920, Backward time: 3.1552, DDP time: 0.0036, Total iter time: 6.2419 [2020-11-08 13:50:23,539][root][INFO] - ===> Epoch[624](1874/3): Loss -0.7544, Sem 0.0643, dir -0.9735, norm 0.1548, swav 0.0000 LR: 6.550e-02 Score 97.834 Data time: 0.2841, Forward time: 2.2924, Backward time: 3.1550, DDP time: 0.0036, Total iter time: 5.8429 [2020-11-08 13:50:29,202][root][INFO] - ===> Epoch[624](1875/3): Loss -0.7246, Sem 0.0865, dir -0.9724, norm 0.1613, swav 0.0000 LR: 6.548e-02 Score 96.930 Data time: 0.1818, Forward time: 2.2916, Backward time: 3.1551, DDP time: 0.0036, Total iter time: 5.5422 [2020-11-08 13:50:36,593][root][INFO] - ===> Epoch[625](1876/3): Loss -0.7560, Sem 0.0692, dir -0.9744, norm 0.1492, swav 0.0000 LR: 6.546e-02 Score 97.707 Data time: 0.1673, Forward time: 2.2902, Backward time: 3.1605, DDP time: 0.0036, Total iter time: 7.2983 [2020-11-08 13:50:41,788][root][INFO] - ===> Epoch[625](1877/3): Loss -0.7600, Sem 0.0705, dir -0.9720, norm 0.1416, swav 0.0000 LR: 6.544e-02 Score 97.599 Data time: 0.1459, Forward time: 2.2881, Backward time: 3.1609, DDP time: 0.0036, Total iter time: 5.1185 [2020-11-08 13:50:47,118][root][INFO] - ===> Epoch[625](1878/3): Loss -0.7611, Sem 0.0602, dir -0.9658, norm 0.1446, swav 0.0000 LR: 6.542e-02 Score 97.983 Data time: 0.2397, Forward time: 2.2889, Backward time: 3.1590, DDP time: 0.0036, Total iter time: 5.2829 [2020-11-08 13:50:53,812][root][INFO] - ===> Epoch[626](1879/3): Loss -0.7590, Sem 0.0747, dir -0.9769, norm 0.1432, swav 0.0000 LR: 6.540e-02 Score 97.412 Data time: 0.2916, Forward time: 2.2901, Backward time: 3.1598, DDP time: 0.0036, Total iter time: 6.5764 [2020-11-08 13:50:59,199][root][INFO] - ===> Epoch[626](1880/3): Loss -0.7726, Sem 0.0665, dir -0.9751, norm 0.1361, swav 0.0000 LR: 6.538e-02 Score 97.717 Data time: 0.2156, Forward time: 2.2903, Backward time: 3.1584, DDP time: 0.0036, Total iter time: 5.2611 [2020-11-08 13:51:04,823][root][INFO] - ===> Epoch[626](1881/3): Loss -0.7658, Sem 0.0594, dir -0.9723, norm 0.1470, swav 0.0000 LR: 6.536e-02 Score 97.955 Data time: 0.2303, Forward time: 2.2902, Backward time: 3.1579, DDP time: 0.0036, Total iter time: 5.5035 [2020-11-08 13:51:10,615][root][INFO] - ===> Epoch[627](1882/3): Loss -0.7585, Sem 0.0751, dir -0.9741, norm 0.1405, swav 0.0000 LR: 6.534e-02 Score 97.405 Data time: 0.1933, Forward time: 2.2900, Backward time: 3.1579, DDP time: 0.0036, Total iter time: 5.6863 [2020-11-08 13:51:17,706][root][INFO] - ===> Epoch[627](1883/3): Loss -0.7439, Sem 0.0721, dir -0.9711, norm 0.1551, swav 0.0000 LR: 6.533e-02 Score 97.475 Data time: 0.1857, Forward time: 2.2885, Backward time: 3.1625, DDP time: 0.0036, Total iter time: 6.9995 [2020-11-08 13:51:23,051][root][INFO] - ===> Epoch[627](1884/3): Loss -0.7546, Sem 0.0705, dir -0.9749, norm 0.1497, swav 0.0000 LR: 6.531e-02 Score 97.587 Data time: 0.2668, Forward time: 2.2889, Backward time: 3.1608, DDP time: 0.0036, Total iter time: 5.2600 [2020-11-08 13:51:28,894][root][INFO] - ===> Epoch[628](1885/3): Loss -0.7542, Sem 0.0732, dir -0.9721, norm 0.1447, swav 0.0000 LR: 6.529e-02 Score 97.464 Data time: 0.2821, Forward time: 2.2899, Backward time: 3.1596, DDP time: 0.0036, Total iter time: 5.7129 [2020-11-08 13:51:35,270][root][INFO] - ===> Epoch[628](1886/3): Loss -0.7460, Sem 0.0655, dir -0.9721, norm 0.1606, swav 0.0000 LR: 6.527e-02 Score 97.732 Data time: 0.3059, Forward time: 2.2924, Backward time: 3.1584, DDP time: 0.0036, Total iter time: 6.2632 [2020-11-08 13:51:41,158][root][INFO] - ===> Epoch[628](1887/3): Loss -0.7527, Sem 0.0716, dir -0.9708, norm 0.1465, swav 0.0000 LR: 6.525e-02 Score 97.524 Data time: 0.2806, Forward time: 2.2932, Backward time: 3.1576, DDP time: 0.0036, Total iter time: 5.7765 [2020-11-08 13:51:47,983][root][INFO] - ===> Epoch[629](1888/3): Loss -0.7719, Sem 0.0647, dir -0.9733, norm 0.1367, swav 0.0000 LR: 6.523e-02 Score 97.828 Data time: 0.3658, Forward time: 2.2962, Backward time: 3.1569, DDP time: 0.0036, Total iter time: 6.6962 [2020-11-08 13:51:53,458][root][INFO] - ===> Epoch[629](1889/3): Loss -0.7732, Sem 0.0690, dir -0.9749, norm 0.1326, swav 0.0000 LR: 6.521e-02 Score 97.662 Data time: 0.1296, Forward time: 2.2945, Backward time: 3.1579, DDP time: 0.0036, Total iter time: 5.3555 [2020-11-08 13:51:59,651][root][INFO] - ===> Epoch[629](1890/3): Loss -0.7320, Sem 0.0713, dir -0.9702, norm 0.1669, swav 0.0000 LR: 6.519e-02 Score 97.524 Data time: 0.2101, Forward time: 2.2943, Backward time: 3.1590, DDP time: 0.0036, Total iter time: 6.0801 [2020-11-08 13:52:05,047][root][INFO] - ===> Epoch[630](1891/3): Loss -0.7367, Sem 0.0737, dir -0.9723, norm 0.1618, swav 0.0000 LR: 6.518e-02 Score 97.517 Data time: 0.1878, Forward time: 2.2930, Backward time: 3.1591, DDP time: 0.0036, Total iter time: 5.2795 [2020-11-08 13:52:10,755][root][INFO] - ===> Epoch[630](1892/3): Loss -0.7575, Sem 0.0677, dir -0.9712, norm 0.1461, swav 0.0000 LR: 6.516e-02 Score 97.607 Data time: 0.2078, Forward time: 2.2923, Backward time: 3.1594, DDP time: 0.0036, Total iter time: 5.6159 [2020-11-08 13:52:18,047][root][INFO] - ===> Epoch[630](1893/3): Loss -0.7584, Sem 0.0711, dir -0.9738, norm 0.1443, swav 0.0000 LR: 6.514e-02 Score 97.633 Data time: 0.2350, Forward time: 2.2921, Backward time: 3.1630, DDP time: 0.0036, Total iter time: 7.1638 [2020-11-08 13:52:24,140][root][INFO] - ===> Epoch[631](1894/3): Loss -0.7617, Sem 0.0659, dir -0.9722, norm 0.1446, swav 0.0000 LR: 6.512e-02 Score 97.696 Data time: 0.2874, Forward time: 2.2943, Backward time: 3.1613, DDP time: 0.0036, Total iter time: 5.9570 [2020-11-08 13:52:30,519][root][INFO] - ===> Epoch[631](1895/3): Loss -0.7615, Sem 0.0630, dir -0.9732, norm 0.1487, swav 0.0000 LR: 6.510e-02 Score 97.810 Data time: 0.1938, Forward time: 2.2938, Backward time: 3.1631, DDP time: 0.0036, Total iter time: 6.2522 [2020-11-08 13:52:35,667][root][INFO] - ===> Epoch[631](1896/3): Loss -0.7345, Sem 0.0768, dir -0.9684, norm 0.1570, swav 0.0000 LR: 6.508e-02 Score 97.371 Data time: 0.2043, Forward time: 2.2931, Backward time: 3.1620, DDP time: 0.0036, Total iter time: 5.0419 [2020-11-08 13:52:41,331][root][INFO] - ===> Epoch[632](1897/3): Loss -0.7648, Sem 0.0649, dir -0.9721, norm 0.1425, swav 0.0000 LR: 6.506e-02 Score 97.769 Data time: 0.1901, Forward time: 2.2919, Backward time: 3.1627, DDP time: 0.0036, Total iter time: 5.5574 [2020-11-08 13:52:49,613][root][INFO] - ===> Epoch[632](1898/3): Loss -0.7649, Sem 0.0617, dir -0.9739, norm 0.1472, swav 0.0000 LR: 6.504e-02 Score 97.861 Data time: 0.2089, Forward time: 2.2918, Backward time: 3.1687, DDP time: 0.0036, Total iter time: 8.1842 [2020-11-08 13:52:56,046][root][INFO] - ===> Epoch[632](1899/3): Loss -0.7393, Sem 0.0740, dir -0.9698, norm 0.1565, swav 0.0000 LR: 6.502e-02 Score 97.481 Data time: 0.2317, Forward time: 2.2916, Backward time: 3.1702, DDP time: 0.0036, Total iter time: 6.3035 [2020-11-08 13:53:02,459][root][INFO] - ===> Epoch[633](1900/3): Loss -0.7424, Sem 0.0697, dir -0.9731, norm 0.1610, swav 0.0000 LR: 6.501e-02 Score 97.565 Data time: 0.3463, Forward time: 2.2941, Backward time: 3.1689, DDP time: 0.0036, Total iter time: 6.3029 [2020-11-08 13:53:07,602][root][INFO] - ===> Epoch[633](1901/3): Loss -0.7466, Sem 0.0726, dir -0.9679, norm 0.1488, swav 0.0000 LR: 6.499e-02 Score 97.504 Data time: 0.2049, Forward time: 2.2938, Backward time: 3.1674, DDP time: 0.0036, Total iter time: 5.0261 [2020-11-08 13:53:13,124][root][INFO] - ===> Epoch[633](1902/3): Loss -0.7528, Sem 0.0613, dir -0.9705, norm 0.1563, swav 0.0000 LR: 6.497e-02 Score 97.919 Data time: 0.2244, Forward time: 2.2939, Backward time: 3.1665, DDP time: 0.0036, Total iter time: 5.4052 [2020-11-08 13:53:18,612][root][INFO] - ===> Epoch[634](1903/3): Loss -0.7512, Sem 0.0705, dir -0.9761, norm 0.1543, swav 0.0000 LR: 6.495e-02 Score 97.562 Data time: 0.1269, Forward time: 2.2916, Backward time: 3.1677, DDP time: 0.0036, Total iter time: 5.3642 [2020-11-08 13:53:24,276][root][INFO] - ===> Epoch[634](1904/3): Loss -0.7687, Sem 0.0665, dir -0.9740, norm 0.1387, swav 0.0000 LR: 6.493e-02 Score 97.719 Data time: 0.1879, Forward time: 2.2903, Backward time: 3.1685, DDP time: 0.0036, Total iter time: 5.6019 [2020-11-08 13:53:30,351][root][INFO] - ===> Epoch[634](1905/3): Loss -0.7474, Sem 0.0635, dir -0.9700, norm 0.1591, swav 0.0000 LR: 6.491e-02 Score 97.803 Data time: 0.1775, Forward time: 2.2894, Backward time: 3.1700, DDP time: 0.0036, Total iter time: 5.9768 [2020-11-08 13:53:35,223][root][INFO] - ===> Epoch[635](1906/3): Loss -0.7330, Sem 0.0792, dir -0.9692, norm 0.1570, swav 0.0000 LR: 6.489e-02 Score 97.269 Data time: 0.1904, Forward time: 2.2876, Backward time: 3.1694, DDP time: 0.0036, Total iter time: 4.7482 [2020-11-08 13:53:41,320][root][INFO] - ===> Epoch[635](1907/3): Loss -0.7642, Sem 0.0682, dir -0.9737, norm 0.1413, swav 0.0000 LR: 6.487e-02 Score 97.745 Data time: 0.2326, Forward time: 2.2882, Backward time: 3.1694, DDP time: 0.0036, Total iter time: 6.0088 [2020-11-08 13:53:47,145][root][INFO] - ===> Epoch[635](1908/3): Loss -0.7513, Sem 0.0698, dir -0.9732, norm 0.1521, swav 0.0000 LR: 6.485e-02 Score 97.529 Data time: 0.1198, Forward time: 2.2861, Backward time: 3.1718, DDP time: 0.0036, Total iter time: 5.7142 [2020-11-08 13:53:53,028][root][INFO] - ===> Epoch[636](1909/3): Loss -0.7670, Sem 0.0568, dir -0.9704, norm 0.1466, swav 0.0000 LR: 6.484e-02 Score 98.053 Data time: 0.1948, Forward time: 2.2848, Backward time: 3.1731, DDP time: 0.0036, Total iter time: 5.7930 [2020-11-08 13:53:59,201][root][INFO] - ===> Epoch[636](1910/3): Loss -0.7401, Sem 0.0700, dir -0.9724, norm 0.1623, swav 0.0000 LR: 6.482e-02 Score 97.591 Data time: 0.3186, Forward time: 2.2868, Backward time: 3.1717, DDP time: 0.0036, Total iter time: 6.0493 [2020-11-08 13:54:05,439][root][INFO] - ===> Epoch[636](1911/3): Loss -0.7430, Sem 0.0703, dir -0.9702, norm 0.1569, swav 0.0000 LR: 6.480e-02 Score 97.606 Data time: 0.1434, Forward time: 2.2851, Backward time: 3.1743, DDP time: 0.0036, Total iter time: 6.1260 [2020-11-08 13:54:11,106][root][INFO] - ===> Epoch[637](1912/3): Loss -0.7609, Sem 0.0701, dir -0.9727, norm 0.1418, swav 0.0000 LR: 6.478e-02 Score 97.491 Data time: 0.2846, Forward time: 2.2855, Backward time: 3.1733, DDP time: 0.0036, Total iter time: 5.5553 [2020-11-08 13:54:16,840][root][INFO] - ===> Epoch[637](1913/3): Loss -0.7677, Sem 0.0619, dir -0.9703, norm 0.1407, swav 0.0000 LR: 6.476e-02 Score 97.825 Data time: 0.3009, Forward time: 2.2870, Backward time: 3.1715, DDP time: 0.0036, Total iter time: 5.6238 [2020-11-08 13:54:21,458][root][INFO] - ===> Epoch[637](1914/3): Loss -0.7450, Sem 0.0704, dir -0.9702, norm 0.1547, swav 0.0000 LR: 6.474e-02 Score 97.518 Data time: 0.2444, Forward time: 2.2872, Backward time: 3.1684, DDP time: 0.0036, Total iter time: 4.5088 [2020-11-08 13:54:29,080][root][INFO] - ===> Epoch[638](1915/3): Loss -0.7638, Sem 0.0637, dir -0.9757, norm 0.1481, swav 0.0000 LR: 6.472e-02 Score 97.801 Data time: 0.4152, Forward time: 2.2909, Backward time: 3.1685, DDP time: 0.0036, Total iter time: 7.5007 [2020-11-08 13:54:33,805][root][INFO] - ===> Epoch[638](1916/3): Loss -0.7582, Sem 0.0639, dir -0.9758, norm 0.1537, swav 0.0000 LR: 6.470e-02 Score 97.786 Data time: 0.1718, Forward time: 2.2905, Backward time: 3.1663, DDP time: 0.0036, Total iter time: 4.5826 [2020-11-08 13:54:39,055][root][INFO] - ===> Epoch[638](1917/3): Loss -0.7556, Sem 0.0666, dir -0.9702, norm 0.1479, swav 0.0000 LR: 6.468e-02 Score 97.681 Data time: 0.2263, Forward time: 2.2903, Backward time: 3.1651, DDP time: 0.0036, Total iter time: 5.1462 [2020-11-08 13:54:46,005][root][INFO] - ===> Epoch[639](1918/3): Loss -0.7653, Sem 0.0610, dir -0.9724, norm 0.1461, swav 0.0000 LR: 6.467e-02 Score 97.900 Data time: 0.2974, Forward time: 2.2920, Backward time: 3.1658, DDP time: 0.0036, Total iter time: 6.8319 [2020-11-08 13:54:52,625][root][INFO] - ===> Epoch[639](1919/3): Loss -0.7717, Sem 0.0642, dir -0.9729, norm 0.1371, swav 0.0000 LR: 6.465e-02 Score 97.721 Data time: 0.1986, Forward time: 2.2917, Backward time: 3.1677, DDP time: 0.0036, Total iter time: 6.4825 [2020-11-08 13:54:58,180][root][INFO] - ===> Epoch[639](1920/3): Loss -0.7372, Sem 0.0625, dir -0.9688, norm 0.1691, swav 0.0000 LR: 6.463e-02 Score 97.875 Data time: 0.1648, Forward time: 2.2905, Backward time: 3.1682, DDP time: 0.0036, Total iter time: 5.4525 [2020-11-08 13:55:04,232][root][INFO] - ===> Epoch[640](1921/3): Loss -0.7602, Sem 0.0667, dir -0.9748, norm 0.1478, swav 0.0000 LR: 6.461e-02 Score 97.646 Data time: 0.1105, Forward time: 2.2881, Backward time: 3.1716, DDP time: 0.0036, Total iter time: 5.9813 [2020-11-08 13:55:09,788][root][INFO] - ===> Epoch[640](1922/3): Loss -0.7647, Sem 0.0632, dir -0.9717, norm 0.1438, swav 0.0000 LR: 6.459e-02 Score 97.852 Data time: 0.1956, Forward time: 2.2872, Backward time: 3.1719, DDP time: 0.0036, Total iter time: 5.5063 [2020-11-08 13:55:14,876][root][INFO] - ===> Epoch[640](1923/3): Loss -0.7471, Sem 0.0686, dir -0.9711, norm 0.1554, swav 0.0000 LR: 6.457e-02 Score 97.618 Data time: 0.2614, Forward time: 2.2879, Backward time: 3.1694, DDP time: 0.0036, Total iter time: 4.9875 [2020-11-08 13:55:20,577][root][INFO] - ===> Epoch[641](1924/3): Loss -0.7685, Sem 0.0665, dir -0.9754, norm 0.1404, swav 0.0000 LR: 6.455e-02 Score 97.648 Data time: 0.2770, Forward time: 2.2895, Backward time: 3.1673, DDP time: 0.0036, Total iter time: 5.5817 [2020-11-08 13:55:25,914][root][INFO] - ===> Epoch[641](1925/3): Loss -0.7635, Sem 0.0644, dir -0.9716, norm 0.1437, swav 0.0000 LR: 6.453e-02 Score 97.796 Data time: 0.2452, Forward time: 2.2898, Backward time: 3.1657, DDP time: 0.0036, Total iter time: 5.2303 [2020-11-08 13:55:31,673][root][INFO] - ===> Epoch[641](1926/3): Loss -0.7558, Sem 0.0644, dir -0.9714, norm 0.1511, swav 0.0000 LR: 6.451e-02 Score 97.772 Data time: 0.2585, Forward time: 2.2914, Backward time: 3.1639, DDP time: 0.0036, Total iter time: 5.6348 [2020-11-08 13:55:36,989][root][INFO] - ===> Epoch[642](1927/3): Loss -0.7795, Sem 0.0608, dir -0.9761, norm 0.1358, swav 0.0000 LR: 6.450e-02 Score 97.868 Data time: 0.1422, Forward time: 2.2899, Backward time: 3.1642, DDP time: 0.0036, Total iter time: 5.1784 [2020-11-08 13:55:43,382][root][INFO] - ===> Epoch[642](1928/3): Loss -0.7671, Sem 0.0687, dir -0.9738, norm 0.1380, swav 0.0000 LR: 6.448e-02 Score 97.632 Data time: 0.1641, Forward time: 2.2883, Backward time: 3.1670, DDP time: 0.0036, Total iter time: 6.3120 [2020-11-08 13:55:49,040][root][INFO] - ===> Epoch[642](1929/3): Loss -0.7880, Sem 0.0546, dir -0.9773, norm 0.1347, swav 0.0000 LR: 6.446e-02 Score 98.086 Data time: 0.1944, Forward time: 2.2875, Backward time: 3.1675, DDP time: 0.0036, Total iter time: 5.5968 [2020-11-08 13:55:53,646][root][INFO] - ===> Epoch[643](1930/3): Loss -0.7620, Sem 0.0657, dir -0.9728, norm 0.1451, swav 0.0000 LR: 6.444e-02 Score 97.748 Data time: 0.2009, Forward time: 2.2868, Backward time: 3.1654, DDP time: 0.0036, Total iter time: 4.5310 [2020-11-08 13:56:00,053][root][INFO] - ===> Epoch[643](1931/3): Loss -0.7602, Sem 0.0706, dir -0.9752, norm 0.1445, swav 0.0000 LR: 6.442e-02 Score 97.526 Data time: 0.2661, Forward time: 2.2877, Backward time: 3.1658, DDP time: 0.0036, Total iter time: 6.2809 [2020-11-08 13:56:05,296][root][INFO] - ===> Epoch[643](1932/3): Loss -0.7719, Sem 0.0652, dir -0.9759, norm 0.1388, swav 0.0000 LR: 6.440e-02 Score 97.855 Data time: 0.1546, Forward time: 2.2862, Backward time: 3.1658, DDP time: 0.0036, Total iter time: 5.1102 [2020-11-08 13:56:11,551][root][INFO] - ===> Epoch[644](1933/3): Loss -0.7651, Sem 0.0651, dir -0.9707, norm 0.1405, swav 0.0000 LR: 6.438e-02 Score 97.693 Data time: 0.2807, Forward time: 2.2875, Backward time: 3.1654, DDP time: 0.0036, Total iter time: 6.1542 [2020-11-08 13:56:17,548][root][INFO] - ===> Epoch[644](1934/3): Loss -0.7753, Sem 0.0621, dir -0.9726, norm 0.1352, swav 0.0000 LR: 6.436e-02 Score 97.835 Data time: 0.2229, Forward time: 2.2877, Backward time: 3.1654, DDP time: 0.0036, Total iter time: 5.8596 [2020-11-08 13:56:22,973][root][INFO] - ===> Epoch[644](1935/3): Loss -0.7642, Sem 0.0658, dir -0.9757, norm 0.1457, swav 0.0000 LR: 6.434e-02 Score 97.703 Data time: 0.2716, Forward time: 2.2882, Backward time: 3.1639, DDP time: 0.0036, Total iter time: 5.2938 [2020-11-08 13:56:29,150][root][INFO] - ===> Epoch[645](1936/3): Loss -0.7589, Sem 0.0663, dir -0.9754, norm 0.1502, swav 0.0000 LR: 6.433e-02 Score 97.700 Data time: 0.1117, Forward time: 2.2857, Backward time: 3.1675, DDP time: 0.0036, Total iter time: 6.0536 [2020-11-08 13:56:34,824][root][INFO] - ===> Epoch[645](1937/3): Loss -0.7756, Sem 0.0608, dir -0.9742, norm 0.1379, swav 0.0000 LR: 6.431e-02 Score 97.910 Data time: 0.1885, Forward time: 2.2850, Backward time: 3.1679, DDP time: 0.0036, Total iter time: 5.6125 [2020-11-08 13:56:40,469][root][INFO] - ===> Epoch[645](1938/3): Loss -0.7579, Sem 0.0632, dir -0.9687, norm 0.1475, swav 0.0000 LR: 6.429e-02 Score 97.813 Data time: 0.2525, Forward time: 2.2859, Backward time: 3.1665, DDP time: 0.0036, Total iter time: 5.5368 [2020-11-08 13:56:46,088][root][INFO] - ===> Epoch[646](1939/3): Loss -0.7641, Sem 0.0625, dir -0.9716, norm 0.1450, swav 0.0000 LR: 6.427e-02 Score 97.847 Data time: 0.2128, Forward time: 2.2858, Backward time: 3.1658, DDP time: 0.0036, Total iter time: 5.4805 [2020-11-08 13:56:51,986][root][INFO] - ===> Epoch[646](1940/3): Loss -0.7648, Sem 0.0664, dir -0.9740, norm 0.1428, swav 0.0000 LR: 6.425e-02 Score 97.729 Data time: 0.2781, Forward time: 2.2872, Backward time: 3.1645, DDP time: 0.0036, Total iter time: 5.7961 [2020-11-08 13:56:58,131][root][INFO] - ===> Epoch[646](1941/3): Loss -0.7659, Sem 0.0619, dir -0.9730, norm 0.1452, swav 0.0000 LR: 6.423e-02 Score 97.843 Data time: 0.1784, Forward time: 2.2864, Backward time: 3.1659, DDP time: 0.0036, Total iter time: 6.0118 [2020-11-08 13:57:03,546][root][INFO] - ===> Epoch[647](1942/3): Loss -0.7796, Sem 0.0563, dir -0.9765, norm 0.1406, swav 0.0000 LR: 6.421e-02 Score 98.020 Data time: 0.2198, Forward time: 2.2861, Backward time: 3.1653, DDP time: 0.0036, Total iter time: 5.3165 [2020-11-08 13:57:08,629][root][INFO] - ===> Epoch[647](1943/3): Loss -0.7791, Sem 0.0628, dir -0.9723, norm 0.1304, swav 0.0000 LR: 6.419e-02 Score 97.859 Data time: 0.2020, Forward time: 2.2853, Backward time: 3.1643, DDP time: 0.0036, Total iter time: 4.9595 [2020-11-08 13:57:14,251][root][INFO] - ===> Epoch[647](1944/3): Loss -0.7732, Sem 0.0590, dir -0.9733, norm 0.1412, swav 0.0000 LR: 6.417e-02 Score 97.936 Data time: 0.2422, Forward time: 2.2857, Backward time: 3.1635, DDP time: 0.0036, Total iter time: 5.5267 [2020-11-08 13:57:21,010][root][INFO] - ===> Epoch[648](1945/3): Loss -0.7656, Sem 0.0657, dir -0.9761, norm 0.1447, swav 0.0000 LR: 6.416e-02 Score 97.691 Data time: 0.1616, Forward time: 2.2846, Backward time: 3.1664, DDP time: 0.0036, Total iter time: 6.6304 [2020-11-08 13:57:27,314][root][INFO] - ===> Epoch[648](1946/3): Loss -0.7752, Sem 0.0600, dir -0.9764, norm 0.1413, swav 0.0000 LR: 6.414e-02 Score 97.910 Data time: 0.2194, Forward time: 2.2844, Backward time: 3.1676, DDP time: 0.0036, Total iter time: 6.1991 [2020-11-08 13:57:33,066][root][INFO] - ===> Epoch[648](1947/3): Loss -0.7704, Sem 0.0669, dir -0.9757, norm 0.1385, swav 0.0000 LR: 6.412e-02 Score 97.655 Data time: 0.2712, Forward time: 2.2853, Backward time: 3.1662, DDP time: 0.0036, Total iter time: 5.6281 [2020-11-08 13:57:38,510][root][INFO] - ===> Epoch[649](1948/3): Loss -0.7628, Sem 0.0666, dir -0.9732, norm 0.1438, swav 0.0000 LR: 6.410e-02 Score 97.640 Data time: 0.2454, Forward time: 2.2866, Backward time: 3.1641, DDP time: 0.0036, Total iter time: 5.3192 [2020-11-08 13:57:43,480][root][INFO] - ===> Epoch[649](1949/3): Loss -0.7779, Sem 0.0596, dir -0.9730, norm 0.1354, swav 0.0000 LR: 6.408e-02 Score 97.939 Data time: 0.1835, Forward time: 2.2862, Backward time: 3.1625, DDP time: 0.0036, Total iter time: 4.8419 [2020-11-08 13:57:48,397][root][INFO] - ===> Epoch[649](1950/3): Loss -0.7773, Sem 0.0598, dir -0.9779, norm 0.1407, swav 0.0000 LR: 6.406e-02 Score 97.922 Data time: 0.1800, Forward time: 2.2853, Backward time: 3.1615, DDP time: 0.0036, Total iter time: 4.8061 [2020-11-08 13:57:54,156][root][INFO] - ===> Epoch[650](1951/3): Loss -0.7720, Sem 0.0610, dir -0.9719, norm 0.1390, swav 0.0000 LR: 6.404e-02 Score 97.889 Data time: 0.2595, Forward time: 2.2861, Backward time: 3.1605, DDP time: 0.0036, Total iter time: 5.6589 [2020-11-08 13:58:00,353][root][INFO] - ===> Epoch[650](1952/3): Loss -0.7656, Sem 0.0705, dir -0.9767, norm 0.1406, swav 0.0000 LR: 6.402e-02 Score 97.568 Data time: 0.2877, Forward time: 2.2874, Backward time: 3.1598, DDP time: 0.0036, Total iter time: 6.0864 [2020-11-08 13:58:05,114][root][INFO] - ===> Epoch[650](1953/3): Loss -0.7663, Sem 0.0629, dir -0.9724, norm 0.1432, swav 0.0000 LR: 6.400e-02 Score 97.804 Data time: 0.2297, Forward time: 2.2876, Backward time: 3.1570, DDP time: 0.0036, Total iter time: 4.5930 [2020-11-08 13:58:10,600][root][INFO] - ===> Epoch[651](1954/3): Loss -0.7733, Sem 0.0596, dir -0.9760, norm 0.1432, swav 0.0000 LR: 6.398e-02 Score 97.944 Data time: 0.1988, Forward time: 2.2874, Backward time: 3.1562, DDP time: 0.0036, Total iter time: 5.3580 [2020-11-08 13:58:15,972][root][INFO] - ===> Epoch[651](1955/3): Loss -0.7764, Sem 0.0639, dir -0.9765, norm 0.1361, swav 0.0000 LR: 6.397e-02 Score 97.750 Data time: 0.1953, Forward time: 2.2867, Backward time: 3.1559, DDP time: 0.0036, Total iter time: 5.2649 [2020-11-08 13:58:22,173][root][INFO] - ===> Epoch[651](1956/3): Loss -0.7691, Sem 0.0576, dir -0.9719, norm 0.1452, swav 0.0000 LR: 6.395e-02 Score 97.956 Data time: 0.2920, Forward time: 2.2880, Backward time: 3.1554, DDP time: 0.0036, Total iter time: 6.1004 [2020-11-08 13:58:27,762][root][INFO] - ===> Epoch[652](1957/3): Loss -0.7469, Sem 0.0669, dir -0.9692, norm 0.1554, swav 0.0000 LR: 6.393e-02 Score 97.722 Data time: 0.1251, Forward time: 2.2865, Backward time: 3.1562, DDP time: 0.0036, Total iter time: 5.4408 [2020-11-08 13:58:32,912][root][INFO] - ===> Epoch[652](1958/3): Loss -0.7834, Sem 0.0641, dir -0.9761, norm 0.1287, swav 0.0000 LR: 6.391e-02 Score 97.706 Data time: 0.1757, Forward time: 2.2850, Backward time: 3.1561, DDP time: 0.0036, Total iter time: 5.0772 [2020-11-08 13:58:38,415][root][INFO] - ===> Epoch[652](1959/3): Loss -0.7515, Sem 0.0672, dir -0.9709, norm 0.1522, swav 0.0000 LR: 6.389e-02 Score 97.662 Data time: 0.2840, Forward time: 2.2862, Backward time: 3.1541, DDP time: 0.0036, Total iter time: 5.3937 [2020-11-08 13:58:44,778][root][INFO] - ===> Epoch[653](1960/3): Loss -0.7856, Sem 0.0541, dir -0.9760, norm 0.1362, swav 0.0000 LR: 6.387e-02 Score 98.058 Data time: 0.1871, Forward time: 2.2859, Backward time: 3.1555, DDP time: 0.0036, Total iter time: 6.2328 [2020-11-08 13:58:50,095][root][INFO] - ===> Epoch[653](1961/3): Loss -0.7834, Sem 0.0580, dir -0.9749, norm 0.1335, swav 0.0000 LR: 6.385e-02 Score 97.963 Data time: 0.2257, Forward time: 2.2850, Backward time: 3.1553, DDP time: 0.0036, Total iter time: 5.2313 [2020-11-08 13:58:56,581][root][INFO] - ===> Epoch[653](1962/3): Loss -0.7640, Sem 0.0657, dir -0.9737, norm 0.1440, swav 0.0000 LR: 6.383e-02 Score 97.729 Data time: 0.3567, Forward time: 2.2872, Backward time: 3.1543, DDP time: 0.0036, Total iter time: 6.3950 [2020-11-08 13:59:02,517][root][INFO] - ===> Epoch[654](1963/3): Loss -0.7564, Sem 0.0673, dir -0.9715, norm 0.1478, swav 0.0000 LR: 6.381e-02 Score 97.616 Data time: 0.2456, Forward time: 2.2881, Backward time: 3.1536, DDP time: 0.0036, Total iter time: 5.8306 [2020-11-08 13:59:08,697][root][INFO] - ===> Epoch[654](1964/3): Loss -0.7684, Sem 0.0712, dir -0.9746, norm 0.1350, swav 0.0000 LR: 6.380e-02 Score 97.504 Data time: 0.1964, Forward time: 2.2880, Backward time: 3.1544, DDP time: 0.0036, Total iter time: 6.0551 [2020-11-08 13:59:13,751][root][INFO] - ===> Epoch[654](1965/3): Loss -0.7511, Sem 0.0575, dir -0.9686, norm 0.1600, swav 0.0000 LR: 6.378e-02 Score 97.991 Data time: 0.1816, Forward time: 2.2869, Backward time: 3.1538, DDP time: 0.0036, Total iter time: 4.9383 [2020-11-08 13:59:18,904][root][INFO] - ===> Epoch[655](1966/3): Loss -0.7618, Sem 0.0638, dir -0.9711, norm 0.1455, swav 0.0000 LR: 6.376e-02 Score 97.794 Data time: 0.2312, Forward time: 2.2872, Backward time: 3.1522, DDP time: 0.0036, Total iter time: 5.0683 [2020-11-08 13:59:24,324][root][INFO] - ===> Epoch[655](1967/3): Loss -0.7705, Sem 0.0611, dir -0.9755, norm 0.1439, swav 0.0000 LR: 6.374e-02 Score 97.869 Data time: 0.2076, Forward time: 2.2867, Backward time: 3.1518, DDP time: 0.0036, Total iter time: 5.3042 [2020-11-08 13:59:30,551][root][INFO] - ===> Epoch[655](1968/3): Loss -0.7587, Sem 0.0647, dir -0.9704, norm 0.1469, swav 0.0000 LR: 6.372e-02 Score 97.870 Data time: 0.2994, Forward time: 2.2887, Backward time: 3.1506, DDP time: 0.0036, Total iter time: 6.1238 [2020-11-08 13:59:37,121][root][INFO] - ===> Epoch[656](1969/3): Loss -0.7652, Sem 0.0650, dir -0.9746, norm 0.1444, swav 0.0000 LR: 6.370e-02 Score 97.735 Data time: 0.2208, Forward time: 2.2890, Backward time: 3.1517, DDP time: 0.0036, Total iter time: 6.4213 [2020-11-08 13:59:42,635][root][INFO] - ===> Epoch[656](1970/3): Loss -0.7776, Sem 0.0637, dir -0.9751, norm 0.1339, swav 0.0000 LR: 6.368e-02 Score 97.738 Data time: 0.2225, Forward time: 2.2894, Backward time: 3.1507, DDP time: 0.0036, Total iter time: 5.4053 [2020-11-08 13:59:48,664][root][INFO] - ===> Epoch[656](1971/3): Loss -0.7877, Sem 0.0504, dir -0.9751, norm 0.1369, swav 0.0000 LR: 6.366e-02 Score 98.239 Data time: 0.1759, Forward time: 2.2883, Backward time: 3.1521, DDP time: 0.0036, Total iter time: 5.9150 [2020-11-08 13:59:53,750][root][INFO] - ===> Epoch[657](1972/3): Loss -0.7658, Sem 0.0692, dir -0.9739, norm 0.1389, swav 0.0000 LR: 6.364e-02 Score 97.567 Data time: 0.2298, Forward time: 2.2886, Backward time: 3.1504, DDP time: 0.0036, Total iter time: 5.0127 [2020-11-08 13:59:59,589][root][INFO] - ===> Epoch[657](1973/3): Loss -0.7545, Sem 0.0628, dir -0.9728, norm 0.1555, swav 0.0000 LR: 6.363e-02 Score 97.824 Data time: 0.1720, Forward time: 2.2875, Backward time: 3.1515, DDP time: 0.0036, Total iter time: 5.7283 [2020-11-08 14:00:06,578][root][INFO] - ===> Epoch[657](1974/3): Loss -0.7612, Sem 0.0656, dir -0.9730, norm 0.1463, swav 0.0000 LR: 6.361e-02 Score 97.773 Data time: 0.1962, Forward time: 2.2868, Backward time: 3.1545, DDP time: 0.0036, Total iter time: 6.8920 [2020-11-08 14:00:12,079][root][INFO] - ===> Epoch[658](1975/3): Loss -0.7649, Sem 0.0611, dir -0.9731, norm 0.1471, swav 0.0000 LR: 6.359e-02 Score 97.877 Data time: 0.2528, Forward time: 2.2875, Backward time: 3.1531, DDP time: 0.0036, Total iter time: 5.4088 [2020-11-08 14:00:17,950][root][INFO] - ===> Epoch[658](1976/3): Loss -0.7522, Sem 0.0702, dir -0.9732, norm 0.1509, swav 0.0000 LR: 6.357e-02 Score 97.509 Data time: 0.2730, Forward time: 2.2889, Backward time: 3.1518, DDP time: 0.0036, Total iter time: 5.7572 [2020-11-08 14:00:22,796][root][INFO] - ===> Epoch[658](1977/3): Loss -0.7487, Sem 0.0642, dir -0.9690, norm 0.1561, swav 0.0000 LR: 6.355e-02 Score 97.750 Data time: 0.1959, Forward time: 2.2881, Backward time: 3.1505, DDP time: 0.0036, Total iter time: 4.7206 [2020-11-08 14:00:28,766][root][INFO] - ===> Epoch[659](1978/3): Loss -0.7697, Sem 0.0620, dir -0.9729, norm 0.1413, swav 0.0000 LR: 6.353e-02 Score 97.836 Data time: 0.2927, Forward time: 2.2894, Backward time: 3.1494, DDP time: 0.0036, Total iter time: 5.8723 [2020-11-08 14:00:35,020][root][INFO] - ===> Epoch[659](1979/3): Loss -0.7704, Sem 0.0621, dir -0.9749, norm 0.1425, swav 0.0000 LR: 6.351e-02 Score 97.826 Data time: 0.2606, Forward time: 2.2905, Backward time: 3.1491, DDP time: 0.0036, Total iter time: 6.1188 [2020-11-08 14:00:40,853][root][INFO] - ===> Epoch[659](1980/3): Loss -0.7694, Sem 0.0582, dir -0.9727, norm 0.1451, swav 0.0000 LR: 6.349e-02 Score 97.985 Data time: 0.2223, Forward time: 2.2908, Backward time: 3.1488, DDP time: 0.0036, Total iter time: 5.7206 [2020-11-08 14:00:46,354][root][INFO] - ===> Epoch[660](1981/3): Loss -0.7725, Sem 0.0633, dir -0.9763, norm 0.1406, swav 0.0000 LR: 6.347e-02 Score 97.792 Data time: 0.2339, Forward time: 2.2913, Backward time: 3.1476, DDP time: 0.0036, Total iter time: 5.4005 [2020-11-08 14:00:52,052][root][INFO] - ===> Epoch[660](1982/3): Loss -0.7696, Sem 0.0636, dir -0.9739, norm 0.1407, swav 0.0000 LR: 6.346e-02 Score 97.753 Data time: 0.2051, Forward time: 2.2912, Backward time: 3.1474, DDP time: 0.0036, Total iter time: 5.5830 [2020-11-08 14:00:57,088][root][INFO] - ===> Epoch[660](1983/3): Loss -0.7712, Sem 0.0622, dir -0.9750, norm 0.1416, swav 0.0000 LR: 6.344e-02 Score 97.811 Data time: 0.2468, Forward time: 2.2919, Backward time: 3.1450, DDP time: 0.0036, Total iter time: 4.9355 [2020-11-08 14:01:03,034][root][INFO] - ===> Epoch[661](1984/3): Loss -0.7883, Sem 0.0559, dir -0.9764, norm 0.1322, swav 0.0000 LR: 6.342e-02 Score 98.045 Data time: 0.2343, Forward time: 2.2915, Backward time: 3.1455, DDP time: 0.0036, Total iter time: 5.8419 [2020-11-08 14:01:08,638][root][INFO] - ===> Epoch[661](1985/3): Loss -0.7582, Sem 0.0623, dir -0.9689, norm 0.1483, swav 0.0000 LR: 6.340e-02 Score 97.837 Data time: 0.2466, Forward time: 2.2922, Backward time: 3.1444, DDP time: 0.0036, Total iter time: 5.5111 [2020-11-08 14:01:16,346][root][INFO] - ===> Epoch[661](1986/3): Loss -0.7679, Sem 0.0647, dir -0.9736, norm 0.1409, swav 0.0000 LR: 6.338e-02 Score 97.734 Data time: 0.2396, Forward time: 2.2927, Backward time: 3.1476, DDP time: 0.0036, Total iter time: 7.5844 [2020-11-08 14:01:20,791][root][INFO] - ===> Epoch[662](1987/3): Loss -0.7594, Sem 0.0666, dir -0.9729, norm 0.1469, swav 0.0000 LR: 6.336e-02 Score 97.970 Data time: 0.2411, Forward time: 2.2926, Backward time: 3.1449, DDP time: 0.0036, Total iter time: 4.3371 [2020-11-08 14:01:26,221][root][INFO] - ===> Epoch[662](1988/3): Loss -0.7604, Sem 0.0711, dir -0.9746, norm 0.1431, swav 0.0000 LR: 6.334e-02 Score 97.524 Data time: 0.1437, Forward time: 2.2913, Backward time: 3.1453, DDP time: 0.0036, Total iter time: 5.3249 [2020-11-08 14:01:31,829][root][INFO] - ===> Epoch[662](1989/3): Loss -0.7646, Sem 0.0610, dir -0.9715, norm 0.1460, swav 0.0000 LR: 6.332e-02 Score 97.898 Data time: 0.1435, Forward time: 2.2896, Backward time: 3.1467, DDP time: 0.0036, Total iter time: 5.5287 [2020-11-08 14:01:37,322][root][INFO] - ===> Epoch[663](1990/3): Loss -0.7763, Sem 0.0610, dir -0.9765, norm 0.1392, swav 0.0000 LR: 6.330e-02 Score 97.869 Data time: 0.2024, Forward time: 2.2895, Backward time: 3.1462, DDP time: 0.0036, Total iter time: 5.4181 [2020-11-08 14:01:43,518][root][INFO] - ===> Epoch[663](1991/3): Loss -0.7729, Sem 0.0672, dir -0.9760, norm 0.1359, swav 0.0000 LR: 6.328e-02 Score 97.680 Data time: 0.2006, Forward time: 2.2890, Backward time: 3.1474, DDP time: 0.0036, Total iter time: 6.0974 [2020-11-08 14:01:48,803][root][INFO] - ===> Epoch[663](1992/3): Loss -0.7779, Sem 0.0578, dir -0.9750, norm 0.1393, swav 0.0000 LR: 6.327e-02 Score 98.004 Data time: 0.1217, Forward time: 2.2872, Backward time: 3.1485, DDP time: 0.0036, Total iter time: 5.1812 [2020-11-08 14:01:54,882][root][INFO] - ===> Epoch[664](1993/3): Loss -0.7867, Sem 0.0571, dir -0.9747, norm 0.1309, swav 0.0000 LR: 6.325e-02 Score 97.955 Data time: 0.1743, Forward time: 2.2859, Backward time: 3.1501, DDP time: 0.0036, Total iter time: 5.9762 [2020-11-08 14:01:59,512][root][INFO] - ===> Epoch[664](1994/3): Loss -0.7820, Sem 0.0640, dir -0.9791, norm 0.1331, swav 0.0000 LR: 6.323e-02 Score 97.750 Data time: 0.1981, Forward time: 2.2849, Backward time: 3.1487, DDP time: 0.0036, Total iter time: 4.5281 [2020-11-08 14:02:07,219][root][INFO] - ===> Epoch[664](1995/3): Loss -0.7726, Sem 0.0586, dir -0.9737, norm 0.1424, swav 0.0000 LR: 6.321e-02 Score 98.000 Data time: 0.3595, Forward time: 2.2868, Backward time: 3.1503, DDP time: 0.0036, Total iter time: 7.5984 [2020-11-08 14:02:14,124][root][INFO] - ===> Epoch[665](1996/3): Loss -0.7726, Sem 0.0583, dir -0.9743, norm 0.1434, swav 0.0000 LR: 6.319e-02 Score 97.986 Data time: 0.3785, Forward time: 2.2893, Backward time: 3.1497, DDP time: 0.0036, Total iter time: 6.7698 [2020-11-08 14:02:19,684][root][INFO] - ===> Epoch[665](1997/3): Loss -0.7805, Sem 0.0612, dir -0.9737, norm 0.1320, swav 0.0000 LR: 6.317e-02 Score 97.858 Data time: 0.2568, Forward time: 2.2904, Backward time: 3.1479, DDP time: 0.0036, Total iter time: 5.4210 [2020-11-08 14:02:25,479][root][INFO] - ===> Epoch[665](1998/3): Loss -0.7891, Sem 0.0587, dir -0.9786, norm 0.1308, swav 0.0000 LR: 6.315e-02 Score 97.960 Data time: 0.2178, Forward time: 2.2906, Backward time: 3.1476, DDP time: 0.0036, Total iter time: 5.6690 [2020-11-08 14:02:31,418][root][INFO] - ===> Epoch[666](1999/3): Loss -0.7809, Sem 0.0578, dir -0.9738, norm 0.1351, swav 0.0000 LR: 6.313e-02 Score 97.976 Data time: 0.2117, Forward time: 2.2903, Backward time: 3.1480, DDP time: 0.0036, Total iter time: 5.8204 [2020-11-08 14:02:38,506][root][INFO] - ===> Epoch[666](2000/3): Loss -0.7632, Sem 0.0640, dir -0.9749, norm 0.1477, swav 0.0000 LR: 6.311e-02 Score 97.734 Data time: 0.2363, Forward time: 2.2904, Backward time: 3.1502, DDP time: 0.0036, Total iter time: 6.9988 [2020-11-08 14:02:39,408][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 14:02:39,565][root][INFO] - ===> Start testing [2020-11-08 14:04:09,767][root][INFO] - 101/312: Data time: 0.0057, Iter time: 0.3493 Loss 1.317 (AVG: 0.944) Score 80.731 (AVG: 85.331) mIOU 58.823 mAP 67.216 mAcc 67.914 IOU: 79.058 95.838 48.786 71.179 88.630 82.124 61.908 50.585 45.389 72.735 20.218 64.669 46.738 46.847 46.632 28.073 78.364 52.049 74.716 21.927 mAP: 76.258 93.790 50.974 75.343 91.662 86.920 69.216 58.786 55.803 54.974 33.023 50.533 61.128 56.048 55.359 79.876 92.907 81.468 69.350 50.898 mAcc: 94.738 98.760 55.415 76.622 96.870 86.416 76.570 64.533 52.313 75.576 26.581 69.459 70.813 61.281 55.302 35.808 93.809 57.926 80.144 29.338 [2020-11-08 14:05:41,836][root][INFO] - 201/312: Data time: 0.0172, Iter time: 0.2033 Loss 1.765 (AVG: 1.009) Score 76.652 (AVG: 84.216) mIOU 58.320 mAP 67.576 mAcc 68.340 IOU: 77.982 95.655 46.842 68.510 86.025 75.496 63.004 49.447 43.504 71.508 21.480 57.315 44.528 48.583 38.943 49.178 69.479 50.373 80.085 28.465 mAP: 78.486 94.309 52.030 69.651 86.335 81.521 66.277 61.869 54.328 59.279 38.351 53.907 57.750 61.901 48.349 87.479 91.020 78.473 79.785 50.425 mAcc: 94.508 98.746 55.231 71.149 94.682 85.046 73.727 62.825 52.084 75.693 28.285 62.911 72.568 60.453 46.219 58.432 91.681 58.449 87.099 37.009 [2020-11-08 14:07:17,221][root][INFO] - 301/312: Data time: 0.0066, Iter time: 0.2604 Loss 1.169 (AVG: 1.064) Score 78.884 (AVG: 83.709) mIOU 57.503 mAP 66.445 mAcc 67.410 IOU: 77.435 95.694 47.299 67.134 86.086 77.430 61.704 49.028 42.717 72.237 20.930 55.881 44.114 51.432 33.078 49.145 68.541 43.317 80.660 26.195 mAP: 77.621 94.520 53.707 68.285 86.691 79.285 66.279 61.740 55.868 57.067 40.074 53.601 59.261 62.321 39.070 81.014 90.115 70.961 80.746 50.674 mAcc: 94.884 98.744 56.212 73.160 94.631 85.330 73.404 62.549 50.593 76.501 26.512 62.053 73.136 62.673 38.925 58.759 89.200 49.835 88.617 32.478 [2020-11-08 14:07:24,550][root][INFO] - 312/312: Data time: 0.0024, Iter time: 0.1443 Loss 0.284 (AVG: 1.048) Score 91.922 (AVG: 83.911) mIOU 57.696 mAP 66.498 mAcc 67.574 IOU: 77.808 95.713 47.034 67.440 86.327 76.829 62.628 48.926 42.516 72.267 20.866 55.881 45.085 51.544 32.829 49.556 69.387 43.525 81.153 26.605 mAP: 77.757 94.627 53.005 68.645 86.616 79.285 66.093 61.183 56.071 57.488 39.633 53.601 59.936 62.103 38.264 81.704 90.448 71.307 81.301 50.893 mAcc: 94.955 98.754 56.004 73.287 94.697 85.330 74.149 62.442 50.408 76.550 26.417 62.053 73.873 63.225 38.663 59.173 89.575 50.088 88.932 32.899 [2020-11-08 14:07:24,551][root][INFO] - Finished test. Elapsed time: 284.9847 [2020-11-08 14:07:35,996][root][INFO] - [2020-11-08 14:07:35,996][root][INFO] - ################################################################ [2020-11-08 14:07:35,996][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 14:07:35,996][root][INFO] - ################################################################ [2020-11-08 14:07:35,996][root][INFO] - cabinet : 0.131 0.278 0.511 [2020-11-08 14:07:35,996][root][INFO] - bed : 0.332 0.647 0.736 [2020-11-08 14:07:35,996][root][INFO] - chair : 0.710 0.853 0.899 [2020-11-08 14:07:35,996][root][INFO] - sofa : 0.351 0.588 0.810 [2020-11-08 14:07:35,997][root][INFO] - table : 0.364 0.552 0.651 [2020-11-08 14:07:35,997][root][INFO] - door : 0.193 0.354 0.483 [2020-11-08 14:07:35,997][root][INFO] - window : 0.066 0.187 0.361 [2020-11-08 14:07:35,997][root][INFO] - bookshelf : 0.140 0.428 0.658 [2020-11-08 14:07:35,997][root][INFO] - picture : 0.076 0.142 0.255 [2020-11-08 14:07:35,997][root][INFO] - counter : 0.023 0.112 0.417 [2020-11-08 14:07:35,997][root][INFO] - desk : 0.027 0.108 0.406 [2020-11-08 14:07:35,997][root][INFO] - curtain : 0.115 0.225 0.400 [2020-11-08 14:07:35,997][root][INFO] - refrigerator : 0.211 0.295 0.316 [2020-11-08 14:07:35,997][root][INFO] - shower curtain : 0.382 0.607 0.607 [2020-11-08 14:07:35,997][root][INFO] - toilet : 0.752 0.864 0.899 [2020-11-08 14:07:35,997][root][INFO] - sink : 0.190 0.434 0.697 [2020-11-08 14:07:35,997][root][INFO] - bathtub : 0.557 0.762 0.862 [2020-11-08 14:07:35,997][root][INFO] - otherfurniture : 0.254 0.372 0.515 [2020-11-08 14:07:35,997][root][INFO] - ---------------------------------------------------------------- [2020-11-08 14:07:35,997][root][INFO] - average : 0.271 0.434 0.582 [2020-11-08 14:07:35,997][root][INFO] - [2020-11-08 14:07:36,209][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 14:07:36,211][root][INFO] - Current best mIoU: 58.579 at iter 1500 [2020-11-08 14:07:41,009][root][INFO] - ===> Epoch[666](2001/3): Loss -0.7581, Sem 0.0653, dir -0.9707, norm 0.1473, swav 0.0000 LR: 6.310e-02 Score 97.768 Data time: 0.2026, Forward time: 2.2906, Backward time: 3.1483, DDP time: 0.0037, Total iter time: 4.7928 [2020-11-08 14:07:46,973][root][INFO] - ===> Epoch[667](2002/3): Loss -0.7855, Sem 0.0567, dir -0.9760, norm 0.1337, swav 0.0000 LR: 6.308e-02 Score 98.034 Data time: 0.3137, Forward time: 2.2921, Backward time: 3.1469, DDP time: 0.0036, Total iter time: 5.8197 [2020-11-08 14:07:52,075][root][INFO] - ===> Epoch[667](2003/3): Loss -0.7771, Sem 0.0667, dir -0.9758, norm 0.1320, swav 0.0000 LR: 6.306e-02 Score 97.673 Data time: 0.1771, Forward time: 2.2915, Backward time: 3.1460, DDP time: 0.0036, Total iter time: 4.9590 [2020-11-08 14:07:57,111][root][INFO] - ===> Epoch[667](2004/3): Loss -0.7780, Sem 0.0608, dir -0.9776, norm 0.1388, swav 0.0000 LR: 6.304e-02 Score 97.914 Data time: 0.1790, Forward time: 2.2904, Backward time: 3.1456, DDP time: 0.0036, Total iter time: 4.9181 [2020-11-08 14:08:03,918][root][INFO] - ===> Epoch[668](2005/3): Loss -0.7698, Sem 0.0650, dir -0.9726, norm 0.1378, swav 0.0000 LR: 6.302e-02 Score 97.707 Data time: 0.2241, Forward time: 2.2903, Backward time: 3.1476, DDP time: 0.0036, Total iter time: 6.7183 [2020-11-08 14:08:09,042][root][INFO] - ===> Epoch[668](2006/3): Loss -0.7637, Sem 0.0668, dir -0.9753, norm 0.1447, swav 0.0000 LR: 6.300e-02 Score 97.684 Data time: 0.2320, Forward time: 2.2904, Backward time: 3.1460, DDP time: 0.0036, Total iter time: 5.0013 [2020-11-08 14:08:14,699][root][INFO] - ===> Epoch[668](2007/3): Loss -0.7837, Sem 0.0614, dir -0.9782, norm 0.1331, swav 0.0000 LR: 6.298e-02 Score 97.873 Data time: 0.2702, Forward time: 2.2916, Backward time: 3.1444, DDP time: 0.0036, Total iter time: 5.5306 [2020-11-08 14:08:20,257][root][INFO] - ===> Epoch[669](2008/3): Loss -0.7770, Sem 0.0651, dir -0.9742, norm 0.1321, swav 0.0000 LR: 6.296e-02 Score 97.692 Data time: 0.1828, Forward time: 2.2913, Backward time: 3.1442, DDP time: 0.0036, Total iter time: 5.4282 [2020-11-08 14:08:25,715][root][INFO] - ===> Epoch[669](2009/3): Loss -0.7667, Sem 0.0614, dir -0.9744, norm 0.1463, swav 0.0000 LR: 6.294e-02 Score 97.863 Data time: 0.2307, Forward time: 2.2914, Backward time: 3.1433, DDP time: 0.0036, Total iter time: 5.3491 [2020-11-08 14:08:31,147][root][INFO] - ===> Epoch[669](2010/3): Loss -0.7735, Sem 0.0657, dir -0.9744, norm 0.1352, swav 0.0000 LR: 6.292e-02 Score 97.723 Data time: 0.2468, Forward time: 2.2921, Backward time: 3.1418, DDP time: 0.0036, Total iter time: 5.2986 [2020-11-08 14:08:36,175][root][INFO] - ===> Epoch[670](2011/3): Loss -0.7694, Sem 0.0588, dir -0.9736, norm 0.1454, swav 0.0000 LR: 6.291e-02 Score 97.971 Data time: 0.2368, Forward time: 2.2927, Backward time: 3.1396, DDP time: 0.0036, Total iter time: 4.9018 [2020-11-08 14:08:41,411][root][INFO] - ===> Epoch[670](2012/3): Loss -0.7906, Sem 0.0652, dir -0.9783, norm 0.1225, swav 0.0000 LR: 6.289e-02 Score 97.743 Data time: 0.2161, Forward time: 2.2928, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 5.1130 [2020-11-08 14:08:46,531][root][INFO] - ===> Epoch[670](2013/3): Loss -0.7895, Sem 0.0579, dir -0.9785, norm 0.1311, swav 0.0000 LR: 6.287e-02 Score 97.951 Data time: 0.2803, Forward time: 2.2935, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 5.0140 [2020-11-08 14:08:53,922][root][INFO] - ===> Epoch[671](2014/3): Loss -0.7800, Sem 0.0595, dir -0.9735, norm 0.1340, swav 0.0000 LR: 6.285e-02 Score 97.929 Data time: 0.1582, Forward time: 2.2924, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 7.2675 [2020-11-08 14:08:59,209][root][INFO] - ===> Epoch[671](2015/3): Loss -0.7699, Sem 0.0647, dir -0.9772, norm 0.1427, swav 0.0000 LR: 6.283e-02 Score 97.749 Data time: 0.2002, Forward time: 2.2921, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.2079 [2020-11-08 14:09:05,476][root][INFO] - ===> Epoch[671](2016/3): Loss -0.7842, Sem 0.0575, dir -0.9762, norm 0.1345, swav 0.0000 LR: 6.281e-02 Score 98.012 Data time: 0.2428, Forward time: 2.2928, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 6.1613 [2020-11-08 14:09:11,170][root][INFO] - ===> Epoch[672](2017/3): Loss -0.7803, Sem 0.0586, dir -0.9765, norm 0.1376, swav 0.0000 LR: 6.279e-02 Score 97.979 Data time: 0.1563, Forward time: 2.2919, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 5.5689 [2020-11-08 14:09:16,710][root][INFO] - ===> Epoch[672](2018/3): Loss -0.7993, Sem 0.0535, dir -0.9801, norm 0.1272, swav 0.0000 LR: 6.277e-02 Score 98.113 Data time: 0.1728, Forward time: 2.2910, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 5.4838 [2020-11-08 14:09:22,660][root][INFO] - ===> Epoch[672](2019/3): Loss -0.7759, Sem 0.0652, dir -0.9737, norm 0.1326, swav 0.0000 LR: 6.275e-02 Score 97.755 Data time: 0.2001, Forward time: 2.2910, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 5.8568 [2020-11-08 14:09:27,773][root][INFO] - ===> Epoch[673](2020/3): Loss -0.7991, Sem 0.0548, dir -0.9785, norm 0.1246, swav 0.0000 LR: 6.274e-02 Score 98.044 Data time: 0.1646, Forward time: 2.2901, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.0232 [2020-11-08 14:09:33,503][root][INFO] - ===> Epoch[673](2021/3): Loss -0.7833, Sem 0.0564, dir -0.9791, norm 0.1394, swav 0.0000 LR: 6.272e-02 Score 98.041 Data time: 0.1618, Forward time: 2.2890, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.6554 [2020-11-08 14:09:39,836][root][INFO] - ===> Epoch[673](2022/3): Loss -0.7762, Sem 0.0698, dir -0.9759, norm 0.1299, swav 0.0000 LR: 6.270e-02 Score 97.562 Data time: 0.1523, Forward time: 2.2878, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 6.2723 [2020-11-08 14:09:45,795][root][INFO] - ===> Epoch[674](2023/3): Loss -0.7898, Sem 0.0553, dir -0.9723, norm 0.1272, swav 0.0000 LR: 6.268e-02 Score 98.028 Data time: 0.2423, Forward time: 2.2884, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.9076 [2020-11-08 14:09:50,891][root][INFO] - ===> Epoch[674](2024/3): Loss -0.7682, Sem 0.0637, dir -0.9747, norm 0.1428, swav 0.0000 LR: 6.266e-02 Score 97.786 Data time: 0.1988, Forward time: 2.2879, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 4.9821 [2020-11-08 14:09:57,920][root][INFO] - ===> Epoch[674](2025/3): Loss -0.7641, Sem 0.0661, dir -0.9744, norm 0.1441, swav 0.0000 LR: 6.264e-02 Score 97.680 Data time: 0.2477, Forward time: 2.2888, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 6.9375 [2020-11-08 14:10:02,967][root][INFO] - ===> Epoch[675](2026/3): Loss -0.7630, Sem 0.0686, dir -0.9742, norm 0.1426, swav 0.0000 LR: 6.262e-02 Score 97.722 Data time: 0.2439, Forward time: 2.2892, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 4.9146 [2020-11-08 14:10:08,689][root][INFO] - ===> Epoch[675](2027/3): Loss -0.7741, Sem 0.0653, dir -0.9760, norm 0.1365, swav 0.0000 LR: 6.260e-02 Score 97.741 Data time: 0.2173, Forward time: 2.2895, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 5.6068 [2020-11-08 14:10:13,422][root][INFO] - ===> Epoch[675](2028/3): Loss -0.7751, Sem 0.0622, dir -0.9736, norm 0.1363, swav 0.0000 LR: 6.258e-02 Score 97.817 Data time: 0.1588, Forward time: 2.2884, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 4.6232 [2020-11-08 14:10:18,768][root][INFO] - ===> Epoch[676](2029/3): Loss -0.7816, Sem 0.0580, dir -0.9753, norm 0.1357, swav 0.0000 LR: 6.256e-02 Score 98.027 Data time: 0.2146, Forward time: 2.2883, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 5.2549 [2020-11-08 14:10:24,142][root][INFO] - ===> Epoch[676](2030/3): Loss -0.7726, Sem 0.0631, dir -0.9733, norm 0.1376, swav 0.0000 LR: 6.255e-02 Score 97.749 Data time: 0.2666, Forward time: 2.2889, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 5.2306 [2020-11-08 14:10:29,282][root][INFO] - ===> Epoch[676](2031/3): Loss -0.7563, Sem 0.0644, dir -0.9714, norm 0.1507, swav 0.0000 LR: 6.253e-02 Score 97.878 Data time: 0.1725, Forward time: 2.2881, Backward time: 3.1375, DDP time: 0.0037, Total iter time: 5.0155 [2020-11-08 14:10:36,441][root][INFO] - ===> Epoch[677](2032/3): Loss -0.7609, Sem 0.0653, dir -0.9710, norm 0.1448, swav 0.0000 LR: 6.251e-02 Score 97.728 Data time: 0.2395, Forward time: 2.2885, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 7.0549 [2020-11-08 14:10:42,042][root][INFO] - ===> Epoch[677](2033/3): Loss -0.7705, Sem 0.0615, dir -0.9753, norm 0.1434, swav 0.0000 LR: 6.249e-02 Score 97.803 Data time: 0.1795, Forward time: 2.2878, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 5.4700 [2020-11-08 14:10:47,507][root][INFO] - ===> Epoch[677](2034/3): Loss -0.7410, Sem 0.0689, dir -0.9716, norm 0.1617, swav 0.0000 LR: 6.247e-02 Score 97.656 Data time: 0.2204, Forward time: 2.2879, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 5.3764 [2020-11-08 14:10:53,258][root][INFO] - ===> Epoch[678](2035/3): Loss -0.7776, Sem 0.0583, dir -0.9744, norm 0.1385, swav 0.0000 LR: 6.245e-02 Score 98.007 Data time: 0.1974, Forward time: 2.2877, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 5.6251 [2020-11-08 14:10:59,994][root][INFO] - ===> Epoch[678](2036/3): Loss -0.7772, Sem 0.0559, dir -0.9729, norm 0.1398, swav 0.0000 LR: 6.243e-02 Score 98.050 Data time: 0.1519, Forward time: 2.2866, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 6.6313 [2020-11-08 14:11:05,569][root][INFO] - ===> Epoch[678](2037/3): Loss -0.7303, Sem 0.0679, dir -0.9685, norm 0.1703, swav 0.0000 LR: 6.241e-02 Score 97.637 Data time: 0.1633, Forward time: 2.2856, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.4884 [2020-11-08 14:11:12,324][root][INFO] - ===> Epoch[679](2038/3): Loss -0.7621, Sem 0.0638, dir -0.9739, norm 0.1480, swav 0.0000 LR: 6.239e-02 Score 97.775 Data time: 0.2098, Forward time: 2.2855, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 6.6666 [2020-11-08 14:11:17,941][root][INFO] - ===> Epoch[679](2039/3): Loss -0.7636, Sem 0.0580, dir -0.9720, norm 0.1505, swav 0.0000 LR: 6.238e-02 Score 97.976 Data time: 0.2477, Forward time: 2.2853, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 5.4812 [2020-11-08 14:11:23,231][root][INFO] - ===> Epoch[679](2040/3): Loss -0.7474, Sem 0.0627, dir -0.9684, norm 0.1583, swav 0.0000 LR: 6.236e-02 Score 97.792 Data time: 0.1891, Forward time: 2.2849, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.1694 [2020-11-08 14:11:29,893][root][INFO] - ===> Epoch[680](2041/3): Loss -0.7766, Sem 0.0626, dir -0.9737, norm 0.1345, swav 0.0000 LR: 6.234e-02 Score 97.821 Data time: 0.2262, Forward time: 2.2850, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 6.5322 [2020-11-08 14:11:35,246][root][INFO] - ===> Epoch[680](2042/3): Loss -0.7431, Sem 0.0632, dir -0.9711, norm 0.1648, swav 0.0000 LR: 6.232e-02 Score 97.772 Data time: 0.2736, Forward time: 2.2858, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 5.2343 [2020-11-08 14:11:41,563][root][INFO] - ===> Epoch[680](2043/3): Loss -0.7565, Sem 0.0625, dir -0.9737, norm 0.1547, swav 0.0000 LR: 6.230e-02 Score 97.850 Data time: 0.2897, Forward time: 2.2876, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 6.2041 [2020-11-08 14:11:47,378][root][INFO] - ===> Epoch[681](2044/3): Loss -0.7761, Sem 0.0591, dir -0.9782, norm 0.1430, swav 0.0000 LR: 6.228e-02 Score 97.914 Data time: 0.2167, Forward time: 2.2880, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 5.6743 [2020-11-08 14:11:51,738][root][INFO] - ===> Epoch[681](2045/3): Loss -0.7513, Sem 0.0634, dir -0.9697, norm 0.1549, swav 0.0000 LR: 6.226e-02 Score 97.753 Data time: 0.1985, Forward time: 2.2880, Backward time: 3.1387, DDP time: 0.0037, Total iter time: 4.2382 [2020-11-08 14:11:57,318][root][INFO] - ===> Epoch[681](2046/3): Loss -0.7799, Sem 0.0571, dir -0.9742, norm 0.1372, swav 0.0000 LR: 6.224e-02 Score 98.030 Data time: 0.1923, Forward time: 2.2876, Backward time: 3.1387, DDP time: 0.0037, Total iter time: 5.4672 [2020-11-08 14:12:02,444][root][INFO] - ===> Epoch[682](2047/3): Loss -0.7723, Sem 0.0618, dir -0.9770, norm 0.1429, swav 0.0000 LR: 6.222e-02 Score 97.902 Data time: 0.2179, Forward time: 2.2871, Backward time: 3.1379, DDP time: 0.0037, Total iter time: 5.0239 [2020-11-08 14:12:07,241][root][INFO] - ===> Epoch[682](2048/3): Loss -0.7535, Sem 0.0660, dir -0.9712, norm 0.1517, swav 0.0000 LR: 6.220e-02 Score 97.664 Data time: 0.2018, Forward time: 2.2866, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 4.6865 [2020-11-08 14:12:12,591][root][INFO] - ===> Epoch[682](2049/3): Loss -0.7697, Sem 0.0601, dir -0.9762, norm 0.1464, swav 0.0000 LR: 6.219e-02 Score 97.886 Data time: 0.2342, Forward time: 2.2870, Backward time: 3.1354, DDP time: 0.0037, Total iter time: 5.2617 [2020-11-08 14:12:19,153][root][INFO] - ===> Epoch[683](2050/3): Loss -0.7748, Sem 0.0608, dir -0.9763, norm 0.1407, swav 0.0000 LR: 6.217e-02 Score 97.933 Data time: 0.1642, Forward time: 2.2861, Backward time: 3.1376, DDP time: 0.0037, Total iter time: 6.4408 [2020-11-08 14:12:24,018][root][INFO] - ===> Epoch[683](2051/3): Loss -0.7642, Sem 0.0591, dir -0.9739, norm 0.1506, swav 0.0000 LR: 6.215e-02 Score 97.909 Data time: 0.2224, Forward time: 2.2864, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 4.7919 [2020-11-08 14:12:29,525][root][INFO] - ===> Epoch[683](2052/3): Loss -0.7341, Sem 0.0674, dir -0.9678, norm 0.1663, swav 0.0000 LR: 6.213e-02 Score 97.630 Data time: 0.2120, Forward time: 2.2864, Backward time: 3.1349, DDP time: 0.0037, Total iter time: 5.3990 [2020-11-08 14:12:36,197][root][INFO] - ===> Epoch[684](2053/3): Loss -0.7935, Sem 0.0526, dir -0.9741, norm 0.1280, swav 0.0000 LR: 6.211e-02 Score 98.194 Data time: 0.1949, Forward time: 2.2859, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 6.5619 [2020-11-08 14:12:41,775][root][INFO] - ===> Epoch[684](2054/3): Loss -0.7499, Sem 0.0616, dir -0.9689, norm 0.1573, swav 0.0000 LR: 6.209e-02 Score 97.832 Data time: 0.2495, Forward time: 2.2863, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 5.4592 [2020-11-08 14:12:47,218][root][INFO] - ===> Epoch[684](2055/3): Loss -0.7695, Sem 0.0565, dir -0.9748, norm 0.1488, swav 0.0000 LR: 6.207e-02 Score 98.010 Data time: 0.2582, Forward time: 2.2872, Backward time: 3.1344, DDP time: 0.0037, Total iter time: 5.3232 [2020-11-08 14:12:54,558][root][INFO] - ===> Epoch[685](2056/3): Loss -0.7726, Sem 0.0624, dir -0.9743, norm 0.1392, swav 0.0000 LR: 6.205e-02 Score 97.803 Data time: 0.2264, Forward time: 2.2874, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 7.2153 [2020-11-08 14:12:59,318][root][INFO] - ===> Epoch[685](2057/3): Loss -0.7672, Sem 0.0602, dir -0.9736, norm 0.1462, swav 0.0000 LR: 6.203e-02 Score 97.869 Data time: 0.1800, Forward time: 2.2865, Backward time: 3.1359, DDP time: 0.0037, Total iter time: 4.6312 [2020-11-08 14:13:05,186][root][INFO] - ===> Epoch[685](2058/3): Loss -0.7600, Sem 0.0550, dir -0.9734, norm 0.1584, swav 0.0000 LR: 6.201e-02 Score 98.083 Data time: 0.2563, Forward time: 2.2872, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 5.7838 [2020-11-08 14:13:11,857][root][INFO] - ===> Epoch[686](2059/3): Loss -0.7700, Sem 0.0620, dir -0.9689, norm 0.1369, swav 0.0000 LR: 6.200e-02 Score 97.865 Data time: 0.2826, Forward time: 2.2884, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 6.5616 [2020-11-08 14:13:17,685][root][INFO] - ===> Epoch[686](2060/3): Loss -0.7610, Sem 0.0651, dir -0.9741, norm 0.1480, swav 0.0000 LR: 6.198e-02 Score 97.684 Data time: 0.2146, Forward time: 2.2885, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 5.6903 [2020-11-08 14:13:23,504][root][INFO] - ===> Epoch[686](2061/3): Loss -0.7742, Sem 0.0613, dir -0.9763, norm 0.1408, swav 0.0000 LR: 6.196e-02 Score 97.808 Data time: 0.1395, Forward time: 2.2871, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 5.6897 [2020-11-08 14:13:29,201][root][INFO] - ===> Epoch[687](2062/3): Loss -0.7653, Sem 0.0588, dir -0.9710, norm 0.1470, swav 0.0000 LR: 6.194e-02 Score 97.949 Data time: 0.2129, Forward time: 2.2873, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 5.6373 [2020-11-08 14:13:33,996][root][INFO] - ===> Epoch[687](2063/3): Loss -0.7658, Sem 0.0667, dir -0.9764, norm 0.1440, swav 0.0000 LR: 6.192e-02 Score 97.630 Data time: 0.1984, Forward time: 2.2871, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 4.6697 [2020-11-08 14:13:38,826][root][INFO] - ===> Epoch[687](2064/3): Loss -0.7756, Sem 0.0623, dir -0.9723, norm 0.1344, swav 0.0000 LR: 6.190e-02 Score 97.789 Data time: 0.1661, Forward time: 2.2862, Backward time: 3.1338, DDP time: 0.0037, Total iter time: 4.7471 [2020-11-08 14:13:46,820][root][INFO] - ===> Epoch[688](2065/3): Loss -0.7583, Sem 0.0655, dir -0.9737, norm 0.1499, swav 0.0000 LR: 6.188e-02 Score 97.808 Data time: 0.1436, Forward time: 2.2849, Backward time: 3.1389, DDP time: 0.0037, Total iter time: 7.9226 [2020-11-08 14:13:52,483][root][INFO] - ===> Epoch[688](2066/3): Loss -0.7707, Sem 0.0581, dir -0.9718, norm 0.1431, swav 0.0000 LR: 6.186e-02 Score 97.970 Data time: 0.2580, Forward time: 2.2858, Backward time: 3.1376, DDP time: 0.0037, Total iter time: 5.5902 [2020-11-08 14:13:59,585][root][INFO] - ===> Epoch[688](2067/3): Loss -0.7838, Sem 0.0595, dir -0.9771, norm 0.1338, swav 0.0000 LR: 6.184e-02 Score 97.927 Data time: 0.1811, Forward time: 2.2854, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 6.9745 [2020-11-08 14:14:04,116][root][INFO] - ===> Epoch[689](2068/3): Loss -0.7784, Sem 0.0584, dir -0.9763, norm 0.1394, swav 0.0000 LR: 6.182e-02 Score 97.920 Data time: 0.1583, Forward time: 2.2846, Backward time: 3.1387, DDP time: 0.0037, Total iter time: 4.4295 [2020-11-08 14:14:10,043][root][INFO] - ===> Epoch[689](2069/3): Loss -0.7640, Sem 0.0631, dir -0.9742, norm 0.1471, swav 0.0000 LR: 6.181e-02 Score 97.750 Data time: 0.1968, Forward time: 2.2843, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 5.8446 [2020-11-08 14:14:16,182][root][INFO] - ===> Epoch[689](2070/3): Loss -0.7741, Sem 0.0602, dir -0.9727, norm 0.1384, swav 0.0000 LR: 6.179e-02 Score 97.885 Data time: 0.1760, Forward time: 2.2838, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 6.0356 [2020-11-08 14:14:22,074][root][INFO] - ===> Epoch[690](2071/3): Loss -0.7513, Sem 0.0652, dir -0.9720, norm 0.1555, swav 0.0000 LR: 6.177e-02 Score 97.709 Data time: 0.1863, Forward time: 2.2829, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.7813 [2020-11-08 14:14:27,698][root][INFO] - ===> Epoch[690](2072/3): Loss -0.7474, Sem 0.0665, dir -0.9708, norm 0.1569, swav 0.0000 LR: 6.175e-02 Score 97.671 Data time: 0.2032, Forward time: 2.2826, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.5200 [2020-11-08 14:14:34,898][root][INFO] - ===> Epoch[690](2073/3): Loss -0.7722, Sem 0.0608, dir -0.9727, norm 0.1397, swav 0.0000 LR: 6.173e-02 Score 97.994 Data time: 0.2216, Forward time: 2.2829, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 7.0747 [2020-11-08 14:14:41,667][root][INFO] - ===> Epoch[691](2074/3): Loss -0.7731, Sem 0.0579, dir -0.9740, norm 0.1430, swav 0.0000 LR: 6.171e-02 Score 97.965 Data time: 0.1810, Forward time: 2.2825, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 6.6483 [2020-11-08 14:14:47,561][root][INFO] - ===> Epoch[691](2075/3): Loss -0.7644, Sem 0.0726, dir -0.9759, norm 0.1388, swav 0.0000 LR: 6.169e-02 Score 97.502 Data time: 0.1804, Forward time: 2.2816, Backward time: 3.1463, DDP time: 0.0037, Total iter time: 5.8030 [2020-11-08 14:14:54,017][root][INFO] - ===> Epoch[691](2076/3): Loss -0.7661, Sem 0.0666, dir -0.9762, norm 0.1436, swav 0.0000 LR: 6.167e-02 Score 97.742 Data time: 0.2847, Forward time: 2.2832, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 6.3615 [2020-11-08 14:14:59,407][root][INFO] - ===> Epoch[692](2077/3): Loss -0.7746, Sem 0.0584, dir -0.9731, norm 0.1401, swav 0.0000 LR: 6.165e-02 Score 98.027 Data time: 0.1470, Forward time: 2.2822, Backward time: 3.1458, DDP time: 0.0037, Total iter time: 5.2521 [2020-11-08 14:15:04,327][root][INFO] - ===> Epoch[692](2078/3): Loss -0.7584, Sem 0.0708, dir -0.9736, norm 0.1444, swav 0.0000 LR: 6.163e-02 Score 97.570 Data time: 0.2375, Forward time: 2.2827, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 4.8525 [2020-11-08 14:15:08,924][root][INFO] - ===> Epoch[692](2079/3): Loss -0.7800, Sem 0.0651, dir -0.9777, norm 0.1326, swav 0.0000 LR: 6.162e-02 Score 97.754 Data time: 0.2066, Forward time: 2.2825, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 4.4971 [2020-11-08 14:15:14,963][root][INFO] - ===> Epoch[693](2080/3): Loss -0.7720, Sem 0.0625, dir -0.9742, norm 0.1397, swav 0.0000 LR: 6.160e-02 Score 97.845 Data time: 0.1950, Forward time: 2.2820, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 5.9453 [2020-11-08 14:15:21,127][root][INFO] - ===> Epoch[693](2081/3): Loss -0.7771, Sem 0.0616, dir -0.9777, norm 0.1390, swav 0.0000 LR: 6.158e-02 Score 97.823 Data time: 0.3208, Forward time: 2.2836, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 6.0769 [2020-11-08 14:15:27,856][root][INFO] - ===> Epoch[693](2082/3): Loss -0.7644, Sem 0.0630, dir -0.9718, norm 0.1445, swav 0.0000 LR: 6.156e-02 Score 97.785 Data time: 0.3542, Forward time: 2.2855, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 6.6074 [2020-11-08 14:15:32,309][root][INFO] - ===> Epoch[694](2083/3): Loss -0.7698, Sem 0.0668, dir -0.9753, norm 0.1387, swav 0.0000 LR: 6.154e-02 Score 97.678 Data time: 0.1973, Forward time: 2.2848, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 4.3321 [2020-11-08 14:15:39,602][root][INFO] - ===> Epoch[694](2084/3): Loss -0.7646, Sem 0.0611, dir -0.9729, norm 0.1472, swav 0.0000 LR: 6.152e-02 Score 97.857 Data time: 0.3545, Forward time: 2.2871, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 7.1998 [2020-11-08 14:15:44,798][root][INFO] - ===> Epoch[694](2085/3): Loss -0.7615, Sem 0.0676, dir -0.9740, norm 0.1449, swav 0.0000 LR: 6.150e-02 Score 97.655 Data time: 0.1968, Forward time: 2.2870, Backward time: 3.1389, DDP time: 0.0037, Total iter time: 5.0901 [2020-11-08 14:15:51,171][root][INFO] - ===> Epoch[695](2086/3): Loss -0.7664, Sem 0.0642, dir -0.9734, norm 0.1428, swav 0.0000 LR: 6.148e-02 Score 97.780 Data time: 0.1780, Forward time: 2.2865, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 6.2832 [2020-11-08 14:15:56,442][root][INFO] - ===> Epoch[695](2087/3): Loss -0.7675, Sem 0.0673, dir -0.9762, norm 0.1414, swav 0.0000 LR: 6.146e-02 Score 97.677 Data time: 0.2041, Forward time: 2.2863, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.2020 [2020-11-08 14:16:02,347][root][INFO] - ===> Epoch[695](2088/3): Loss -0.7592, Sem 0.0610, dir -0.9705, norm 0.1503, swav 0.0000 LR: 6.145e-02 Score 97.902 Data time: 0.1427, Forward time: 2.2848, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 5.7853 [2020-11-08 14:16:08,208][root][INFO] - ===> Epoch[696](2089/3): Loss -0.7518, Sem 0.0670, dir -0.9686, norm 0.1498, swav 0.0000 LR: 6.143e-02 Score 97.704 Data time: 0.3042, Forward time: 2.2861, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.7867 [2020-11-08 14:16:13,726][root][INFO] - ===> Epoch[696](2090/3): Loss -0.7670, Sem 0.0650, dir -0.9767, norm 0.1447, swav 0.0000 LR: 6.141e-02 Score 97.768 Data time: 0.2528, Forward time: 2.2870, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 5.3993 [2020-11-08 14:16:19,755][root][INFO] - ===> Epoch[696](2091/3): Loss -0.7443, Sem 0.0717, dir -0.9715, norm 0.1555, swav 0.0000 LR: 6.139e-02 Score 97.546 Data time: 0.1803, Forward time: 2.2864, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 5.9064 [2020-11-08 14:16:27,187][root][INFO] - ===> Epoch[697](2092/3): Loss -0.7540, Sem 0.0650, dir -0.9705, norm 0.1515, swav 0.0000 LR: 6.137e-02 Score 97.781 Data time: 0.2724, Forward time: 2.2871, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 7.3453 [2020-11-08 14:16:34,583][root][INFO] - ===> Epoch[697](2093/3): Loss -0.7792, Sem 0.0602, dir -0.9776, norm 0.1383, swav 0.0000 LR: 6.135e-02 Score 97.882 Data time: 0.3816, Forward time: 2.2895, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 7.2536 [2020-11-08 14:16:39,762][root][INFO] - ===> Epoch[697](2094/3): Loss -0.7638, Sem 0.0640, dir -0.9713, norm 0.1436, swav 0.0000 LR: 6.133e-02 Score 97.870 Data time: 0.1722, Forward time: 2.2893, Backward time: 3.1410, DDP time: 0.0037, Total iter time: 5.0665 [2020-11-08 14:16:46,494][root][INFO] - ===> Epoch[698](2095/3): Loss -0.7664, Sem 0.0636, dir -0.9729, norm 0.1429, swav 0.0000 LR: 6.131e-02 Score 97.775 Data time: 0.1133, Forward time: 2.2875, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 6.6291 [2020-11-08 14:16:52,264][root][INFO] - ===> Epoch[698](2096/3): Loss -0.7745, Sem 0.0699, dir -0.9736, norm 0.1293, swav 0.0000 LR: 6.129e-02 Score 97.564 Data time: 0.1605, Forward time: 2.2865, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.7424 [2020-11-08 14:16:57,947][root][INFO] - ===> Epoch[698](2097/3): Loss -0.7627, Sem 0.0630, dir -0.9723, norm 0.1466, swav 0.0000 LR: 6.127e-02 Score 97.814 Data time: 0.2609, Forward time: 2.2876, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 5.6042 [2020-11-08 14:17:02,988][root][INFO] - ===> Epoch[699](2098/3): Loss -0.7760, Sem 0.0646, dir -0.9773, norm 0.1367, swav 0.0000 LR: 6.126e-02 Score 97.753 Data time: 0.1854, Forward time: 2.2873, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 4.9132 [2020-11-08 14:17:07,879][root][INFO] - ===> Epoch[699](2099/3): Loss -0.7642, Sem 0.0637, dir -0.9757, norm 0.1479, swav 0.0000 LR: 6.124e-02 Score 97.816 Data time: 0.1939, Forward time: 2.2868, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 4.8128 [2020-11-08 14:17:14,627][root][INFO] - ===> Epoch[699](2100/3): Loss -0.7687, Sem 0.0651, dir -0.9697, norm 0.1359, swav 0.0000 LR: 6.122e-02 Score 97.704 Data time: 0.2880, Forward time: 2.2881, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 6.6669 [2020-11-08 14:17:19,930][root][INFO] - ===> Epoch[700](2101/3): Loss -0.7772, Sem 0.0591, dir -0.9745, norm 0.1382, swav 0.0000 LR: 6.120e-02 Score 97.939 Data time: 0.2248, Forward time: 2.2885, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 5.1674 [2020-11-08 14:17:24,874][root][INFO] - ===> Epoch[700](2102/3): Loss -0.7616, Sem 0.0706, dir -0.9716, norm 0.1394, swav 0.0000 LR: 6.118e-02 Score 97.579 Data time: 0.2373, Forward time: 2.2890, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 4.8412 [2020-11-08 14:17:30,412][root][INFO] - ===> Epoch[700](2103/3): Loss -0.7698, Sem 0.0694, dir -0.9770, norm 0.1378, swav 0.0000 LR: 6.116e-02 Score 97.541 Data time: 0.2492, Forward time: 2.2896, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 5.4313 [2020-11-08 14:17:36,954][root][INFO] - ===> Epoch[701](2104/3): Loss -0.7714, Sem 0.0643, dir -0.9754, norm 0.1397, swav 0.0000 LR: 6.114e-02 Score 97.767 Data time: 0.2233, Forward time: 2.2898, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 6.4201 [2020-11-08 14:17:42,496][root][INFO] - ===> Epoch[701](2105/3): Loss -0.7707, Sem 0.0578, dir -0.9719, norm 0.1433, swav 0.0000 LR: 6.112e-02 Score 97.965 Data time: 0.1970, Forward time: 2.2895, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 5.4454 [2020-11-08 14:17:48,414][root][INFO] - ===> Epoch[701](2106/3): Loss -0.7639, Sem 0.0682, dir -0.9727, norm 0.1406, swav 0.0000 LR: 6.110e-02 Score 97.697 Data time: 0.2319, Forward time: 2.2900, Backward time: 3.1387, DDP time: 0.0037, Total iter time: 5.8349 [2020-11-08 14:17:53,762][root][INFO] - ===> Epoch[702](2107/3): Loss -0.7720, Sem 0.0632, dir -0.9732, norm 0.1380, swav 0.0000 LR: 6.108e-02 Score 97.823 Data time: 0.2040, Forward time: 2.2900, Backward time: 3.1379, DDP time: 0.0037, Total iter time: 5.2326 [2020-11-08 14:17:59,625][root][INFO] - ===> Epoch[702](2108/3): Loss -0.7604, Sem 0.0605, dir -0.9696, norm 0.1487, swav 0.0000 LR: 6.106e-02 Score 97.854 Data time: 0.2587, Forward time: 2.2908, Backward time: 3.1371, DDP time: 0.0037, Total iter time: 5.7543 [2020-11-08 14:18:05,005][root][INFO] - ===> Epoch[702](2109/3): Loss -0.7643, Sem 0.0644, dir -0.9736, norm 0.1450, swav 0.0000 LR: 6.105e-02 Score 97.723 Data time: 0.1914, Forward time: 2.2903, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.2471 [2020-11-08 14:18:11,110][root][INFO] - ===> Epoch[703](2110/3): Loss -0.7574, Sem 0.0656, dir -0.9755, norm 0.1525, swav 0.0000 LR: 6.103e-02 Score 97.712 Data time: 0.2569, Forward time: 2.2911, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 6.0141 [2020-11-08 14:18:17,311][root][INFO] - ===> Epoch[703](2111/3): Loss -0.7691, Sem 0.0616, dir -0.9731, norm 0.1424, swav 0.0000 LR: 6.101e-02 Score 97.814 Data time: 0.3096, Forward time: 2.2924, Backward time: 3.1358, DDP time: 0.0037, Total iter time: 6.0721 [2020-11-08 14:18:22,792][root][INFO] - ===> Epoch[703](2112/3): Loss -0.7652, Sem 0.0599, dir -0.9735, norm 0.1484, swav 0.0000 LR: 6.099e-02 Score 97.917 Data time: 0.2523, Forward time: 2.2934, Backward time: 3.1342, DDP time: 0.0037, Total iter time: 5.3616 [2020-11-08 14:18:27,922][root][INFO] - ===> Epoch[704](2113/3): Loss -0.7610, Sem 0.0621, dir -0.9712, norm 0.1481, swav 0.0000 LR: 6.097e-02 Score 97.892 Data time: 0.2152, Forward time: 2.2935, Backward time: 3.1330, DDP time: 0.0037, Total iter time: 5.0137 [2020-11-08 14:18:32,797][root][INFO] - ===> Epoch[704](2114/3): Loss -0.7604, Sem 0.0624, dir -0.9699, norm 0.1470, swav 0.0000 LR: 6.095e-02 Score 97.781 Data time: 0.2323, Forward time: 2.2938, Backward time: 3.1312, DDP time: 0.0037, Total iter time: 4.7808 [2020-11-08 14:18:38,779][root][INFO] - ===> Epoch[704](2115/3): Loss -0.7537, Sem 0.0683, dir -0.9721, norm 0.1501, swav 0.0000 LR: 6.093e-02 Score 97.587 Data time: 0.1693, Forward time: 2.2934, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 5.8565 [2020-11-08 14:18:43,435][root][INFO] - ===> Epoch[705](2116/3): Loss -0.7632, Sem 0.0677, dir -0.9734, norm 0.1425, swav 0.0000 LR: 6.091e-02 Score 97.625 Data time: 0.1287, Forward time: 2.2920, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 4.5738 [2020-11-08 14:18:48,753][root][INFO] - ===> Epoch[705](2117/3): Loss -0.7640, Sem 0.0594, dir -0.9750, norm 0.1516, swav 0.0000 LR: 6.089e-02 Score 97.890 Data time: 0.2077, Forward time: 2.2921, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 5.2718 [2020-11-08 14:18:54,318][root][INFO] - ===> Epoch[705](2118/3): Loss -0.7547, Sem 0.0611, dir -0.9652, norm 0.1494, swav 0.0000 LR: 6.087e-02 Score 97.861 Data time: 0.1807, Forward time: 2.2920, Backward time: 3.1307, DDP time: 0.0037, Total iter time: 5.4414 [2020-11-08 14:18:59,856][root][INFO] - ===> Epoch[706](2119/3): Loss -0.7795, Sem 0.0621, dir -0.9775, norm 0.1359, swav 0.0000 LR: 6.086e-02 Score 97.868 Data time: 0.1278, Forward time: 2.2905, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 5.4344 [2020-11-08 14:19:05,760][root][INFO] - ===> Epoch[706](2120/3): Loss -0.7524, Sem 0.0718, dir -0.9743, norm 0.1501, swav 0.0000 LR: 6.084e-02 Score 97.486 Data time: 0.2006, Forward time: 2.2903, Backward time: 3.1324, DDP time: 0.0037, Total iter time: 5.8646 [2020-11-08 14:19:11,208][root][INFO] - ===> Epoch[706](2121/3): Loss -0.7804, Sem 0.0540, dir -0.9746, norm 0.1402, swav 0.0000 LR: 6.082e-02 Score 98.110 Data time: 0.2620, Forward time: 2.2912, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 5.3590 [2020-11-08 14:19:16,939][root][INFO] - ===> Epoch[707](2122/3): Loss -0.7722, Sem 0.0673, dir -0.9744, norm 0.1349, swav 0.0000 LR: 6.080e-02 Score 97.636 Data time: 0.2468, Forward time: 2.2921, Backward time: 3.1299, DDP time: 0.0037, Total iter time: 5.6270 [2020-11-08 14:19:21,267][root][INFO] - ===> Epoch[707](2123/3): Loss -0.7553, Sem 0.0623, dir -0.9682, norm 0.1506, swav 0.0000 LR: 6.078e-02 Score 97.820 Data time: 0.1656, Forward time: 2.2913, Backward time: 3.1282, DDP time: 0.0037, Total iter time: 4.2211 [2020-11-08 14:19:27,141][root][INFO] - ===> Epoch[707](2124/3): Loss -0.7644, Sem 0.0637, dir -0.9738, norm 0.1457, swav 0.0000 LR: 6.076e-02 Score 97.800 Data time: 0.1896, Forward time: 2.2901, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 5.7997 [2020-11-08 14:19:34,308][root][INFO] - ===> Epoch[708](2125/3): Loss -0.7711, Sem 0.0619, dir -0.9733, norm 0.1403, swav 0.0000 LR: 6.074e-02 Score 97.834 Data time: 0.2444, Forward time: 2.2910, Backward time: 3.1308, DDP time: 0.0037, Total iter time: 7.1229 [2020-11-08 14:19:39,648][root][INFO] - ===> Epoch[708](2126/3): Loss -0.7676, Sem 0.0623, dir -0.9736, norm 0.1437, swav 0.0000 LR: 6.072e-02 Score 97.829 Data time: 0.2038, Forward time: 2.2911, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 5.2290 [2020-11-08 14:19:46,145][root][INFO] - ===> Epoch[708](2127/3): Loss -0.7697, Sem 0.0609, dir -0.9725, norm 0.1419, swav 0.0000 LR: 6.070e-02 Score 97.879 Data time: 0.1740, Forward time: 2.2903, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 6.3806 [2020-11-08 14:19:51,177][root][INFO] - ===> Epoch[709](2128/3): Loss -0.7634, Sem 0.0615, dir -0.9721, norm 0.1472, swav 0.0000 LR: 6.068e-02 Score 97.847 Data time: 0.2254, Forward time: 2.2906, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 4.9634 [2020-11-08 14:19:56,329][root][INFO] - ===> Epoch[709](2129/3): Loss -0.7759, Sem 0.0550, dir -0.9739, norm 0.1430, swav 0.0000 LR: 6.067e-02 Score 98.084 Data time: 0.2241, Forward time: 2.2908, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 5.0370 [2020-11-08 14:20:02,870][root][INFO] - ===> Epoch[709](2130/3): Loss -0.7750, Sem 0.0677, dir -0.9748, norm 0.1321, swav 0.0000 LR: 6.065e-02 Score 97.615 Data time: 0.2883, Forward time: 2.2920, Backward time: 3.1289, DDP time: 0.0037, Total iter time: 6.4398 [2020-11-08 14:20:10,089][root][INFO] - ===> Epoch[710](2131/3): Loss -0.7843, Sem 0.0555, dir -0.9753, norm 0.1355, swav 0.0000 LR: 6.063e-02 Score 98.041 Data time: 0.1623, Forward time: 2.2914, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 7.0769 [2020-11-08 14:20:15,433][root][INFO] - ===> Epoch[710](2132/3): Loss -0.7549, Sem 0.0654, dir -0.9714, norm 0.1511, swav 0.0000 LR: 6.061e-02 Score 97.746 Data time: 0.1984, Forward time: 2.2911, Backward time: 3.1313, DDP time: 0.0037, Total iter time: 5.2363 [2020-11-08 14:20:20,536][root][INFO] - ===> Epoch[710](2133/3): Loss -0.7562, Sem 0.0738, dir -0.9753, norm 0.1453, swav 0.0000 LR: 6.059e-02 Score 97.675 Data time: 0.1933, Forward time: 2.2907, Backward time: 3.1306, DDP time: 0.0037, Total iter time: 5.0097 [2020-11-08 14:20:26,198][root][INFO] - ===> Epoch[711](2134/3): Loss -0.7609, Sem 0.0614, dir -0.9731, norm 0.1508, swav 0.0000 LR: 6.057e-02 Score 97.867 Data time: 0.2868, Forward time: 2.2911, Backward time: 3.1298, DDP time: 0.0037, Total iter time: 5.5629 [2020-11-08 14:20:31,778][root][INFO] - ===> Epoch[711](2135/3): Loss -0.7745, Sem 0.0627, dir -0.9729, norm 0.1357, swav 0.0000 LR: 6.055e-02 Score 97.775 Data time: 0.2921, Forward time: 2.2920, Backward time: 3.1285, DDP time: 0.0037, Total iter time: 5.4656 [2020-11-08 14:20:37,295][root][INFO] - ===> Epoch[711](2136/3): Loss -0.7774, Sem 0.0599, dir -0.9785, norm 0.1412, swav 0.0000 LR: 6.053e-02 Score 97.867 Data time: 0.2325, Forward time: 2.2924, Backward time: 3.1275, DDP time: 0.0037, Total iter time: 5.4014 [2020-11-08 14:20:41,764][root][INFO] - ===> Epoch[712](2137/3): Loss -0.7723, Sem 0.0646, dir -0.9764, norm 0.1394, swav 0.0000 LR: 6.051e-02 Score 97.797 Data time: 0.2157, Forward time: 2.2922, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 4.3597 [2020-11-08 14:20:49,530][root][INFO] - ===> Epoch[712](2138/3): Loss -0.7717, Sem 0.0591, dir -0.9726, norm 0.1418, swav 0.0000 LR: 6.049e-02 Score 97.934 Data time: 0.2859, Forward time: 2.2932, Backward time: 3.1275, DDP time: 0.0037, Total iter time: 7.6523 [2020-11-08 14:20:55,610][root][INFO] - ===> Epoch[712](2139/3): Loss -0.7825, Sem 0.0560, dir -0.9766, norm 0.1381, swav 0.0000 LR: 6.048e-02 Score 98.048 Data time: 0.2915, Forward time: 2.2946, Backward time: 3.1265, DDP time: 0.0037, Total iter time: 5.9424 [2020-11-08 14:21:01,840][root][INFO] - ===> Epoch[713](2140/3): Loss -0.7644, Sem 0.0686, dir -0.9761, norm 0.1431, swav 0.0000 LR: 6.046e-02 Score 97.606 Data time: 0.2261, Forward time: 2.2947, Backward time: 3.1269, DDP time: 0.0037, Total iter time: 6.0870 [2020-11-08 14:21:07,639][root][INFO] - ===> Epoch[713](2141/3): Loss -0.7597, Sem 0.0621, dir -0.9734, norm 0.1515, swav 0.0000 LR: 6.044e-02 Score 97.824 Data time: 0.2148, Forward time: 2.2944, Backward time: 3.1271, DDP time: 0.0037, Total iter time: 5.6962 [2020-11-08 14:21:13,682][root][INFO] - ===> Epoch[713](2142/3): Loss -0.7761, Sem 0.0621, dir -0.9750, norm 0.1367, swav 0.0000 LR: 6.042e-02 Score 97.824 Data time: 0.1099, Forward time: 2.2928, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 5.9425 [2020-11-08 14:21:19,161][root][INFO] - ===> Epoch[714](2143/3): Loss -0.7728, Sem 0.0630, dir -0.9740, norm 0.1382, swav 0.0000 LR: 6.040e-02 Score 97.844 Data time: 0.2220, Forward time: 2.2919, Backward time: 3.1296, DDP time: 0.0037, Total iter time: 5.4466 [2020-11-08 14:21:24,809][root][INFO] - ===> Epoch[714](2144/3): Loss -0.7712, Sem 0.0618, dir -0.9751, norm 0.1421, swav 0.0000 LR: 6.038e-02 Score 97.815 Data time: 0.2056, Forward time: 2.2919, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 5.5905 [2020-11-08 14:21:30,838][root][INFO] - ===> Epoch[714](2145/3): Loss -0.7791, Sem 0.0624, dir -0.9765, norm 0.1351, swav 0.0000 LR: 6.036e-02 Score 97.820 Data time: 0.1847, Forward time: 2.2915, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 5.9130 [2020-11-08 14:21:36,348][root][INFO] - ===> Epoch[715](2146/3): Loss -0.7566, Sem 0.0660, dir -0.9754, norm 0.1528, swav 0.0000 LR: 6.034e-02 Score 97.696 Data time: 0.1839, Forward time: 2.2910, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 5.4039 [2020-11-08 14:21:41,710][root][INFO] - ===> Epoch[715](2147/3): Loss -0.7919, Sem 0.0581, dir -0.9788, norm 0.1288, swav 0.0000 LR: 6.032e-02 Score 97.971 Data time: 0.1724, Forward time: 2.2901, Backward time: 3.1303, DDP time: 0.0037, Total iter time: 5.2581 [2020-11-08 14:21:47,999][root][INFO] - ===> Epoch[715](2148/3): Loss -0.7726, Sem 0.0584, dir -0.9722, norm 0.1411, swav 0.0000 LR: 6.030e-02 Score 97.938 Data time: 0.3056, Forward time: 2.2916, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 6.1982 [2020-11-08 14:21:53,407][root][INFO] - ===> Epoch[716](2149/3): Loss -0.7891, Sem 0.0567, dir -0.9757, norm 0.1299, swav 0.0000 LR: 6.028e-02 Score 98.025 Data time: 0.1892, Forward time: 2.2914, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 5.2772 [2020-11-08 14:21:59,065][root][INFO] - ===> Epoch[716](2150/3): Loss -0.7907, Sem 0.0554, dir -0.9782, norm 0.1321, swav 0.0000 LR: 6.027e-02 Score 98.024 Data time: 0.2117, Forward time: 2.2914, Backward time: 3.1288, DDP time: 0.0037, Total iter time: 5.5361 [2020-11-08 14:22:04,964][root][INFO] - ===> Epoch[716](2151/3): Loss -0.7652, Sem 0.0666, dir -0.9764, norm 0.1446, swav 0.0000 LR: 6.025e-02 Score 97.643 Data time: 0.1654, Forward time: 2.2906, Backward time: 3.1297, DDP time: 0.0037, Total iter time: 5.7786 [2020-11-08 14:22:11,571][root][INFO] - ===> Epoch[717](2152/3): Loss -0.7716, Sem 0.0620, dir -0.9730, norm 0.1394, swav 0.0000 LR: 6.023e-02 Score 97.843 Data time: 0.1762, Forward time: 2.2898, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 6.5272 [2020-11-08 14:22:17,623][root][INFO] - ===> Epoch[717](2153/3): Loss -0.7853, Sem 0.0587, dir -0.9787, norm 0.1347, swav 0.0000 LR: 6.021e-02 Score 97.952 Data time: 0.1736, Forward time: 2.2892, Backward time: 3.1327, DDP time: 0.0037, Total iter time: 5.9354 [2020-11-08 14:22:23,237][root][INFO] - ===> Epoch[717](2154/3): Loss -0.7872, Sem 0.0623, dir -0.9755, norm 0.1260, swav 0.0000 LR: 6.019e-02 Score 97.755 Data time: 0.1852, Forward time: 2.2884, Backward time: 3.1331, DDP time: 0.0037, Total iter time: 5.5083 [2020-11-08 14:22:30,070][root][INFO] - ===> Epoch[718](2155/3): Loss -0.7835, Sem 0.0606, dir -0.9768, norm 0.1327, swav 0.0000 LR: 6.017e-02 Score 97.876 Data time: 0.3372, Forward time: 2.2902, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 6.7374 [2020-11-08 14:22:35,303][root][INFO] - ===> Epoch[718](2156/3): Loss -0.7916, Sem 0.0608, dir -0.9728, norm 0.1205, swav 0.0000 LR: 6.015e-02 Score 97.924 Data time: 0.1730, Forward time: 2.2896, Backward time: 3.1325, DDP time: 0.0037, Total iter time: 5.1083 [2020-11-08 14:22:40,690][root][INFO] - ===> Epoch[718](2157/3): Loss -0.7670, Sem 0.0609, dir -0.9761, norm 0.1482, swav 0.0000 LR: 6.013e-02 Score 97.874 Data time: 0.2236, Forward time: 2.2896, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 5.2722 [2020-11-08 14:22:45,688][root][INFO] - ===> Epoch[719](2158/3): Loss -0.7717, Sem 0.0661, dir -0.9760, norm 0.1383, swav 0.0000 LR: 6.011e-02 Score 97.650 Data time: 0.1865, Forward time: 2.2892, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 4.8894 [2020-11-08 14:22:51,062][root][INFO] - ===> Epoch[719](2159/3): Loss -0.7815, Sem 0.0618, dir -0.9775, norm 0.1342, swav 0.0000 LR: 6.009e-02 Score 97.848 Data time: 0.2113, Forward time: 2.2890, Backward time: 3.1307, DDP time: 0.0037, Total iter time: 5.2507 [2020-11-08 14:22:56,294][root][INFO] - ===> Epoch[719](2160/3): Loss -0.7818, Sem 0.0550, dir -0.9728, norm 0.1359, swav 0.0000 LR: 6.008e-02 Score 98.054 Data time: 0.2461, Forward time: 2.2894, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 5.1071 [2020-11-08 14:23:01,942][root][INFO] - ===> Epoch[720](2161/3): Loss -0.7898, Sem 0.0583, dir -0.9764, norm 0.1283, swav 0.0000 LR: 6.006e-02 Score 97.990 Data time: 0.1781, Forward time: 2.2888, Backward time: 3.1297, DDP time: 0.0037, Total iter time: 5.5169 [2020-11-08 14:23:07,817][root][INFO] - ===> Epoch[720](2162/3): Loss -0.7727, Sem 0.0571, dir -0.9715, norm 0.1416, swav 0.0000 LR: 6.004e-02 Score 97.981 Data time: 0.2618, Forward time: 2.2897, Backward time: 3.1289, DDP time: 0.0037, Total iter time: 5.7717 [2020-11-08 14:23:14,190][root][INFO] - ===> Epoch[720](2163/3): Loss -0.7693, Sem 0.0652, dir -0.9747, norm 0.1403, swav 0.0000 LR: 6.002e-02 Score 97.756 Data time: 0.2096, Forward time: 2.2898, Backward time: 3.1296, DDP time: 0.0037, Total iter time: 6.2324 [2020-11-08 14:23:18,900][root][INFO] - ===> Epoch[721](2164/3): Loss -0.7828, Sem 0.0607, dir -0.9767, norm 0.1332, swav 0.0000 LR: 6.000e-02 Score 97.896 Data time: 0.2262, Forward time: 2.2900, Backward time: 3.1278, DDP time: 0.0037, Total iter time: 4.5922 [2020-11-08 14:23:25,539][root][INFO] - ===> Epoch[721](2165/3): Loss -0.7830, Sem 0.0593, dir -0.9762, norm 0.1339, swav 0.0000 LR: 5.998e-02 Score 97.904 Data time: 0.2114, Forward time: 2.2900, Backward time: 3.1289, DDP time: 0.0037, Total iter time: 6.5255 [2020-11-08 14:23:29,853][root][INFO] - ===> Epoch[721](2166/3): Loss -0.7787, Sem 0.0596, dir -0.9745, norm 0.1362, swav 0.0000 LR: 5.996e-02 Score 97.883 Data time: 0.1872, Forward time: 2.2894, Backward time: 3.1273, DDP time: 0.0037, Total iter time: 4.1985 [2020-11-08 14:23:36,670][root][INFO] - ===> Epoch[722](2167/3): Loss -0.7883, Sem 0.0587, dir -0.9759, norm 0.1289, swav 0.0000 LR: 5.994e-02 Score 97.927 Data time: 0.3210, Forward time: 2.2911, Backward time: 3.1271, DDP time: 0.0037, Total iter time: 6.7098 [2020-11-08 14:23:41,489][root][INFO] - ===> Epoch[722](2168/3): Loss -0.7888, Sem 0.0626, dir -0.9794, norm 0.1280, swav 0.0000 LR: 5.992e-02 Score 97.795 Data time: 0.1337, Forward time: 2.2899, Backward time: 3.1269, DDP time: 0.0037, Total iter time: 4.6816 [2020-11-08 14:23:47,144][root][INFO] - ===> Epoch[722](2169/3): Loss -0.7841, Sem 0.0560, dir -0.9761, norm 0.1359, swav 0.0000 LR: 5.990e-02 Score 98.055 Data time: 0.2848, Forward time: 2.2908, Backward time: 3.1258, DDP time: 0.0037, Total iter time: 5.5603 [2020-11-08 14:23:52,224][root][INFO] - ===> Epoch[723](2170/3): Loss -0.7823, Sem 0.0587, dir -0.9751, norm 0.1341, swav 0.0000 LR: 5.989e-02 Score 97.937 Data time: 0.1959, Forward time: 2.2905, Backward time: 3.1250, DDP time: 0.0037, Total iter time: 4.9547 [2020-11-08 14:23:58,308][root][INFO] - ===> Epoch[723](2171/3): Loss -0.7814, Sem 0.0586, dir -0.9723, norm 0.1323, swav 0.0000 LR: 5.987e-02 Score 97.943 Data time: 0.2781, Forward time: 2.2912, Backward time: 3.1246, DDP time: 0.0037, Total iter time: 5.9662 [2020-11-08 14:24:03,725][root][INFO] - ===> Epoch[723](2172/3): Loss -0.7815, Sem 0.0611, dir -0.9771, norm 0.1345, swav 0.0000 LR: 5.985e-02 Score 97.858 Data time: 0.2632, Forward time: 2.2921, Backward time: 3.1232, DDP time: 0.0037, Total iter time: 5.2995 [2020-11-08 14:24:09,203][root][INFO] - ===> Epoch[724](2173/3): Loss -0.7809, Sem 0.0598, dir -0.9780, norm 0.1374, swav 0.0000 LR: 5.983e-02 Score 97.904 Data time: 0.2503, Forward time: 2.2926, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 5.3500 [2020-11-08 14:24:15,017][root][INFO] - ===> Epoch[724](2174/3): Loss -0.7765, Sem 0.0634, dir -0.9774, norm 0.1374, swav 0.0000 LR: 5.981e-02 Score 97.750 Data time: 0.2560, Forward time: 2.2932, Backward time: 3.1215, DDP time: 0.0037, Total iter time: 5.6962 [2020-11-08 14:24:21,048][root][INFO] - ===> Epoch[724](2175/3): Loss -0.7887, Sem 0.0553, dir -0.9757, norm 0.1318, swav 0.0000 LR: 5.979e-02 Score 98.079 Data time: 0.2304, Forward time: 2.2936, Backward time: 3.1214, DDP time: 0.0037, Total iter time: 5.8907 [2020-11-08 14:24:25,313][root][INFO] - ===> Epoch[725](2176/3): Loss -0.7684, Sem 0.0683, dir -0.9763, norm 0.1397, swav 0.0000 LR: 5.977e-02 Score 97.645 Data time: 0.1667, Forward time: 2.2927, Backward time: 3.1200, DDP time: 0.0037, Total iter time: 4.1632 [2020-11-08 14:24:30,867][root][INFO] - ===> Epoch[725](2177/3): Loss -0.7854, Sem 0.0582, dir -0.9788, norm 0.1352, swav 0.0000 LR: 5.975e-02 Score 97.947 Data time: 0.2628, Forward time: 2.2936, Backward time: 3.1188, DDP time: 0.0037, Total iter time: 5.4998 [2020-11-08 14:24:36,163][root][INFO] - ===> Epoch[725](2178/3): Loss -0.7832, Sem 0.0607, dir -0.9706, norm 0.1268, swav 0.0000 LR: 5.973e-02 Score 97.850 Data time: 0.1924, Forward time: 2.2932, Backward time: 3.1185, DDP time: 0.0037, Total iter time: 5.1559 [2020-11-08 14:24:42,334][root][INFO] - ===> Epoch[726](2179/3): Loss -0.7872, Sem 0.0587, dir -0.9791, norm 0.1332, swav 0.0000 LR: 5.971e-02 Score 97.920 Data time: 0.2721, Forward time: 2.2940, Backward time: 3.1182, DDP time: 0.0037, Total iter time: 6.0639 [2020-11-08 14:24:48,523][root][INFO] - ===> Epoch[726](2180/3): Loss -0.7839, Sem 0.0589, dir -0.9741, norm 0.1314, swav 0.0000 LR: 5.969e-02 Score 97.929 Data time: 0.1671, Forward time: 2.2932, Backward time: 3.1194, DDP time: 0.0037, Total iter time: 6.0526 [2020-11-08 14:24:54,196][root][INFO] - ===> Epoch[726](2181/3): Loss -0.7793, Sem 0.0643, dir -0.9759, norm 0.1322, swav 0.0000 LR: 5.968e-02 Score 97.773 Data time: 0.2542, Forward time: 2.2936, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 5.5813 [2020-11-08 14:24:59,899][root][INFO] - ===> Epoch[727](2182/3): Loss -0.7957, Sem 0.0513, dir -0.9749, norm 0.1279, swav 0.0000 LR: 5.966e-02 Score 98.195 Data time: 0.1840, Forward time: 2.2933, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 5.5918 [2020-11-08 14:25:06,208][root][INFO] - ===> Epoch[727](2183/3): Loss -0.8025, Sem 0.0543, dir -0.9793, norm 0.1226, swav 0.0000 LR: 5.964e-02 Score 98.099 Data time: 0.1159, Forward time: 2.2920, Backward time: 3.1213, DDP time: 0.0037, Total iter time: 6.2018 [2020-11-08 14:25:12,854][root][INFO] - ===> Epoch[727](2184/3): Loss -0.7756, Sem 0.0582, dir -0.9745, norm 0.1407, swav 0.0000 LR: 5.962e-02 Score 97.971 Data time: 0.1680, Forward time: 2.2913, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 6.5779 [2020-11-08 14:25:17,418][root][INFO] - ===> Epoch[728](2185/3): Loss -0.7769, Sem 0.0631, dir -0.9767, norm 0.1366, swav 0.0000 LR: 5.960e-02 Score 97.729 Data time: 0.1924, Forward time: 2.2906, Backward time: 3.1222, DDP time: 0.0037, Total iter time: 4.4744 [2020-11-08 14:25:23,512][root][INFO] - ===> Epoch[728](2186/3): Loss -0.7857, Sem 0.0566, dir -0.9765, norm 0.1342, swav 0.0000 LR: 5.958e-02 Score 98.032 Data time: 0.2453, Forward time: 2.2912, Backward time: 3.1220, DDP time: 0.0037, Total iter time: 5.9935 [2020-11-08 14:25:29,274][root][INFO] - ===> Epoch[728](2187/3): Loss -0.7802, Sem 0.0578, dir -0.9757, norm 0.1378, swav 0.0000 LR: 5.956e-02 Score 97.958 Data time: 0.1846, Forward time: 2.2908, Backward time: 3.1223, DDP time: 0.0037, Total iter time: 5.6266 [2020-11-08 14:25:34,503][root][INFO] - ===> Epoch[729](2188/3): Loss -0.7773, Sem 0.0640, dir -0.9778, norm 0.1365, swav 0.0000 LR: 5.954e-02 Score 97.696 Data time: 0.1917, Forward time: 2.2902, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 5.1245 [2020-11-08 14:25:39,616][root][INFO] - ===> Epoch[729](2189/3): Loss -0.7749, Sem 0.0573, dir -0.9724, norm 0.1402, swav 0.0000 LR: 5.952e-02 Score 98.031 Data time: 0.2586, Forward time: 2.2907, Backward time: 3.1206, DDP time: 0.0037, Total iter time: 5.0371 [2020-11-08 14:25:46,284][root][INFO] - ===> Epoch[729](2190/3): Loss -0.7889, Sem 0.0576, dir -0.9775, norm 0.1310, swav 0.0000 LR: 5.950e-02 Score 97.944 Data time: 0.3279, Forward time: 2.2923, Backward time: 3.1202, DDP time: 0.0037, Total iter time: 6.5381 [2020-11-08 14:25:51,958][root][INFO] - ===> Epoch[730](2191/3): Loss -0.7899, Sem 0.0579, dir -0.9803, norm 0.1325, swav 0.0000 LR: 5.948e-02 Score 97.962 Data time: 0.3299, Forward time: 2.2932, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 5.5432 [2020-11-08 14:25:58,550][root][INFO] - ===> Epoch[730](2192/3): Loss -0.7613, Sem 0.0603, dir -0.9708, norm 0.1492, swav 0.0000 LR: 5.947e-02 Score 97.881 Data time: 0.2271, Forward time: 2.2934, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 6.4646 [2020-11-08 14:26:05,632][root][INFO] - ===> Epoch[730](2193/3): Loss -0.7700, Sem 0.0644, dir -0.9755, norm 0.1411, swav 0.0000 LR: 5.945e-02 Score 97.683 Data time: 0.2130, Forward time: 2.2934, Backward time: 3.1216, DDP time: 0.0037, Total iter time: 6.9750 [2020-11-08 14:26:11,609][root][INFO] - ===> Epoch[731](2194/3): Loss -0.7923, Sem 0.0547, dir -0.9746, norm 0.1276, swav 0.0000 LR: 5.943e-02 Score 98.094 Data time: 0.2174, Forward time: 2.2934, Backward time: 3.1218, DDP time: 0.0037, Total iter time: 5.8658 [2020-11-08 14:26:16,606][root][INFO] - ===> Epoch[731](2195/3): Loss -0.7725, Sem 0.0666, dir -0.9766, norm 0.1375, swav 0.0000 LR: 5.941e-02 Score 97.697 Data time: 0.1903, Forward time: 2.2929, Backward time: 3.1210, DDP time: 0.0037, Total iter time: 4.8807 [2020-11-08 14:26:22,771][root][INFO] - ===> Epoch[731](2196/3): Loss -0.7770, Sem 0.0566, dir -0.9722, norm 0.1387, swav 0.0000 LR: 5.939e-02 Score 98.012 Data time: 0.2314, Forward time: 2.2929, Backward time: 3.1215, DDP time: 0.0037, Total iter time: 6.0675 [2020-11-08 14:26:28,175][root][INFO] - ===> Epoch[732](2197/3): Loss -0.7904, Sem 0.0588, dir -0.9781, norm 0.1289, swav 0.0000 LR: 5.937e-02 Score 97.912 Data time: 0.2378, Forward time: 2.2933, Backward time: 3.1205, DDP time: 0.0037, Total iter time: 5.2986 [2020-11-08 14:26:34,814][root][INFO] - ===> Epoch[732](2198/3): Loss -0.7764, Sem 0.0657, dir -0.9755, norm 0.1334, swav 0.0000 LR: 5.935e-02 Score 97.700 Data time: 0.2034, Forward time: 2.2932, Backward time: 3.1217, DDP time: 0.0037, Total iter time: 6.5155 [2020-11-08 14:26:39,950][root][INFO] - ===> Epoch[732](2199/3): Loss -0.7794, Sem 0.0567, dir -0.9743, norm 0.1381, swav 0.0000 LR: 5.933e-02 Score 98.033 Data time: 0.2565, Forward time: 2.2936, Backward time: 3.1204, DDP time: 0.0037, Total iter time: 5.0488 [2020-11-08 14:26:45,520][root][INFO] - ===> Epoch[733](2200/3): Loss -0.7759, Sem 0.0615, dir -0.9765, norm 0.1392, swav 0.0000 LR: 5.931e-02 Score 97.857 Data time: 0.1588, Forward time: 2.2928, Backward time: 3.1209, DDP time: 0.0037, Total iter time: 5.4189 [2020-11-08 14:26:50,516][root][INFO] - ===> Epoch[733](2201/3): Loss -0.7844, Sem 0.0609, dir -0.9740, norm 0.1288, swav 0.0000 LR: 5.929e-02 Score 97.870 Data time: 0.2273, Forward time: 2.2931, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 4.9211 [2020-11-08 14:26:56,905][root][INFO] - ===> Epoch[733](2202/3): Loss -0.7876, Sem 0.0585, dir -0.9767, norm 0.1307, swav 0.0000 LR: 5.928e-02 Score 97.934 Data time: 0.1681, Forward time: 2.2924, Backward time: 3.1208, DDP time: 0.0037, Total iter time: 6.2874 [2020-11-08 14:27:03,005][root][INFO] - ===> Epoch[734](2203/3): Loss -0.7962, Sem 0.0565, dir -0.9779, norm 0.1252, swav 0.0000 LR: 5.926e-02 Score 97.992 Data time: 0.3304, Forward time: 2.2935, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 6.0065 [2020-11-08 14:27:08,961][root][INFO] - ===> Epoch[734](2204/3): Loss -0.7901, Sem 0.0572, dir -0.9776, norm 0.1303, swav 0.0000 LR: 5.924e-02 Score 97.956 Data time: 0.2283, Forward time: 2.2937, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 5.8340 [2020-11-08 14:27:15,093][root][INFO] - ===> Epoch[734](2205/3): Loss -0.7957, Sem 0.0571, dir -0.9792, norm 0.1263, swav 0.0000 LR: 5.922e-02 Score 97.953 Data time: 0.3169, Forward time: 2.2949, Backward time: 3.1192, DDP time: 0.0037, Total iter time: 6.0123 [2020-11-08 14:27:20,538][root][INFO] - ===> Epoch[735](2206/3): Loss -0.7698, Sem 0.0616, dir -0.9736, norm 0.1422, swav 0.0000 LR: 5.920e-02 Score 97.843 Data time: 0.2588, Forward time: 2.2957, Backward time: 3.1180, DDP time: 0.0037, Total iter time: 5.3187 [2020-11-08 14:27:25,530][root][INFO] - ===> Epoch[735](2207/3): Loss -0.7832, Sem 0.0563, dir -0.9761, norm 0.1365, swav 0.0000 LR: 5.918e-02 Score 98.001 Data time: 0.2484, Forward time: 2.2960, Backward time: 3.1164, DDP time: 0.0037, Total iter time: 4.8595 [2020-11-08 14:27:33,067][root][INFO] - ===> Epoch[735](2208/3): Loss -0.7920, Sem 0.0618, dir -0.9781, norm 0.1244, swav 0.0000 LR: 5.916e-02 Score 97.830 Data time: 0.2112, Forward time: 2.2962, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 7.4241 [2020-11-08 14:27:38,790][root][INFO] - ===> Epoch[736](2209/3): Loss -0.7754, Sem 0.0548, dir -0.9709, norm 0.1407, swav 0.0000 LR: 5.914e-02 Score 98.066 Data time: 0.2215, Forward time: 2.2962, Backward time: 3.1185, DDP time: 0.0037, Total iter time: 5.6221 [2020-11-08 14:27:45,946][root][INFO] - ===> Epoch[736](2210/3): Loss -0.7769, Sem 0.0621, dir -0.9759, norm 0.1369, swav 0.0000 LR: 5.912e-02 Score 97.799 Data time: 0.2560, Forward time: 2.2966, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 7.0512 [2020-11-08 14:27:52,811][root][INFO] - ===> Epoch[736](2211/3): Loss -0.7882, Sem 0.0542, dir -0.9745, norm 0.1321, swav 0.0000 LR: 5.910e-02 Score 98.069 Data time: 0.3550, Forward time: 2.2983, Backward time: 3.1195, DDP time: 0.0037, Total iter time: 6.7376 [2020-11-08 14:27:58,077][root][INFO] - ===> Epoch[737](2212/3): Loss -0.7630, Sem 0.0643, dir -0.9736, norm 0.1463, swav 0.0000 LR: 5.908e-02 Score 97.776 Data time: 0.2141, Forward time: 2.2986, Backward time: 3.1185, DDP time: 0.0037, Total iter time: 5.1485 [2020-11-08 14:28:03,062][root][INFO] - ===> Epoch[737](2213/3): Loss -0.7858, Sem 0.0599, dir -0.9791, norm 0.1335, swav 0.0000 LR: 5.907e-02 Score 97.851 Data time: 0.2038, Forward time: 2.2983, Backward time: 3.1177, DDP time: 0.0037, Total iter time: 4.8802 [2020-11-08 14:28:09,843][root][INFO] - ===> Epoch[737](2214/3): Loss -0.7784, Sem 0.0626, dir -0.9721, norm 0.1310, swav 0.0000 LR: 5.905e-02 Score 97.773 Data time: 0.2047, Forward time: 2.2981, Backward time: 3.1191, DDP time: 0.0037, Total iter time: 6.6816 [2020-11-08 14:28:15,405][root][INFO] - ===> Epoch[738](2215/3): Loss -0.7711, Sem 0.0595, dir -0.9755, norm 0.1449, swav 0.0000 LR: 5.903e-02 Score 97.923 Data time: 0.1940, Forward time: 2.2980, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 5.4695 [2020-11-08 14:28:21,504][root][INFO] - ===> Epoch[738](2216/3): Loss -0.7833, Sem 0.0584, dir -0.9739, norm 0.1322, swav 0.0000 LR: 5.901e-02 Score 97.946 Data time: 0.1526, Forward time: 2.2971, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 6.0030 [2020-11-08 14:28:26,116][root][INFO] - ===> Epoch[738](2217/3): Loss -0.7684, Sem 0.0630, dir -0.9757, norm 0.1443, swav 0.0000 LR: 5.899e-02 Score 97.777 Data time: 0.1961, Forward time: 2.2967, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 4.5386 [2020-11-08 14:28:31,875][root][INFO] - ===> Epoch[739](2218/3): Loss -0.7876, Sem 0.0546, dir -0.9769, norm 0.1347, swav 0.0000 LR: 5.897e-02 Score 98.073 Data time: 0.1995, Forward time: 2.2966, Backward time: 3.1191, DDP time: 0.0037, Total iter time: 5.6752 [2020-11-08 14:28:36,746][root][INFO] - ===> Epoch[739](2219/3): Loss -0.7838, Sem 0.0607, dir -0.9777, norm 0.1332, swav 0.0000 LR: 5.895e-02 Score 97.950 Data time: 0.2076, Forward time: 2.2964, Backward time: 3.1180, DDP time: 0.0037, Total iter time: 4.7459 [2020-11-08 14:28:42,794][root][INFO] - ===> Epoch[739](2220/3): Loss -0.7710, Sem 0.0621, dir -0.9728, norm 0.1396, swav 0.0000 LR: 5.893e-02 Score 97.809 Data time: 0.2941, Forward time: 2.2974, Backward time: 3.1173, DDP time: 0.0037, Total iter time: 5.9545 [2020-11-08 14:28:48,557][root][INFO] - ===> Epoch[740](2221/3): Loss -0.7790, Sem 0.0592, dir -0.9777, norm 0.1395, swav 0.0000 LR: 5.891e-02 Score 97.899 Data time: 0.1906, Forward time: 2.2971, Backward time: 3.1174, DDP time: 0.0037, Total iter time: 5.6217 [2020-11-08 14:28:56,297][root][INFO] - ===> Epoch[740](2222/3): Loss -0.7871, Sem 0.0562, dir -0.9759, norm 0.1327, swav 0.0000 LR: 5.889e-02 Score 97.989 Data time: 0.2188, Forward time: 2.2970, Backward time: 3.1200, DDP time: 0.0037, Total iter time: 7.5935 [2020-11-08 14:29:01,243][root][INFO] - ===> Epoch[740](2223/3): Loss -0.7897, Sem 0.0562, dir -0.9763, norm 0.1304, swav 0.0000 LR: 5.887e-02 Score 98.019 Data time: 0.2313, Forward time: 2.2974, Backward time: 3.1185, DDP time: 0.0037, Total iter time: 4.8314 [2020-11-08 14:29:06,993][root][INFO] - ===> Epoch[741](2224/3): Loss -0.7874, Sem 0.0569, dir -0.9747, norm 0.1304, swav 0.0000 LR: 5.886e-02 Score 97.956 Data time: 0.1958, Forward time: 2.2967, Backward time: 3.1191, DDP time: 0.0037, Total iter time: 5.6237 [2020-11-08 14:29:12,984][root][INFO] - ===> Epoch[741](2225/3): Loss -0.7748, Sem 0.0630, dir -0.9751, norm 0.1374, swav 0.0000 LR: 5.884e-02 Score 97.728 Data time: 0.2915, Forward time: 2.2978, Backward time: 3.1182, DDP time: 0.0037, Total iter time: 5.8909 [2020-11-08 14:29:18,515][root][INFO] - ===> Epoch[741](2226/3): Loss -0.7686, Sem 0.0645, dir -0.9723, norm 0.1392, swav 0.0000 LR: 5.882e-02 Score 97.683 Data time: 0.2490, Forward time: 2.2978, Backward time: 3.1177, DDP time: 0.0037, Total iter time: 5.3729 [2020-11-08 14:29:24,193][root][INFO] - ===> Epoch[742](2227/3): Loss -0.7799, Sem 0.0566, dir -0.9784, norm 0.1418, swav 0.0000 LR: 5.880e-02 Score 98.014 Data time: 0.2594, Forward time: 2.2984, Backward time: 3.1169, DDP time: 0.0037, Total iter time: 5.5664 [2020-11-08 14:29:29,092][root][INFO] - ===> Epoch[742](2228/3): Loss -0.7920, Sem 0.0596, dir -0.9796, norm 0.1280, swav 0.0000 LR: 5.878e-02 Score 97.942 Data time: 0.1828, Forward time: 2.2979, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 4.7624 [2020-11-08 14:29:34,735][root][INFO] - ===> Epoch[742](2229/3): Loss -0.7719, Sem 0.0574, dir -0.9726, norm 0.1433, swav 0.0000 LR: 5.876e-02 Score 98.002 Data time: 0.1775, Forward time: 2.2971, Backward time: 3.1168, DDP time: 0.0037, Total iter time: 5.5712 [2020-11-08 14:29:40,034][root][INFO] - ===> Epoch[743](2230/3): Loss -0.7947, Sem 0.0547, dir -0.9772, norm 0.1279, swav 0.0000 LR: 5.874e-02 Score 98.086 Data time: 0.2332, Forward time: 2.2975, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 5.2356 [2020-11-08 14:29:46,097][root][INFO] - ===> Epoch[743](2231/3): Loss -0.7915, Sem 0.0592, dir -0.9782, norm 0.1275, swav 0.0000 LR: 5.872e-02 Score 97.921 Data time: 0.2106, Forward time: 2.2974, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 5.9342 [2020-11-08 14:29:52,535][root][INFO] - ===> Epoch[743](2232/3): Loss -0.7664, Sem 0.0615, dir -0.9744, norm 0.1465, swav 0.0000 LR: 5.870e-02 Score 97.870 Data time: 0.1694, Forward time: 2.2967, Backward time: 3.1176, DDP time: 0.0037, Total iter time: 6.3242 [2020-11-08 14:29:59,074][root][INFO] - ===> Epoch[744](2233/3): Loss -0.7825, Sem 0.0607, dir -0.9726, norm 0.1294, swav 0.0000 LR: 5.868e-02 Score 97.860 Data time: 0.1702, Forward time: 2.2959, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 6.4489 [2020-11-08 14:30:04,205][root][INFO] - ===> Epoch[744](2234/3): Loss -0.7760, Sem 0.0608, dir -0.9773, norm 0.1405, swav 0.0000 LR: 5.866e-02 Score 97.871 Data time: 0.1820, Forward time: 2.2954, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 5.0391 [2020-11-08 14:30:10,280][root][INFO] - ===> Epoch[744](2235/3): Loss -0.8018, Sem 0.0527, dir -0.9778, norm 0.1234, swav 0.0000 LR: 5.865e-02 Score 98.146 Data time: 0.2530, Forward time: 2.2953, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 5.9599 [2020-11-08 14:30:16,956][root][INFO] - ===> Epoch[745](2236/3): Loss -0.7805, Sem 0.0587, dir -0.9751, norm 0.1358, swav 0.0000 LR: 5.863e-02 Score 97.927 Data time: 0.3481, Forward time: 2.2968, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 6.5649 [2020-11-08 14:30:24,238][root][INFO] - ===> Epoch[745](2237/3): Loss -0.7947, Sem 0.0579, dir -0.9777, norm 0.1251, swav 0.0000 LR: 5.861e-02 Score 97.920 Data time: 0.2337, Forward time: 2.2972, Backward time: 3.1204, DDP time: 0.0037, Total iter time: 7.1777 [2020-11-08 14:30:31,379][root][INFO] - ===> Epoch[745](2238/3): Loss -0.7801, Sem 0.0562, dir -0.9763, norm 0.1400, swav 0.0000 LR: 5.859e-02 Score 98.047 Data time: 0.1891, Forward time: 2.2969, Backward time: 3.1224, DDP time: 0.0037, Total iter time: 7.0251 [2020-11-08 14:30:37,858][root][INFO] - ===> Epoch[746](2239/3): Loss -0.7828, Sem 0.0591, dir -0.9756, norm 0.1337, swav 0.0000 LR: 5.857e-02 Score 97.971 Data time: 0.1936, Forward time: 2.2967, Backward time: 3.1234, DDP time: 0.0037, Total iter time: 6.3650 [2020-11-08 14:30:42,971][root][INFO] - ===> Epoch[746](2240/3): Loss -0.7891, Sem 0.0602, dir -0.9774, norm 0.1282, swav 0.0000 LR: 5.855e-02 Score 97.861 Data time: 0.1421, Forward time: 2.2958, Backward time: 3.1235, DDP time: 0.0037, Total iter time: 4.9970 [2020-11-08 14:30:49,339][root][INFO] - ===> Epoch[746](2241/3): Loss -0.7922, Sem 0.0574, dir -0.9741, norm 0.1245, swav 0.0000 LR: 5.853e-02 Score 97.954 Data time: 0.1999, Forward time: 2.2956, Backward time: 3.1244, DDP time: 0.0037, Total iter time: 6.2973 [2020-11-08 14:30:54,683][root][INFO] - ===> Epoch[747](2242/3): Loss -0.7851, Sem 0.0552, dir -0.9763, norm 0.1360, swav 0.0000 LR: 5.851e-02 Score 98.067 Data time: 0.2085, Forward time: 2.2956, Backward time: 3.1237, DDP time: 0.0037, Total iter time: 5.2270 [2020-11-08 14:30:59,257][root][INFO] - ===> Epoch[747](2243/3): Loss -0.7767, Sem 0.0597, dir -0.9758, norm 0.1395, swav 0.0000 LR: 5.849e-02 Score 97.928 Data time: 0.2272, Forward time: 2.2954, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 4.4560 [2020-11-08 14:31:06,240][root][INFO] - ===> Epoch[747](2244/3): Loss -0.7687, Sem 0.0608, dir -0.9729, norm 0.1434, swav 0.0000 LR: 5.847e-02 Score 97.865 Data time: 0.2586, Forward time: 2.2962, Backward time: 3.1229, DDP time: 0.0037, Total iter time: 6.8918 [2020-11-08 14:31:11,410][root][INFO] - ===> Epoch[748](2245/3): Loss -0.7808, Sem 0.0529, dir -0.9757, norm 0.1420, swav 0.0000 LR: 5.845e-02 Score 98.117 Data time: 0.2359, Forward time: 2.2964, Backward time: 3.1217, DDP time: 0.0037, Total iter time: 5.0353 [2020-11-08 14:31:17,118][root][INFO] - ===> Epoch[748](2246/3): Loss -0.7897, Sem 0.0528, dir -0.9764, norm 0.1339, swav 0.0000 LR: 5.844e-02 Score 98.149 Data time: 0.2436, Forward time: 2.2967, Backward time: 3.1213, DDP time: 0.0037, Total iter time: 5.5924 [2020-11-08 14:31:22,103][root][INFO] - ===> Epoch[748](2247/3): Loss -0.7733, Sem 0.0670, dir -0.9753, norm 0.1350, swav 0.0000 LR: 5.842e-02 Score 97.656 Data time: 0.2081, Forward time: 2.2965, Backward time: 3.1204, DDP time: 0.0037, Total iter time: 4.8643 [2020-11-08 14:31:27,351][root][INFO] - ===> Epoch[749](2248/3): Loss -0.7737, Sem 0.0632, dir -0.9753, norm 0.1384, swav 0.0000 LR: 5.840e-02 Score 97.690 Data time: 0.2454, Forward time: 2.2970, Backward time: 3.1192, DDP time: 0.0037, Total iter time: 5.1522 [2020-11-08 14:31:32,630][root][INFO] - ===> Epoch[749](2249/3): Loss -0.7903, Sem 0.0604, dir -0.9759, norm 0.1252, swav 0.0000 LR: 5.838e-02 Score 97.848 Data time: 0.1673, Forward time: 2.2965, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 5.1609 [2020-11-08 14:31:37,506][root][INFO] - ===> Epoch[749](2250/3): Loss -0.7801, Sem 0.0540, dir -0.9738, norm 0.1397, swav 0.0000 LR: 5.836e-02 Score 98.124 Data time: 0.1870, Forward time: 2.2962, Backward time: 3.1180, DDP time: 0.0037, Total iter time: 4.7817 [2020-11-08 14:31:43,337][root][INFO] - ===> Epoch[750](2251/3): Loss -0.7772, Sem 0.0575, dir -0.9747, norm 0.1400, swav 0.0000 LR: 5.834e-02 Score 98.007 Data time: 0.1828, Forward time: 2.2957, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 5.7286 [2020-11-08 14:31:49,162][root][INFO] - ===> Epoch[750](2252/3): Loss -0.7850, Sem 0.0638, dir -0.9776, norm 0.1287, swav 0.0000 LR: 5.832e-02 Score 97.802 Data time: 0.1719, Forward time: 2.2951, Backward time: 3.1192, DDP time: 0.0037, Total iter time: 5.7464 [2020-11-08 14:31:54,162][root][INFO] - ===> Epoch[750](2253/3): Loss -0.7545, Sem 0.0609, dir -0.9708, norm 0.1554, swav 0.0000 LR: 5.830e-02 Score 97.856 Data time: 0.1914, Forward time: 2.2949, Backward time: 3.1185, DDP time: 0.0037, Total iter time: 4.9066 [2020-11-08 14:32:00,237][root][INFO] - ===> Epoch[751](2254/3): Loss -0.7803, Sem 0.0655, dir -0.9763, norm 0.1304, swav 0.0000 LR: 5.828e-02 Score 97.793 Data time: 0.1747, Forward time: 2.2942, Backward time: 3.1195, DDP time: 0.0037, Total iter time: 5.9581 [2020-11-08 14:32:07,011][root][INFO] - ===> Epoch[751](2255/3): Loss -0.7688, Sem 0.0619, dir -0.9727, norm 0.1421, swav 0.0000 LR: 5.826e-02 Score 97.874 Data time: 0.2478, Forward time: 2.2947, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 6.6774 [2020-11-08 14:32:12,834][root][INFO] - ===> Epoch[751](2256/3): Loss -0.7746, Sem 0.0589, dir -0.9756, norm 0.1421, swav 0.0000 LR: 5.824e-02 Score 97.907 Data time: 0.2782, Forward time: 2.2957, Backward time: 3.1191, DDP time: 0.0037, Total iter time: 5.6958 [2020-11-08 14:32:19,176][root][INFO] - ===> Epoch[752](2257/3): Loss -0.7828, Sem 0.0630, dir -0.9741, norm 0.1283, swav 0.0000 LR: 5.823e-02 Score 97.832 Data time: 0.2183, Forward time: 2.2957, Backward time: 3.1197, DDP time: 0.0037, Total iter time: 6.2071 [2020-11-08 14:32:24,801][root][INFO] - ===> Epoch[752](2258/3): Loss -0.7612, Sem 0.0611, dir -0.9737, norm 0.1515, swav 0.0000 LR: 5.821e-02 Score 97.885 Data time: 0.2504, Forward time: 2.2963, Backward time: 3.1188, DDP time: 0.0037, Total iter time: 5.5111 [2020-11-08 14:32:30,095][root][INFO] - ===> Epoch[752](2259/3): Loss -0.7753, Sem 0.0612, dir -0.9733, norm 0.1369, swav 0.0000 LR: 5.819e-02 Score 97.837 Data time: 0.2347, Forward time: 2.2967, Backward time: 3.1177, DDP time: 0.0037, Total iter time: 5.1756 [2020-11-08 14:32:35,976][root][INFO] - ===> Epoch[753](2260/3): Loss -0.7855, Sem 0.0618, dir -0.9768, norm 0.1295, swav 0.0000 LR: 5.817e-02 Score 97.888 Data time: 0.1490, Forward time: 2.2959, Backward time: 3.1187, DDP time: 0.0037, Total iter time: 5.7656 [2020-11-08 14:32:42,529][root][INFO] - ===> Epoch[753](2261/3): Loss -0.7646, Sem 0.0661, dir -0.9738, norm 0.1432, swav 0.0000 LR: 5.815e-02 Score 97.853 Data time: 0.2173, Forward time: 2.2956, Backward time: 3.1198, DDP time: 0.0037, Total iter time: 6.4732 [2020-11-08 14:32:47,725][root][INFO] - ===> Epoch[753](2262/3): Loss -0.7658, Sem 0.0632, dir -0.9765, norm 0.1476, swav 0.0000 LR: 5.813e-02 Score 97.794 Data time: 0.2326, Forward time: 2.2956, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 5.0858 [2020-11-08 14:32:52,826][root][INFO] - ===> Epoch[754](2263/3): Loss -0.7763, Sem 0.0612, dir -0.9700, norm 0.1325, swav 0.0000 LR: 5.811e-02 Score 97.875 Data time: 0.2004, Forward time: 2.2954, Backward time: 3.1182, DDP time: 0.0037, Total iter time: 4.9943 [2020-11-08 14:32:58,511][root][INFO] - ===> Epoch[754](2264/3): Loss -0.7747, Sem 0.0562, dir -0.9755, norm 0.1445, swav 0.0000 LR: 5.809e-02 Score 97.999 Data time: 0.1747, Forward time: 2.2947, Backward time: 3.1188, DDP time: 0.0037, Total iter time: 5.5848 [2020-11-08 14:33:05,120][root][INFO] - ===> Epoch[754](2265/3): Loss -0.7847, Sem 0.0640, dir -0.9767, norm 0.1280, swav 0.0000 LR: 5.807e-02 Score 97.755 Data time: 0.3484, Forward time: 2.2960, Backward time: 3.1184, DDP time: 0.0037, Total iter time: 6.5158 [2020-11-08 14:33:11,687][root][INFO] - ===> Epoch[755](2266/3): Loss -0.7662, Sem 0.0569, dir -0.9742, norm 0.1511, swav 0.0000 LR: 5.805e-02 Score 98.009 Data time: 0.3447, Forward time: 2.2975, Backward time: 3.1178, DDP time: 0.0037, Total iter time: 6.4309 [2020-11-08 14:33:16,374][root][INFO] - ===> Epoch[755](2267/3): Loss -0.7861, Sem 0.0599, dir -0.9739, norm 0.1280, swav 0.0000 LR: 5.803e-02 Score 97.836 Data time: 0.2367, Forward time: 2.2977, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 4.5691 [2020-11-08 14:33:21,428][root][INFO] - ===> Epoch[755](2268/3): Loss -0.7821, Sem 0.0598, dir -0.9752, norm 0.1332, swav 0.0000 LR: 5.801e-02 Score 97.904 Data time: 0.2307, Forward time: 2.2978, Backward time: 3.1151, DDP time: 0.0037, Total iter time: 4.9456 [2020-11-08 14:33:27,288][root][INFO] - ===> Epoch[756](2269/3): Loss -0.7603, Sem 0.0575, dir -0.9709, norm 0.1531, swav 0.0000 LR: 5.800e-02 Score 97.959 Data time: 0.2446, Forward time: 2.2981, Backward time: 3.1148, DDP time: 0.0037, Total iter time: 5.7401 [2020-11-08 14:33:34,071][root][INFO] - ===> Epoch[756](2270/3): Loss -0.8054, Sem 0.0518, dir -0.9804, norm 0.1232, swav 0.0000 LR: 5.798e-02 Score 98.160 Data time: 0.2617, Forward time: 2.2984, Backward time: 3.1157, DDP time: 0.0037, Total iter time: 6.6275 [2020-11-08 14:33:39,105][root][INFO] - ===> Epoch[756](2271/3): Loss -0.7866, Sem 0.0599, dir -0.9785, norm 0.1319, swav 0.0000 LR: 5.796e-02 Score 97.873 Data time: 0.2575, Forward time: 2.2988, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 4.9231 [2020-11-08 14:33:44,832][root][INFO] - ===> Epoch[757](2272/3): Loss -0.7885, Sem 0.0573, dir -0.9747, norm 0.1290, swav 0.0000 LR: 5.794e-02 Score 97.989 Data time: 0.3008, Forward time: 2.2997, Backward time: 3.1133, DDP time: 0.0037, Total iter time: 5.6203 [2020-11-08 14:33:50,290][root][INFO] - ===> Epoch[757](2273/3): Loss -0.7999, Sem 0.0573, dir -0.9780, norm 0.1208, swav 0.0000 LR: 5.792e-02 Score 97.991 Data time: 0.2627, Forward time: 2.3004, Backward time: 3.1121, DDP time: 0.0037, Total iter time: 5.3417 [2020-11-08 14:33:56,111][root][INFO] - ===> Epoch[757](2274/3): Loss -0.7774, Sem 0.0578, dir -0.9760, norm 0.1408, swav 0.0000 LR: 5.790e-02 Score 98.011 Data time: 0.1492, Forward time: 2.2996, Backward time: 3.1129, DDP time: 0.0037, Total iter time: 5.7203 [2020-11-08 14:34:00,907][root][INFO] - ===> Epoch[758](2275/3): Loss -0.7759, Sem 0.0639, dir -0.9762, norm 0.1364, swav 0.0000 LR: 5.788e-02 Score 97.753 Data time: 0.2481, Forward time: 2.2996, Backward time: 3.1116, DDP time: 0.0037, Total iter time: 4.7275 [2020-11-08 14:34:07,099][root][INFO] - ===> Epoch[758](2276/3): Loss -0.7982, Sem 0.0571, dir -0.9776, norm 0.1222, swav 0.0000 LR: 5.786e-02 Score 97.995 Data time: 0.1800, Forward time: 2.2994, Backward time: 3.1123, DDP time: 0.0037, Total iter time: 6.0842 [2020-11-08 14:34:12,803][root][INFO] - ===> Epoch[758](2277/3): Loss -0.7822, Sem 0.0594, dir -0.9757, norm 0.1341, swav 0.0000 LR: 5.784e-02 Score 97.944 Data time: 0.1374, Forward time: 2.2983, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 5.6055 [2020-11-08 14:34:18,521][root][INFO] - ===> Epoch[759](2278/3): Loss -0.7925, Sem 0.0580, dir -0.9772, norm 0.1267, swav 0.0000 LR: 5.782e-02 Score 97.940 Data time: 0.2540, Forward time: 2.2989, Backward time: 3.1126, DDP time: 0.0037, Total iter time: 5.6616 [2020-11-08 14:34:24,340][root][INFO] - ===> Epoch[759](2279/3): Loss -0.7913, Sem 0.0592, dir -0.9790, norm 0.1284, swav 0.0000 LR: 5.780e-02 Score 97.942 Data time: 0.2269, Forward time: 2.2990, Backward time: 3.1125, DDP time: 0.0037, Total iter time: 5.6785 [2020-11-08 14:34:30,136][root][INFO] - ===> Epoch[759](2280/3): Loss -0.7792, Sem 0.0577, dir -0.9753, norm 0.1385, swav 0.0000 LR: 5.779e-02 Score 97.934 Data time: 0.2266, Forward time: 2.2993, Backward time: 3.1122, DDP time: 0.0037, Total iter time: 5.6972 [2020-11-08 14:34:35,300][root][INFO] - ===> Epoch[760](2281/3): Loss -0.7936, Sem 0.0587, dir -0.9787, norm 0.1263, swav 0.0000 LR: 5.777e-02 Score 97.942 Data time: 0.1782, Forward time: 2.2989, Backward time: 3.1118, DDP time: 0.0037, Total iter time: 5.0493 [2020-11-08 14:34:40,991][root][INFO] - ===> Epoch[760](2282/3): Loss -0.7911, Sem 0.0645, dir -0.9793, norm 0.1237, swav 0.0000 LR: 5.775e-02 Score 97.751 Data time: 0.1863, Forward time: 2.2985, Backward time: 3.1120, DDP time: 0.0037, Total iter time: 5.5990 [2020-11-08 14:34:46,807][root][INFO] - ===> Epoch[760](2283/3): Loss -0.7811, Sem 0.0598, dir -0.9752, norm 0.1343, swav 0.0000 LR: 5.773e-02 Score 97.932 Data time: 0.1890, Forward time: 2.2980, Backward time: 3.1124, DDP time: 0.0037, Total iter time: 5.7291 [2020-11-08 14:34:54,136][root][INFO] - ===> Epoch[761](2284/3): Loss -0.7920, Sem 0.0569, dir -0.9766, norm 0.1277, swav 0.0000 LR: 5.771e-02 Score 97.973 Data time: 0.2223, Forward time: 2.2982, Backward time: 3.1142, DDP time: 0.0037, Total iter time: 7.2575 [2020-11-08 14:35:01,525][root][INFO] - ===> Epoch[761](2285/3): Loss -0.7893, Sem 0.0593, dir -0.9782, norm 0.1297, swav 0.0000 LR: 5.769e-02 Score 97.908 Data time: 0.1762, Forward time: 2.2979, Backward time: 3.1164, DDP time: 0.0037, Total iter time: 7.2830 [2020-11-08 14:35:08,353][root][INFO] - ===> Epoch[761](2286/3): Loss -0.8091, Sem 0.0547, dir -0.9775, norm 0.1137, swav 0.0000 LR: 5.767e-02 Score 98.062 Data time: 0.2095, Forward time: 2.2975, Backward time: 3.1180, DDP time: 0.0037, Total iter time: 6.7104 [2020-11-08 14:35:13,880][root][INFO] - ===> Epoch[762](2287/3): Loss -0.7846, Sem 0.0546, dir -0.9779, norm 0.1387, swav 0.0000 LR: 5.765e-02 Score 98.080 Data time: 0.2674, Forward time: 2.2980, Backward time: 3.1171, DDP time: 0.0037, Total iter time: 5.4217 [2020-11-08 14:35:18,947][root][INFO] - ===> Epoch[762](2288/3): Loss -0.7931, Sem 0.0583, dir -0.9776, norm 0.1262, swav 0.0000 LR: 5.763e-02 Score 97.918 Data time: 0.1162, Forward time: 2.2969, Backward time: 3.1175, DDP time: 0.0037, Total iter time: 4.9426 [2020-11-08 14:35:23,294][root][INFO] - ===> Epoch[762](2289/3): Loss -0.7849, Sem 0.0614, dir -0.9755, norm 0.1292, swav 0.0000 LR: 5.761e-02 Score 97.881 Data time: 0.2067, Forward time: 2.2966, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 4.2656 [2020-11-08 14:35:29,934][root][INFO] - ===> Epoch[763](2290/3): Loss -0.7735, Sem 0.0604, dir -0.9732, norm 0.1394, swav 0.0000 LR: 5.759e-02 Score 97.847 Data time: 0.2639, Forward time: 2.2973, Backward time: 3.1161, DDP time: 0.0037, Total iter time: 6.5446 [2020-11-08 14:35:36,339][root][INFO] - ===> Epoch[763](2291/3): Loss -0.7930, Sem 0.0562, dir -0.9764, norm 0.1271, swav 0.0000 LR: 5.757e-02 Score 98.013 Data time: 0.2564, Forward time: 2.2980, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 6.2687 [2020-11-08 14:35:41,857][root][INFO] - ===> Epoch[763](2292/3): Loss -0.7812, Sem 0.0586, dir -0.9757, norm 0.1359, swav 0.0000 LR: 5.756e-02 Score 97.910 Data time: 0.2433, Forward time: 2.2984, Backward time: 3.1154, DDP time: 0.0037, Total iter time: 5.3754 [2020-11-08 14:35:48,883][root][INFO] - ===> Epoch[764](2293/3): Loss -0.7938, Sem 0.0562, dir -0.9769, norm 0.1269, swav 0.0000 LR: 5.754e-02 Score 98.018 Data time: 0.3512, Forward time: 2.2999, Backward time: 3.1153, DDP time: 0.0037, Total iter time: 6.9140 [2020-11-08 14:35:54,733][root][INFO] - ===> Epoch[764](2294/3): Loss -0.7851, Sem 0.0572, dir -0.9763, norm 0.1340, swav 0.0000 LR: 5.752e-02 Score 97.977 Data time: 0.1677, Forward time: 2.2994, Backward time: 3.1157, DDP time: 0.0037, Total iter time: 5.7246 [2020-11-08 14:36:00,305][root][INFO] - ===> Epoch[764](2295/3): Loss -0.7931, Sem 0.0591, dir -0.9785, norm 0.1263, swav 0.0000 LR: 5.750e-02 Score 97.938 Data time: 0.2036, Forward time: 2.2990, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 5.5032 [2020-11-08 14:36:07,252][root][INFO] - ===> Epoch[765](2296/3): Loss -0.7713, Sem 0.0556, dir -0.9731, norm 0.1463, swav 0.0000 LR: 5.748e-02 Score 98.053 Data time: 0.3414, Forward time: 2.3005, Backward time: 3.1157, DDP time: 0.0037, Total iter time: 6.8362 [2020-11-08 14:36:13,297][root][INFO] - ===> Epoch[765](2297/3): Loss -0.7727, Sem 0.0606, dir -0.9770, norm 0.1437, swav 0.0000 LR: 5.746e-02 Score 97.871 Data time: 0.1943, Forward time: 2.3003, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 5.9223 [2020-11-08 14:36:19,071][root][INFO] - ===> Epoch[765](2298/3): Loss -0.7843, Sem 0.0618, dir -0.9755, norm 0.1293, swav 0.0000 LR: 5.744e-02 Score 97.820 Data time: 0.2185, Forward time: 2.3005, Backward time: 3.1160, DDP time: 0.0037, Total iter time: 5.6668 [2020-11-08 14:36:24,256][root][INFO] - ===> Epoch[766](2299/3): Loss -0.7774, Sem 0.0541, dir -0.9729, norm 0.1414, swav 0.0000 LR: 5.742e-02 Score 98.127 Data time: 0.1797, Forward time: 2.3000, Backward time: 3.1157, DDP time: 0.0037, Total iter time: 5.0892 [2020-11-08 14:36:29,884][root][INFO] - ===> Epoch[766](2300/3): Loss -0.7851, Sem 0.0604, dir -0.9777, norm 0.1323, swav 0.0000 LR: 5.740e-02 Score 97.846 Data time: 0.2525, Forward time: 2.3006, Backward time: 3.1149, DDP time: 0.0037, Total iter time: 5.5358 [2020-11-08 14:36:35,117][root][INFO] - ===> Epoch[766](2301/3): Loss -0.7927, Sem 0.0567, dir -0.9768, norm 0.1274, swav 0.0000 LR: 5.738e-02 Score 98.009 Data time: 0.2066, Forward time: 2.3008, Backward time: 3.1139, DDP time: 0.0037, Total iter time: 5.0781 [2020-11-08 14:36:40,037][root][INFO] - ===> Epoch[767](2302/3): Loss -0.7955, Sem 0.0589, dir -0.9794, norm 0.1249, swav 0.0000 LR: 5.736e-02 Score 97.939 Data time: 0.2069, Forward time: 2.3008, Backward time: 3.1129, DDP time: 0.0037, Total iter time: 4.8011 [2020-11-08 14:36:45,647][root][INFO] - ===> Epoch[767](2303/3): Loss -0.7642, Sem 0.0621, dir -0.9742, norm 0.1479, swav 0.0000 LR: 5.735e-02 Score 97.827 Data time: 0.1749, Forward time: 2.3000, Backward time: 3.1134, DDP time: 0.0037, Total iter time: 5.5047 [2020-11-08 14:36:51,518][root][INFO] - ===> Epoch[767](2304/3): Loss -0.7973, Sem 0.0577, dir -0.9808, norm 0.1258, swav 0.0000 LR: 5.733e-02 Score 97.956 Data time: 0.2405, Forward time: 2.3002, Backward time: 3.1133, DDP time: 0.0037, Total iter time: 5.7917 [2020-11-08 14:36:57,555][root][INFO] - ===> Epoch[768](2305/3): Loss -0.7891, Sem 0.0537, dir -0.9754, norm 0.1326, swav 0.0000 LR: 5.731e-02 Score 98.090 Data time: 0.2494, Forward time: 2.3007, Backward time: 3.1131, DDP time: 0.0037, Total iter time: 5.9144 [2020-11-08 14:37:03,247][root][INFO] - ===> Epoch[768](2306/3): Loss -0.7890, Sem 0.0603, dir -0.9766, norm 0.1273, swav 0.0000 LR: 5.729e-02 Score 97.870 Data time: 0.2685, Forward time: 2.3015, Backward time: 3.1121, DDP time: 0.0037, Total iter time: 5.5570 [2020-11-08 14:37:08,539][root][INFO] - ===> Epoch[768](2307/3): Loss -0.7976, Sem 0.0554, dir -0.9788, norm 0.1258, swav 0.0000 LR: 5.727e-02 Score 98.063 Data time: 0.1856, Forward time: 2.3012, Backward time: 3.1118, DDP time: 0.0037, Total iter time: 5.1618 [2020-11-08 14:37:13,787][root][INFO] - ===> Epoch[769](2308/3): Loss -0.7768, Sem 0.0575, dir -0.9712, norm 0.1369, swav 0.0000 LR: 5.725e-02 Score 98.007 Data time: 0.2269, Forward time: 2.3015, Backward time: 3.1108, DDP time: 0.0037, Total iter time: 5.1456 [2020-11-08 14:37:19,269][root][INFO] - ===> Epoch[769](2309/3): Loss -0.7992, Sem 0.0548, dir -0.9807, norm 0.1267, swav 0.0000 LR: 5.723e-02 Score 98.030 Data time: 0.2096, Forward time: 2.3008, Backward time: 3.1110, DDP time: 0.0037, Total iter time: 5.3614 [2020-11-08 14:37:25,078][root][INFO] - ===> Epoch[769](2310/3): Loss -0.8000, Sem 0.0574, dir -0.9792, norm 0.1218, swav 0.0000 LR: 5.721e-02 Score 97.956 Data time: 0.2120, Forward time: 2.3009, Backward time: 3.1110, DDP time: 0.0037, Total iter time: 5.7310 [2020-11-08 14:37:30,154][root][INFO] - ===> Epoch[770](2311/3): Loss -0.7751, Sem 0.0592, dir -0.9755, norm 0.1412, swav 0.0000 LR: 5.719e-02 Score 97.912 Data time: 0.2266, Forward time: 2.3011, Backward time: 3.1100, DDP time: 0.0037, Total iter time: 4.9695 [2020-11-08 14:37:35,327][root][INFO] - ===> Epoch[770](2312/3): Loss -0.7797, Sem 0.0581, dir -0.9752, norm 0.1374, swav 0.0000 LR: 5.717e-02 Score 98.004 Data time: 0.1654, Forward time: 2.3005, Backward time: 3.1098, DDP time: 0.0037, Total iter time: 5.0411 [2020-11-08 14:37:42,162][root][INFO] - ===> Epoch[770](2313/3): Loss -0.7639, Sem 0.0618, dir -0.9750, norm 0.1493, swav 0.0000 LR: 5.715e-02 Score 97.782 Data time: 0.2288, Forward time: 2.3006, Backward time: 3.1110, DDP time: 0.0037, Total iter time: 6.7630 [2020-11-08 14:37:48,884][root][INFO] - ===> Epoch[771](2314/3): Loss -0.7997, Sem 0.0528, dir -0.9770, norm 0.1246, swav 0.0000 LR: 5.713e-02 Score 98.116 Data time: 0.2270, Forward time: 2.3007, Backward time: 3.1119, DDP time: 0.0037, Total iter time: 6.6131 [2020-11-08 14:37:54,619][root][INFO] - ===> Epoch[771](2315/3): Loss -0.7842, Sem 0.0604, dir -0.9764, norm 0.1318, swav 0.0000 LR: 5.712e-02 Score 97.857 Data time: 0.2162, Forward time: 2.3007, Backward time: 3.1118, DDP time: 0.0037, Total iter time: 5.6180 [2020-11-08 14:38:00,124][root][INFO] - ===> Epoch[771](2316/3): Loss -0.7794, Sem 0.0587, dir -0.9758, norm 0.1377, swav 0.0000 LR: 5.710e-02 Score 97.977 Data time: 0.2056, Forward time: 2.3005, Backward time: 3.1114, DDP time: 0.0037, Total iter time: 5.3849 [2020-11-08 14:38:07,221][root][INFO] - ===> Epoch[772](2317/3): Loss -0.7620, Sem 0.0715, dir -0.9748, norm 0.1413, swav 0.0000 LR: 5.708e-02 Score 97.748 Data time: 0.2965, Forward time: 2.3014, Backward time: 3.1121, DDP time: 0.0037, Total iter time: 7.0073 [2020-11-08 14:38:13,101][root][INFO] - ===> Epoch[772](2318/3): Loss -0.8094, Sem 0.0516, dir -0.9755, norm 0.1145, swav 0.0000 LR: 5.706e-02 Score 98.128 Data time: 0.3103, Forward time: 2.3022, Backward time: 3.1112, DDP time: 0.0037, Total iter time: 5.7394 [2020-11-08 14:38:20,787][root][INFO] - ===> Epoch[772](2319/3): Loss -0.7763, Sem 0.0577, dir -0.9771, norm 0.1432, swav 0.0000 LR: 5.704e-02 Score 97.973 Data time: 0.2137, Forward time: 2.3024, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 7.5307 [2020-11-08 14:38:26,091][root][INFO] - ===> Epoch[773](2320/3): Loss -0.7930, Sem 0.0566, dir -0.9768, norm 0.1272, swav 0.0000 LR: 5.702e-02 Score 98.033 Data time: 0.1998, Forward time: 2.3020, Backward time: 3.1130, DDP time: 0.0037, Total iter time: 5.1991 [2020-11-08 14:38:32,120][root][INFO] - ===> Epoch[773](2321/3): Loss -0.7795, Sem 0.0552, dir -0.9718, norm 0.1371, swav 0.0000 LR: 5.700e-02 Score 98.070 Data time: 0.2126, Forward time: 2.3018, Backward time: 3.1133, DDP time: 0.0037, Total iter time: 5.9408 [2020-11-08 14:38:39,960][root][INFO] - ===> Epoch[773](2322/3): Loss -0.7899, Sem 0.0544, dir -0.9760, norm 0.1316, swav 0.0000 LR: 5.698e-02 Score 98.066 Data time: 0.2803, Forward time: 2.3028, Backward time: 3.1147, DDP time: 0.0037, Total iter time: 7.7336 [2020-11-08 14:38:44,999][root][INFO] - ===> Epoch[774](2323/3): Loss -0.7716, Sem 0.0636, dir -0.9741, norm 0.1390, swav 0.0000 LR: 5.696e-02 Score 97.752 Data time: 0.2005, Forward time: 2.3028, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 4.9132 [2020-11-08 14:38:50,692][root][INFO] - ===> Epoch[774](2324/3): Loss -0.7806, Sem 0.0597, dir -0.9767, norm 0.1364, swav 0.0000 LR: 5.694e-02 Score 97.870 Data time: 0.1965, Forward time: 2.3025, Backward time: 3.1140, DDP time: 0.0037, Total iter time: 5.5816 [2020-11-08 14:38:57,227][root][INFO] - ===> Epoch[774](2325/3): Loss -0.7859, Sem 0.0538, dir -0.9747, norm 0.1350, swav 0.0000 LR: 5.692e-02 Score 98.124 Data time: 0.2002, Forward time: 2.3023, Backward time: 3.1150, DDP time: 0.0037, Total iter time: 6.4312 [2020-11-08 14:39:02,209][root][INFO] - ===> Epoch[775](2326/3): Loss -0.7827, Sem 0.0550, dir -0.9731, norm 0.1353, swav 0.0000 LR: 5.690e-02 Score 98.065 Data time: 0.1850, Forward time: 2.3020, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 4.8535 [2020-11-08 14:39:07,700][root][INFO] - ===> Epoch[775](2327/3): Loss -0.7708, Sem 0.0679, dir -0.9760, norm 0.1373, swav 0.0000 LR: 5.689e-02 Score 97.669 Data time: 0.1727, Forward time: 2.3014, Backward time: 3.1145, DDP time: 0.0037, Total iter time: 5.3981 [2020-11-08 14:39:13,744][root][INFO] - ===> Epoch[775](2328/3): Loss -0.7651, Sem 0.0596, dir -0.9722, norm 0.1475, swav 0.0000 LR: 5.687e-02 Score 97.964 Data time: 0.2449, Forward time: 2.3014, Backward time: 3.1148, DDP time: 0.0037, Total iter time: 5.9567 [2020-11-08 14:39:19,336][root][INFO] - ===> Epoch[776](2329/3): Loss -0.7756, Sem 0.0578, dir -0.9733, norm 0.1399, swav 0.0000 LR: 5.685e-02 Score 97.946 Data time: 0.1870, Forward time: 2.3009, Backward time: 3.1149, DDP time: 0.0037, Total iter time: 5.4641 [2020-11-08 14:39:26,195][root][INFO] - ===> Epoch[776](2330/3): Loss -0.7792, Sem 0.0634, dir -0.9763, norm 0.1337, swav 0.0000 LR: 5.683e-02 Score 97.745 Data time: 0.3603, Forward time: 2.3023, Backward time: 3.1147, DDP time: 0.0037, Total iter time: 6.7643 [2020-11-08 14:39:31,116][root][INFO] - ===> Epoch[776](2331/3): Loss -0.7756, Sem 0.0596, dir -0.9749, norm 0.1398, swav 0.0000 LR: 5.681e-02 Score 97.860 Data time: 0.2234, Forward time: 2.3026, Backward time: 3.1133, DDP time: 0.0037, Total iter time: 4.8008 [2020-11-08 14:39:36,433][root][INFO] - ===> Epoch[777](2332/3): Loss -0.7765, Sem 0.0592, dir -0.9751, norm 0.1395, swav 0.0000 LR: 5.679e-02 Score 97.906 Data time: 0.2064, Forward time: 2.3025, Backward time: 3.1128, DDP time: 0.0037, Total iter time: 5.2029 [2020-11-08 14:39:41,633][root][INFO] - ===> Epoch[777](2333/3): Loss -0.7872, Sem 0.0683, dir -0.9809, norm 0.1253, swav 0.0000 LR: 5.677e-02 Score 97.602 Data time: 0.1725, Forward time: 2.3020, Backward time: 3.1127, DDP time: 0.0037, Total iter time: 5.0859 [2020-11-08 14:39:46,869][root][INFO] - ===> Epoch[777](2334/3): Loss -0.7895, Sem 0.0510, dir -0.9741, norm 0.1336, swav 0.0000 LR: 5.675e-02 Score 98.218 Data time: 0.2477, Forward time: 2.3023, Backward time: 3.1117, DDP time: 0.0037, Total iter time: 5.1369 [2020-11-08 14:39:52,217][root][INFO] - ===> Epoch[778](2335/3): Loss -0.7730, Sem 0.0611, dir -0.9758, norm 0.1417, swav 0.0000 LR: 5.673e-02 Score 97.809 Data time: 0.1811, Forward time: 2.3018, Backward time: 3.1117, DDP time: 0.0037, Total iter time: 5.2298 [2020-11-08 14:39:58,367][root][INFO] - ===> Epoch[778](2336/3): Loss -0.7627, Sem 0.0622, dir -0.9752, norm 0.1503, swav 0.0000 LR: 5.671e-02 Score 97.789 Data time: 0.2808, Forward time: 2.3022, Backward time: 3.1116, DDP time: 0.0037, Total iter time: 6.0683 [2020-11-08 14:40:04,791][root][INFO] - ===> Epoch[778](2337/3): Loss -0.7824, Sem 0.0579, dir -0.9712, norm 0.1309, swav 0.0000 LR: 5.669e-02 Score 97.987 Data time: 0.2055, Forward time: 2.3020, Backward time: 3.1125, DDP time: 0.0037, Total iter time: 6.2718 [2020-11-08 14:40:09,268][root][INFO] - ===> Epoch[779](2338/3): Loss -0.7776, Sem 0.0631, dir -0.9770, norm 0.1362, swav 0.0000 LR: 5.667e-02 Score 97.825 Data time: 0.2042, Forward time: 2.3018, Backward time: 3.1111, DDP time: 0.0037, Total iter time: 4.3675 [2020-11-08 14:40:14,470][root][INFO] - ===> Epoch[779](2339/3): Loss -0.7741, Sem 0.0600, dir -0.9727, norm 0.1386, swav 0.0000 LR: 5.666e-02 Score 97.837 Data time: 0.2226, Forward time: 2.3020, Backward time: 3.1102, DDP time: 0.0037, Total iter time: 5.1004 [2020-11-08 14:40:19,891][root][INFO] - ===> Epoch[779](2340/3): Loss -0.7892, Sem 0.0572, dir -0.9766, norm 0.1302, swav 0.0000 LR: 5.664e-02 Score 97.999 Data time: 0.1897, Forward time: 2.3014, Backward time: 3.1103, DDP time: 0.0037, Total iter time: 5.2981 [2020-11-08 14:40:26,072][root][INFO] - ===> Epoch[780](2341/3): Loss -0.7887, Sem 0.0457, dir -0.9757, norm 0.1412, swav 0.0000 LR: 5.662e-02 Score 98.373 Data time: 0.3116, Forward time: 2.3025, Backward time: 3.1097, DDP time: 0.0037, Total iter time: 6.0868 [2020-11-08 14:40:30,916][root][INFO] - ===> Epoch[780](2342/3): Loss -0.7671, Sem 0.0669, dir -0.9749, norm 0.1410, swav 0.0000 LR: 5.660e-02 Score 97.650 Data time: 0.2291, Forward time: 2.3025, Backward time: 3.1085, DDP time: 0.0037, Total iter time: 4.7013 [2020-11-08 14:40:35,850][root][INFO] - ===> Epoch[780](2343/3): Loss -0.7754, Sem 0.0579, dir -0.9732, norm 0.1399, swav 0.0000 LR: 5.658e-02 Score 97.951 Data time: 0.2335, Forward time: 2.3027, Backward time: 3.1072, DDP time: 0.0037, Total iter time: 4.8243 [2020-11-08 14:40:40,309][root][INFO] - ===> Epoch[781](2344/3): Loss -0.7724, Sem 0.0556, dir -0.9699, norm 0.1420, swav 0.0000 LR: 5.656e-02 Score 98.018 Data time: 0.2117, Forward time: 2.3027, Backward time: 3.1057, DDP time: 0.0037, Total iter time: 4.3531 [2020-11-08 14:40:45,915][root][INFO] - ===> Epoch[781](2345/3): Loss -0.7903, Sem 0.0598, dir -0.9752, norm 0.1252, swav 0.0000 LR: 5.654e-02 Score 97.885 Data time: 0.1968, Forward time: 2.3025, Backward time: 3.1057, DDP time: 0.0037, Total iter time: 5.4842 [2020-11-08 14:40:52,397][root][INFO] - ===> Epoch[781](2346/3): Loss -0.7679, Sem 0.0598, dir -0.9731, norm 0.1454, swav 0.0000 LR: 5.652e-02 Score 97.901 Data time: 0.1746, Forward time: 2.3020, Backward time: 3.1069, DDP time: 0.0037, Total iter time: 6.3940 [2020-11-08 14:40:57,077][root][INFO] - ===> Epoch[782](2347/3): Loss -0.8008, Sem 0.0522, dir -0.9786, norm 0.1255, swav 0.0000 LR: 5.650e-02 Score 98.166 Data time: 0.2060, Forward time: 2.3016, Backward time: 3.1061, DDP time: 0.0037, Total iter time: 4.6223 [2020-11-08 14:41:02,524][root][INFO] - ===> Epoch[782](2348/3): Loss -0.7547, Sem 0.0602, dir -0.9717, norm 0.1568, swav 0.0000 LR: 5.648e-02 Score 97.863 Data time: 0.2787, Forward time: 2.3023, Backward time: 3.1050, DDP time: 0.0037, Total iter time: 5.3161 [2020-11-08 14:41:08,641][root][INFO] - ===> Epoch[782](2349/3): Loss -0.7685, Sem 0.0604, dir -0.9725, norm 0.1436, swav 0.0000 LR: 5.646e-02 Score 97.890 Data time: 0.2562, Forward time: 2.3029, Backward time: 3.1047, DDP time: 0.0037, Total iter time: 5.9885 [2020-11-08 14:41:13,872][root][INFO] - ===> Epoch[783](2350/3): Loss -0.7826, Sem 0.0591, dir -0.9739, norm 0.1322, swav 0.0000 LR: 5.644e-02 Score 97.940 Data time: 0.2222, Forward time: 2.3030, Backward time: 3.1039, DDP time: 0.0037, Total iter time: 5.0893 [2020-11-08 14:41:21,218][root][INFO] - ===> Epoch[783](2351/3): Loss -0.7600, Sem 0.0604, dir -0.9718, norm 0.1514, swav 0.0000 LR: 5.643e-02 Score 97.843 Data time: 0.2732, Forward time: 2.3036, Backward time: 3.1050, DDP time: 0.0037, Total iter time: 7.2317 [2020-11-08 14:41:26,509][root][INFO] - ===> Epoch[783](2352/3): Loss -0.7928, Sem 0.0602, dir -0.9782, norm 0.1252, swav 0.0000 LR: 5.641e-02 Score 97.882 Data time: 0.1964, Forward time: 2.3034, Backward time: 3.1046, DDP time: 0.0037, Total iter time: 5.1569 [2020-11-08 14:41:31,723][root][INFO] - ===> Epoch[784](2353/3): Loss -0.7683, Sem 0.0690, dir -0.9763, norm 0.1390, swav 0.0000 LR: 5.639e-02 Score 97.612 Data time: 0.1956, Forward time: 2.3031, Backward time: 3.1043, DDP time: 0.0037, Total iter time: 5.1210 [2020-11-08 14:41:37,989][root][INFO] - ===> Epoch[784](2354/3): Loss -0.7896, Sem 0.0496, dir -0.9735, norm 0.1343, swav 0.0000 LR: 5.637e-02 Score 98.246 Data time: 0.2131, Forward time: 2.3030, Backward time: 3.1049, DDP time: 0.0037, Total iter time: 6.1737 [2020-11-08 14:41:43,552][root][INFO] - ===> Epoch[784](2355/3): Loss -0.7778, Sem 0.0620, dir -0.9774, norm 0.1376, swav 0.0000 LR: 5.635e-02 Score 97.822 Data time: 0.2752, Forward time: 2.3036, Backward time: 3.1039, DDP time: 0.0037, Total iter time: 5.4315 [2020-11-08 14:41:48,787][root][INFO] - ===> Epoch[785](2356/3): Loss -0.7796, Sem 0.0546, dir -0.9725, norm 0.1383, swav 0.0000 LR: 5.633e-02 Score 98.037 Data time: 0.2590, Forward time: 2.3041, Backward time: 3.1027, DDP time: 0.0037, Total iter time: 5.0863 [2020-11-08 14:41:54,487][root][INFO] - ===> Epoch[785](2357/3): Loss -0.7759, Sem 0.0594, dir -0.9771, norm 0.1418, swav 0.0000 LR: 5.631e-02 Score 97.918 Data time: 0.2223, Forward time: 2.3043, Backward time: 3.1023, DDP time: 0.0037, Total iter time: 5.5801 [2020-11-08 14:42:01,754][root][INFO] - ===> Epoch[785](2358/3): Loss -0.7637, Sem 0.0660, dir -0.9742, norm 0.1444, swav 0.0000 LR: 5.629e-02 Score 97.749 Data time: 0.2058, Forward time: 2.3037, Backward time: 3.1045, DDP time: 0.0037, Total iter time: 7.1452 [2020-11-08 14:42:07,278][root][INFO] - ===> Epoch[786](2359/3): Loss -0.7765, Sem 0.0544, dir -0.9770, norm 0.1462, swav 0.0000 LR: 5.627e-02 Score 98.085 Data time: 0.2161, Forward time: 2.3036, Backward time: 3.1042, DDP time: 0.0037, Total iter time: 5.3863 [2020-11-08 14:42:12,783][root][INFO] - ===> Epoch[786](2360/3): Loss -0.7834, Sem 0.0629, dir -0.9762, norm 0.1298, swav 0.0000 LR: 5.625e-02 Score 97.763 Data time: 0.2733, Forward time: 2.3042, Backward time: 3.1032, DDP time: 0.0037, Total iter time: 5.3878 [2020-11-08 14:42:18,681][root][INFO] - ===> Epoch[786](2361/3): Loss -0.7791, Sem 0.0513, dir -0.9715, norm 0.1411, swav 0.0000 LR: 5.623e-02 Score 98.184 Data time: 0.2223, Forward time: 2.3044, Backward time: 3.1032, DDP time: 0.0037, Total iter time: 5.7665 [2020-11-08 14:42:24,236][root][INFO] - ===> Epoch[787](2362/3): Loss -0.7815, Sem 0.0626, dir -0.9788, norm 0.1347, swav 0.0000 LR: 5.621e-02 Score 97.764 Data time: 0.2059, Forward time: 2.3038, Backward time: 3.1033, DDP time: 0.0037, Total iter time: 5.4261 [2020-11-08 14:42:29,702][root][INFO] - ===> Epoch[787](2363/3): Loss -0.7971, Sem 0.0544, dir -0.9774, norm 0.1259, swav 0.0000 LR: 5.620e-02 Score 98.105 Data time: 0.2117, Forward time: 2.3034, Backward time: 3.1033, DDP time: 0.0037, Total iter time: 5.3959 [2020-11-08 14:42:35,155][root][INFO] - ===> Epoch[787](2364/3): Loss -0.7801, Sem 0.0616, dir -0.9779, norm 0.1362, swav 0.0000 LR: 5.618e-02 Score 97.843 Data time: 0.1681, Forward time: 2.3029, Backward time: 3.1035, DDP time: 0.0037, Total iter time: 5.3473 [2020-11-08 14:42:40,744][root][INFO] - ===> Epoch[788](2365/3): Loss -0.7744, Sem 0.0588, dir -0.9740, norm 0.1409, swav 0.0000 LR: 5.616e-02 Score 97.959 Data time: 0.1442, Forward time: 2.3019, Backward time: 3.1044, DDP time: 0.0037, Total iter time: 5.4917 [2020-11-08 14:42:47,523][root][INFO] - ===> Epoch[788](2366/3): Loss -0.7833, Sem 0.0617, dir -0.9776, norm 0.1326, swav 0.0000 LR: 5.614e-02 Score 97.804 Data time: 0.2235, Forward time: 2.3022, Backward time: 3.1052, DDP time: 0.0037, Total iter time: 6.7026 [2020-11-08 14:42:53,687][root][INFO] - ===> Epoch[788](2367/3): Loss -0.7989, Sem 0.0520, dir -0.9771, norm 0.1262, swav 0.0000 LR: 5.612e-02 Score 98.182 Data time: 0.1756, Forward time: 2.3016, Backward time: 3.1062, DDP time: 0.0037, Total iter time: 6.0256 [2020-11-08 14:43:00,174][root][INFO] - ===> Epoch[789](2368/3): Loss -0.7985, Sem 0.0529, dir -0.9773, norm 0.1259, swav 0.0000 LR: 5.610e-02 Score 98.142 Data time: 0.3548, Forward time: 2.3027, Backward time: 3.1057, DDP time: 0.0037, Total iter time: 6.4020 [2020-11-08 14:43:06,573][root][INFO] - ===> Epoch[789](2369/3): Loss -0.7913, Sem 0.0558, dir -0.9780, norm 0.1309, swav 0.0000 LR: 5.608e-02 Score 97.984 Data time: 0.2008, Forward time: 2.3024, Backward time: 3.1067, DDP time: 0.0037, Total iter time: 6.2818 [2020-11-08 14:43:11,904][root][INFO] - ===> Epoch[789](2370/3): Loss -0.7808, Sem 0.0598, dir -0.9774, norm 0.1369, swav 0.0000 LR: 5.606e-02 Score 97.892 Data time: 0.2496, Forward time: 2.3029, Backward time: 3.1057, DDP time: 0.0037, Total iter time: 5.2330 [2020-11-08 14:43:18,266][root][INFO] - ===> Epoch[790](2371/3): Loss -0.8014, Sem 0.0506, dir -0.9784, norm 0.1264, swav 0.0000 LR: 5.604e-02 Score 98.255 Data time: 0.1603, Forward time: 2.3021, Backward time: 3.1070, DDP time: 0.0037, Total iter time: 6.2332 [2020-11-08 14:43:24,308][root][INFO] - ===> Epoch[790](2372/3): Loss -0.7919, Sem 0.0582, dir -0.9788, norm 0.1286, swav 0.0000 LR: 5.602e-02 Score 97.944 Data time: 0.2646, Forward time: 2.3027, Backward time: 3.1067, DDP time: 0.0037, Total iter time: 5.9713 [2020-11-08 14:43:31,031][root][INFO] - ===> Epoch[790](2373/3): Loss -0.7827, Sem 0.0570, dir -0.9752, norm 0.1355, swav 0.0000 LR: 5.600e-02 Score 98.005 Data time: 0.2031, Forward time: 2.3027, Backward time: 3.1077, DDP time: 0.0037, Total iter time: 6.6084 [2020-11-08 14:43:36,837][root][INFO] - ===> Epoch[791](2374/3): Loss -0.7934, Sem 0.0569, dir -0.9783, norm 0.1281, swav 0.0000 LR: 5.598e-02 Score 97.987 Data time: 0.1186, Forward time: 2.3017, Backward time: 3.1090, DDP time: 0.0037, Total iter time: 5.7076 [2020-11-08 14:43:42,161][root][INFO] - ===> Epoch[791](2375/3): Loss -0.7997, Sem 0.0559, dir -0.9788, norm 0.1232, swav 0.0000 LR: 5.596e-02 Score 97.977 Data time: 0.1568, Forward time: 2.3009, Backward time: 3.1092, DDP time: 0.0037, Total iter time: 5.2544 [2020-11-08 14:43:48,689][root][INFO] - ===> Epoch[791](2376/3): Loss -0.7930, Sem 0.0619, dir -0.9784, norm 0.1235, swav 0.0000 LR: 5.595e-02 Score 97.863 Data time: 0.1444, Forward time: 2.3000, Backward time: 3.1111, DDP time: 0.0037, Total iter time: 6.4256 [2020-11-08 14:43:54,189][root][INFO] - ===> Epoch[792](2377/3): Loss -0.8002, Sem 0.0517, dir -0.9775, norm 0.1256, swav 0.0000 LR: 5.593e-02 Score 98.158 Data time: 0.1704, Forward time: 2.2995, Backward time: 3.1114, DDP time: 0.0037, Total iter time: 5.4437 [2020-11-08 14:44:00,083][root][INFO] - ===> Epoch[792](2378/3): Loss -0.7759, Sem 0.0574, dir -0.9743, norm 0.1411, swav 0.0000 LR: 5.591e-02 Score 97.956 Data time: 0.2827, Forward time: 2.3002, Backward time: 3.1107, DDP time: 0.0037, Total iter time: 5.7936 [2020-11-08 14:44:06,335][root][INFO] - ===> Epoch[792](2379/3): Loss -0.7860, Sem 0.0617, dir -0.9750, norm 0.1273, swav 0.0000 LR: 5.589e-02 Score 97.874 Data time: 0.1682, Forward time: 2.2999, Backward time: 3.1116, DDP time: 0.0037, Total iter time: 6.1273 [2020-11-08 14:44:13,181][root][INFO] - ===> Epoch[793](2380/3): Loss -0.8047, Sem 0.0515, dir -0.9800, norm 0.1238, swav 0.0000 LR: 5.587e-02 Score 98.154 Data time: 0.1772, Forward time: 2.2993, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 6.7322 [2020-11-08 14:44:18,203][root][INFO] - ===> Epoch[793](2381/3): Loss -0.7845, Sem 0.0635, dir -0.9770, norm 0.1290, swav 0.0000 LR: 5.585e-02 Score 97.757 Data time: 0.1914, Forward time: 2.2990, Backward time: 3.1127, DDP time: 0.0037, Total iter time: 4.9239 [2020-11-08 14:44:24,530][root][INFO] - ===> Epoch[793](2382/3): Loss -0.7889, Sem 0.0543, dir -0.9765, norm 0.1333, swav 0.0000 LR: 5.583e-02 Score 98.077 Data time: 0.2459, Forward time: 2.2993, Backward time: 3.1129, DDP time: 0.0037, Total iter time: 6.2102 [2020-11-08 14:44:31,401][root][INFO] - ===> Epoch[794](2383/3): Loss -0.7826, Sem 0.0651, dir -0.9786, norm 0.1309, swav 0.0000 LR: 5.581e-02 Score 97.714 Data time: 0.2002, Forward time: 2.2993, Backward time: 3.1141, DDP time: 0.0037, Total iter time: 6.7398 [2020-11-08 14:44:36,885][root][INFO] - ===> Epoch[794](2384/3): Loss -0.8027, Sem 0.0570, dir -0.9772, norm 0.1174, swav 0.0000 LR: 5.579e-02 Score 98.009 Data time: 0.1774, Forward time: 2.2988, Backward time: 3.1142, DDP time: 0.0037, Total iter time: 5.3798 [2020-11-08 14:44:43,478][root][INFO] - ===> Epoch[794](2385/3): Loss -0.7826, Sem 0.0521, dir -0.9761, norm 0.1413, swav 0.0000 LR: 5.577e-02 Score 98.180 Data time: 0.2253, Forward time: 2.2991, Backward time: 3.1148, DDP time: 0.0037, Total iter time: 6.4875 [2020-11-08 14:44:48,700][root][INFO] - ===> Epoch[795](2386/3): Loss -0.7916, Sem 0.0605, dir -0.9796, norm 0.1274, swav 0.0000 LR: 5.575e-02 Score 97.898 Data time: 0.1826, Forward time: 2.2987, Backward time: 3.1146, DDP time: 0.0037, Total iter time: 5.0878 [2020-11-08 14:44:55,421][root][INFO] - ===> Epoch[795](2387/3): Loss -0.7885, Sem 0.0569, dir -0.9753, norm 0.1299, swav 0.0000 LR: 5.573e-02 Score 98.018 Data time: 0.2089, Forward time: 2.2984, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 6.6111 [2020-11-08 14:45:01,049][root][INFO] - ===> Epoch[795](2388/3): Loss -0.7686, Sem 0.0579, dir -0.9715, norm 0.1450, swav 0.0000 LR: 5.572e-02 Score 97.954 Data time: 0.2217, Forward time: 2.2985, Backward time: 3.1155, DDP time: 0.0037, Total iter time: 5.5199 [2020-11-08 14:45:06,852][root][INFO] - ===> Epoch[796](2389/3): Loss -0.7857, Sem 0.0598, dir -0.9768, norm 0.1313, swav 0.0000 LR: 5.570e-02 Score 97.888 Data time: 0.1564, Forward time: 2.2979, Backward time: 3.1160, DDP time: 0.0037, Total iter time: 5.6590 [2020-11-08 14:45:12,253][root][INFO] - ===> Epoch[796](2390/3): Loss -0.7931, Sem 0.0560, dir -0.9783, norm 0.1292, swav 0.0000 LR: 5.568e-02 Score 98.005 Data time: 0.1719, Forward time: 2.2972, Backward time: 3.1163, DDP time: 0.0037, Total iter time: 5.2895 [2020-11-08 14:45:17,922][root][INFO] - ===> Epoch[796](2391/3): Loss -0.8029, Sem 0.0563, dir -0.9793, norm 0.1201, swav 0.0000 LR: 5.566e-02 Score 97.979 Data time: 0.2275, Forward time: 2.2974, Backward time: 3.1159, DDP time: 0.0037, Total iter time: 5.5791 [2020-11-08 14:45:24,239][root][INFO] - ===> Epoch[797](2392/3): Loss -0.7968, Sem 0.0543, dir -0.9756, norm 0.1245, swav 0.0000 LR: 5.564e-02 Score 98.119 Data time: 0.1702, Forward time: 2.2969, Backward time: 3.1170, DDP time: 0.0037, Total iter time: 6.1911 [2020-11-08 14:45:30,189][root][INFO] - ===> Epoch[797](2393/3): Loss -0.7648, Sem 0.0644, dir -0.9736, norm 0.1444, swav 0.0000 LR: 5.562e-02 Score 97.699 Data time: 0.1290, Forward time: 2.2960, Backward time: 3.1180, DDP time: 0.0037, Total iter time: 5.8318 [2020-11-08 14:45:34,582][root][INFO] - ===> Epoch[797](2394/3): Loss -0.7964, Sem 0.0538, dir -0.9777, norm 0.1274, swav 0.0000 LR: 5.560e-02 Score 98.124 Data time: 0.1667, Forward time: 2.2954, Backward time: 3.1171, DDP time: 0.0037, Total iter time: 4.3135 [2020-11-08 14:45:42,071][root][INFO] - ===> Epoch[798](2395/3): Loss -0.8002, Sem 0.0576, dir -0.9789, norm 0.1211, swav 0.0000 LR: 5.558e-02 Score 97.952 Data time: 0.1961, Forward time: 2.2952, Backward time: 3.1191, DDP time: 0.0037, Total iter time: 7.3800 [2020-11-08 14:45:48,519][root][INFO] - ===> Epoch[798](2396/3): Loss -0.7904, Sem 0.0606, dir -0.9772, norm 0.1262, swav 0.0000 LR: 5.556e-02 Score 97.903 Data time: 0.2393, Forward time: 2.2950, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 6.3414 [2020-11-08 14:45:53,963][root][INFO] - ===> Epoch[798](2397/3): Loss -0.7960, Sem 0.0626, dir -0.9796, norm 0.1210, swav 0.0000 LR: 5.554e-02 Score 97.813 Data time: 0.1911, Forward time: 2.2947, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 5.3183 [2020-11-08 14:46:00,668][root][INFO] - ===> Epoch[799](2398/3): Loss -0.8045, Sem 0.0517, dir -0.9776, norm 0.1214, swav 0.0000 LR: 5.552e-02 Score 98.134 Data time: 0.2007, Forward time: 2.2945, Backward time: 3.1210, DDP time: 0.0037, Total iter time: 6.5928 [2020-11-08 14:46:07,651][root][INFO] - ===> Epoch[799](2399/3): Loss -0.7848, Sem 0.0569, dir -0.9765, norm 0.1348, swav 0.0000 LR: 5.550e-02 Score 97.983 Data time: 0.2225, Forward time: 2.2944, Backward time: 3.1223, DDP time: 0.0037, Total iter time: 6.8612 [2020-11-08 14:46:13,410][root][INFO] - ===> Epoch[799](2400/3): Loss -0.7910, Sem 0.0556, dir -0.9748, norm 0.1282, swav 0.0000 LR: 5.548e-02 Score 98.015 Data time: 0.2326, Forward time: 2.2947, Backward time: 3.1219, DDP time: 0.0037, Total iter time: 5.6430 [2020-11-08 14:46:18,522][root][INFO] - ===> Epoch[800](2401/3): Loss -0.7894, Sem 0.0585, dir -0.9751, norm 0.1271, swav 0.0000 LR: 5.547e-02 Score 97.933 Data time: 0.1765, Forward time: 2.2943, Backward time: 3.1216, DDP time: 0.0037, Total iter time: 4.9904 [2020-11-08 14:46:24,442][root][INFO] - ===> Epoch[800](2402/3): Loss -0.8193, Sem 0.0472, dir -0.9831, norm 0.1166, swav 0.0000 LR: 5.545e-02 Score 98.337 Data time: 0.2082, Forward time: 2.2942, Backward time: 3.1218, DDP time: 0.0037, Total iter time: 5.8444 [2020-11-08 14:46:30,355][root][INFO] - ===> Epoch[800](2403/3): Loss -0.7648, Sem 0.0608, dir -0.9729, norm 0.1474, swav 0.0000 LR: 5.543e-02 Score 97.870 Data time: 0.1875, Forward time: 2.2939, Backward time: 3.1223, DDP time: 0.0037, Total iter time: 5.7938 [2020-11-08 14:46:35,856][root][INFO] - ===> Epoch[801](2404/3): Loss -0.7957, Sem 0.0552, dir -0.9792, norm 0.1283, swav 0.0000 LR: 5.541e-02 Score 98.026 Data time: 0.2072, Forward time: 2.2937, Backward time: 3.1220, DDP time: 0.0037, Total iter time: 5.4031 [2020-11-08 14:46:41,482][root][INFO] - ===> Epoch[801](2405/3): Loss -0.8017, Sem 0.0539, dir -0.9767, norm 0.1210, swav 0.0000 LR: 5.539e-02 Score 98.091 Data time: 0.2144, Forward time: 2.2936, Backward time: 3.1219, DDP time: 0.0037, Total iter time: 5.4914 [2020-11-08 14:46:47,587][root][INFO] - ===> Epoch[801](2406/3): Loss -0.7847, Sem 0.0566, dir -0.9782, norm 0.1369, swav 0.0000 LR: 5.537e-02 Score 97.988 Data time: 0.2363, Forward time: 2.2939, Backward time: 3.1219, DDP time: 0.0037, Total iter time: 5.9952 [2020-11-08 14:46:54,593][root][INFO] - ===> Epoch[802](2407/3): Loss -0.8013, Sem 0.0562, dir -0.9766, norm 0.1191, swav 0.0000 LR: 5.535e-02 Score 97.987 Data time: 0.2174, Forward time: 2.2939, Backward time: 3.1231, DDP time: 0.0037, Total iter time: 6.8679 [2020-11-08 14:46:59,951][root][INFO] - ===> Epoch[802](2408/3): Loss -0.7665, Sem 0.0653, dir -0.9734, norm 0.1416, swav 0.0000 LR: 5.533e-02 Score 97.740 Data time: 0.2300, Forward time: 2.2943, Backward time: 3.1223, DDP time: 0.0037, Total iter time: 5.2355 [2020-11-08 14:47:06,143][root][INFO] - ===> Epoch[802](2409/3): Loss -0.8024, Sem 0.0554, dir -0.9802, norm 0.1224, swav 0.0000 LR: 5.531e-02 Score 98.014 Data time: 0.1948, Forward time: 2.2939, Backward time: 3.1230, DDP time: 0.0037, Total iter time: 6.0693 [2020-11-08 14:47:11,715][root][INFO] - ===> Epoch[803](2410/3): Loss -0.7986, Sem 0.0534, dir -0.9764, norm 0.1244, swav 0.0000 LR: 5.529e-02 Score 98.099 Data time: 0.2200, Forward time: 2.2940, Backward time: 3.1226, DDP time: 0.0037, Total iter time: 5.4534 [2020-11-08 14:47:17,174][root][INFO] - ===> Epoch[803](2411/3): Loss -0.7945, Sem 0.0559, dir -0.9774, norm 0.1271, swav 0.0000 LR: 5.527e-02 Score 98.062 Data time: 0.2064, Forward time: 2.2936, Backward time: 3.1226, DDP time: 0.0037, Total iter time: 5.3467 [2020-11-08 14:47:23,684][root][INFO] - ===> Epoch[803](2412/3): Loss -0.8026, Sem 0.0562, dir -0.9808, norm 0.1219, swav 0.0000 LR: 5.525e-02 Score 97.985 Data time: 0.2779, Forward time: 2.2944, Backward time: 3.1225, DDP time: 0.0037, Total iter time: 6.4108 [2020-11-08 14:47:28,685][root][INFO] - ===> Epoch[804](2413/3): Loss -0.7909, Sem 0.0534, dir -0.9743, norm 0.1300, swav 0.0000 LR: 5.524e-02 Score 98.116 Data time: 0.2388, Forward time: 2.2947, Backward time: 3.1213, DDP time: 0.0037, Total iter time: 4.8550 [2020-11-08 14:47:34,454][root][INFO] - ===> Epoch[804](2414/3): Loss -0.7929, Sem 0.0617, dir -0.9791, norm 0.1245, swav 0.0000 LR: 5.522e-02 Score 97.714 Data time: 0.1801, Forward time: 2.2943, Backward time: 3.1216, DDP time: 0.0037, Total iter time: 5.6607 [2020-11-08 14:47:40,520][root][INFO] - ===> Epoch[804](2415/3): Loss -0.8092, Sem 0.0497, dir -0.9784, norm 0.1195, swav 0.0000 LR: 5.520e-02 Score 98.244 Data time: 0.1669, Forward time: 2.2938, Backward time: 3.1224, DDP time: 0.0037, Total iter time: 5.9689 [2020-11-08 14:47:46,299][root][INFO] - ===> Epoch[805](2416/3): Loss -0.7883, Sem 0.0541, dir -0.9787, norm 0.1363, swav 0.0000 LR: 5.518e-02 Score 98.088 Data time: 0.1461, Forward time: 2.2930, Backward time: 3.1231, DDP time: 0.0037, Total iter time: 5.6770 [2020-11-08 14:47:51,211][root][INFO] - ===> Epoch[805](2417/3): Loss -0.7847, Sem 0.0604, dir -0.9767, norm 0.1316, swav 0.0000 LR: 5.516e-02 Score 97.837 Data time: 0.1975, Forward time: 2.2927, Backward time: 3.1224, DDP time: 0.0037, Total iter time: 4.8026 [2020-11-08 14:47:57,061][root][INFO] - ===> Epoch[805](2418/3): Loss -0.7946, Sem 0.0519, dir -0.9789, norm 0.1324, swav 0.0000 LR: 5.514e-02 Score 98.177 Data time: 0.2571, Forward time: 2.2932, Backward time: 3.1220, DDP time: 0.0037, Total iter time: 5.7340 [2020-11-08 14:48:02,655][root][INFO] - ===> Epoch[806](2419/3): Loss -0.7884, Sem 0.0647, dir -0.9759, norm 0.1229, swav 0.0000 LR: 5.512e-02 Score 97.702 Data time: 0.1669, Forward time: 2.2928, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 5.4556 [2020-11-08 14:48:08,279][root][INFO] - ===> Epoch[806](2420/3): Loss -0.7965, Sem 0.0547, dir -0.9781, norm 0.1269, swav 0.0000 LR: 5.510e-02 Score 98.086 Data time: 0.2228, Forward time: 2.2928, Backward time: 3.1220, DDP time: 0.0037, Total iter time: 5.5145 [2020-11-08 14:48:14,045][root][INFO] - ===> Epoch[806](2421/3): Loss -0.8119, Sem 0.0510, dir -0.9804, norm 0.1175, swav 0.0000 LR: 5.508e-02 Score 98.168 Data time: 0.2798, Forward time: 2.2935, Backward time: 3.1212, DDP time: 0.0037, Total iter time: 5.6428 [2020-11-08 14:48:20,144][root][INFO] - ===> Epoch[807](2422/3): Loss -0.7820, Sem 0.0592, dir -0.9761, norm 0.1349, swav 0.0000 LR: 5.506e-02 Score 97.926 Data time: 0.1732, Forward time: 2.2928, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 5.9820 [2020-11-08 14:48:26,404][root][INFO] - ===> Epoch[807](2423/3): Loss -0.7743, Sem 0.0583, dir -0.9759, norm 0.1433, swav 0.0000 LR: 5.504e-02 Score 97.935 Data time: 0.3081, Forward time: 2.2938, Backward time: 3.1216, DDP time: 0.0037, Total iter time: 6.1878 [2020-11-08 14:48:32,033][root][INFO] - ===> Epoch[807](2424/3): Loss -0.8017, Sem 0.0531, dir -0.9782, norm 0.1235, swav 0.0000 LR: 5.502e-02 Score 98.116 Data time: 0.1571, Forward time: 2.2932, Backward time: 3.1220, DDP time: 0.0037, Total iter time: 5.5124 [2020-11-08 14:48:37,004][root][INFO] - ===> Epoch[808](2425/3): Loss -0.7963, Sem 0.0502, dir -0.9761, norm 0.1296, swav 0.0000 LR: 5.500e-02 Score 98.242 Data time: 0.2459, Forward time: 2.2933, Backward time: 3.1210, DDP time: 0.0037, Total iter time: 4.8803 [2020-11-08 14:48:42,493][root][INFO] - ===> Epoch[808](2426/3): Loss -0.7878, Sem 0.0632, dir -0.9790, norm 0.1280, swav 0.0000 LR: 5.499e-02 Score 97.877 Data time: 0.2846, Forward time: 2.2937, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 5.3767 [2020-11-08 14:48:48,401][root][INFO] - ===> Epoch[808](2427/3): Loss -0.7958, Sem 0.0548, dir -0.9770, norm 0.1264, swav 0.0000 LR: 5.497e-02 Score 98.085 Data time: 0.2281, Forward time: 2.2940, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 5.7710 [2020-11-08 14:48:55,160][root][INFO] - ===> Epoch[809](2428/3): Loss -0.7845, Sem 0.0582, dir -0.9749, norm 0.1322, swav 0.0000 LR: 5.495e-02 Score 97.909 Data time: 0.2067, Forward time: 2.2939, Backward time: 3.1210, DDP time: 0.0037, Total iter time: 6.6348 [2020-11-08 14:49:01,538][root][INFO] - ===> Epoch[809](2429/3): Loss -0.8018, Sem 0.0558, dir -0.9799, norm 0.1223, swav 0.0000 LR: 5.493e-02 Score 98.014 Data time: 0.1861, Forward time: 2.2935, Backward time: 3.1219, DDP time: 0.0037, Total iter time: 6.2824 [2020-11-08 14:49:06,561][root][INFO] - ===> Epoch[809](2430/3): Loss -0.7810, Sem 0.0572, dir -0.9733, norm 0.1352, swav 0.0000 LR: 5.491e-02 Score 97.987 Data time: 0.1856, Forward time: 2.2932, Backward time: 3.1215, DDP time: 0.0037, Total iter time: 4.9249 [2020-11-08 14:49:12,124][root][INFO] - ===> Epoch[810](2431/3): Loss -0.7702, Sem 0.0610, dir -0.9767, norm 0.1455, swav 0.0000 LR: 5.489e-02 Score 97.846 Data time: 0.1741, Forward time: 2.2925, Backward time: 3.1219, DDP time: 0.0037, Total iter time: 5.4793 [2020-11-08 14:49:18,074][root][INFO] - ===> Epoch[810](2432/3): Loss -0.7935, Sem 0.0590, dir -0.9788, norm 0.1263, swav 0.0000 LR: 5.487e-02 Score 97.957 Data time: 0.2041, Forward time: 2.2925, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 5.8608 [2020-11-08 14:49:23,915][root][INFO] - ===> Epoch[810](2433/3): Loss -0.7770, Sem 0.0593, dir -0.9719, norm 0.1356, swav 0.0000 LR: 5.485e-02 Score 97.887 Data time: 0.1255, Forward time: 2.2917, Backward time: 3.1229, DDP time: 0.0037, Total iter time: 5.7377 [2020-11-08 14:49:29,824][root][INFO] - ===> Epoch[811](2434/3): Loss -0.8078, Sem 0.0514, dir -0.9792, norm 0.1200, swav 0.0000 LR: 5.483e-02 Score 98.170 Data time: 0.1539, Forward time: 2.2910, Backward time: 3.1238, DDP time: 0.0037, Total iter time: 5.8292 [2020-11-08 14:49:35,554][root][INFO] - ===> Epoch[811](2435/3): Loss -0.7802, Sem 0.0621, dir -0.9763, norm 0.1340, swav 0.0000 LR: 5.481e-02 Score 97.815 Data time: 0.2050, Forward time: 2.2909, Backward time: 3.1238, DDP time: 0.0037, Total iter time: 5.6323 [2020-11-08 14:49:42,173][root][INFO] - ===> Epoch[811](2436/3): Loss -0.7828, Sem 0.0540, dir -0.9778, norm 0.1411, swav 0.0000 LR: 5.479e-02 Score 98.078 Data time: 0.1714, Forward time: 2.2904, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 6.5041 [2020-11-08 14:49:47,968][root][INFO] - ===> Epoch[812](2437/3): Loss -0.7970, Sem 0.0634, dir -0.9760, norm 0.1157, swav 0.0000 LR: 5.477e-02 Score 97.778 Data time: 0.1523, Forward time: 2.2896, Backward time: 3.1258, DDP time: 0.0037, Total iter time: 5.6997 [2020-11-08 14:49:55,144][root][INFO] - ===> Epoch[812](2438/3): Loss -0.7835, Sem 0.0556, dir -0.9732, norm 0.1342, swav 0.0000 LR: 5.475e-02 Score 98.004 Data time: 0.2405, Forward time: 2.2896, Backward time: 3.1272, DDP time: 0.0037, Total iter time: 7.1092 [2020-11-08 14:50:01,991][root][INFO] - ===> Epoch[812](2439/3): Loss -0.7729, Sem 0.0614, dir -0.9738, norm 0.1394, swav 0.0000 LR: 5.473e-02 Score 97.851 Data time: 0.3471, Forward time: 2.2908, Backward time: 3.1271, DDP time: 0.0037, Total iter time: 6.7146 [2020-11-08 14:50:07,152][root][INFO] - ===> Epoch[813](2440/3): Loss -0.7955, Sem 0.0536, dir -0.9795, norm 0.1304, swav 0.0000 LR: 5.472e-02 Score 98.079 Data time: 0.1867, Forward time: 2.2907, Backward time: 3.1265, DDP time: 0.0037, Total iter time: 5.0293 [2020-11-08 14:50:12,117][root][INFO] - ===> Epoch[813](2441/3): Loss -0.7599, Sem 0.0621, dir -0.9707, norm 0.1487, swav 0.0000 LR: 5.470e-02 Score 97.838 Data time: 0.1763, Forward time: 2.2902, Backward time: 3.1260, DDP time: 0.0037, Total iter time: 4.8282 [2020-11-08 14:50:17,557][root][INFO] - ===> Epoch[813](2442/3): Loss -0.7880, Sem 0.0572, dir -0.9788, norm 0.1336, swav 0.0000 LR: 5.468e-02 Score 97.986 Data time: 0.2433, Forward time: 2.2902, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.3552 [2020-11-08 14:50:23,002][root][INFO] - ===> Epoch[814](2443/3): Loss -0.8087, Sem 0.0567, dir -0.9791, norm 0.1137, swav 0.0000 LR: 5.466e-02 Score 98.014 Data time: 0.1992, Forward time: 2.2898, Backward time: 3.1255, DDP time: 0.0037, Total iter time: 5.3005 [2020-11-08 14:50:29,704][root][INFO] - ===> Epoch[814](2444/3): Loss -0.7810, Sem 0.0583, dir -0.9753, norm 0.1360, swav 0.0000 LR: 5.464e-02 Score 97.917 Data time: 0.3292, Forward time: 2.2909, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 6.5965 [2020-11-08 14:50:35,720][root][INFO] - ===> Epoch[814](2445/3): Loss -0.7807, Sem 0.0572, dir -0.9737, norm 0.1358, swav 0.0000 LR: 5.462e-02 Score 98.003 Data time: 0.2075, Forward time: 2.2910, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 5.8601 [2020-11-08 14:50:40,433][root][INFO] - ===> Epoch[815](2446/3): Loss -0.7932, Sem 0.0577, dir -0.9746, norm 0.1237, swav 0.0000 LR: 5.460e-02 Score 97.993 Data time: 0.2513, Forward time: 2.2911, Backward time: 3.1241, DDP time: 0.0037, Total iter time: 4.5809 [2020-11-08 14:50:46,423][root][INFO] - ===> Epoch[815](2447/3): Loss -0.7871, Sem 0.0577, dir -0.9762, norm 0.1314, swav 0.0000 LR: 5.458e-02 Score 97.946 Data time: 0.1828, Forward time: 2.2907, Backward time: 3.1246, DDP time: 0.0037, Total iter time: 5.8825 [2020-11-08 14:50:53,864][root][INFO] - ===> Epoch[815](2448/3): Loss -0.7853, Sem 0.0524, dir -0.9770, norm 0.1392, swav 0.0000 LR: 5.456e-02 Score 98.148 Data time: 0.2045, Forward time: 2.2906, Backward time: 3.1264, DDP time: 0.0037, Total iter time: 7.3207 [2020-11-08 14:50:59,261][root][INFO] - ===> Epoch[816](2449/3): Loss -0.7801, Sem 0.0589, dir -0.9746, norm 0.1356, swav 0.0000 LR: 5.454e-02 Score 97.872 Data time: 0.2532, Forward time: 2.2911, Backward time: 3.1255, DDP time: 0.0037, Total iter time: 5.2688 [2020-11-08 14:51:05,921][root][INFO] - ===> Epoch[816](2450/3): Loss -0.7767, Sem 0.0615, dir -0.9769, norm 0.1388, swav 0.0000 LR: 5.452e-02 Score 97.853 Data time: 0.2439, Forward time: 2.2910, Backward time: 3.1264, DDP time: 0.0037, Total iter time: 6.5400 [2020-11-08 14:51:11,712][root][INFO] - ===> Epoch[816](2451/3): Loss -0.7893, Sem 0.0495, dir -0.9764, norm 0.1376, swav 0.0000 LR: 5.450e-02 Score 98.254 Data time: 0.2567, Forward time: 2.2912, Backward time: 3.1261, DDP time: 0.0037, Total iter time: 5.6824 [2020-11-08 14:51:17,220][root][INFO] - ===> Epoch[817](2452/3): Loss -0.7762, Sem 0.0565, dir -0.9745, norm 0.1418, swav 0.0000 LR: 5.448e-02 Score 97.982 Data time: 0.2675, Forward time: 2.2918, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 5.3863 [2020-11-08 14:51:22,831][root][INFO] - ===> Epoch[817](2453/3): Loss -0.7929, Sem 0.0610, dir -0.9772, norm 0.1233, swav 0.0000 LR: 5.447e-02 Score 97.866 Data time: 0.1903, Forward time: 2.2915, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 5.4977 [2020-11-08 14:51:28,939][root][INFO] - ===> Epoch[817](2454/3): Loss -0.7822, Sem 0.0559, dir -0.9781, norm 0.1400, swav 0.0000 LR: 5.445e-02 Score 98.016 Data time: 0.2900, Forward time: 2.2924, Backward time: 3.1246, DDP time: 0.0037, Total iter time: 6.0210 [2020-11-08 14:51:33,914][root][INFO] - ===> Epoch[818](2455/3): Loss -0.7922, Sem 0.0598, dir -0.9780, norm 0.1260, swav 0.0000 LR: 5.443e-02 Score 97.908 Data time: 0.1374, Forward time: 2.2919, Backward time: 3.1243, DDP time: 0.0037, Total iter time: 4.8455 [2020-11-08 14:51:39,051][root][INFO] - ===> Epoch[818](2456/3): Loss -0.7764, Sem 0.0621, dir -0.9750, norm 0.1365, swav 0.0000 LR: 5.441e-02 Score 97.827 Data time: 0.1509, Forward time: 2.2912, Backward time: 3.1243, DDP time: 0.0037, Total iter time: 5.0431 [2020-11-08 14:51:45,633][root][INFO] - ===> Epoch[818](2457/3): Loss -0.8046, Sem 0.0515, dir -0.9792, norm 0.1231, swav 0.0000 LR: 5.439e-02 Score 98.164 Data time: 0.1362, Forward time: 2.2904, Backward time: 3.1259, DDP time: 0.0037, Total iter time: 6.4978 [2020-11-08 14:51:52,182][root][INFO] - ===> Epoch[819](2458/3): Loss -0.8030, Sem 0.0532, dir -0.9795, norm 0.1233, swav 0.0000 LR: 5.437e-02 Score 98.120 Data time: 0.1971, Forward time: 2.2901, Backward time: 3.1269, DDP time: 0.0037, Total iter time: 6.4734 [2020-11-08 14:51:58,319][root][INFO] - ===> Epoch[819](2459/3): Loss -0.7892, Sem 0.0606, dir -0.9772, norm 0.1274, swav 0.0000 LR: 5.435e-02 Score 97.849 Data time: 0.2404, Forward time: 2.2903, Backward time: 3.1270, DDP time: 0.0037, Total iter time: 6.0225 [2020-11-08 14:52:03,420][root][INFO] - ===> Epoch[819](2460/3): Loss -0.7908, Sem 0.0535, dir -0.9764, norm 0.1321, swav 0.0000 LR: 5.433e-02 Score 98.107 Data time: 0.2185, Forward time: 2.2905, Backward time: 3.1262, DDP time: 0.0037, Total iter time: 4.9845 [2020-11-08 14:52:08,562][root][INFO] - ===> Epoch[820](2461/3): Loss -0.8097, Sem 0.0508, dir -0.9808, norm 0.1203, swav 0.0000 LR: 5.431e-02 Score 98.183 Data time: 0.2253, Forward time: 2.2903, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.0182 [2020-11-08 14:52:15,115][root][INFO] - ===> Epoch[820](2462/3): Loss -0.7793, Sem 0.0579, dir -0.9760, norm 0.1388, swav 0.0000 LR: 5.429e-02 Score 97.964 Data time: 0.2398, Forward time: 2.2901, Backward time: 3.1265, DDP time: 0.0037, Total iter time: 6.4191 [2020-11-08 14:52:20,554][root][INFO] - ===> Epoch[820](2463/3): Loss -0.8016, Sem 0.0564, dir -0.9785, norm 0.1206, swav 0.0000 LR: 5.427e-02 Score 98.002 Data time: 0.2042, Forward time: 2.2901, Backward time: 3.1262, DDP time: 0.0037, Total iter time: 5.3217 [2020-11-08 14:52:25,793][root][INFO] - ===> Epoch[821](2464/3): Loss -0.7937, Sem 0.0566, dir -0.9789, norm 0.1286, swav 0.0000 LR: 5.425e-02 Score 97.987 Data time: 0.2006, Forward time: 2.2899, Backward time: 3.1257, DDP time: 0.0037, Total iter time: 5.1126 [2020-11-08 14:52:31,324][root][INFO] - ===> Epoch[821](2465/3): Loss -0.8009, Sem 0.0561, dir -0.9775, norm 0.1206, swav 0.0000 LR: 5.423e-02 Score 98.007 Data time: 0.2648, Forward time: 2.2905, Backward time: 3.1249, DDP time: 0.0037, Total iter time: 5.4060 [2020-11-08 14:52:37,172][root][INFO] - ===> Epoch[821](2466/3): Loss -0.7974, Sem 0.0557, dir -0.9788, norm 0.1257, swav 0.0000 LR: 5.422e-02 Score 98.050 Data time: 0.2516, Forward time: 2.2906, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.7413 [2020-11-08 14:52:42,184][root][INFO] - ===> Epoch[822](2467/3): Loss -0.7891, Sem 0.0582, dir -0.9787, norm 0.1314, swav 0.0000 LR: 5.420e-02 Score 97.922 Data time: 0.2094, Forward time: 2.2903, Backward time: 3.1242, DDP time: 0.0037, Total iter time: 4.8863 [2020-11-08 14:52:48,723][root][INFO] - ===> Epoch[822](2468/3): Loss -0.7984, Sem 0.0505, dir -0.9743, norm 0.1254, swav 0.0000 LR: 5.418e-02 Score 98.231 Data time: 0.1310, Forward time: 2.2894, Backward time: 3.1258, DDP time: 0.0037, Total iter time: 6.4278 [2020-11-08 14:52:55,172][root][INFO] - ===> Epoch[822](2469/3): Loss -0.7844, Sem 0.0565, dir -0.9774, norm 0.1365, swav 0.0000 LR: 5.416e-02 Score 97.976 Data time: 0.1703, Forward time: 2.2886, Backward time: 3.1273, DDP time: 0.0037, Total iter time: 6.3815 [2020-11-08 14:53:01,427][root][INFO] - ===> Epoch[823](2470/3): Loss -0.7870, Sem 0.0591, dir -0.9778, norm 0.1317, swav 0.0000 LR: 5.414e-02 Score 97.938 Data time: 0.1491, Forward time: 2.2878, Backward time: 3.1285, DDP time: 0.0037, Total iter time: 6.1702 [2020-11-08 14:53:07,173][root][INFO] - ===> Epoch[823](2471/3): Loss -0.8052, Sem 0.0536, dir -0.9783, norm 0.1195, swav 0.0000 LR: 5.412e-02 Score 98.097 Data time: 0.2586, Forward time: 2.2882, Backward time: 3.1280, DDP time: 0.0037, Total iter time: 5.6612 [2020-11-08 14:53:12,302][root][INFO] - ===> Epoch[823](2472/3): Loss -0.7850, Sem 0.0574, dir -0.9754, norm 0.1329, swav 0.0000 LR: 5.410e-02 Score 97.948 Data time: 0.2431, Forward time: 2.2882, Backward time: 3.1273, DDP time: 0.0037, Total iter time: 5.0021 [2020-11-08 14:53:17,399][root][INFO] - ===> Epoch[824](2473/3): Loss -0.7790, Sem 0.0561, dir -0.9762, norm 0.1410, swav 0.0000 LR: 5.408e-02 Score 98.020 Data time: 0.1695, Forward time: 2.2878, Backward time: 3.1269, DDP time: 0.0037, Total iter time: 4.9550 [2020-11-08 14:53:24,424][root][INFO] - ===> Epoch[824](2474/3): Loss -0.8045, Sem 0.0554, dir -0.9776, norm 0.1177, swav 0.0000 LR: 5.406e-02 Score 98.033 Data time: 0.1824, Forward time: 2.2874, Backward time: 3.1285, DDP time: 0.0037, Total iter time: 6.9181 [2020-11-08 14:53:29,762][root][INFO] - ===> Epoch[824](2475/3): Loss -0.7869, Sem 0.0584, dir -0.9768, norm 0.1315, swav 0.0000 LR: 5.404e-02 Score 97.984 Data time: 0.2307, Forward time: 2.2872, Backward time: 3.1282, DDP time: 0.0037, Total iter time: 5.2131 [2020-11-08 14:53:34,329][root][INFO] - ===> Epoch[825](2476/3): Loss -0.7910, Sem 0.0570, dir -0.9748, norm 0.1267, swav 0.0000 LR: 5.402e-02 Score 97.959 Data time: 0.1610, Forward time: 2.2866, Backward time: 3.1275, DDP time: 0.0037, Total iter time: 4.4504 [2020-11-08 14:53:39,348][root][INFO] - ===> Epoch[825](2477/3): Loss -0.8037, Sem 0.0569, dir -0.9789, norm 0.1182, swav 0.0000 LR: 5.400e-02 Score 97.974 Data time: 0.1669, Forward time: 2.2861, Backward time: 3.1273, DDP time: 0.0037, Total iter time: 4.9288 [2020-11-08 14:53:45,681][root][INFO] - ===> Epoch[825](2478/3): Loss -0.7917, Sem 0.0572, dir -0.9796, norm 0.1308, swav 0.0000 LR: 5.398e-02 Score 97.999 Data time: 0.1867, Forward time: 2.2858, Backward time: 3.1282, DDP time: 0.0037, Total iter time: 6.2562 [2020-11-08 14:53:51,579][root][INFO] - ===> Epoch[826](2479/3): Loss -0.7865, Sem 0.0679, dir -0.9795, norm 0.1251, swav 0.0000 LR: 5.396e-02 Score 97.830 Data time: 0.1722, Forward time: 2.2854, Backward time: 3.1286, DDP time: 0.0037, Total iter time: 5.7577 [2020-11-08 14:53:57,808][root][INFO] - ===> Epoch[826](2480/3): Loss -0.7944, Sem 0.0533, dir -0.9770, norm 0.1293, swav 0.0000 LR: 5.395e-02 Score 98.105 Data time: 0.2014, Forward time: 2.2851, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 6.1270 [2020-11-08 14:54:04,358][root][INFO] - ===> Epoch[826](2481/3): Loss -0.7934, Sem 0.0597, dir -0.9781, norm 0.1250, swav 0.0000 LR: 5.393e-02 Score 97.846 Data time: 0.1894, Forward time: 2.2849, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 6.4336 [2020-11-08 14:54:10,403][root][INFO] - ===> Epoch[827](2482/3): Loss -0.7920, Sem 0.0570, dir -0.9777, norm 0.1286, swav 0.0000 LR: 5.391e-02 Score 98.013 Data time: 0.1832, Forward time: 2.2843, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 5.9315 [2020-11-08 14:54:15,618][root][INFO] - ===> Epoch[827](2483/3): Loss -0.7843, Sem 0.0565, dir -0.9728, norm 0.1320, swav 0.0000 LR: 5.389e-02 Score 98.038 Data time: 0.2469, Forward time: 2.2847, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 5.1291 [2020-11-08 14:54:21,560][root][INFO] - ===> Epoch[827](2484/3): Loss -0.7996, Sem 0.0502, dir -0.9770, norm 0.1272, swav 0.0000 LR: 5.387e-02 Score 98.212 Data time: 0.1883, Forward time: 2.2844, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 5.8183 [2020-11-08 14:54:27,711][root][INFO] - ===> Epoch[828](2485/3): Loss -0.7913, Sem 0.0558, dir -0.9774, norm 0.1304, swav 0.0000 LR: 5.385e-02 Score 98.024 Data time: 0.2714, Forward time: 2.2850, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 6.0409 [2020-11-08 14:54:33,511][root][INFO] - ===> Epoch[828](2486/3): Loss -0.7971, Sem 0.0583, dir -0.9776, norm 0.1222, swav 0.0000 LR: 5.383e-02 Score 97.960 Data time: 0.2565, Forward time: 2.2854, Backward time: 3.1297, DDP time: 0.0037, Total iter time: 5.6804 [2020-11-08 14:54:39,010][root][INFO] - ===> Epoch[828](2487/3): Loss -0.8026, Sem 0.0573, dir -0.9801, norm 0.1202, swav 0.0000 LR: 5.381e-02 Score 97.946 Data time: 0.2244, Forward time: 2.2852, Backward time: 3.1296, DDP time: 0.0037, Total iter time: 5.3836 [2020-11-08 14:54:43,861][root][INFO] - ===> Epoch[829](2488/3): Loss -0.7959, Sem 0.0567, dir -0.9749, norm 0.1223, swav 0.0000 LR: 5.379e-02 Score 97.986 Data time: 0.1370, Forward time: 2.2844, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 4.7282 [2020-11-08 14:54:50,128][root][INFO] - ===> Epoch[829](2489/3): Loss -0.7976, Sem 0.0518, dir -0.9818, norm 0.1324, swav 0.0000 LR: 5.377e-02 Score 98.174 Data time: 0.1803, Forward time: 2.2841, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 6.1758 [2020-11-08 14:54:54,795][root][INFO] - ===> Epoch[829](2490/3): Loss -0.8047, Sem 0.0522, dir -0.9775, norm 0.1206, swav 0.0000 LR: 5.375e-02 Score 98.124 Data time: 0.2121, Forward time: 2.2839, Backward time: 3.1292, DDP time: 0.0037, Total iter time: 4.5450 [2020-11-08 14:55:01,528][root][INFO] - ===> Epoch[830](2491/3): Loss -0.7925, Sem 0.0560, dir -0.9792, norm 0.1307, swav 0.0000 LR: 5.373e-02 Score 98.030 Data time: 0.3490, Forward time: 2.2850, Backward time: 3.1290, DDP time: 0.0037, Total iter time: 6.6236 [2020-11-08 14:55:07,484][root][INFO] - ===> Epoch[830](2492/3): Loss -0.7982, Sem 0.0608, dir -0.9809, norm 0.1219, swav 0.0000 LR: 5.371e-02 Score 97.877 Data time: 0.2414, Forward time: 2.2856, Backward time: 3.1285, DDP time: 0.0037, Total iter time: 5.8369 [2020-11-08 14:55:13,986][root][INFO] - ===> Epoch[830](2493/3): Loss -0.7989, Sem 0.0483, dir -0.9772, norm 0.1300, swav 0.0000 LR: 5.369e-02 Score 98.259 Data time: 0.2410, Forward time: 2.2855, Backward time: 3.1292, DDP time: 0.0037, Total iter time: 6.3772 [2020-11-08 14:55:19,900][root][INFO] - ===> Epoch[831](2494/3): Loss -0.7850, Sem 0.0565, dir -0.9747, norm 0.1331, swav 0.0000 LR: 5.368e-02 Score 98.012 Data time: 0.2786, Forward time: 2.2863, Backward time: 3.1285, DDP time: 0.0037, Total iter time: 5.7945 [2020-11-08 14:55:24,897][root][INFO] - ===> Epoch[831](2495/3): Loss -0.8070, Sem 0.0547, dir -0.9789, norm 0.1172, swav 0.0000 LR: 5.366e-02 Score 98.053 Data time: 0.1963, Forward time: 2.2861, Backward time: 3.1278, DDP time: 0.0037, Total iter time: 4.8690 [2020-11-08 14:55:30,520][root][INFO] - ===> Epoch[831](2496/3): Loss -0.7855, Sem 0.0554, dir -0.9767, norm 0.1358, swav 0.0000 LR: 5.364e-02 Score 98.040 Data time: 0.1943, Forward time: 2.2859, Backward time: 3.1277, DDP time: 0.0037, Total iter time: 5.5052 [2020-11-08 14:55:36,620][root][INFO] - ===> Epoch[832](2497/3): Loss -0.8040, Sem 0.0585, dir -0.9793, norm 0.1168, swav 0.0000 LR: 5.362e-02 Score 97.896 Data time: 0.2490, Forward time: 2.2857, Backward time: 3.1282, DDP time: 0.0037, Total iter time: 6.0018 [2020-11-08 14:55:42,394][root][INFO] - ===> Epoch[832](2498/3): Loss -0.8003, Sem 0.0569, dir -0.9787, norm 0.1215, swav 0.0000 LR: 5.360e-02 Score 97.968 Data time: 0.3060, Forward time: 2.2864, Backward time: 3.1274, DDP time: 0.0037, Total iter time: 5.6615 [2020-11-08 14:55:48,632][root][INFO] - ===> Epoch[832](2499/3): Loss -0.7965, Sem 0.0517, dir -0.9776, norm 0.1294, swav 0.0000 LR: 5.358e-02 Score 98.180 Data time: 0.3012, Forward time: 2.2874, Backward time: 3.1268, DDP time: 0.0037, Total iter time: 6.0948 [2020-11-08 14:55:53,895][root][INFO] - ===> Epoch[833](2500/3): Loss -0.8060, Sem 0.0528, dir -0.9781, norm 0.1193, swav 0.0000 LR: 5.356e-02 Score 98.085 Data time: 0.2239, Forward time: 2.2875, Backward time: 3.1262, DDP time: 0.0037, Total iter time: 5.1426 [2020-11-08 14:55:54,589][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 14:55:54,791][root][INFO] - ===> Start testing [2020-11-08 14:57:29,812][root][INFO] - 101/312: Data time: 0.0513, Iter time: 0.4347 Loss 0.681 (AVG: 1.122) Score 88.023 (AVG: 83.500) mIOU 59.158 mAP 69.314 mAcc 69.777 IOU: 77.054 96.003 48.774 60.207 88.396 78.176 60.029 51.395 41.168 71.698 14.352 51.619 41.844 57.370 33.490 71.044 78.664 53.859 86.311 21.700 mAP: 76.687 95.370 55.420 68.254 85.218 80.004 68.480 67.253 60.548 56.925 40.117 57.253 54.653 64.698 44.918 91.789 92.405 78.471 95.984 51.836 mAcc: 95.023 98.709 60.761 69.413 95.741 88.260 78.637 65.354 45.697 78.382 17.199 57.931 81.549 64.364 37.388 89.714 93.479 60.452 92.755 24.729 [2020-11-08 14:58:58,774][root][INFO] - 201/312: Data time: 0.0093, Iter time: 0.2038 Loss 0.850 (AVG: 1.121) Score 81.851 (AVG: 83.715) mIOU 58.473 mAP 67.014 mAcc 67.731 IOU: 76.694 95.890 47.661 70.352 87.253 80.786 63.289 50.224 40.351 72.055 16.521 51.251 42.195 56.784 32.823 51.046 77.621 49.363 84.024 23.279 mAP: 76.429 95.190 53.220 71.277 86.081 77.434 67.291 62.335 57.849 54.858 40.461 54.068 58.200 66.008 40.938 86.162 90.882 74.100 77.291 50.202 mAcc: 94.749 98.843 57.893 79.062 94.068 90.476 79.022 64.429 46.099 78.495 19.561 56.920 74.315 65.379 37.959 57.355 89.592 54.992 87.968 27.441 [2020-11-08 15:00:29,390][root][INFO] - 301/312: Data time: 0.0068, Iter time: 0.5346 Loss 0.404 (AVG: 1.051) Score 89.518 (AVG: 84.096) mIOU 58.427 mAP 66.973 mAcc 67.654 IOU: 77.871 95.726 46.329 70.916 86.958 80.904 61.422 48.581 41.578 71.781 18.209 51.105 42.979 54.775 32.885 50.333 78.415 45.769 85.556 26.457 mAP: 77.682 95.184 51.517 69.192 87.469 80.968 67.160 61.635 57.596 56.366 40.238 51.436 56.370 63.305 40.170 85.409 92.571 73.388 81.221 50.593 mAcc: 94.826 98.896 55.728 77.284 94.394 90.262 76.339 61.370 48.592 76.952 21.509 57.411 73.171 62.852 38.065 61.709 91.209 50.918 89.523 32.069 [2020-11-08 15:00:39,362][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.2899 Loss 0.753 (AVG: 1.058) Score 84.396 (AVG: 83.973) mIOU 58.429 mAP 67.010 mAcc 67.714 IOU: 77.826 95.677 46.129 71.219 86.913 80.121 61.332 48.550 40.135 72.073 18.782 52.114 42.825 55.371 33.153 49.492 78.807 45.655 85.527 26.871 mAP: 77.440 95.251 51.712 69.468 87.142 80.678 66.212 61.258 56.790 58.068 40.835 50.930 56.399 63.486 40.731 85.674 92.847 73.135 81.221 50.916 mAcc: 94.716 98.889 55.965 77.577 94.468 90.301 76.168 61.442 46.574 77.243 22.289 58.388 73.350 64.032 38.259 60.501 91.428 50.669 89.523 32.491 [2020-11-08 15:00:39,366][root][INFO] - Finished test. Elapsed time: 284.5713 [2020-11-08 15:00:50,753][root][INFO] - [2020-11-08 15:00:50,753][root][INFO] - ################################################################ [2020-11-08 15:00:50,753][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 15:00:50,753][root][INFO] - ################################################################ [2020-11-08 15:00:50,753][root][INFO] - cabinet : 0.131 0.278 0.489 [2020-11-08 15:00:50,753][root][INFO] - bed : 0.340 0.673 0.798 [2020-11-08 15:00:50,753][root][INFO] - chair : 0.699 0.846 0.894 [2020-11-08 15:00:50,753][root][INFO] - sofa : 0.403 0.651 0.835 [2020-11-08 15:00:50,753][root][INFO] - table : 0.379 0.565 0.679 [2020-11-08 15:00:50,753][root][INFO] - door : 0.185 0.349 0.471 [2020-11-08 15:00:50,753][root][INFO] - window : 0.083 0.180 0.353 [2020-11-08 15:00:50,753][root][INFO] - bookshelf : 0.136 0.408 0.631 [2020-11-08 15:00:50,753][root][INFO] - picture : 0.074 0.152 0.227 [2020-11-08 15:00:50,754][root][INFO] - counter : 0.022 0.102 0.438 [2020-11-08 15:00:50,754][root][INFO] - desk : 0.027 0.096 0.448 [2020-11-08 15:00:50,754][root][INFO] - curtain : 0.123 0.245 0.412 [2020-11-08 15:00:50,754][root][INFO] - refrigerator : 0.199 0.292 0.317 [2020-11-08 15:00:50,754][root][INFO] - shower curtain : 0.381 0.605 0.605 [2020-11-08 15:00:50,754][root][INFO] - toilet : 0.784 0.897 0.954 [2020-11-08 15:00:50,754][root][INFO] - sink : 0.183 0.457 0.701 [2020-11-08 15:00:50,754][root][INFO] - bathtub : 0.491 0.661 0.848 [2020-11-08 15:00:50,754][root][INFO] - otherfurniture : 0.243 0.376 0.493 [2020-11-08 15:00:50,754][root][INFO] - ---------------------------------------------------------------- [2020-11-08 15:00:50,754][root][INFO] - average : 0.271 0.435 0.589 [2020-11-08 15:00:50,754][root][INFO] - [2020-11-08 15:00:51,007][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 15:00:51,009][root][INFO] - Current best mIoU: 58.579 at iter 1500 [2020-11-08 15:00:56,366][root][INFO] - ===> Epoch[833](2501/3): Loss -0.7953, Sem 0.0545, dir -0.9768, norm 0.1269, swav 0.0000 LR: 5.354e-02 Score 98.096 Data time: 0.2174, Forward time: 2.2878, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.3495 [2020-11-08 15:01:01,103][root][INFO] - ===> Epoch[833](2502/3): Loss -0.8115, Sem 0.0524, dir -0.9818, norm 0.1179, swav 0.0000 LR: 5.352e-02 Score 98.150 Data time: 0.2267, Forward time: 2.2880, Backward time: 3.1244, DDP time: 0.0037, Total iter time: 4.6000 [2020-11-08 15:01:07,476][root][INFO] - ===> Epoch[834](2503/3): Loss -0.8050, Sem 0.0571, dir -0.9788, norm 0.1167, swav 0.0000 LR: 5.350e-02 Score 97.962 Data time: 0.2087, Forward time: 2.2878, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 6.2785 [2020-11-08 15:01:13,183][root][INFO] - ===> Epoch[834](2504/3): Loss -0.8023, Sem 0.0556, dir -0.9761, norm 0.1182, swav 0.0000 LR: 5.348e-02 Score 98.043 Data time: 0.2593, Forward time: 2.2881, Backward time: 3.1246, DDP time: 0.0037, Total iter time: 5.5972 [2020-11-08 15:01:18,788][root][INFO] - ===> Epoch[834](2505/3): Loss -0.7898, Sem 0.0524, dir -0.9770, norm 0.1348, swav 0.0000 LR: 5.346e-02 Score 98.100 Data time: 0.2036, Forward time: 2.2879, Backward time: 3.1246, DDP time: 0.0037, Total iter time: 5.4870 [2020-11-08 15:01:24,376][root][INFO] - ===> Epoch[835](2506/3): Loss -0.7976, Sem 0.0570, dir -0.9778, norm 0.1233, swav 0.0000 LR: 5.344e-02 Score 97.958 Data time: 0.2150, Forward time: 2.2878, Backward time: 3.1245, DDP time: 0.0037, Total iter time: 5.4571 [2020-11-08 15:01:30,345][root][INFO] - ===> Epoch[835](2507/3): Loss -0.8038, Sem 0.0538, dir -0.9771, norm 0.1195, swav 0.0000 LR: 5.342e-02 Score 98.036 Data time: 0.2897, Forward time: 2.2885, Backward time: 3.1239, DDP time: 0.0037, Total iter time: 5.8557 [2020-11-08 15:01:35,481][root][INFO] - ===> Epoch[835](2508/3): Loss -0.7645, Sem 0.0651, dir -0.9766, norm 0.1470, swav 0.0000 LR: 5.341e-02 Score 97.715 Data time: 0.1886, Forward time: 2.2884, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 5.0076 [2020-11-08 15:01:41,614][root][INFO] - ===> Epoch[836](2509/3): Loss -0.7971, Sem 0.0564, dir -0.9764, norm 0.1229, swav 0.0000 LR: 5.339e-02 Score 97.985 Data time: 0.1913, Forward time: 2.2882, Backward time: 3.1239, DDP time: 0.0037, Total iter time: 6.0436 [2020-11-08 15:01:47,613][root][INFO] - ===> Epoch[836](2510/3): Loss -0.7934, Sem 0.0537, dir -0.9771, norm 0.1300, swav 0.0000 LR: 5.337e-02 Score 98.082 Data time: 0.1919, Forward time: 2.2878, Backward time: 3.1245, DDP time: 0.0037, Total iter time: 5.9066 [2020-11-08 15:01:52,893][root][INFO] - ===> Epoch[836](2511/3): Loss -0.7733, Sem 0.0569, dir -0.9726, norm 0.1424, swav 0.0000 LR: 5.335e-02 Score 98.005 Data time: 0.2336, Forward time: 2.2880, Backward time: 3.1238, DDP time: 0.0037, Total iter time: 5.2089 [2020-11-08 15:01:58,241][root][INFO] - ===> Epoch[837](2512/3): Loss -0.8056, Sem 0.0538, dir -0.9799, norm 0.1204, swav 0.0000 LR: 5.333e-02 Score 98.123 Data time: 0.2051, Forward time: 2.2879, Backward time: 3.1235, DDP time: 0.0037, Total iter time: 5.2290 [2020-11-08 15:02:03,394][root][INFO] - ===> Epoch[837](2513/3): Loss -0.7680, Sem 0.0615, dir -0.9734, norm 0.1439, swav 0.0000 LR: 5.331e-02 Score 97.813 Data time: 0.1812, Forward time: 2.2875, Backward time: 3.1232, DDP time: 0.0037, Total iter time: 5.0271 [2020-11-08 15:02:08,515][root][INFO] - ===> Epoch[837](2514/3): Loss -0.7912, Sem 0.0549, dir -0.9776, norm 0.1315, swav 0.0000 LR: 5.329e-02 Score 98.113 Data time: 0.2476, Forward time: 2.2879, Backward time: 3.1222, DDP time: 0.0037, Total iter time: 5.0310 [2020-11-08 15:02:14,396][root][INFO] - ===> Epoch[838](2515/3): Loss -0.7807, Sem 0.0552, dir -0.9731, norm 0.1373, swav 0.0000 LR: 5.327e-02 Score 97.973 Data time: 0.1326, Forward time: 2.2871, Backward time: 3.1231, DDP time: 0.0037, Total iter time: 5.7807 [2020-11-08 15:02:19,201][root][INFO] - ===> Epoch[838](2516/3): Loss -0.7865, Sem 0.0579, dir -0.9747, norm 0.1303, swav 0.0000 LR: 5.325e-02 Score 97.904 Data time: 0.1677, Forward time: 2.2867, Backward time: 3.1226, DDP time: 0.0037, Total iter time: 4.7408 [2020-11-08 15:02:26,929][root][INFO] - ===> Epoch[838](2517/3): Loss -0.7905, Sem 0.0548, dir -0.9773, norm 0.1320, swav 0.0000 LR: 5.323e-02 Score 98.101 Data time: 0.1361, Forward time: 2.2860, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 7.6144 [2020-11-08 15:02:32,945][root][INFO] - ===> Epoch[839](2518/3): Loss -0.7824, Sem 0.0491, dir -0.9734, norm 0.1419, swav 0.0000 LR: 5.321e-02 Score 98.233 Data time: 0.1622, Forward time: 2.2853, Backward time: 3.1261, DDP time: 0.0037, Total iter time: 5.9458 [2020-11-08 15:02:40,125][root][INFO] - ===> Epoch[839](2519/3): Loss -0.7909, Sem 0.0564, dir -0.9770, norm 0.1296, swav 0.0000 LR: 5.319e-02 Score 97.992 Data time: 0.3616, Forward time: 2.2865, Backward time: 3.1261, DDP time: 0.0037, Total iter time: 7.0863 [2020-11-08 15:02:46,025][root][INFO] - ===> Epoch[839](2520/3): Loss -0.7736, Sem 0.0559, dir -0.9759, norm 0.1464, swav 0.0000 LR: 5.317e-02 Score 98.046 Data time: 0.1942, Forward time: 2.2863, Backward time: 3.1264, DDP time: 0.0037, Total iter time: 5.7681 [2020-11-08 15:02:52,181][root][INFO] - ===> Epoch[840](2521/3): Loss -0.7937, Sem 0.0507, dir -0.9779, norm 0.1335, swav 0.0000 LR: 5.315e-02 Score 98.192 Data time: 0.2539, Forward time: 2.2866, Backward time: 3.1264, DDP time: 0.0037, Total iter time: 6.0431 [2020-11-08 15:02:57,732][root][INFO] - ===> Epoch[840](2522/3): Loss -0.7948, Sem 0.0551, dir -0.9754, norm 0.1255, swav 0.0000 LR: 5.314e-02 Score 98.002 Data time: 0.2431, Forward time: 2.2868, Backward time: 3.1259, DDP time: 0.0037, Total iter time: 5.4186 [2020-11-08 15:03:04,176][root][INFO] - ===> Epoch[840](2523/3): Loss -0.7830, Sem 0.0631, dir -0.9761, norm 0.1300, swav 0.0000 LR: 5.312e-02 Score 97.756 Data time: 0.1971, Forward time: 2.2867, Backward time: 3.1266, DDP time: 0.0037, Total iter time: 6.3159 [2020-11-08 15:03:09,436][root][INFO] - ===> Epoch[841](2524/3): Loss -0.7897, Sem 0.0548, dir -0.9773, norm 0.1328, swav 0.0000 LR: 5.310e-02 Score 98.093 Data time: 0.2184, Forward time: 2.2867, Backward time: 3.1261, DDP time: 0.0037, Total iter time: 5.1399 [2020-11-08 15:03:15,856][root][INFO] - ===> Epoch[841](2525/3): Loss -0.7655, Sem 0.0533, dir -0.9693, norm 0.1505, swav 0.0000 LR: 5.308e-02 Score 98.113 Data time: 0.1692, Forward time: 2.2863, Backward time: 3.1271, DDP time: 0.0037, Total iter time: 6.2998 [2020-11-08 15:03:21,609][root][INFO] - ===> Epoch[841](2526/3): Loss -0.7922, Sem 0.0599, dir -0.9775, norm 0.1254, swav 0.0000 LR: 5.306e-02 Score 97.912 Data time: 0.1899, Forward time: 2.2860, Backward time: 3.1273, DDP time: 0.0037, Total iter time: 5.6878 [2020-11-08 15:03:26,901][root][INFO] - ===> Epoch[842](2527/3): Loss -0.7710, Sem 0.0489, dir -0.9714, norm 0.1515, swav 0.0000 LR: 5.304e-02 Score 98.238 Data time: 0.1971, Forward time: 2.2858, Backward time: 3.1271, DDP time: 0.0037, Total iter time: 5.1897 [2020-11-08 15:03:33,064][root][INFO] - ===> Epoch[842](2528/3): Loss -0.7939, Sem 0.0603, dir -0.9775, norm 0.1232, swav 0.0000 LR: 5.302e-02 Score 97.862 Data time: 0.2424, Forward time: 2.2861, Backward time: 3.1271, DDP time: 0.0037, Total iter time: 6.0727 [2020-11-08 15:03:38,885][root][INFO] - ===> Epoch[842](2529/3): Loss -0.7858, Sem 0.0485, dir -0.9738, norm 0.1395, swav 0.0000 LR: 5.300e-02 Score 98.308 Data time: 0.2171, Forward time: 2.2860, Backward time: 3.1272, DDP time: 0.0037, Total iter time: 5.6948 [2020-11-08 15:03:44,165][root][INFO] - ===> Epoch[843](2530/3): Loss -0.7841, Sem 0.0551, dir -0.9727, norm 0.1335, swav 0.0000 LR: 5.298e-02 Score 98.004 Data time: 0.2920, Forward time: 2.2864, Backward time: 3.1263, DDP time: 0.0037, Total iter time: 5.1735 [2020-11-08 15:03:49,919][root][INFO] - ===> Epoch[843](2531/3): Loss -0.7885, Sem 0.0548, dir -0.9769, norm 0.1336, swav 0.0000 LR: 5.296e-02 Score 98.018 Data time: 0.2422, Forward time: 2.2864, Backward time: 3.1261, DDP time: 0.0037, Total iter time: 5.6345 [2020-11-08 15:03:55,663][root][INFO] - ===> Epoch[843](2532/3): Loss -0.7868, Sem 0.0529, dir -0.9734, norm 0.1337, swav 0.0000 LR: 5.294e-02 Score 98.116 Data time: 0.2956, Forward time: 2.2871, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 5.6111 [2020-11-08 15:04:02,508][root][INFO] - ===> Epoch[844](2533/3): Loss -0.8019, Sem 0.0524, dir -0.9792, norm 0.1248, swav 0.0000 LR: 5.292e-02 Score 98.113 Data time: 0.2321, Forward time: 2.2873, Backward time: 3.1260, DDP time: 0.0037, Total iter time: 6.7185 [2020-11-08 15:04:07,849][root][INFO] - ===> Epoch[844](2534/3): Loss -0.7818, Sem 0.0512, dir -0.9758, norm 0.1429, swav 0.0000 LR: 5.290e-02 Score 98.150 Data time: 0.2465, Forward time: 2.2877, Backward time: 3.1252, DDP time: 0.0037, Total iter time: 5.2098 [2020-11-08 15:04:13,106][root][INFO] - ===> Epoch[844](2535/3): Loss -0.7870, Sem 0.0593, dir -0.9777, norm 0.1315, swav 0.0000 LR: 5.288e-02 Score 97.926 Data time: 0.1887, Forward time: 2.2875, Backward time: 3.1249, DDP time: 0.0037, Total iter time: 5.1287 [2020-11-08 15:04:19,298][root][INFO] - ===> Epoch[845](2536/3): Loss -0.7850, Sem 0.0550, dir -0.9737, norm 0.1337, swav 0.0000 LR: 5.286e-02 Score 98.035 Data time: 0.1865, Forward time: 2.2872, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 6.0945 [2020-11-08 15:04:26,121][root][INFO] - ===> Epoch[845](2537/3): Loss -0.7871, Sem 0.0528, dir -0.9756, norm 0.1357, swav 0.0000 LR: 5.285e-02 Score 98.131 Data time: 0.2292, Forward time: 2.2873, Backward time: 3.1264, DDP time: 0.0037, Total iter time: 6.7207 [2020-11-08 15:04:31,976][root][INFO] - ===> Epoch[845](2538/3): Loss -0.7970, Sem 0.0581, dir -0.9811, norm 0.1260, swav 0.0000 LR: 5.283e-02 Score 97.977 Data time: 0.2069, Forward time: 2.2872, Backward time: 3.1265, DDP time: 0.0037, Total iter time: 5.7212 [2020-11-08 15:04:38,380][root][INFO] - ===> Epoch[846](2539/3): Loss -0.7787, Sem 0.0540, dir -0.9745, norm 0.1418, swav 0.0000 LR: 5.281e-02 Score 98.063 Data time: 0.3352, Forward time: 2.2881, Backward time: 3.1260, DDP time: 0.0037, Total iter time: 6.2666 [2020-11-08 15:04:43,007][root][INFO] - ===> Epoch[846](2540/3): Loss -0.7906, Sem 0.0537, dir -0.9736, norm 0.1293, swav 0.0000 LR: 5.279e-02 Score 98.080 Data time: 0.1514, Forward time: 2.2876, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 4.4796 [2020-11-08 15:04:48,501][root][INFO] - ===> Epoch[846](2541/3): Loss -0.8082, Sem 0.0528, dir -0.9788, norm 0.1179, swav 0.0000 LR: 5.277e-02 Score 98.104 Data time: 0.1916, Forward time: 2.2872, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.3959 [2020-11-08 15:04:54,389][root][INFO] - ===> Epoch[847](2542/3): Loss -0.7722, Sem 0.0498, dir -0.9698, norm 0.1478, swav 0.0000 LR: 5.275e-02 Score 98.216 Data time: 0.2851, Forward time: 2.2879, Backward time: 3.1250, DDP time: 0.0037, Total iter time: 5.7827 [2020-11-08 15:04:59,845][root][INFO] - ===> Epoch[847](2543/3): Loss -0.7939, Sem 0.0580, dir -0.9759, norm 0.1240, swav 0.0000 LR: 5.273e-02 Score 97.928 Data time: 0.1700, Forward time: 2.2871, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 5.3204 [2020-11-08 15:05:05,674][root][INFO] - ===> Epoch[847](2544/3): Loss -0.7602, Sem 0.0592, dir -0.9723, norm 0.1529, swav 0.0000 LR: 5.271e-02 Score 97.872 Data time: 0.2212, Forward time: 2.2872, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 5.7117 [2020-11-08 15:05:11,211][root][INFO] - ===> Epoch[848](2545/3): Loss -0.7967, Sem 0.0501, dir -0.9758, norm 0.1290, swav 0.0000 LR: 5.269e-02 Score 98.215 Data time: 0.1325, Forward time: 2.2863, Backward time: 3.1260, DDP time: 0.0037, Total iter time: 5.4162 [2020-11-08 15:05:16,547][root][INFO] - ===> Epoch[848](2546/3): Loss -0.7784, Sem 0.0532, dir -0.9713, norm 0.1397, swav 0.0000 LR: 5.267e-02 Score 98.108 Data time: 0.2595, Forward time: 2.2867, Backward time: 3.1252, DDP time: 0.0037, Total iter time: 5.2370 [2020-11-08 15:05:21,333][root][INFO] - ===> Epoch[848](2547/3): Loss -0.7606, Sem 0.0559, dir -0.9709, norm 0.1544, swav 0.0000 LR: 5.265e-02 Score 98.031 Data time: 0.2395, Forward time: 2.2868, Backward time: 3.1241, DDP time: 0.0037, Total iter time: 4.6720 [2020-11-08 15:05:26,879][root][INFO] - ===> Epoch[849](2548/3): Loss -0.7949, Sem 0.0569, dir -0.9801, norm 0.1282, swav 0.0000 LR: 5.263e-02 Score 97.946 Data time: 0.1964, Forward time: 2.2867, Backward time: 3.1240, DDP time: 0.0037, Total iter time: 5.4256 [2020-11-08 15:05:32,875][root][INFO] - ===> Epoch[849](2549/3): Loss -0.7716, Sem 0.0536, dir -0.9721, norm 0.1469, swav 0.0000 LR: 5.261e-02 Score 98.094 Data time: 0.1823, Forward time: 2.2864, Backward time: 3.1245, DDP time: 0.0037, Total iter time: 5.8781 [2020-11-08 15:05:38,666][root][INFO] - ===> Epoch[849](2550/3): Loss -0.8082, Sem 0.0541, dir -0.9796, norm 0.1173, swav 0.0000 LR: 5.259e-02 Score 98.075 Data time: 0.1874, Forward time: 2.2861, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.6871 [2020-11-08 15:05:44,470][root][INFO] - ===> Epoch[850](2551/3): Loss -0.7895, Sem 0.0582, dir -0.9783, norm 0.1307, swav 0.0000 LR: 5.257e-02 Score 97.902 Data time: 0.1686, Forward time: 2.2856, Backward time: 3.1252, DDP time: 0.0037, Total iter time: 5.6881 [2020-11-08 15:05:49,933][root][INFO] - ===> Epoch[850](2552/3): Loss -0.7878, Sem 0.0547, dir -0.9761, norm 0.1336, swav 0.0000 LR: 5.256e-02 Score 98.082 Data time: 0.2347, Forward time: 2.2856, Backward time: 3.1249, DDP time: 0.0037, Total iter time: 5.3765 [2020-11-08 15:05:56,773][root][INFO] - ===> Epoch[850](2553/3): Loss -0.7842, Sem 0.0540, dir -0.9768, norm 0.1386, swav 0.0000 LR: 5.254e-02 Score 98.068 Data time: 0.3356, Forward time: 2.2867, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 6.7116 [2020-11-08 15:06:02,657][root][INFO] - ===> Epoch[851](2554/3): Loss -0.7753, Sem 0.0588, dir -0.9740, norm 0.1400, swav 0.0000 LR: 5.252e-02 Score 97.957 Data time: 0.2165, Forward time: 2.2868, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.7443 [2020-11-08 15:06:08,775][root][INFO] - ===> Epoch[851](2555/3): Loss -0.7936, Sem 0.0525, dir -0.9759, norm 0.1298, swav 0.0000 LR: 5.250e-02 Score 98.135 Data time: 0.3083, Forward time: 2.2876, Backward time: 3.1241, DDP time: 0.0037, Total iter time: 6.0011 [2020-11-08 15:06:17,034][root][INFO] - ===> Epoch[851](2556/3): Loss -0.7851, Sem 0.0549, dir -0.9779, norm 0.1379, swav 0.0000 LR: 5.248e-02 Score 98.037 Data time: 0.1847, Forward time: 2.2872, Backward time: 3.1267, DDP time: 0.0037, Total iter time: 8.1358 [2020-11-08 15:06:22,218][root][INFO] - ===> Epoch[852](2557/3): Loss -0.7946, Sem 0.0579, dir -0.9748, norm 0.1222, swav 0.0000 LR: 5.246e-02 Score 97.952 Data time: 0.2903, Forward time: 2.2876, Backward time: 3.1257, DDP time: 0.0037, Total iter time: 5.0903 [2020-11-08 15:06:27,781][root][INFO] - ===> Epoch[852](2558/3): Loss -0.7837, Sem 0.0567, dir -0.9766, norm 0.1362, swav 0.0000 LR: 5.244e-02 Score 97.959 Data time: 0.1961, Forward time: 2.2874, Backward time: 3.1257, DDP time: 0.0037, Total iter time: 5.4543 [2020-11-08 15:06:33,326][root][INFO] - ===> Epoch[852](2559/3): Loss -0.7927, Sem 0.0538, dir -0.9760, norm 0.1294, swav 0.0000 LR: 5.242e-02 Score 98.113 Data time: 0.2721, Forward time: 2.2879, Backward time: 3.1249, DDP time: 0.0037, Total iter time: 5.4585 [2020-11-08 15:06:39,009][root][INFO] - ===> Epoch[853](2560/3): Loss -0.7979, Sem 0.0539, dir -0.9785, norm 0.1267, swav 0.0000 LR: 5.240e-02 Score 98.035 Data time: 0.2186, Forward time: 2.2880, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.5520 [2020-11-08 15:06:45,722][root][INFO] - ===> Epoch[853](2561/3): Loss -0.8009, Sem 0.0489, dir -0.9759, norm 0.1262, swav 0.0000 LR: 5.238e-02 Score 98.278 Data time: 0.2083, Forward time: 2.2881, Backward time: 3.1255, DDP time: 0.0037, Total iter time: 6.6040 [2020-11-08 15:06:50,747][root][INFO] - ===> Epoch[853](2562/3): Loss -0.7920, Sem 0.0624, dir -0.9776, norm 0.1232, swav 0.0000 LR: 5.236e-02 Score 97.772 Data time: 0.2183, Forward time: 2.2881, Backward time: 3.1248, DDP time: 0.0037, Total iter time: 4.9298 [2020-11-08 15:06:56,495][root][INFO] - ===> Epoch[854](2563/3): Loss -0.7840, Sem 0.0518, dir -0.9754, norm 0.1395, swav 0.0000 LR: 5.234e-02 Score 98.155 Data time: 0.2654, Forward time: 2.2887, Backward time: 3.1240, DDP time: 0.0037, Total iter time: 5.6302 [2020-11-08 15:07:04,129][root][INFO] - ===> Epoch[854](2564/3): Loss -0.8007, Sem 0.0595, dir -0.9814, norm 0.1212, swav 0.0000 LR: 5.232e-02 Score 97.874 Data time: 0.1865, Forward time: 2.2885, Backward time: 3.1259, DDP time: 0.0037, Total iter time: 7.5292 [2020-11-08 15:07:09,763][root][INFO] - ===> Epoch[854](2565/3): Loss -0.7898, Sem 0.0584, dir -0.9763, norm 0.1281, swav 0.0000 LR: 5.230e-02 Score 97.917 Data time: 0.2083, Forward time: 2.2883, Backward time: 3.1258, DDP time: 0.0037, Total iter time: 5.5292 [2020-11-08 15:07:15,159][root][INFO] - ===> Epoch[855](2566/3): Loss -0.7831, Sem 0.0536, dir -0.9754, norm 0.1386, swav 0.0000 LR: 5.228e-02 Score 98.091 Data time: 0.1993, Forward time: 2.2882, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.2863 [2020-11-08 15:07:21,057][root][INFO] - ===> Epoch[855](2567/3): Loss -0.7975, Sem 0.0544, dir -0.9779, norm 0.1260, swav 0.0000 LR: 5.227e-02 Score 98.075 Data time: 0.2542, Forward time: 2.2886, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 5.7862 [2020-11-08 15:07:26,763][root][INFO] - ===> Epoch[855](2568/3): Loss -0.7911, Sem 0.0588, dir -0.9782, norm 0.1283, swav 0.0000 LR: 5.225e-02 Score 97.906 Data time: 0.2209, Forward time: 2.2885, Backward time: 3.1252, DDP time: 0.0037, Total iter time: 5.5759 [2020-11-08 15:07:31,950][root][INFO] - ===> Epoch[856](2569/3): Loss -0.8018, Sem 0.0508, dir -0.9760, norm 0.1234, swav 0.0000 LR: 5.223e-02 Score 98.229 Data time: 0.2592, Forward time: 2.2887, Backward time: 3.1244, DDP time: 0.0037, Total iter time: 5.0451 [2020-11-08 15:07:38,503][root][INFO] - ===> Epoch[856](2570/3): Loss -0.7940, Sem 0.0591, dir -0.9790, norm 0.1259, swav 0.0000 LR: 5.221e-02 Score 97.861 Data time: 0.3152, Forward time: 2.2897, Backward time: 3.1241, DDP time: 0.0037, Total iter time: 6.4302 [2020-11-08 15:07:44,809][root][INFO] - ===> Epoch[856](2571/3): Loss -0.7989, Sem 0.0559, dir -0.9775, norm 0.1226, swav 0.0000 LR: 5.219e-02 Score 98.009 Data time: 0.1894, Forward time: 2.2897, Backward time: 3.1245, DDP time: 0.0037, Total iter time: 6.1699 [2020-11-08 15:07:50,387][root][INFO] - ===> Epoch[857](2572/3): Loss -0.8030, Sem 0.0557, dir -0.9809, norm 0.1222, swav 0.0000 LR: 5.217e-02 Score 98.023 Data time: 0.1952, Forward time: 2.2895, Backward time: 3.1244, DDP time: 0.0037, Total iter time: 5.4555 [2020-11-08 15:07:57,245][root][INFO] - ===> Epoch[857](2573/3): Loss -0.8174, Sem 0.0510, dir -0.9817, norm 0.1133, swav 0.0000 LR: 5.215e-02 Score 98.154 Data time: 0.2018, Forward time: 2.2894, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 6.7656 [2020-11-08 15:08:02,797][root][INFO] - ===> Epoch[857](2574/3): Loss -0.7984, Sem 0.0500, dir -0.9765, norm 0.1281, swav 0.0000 LR: 5.213e-02 Score 98.205 Data time: 0.1763, Forward time: 2.2890, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.4313 [2020-11-08 15:08:07,629][root][INFO] - ===> Epoch[858](2575/3): Loss -0.7947, Sem 0.0579, dir -0.9768, norm 0.1243, swav 0.0000 LR: 5.211e-02 Score 97.949 Data time: 0.2231, Forward time: 2.2892, Backward time: 3.1246, DDP time: 0.0037, Total iter time: 4.7451 [2020-11-08 15:08:14,251][root][INFO] - ===> Epoch[858](2576/3): Loss -0.8059, Sem 0.0578, dir -0.9782, norm 0.1146, swav 0.0000 LR: 5.209e-02 Score 97.967 Data time: 0.2067, Forward time: 2.2889, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 6.5073 [2020-11-08 15:08:20,449][root][INFO] - ===> Epoch[858](2577/3): Loss -0.8093, Sem 0.0453, dir -0.9800, norm 0.1254, swav 0.0000 LR: 5.207e-02 Score 98.365 Data time: 0.3038, Forward time: 2.2897, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 6.0970 [2020-11-08 15:08:25,209][root][INFO] - ===> Epoch[859](2578/3): Loss -0.8053, Sem 0.0536, dir -0.9781, norm 0.1192, swav 0.0000 LR: 5.205e-02 Score 98.104 Data time: 0.2308, Forward time: 2.2898, Backward time: 3.1240, DDP time: 0.0037, Total iter time: 4.6386 [2020-11-08 15:08:31,515][root][INFO] - ===> Epoch[859](2579/3): Loss -0.7916, Sem 0.0562, dir -0.9777, norm 0.1299, swav 0.0000 LR: 5.203e-02 Score 98.007 Data time: 0.1834, Forward time: 2.2895, Backward time: 3.1248, DDP time: 0.0037, Total iter time: 6.1914 [2020-11-08 15:08:36,893][root][INFO] - ===> Epoch[859](2580/3): Loss -0.7990, Sem 0.0528, dir -0.9787, norm 0.1270, swav 0.0000 LR: 5.201e-02 Score 98.081 Data time: 0.2467, Forward time: 2.2895, Backward time: 3.1244, DDP time: 0.0037, Total iter time: 5.2808 [2020-11-08 15:08:42,686][root][INFO] - ===> Epoch[860](2581/3): Loss -0.8050, Sem 0.0531, dir -0.9759, norm 0.1177, swav 0.0000 LR: 5.199e-02 Score 98.137 Data time: 0.2177, Forward time: 2.2891, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.6619 [2020-11-08 15:08:47,826][root][INFO] - ===> Epoch[860](2582/3): Loss -0.7876, Sem 0.0584, dir -0.9777, norm 0.1316, swav 0.0000 LR: 5.198e-02 Score 97.915 Data time: 0.1251, Forward time: 2.2883, Backward time: 3.1249, DDP time: 0.0037, Total iter time: 5.0425 [2020-11-08 15:08:53,804][root][INFO] - ===> Epoch[860](2583/3): Loss -0.7976, Sem 0.0488, dir -0.9785, norm 0.1320, swav 0.0000 LR: 5.196e-02 Score 98.278 Data time: 0.1584, Forward time: 2.2878, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.9235 [2020-11-08 15:08:59,750][root][INFO] - ===> Epoch[861](2584/3): Loss -0.8047, Sem 0.0525, dir -0.9782, norm 0.1210, swav 0.0000 LR: 5.194e-02 Score 98.126 Data time: 0.2206, Forward time: 2.2877, Backward time: 3.1258, DDP time: 0.0037, Total iter time: 5.8749 [2020-11-08 15:09:04,958][root][INFO] - ===> Epoch[861](2585/3): Loss -0.7782, Sem 0.0620, dir -0.9770, norm 0.1368, swav 0.0000 LR: 5.192e-02 Score 97.797 Data time: 0.2528, Forward time: 2.2881, Backward time: 3.1249, DDP time: 0.0037, Total iter time: 5.0694 [2020-11-08 15:09:10,681][root][INFO] - ===> Epoch[861](2586/3): Loss -0.7945, Sem 0.0590, dir -0.9790, norm 0.1254, swav 0.0000 LR: 5.190e-02 Score 97.885 Data time: 0.2582, Forward time: 2.2886, Backward time: 3.1243, DDP time: 0.0037, Total iter time: 5.5923 [2020-11-08 15:09:16,701][root][INFO] - ===> Epoch[862](2587/3): Loss -0.7961, Sem 0.0489, dir -0.9755, norm 0.1305, swav 0.0000 LR: 5.188e-02 Score 98.279 Data time: 0.1984, Forward time: 2.2887, Backward time: 3.1244, DDP time: 0.0037, Total iter time: 5.9048 [2020-11-08 15:09:22,691][root][INFO] - ===> Epoch[862](2588/3): Loss -0.7961, Sem 0.0582, dir -0.9785, norm 0.1242, swav 0.0000 LR: 5.186e-02 Score 97.947 Data time: 0.1998, Forward time: 2.2886, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.8667 [2020-11-08 15:09:28,412][root][INFO] - ===> Epoch[862](2589/3): Loss -0.7978, Sem 0.0564, dir -0.9785, norm 0.1243, swav 0.0000 LR: 5.184e-02 Score 97.975 Data time: 0.1859, Forward time: 2.2883, Backward time: 3.1249, DDP time: 0.0037, Total iter time: 5.6232 [2020-11-08 15:09:33,682][root][INFO] - ===> Epoch[863](2590/3): Loss -0.7806, Sem 0.0557, dir -0.9762, norm 0.1399, swav 0.0000 LR: 5.182e-02 Score 98.046 Data time: 0.2342, Forward time: 2.2882, Backward time: 3.1245, DDP time: 0.0037, Total iter time: 5.1710 [2020-11-08 15:09:40,247][root][INFO] - ===> Epoch[863](2591/3): Loss -0.8062, Sem 0.0559, dir -0.9777, norm 0.1156, swav 0.0000 LR: 5.180e-02 Score 97.986 Data time: 0.1991, Forward time: 2.2877, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 6.4542 [2020-11-08 15:09:45,965][root][INFO] - ===> Epoch[863](2592/3): Loss -0.7965, Sem 0.0544, dir -0.9805, norm 0.1296, swav 0.0000 LR: 5.178e-02 Score 98.069 Data time: 0.1482, Forward time: 2.2871, Backward time: 3.1262, DDP time: 0.0037, Total iter time: 5.6590 [2020-11-08 15:09:50,567][root][INFO] - ===> Epoch[864](2593/3): Loss -0.8001, Sem 0.0514, dir -0.9788, norm 0.1272, swav 0.0000 LR: 5.176e-02 Score 98.216 Data time: 0.2050, Forward time: 2.2870, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 4.5462 [2020-11-08 15:09:56,678][root][INFO] - ===> Epoch[864](2594/3): Loss -0.8089, Sem 0.0471, dir -0.9767, norm 0.1207, swav 0.0000 LR: 5.174e-02 Score 98.316 Data time: 0.2128, Forward time: 2.2869, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.9924 [2020-11-08 15:10:03,745][root][INFO] - ===> Epoch[864](2595/3): Loss -0.7946, Sem 0.0593, dir -0.9793, norm 0.1254, swav 0.0000 LR: 5.172e-02 Score 97.894 Data time: 0.1918, Forward time: 2.2866, Backward time: 3.1270, DDP time: 0.0037, Total iter time: 6.9629 [2020-11-08 15:10:09,296][root][INFO] - ===> Epoch[865](2596/3): Loss -0.8100, Sem 0.0508, dir -0.9768, norm 0.1160, swav 0.0000 LR: 5.170e-02 Score 98.202 Data time: 0.1398, Forward time: 2.2860, Backward time: 3.1274, DDP time: 0.0037, Total iter time: 5.4329 [2020-11-08 15:10:14,025][root][INFO] - ===> Epoch[865](2597/3): Loss -0.7903, Sem 0.0517, dir -0.9778, norm 0.1358, swav 0.0000 LR: 5.169e-02 Score 98.183 Data time: 0.1902, Forward time: 2.2857, Backward time: 3.1268, DDP time: 0.0037, Total iter time: 4.6745 [2020-11-08 15:10:19,391][root][INFO] - ===> Epoch[865](2598/3): Loss -0.7943, Sem 0.0565, dir -0.9790, norm 0.1282, swav 0.0000 LR: 5.167e-02 Score 97.961 Data time: 0.2663, Forward time: 2.2861, Backward time: 3.1260, DDP time: 0.0037, Total iter time: 5.2613 [2020-11-08 15:10:26,004][root][INFO] - ===> Epoch[866](2599/3): Loss -0.8074, Sem 0.0530, dir -0.9819, norm 0.1214, swav 0.0000 LR: 5.165e-02 Score 98.078 Data time: 0.2236, Forward time: 2.2863, Backward time: 3.1265, DDP time: 0.0037, Total iter time: 6.4777 [2020-11-08 15:10:31,460][root][INFO] - ===> Epoch[866](2600/3): Loss -0.7955, Sem 0.0572, dir -0.9731, norm 0.1203, swav 0.0000 LR: 5.163e-02 Score 97.988 Data time: 0.1709, Forward time: 2.2858, Backward time: 3.1265, DDP time: 0.0037, Total iter time: 5.3370 [2020-11-08 15:10:36,734][root][INFO] - ===> Epoch[866](2601/3): Loss -0.7969, Sem 0.0555, dir -0.9791, norm 0.1267, swav 0.0000 LR: 5.161e-02 Score 98.100 Data time: 0.1836, Forward time: 2.2855, Backward time: 3.1264, DDP time: 0.0037, Total iter time: 5.1959 [2020-11-08 15:10:43,984][root][INFO] - ===> Epoch[867](2602/3): Loss -0.7969, Sem 0.0561, dir -0.9754, norm 0.1223, swav 0.0000 LR: 5.159e-02 Score 98.003 Data time: 0.1656, Forward time: 2.2851, Backward time: 3.1281, DDP time: 0.0037, Total iter time: 7.1436 [2020-11-08 15:10:50,287][root][INFO] - ===> Epoch[867](2603/3): Loss -0.8000, Sem 0.0492, dir -0.9792, norm 0.1300, swav 0.0000 LR: 5.157e-02 Score 98.261 Data time: 0.1418, Forward time: 2.2844, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 6.2239 [2020-11-08 15:10:56,419][root][INFO] - ===> Epoch[867](2604/3): Loss -0.8073, Sem 0.0541, dir -0.9807, norm 0.1192, swav 0.0000 LR: 5.155e-02 Score 98.073 Data time: 0.2878, Forward time: 2.2850, Backward time: 3.1289, DDP time: 0.0037, Total iter time: 6.0340 [2020-11-08 15:11:02,248][root][INFO] - ===> Epoch[868](2605/3): Loss -0.8001, Sem 0.0595, dir -0.9794, norm 0.1198, swav 0.0000 LR: 5.153e-02 Score 97.902 Data time: 0.2040, Forward time: 2.2849, Backward time: 3.1290, DDP time: 0.0037, Total iter time: 5.7075 [2020-11-08 15:11:07,610][root][INFO] - ===> Epoch[868](2606/3): Loss -0.7967, Sem 0.0556, dir -0.9741, norm 0.1218, swav 0.0000 LR: 5.151e-02 Score 98.020 Data time: 0.2623, Forward time: 2.2853, Backward time: 3.1282, DDP time: 0.0037, Total iter time: 5.2572 [2020-11-08 15:11:12,419][root][INFO] - ===> Epoch[868](2607/3): Loss -0.8070, Sem 0.0558, dir -0.9810, norm 0.1183, swav 0.0000 LR: 5.149e-02 Score 98.009 Data time: 0.1846, Forward time: 2.2850, Backward time: 3.1276, DDP time: 0.0037, Total iter time: 4.6691 [2020-11-08 15:11:17,710][root][INFO] - ===> Epoch[869](2608/3): Loss -0.8007, Sem 0.0539, dir -0.9817, norm 0.1270, swav 0.0000 LR: 5.147e-02 Score 98.098 Data time: 0.2147, Forward time: 2.2849, Backward time: 3.1272, DDP time: 0.0037, Total iter time: 5.1858 [2020-11-08 15:11:23,303][root][INFO] - ===> Epoch[869](2609/3): Loss -0.8023, Sem 0.0523, dir -0.9796, norm 0.1250, swav 0.0000 LR: 5.145e-02 Score 98.138 Data time: 0.2596, Forward time: 2.2853, Backward time: 3.1265, DDP time: 0.0037, Total iter time: 5.4838 [2020-11-08 15:11:28,894][root][INFO] - ===> Epoch[869](2610/3): Loss -0.7837, Sem 0.0558, dir -0.9734, norm 0.1339, swav 0.0000 LR: 5.143e-02 Score 98.035 Data time: 0.2686, Forward time: 2.2859, Backward time: 3.1258, DDP time: 0.0037, Total iter time: 5.4605 [2020-11-08 15:11:34,641][root][INFO] - ===> Epoch[870](2611/3): Loss -0.7990, Sem 0.0540, dir -0.9805, norm 0.1275, swav 0.0000 LR: 5.141e-02 Score 98.049 Data time: 0.2339, Forward time: 2.2860, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.6206 [2020-11-08 15:11:40,708][root][INFO] - ===> Epoch[870](2612/3): Loss -0.7897, Sem 0.0635, dir -0.9769, norm 0.1237, swav 0.0000 LR: 5.139e-02 Score 97.821 Data time: 0.2907, Forward time: 2.2867, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 5.9537 [2020-11-08 15:11:46,523][root][INFO] - ===> Epoch[870](2613/3): Loss -0.7832, Sem 0.0596, dir -0.9773, norm 0.1345, swav 0.0000 LR: 5.138e-02 Score 97.919 Data time: 0.2466, Forward time: 2.2871, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.7046 [2020-11-08 15:11:52,410][root][INFO] - ===> Epoch[871](2614/3): Loss -0.8011, Sem 0.0528, dir -0.9790, norm 0.1251, swav 0.0000 LR: 5.136e-02 Score 98.163 Data time: 0.1869, Forward time: 2.2867, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 5.7898 [2020-11-08 15:11:58,348][root][INFO] - ===> Epoch[871](2615/3): Loss -0.7942, Sem 0.0571, dir -0.9768, norm 0.1255, swav 0.0000 LR: 5.134e-02 Score 97.931 Data time: 0.2444, Forward time: 2.2868, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 5.8563 [2020-11-08 15:12:03,872][root][INFO] - ===> Epoch[871](2616/3): Loss -0.7966, Sem 0.0588, dir -0.9785, norm 0.1230, swav 0.0000 LR: 5.132e-02 Score 97.905 Data time: 0.2759, Forward time: 2.2873, Backward time: 3.1243, DDP time: 0.0037, Total iter time: 5.3961 [2020-11-08 15:12:09,918][root][INFO] - ===> Epoch[872](2617/3): Loss -0.7929, Sem 0.0562, dir -0.9778, norm 0.1287, swav 0.0000 LR: 5.130e-02 Score 98.029 Data time: 0.3045, Forward time: 2.2880, Backward time: 3.1238, DDP time: 0.0037, Total iter time: 5.9252 [2020-11-08 15:12:16,632][root][INFO] - ===> Epoch[872](2618/3): Loss -0.8000, Sem 0.0524, dir -0.9797, norm 0.1273, swav 0.0000 LR: 5.128e-02 Score 98.143 Data time: 0.2353, Forward time: 2.2883, Backward time: 3.1242, DDP time: 0.0037, Total iter time: 6.6001 [2020-11-08 15:12:21,709][root][INFO] - ===> Epoch[872](2619/3): Loss -0.8005, Sem 0.0506, dir -0.9749, norm 0.1239, swav 0.0000 LR: 5.126e-02 Score 98.204 Data time: 0.2614, Forward time: 2.2885, Backward time: 3.1234, DDP time: 0.0037, Total iter time: 4.9625 [2020-11-08 15:12:28,332][root][INFO] - ===> Epoch[873](2620/3): Loss -0.8013, Sem 0.0595, dir -0.9804, norm 0.1196, swav 0.0000 LR: 5.124e-02 Score 97.861 Data time: 0.2417, Forward time: 2.2886, Backward time: 3.1239, DDP time: 0.0037, Total iter time: 6.5057 [2020-11-08 15:12:33,852][root][INFO] - ===> Epoch[873](2621/3): Loss -0.8045, Sem 0.0535, dir -0.9785, norm 0.1204, swav 0.0000 LR: 5.122e-02 Score 98.071 Data time: 0.2521, Forward time: 2.2890, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 5.3973 [2020-11-08 15:12:39,189][root][INFO] - ===> Epoch[873](2622/3): Loss -0.8066, Sem 0.0518, dir -0.9790, norm 0.1205, swav 0.0000 LR: 5.120e-02 Score 98.154 Data time: 0.2405, Forward time: 2.2892, Backward time: 3.1226, DDP time: 0.0037, Total iter time: 5.2260 [2020-11-08 15:12:44,975][root][INFO] - ===> Epoch[874](2623/3): Loss -0.8098, Sem 0.0536, dir -0.9812, norm 0.1179, swav 0.0000 LR: 5.118e-02 Score 98.164 Data time: 0.2196, Forward time: 2.2892, Backward time: 3.1225, DDP time: 0.0037, Total iter time: 5.6556 [2020-11-08 15:12:52,147][root][INFO] - ===> Epoch[874](2624/3): Loss -0.7917, Sem 0.0571, dir -0.9742, norm 0.1255, swav 0.0000 LR: 5.116e-02 Score 97.954 Data time: 0.3855, Forward time: 2.2904, Backward time: 3.1225, DDP time: 0.0037, Total iter time: 7.0646 [2020-11-08 15:12:57,007][root][INFO] - ===> Epoch[874](2625/3): Loss -0.8041, Sem 0.0506, dir -0.9812, norm 0.1264, swav 0.0000 LR: 5.114e-02 Score 98.221 Data time: 0.2267, Forward time: 2.2906, Backward time: 3.1214, DDP time: 0.0037, Total iter time: 4.7200 [2020-11-08 15:13:01,499][root][INFO] - ===> Epoch[875](2626/3): Loss -0.7985, Sem 0.0580, dir -0.9758, norm 0.1193, swav 0.0000 LR: 5.112e-02 Score 97.931 Data time: 0.1095, Forward time: 2.2897, Backward time: 3.1213, DDP time: 0.0037, Total iter time: 4.3984 [2020-11-08 15:13:09,402][root][INFO] - ===> Epoch[875](2627/3): Loss -0.7887, Sem 0.0555, dir -0.9773, norm 0.1331, swav 0.0000 LR: 5.110e-02 Score 98.038 Data time: 0.1925, Forward time: 2.2893, Backward time: 3.1235, DDP time: 0.0037, Total iter time: 7.8372 [2020-11-08 15:13:15,870][root][INFO] - ===> Epoch[875](2628/3): Loss -0.8050, Sem 0.0569, dir -0.9806, norm 0.1187, swav 0.0000 LR: 5.108e-02 Score 97.961 Data time: 0.2416, Forward time: 2.2895, Backward time: 3.1238, DDP time: 0.0037, Total iter time: 6.3835 [2020-11-08 15:13:21,671][root][INFO] - ===> Epoch[876](2629/3): Loss -0.8054, Sem 0.0548, dir -0.9783, norm 0.1181, swav 0.0000 LR: 5.106e-02 Score 98.008 Data time: 0.2027, Forward time: 2.2896, Backward time: 3.1238, DDP time: 0.0037, Total iter time: 5.6749 [2020-11-08 15:13:27,142][root][INFO] - ===> Epoch[876](2630/3): Loss -0.8013, Sem 0.0523, dir -0.9798, norm 0.1262, swav 0.0000 LR: 5.105e-02 Score 98.166 Data time: 0.2492, Forward time: 2.2898, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 5.3553 [2020-11-08 15:13:32,575][root][INFO] - ===> Epoch[876](2631/3): Loss -0.8071, Sem 0.0491, dir -0.9795, norm 0.1233, swav 0.0000 LR: 5.103e-02 Score 98.249 Data time: 0.2205, Forward time: 2.2900, Backward time: 3.1228, DDP time: 0.0037, Total iter time: 5.3106 [2020-11-08 15:13:38,243][root][INFO] - ===> Epoch[877](2632/3): Loss -0.8016, Sem 0.0566, dir -0.9792, norm 0.1211, swav 0.0000 LR: 5.101e-02 Score 97.966 Data time: 0.2058, Forward time: 2.2895, Backward time: 3.1231, DDP time: 0.0037, Total iter time: 5.5501 [2020-11-08 15:13:43,414][root][INFO] - ===> Epoch[877](2633/3): Loss -0.8027, Sem 0.0547, dir -0.9790, norm 0.1216, swav 0.0000 LR: 5.099e-02 Score 98.051 Data time: 0.2170, Forward time: 2.2896, Backward time: 3.1225, DDP time: 0.0037, Total iter time: 5.0721 [2020-11-08 15:13:48,649][root][INFO] - ===> Epoch[877](2634/3): Loss -0.7953, Sem 0.0542, dir -0.9779, norm 0.1284, swav 0.0000 LR: 5.097e-02 Score 98.047 Data time: 0.1336, Forward time: 2.2888, Backward time: 3.1227, DDP time: 0.0037, Total iter time: 5.1274 [2020-11-08 15:13:55,074][root][INFO] - ===> Epoch[878](2635/3): Loss -0.8172, Sem 0.0508, dir -0.9810, norm 0.1130, swav 0.0000 LR: 5.095e-02 Score 98.200 Data time: 0.1961, Forward time: 2.2887, Backward time: 3.1234, DDP time: 0.0037, Total iter time: 6.3412 [2020-11-08 15:13:59,853][root][INFO] - ===> Epoch[878](2636/3): Loss -0.8035, Sem 0.0528, dir -0.9797, norm 0.1234, swav 0.0000 LR: 5.093e-02 Score 98.107 Data time: 0.1877, Forward time: 2.2885, Backward time: 3.1228, DDP time: 0.0037, Total iter time: 4.6663 [2020-11-08 15:14:06,631][root][INFO] - ===> Epoch[878](2637/3): Loss -0.7909, Sem 0.0582, dir -0.9787, norm 0.1296, swav 0.0000 LR: 5.091e-02 Score 97.933 Data time: 0.2062, Forward time: 2.2883, Backward time: 3.1238, DDP time: 0.0037, Total iter time: 6.6782 [2020-11-08 15:14:12,420][root][INFO] - ===> Epoch[879](2638/3): Loss -0.7977, Sem 0.0546, dir -0.9779, norm 0.1257, swav 0.0000 LR: 5.089e-02 Score 98.051 Data time: 0.3071, Forward time: 2.2889, Backward time: 3.1232, DDP time: 0.0037, Total iter time: 5.6782 [2020-11-08 15:14:18,276][root][INFO] - ===> Epoch[879](2639/3): Loss -0.8038, Sem 0.0520, dir -0.9791, norm 0.1234, swav 0.0000 LR: 5.087e-02 Score 98.149 Data time: 0.1604, Forward time: 2.2884, Backward time: 3.1236, DDP time: 0.0037, Total iter time: 5.7311 [2020-11-08 15:14:23,362][root][INFO] - ===> Epoch[879](2640/3): Loss -0.8018, Sem 0.0568, dir -0.9786, norm 0.1200, swav 0.0000 LR: 5.085e-02 Score 97.964 Data time: 0.1737, Forward time: 2.2879, Backward time: 3.1235, DDP time: 0.0037, Total iter time: 4.9960 [2020-11-08 15:14:29,197][root][INFO] - ===> Epoch[880](2641/3): Loss -0.8120, Sem 0.0504, dir -0.9776, norm 0.1152, swav 0.0000 LR: 5.083e-02 Score 98.230 Data time: 0.1929, Forward time: 2.2877, Backward time: 3.1237, DDP time: 0.0037, Total iter time: 5.7379 [2020-11-08 15:14:34,695][root][INFO] - ===> Epoch[880](2642/3): Loss -0.8000, Sem 0.0570, dir -0.9782, norm 0.1213, swav 0.0000 LR: 5.081e-02 Score 97.952 Data time: 0.1730, Forward time: 2.2870, Backward time: 3.1242, DDP time: 0.0037, Total iter time: 5.3948 [2020-11-08 15:14:40,472][root][INFO] - ===> Epoch[880](2643/3): Loss -0.7932, Sem 0.0518, dir -0.9796, norm 0.1346, swav 0.0000 LR: 5.079e-02 Score 98.169 Data time: 0.2407, Forward time: 2.2872, Backward time: 3.1239, DDP time: 0.0037, Total iter time: 5.7015 [2020-11-08 15:14:46,049][root][INFO] - ===> Epoch[881](2644/3): Loss -0.8102, Sem 0.0539, dir -0.9804, norm 0.1164, swav 0.0000 LR: 5.077e-02 Score 98.063 Data time: 0.2638, Forward time: 2.2877, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 5.4645 [2020-11-08 15:14:51,321][root][INFO] - ===> Epoch[881](2645/3): Loss -0.8096, Sem 0.0554, dir -0.9795, norm 0.1144, swav 0.0000 LR: 5.075e-02 Score 98.013 Data time: 0.1921, Forward time: 2.2876, Backward time: 3.1229, DDP time: 0.0037, Total iter time: 5.1418 [2020-11-08 15:14:55,980][root][INFO] - ===> Epoch[881](2646/3): Loss -0.8005, Sem 0.0544, dir -0.9790, norm 0.1240, swav 0.0000 LR: 5.074e-02 Score 98.051 Data time: 0.1292, Forward time: 2.2868, Backward time: 3.1227, DDP time: 0.0037, Total iter time: 4.5609 [2020-11-08 15:15:02,015][root][INFO] - ===> Epoch[882](2647/3): Loss -0.7974, Sem 0.0550, dir -0.9788, norm 0.1264, swav 0.0000 LR: 5.072e-02 Score 98.017 Data time: 0.2132, Forward time: 2.2866, Backward time: 3.1231, DDP time: 0.0037, Total iter time: 5.9722 [2020-11-08 15:15:08,994][root][INFO] - ===> Epoch[882](2648/3): Loss -0.7961, Sem 0.0542, dir -0.9780, norm 0.1277, swav 0.0000 LR: 5.070e-02 Score 98.074 Data time: 0.3899, Forward time: 2.2876, Backward time: 3.1230, DDP time: 0.0037, Total iter time: 6.8782 [2020-11-08 15:15:14,878][root][INFO] - ===> Epoch[882](2649/3): Loss -0.8118, Sem 0.0544, dir -0.9805, norm 0.1142, swav 0.0000 LR: 5.068e-02 Score 98.006 Data time: 0.1915, Forward time: 2.2875, Backward time: 3.1232, DDP time: 0.0037, Total iter time: 5.7415 [2020-11-08 15:15:20,256][root][INFO] - ===> Epoch[883](2650/3): Loss -0.8160, Sem 0.0525, dir -0.9802, norm 0.1117, swav 0.0000 LR: 5.066e-02 Score 98.193 Data time: 0.2645, Forward time: 2.2878, Backward time: 3.1224, DDP time: 0.0037, Total iter time: 5.2357 [2020-11-08 15:15:25,065][root][INFO] - ===> Epoch[883](2651/3): Loss -0.8034, Sem 0.0533, dir -0.9781, norm 0.1213, swav 0.0000 LR: 5.064e-02 Score 98.097 Data time: 0.2300, Forward time: 2.2880, Backward time: 3.1214, DDP time: 0.0037, Total iter time: 4.7003 [2020-11-08 15:15:30,760][root][INFO] - ===> Epoch[883](2652/3): Loss -0.7975, Sem 0.0546, dir -0.9802, norm 0.1281, swav 0.0000 LR: 5.062e-02 Score 98.037 Data time: 0.2499, Forward time: 2.2885, Backward time: 3.1208, DDP time: 0.0037, Total iter time: 5.5810 [2020-11-08 15:15:35,713][root][INFO] - ===> Epoch[884](2653/3): Loss -0.8019, Sem 0.0539, dir -0.9807, norm 0.1249, swav 0.0000 LR: 5.060e-02 Score 98.118 Data time: 0.2243, Forward time: 2.2885, Backward time: 3.1200, DDP time: 0.0037, Total iter time: 4.8151 [2020-11-08 15:15:42,242][root][INFO] - ===> Epoch[884](2654/3): Loss -0.7910, Sem 0.0561, dir -0.9761, norm 0.1290, swav 0.0000 LR: 5.058e-02 Score 98.009 Data time: 0.2075, Forward time: 2.2884, Backward time: 3.1208, DDP time: 0.0037, Total iter time: 6.4318 [2020-11-08 15:15:48,537][root][INFO] - ===> Epoch[884](2655/3): Loss -0.8146, Sem 0.0509, dir -0.9813, norm 0.1157, swav 0.0000 LR: 5.056e-02 Score 98.150 Data time: 0.2488, Forward time: 2.2887, Backward time: 3.1209, DDP time: 0.0037, Total iter time: 6.1904 [2020-11-08 15:15:54,063][root][INFO] - ===> Epoch[885](2656/3): Loss -0.8050, Sem 0.0522, dir -0.9787, norm 0.1214, swav 0.0000 LR: 5.054e-02 Score 98.148 Data time: 0.1848, Forward time: 2.2885, Backward time: 3.1208, DDP time: 0.0037, Total iter time: 5.3846 [2020-11-08 15:15:58,861][root][INFO] - ===> Epoch[885](2657/3): Loss -0.7940, Sem 0.0565, dir -0.9782, norm 0.1277, swav 0.0000 LR: 5.052e-02 Score 98.010 Data time: 0.2020, Forward time: 2.2884, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 4.6983 [2020-11-08 15:16:05,829][root][INFO] - ===> Epoch[885](2658/3): Loss -0.8115, Sem 0.0541, dir -0.9807, norm 0.1152, swav 0.0000 LR: 5.050e-02 Score 98.041 Data time: 0.2103, Forward time: 2.2884, Backward time: 3.1210, DDP time: 0.0037, Total iter time: 6.8549 [2020-11-08 15:16:11,284][root][INFO] - ===> Epoch[886](2659/3): Loss -0.8041, Sem 0.0530, dir -0.9799, norm 0.1227, swav 0.0000 LR: 5.048e-02 Score 98.137 Data time: 0.2035, Forward time: 2.2880, Backward time: 3.1211, DDP time: 0.0037, Total iter time: 5.3413 [2020-11-08 15:16:16,664][root][INFO] - ===> Epoch[886](2660/3): Loss -0.8074, Sem 0.0501, dir -0.9780, norm 0.1206, swav 0.0000 LR: 5.046e-02 Score 98.214 Data time: 0.2416, Forward time: 2.2884, Backward time: 3.1205, DDP time: 0.0037, Total iter time: 5.3152 [2020-11-08 15:16:22,548][root][INFO] - ===> Epoch[886](2661/3): Loss -0.8058, Sem 0.0545, dir -0.9785, norm 0.1182, swav 0.0000 LR: 5.044e-02 Score 98.024 Data time: 0.1387, Forward time: 2.2878, Backward time: 3.1211, DDP time: 0.0037, Total iter time: 5.7445 [2020-11-08 15:16:27,416][root][INFO] - ===> Epoch[887](2662/3): Loss -0.7996, Sem 0.0530, dir -0.9779, norm 0.1252, swav 0.0000 LR: 5.042e-02 Score 98.134 Data time: 0.1672, Forward time: 2.2873, Backward time: 3.1209, DDP time: 0.0037, Total iter time: 4.7729 [2020-11-08 15:16:33,515][root][INFO] - ===> Epoch[887](2663/3): Loss -0.8092, Sem 0.0556, dir -0.9804, norm 0.1156, swav 0.0000 LR: 5.041e-02 Score 97.973 Data time: 0.3010, Forward time: 2.2880, Backward time: 3.1204, DDP time: 0.0037, Total iter time: 6.0281 [2020-11-08 15:16:39,187][root][INFO] - ===> Epoch[887](2664/3): Loss -0.7964, Sem 0.0552, dir -0.9787, norm 0.1271, swav 0.0000 LR: 5.039e-02 Score 98.004 Data time: 0.2196, Forward time: 2.2881, Backward time: 3.1202, DDP time: 0.0037, Total iter time: 5.5536 [2020-11-08 15:16:44,304][root][INFO] - ===> Epoch[888](2665/3): Loss -0.8170, Sem 0.0535, dir -0.9801, norm 0.1095, swav 0.0000 LR: 5.037e-02 Score 98.106 Data time: 0.2833, Forward time: 2.2884, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 4.9967 [2020-11-08 15:16:49,184][root][INFO] - ===> Epoch[888](2666/3): Loss -0.8114, Sem 0.0514, dir -0.9782, norm 0.1154, swav 0.0000 LR: 5.035e-02 Score 98.173 Data time: 0.2359, Forward time: 2.2886, Backward time: 3.1183, DDP time: 0.0037, Total iter time: 4.7542 [2020-11-08 15:16:55,378][root][INFO] - ===> Epoch[888](2667/3): Loss -0.8040, Sem 0.0529, dir -0.9799, norm 0.1230, swav 0.0000 LR: 5.033e-02 Score 98.120 Data time: 0.2288, Forward time: 2.2888, Backward time: 3.1184, DDP time: 0.0037, Total iter time: 6.0717 [2020-11-08 15:17:00,674][root][INFO] - ===> Epoch[889](2668/3): Loss -0.8140, Sem 0.0542, dir -0.9789, norm 0.1107, swav 0.0000 LR: 5.031e-02 Score 98.064 Data time: 0.1414, Forward time: 2.2882, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 5.1944 [2020-11-08 15:17:06,954][root][INFO] - ===> Epoch[889](2669/3): Loss -0.8157, Sem 0.0518, dir -0.9819, norm 0.1144, swav 0.0000 LR: 5.029e-02 Score 98.162 Data time: 0.1456, Forward time: 2.2874, Backward time: 3.1198, DDP time: 0.0037, Total iter time: 6.1838 [2020-11-08 15:17:13,194][root][INFO] - ===> Epoch[889](2670/3): Loss -0.7977, Sem 0.0548, dir -0.9798, norm 0.1273, swav 0.0000 LR: 5.027e-02 Score 98.044 Data time: 0.2303, Forward time: 2.2877, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 6.1843 [2020-11-08 15:17:20,447][root][INFO] - ===> Epoch[890](2671/3): Loss -0.8099, Sem 0.0527, dir -0.9803, norm 0.1178, swav 0.0000 LR: 5.025e-02 Score 98.114 Data time: 0.1471, Forward time: 2.2872, Backward time: 3.1216, DDP time: 0.0037, Total iter time: 7.1263 [2020-11-08 15:17:25,048][root][INFO] - ===> Epoch[890](2672/3): Loss -0.8082, Sem 0.0509, dir -0.9794, norm 0.1203, swav 0.0000 LR: 5.023e-02 Score 98.191 Data time: 0.1320, Forward time: 2.2865, Backward time: 3.1213, DDP time: 0.0037, Total iter time: 4.4927 [2020-11-08 15:17:31,474][root][INFO] - ===> Epoch[890](2673/3): Loss -0.8281, Sem 0.0496, dir -0.9831, norm 0.1054, swav 0.0000 LR: 5.021e-02 Score 98.184 Data time: 0.1622, Forward time: 2.2859, Backward time: 3.1225, DDP time: 0.0037, Total iter time: 6.3455 [2020-11-08 15:17:37,181][root][INFO] - ===> Epoch[891](2674/3): Loss -0.8221, Sem 0.0477, dir -0.9791, norm 0.1094, swav 0.0000 LR: 5.019e-02 Score 98.284 Data time: 0.2949, Forward time: 2.2865, Backward time: 3.1218, DDP time: 0.0037, Total iter time: 5.6152 [2020-11-08 15:17:43,166][root][INFO] - ===> Epoch[891](2675/3): Loss -0.8009, Sem 0.0556, dir -0.9793, norm 0.1228, swav 0.0000 LR: 5.017e-02 Score 98.034 Data time: 0.2866, Forward time: 2.2871, Backward time: 3.1213, DDP time: 0.0037, Total iter time: 5.8701 [2020-11-08 15:17:48,899][root][INFO] - ===> Epoch[891](2676/3): Loss -0.8157, Sem 0.0509, dir -0.9791, norm 0.1125, swav 0.0000 LR: 5.015e-02 Score 98.183 Data time: 0.2260, Forward time: 2.2873, Backward time: 3.1211, DDP time: 0.0037, Total iter time: 5.6113 [2020-11-08 15:17:54,397][root][INFO] - ===> Epoch[892](2677/3): Loss -0.8034, Sem 0.0527, dir -0.9801, norm 0.1240, swav 0.0000 LR: 5.013e-02 Score 98.083 Data time: 0.2352, Forward time: 2.2872, Backward time: 3.1209, DDP time: 0.0037, Total iter time: 5.3772 [2020-11-08 15:17:59,803][root][INFO] - ===> Epoch[892](2678/3): Loss -0.8005, Sem 0.0563, dir -0.9801, norm 0.1232, swav 0.0000 LR: 5.011e-02 Score 97.976 Data time: 0.2005, Forward time: 2.2871, Backward time: 3.1206, DDP time: 0.0037, Total iter time: 5.2923 [2020-11-08 15:18:05,090][root][INFO] - ===> Epoch[892](2679/3): Loss -0.8118, Sem 0.0482, dir -0.9809, norm 0.1209, swav 0.0000 LR: 5.009e-02 Score 98.266 Data time: 0.2006, Forward time: 2.2868, Backward time: 3.1205, DDP time: 0.0037, Total iter time: 5.1806 [2020-11-08 15:18:10,654][root][INFO] - ===> Epoch[893](2680/3): Loss -0.8002, Sem 0.0539, dir -0.9794, norm 0.1252, swav 0.0000 LR: 5.007e-02 Score 98.052 Data time: 0.2576, Forward time: 2.2871, Backward time: 3.1200, DDP time: 0.0037, Total iter time: 5.4607 [2020-11-08 15:18:16,171][root][INFO] - ===> Epoch[893](2681/3): Loss -0.8075, Sem 0.0474, dir -0.9787, norm 0.1238, swav 0.0000 LR: 5.006e-02 Score 98.312 Data time: 0.2712, Forward time: 2.2876, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 5.3930 [2020-11-08 15:18:21,393][root][INFO] - ===> Epoch[893](2682/3): Loss -0.8096, Sem 0.0578, dir -0.9802, norm 0.1128, swav 0.0000 LR: 5.004e-02 Score 97.910 Data time: 0.2387, Forward time: 2.2878, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 5.1011 [2020-11-08 15:18:26,001][root][INFO] - ===> Epoch[894](2683/3): Loss -0.7971, Sem 0.0547, dir -0.9786, norm 0.1268, swav 0.0000 LR: 5.002e-02 Score 98.088 Data time: 0.1690, Forward time: 2.2875, Backward time: 3.1179, DDP time: 0.0037, Total iter time: 4.4924 [2020-11-08 15:18:31,716][root][INFO] - ===> Epoch[894](2684/3): Loss -0.8155, Sem 0.0528, dir -0.9790, norm 0.1107, swav 0.0000 LR: 5.000e-02 Score 98.091 Data time: 0.1675, Forward time: 2.2870, Backward time: 3.1183, DDP time: 0.0037, Total iter time: 5.6160 [2020-11-08 15:18:37,447][root][INFO] - ===> Epoch[894](2685/3): Loss -0.8149, Sem 0.0532, dir -0.9818, norm 0.1138, swav 0.0000 LR: 4.998e-02 Score 98.094 Data time: 0.1418, Forward time: 2.2865, Backward time: 3.1188, DDP time: 0.0037, Total iter time: 5.6404 [2020-11-08 15:18:43,290][root][INFO] - ===> Epoch[895](2686/3): Loss -0.8103, Sem 0.0519, dir -0.9808, norm 0.1187, swav 0.0000 LR: 4.996e-02 Score 98.146 Data time: 0.1967, Forward time: 2.2863, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 5.7727 [2020-11-08 15:18:50,350][root][INFO] - ===> Epoch[895](2687/3): Loss -0.7970, Sem 0.0533, dir -0.9767, norm 0.1265, swav 0.0000 LR: 4.994e-02 Score 98.082 Data time: 0.1960, Forward time: 2.2861, Backward time: 3.1202, DDP time: 0.0037, Total iter time: 6.9467 [2020-11-08 15:18:56,008][root][INFO] - ===> Epoch[895](2688/3): Loss -0.8071, Sem 0.0576, dir -0.9789, norm 0.1142, swav 0.0000 LR: 4.992e-02 Score 97.965 Data time: 0.2449, Forward time: 2.2864, Backward time: 3.1198, DDP time: 0.0037, Total iter time: 5.5711 [2020-11-08 15:19:01,637][root][INFO] - ===> Epoch[896](2689/3): Loss -0.8045, Sem 0.0525, dir -0.9790, norm 0.1220, swav 0.0000 LR: 4.990e-02 Score 98.102 Data time: 0.2456, Forward time: 2.2867, Backward time: 3.1194, DDP time: 0.0037, Total iter time: 5.5061 [2020-11-08 15:19:07,775][root][INFO] - ===> Epoch[896](2690/3): Loss -0.7988, Sem 0.0560, dir -0.9794, norm 0.1246, swav 0.0000 LR: 4.988e-02 Score 98.027 Data time: 0.1738, Forward time: 2.2864, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 6.0019 [2020-11-08 15:19:12,564][root][INFO] - ===> Epoch[896](2691/3): Loss -0.8196, Sem 0.0524, dir -0.9817, norm 0.1098, swav 0.0000 LR: 4.986e-02 Score 98.120 Data time: 0.1868, Forward time: 2.2859, Backward time: 3.1195, DDP time: 0.0037, Total iter time: 4.6841 [2020-11-08 15:19:17,417][root][INFO] - ===> Epoch[897](2692/3): Loss -0.8173, Sem 0.0486, dir -0.9789, norm 0.1129, swav 0.0000 LR: 4.984e-02 Score 98.246 Data time: 0.2244, Forward time: 2.2861, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 4.7540 [2020-11-08 15:19:23,807][root][INFO] - ===> Epoch[897](2693/3): Loss -0.8109, Sem 0.0539, dir -0.9815, norm 0.1167, swav 0.0000 LR: 4.982e-02 Score 98.055 Data time: 0.1387, Forward time: 2.2856, Backward time: 3.1197, DDP time: 0.0037, Total iter time: 6.2850 [2020-11-08 15:19:29,634][root][INFO] - ===> Epoch[897](2694/3): Loss -0.8160, Sem 0.0501, dir -0.9796, norm 0.1135, swav 0.0000 LR: 4.980e-02 Score 98.226 Data time: 0.1433, Forward time: 2.2850, Backward time: 3.1203, DDP time: 0.0037, Total iter time: 5.7656 [2020-11-08 15:19:35,505][root][INFO] - ===> Epoch[898](2695/3): Loss -0.7984, Sem 0.0529, dir -0.9789, norm 0.1276, swav 0.0000 LR: 4.978e-02 Score 98.091 Data time: 0.2057, Forward time: 2.2847, Backward time: 3.1206, DDP time: 0.0037, Total iter time: 5.7736 [2020-11-08 15:19:40,541][root][INFO] - ===> Epoch[898](2696/3): Loss -0.8055, Sem 0.0521, dir -0.9787, norm 0.1212, swav 0.0000 LR: 4.976e-02 Score 98.132 Data time: 0.2040, Forward time: 2.2845, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 4.9278 [2020-11-08 15:19:47,158][root][INFO] - ===> Epoch[898](2697/3): Loss -0.8089, Sem 0.0590, dir -0.9809, norm 0.1130, swav 0.0000 LR: 4.974e-02 Score 97.900 Data time: 0.1935, Forward time: 2.2843, Backward time: 3.1210, DDP time: 0.0037, Total iter time: 6.5121 [2020-11-08 15:19:53,769][root][INFO] - ===> Epoch[899](2698/3): Loss -0.7940, Sem 0.0548, dir -0.9777, norm 0.1289, swav 0.0000 LR: 4.972e-02 Score 98.030 Data time: 0.2244, Forward time: 2.2844, Backward time: 3.1216, DDP time: 0.0037, Total iter time: 6.4894 [2020-11-08 15:20:00,673][root][INFO] - ===> Epoch[899](2699/3): Loss -0.7998, Sem 0.0555, dir -0.9808, norm 0.1255, swav 0.0000 LR: 4.971e-02 Score 98.012 Data time: 0.1806, Forward time: 2.2841, Backward time: 3.1227, DDP time: 0.0037, Total iter time: 6.7888 [2020-11-08 15:20:06,355][root][INFO] - ===> Epoch[899](2700/3): Loss -0.8193, Sem 0.0490, dir -0.9792, norm 0.1110, swav 0.0000 LR: 4.969e-02 Score 98.255 Data time: 0.2496, Forward time: 2.2841, Backward time: 3.1226, DDP time: 0.0037, Total iter time: 5.5720 [2020-11-08 15:20:12,090][root][INFO] - ===> Epoch[900](2701/3): Loss -0.8098, Sem 0.0547, dir -0.9799, norm 0.1154, swav 0.0000 LR: 4.967e-02 Score 98.040 Data time: 0.2331, Forward time: 2.2842, Backward time: 3.1224, DDP time: 0.0037, Total iter time: 5.6045 [2020-11-08 15:20:17,400][root][INFO] - ===> Epoch[900](2702/3): Loss -0.7958, Sem 0.0514, dir -0.9766, norm 0.1294, swav 0.0000 LR: 4.965e-02 Score 98.189 Data time: 0.1959, Forward time: 2.2841, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 5.1905 [2020-11-08 15:20:23,208][root][INFO] - ===> Epoch[900](2703/3): Loss -0.7918, Sem 0.0573, dir -0.9776, norm 0.1286, swav 0.0000 LR: 4.963e-02 Score 97.939 Data time: 0.2660, Forward time: 2.2842, Backward time: 3.1220, DDP time: 0.0037, Total iter time: 5.6746 [2020-11-08 15:20:28,980][root][INFO] - ===> Epoch[901](2704/3): Loss -0.8102, Sem 0.0559, dir -0.9804, norm 0.1144, swav 0.0000 LR: 4.961e-02 Score 98.030 Data time: 0.2396, Forward time: 2.2844, Backward time: 3.1218, DDP time: 0.0037, Total iter time: 5.6539 [2020-11-08 15:20:35,812][root][INFO] - ===> Epoch[901](2705/3): Loss -0.8109, Sem 0.0481, dir -0.9807, norm 0.1217, swav 0.0000 LR: 4.959e-02 Score 98.291 Data time: 0.1805, Forward time: 2.2839, Backward time: 3.1231, DDP time: 0.0037, Total iter time: 6.7172 [2020-11-08 15:20:42,681][root][INFO] - ===> Epoch[901](2706/3): Loss -0.8194, Sem 0.0516, dir -0.9818, norm 0.1109, swav 0.0000 LR: 4.957e-02 Score 98.130 Data time: 0.1622, Forward time: 2.2835, Backward time: 3.1243, DDP time: 0.0037, Total iter time: 6.7966 [2020-11-08 15:20:48,035][root][INFO] - ===> Epoch[902](2707/3): Loss -0.8044, Sem 0.0470, dir -0.9776, norm 0.1262, swav 0.0000 LR: 4.955e-02 Score 98.340 Data time: 0.1500, Forward time: 2.2828, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 5.2677 [2020-11-08 15:20:55,092][root][INFO] - ===> Epoch[902](2708/3): Loss -0.8062, Sem 0.0559, dir -0.9791, norm 0.1171, swav 0.0000 LR: 4.953e-02 Score 97.971 Data time: 0.3108, Forward time: 2.2836, Backward time: 3.1249, DDP time: 0.0037, Total iter time: 6.9989 [2020-11-08 15:21:01,448][root][INFO] - ===> Epoch[902](2709/3): Loss -0.7983, Sem 0.0584, dir -0.9786, norm 0.1219, swav 0.0000 LR: 4.951e-02 Score 97.905 Data time: 0.1728, Forward time: 2.2833, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 6.2261 [2020-11-08 15:21:06,418][root][INFO] - ===> Epoch[903](2710/3): Loss -0.7974, Sem 0.0511, dir -0.9767, norm 0.1282, swav 0.0000 LR: 4.949e-02 Score 98.209 Data time: 0.1507, Forward time: 2.2828, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 4.8539 [2020-11-08 15:21:12,239][root][INFO] - ===> Epoch[903](2711/3): Loss -0.8094, Sem 0.0496, dir -0.9798, norm 0.1208, swav 0.0000 LR: 4.947e-02 Score 98.233 Data time: 0.1894, Forward time: 2.2824, Backward time: 3.1258, DDP time: 0.0037, Total iter time: 5.7360 [2020-11-08 15:21:18,259][root][INFO] - ===> Epoch[903](2712/3): Loss -0.8012, Sem 0.0558, dir -0.9783, norm 0.1213, swav 0.0000 LR: 4.945e-02 Score 98.003 Data time: 0.3024, Forward time: 2.2831, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 5.9166 [2020-11-08 15:21:24,121][root][INFO] - ===> Epoch[904](2713/3): Loss -0.7977, Sem 0.0560, dir -0.9776, norm 0.1239, swav 0.0000 LR: 4.943e-02 Score 98.016 Data time: 0.1693, Forward time: 2.2828, Backward time: 3.1256, DDP time: 0.0037, Total iter time: 5.7584 [2020-11-08 15:21:29,411][root][INFO] - ===> Epoch[904](2714/3): Loss -0.8074, Sem 0.0502, dir -0.9783, norm 0.1208, swav 0.0000 LR: 4.941e-02 Score 98.211 Data time: 0.1069, Forward time: 2.2819, Backward time: 3.1263, DDP time: 0.0037, Total iter time: 5.1747 [2020-11-08 15:21:36,640][root][INFO] - ===> Epoch[904](2715/3): Loss -0.7948, Sem 0.0555, dir -0.9769, norm 0.1266, swav 0.0000 LR: 4.939e-02 Score 98.005 Data time: 0.1659, Forward time: 2.2814, Backward time: 3.1279, DDP time: 0.0037, Total iter time: 7.1639 [2020-11-08 15:21:41,820][root][INFO] - ===> Epoch[905](2716/3): Loss -0.8092, Sem 0.0515, dir -0.9811, norm 0.1204, swav 0.0000 LR: 4.937e-02 Score 98.191 Data time: 0.2296, Forward time: 2.2816, Backward time: 3.1273, DDP time: 0.0037, Total iter time: 5.0856 [2020-11-08 15:21:47,032][root][INFO] - ===> Epoch[905](2717/3): Loss -0.7968, Sem 0.0578, dir -0.9767, norm 0.1221, swav 0.0000 LR: 4.936e-02 Score 97.926 Data time: 0.2458, Forward time: 2.2818, Backward time: 3.1265, DDP time: 0.0037, Total iter time: 5.0705 [2020-11-08 15:21:53,490][root][INFO] - ===> Epoch[905](2718/3): Loss -0.8032, Sem 0.0508, dir -0.9794, norm 0.1255, swav 0.0000 LR: 4.934e-02 Score 98.186 Data time: 0.1798, Forward time: 2.2816, Backward time: 3.1272, DDP time: 0.0037, Total iter time: 6.3334 [2020-11-08 15:21:59,760][root][INFO] - ===> Epoch[906](2719/3): Loss -0.8065, Sem 0.0486, dir -0.9790, norm 0.1239, swav 0.0000 LR: 4.932e-02 Score 98.277 Data time: 0.1943, Forward time: 2.2814, Backward time: 3.1278, DDP time: 0.0037, Total iter time: 6.1682 [2020-11-08 15:22:06,497][root][INFO] - ===> Epoch[906](2720/3): Loss -0.8001, Sem 0.0557, dir -0.9770, norm 0.1211, swav 0.0000 LR: 4.930e-02 Score 98.026 Data time: 0.3479, Forward time: 2.2823, Backward time: 3.1276, DDP time: 0.0037, Total iter time: 6.6237 [2020-11-08 15:22:13,254][root][INFO] - ===> Epoch[906](2721/3): Loss -0.8180, Sem 0.0479, dir -0.9830, norm 0.1170, swav 0.0000 LR: 4.928e-02 Score 98.281 Data time: 0.2262, Forward time: 2.2825, Backward time: 3.1281, DDP time: 0.0037, Total iter time: 6.6311 [2020-11-08 15:22:20,098][root][INFO] - ===> Epoch[907](2722/3): Loss -0.8045, Sem 0.0505, dir -0.9767, norm 0.1218, swav 0.0000 LR: 4.926e-02 Score 98.208 Data time: 0.1869, Forward time: 2.2822, Backward time: 3.1292, DDP time: 0.0037, Total iter time: 6.7255 [2020-11-08 15:22:25,084][root][INFO] - ===> Epoch[907](2723/3): Loss -0.8059, Sem 0.0519, dir -0.9786, norm 0.1208, swav 0.0000 LR: 4.924e-02 Score 98.142 Data time: 0.1918, Forward time: 2.2820, Backward time: 3.1288, DDP time: 0.0037, Total iter time: 4.8837 [2020-11-08 15:22:31,526][root][INFO] - ===> Epoch[907](2724/3): Loss -0.7998, Sem 0.0565, dir -0.9798, norm 0.1235, swav 0.0000 LR: 4.922e-02 Score 97.971 Data time: 0.1479, Forward time: 2.2815, Backward time: 3.1298, DDP time: 0.0037, Total iter time: 6.3321 [2020-11-08 15:22:36,513][root][INFO] - ===> Epoch[908](2725/3): Loss -0.7984, Sem 0.0550, dir -0.9768, norm 0.1234, swav 0.0000 LR: 4.920e-02 Score 98.035 Data time: 0.1922, Forward time: 2.2811, Backward time: 3.1296, DDP time: 0.0037, Total iter time: 4.8994 [2020-11-08 15:22:42,397][root][INFO] - ===> Epoch[908](2726/3): Loss -0.8022, Sem 0.0562, dir -0.9786, norm 0.1201, swav 0.0000 LR: 4.918e-02 Score 97.990 Data time: 0.2304, Forward time: 2.2811, Backward time: 3.1296, DDP time: 0.0037, Total iter time: 5.7611 [2020-11-08 15:22:48,054][root][INFO] - ===> Epoch[908](2727/3): Loss -0.8041, Sem 0.0531, dir -0.9802, norm 0.1231, swav 0.0000 LR: 4.916e-02 Score 98.141 Data time: 0.1901, Forward time: 2.2809, Backward time: 3.1297, DDP time: 0.0037, Total iter time: 5.5342 [2020-11-08 15:22:54,268][root][INFO] - ===> Epoch[909](2728/3): Loss -0.8167, Sem 0.0542, dir -0.9783, norm 0.1074, swav 0.0000 LR: 4.914e-02 Score 98.034 Data time: 0.2212, Forward time: 2.2808, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 6.0924 [2020-11-08 15:23:00,882][root][INFO] - ===> Epoch[909](2729/3): Loss -0.8196, Sem 0.0545, dir -0.9818, norm 0.1077, swav 0.0000 LR: 4.912e-02 Score 97.995 Data time: 0.1844, Forward time: 2.2806, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 6.5004 [2020-11-08 15:23:05,949][root][INFO] - ===> Epoch[909](2730/3): Loss -0.7981, Sem 0.0517, dir -0.9794, norm 0.1296, swav 0.0000 LR: 4.910e-02 Score 98.148 Data time: 0.1669, Forward time: 2.2803, Backward time: 3.1306, DDP time: 0.0037, Total iter time: 4.9519 [2020-11-08 15:23:10,999][root][INFO] - ===> Epoch[910](2731/3): Loss -0.8072, Sem 0.0482, dir -0.9788, norm 0.1234, swav 0.0000 LR: 4.908e-02 Score 98.283 Data time: 0.1629, Forward time: 2.2798, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 4.9367 [2020-11-08 15:23:16,274][root][INFO] - ===> Epoch[910](2732/3): Loss -0.8128, Sem 0.0565, dir -0.9806, norm 0.1113, swav 0.0000 LR: 4.906e-02 Score 98.001 Data time: 0.2230, Forward time: 2.2798, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 5.1602 [2020-11-08 15:23:21,634][root][INFO] - ===> Epoch[910](2733/3): Loss -0.8289, Sem 0.0473, dir -0.9796, norm 0.1035, swav 0.0000 LR: 4.904e-02 Score 98.301 Data time: 0.2141, Forward time: 2.2798, Backward time: 3.1297, DDP time: 0.0037, Total iter time: 5.2261 [2020-11-08 15:23:27,657][root][INFO] - ===> Epoch[911](2734/3): Loss -0.8064, Sem 0.0524, dir -0.9788, norm 0.1200, swav 0.0000 LR: 4.902e-02 Score 98.134 Data time: 0.1819, Forward time: 2.2796, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 5.9079 [2020-11-08 15:23:33,023][root][INFO] - ===> Epoch[911](2735/3): Loss -0.7983, Sem 0.0562, dir -0.9789, norm 0.1244, swav 0.0000 LR: 4.900e-02 Score 97.966 Data time: 0.2265, Forward time: 2.2795, Backward time: 3.1298, DDP time: 0.0037, Total iter time: 5.2502 [2020-11-08 15:23:39,557][root][INFO] - ===> Epoch[911](2736/3): Loss -0.8110, Sem 0.0505, dir -0.9804, norm 0.1190, swav 0.0000 LR: 4.899e-02 Score 98.204 Data time: 0.3447, Forward time: 2.2803, Backward time: 3.1296, DDP time: 0.0037, Total iter time: 6.4149 [2020-11-08 15:23:45,017][root][INFO] - ===> Epoch[912](2737/3): Loss -0.8121, Sem 0.0520, dir -0.9803, norm 0.1161, swav 0.0000 LR: 4.897e-02 Score 98.158 Data time: 0.2240, Forward time: 2.2808, Backward time: 3.1288, DDP time: 0.0037, Total iter time: 5.3242 [2020-11-08 15:23:49,774][root][INFO] - ===> Epoch[912](2738/3): Loss -0.7903, Sem 0.0530, dir -0.9785, norm 0.1352, swav 0.0000 LR: 4.895e-02 Score 98.117 Data time: 0.1461, Forward time: 2.2804, Backward time: 3.1284, DDP time: 0.0037, Total iter time: 4.6317 [2020-11-08 15:23:56,536][root][INFO] - ===> Epoch[912](2739/3): Loss -0.8110, Sem 0.0486, dir -0.9782, norm 0.1186, swav 0.0000 LR: 4.893e-02 Score 98.250 Data time: 0.4109, Forward time: 2.2799, Backward time: 3.1294, DDP time: 0.0037, Total iter time: 6.6963 [2020-11-08 15:24:03,758][root][INFO] - ===> Epoch[913](2740/3): Loss -0.7976, Sem 0.0554, dir -0.9775, norm 0.1244, swav 0.0000 LR: 4.891e-02 Score 98.000 Data time: 0.3527, Forward time: 2.2810, Backward time: 3.1294, DDP time: 0.0037, Total iter time: 7.1106 [2020-11-08 15:24:08,677][root][INFO] - ===> Epoch[913](2741/3): Loss -0.8075, Sem 0.0583, dir -0.9805, norm 0.1146, swav 0.0000 LR: 4.889e-02 Score 97.947 Data time: 0.1264, Forward time: 2.2805, Backward time: 3.1292, DDP time: 0.0037, Total iter time: 4.7837 [2020-11-08 15:24:14,421][root][INFO] - ===> Epoch[913](2742/3): Loss -0.7984, Sem 0.0511, dir -0.9782, norm 0.1288, swav 0.0000 LR: 4.887e-02 Score 98.150 Data time: 0.2252, Forward time: 2.2802, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 5.6863 [2020-11-08 15:24:19,625][root][INFO] - ===> Epoch[914](2743/3): Loss -0.8093, Sem 0.0528, dir -0.9794, norm 0.1172, swav 0.0000 LR: 4.885e-02 Score 98.149 Data time: 0.2157, Forward time: 2.2802, Backward time: 3.1290, DDP time: 0.0037, Total iter time: 5.1127 [2020-11-08 15:24:26,168][root][INFO] - ===> Epoch[914](2744/3): Loss -0.7985, Sem 0.0538, dir -0.9768, norm 0.1245, swav 0.0000 LR: 4.883e-02 Score 98.040 Data time: 0.1667, Forward time: 2.2798, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 6.4516 [2020-11-08 15:24:32,052][root][INFO] - ===> Epoch[914](2745/3): Loss -0.7936, Sem 0.0546, dir -0.9768, norm 0.1287, swav 0.0000 LR: 4.881e-02 Score 98.061 Data time: 0.1987, Forward time: 2.2796, Backward time: 3.1303, DDP time: 0.0037, Total iter time: 5.8110 [2020-11-08 15:24:37,709][root][INFO] - ===> Epoch[915](2746/3): Loss -0.7936, Sem 0.0584, dir -0.9793, norm 0.1273, swav 0.0000 LR: 4.879e-02 Score 97.927 Data time: 0.2151, Forward time: 2.2797, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 5.5489 [2020-11-08 15:24:43,196][root][INFO] - ===> Epoch[915](2747/3): Loss -0.7904, Sem 0.0557, dir -0.9760, norm 0.1299, swav 0.0000 LR: 4.877e-02 Score 98.003 Data time: 0.1822, Forward time: 2.2794, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 5.3649 [2020-11-08 15:24:49,450][root][INFO] - ===> Epoch[915](2748/3): Loss -0.8112, Sem 0.0506, dir -0.9808, norm 0.1189, swav 0.0000 LR: 4.875e-02 Score 98.185 Data time: 0.1485, Forward time: 2.2790, Backward time: 3.1308, DDP time: 0.0037, Total iter time: 6.1637 [2020-11-08 15:24:54,283][root][INFO] - ===> Epoch[916](2749/3): Loss -0.8174, Sem 0.0464, dir -0.9829, norm 0.1192, swav 0.0000 LR: 4.873e-02 Score 98.325 Data time: 0.1714, Forward time: 2.2785, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 4.7472 [2020-11-08 15:25:00,484][root][INFO] - ===> Epoch[916](2750/3): Loss -0.7977, Sem 0.0589, dir -0.9785, norm 0.1219, swav 0.0000 LR: 4.871e-02 Score 97.908 Data time: 0.2021, Forward time: 2.2784, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 6.1013 [2020-11-08 15:25:06,230][root][INFO] - ===> Epoch[916](2751/3): Loss -0.7966, Sem 0.0565, dir -0.9786, norm 0.1255, swav 0.0000 LR: 4.869e-02 Score 97.988 Data time: 0.1994, Forward time: 2.2783, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 5.6505 [2020-11-08 15:25:11,140][root][INFO] - ===> Epoch[917](2752/3): Loss -0.7963, Sem 0.0531, dir -0.9760, norm 0.1266, swav 0.0000 LR: 4.867e-02 Score 98.221 Data time: 0.2340, Forward time: 2.2784, Backward time: 3.1303, DDP time: 0.0037, Total iter time: 4.7948 [2020-11-08 15:25:17,153][root][INFO] - ===> Epoch[917](2753/3): Loss -0.8106, Sem 0.0575, dir -0.9817, norm 0.1136, swav 0.0000 LR: 4.865e-02 Score 98.018 Data time: 0.2376, Forward time: 2.2785, Backward time: 3.1303, DDP time: 0.0037, Total iter time: 5.8936 [2020-11-08 15:25:23,825][root][INFO] - ===> Epoch[917](2754/3): Loss -0.8023, Sem 0.0547, dir -0.9778, norm 0.1208, swav 0.0000 LR: 4.863e-02 Score 98.041 Data time: 0.2216, Forward time: 2.2787, Backward time: 3.1308, DDP time: 0.0037, Total iter time: 6.5107 [2020-11-08 15:25:29,225][root][INFO] - ===> Epoch[918](2755/3): Loss -0.7883, Sem 0.0559, dir -0.9794, norm 0.1352, swav 0.0000 LR: 4.861e-02 Score 98.075 Data time: 0.1795, Forward time: 2.2783, Backward time: 3.1307, DDP time: 0.0037, Total iter time: 5.2775 [2020-11-08 15:25:34,466][root][INFO] - ===> Epoch[918](2756/3): Loss -0.8123, Sem 0.0468, dir -0.9782, norm 0.1191, swav 0.0000 LR: 4.860e-02 Score 98.323 Data time: 0.2268, Forward time: 2.2782, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 5.1572 [2020-11-08 15:25:40,947][root][INFO] - ===> Epoch[918](2757/3): Loss -0.7980, Sem 0.0573, dir -0.9797, norm 0.1244, swav 0.0000 LR: 4.858e-02 Score 97.948 Data time: 0.3352, Forward time: 2.2790, Backward time: 3.1302, DDP time: 0.0037, Total iter time: 6.3680 [2020-11-08 15:25:46,817][root][INFO] - ===> Epoch[919](2758/3): Loss -0.8097, Sem 0.0543, dir -0.9820, norm 0.1180, swav 0.0000 LR: 4.856e-02 Score 98.055 Data time: 0.1781, Forward time: 2.2788, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 5.7287 [2020-11-08 15:25:52,269][root][INFO] - ===> Epoch[919](2759/3): Loss -0.8090, Sem 0.0481, dir -0.9788, norm 0.1217, swav 0.0000 LR: 4.854e-02 Score 98.261 Data time: 0.2418, Forward time: 2.2790, Backward time: 3.1299, DDP time: 0.0037, Total iter time: 5.3491 [2020-11-08 15:25:57,261][root][INFO] - ===> Epoch[919](2760/3): Loss -0.7991, Sem 0.0576, dir -0.9778, norm 0.1211, swav 0.0000 LR: 4.852e-02 Score 97.955 Data time: 0.1943, Forward time: 2.2789, Backward time: 3.1293, DDP time: 0.0037, Total iter time: 4.8683 [2020-11-08 15:26:02,509][root][INFO] - ===> Epoch[920](2761/3): Loss -0.8104, Sem 0.0571, dir -0.9809, norm 0.1134, swav 0.0000 LR: 4.850e-02 Score 97.962 Data time: 0.2331, Forward time: 2.2791, Backward time: 3.1287, DDP time: 0.0037, Total iter time: 5.1368 [2020-11-08 15:26:07,552][root][INFO] - ===> Epoch[920](2762/3): Loss -0.7935, Sem 0.0511, dir -0.9779, norm 0.1332, swav 0.0000 LR: 4.848e-02 Score 98.175 Data time: 0.2054, Forward time: 2.2791, Backward time: 3.1281, DDP time: 0.0037, Total iter time: 4.9048 [2020-11-08 15:26:13,417][root][INFO] - ===> Epoch[920](2763/3): Loss -0.8033, Sem 0.0559, dir -0.9783, norm 0.1191, swav 0.0000 LR: 4.846e-02 Score 98.009 Data time: 0.2189, Forward time: 2.2792, Backward time: 3.1280, DDP time: 0.0037, Total iter time: 5.7562 [2020-11-08 15:26:19,659][root][INFO] - ===> Epoch[921](2764/3): Loss -0.8093, Sem 0.0498, dir -0.9778, norm 0.1188, swav 0.0000 LR: 4.844e-02 Score 98.234 Data time: 0.1856, Forward time: 2.2789, Backward time: 3.1286, DDP time: 0.0037, Total iter time: 6.1039 [2020-11-08 15:26:25,180][root][INFO] - ===> Epoch[921](2765/3): Loss -0.7944, Sem 0.0530, dir -0.9796, norm 0.1322, swav 0.0000 LR: 4.842e-02 Score 98.095 Data time: 0.2309, Forward time: 2.2789, Backward time: 3.1284, DDP time: 0.0037, Total iter time: 5.4040 [2020-11-08 15:26:30,702][root][INFO] - ===> Epoch[921](2766/3): Loss -0.8159, Sem 0.0501, dir -0.9812, norm 0.1152, swav 0.0000 LR: 4.840e-02 Score 98.164 Data time: 0.2063, Forward time: 2.2789, Backward time: 3.1281, DDP time: 0.0037, Total iter time: 5.3898 [2020-11-08 15:26:35,902][root][INFO] - ===> Epoch[922](2767/3): Loss -0.8072, Sem 0.0536, dir -0.9801, norm 0.1193, swav 0.0000 LR: 4.838e-02 Score 98.069 Data time: 0.1496, Forward time: 2.2783, Backward time: 3.1283, DDP time: 0.0037, Total iter time: 5.0848 [2020-11-08 15:26:41,803][root][INFO] - ===> Epoch[922](2768/3): Loss -0.8119, Sem 0.0573, dir -0.9804, norm 0.1112, swav 0.0000 LR: 4.836e-02 Score 98.090 Data time: 0.2861, Forward time: 2.2789, Backward time: 3.1278, DDP time: 0.0037, Total iter time: 5.7966 [2020-11-08 15:26:48,243][root][INFO] - ===> Epoch[922](2769/3): Loss -0.8083, Sem 0.0499, dir -0.9752, norm 0.1170, swav 0.0000 LR: 4.834e-02 Score 98.222 Data time: 0.1646, Forward time: 2.2785, Backward time: 3.1286, DDP time: 0.0037, Total iter time: 6.3101 [2020-11-08 15:26:53,689][root][INFO] - ===> Epoch[923](2770/3): Loss -0.8119, Sem 0.0547, dir -0.9818, norm 0.1153, swav 0.0000 LR: 4.832e-02 Score 98.108 Data time: 0.1882, Forward time: 2.2783, Backward time: 3.1286, DDP time: 0.0037, Total iter time: 5.3558 [2020-11-08 15:27:00,509][root][INFO] - ===> Epoch[923](2771/3): Loss -0.8013, Sem 0.0566, dir -0.9809, norm 0.1229, swav 0.0000 LR: 4.830e-02 Score 97.954 Data time: 0.2193, Forward time: 2.2783, Backward time: 3.1294, DDP time: 0.0037, Total iter time: 6.7077 [2020-11-08 15:27:06,473][root][INFO] - ===> Epoch[923](2772/3): Loss -0.8049, Sem 0.0508, dir -0.9766, norm 0.1208, swav 0.0000 LR: 4.828e-02 Score 98.231 Data time: 0.1387, Forward time: 2.2777, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 5.8401 [2020-11-08 15:27:10,752][root][INFO] - ===> Epoch[924](2773/3): Loss -0.7981, Sem 0.0566, dir -0.9785, norm 0.1238, swav 0.0000 LR: 4.826e-02 Score 97.997 Data time: 0.1477, Forward time: 2.2771, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 4.1693 [2020-11-08 15:27:15,947][root][INFO] - ===> Epoch[924](2774/3): Loss -0.8384, Sem 0.0473, dir -0.9835, norm 0.0978, swav 0.0000 LR: 4.824e-02 Score 98.290 Data time: 0.2153, Forward time: 2.2770, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 5.1180 [2020-11-08 15:27:22,287][root][INFO] - ===> Epoch[924](2775/3): Loss -0.8068, Sem 0.0514, dir -0.9796, norm 0.1215, swav 0.0000 LR: 4.822e-02 Score 98.193 Data time: 0.2477, Forward time: 2.2773, Backward time: 3.1292, DDP time: 0.0037, Total iter time: 6.2333 [2020-11-08 15:27:28,397][root][INFO] - ===> Epoch[925](2776/3): Loss -0.8024, Sem 0.0553, dir -0.9797, norm 0.1220, swav 0.0000 LR: 4.821e-02 Score 98.153 Data time: 0.1938, Forward time: 2.2770, Backward time: 3.1296, DDP time: 0.0037, Total iter time: 5.9649 [2020-11-08 15:27:34,227][root][INFO] - ===> Epoch[925](2777/3): Loss -0.8129, Sem 0.0558, dir -0.9814, norm 0.1128, swav 0.0000 LR: 4.819e-02 Score 97.964 Data time: 0.2206, Forward time: 2.2771, Backward time: 3.1296, DDP time: 0.0037, Total iter time: 5.7123 [2020-11-08 15:27:40,838][root][INFO] - ===> Epoch[925](2778/3): Loss -0.8005, Sem 0.0535, dir -0.9751, norm 0.1211, swav 0.0000 LR: 4.817e-02 Score 98.088 Data time: 0.1914, Forward time: 2.2769, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 6.4855 [2020-11-08 15:27:48,151][root][INFO] - ===> Epoch[926](2779/3): Loss -0.8151, Sem 0.0527, dir -0.9817, norm 0.1140, swav 0.0000 LR: 4.815e-02 Score 98.107 Data time: 0.2052, Forward time: 2.2768, Backward time: 3.1316, DDP time: 0.0037, Total iter time: 7.2009 [2020-11-08 15:27:53,135][root][INFO] - ===> Epoch[926](2780/3): Loss -0.8284, Sem 0.0511, dir -0.9828, norm 0.1034, swav 0.0000 LR: 4.813e-02 Score 98.175 Data time: 0.2056, Forward time: 2.2767, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 4.8746 [2020-11-08 15:27:58,584][root][INFO] - ===> Epoch[926](2781/3): Loss -0.8106, Sem 0.0553, dir -0.9812, norm 0.1153, swav 0.0000 LR: 4.811e-02 Score 98.005 Data time: 0.1117, Forward time: 2.2759, Backward time: 3.1316, DDP time: 0.0037, Total iter time: 5.3360 [2020-11-08 15:28:03,445][root][INFO] - ===> Epoch[927](2782/3): Loss -0.8115, Sem 0.0504, dir -0.9797, norm 0.1179, swav 0.0000 LR: 4.809e-02 Score 98.164 Data time: 0.2036, Forward time: 2.2758, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 4.8039 [2020-11-08 15:28:10,281][root][INFO] - ===> Epoch[927](2783/3): Loss -0.8150, Sem 0.0521, dir -0.9800, norm 0.1129, swav 0.0000 LR: 4.807e-02 Score 98.142 Data time: 0.3224, Forward time: 2.2762, Backward time: 3.1314, DDP time: 0.0037, Total iter time: 6.7140 [2020-11-08 15:28:16,159][root][INFO] - ===> Epoch[927](2784/3): Loss -0.8058, Sem 0.0527, dir -0.9790, norm 0.1204, swav 0.0000 LR: 4.805e-02 Score 98.138 Data time: 0.1338, Forward time: 2.2756, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 5.7066 [2020-11-08 15:28:21,519][root][INFO] - ===> Epoch[928](2785/3): Loss -0.8018, Sem 0.0532, dir -0.9786, norm 0.1237, swav 0.0000 LR: 4.803e-02 Score 98.077 Data time: 0.1971, Forward time: 2.2755, Backward time: 3.1318, DDP time: 0.0037, Total iter time: 5.2681 [2020-11-08 15:28:27,263][root][INFO] - ===> Epoch[928](2786/3): Loss -0.8037, Sem 0.0563, dir -0.9801, norm 0.1201, swav 0.0000 LR: 4.801e-02 Score 98.065 Data time: 0.2046, Forward time: 2.2754, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 5.6421 [2020-11-08 15:28:32,234][root][INFO] - ===> Epoch[928](2787/3): Loss -0.7977, Sem 0.0578, dir -0.9777, norm 0.1222, swav 0.0000 LR: 4.799e-02 Score 97.950 Data time: 0.1574, Forward time: 2.2749, Backward time: 3.1318, DDP time: 0.0037, Total iter time: 4.8532 [2020-11-08 15:28:38,289][root][INFO] - ===> Epoch[929](2788/3): Loss -0.8191, Sem 0.0538, dir -0.9783, norm 0.1053, swav 0.0000 LR: 4.797e-02 Score 98.146 Data time: 0.2765, Forward time: 2.2751, Backward time: 3.1318, DDP time: 0.0037, Total iter time: 5.9802 [2020-11-08 15:28:45,510][root][INFO] - ===> Epoch[929](2789/3): Loss -0.7994, Sem 0.0547, dir -0.9787, norm 0.1245, swav 0.0000 LR: 4.795e-02 Score 98.050 Data time: 0.2252, Forward time: 2.2749, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 7.0929 [2020-11-08 15:28:50,638][root][INFO] - ===> Epoch[929](2790/3): Loss -0.8138, Sem 0.0534, dir -0.9812, norm 0.1140, swav 0.0000 LR: 4.793e-02 Score 98.078 Data time: 0.1767, Forward time: 2.2745, Backward time: 3.1328, DDP time: 0.0037, Total iter time: 5.0159 [2020-11-08 15:28:57,292][root][INFO] - ===> Epoch[930](2791/3): Loss -0.8175, Sem 0.0528, dir -0.9825, norm 0.1121, swav 0.0000 LR: 4.791e-02 Score 98.092 Data time: 0.2981, Forward time: 2.2749, Backward time: 3.1330, DDP time: 0.0037, Total iter time: 6.5588 [2020-11-08 15:29:02,843][root][INFO] - ===> Epoch[930](2792/3): Loss -0.8058, Sem 0.0527, dir -0.9779, norm 0.1195, swav 0.0000 LR: 4.789e-02 Score 98.129 Data time: 0.2282, Forward time: 2.2751, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 5.4148 [2020-11-08 15:29:07,891][root][INFO] - ===> Epoch[930](2793/3): Loss -0.8046, Sem 0.0590, dir -0.9800, norm 0.1164, swav 0.0000 LR: 4.787e-02 Score 97.881 Data time: 0.1804, Forward time: 2.2748, Backward time: 3.1323, DDP time: 0.0037, Total iter time: 4.9171 [2020-11-08 15:29:13,564][root][INFO] - ===> Epoch[931](2794/3): Loss -0.8106, Sem 0.0499, dir -0.9782, norm 0.1176, swav 0.0000 LR: 4.785e-02 Score 98.229 Data time: 0.2783, Forward time: 2.2753, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 5.6141 [2020-11-08 15:29:18,351][root][INFO] - ===> Epoch[931](2795/3): Loss -0.8047, Sem 0.0544, dir -0.9791, norm 0.1200, swav 0.0000 LR: 4.783e-02 Score 98.028 Data time: 0.1762, Forward time: 2.2751, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 4.6597 [2020-11-08 15:29:23,122][root][INFO] - ===> Epoch[931](2796/3): Loss -0.8077, Sem 0.0582, dir -0.9789, norm 0.1130, swav 0.0000 LR: 4.781e-02 Score 97.909 Data time: 0.2261, Forward time: 2.2752, Backward time: 3.1303, DDP time: 0.0037, Total iter time: 4.6855 [2020-11-08 15:29:30,521][root][INFO] - ===> Epoch[932](2797/3): Loss -0.8102, Sem 0.0519, dir -0.9805, norm 0.1185, swav 0.0000 LR: 4.780e-02 Score 98.148 Data time: 0.2848, Forward time: 2.2758, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 7.2781 [2020-11-08 15:29:37,318][root][INFO] - ===> Epoch[932](2798/3): Loss -0.7946, Sem 0.0534, dir -0.9762, norm 0.1282, swav 0.0000 LR: 4.778e-02 Score 98.139 Data time: 0.2858, Forward time: 2.2760, Backward time: 3.1314, DDP time: 0.0037, Total iter time: 6.6680 [2020-11-08 15:29:42,986][root][INFO] - ===> Epoch[932](2799/3): Loss -0.8153, Sem 0.0532, dir -0.9821, norm 0.1136, swav 0.0000 LR: 4.776e-02 Score 98.071 Data time: 0.2218, Forward time: 2.2762, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 5.5447 [2020-11-08 15:29:48,942][root][INFO] - ===> Epoch[933](2800/3): Loss -0.7989, Sem 0.0608, dir -0.9790, norm 0.1193, swav 0.0000 LR: 4.774e-02 Score 97.843 Data time: 0.1678, Forward time: 2.2758, Backward time: 3.1315, DDP time: 0.0037, Total iter time: 5.8271 [2020-11-08 15:29:55,001][root][INFO] - ===> Epoch[933](2801/3): Loss -0.7918, Sem 0.0578, dir -0.9780, norm 0.1283, swav 0.0000 LR: 4.772e-02 Score 97.938 Data time: 0.1694, Forward time: 2.2755, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 5.9816 [2020-11-08 15:30:00,545][root][INFO] - ===> Epoch[933](2802/3): Loss -0.7915, Sem 0.0654, dir -0.9787, norm 0.1218, swav 0.0000 LR: 4.770e-02 Score 97.753 Data time: 0.1474, Forward time: 2.2749, Backward time: 3.1325, DDP time: 0.0037, Total iter time: 5.4416 [2020-11-08 15:30:07,310][root][INFO] - ===> Epoch[934](2803/3): Loss -0.8107, Sem 0.0502, dir -0.9794, norm 0.1185, swav 0.0000 LR: 4.768e-02 Score 98.201 Data time: 0.2572, Forward time: 2.2752, Backward time: 3.1328, DDP time: 0.0037, Total iter time: 6.6905 [2020-11-08 15:30:11,756][root][INFO] - ===> Epoch[934](2804/3): Loss -0.7978, Sem 0.0598, dir -0.9803, norm 0.1227, swav 0.0000 LR: 4.766e-02 Score 97.901 Data time: 0.2088, Forward time: 2.2750, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 4.3053 [2020-11-08 15:30:19,489][root][INFO] - ===> Epoch[934](2805/3): Loss -0.7860, Sem 0.0577, dir -0.9760, norm 0.1322, swav 0.0000 LR: 4.764e-02 Score 98.008 Data time: 0.3949, Forward time: 2.2762, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 7.6305 [2020-11-08 15:30:24,830][root][INFO] - ===> Epoch[935](2806/3): Loss -0.7970, Sem 0.0569, dir -0.9794, norm 0.1255, swav 0.0000 LR: 4.762e-02 Score 97.975 Data time: 0.2143, Forward time: 2.2763, Backward time: 3.1317, DDP time: 0.0037, Total iter time: 5.2089 [2020-11-08 15:30:30,139][root][INFO] - ===> Epoch[935](2807/3): Loss -0.8045, Sem 0.0545, dir -0.9799, norm 0.1209, swav 0.0000 LR: 4.760e-02 Score 98.043 Data time: 0.2409, Forward time: 2.2765, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 5.1604 [2020-11-08 15:30:35,911][root][INFO] - ===> Epoch[935](2808/3): Loss -0.8110, Sem 0.0540, dir -0.9780, norm 0.1130, swav 0.0000 LR: 4.758e-02 Score 98.088 Data time: 0.1529, Forward time: 2.2760, Backward time: 3.1316, DDP time: 0.0037, Total iter time: 5.6294 [2020-11-08 15:30:40,364][root][INFO] - ===> Epoch[936](2809/3): Loss -0.8115, Sem 0.0520, dir -0.9825, norm 0.1191, swav 0.0000 LR: 4.756e-02 Score 98.145 Data time: 0.2101, Forward time: 2.2761, Backward time: 3.1306, DDP time: 0.0037, Total iter time: 4.3786 [2020-11-08 15:30:46,310][root][INFO] - ===> Epoch[936](2810/3): Loss -0.8039, Sem 0.0541, dir -0.9782, norm 0.1202, swav 0.0000 LR: 4.754e-02 Score 98.054 Data time: 0.1850, Forward time: 2.2758, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 5.8399 [2020-11-08 15:30:51,829][root][INFO] - ===> Epoch[936](2811/3): Loss -0.8216, Sem 0.0453, dir -0.9805, norm 0.1137, swav 0.0000 LR: 4.752e-02 Score 98.371 Data time: 0.2844, Forward time: 2.2761, Backward time: 3.1304, DDP time: 0.0037, Total iter time: 5.4227 [2020-11-08 15:30:58,101][root][INFO] - ===> Epoch[937](2812/3): Loss -0.8060, Sem 0.0577, dir -0.9803, norm 0.1166, swav 0.0000 LR: 4.750e-02 Score 97.951 Data time: 0.2251, Forward time: 2.2761, Backward time: 3.1307, DDP time: 0.0037, Total iter time: 6.1454 [2020-11-08 15:31:05,359][root][INFO] - ===> Epoch[937](2813/3): Loss -0.8092, Sem 0.0490, dir -0.9788, norm 0.1206, swav 0.0000 LR: 4.748e-02 Score 98.270 Data time: 0.1169, Forward time: 2.2753, Backward time: 3.1327, DDP time: 0.0037, Total iter time: 7.1215 [2020-11-08 15:31:10,702][root][INFO] - ===> Epoch[937](2814/3): Loss -0.8157, Sem 0.0553, dir -0.9809, norm 0.1099, swav 0.0000 LR: 4.746e-02 Score 97.991 Data time: 0.2423, Forward time: 2.2754, Backward time: 3.1323, DDP time: 0.0037, Total iter time: 5.1641 [2020-11-08 15:31:17,159][root][INFO] - ===> Epoch[938](2815/3): Loss -0.8127, Sem 0.0559, dir -0.9818, norm 0.1133, swav 0.0000 LR: 4.744e-02 Score 97.976 Data time: 0.3163, Forward time: 2.2763, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 6.3362 [2020-11-08 15:31:23,520][root][INFO] - ===> Epoch[938](2816/3): Loss -0.8207, Sem 0.0465, dir -0.9805, norm 0.1134, swav 0.0000 LR: 4.742e-02 Score 98.340 Data time: 0.1577, Forward time: 2.2759, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 6.2316 [2020-11-08 15:31:30,082][root][INFO] - ===> Epoch[938](2817/3): Loss -0.8128, Sem 0.0580, dir -0.9835, norm 0.1127, swav 0.0000 LR: 4.740e-02 Score 97.866 Data time: 0.2809, Forward time: 2.2761, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 6.4540 [2020-11-08 15:31:36,345][root][INFO] - ===> Epoch[939](2818/3): Loss -0.8113, Sem 0.0540, dir -0.9781, norm 0.1128, swav 0.0000 LR: 4.738e-02 Score 98.203 Data time: 0.1833, Forward time: 2.2759, Backward time: 3.1334, DDP time: 0.0037, Total iter time: 6.1435 [2020-11-08 15:31:43,191][root][INFO] - ===> Epoch[939](2819/3): Loss -0.8132, Sem 0.0526, dir -0.9810, norm 0.1152, swav 0.0000 LR: 4.737e-02 Score 98.124 Data time: 0.1622, Forward time: 2.2756, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 6.7587 [2020-11-08 15:31:47,609][root][INFO] - ===> Epoch[939](2820/3): Loss -0.8112, Sem 0.0534, dir -0.9799, norm 0.1152, swav 0.0000 LR: 4.735e-02 Score 98.088 Data time: 0.1641, Forward time: 2.2752, Backward time: 3.1340, DDP time: 0.0037, Total iter time: 4.3267 [2020-11-08 15:31:53,310][root][INFO] - ===> Epoch[940](2821/3): Loss -0.8188, Sem 0.0493, dir -0.9774, norm 0.1094, swav 0.0000 LR: 4.733e-02 Score 98.239 Data time: 0.1871, Forward time: 2.2750, Backward time: 3.1341, DDP time: 0.0037, Total iter time: 5.6365 [2020-11-08 15:31:58,206][root][INFO] - ===> Epoch[940](2822/3): Loss -0.8101, Sem 0.0545, dir -0.9812, norm 0.1166, swav 0.0000 LR: 4.731e-02 Score 98.058 Data time: 0.1915, Forward time: 2.2748, Backward time: 3.1336, DDP time: 0.0037, Total iter time: 4.7932 [2020-11-08 15:32:03,972][root][INFO] - ===> Epoch[940](2823/3): Loss -0.8145, Sem 0.0518, dir -0.9815, norm 0.1152, swav 0.0000 LR: 4.729e-02 Score 98.143 Data time: 0.2187, Forward time: 2.2749, Backward time: 3.1335, DDP time: 0.0037, Total iter time: 5.6700 [2020-11-08 15:32:10,811][root][INFO] - ===> Epoch[941](2824/3): Loss -0.8148, Sem 0.0525, dir -0.9798, norm 0.1124, swav 0.0000 LR: 4.727e-02 Score 98.100 Data time: 0.1628, Forward time: 2.2745, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 6.6978 [2020-11-08 15:32:16,140][root][INFO] - ===> Epoch[941](2825/3): Loss -0.7933, Sem 0.0556, dir -0.9783, norm 0.1294, swav 0.0000 LR: 4.725e-02 Score 98.049 Data time: 0.1796, Forward time: 2.2742, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 5.2235 [2020-11-08 15:32:21,605][root][INFO] - ===> Epoch[941](2826/3): Loss -0.8102, Sem 0.0549, dir -0.9794, norm 0.1144, swav 0.0000 LR: 4.723e-02 Score 98.021 Data time: 0.2479, Forward time: 2.2743, Backward time: 3.1342, DDP time: 0.0037, Total iter time: 5.3517 [2020-11-08 15:32:27,681][root][INFO] - ===> Epoch[942](2827/3): Loss -0.8069, Sem 0.0517, dir -0.9815, norm 0.1228, swav 0.0000 LR: 4.721e-02 Score 98.142 Data time: 0.1715, Forward time: 2.2739, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 5.9649 [2020-11-08 15:32:32,742][root][INFO] - ===> Epoch[942](2828/3): Loss -0.7923, Sem 0.0592, dir -0.9777, norm 0.1262, swav 0.0000 LR: 4.719e-02 Score 97.883 Data time: 0.2432, Forward time: 2.2740, Backward time: 3.1340, DDP time: 0.0037, Total iter time: 4.9448 [2020-11-08 15:32:39,372][root][INFO] - ===> Epoch[942](2829/3): Loss -0.8101, Sem 0.0541, dir -0.9793, norm 0.1150, swav 0.0000 LR: 4.717e-02 Score 98.080 Data time: 0.1670, Forward time: 2.2737, Backward time: 3.1349, DDP time: 0.0037, Total iter time: 6.5216 [2020-11-08 15:32:43,975][root][INFO] - ===> Epoch[943](2830/3): Loss -0.8111, Sem 0.0496, dir -0.9777, norm 0.1170, swav 0.0000 LR: 4.715e-02 Score 98.200 Data time: 0.2014, Forward time: 2.2736, Backward time: 3.1341, DDP time: 0.0037, Total iter time: 4.4952 [2020-11-08 15:32:50,853][root][INFO] - ===> Epoch[943](2831/3): Loss -0.8145, Sem 0.0471, dir -0.9809, norm 0.1192, swav 0.0000 LR: 4.713e-02 Score 98.308 Data time: 0.1842, Forward time: 2.2733, Backward time: 3.1351, DDP time: 0.0037, Total iter time: 6.7628 [2020-11-08 15:32:56,098][root][INFO] - ===> Epoch[943](2832/3): Loss -0.8014, Sem 0.0544, dir -0.9778, norm 0.1220, swav 0.0000 LR: 4.711e-02 Score 98.022 Data time: 0.2174, Forward time: 2.2733, Backward time: 3.1348, DDP time: 0.0037, Total iter time: 5.1431 [2020-11-08 15:33:01,793][root][INFO] - ===> Epoch[944](2833/3): Loss -0.8025, Sem 0.0557, dir -0.9793, norm 0.1211, swav 0.0000 LR: 4.709e-02 Score 97.978 Data time: 0.2165, Forward time: 2.2734, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 5.5694 [2020-11-08 15:33:08,023][root][INFO] - ===> Epoch[944](2834/3): Loss -0.8169, Sem 0.0524, dir -0.9791, norm 0.1097, swav 0.0000 LR: 4.707e-02 Score 98.157 Data time: 0.1819, Forward time: 2.2730, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 6.0936 [2020-11-08 15:33:13,927][root][INFO] - ===> Epoch[944](2835/3): Loss -0.7981, Sem 0.0561, dir -0.9813, norm 0.1271, swav 0.0000 LR: 4.705e-02 Score 98.000 Data time: 0.1780, Forward time: 2.2727, Backward time: 3.1356, DDP time: 0.0037, Total iter time: 5.7929 [2020-11-08 15:33:18,948][root][INFO] - ===> Epoch[945](2836/3): Loss -0.8104, Sem 0.0503, dir -0.9761, norm 0.1153, swav 0.0000 LR: 4.703e-02 Score 98.228 Data time: 0.2020, Forward time: 2.2726, Backward time: 3.1351, DDP time: 0.0037, Total iter time: 4.9438 [2020-11-08 15:33:24,046][root][INFO] - ===> Epoch[945](2837/3): Loss -0.8066, Sem 0.0515, dir -0.9810, norm 0.1229, swav 0.0000 LR: 4.701e-02 Score 98.126 Data time: 0.2425, Forward time: 2.2726, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 4.9761 [2020-11-08 15:33:29,295][root][INFO] - ===> Epoch[945](2838/3): Loss -0.8161, Sem 0.0534, dir -0.9824, norm 0.1129, swav 0.0000 LR: 4.699e-02 Score 98.087 Data time: 0.1595, Forward time: 2.2720, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 5.1251 [2020-11-08 15:33:35,393][root][INFO] - ===> Epoch[946](2839/3): Loss -0.8096, Sem 0.0507, dir -0.9782, norm 0.1179, swav 0.0000 LR: 4.697e-02 Score 98.151 Data time: 0.1382, Forward time: 2.2713, Backward time: 3.1356, DDP time: 0.0037, Total iter time: 6.0137 [2020-11-08 15:33:40,994][root][INFO] - ===> Epoch[946](2840/3): Loss -0.8229, Sem 0.0487, dir -0.9813, norm 0.1097, swav 0.0000 LR: 4.695e-02 Score 98.224 Data time: 0.2665, Forward time: 2.2717, Backward time: 3.1351, DDP time: 0.0037, Total iter time: 5.5224 [2020-11-08 15:33:45,923][root][INFO] - ===> Epoch[946](2841/3): Loss -0.8175, Sem 0.0485, dir -0.9802, norm 0.1142, swav 0.0000 LR: 4.693e-02 Score 98.289 Data time: 0.2405, Forward time: 2.2719, Backward time: 3.1342, DDP time: 0.0037, Total iter time: 4.7866 [2020-11-08 15:33:52,293][root][INFO] - ===> Epoch[947](2842/3): Loss -0.8037, Sem 0.0537, dir -0.9786, norm 0.1212, swav 0.0000 LR: 4.692e-02 Score 98.055 Data time: 0.2199, Forward time: 2.2720, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 6.2521 [2020-11-08 15:33:58,678][root][INFO] - ===> Epoch[947](2843/3): Loss -0.8122, Sem 0.0531, dir -0.9781, norm 0.1127, swav 0.0000 LR: 4.690e-02 Score 98.096 Data time: 0.1594, Forward time: 2.2715, Backward time: 3.1354, DDP time: 0.0037, Total iter time: 6.2681 [2020-11-08 15:34:04,367][root][INFO] - ===> Epoch[947](2844/3): Loss -0.8023, Sem 0.0511, dir -0.9784, norm 0.1250, swav 0.0000 LR: 4.688e-02 Score 98.181 Data time: 0.1995, Forward time: 2.2714, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 5.6099 [2020-11-08 15:34:10,286][root][INFO] - ===> Epoch[948](2845/3): Loss -0.8220, Sem 0.0540, dir -0.9836, norm 0.1076, swav 0.0000 LR: 4.686e-02 Score 98.080 Data time: 0.2831, Forward time: 2.2719, Backward time: 3.1351, DDP time: 0.0037, Total iter time: 5.8114 [2020-11-08 15:34:16,923][root][INFO] - ===> Epoch[948](2846/3): Loss -0.8042, Sem 0.0517, dir -0.9803, norm 0.1244, swav 0.0000 LR: 4.684e-02 Score 98.143 Data time: 0.1676, Forward time: 2.2716, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 6.5111 [2020-11-08 15:34:23,586][root][INFO] - ===> Epoch[948](2847/3): Loss -0.8130, Sem 0.0564, dir -0.9792, norm 0.1098, swav 0.0000 LR: 4.682e-02 Score 98.065 Data time: 0.1222, Forward time: 2.2709, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 6.5606 [2020-11-08 15:34:29,996][root][INFO] - ===> Epoch[949](2848/3): Loss -0.8220, Sem 0.0481, dir -0.9807, norm 0.1106, swav 0.0000 LR: 4.680e-02 Score 98.277 Data time: 0.1704, Forward time: 2.2705, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 6.3443 [2020-11-08 15:34:35,094][root][INFO] - ===> Epoch[949](2849/3): Loss -0.8059, Sem 0.0532, dir -0.9784, norm 0.1194, swav 0.0000 LR: 4.678e-02 Score 98.107 Data time: 0.1617, Forward time: 2.2701, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 5.0404 [2020-11-08 15:34:40,104][root][INFO] - ===> Epoch[949](2850/3): Loss -0.8161, Sem 0.0525, dir -0.9814, norm 0.1128, swav 0.0000 LR: 4.676e-02 Score 98.111 Data time: 0.1833, Forward time: 2.2699, Backward time: 3.1379, DDP time: 0.0037, Total iter time: 4.9385 [2020-11-08 15:34:45,005][root][INFO] - ===> Epoch[950](2851/3): Loss -0.8003, Sem 0.0563, dir -0.9769, norm 0.1204, swav 0.0000 LR: 4.674e-02 Score 98.002 Data time: 0.2083, Forward time: 2.2698, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 4.8071 [2020-11-08 15:34:50,381][root][INFO] - ===> Epoch[950](2852/3): Loss -0.8094, Sem 0.0527, dir -0.9809, norm 0.1188, swav 0.0000 LR: 4.672e-02 Score 98.109 Data time: 0.2354, Forward time: 2.2698, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 5.2711 [2020-11-08 15:34:56,031][root][INFO] - ===> Epoch[950](2853/3): Loss -0.7986, Sem 0.0518, dir -0.9793, norm 0.1289, swav 0.0000 LR: 4.670e-02 Score 98.142 Data time: 0.1366, Forward time: 2.2693, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 5.5264 [2020-11-08 15:35:02,183][root][INFO] - ===> Epoch[951](2854/3): Loss -0.8147, Sem 0.0512, dir -0.9821, norm 0.1162, swav 0.0000 LR: 4.668e-02 Score 98.141 Data time: 0.1565, Forward time: 2.2688, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 6.0667 [2020-11-08 15:35:07,920][root][INFO] - ===> Epoch[951](2855/3): Loss -0.8084, Sem 0.0539, dir -0.9793, norm 0.1171, swav 0.0000 LR: 4.666e-02 Score 98.072 Data time: 0.1926, Forward time: 2.2687, Backward time: 3.1383, DDP time: 0.0037, Total iter time: 5.6568 [2020-11-08 15:35:14,044][root][INFO] - ===> Epoch[951](2856/3): Loss -0.8026, Sem 0.0559, dir -0.9797, norm 0.1212, swav 0.0000 LR: 4.664e-02 Score 97.982 Data time: 0.1395, Forward time: 2.2680, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 6.0107 [2020-11-08 15:35:20,787][root][INFO] - ===> Epoch[952](2857/3): Loss -0.8093, Sem 0.0534, dir -0.9799, norm 0.1172, swav 0.0000 LR: 4.662e-02 Score 98.075 Data time: 0.1892, Forward time: 2.2676, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 6.6713 [2020-11-08 15:35:26,293][root][INFO] - ===> Epoch[952](2858/3): Loss -0.8084, Sem 0.0476, dir -0.9787, norm 0.1227, swav 0.0000 LR: 4.660e-02 Score 98.319 Data time: 0.1962, Forward time: 2.2675, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 5.4002 [2020-11-08 15:35:32,161][root][INFO] - ===> Epoch[952](2859/3): Loss -0.7947, Sem 0.0526, dir -0.9754, norm 0.1281, swav 0.0000 LR: 4.658e-02 Score 98.104 Data time: 0.1658, Forward time: 2.2672, Backward time: 3.1406, DDP time: 0.0037, Total iter time: 5.7343 [2020-11-08 15:35:38,233][root][INFO] - ===> Epoch[953](2860/3): Loss -0.8224, Sem 0.0517, dir -0.9819, norm 0.1078, swav 0.0000 LR: 4.656e-02 Score 98.146 Data time: 0.1400, Forward time: 2.2666, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 5.9545 [2020-11-08 15:35:43,490][root][INFO] - ===> Epoch[953](2861/3): Loss -0.7949, Sem 0.0577, dir -0.9797, norm 0.1270, swav 0.0000 LR: 4.654e-02 Score 97.926 Data time: 0.2263, Forward time: 2.2666, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 5.1616 [2020-11-08 15:35:49,446][root][INFO] - ===> Epoch[953](2862/3): Loss -0.8051, Sem 0.0503, dir -0.9782, norm 0.1228, swav 0.0000 LR: 4.652e-02 Score 98.211 Data time: 0.2431, Forward time: 2.2668, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.8259 [2020-11-08 15:35:56,107][root][INFO] - ===> Epoch[954](2863/3): Loss -0.8144, Sem 0.0489, dir -0.9800, norm 0.1167, swav 0.0000 LR: 4.650e-02 Score 98.218 Data time: 0.2295, Forward time: 2.2668, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 6.5457 [2020-11-08 15:36:02,360][root][INFO] - ===> Epoch[954](2864/3): Loss -0.8124, Sem 0.0463, dir -0.9772, norm 0.1185, swav 0.0000 LR: 4.648e-02 Score 98.355 Data time: 0.2883, Forward time: 2.2674, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 6.1347 [2020-11-08 15:36:07,360][root][INFO] - ===> Epoch[954](2865/3): Loss -0.8182, Sem 0.0559, dir -0.9830, norm 0.1090, swav 0.0000 LR: 4.646e-02 Score 97.975 Data time: 0.2199, Forward time: 2.2675, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 4.8635 [2020-11-08 15:36:13,519][root][INFO] - ===> Epoch[955](2866/3): Loss -0.8261, Sem 0.0502, dir -0.9836, norm 0.1072, swav 0.0000 LR: 4.645e-02 Score 98.176 Data time: 0.2367, Forward time: 2.2677, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 6.0514 [2020-11-08 15:36:20,086][root][INFO] - ===> Epoch[955](2867/3): Loss -0.8255, Sem 0.0485, dir -0.9806, norm 0.1066, swav 0.0000 LR: 4.643e-02 Score 98.249 Data time: 0.2918, Forward time: 2.2679, Backward time: 3.1406, DDP time: 0.0037, Total iter time: 6.4472 [2020-11-08 15:36:25,891][root][INFO] - ===> Epoch[955](2868/3): Loss -0.8022, Sem 0.0575, dir -0.9787, norm 0.1191, swav 0.0000 LR: 4.641e-02 Score 98.030 Data time: 0.2845, Forward time: 2.2684, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 5.6835 [2020-11-08 15:36:31,792][root][INFO] - ===> Epoch[956](2869/3): Loss -0.8114, Sem 0.0494, dir -0.9794, norm 0.1185, swav 0.0000 LR: 4.639e-02 Score 98.230 Data time: 0.2187, Forward time: 2.2685, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 5.7891 [2020-11-08 15:36:37,215][root][INFO] - ===> Epoch[956](2870/3): Loss -0.8036, Sem 0.0524, dir -0.9787, norm 0.1227, swav 0.0000 LR: 4.637e-02 Score 98.135 Data time: 0.2090, Forward time: 2.2685, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.3130 [2020-11-08 15:36:43,241][root][INFO] - ===> Epoch[956](2871/3): Loss -0.8031, Sem 0.0518, dir -0.9790, norm 0.1240, swav 0.0000 LR: 4.635e-02 Score 98.150 Data time: 0.2185, Forward time: 2.2685, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.9199 [2020-11-08 15:36:49,314][root][INFO] - ===> Epoch[957](2872/3): Loss -0.8204, Sem 0.0514, dir -0.9822, norm 0.1103, swav 0.0000 LR: 4.633e-02 Score 98.183 Data time: 0.2467, Forward time: 2.2685, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 5.9513 [2020-11-08 15:36:53,727][root][INFO] - ===> Epoch[957](2873/3): Loss -0.8119, Sem 0.0542, dir -0.9794, norm 0.1132, swav 0.0000 LR: 4.631e-02 Score 98.067 Data time: 0.1942, Forward time: 2.2683, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 4.3116 [2020-11-08 15:36:59,422][root][INFO] - ===> Epoch[957](2874/3): Loss -0.8144, Sem 0.0543, dir -0.9832, norm 0.1145, swav 0.0000 LR: 4.629e-02 Score 98.014 Data time: 0.1862, Forward time: 2.2680, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 5.6053 [2020-11-08 15:37:05,902][root][INFO] - ===> Epoch[958](2875/3): Loss -0.8111, Sem 0.0522, dir -0.9792, norm 0.1158, swav 0.0000 LR: 4.627e-02 Score 98.138 Data time: 0.1924, Forward time: 2.2678, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 6.3930 [2020-11-08 15:37:13,368][root][INFO] - ===> Epoch[958](2876/3): Loss -0.8113, Sem 0.0471, dir -0.9824, norm 0.1239, swav 0.0000 LR: 4.625e-02 Score 98.299 Data time: 0.2050, Forward time: 2.2678, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 7.3886 [2020-11-08 15:37:18,796][root][INFO] - ===> Epoch[958](2877/3): Loss -0.8033, Sem 0.0517, dir -0.9758, norm 0.1208, swav 0.0000 LR: 4.623e-02 Score 98.128 Data time: 0.2475, Forward time: 2.2681, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.3087 [2020-11-08 15:37:23,938][root][INFO] - ===> Epoch[959](2878/3): Loss -0.8094, Sem 0.0566, dir -0.9788, norm 0.1127, swav 0.0000 LR: 4.621e-02 Score 97.994 Data time: 0.2186, Forward time: 2.2680, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 5.0224 [2020-11-08 15:37:28,841][root][INFO] - ===> Epoch[959](2879/3): Loss -0.8056, Sem 0.0529, dir -0.9772, norm 0.1188, swav 0.0000 LR: 4.619e-02 Score 98.108 Data time: 0.4707, Forward time: 2.2681, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 4.7944 [2020-11-08 15:37:36,718][root][INFO] - ===> Epoch[959](2880/3): Loss -0.8126, Sem 0.0531, dir -0.9828, norm 0.1171, swav 0.0000 LR: 4.617e-02 Score 98.101 Data time: 0.4100, Forward time: 2.2693, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 7.7624 [2020-11-08 15:37:42,418][root][INFO] - ===> Epoch[960](2881/3): Loss -0.8086, Sem 0.0521, dir -0.9810, norm 0.1203, swav 0.0000 LR: 4.615e-02 Score 98.129 Data time: 0.2714, Forward time: 2.2699, Backward time: 3.1388, DDP time: 0.0037, Total iter time: 5.5520 [2020-11-08 15:37:48,362][root][INFO] - ===> Epoch[960](2882/3): Loss -0.8061, Sem 0.0511, dir -0.9784, norm 0.1211, swav 0.0000 LR: 4.613e-02 Score 98.204 Data time: 0.2920, Forward time: 2.2705, Backward time: 3.1383, DDP time: 0.0037, Total iter time: 5.8322 [2020-11-08 15:37:55,898][root][INFO] - ===> Epoch[960](2883/3): Loss -0.8078, Sem 0.0517, dir -0.9779, norm 0.1183, swav 0.0000 LR: 4.611e-02 Score 98.203 Data time: 0.2469, Forward time: 2.2708, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 7.4207 [2020-11-08 15:38:01,615][root][INFO] - ===> Epoch[961](2884/3): Loss -0.8177, Sem 0.0536, dir -0.9819, norm 0.1107, swav 0.0000 LR: 4.609e-02 Score 98.058 Data time: 0.1985, Forward time: 2.2706, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 5.6166 [2020-11-08 15:38:06,503][root][INFO] - ===> Epoch[961](2885/3): Loss -0.8102, Sem 0.0534, dir -0.9811, norm 0.1175, swav 0.0000 LR: 4.607e-02 Score 98.093 Data time: 0.2398, Forward time: 2.2708, Backward time: 3.1386, DDP time: 0.0037, Total iter time: 4.8171 [2020-11-08 15:38:12,763][root][INFO] - ===> Epoch[961](2886/3): Loss -0.8061, Sem 0.0543, dir -0.9800, norm 0.1196, swav 0.0000 LR: 4.605e-02 Score 98.045 Data time: 0.3088, Forward time: 2.2714, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 6.1614 [2020-11-08 15:38:17,476][root][INFO] - ===> Epoch[962](2887/3): Loss -0.8201, Sem 0.0470, dir -0.9805, norm 0.1134, swav 0.0000 LR: 4.603e-02 Score 98.304 Data time: 0.2532, Forward time: 2.2715, Backward time: 3.1373, DDP time: 0.0037, Total iter time: 4.5984 [2020-11-08 15:38:23,793][root][INFO] - ===> Epoch[962](2888/3): Loss -0.8112, Sem 0.0587, dir -0.9816, norm 0.1117, swav 0.0000 LR: 4.601e-02 Score 97.912 Data time: 0.1459, Forward time: 2.2711, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 6.2219 [2020-11-08 15:38:29,236][root][INFO] - ===> Epoch[962](2889/3): Loss -0.8105, Sem 0.0484, dir -0.9795, norm 0.1205, swav 0.0000 LR: 4.599e-02 Score 98.271 Data time: 0.2200, Forward time: 2.2712, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 5.3993 [2020-11-08 15:38:35,168][root][INFO] - ===> Epoch[963](2890/3): Loss -0.8069, Sem 0.0506, dir -0.9773, norm 0.1198, swav 0.0000 LR: 4.597e-02 Score 98.166 Data time: 0.1722, Forward time: 2.2709, Backward time: 3.1381, DDP time: 0.0037, Total iter time: 5.8287 [2020-11-08 15:38:39,636][root][INFO] - ===> Epoch[963](2891/3): Loss -0.8019, Sem 0.0521, dir -0.9755, norm 0.1215, swav 0.0000 LR: 4.595e-02 Score 98.137 Data time: 0.2065, Forward time: 2.2708, Backward time: 3.1373, DDP time: 0.0037, Total iter time: 4.3766 [2020-11-08 15:38:44,379][root][INFO] - ===> Epoch[963](2892/3): Loss -0.8097, Sem 0.0543, dir -0.9811, norm 0.1171, swav 0.0000 LR: 4.594e-02 Score 98.080 Data time: 0.2486, Forward time: 2.2708, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 4.6405 [2020-11-08 15:38:50,862][root][INFO] - ===> Epoch[964](2893/3): Loss -0.8086, Sem 0.0487, dir -0.9798, norm 0.1225, swav 0.0000 LR: 4.592e-02 Score 98.255 Data time: 0.1787, Forward time: 2.2703, Backward time: 3.1375, DDP time: 0.0037, Total iter time: 6.3675 [2020-11-08 15:38:56,504][root][INFO] - ===> Epoch[964](2894/3): Loss -0.8137, Sem 0.0484, dir -0.9783, norm 0.1162, swav 0.0000 LR: 4.590e-02 Score 98.287 Data time: 0.1819, Forward time: 2.2701, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 5.5549 [2020-11-08 15:39:02,878][root][INFO] - ===> Epoch[964](2895/3): Loss -0.8006, Sem 0.0552, dir -0.9801, norm 0.1243, swav 0.0000 LR: 4.588e-02 Score 98.008 Data time: 0.1813, Forward time: 2.2698, Backward time: 3.1383, DDP time: 0.0037, Total iter time: 6.2702 [2020-11-08 15:39:08,509][root][INFO] - ===> Epoch[965](2896/3): Loss -0.8109, Sem 0.0563, dir -0.9811, norm 0.1139, swav 0.0000 LR: 4.586e-02 Score 97.995 Data time: 0.2717, Forward time: 2.2702, Backward time: 3.1378, DDP time: 0.0037, Total iter time: 5.5631 [2020-11-08 15:39:14,837][root][INFO] - ===> Epoch[965](2897/3): Loss -0.7975, Sem 0.0531, dir -0.9751, norm 0.1245, swav 0.0000 LR: 4.584e-02 Score 98.121 Data time: 0.1510, Forward time: 2.2699, Backward time: 3.1385, DDP time: 0.0037, Total iter time: 6.2051 [2020-11-08 15:39:20,988][root][INFO] - ===> Epoch[965](2898/3): Loss -0.8112, Sem 0.0529, dir -0.9797, norm 0.1156, swav 0.0000 LR: 4.582e-02 Score 98.121 Data time: 0.1589, Forward time: 2.2693, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 6.0450 [2020-11-08 15:39:26,547][root][INFO] - ===> Epoch[966](2899/3): Loss -0.8054, Sem 0.0493, dir -0.9809, norm 0.1262, swav 0.0000 LR: 4.580e-02 Score 98.227 Data time: 0.3099, Forward time: 2.2697, Backward time: 3.1386, DDP time: 0.0037, Total iter time: 5.4835 [2020-11-08 15:39:32,692][root][INFO] - ===> Epoch[966](2900/3): Loss -0.8186, Sem 0.0482, dir -0.9811, norm 0.1143, swav 0.0000 LR: 4.578e-02 Score 98.265 Data time: 0.2222, Forward time: 2.2698, Backward time: 3.1387, DDP time: 0.0037, Total iter time: 6.0200 [2020-11-08 15:39:38,350][root][INFO] - ===> Epoch[966](2901/3): Loss -0.8218, Sem 0.0495, dir -0.9822, norm 0.1109, swav 0.0000 LR: 4.576e-02 Score 98.211 Data time: 0.2995, Forward time: 2.2703, Backward time: 3.1381, DDP time: 0.0037, Total iter time: 5.5415 [2020-11-08 15:39:42,748][root][INFO] - ===> Epoch[967](2902/3): Loss -0.8140, Sem 0.0532, dir -0.9807, norm 0.1135, swav 0.0000 LR: 4.574e-02 Score 98.116 Data time: 0.2065, Forward time: 2.2700, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 4.2636 [2020-11-08 15:39:48,860][root][INFO] - ===> Epoch[967](2903/3): Loss -0.8232, Sem 0.0467, dir -0.9775, norm 0.1076, swav 0.0000 LR: 4.572e-02 Score 98.296 Data time: 0.2556, Forward time: 2.2702, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 6.0366 [2020-11-08 15:39:55,279][root][INFO] - ===> Epoch[967](2904/3): Loss -0.8057, Sem 0.0530, dir -0.9827, norm 0.1240, swav 0.0000 LR: 4.570e-02 Score 98.077 Data time: 0.2402, Forward time: 2.2704, Backward time: 3.1376, DDP time: 0.0037, Total iter time: 6.2998 [2020-11-08 15:40:00,391][root][INFO] - ===> Epoch[968](2905/3): Loss -0.8081, Sem 0.0548, dir -0.9799, norm 0.1170, swav 0.0000 LR: 4.568e-02 Score 98.148 Data time: 0.2516, Forward time: 2.2706, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.0041 [2020-11-08 15:40:06,441][root][INFO] - ===> Epoch[968](2906/3): Loss -0.8001, Sem 0.0518, dir -0.9805, norm 0.1287, swav 0.0000 LR: 4.566e-02 Score 98.120 Data time: 0.2163, Forward time: 2.2708, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 5.9463 [2020-11-08 15:40:12,161][root][INFO] - ===> Epoch[968](2907/3): Loss -0.8296, Sem 0.0454, dir -0.9817, norm 0.1067, swav 0.0000 LR: 4.564e-02 Score 98.343 Data time: 0.2587, Forward time: 2.2709, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 5.6056 [2020-11-08 15:40:17,047][root][INFO] - ===> Epoch[969](2908/3): Loss -0.8105, Sem 0.0486, dir -0.9772, norm 0.1181, swav 0.0000 LR: 4.562e-02 Score 98.238 Data time: 0.1087, Forward time: 2.2701, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 4.7838 [2020-11-08 15:40:23,918][root][INFO] - ===> Epoch[969](2909/3): Loss -0.8233, Sem 0.0495, dir -0.9829, norm 0.1101, swav 0.0000 LR: 4.560e-02 Score 98.193 Data time: 0.2417, Forward time: 2.2704, Backward time: 3.1375, DDP time: 0.0037, Total iter time: 6.8165 [2020-11-08 15:40:29,136][root][INFO] - ===> Epoch[969](2910/3): Loss -0.8145, Sem 0.0501, dir -0.9790, norm 0.1144, swav 0.0000 LR: 4.558e-02 Score 98.227 Data time: 0.2040, Forward time: 2.2703, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 5.0909 [2020-11-08 15:40:35,033][root][INFO] - ===> Epoch[970](2911/3): Loss -0.8165, Sem 0.0531, dir -0.9792, norm 0.1096, swav 0.0000 LR: 4.556e-02 Score 98.097 Data time: 0.2232, Forward time: 2.2703, Backward time: 3.1371, DDP time: 0.0037, Total iter time: 5.8001 [2020-11-08 15:40:41,676][root][INFO] - ===> Epoch[970](2912/3): Loss -0.8143, Sem 0.0438, dir -0.9825, norm 0.1244, swav 0.0000 LR: 4.554e-02 Score 98.407 Data time: 0.2053, Forward time: 2.2703, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 6.5221 [2020-11-08 15:40:47,285][root][INFO] - ===> Epoch[970](2913/3): Loss -0.8024, Sem 0.0590, dir -0.9801, norm 0.1187, swav 0.0000 LR: 4.552e-02 Score 97.879 Data time: 0.1718, Forward time: 2.2701, Backward time: 3.1378, DDP time: 0.0037, Total iter time: 5.5073 [2020-11-08 15:40:52,737][root][INFO] - ===> Epoch[971](2914/3): Loss -0.8159, Sem 0.0491, dir -0.9780, norm 0.1130, swav 0.0000 LR: 4.550e-02 Score 98.257 Data time: 0.1961, Forward time: 2.2698, Backward time: 3.1378, DDP time: 0.0037, Total iter time: 5.3361 [2020-11-08 15:40:58,480][root][INFO] - ===> Epoch[971](2915/3): Loss -0.8064, Sem 0.0480, dir -0.9818, norm 0.1274, swav 0.0000 LR: 4.548e-02 Score 98.243 Data time: 0.2949, Forward time: 2.2703, Backward time: 3.1373, DDP time: 0.0037, Total iter time: 5.6191 [2020-11-08 15:41:03,652][root][INFO] - ===> Epoch[971](2916/3): Loss -0.8168, Sem 0.0519, dir -0.9824, norm 0.1137, swav 0.0000 LR: 4.546e-02 Score 98.114 Data time: 0.2327, Forward time: 2.2704, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 5.0326 [2020-11-08 15:41:09,643][root][INFO] - ===> Epoch[972](2917/3): Loss -0.8026, Sem 0.0518, dir -0.9803, norm 0.1259, swav 0.0000 LR: 4.544e-02 Score 98.125 Data time: 0.3239, Forward time: 2.2710, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 5.8673 [2020-11-08 15:41:17,342][root][INFO] - ===> Epoch[972](2918/3): Loss -0.8105, Sem 0.0517, dir -0.9777, norm 0.1155, swav 0.0000 LR: 4.542e-02 Score 98.140 Data time: 0.3999, Forward time: 2.2721, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 7.5747 [2020-11-08 15:41:23,008][root][INFO] - ===> Epoch[972](2919/3): Loss -0.8095, Sem 0.0561, dir -0.9827, norm 0.1171, swav 0.0000 LR: 4.541e-02 Score 97.956 Data time: 0.1349, Forward time: 2.2717, Backward time: 3.1368, DDP time: 0.0037, Total iter time: 5.5503 [2020-11-08 15:41:28,746][root][INFO] - ===> Epoch[973](2920/3): Loss -0.8144, Sem 0.0494, dir -0.9794, norm 0.1156, swav 0.0000 LR: 4.539e-02 Score 98.215 Data time: 0.2730, Forward time: 2.2721, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 5.6343 [2020-11-08 15:41:34,709][root][INFO] - ===> Epoch[973](2921/3): Loss -0.8175, Sem 0.0496, dir -0.9799, norm 0.1128, swav 0.0000 LR: 4.537e-02 Score 98.196 Data time: 0.1939, Forward time: 2.2720, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 5.8423 [2020-11-08 15:41:42,393][root][INFO] - ===> Epoch[973](2922/3): Loss -0.8118, Sem 0.0523, dir -0.9808, norm 0.1168, swav 0.0000 LR: 4.535e-02 Score 98.126 Data time: 0.1972, Forward time: 2.2718, Backward time: 3.1379, DDP time: 0.0037, Total iter time: 7.5803 [2020-11-08 15:41:47,661][root][INFO] - ===> Epoch[974](2923/3): Loss -0.8085, Sem 0.0541, dir -0.9816, norm 0.1190, swav 0.0000 LR: 4.533e-02 Score 97.990 Data time: 0.1628, Forward time: 2.2715, Backward time: 3.1379, DDP time: 0.0037, Total iter time: 5.1675 [2020-11-08 15:41:52,735][root][INFO] - ===> Epoch[974](2924/3): Loss -0.8231, Sem 0.0494, dir -0.9815, norm 0.1091, swav 0.0000 LR: 4.531e-02 Score 98.232 Data time: 0.1771, Forward time: 2.2711, Backward time: 3.1378, DDP time: 0.0037, Total iter time: 4.9874 [2020-11-08 15:41:58,490][root][INFO] - ===> Epoch[974](2925/3): Loss -0.8034, Sem 0.0528, dir -0.9794, norm 0.1232, swav 0.0000 LR: 4.529e-02 Score 98.108 Data time: 0.2636, Forward time: 2.2716, Backward time: 3.1373, DDP time: 0.0037, Total iter time: 5.6475 [2020-11-08 15:42:05,073][root][INFO] - ===> Epoch[975](2926/3): Loss -0.8283, Sem 0.0475, dir -0.9804, norm 0.1047, swav 0.0000 LR: 4.527e-02 Score 98.262 Data time: 0.1637, Forward time: 2.2713, Backward time: 3.1381, DDP time: 0.0037, Total iter time: 6.4576 [2020-11-08 15:42:10,291][root][INFO] - ===> Epoch[975](2927/3): Loss -0.8028, Sem 0.0519, dir -0.9819, norm 0.1271, swav 0.0000 LR: 4.525e-02 Score 98.146 Data time: 0.1341, Forward time: 2.2708, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 5.1045 [2020-11-08 15:42:17,148][root][INFO] - ===> Epoch[975](2928/3): Loss -0.8220, Sem 0.0529, dir -0.9826, norm 0.1076, swav 0.0000 LR: 4.523e-02 Score 98.119 Data time: 0.1422, Forward time: 2.2703, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 6.7647 [2020-11-08 15:42:23,138][root][INFO] - ===> Epoch[976](2929/3): Loss -0.8096, Sem 0.0510, dir -0.9808, norm 0.1202, swav 0.0000 LR: 4.521e-02 Score 98.178 Data time: 0.1671, Forward time: 2.2699, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.8945 [2020-11-08 15:42:28,634][root][INFO] - ===> Epoch[976](2930/3): Loss -0.8134, Sem 0.0509, dir -0.9791, norm 0.1147, swav 0.0000 LR: 4.519e-02 Score 98.142 Data time: 0.1608, Forward time: 2.2695, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 5.3962 [2020-11-08 15:42:34,760][root][INFO] - ===> Epoch[976](2931/3): Loss -0.8132, Sem 0.0519, dir -0.9787, norm 0.1135, swav 0.0000 LR: 4.517e-02 Score 98.116 Data time: 0.2319, Forward time: 2.2696, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 6.0224 [2020-11-08 15:42:41,414][root][INFO] - ===> Epoch[977](2932/3): Loss -0.8289, Sem 0.0489, dir -0.9840, norm 0.1062, swav 0.0000 LR: 4.515e-02 Score 98.285 Data time: 0.1820, Forward time: 2.2694, Backward time: 3.1410, DDP time: 0.0037, Total iter time: 6.5268 [2020-11-08 15:42:47,751][root][INFO] - ===> Epoch[977](2933/3): Loss -0.8123, Sem 0.0510, dir -0.9798, norm 0.1165, swav 0.0000 LR: 4.513e-02 Score 98.171 Data time: 0.1911, Forward time: 2.2691, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 6.2271 [2020-11-08 15:42:54,295][root][INFO] - ===> Epoch[977](2934/3): Loss -0.8234, Sem 0.0492, dir -0.9813, norm 0.1087, swav 0.0000 LR: 4.511e-02 Score 98.253 Data time: 0.2090, Forward time: 2.2691, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 6.4272 [2020-11-08 15:43:00,030][root][INFO] - ===> Epoch[978](2935/3): Loss -0.8076, Sem 0.0576, dir -0.9797, norm 0.1145, swav 0.0000 LR: 4.509e-02 Score 97.901 Data time: 0.1281, Forward time: 2.2685, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 5.6069 [2020-11-08 15:43:04,874][root][INFO] - ===> Epoch[978](2936/3): Loss -0.8137, Sem 0.0490, dir -0.9800, norm 0.1173, swav 0.0000 LR: 4.507e-02 Score 98.239 Data time: 0.2208, Forward time: 2.2685, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 4.7687 [2020-11-08 15:43:10,546][root][INFO] - ===> Epoch[978](2937/3): Loss -0.8239, Sem 0.0499, dir -0.9821, norm 0.1083, swav 0.0000 LR: 4.505e-02 Score 98.201 Data time: 0.2949, Forward time: 2.2689, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 5.5525 [2020-11-08 15:43:15,413][root][INFO] - ===> Epoch[979](2938/3): Loss -0.8030, Sem 0.0576, dir -0.9794, norm 0.1188, swav 0.0000 LR: 4.503e-02 Score 97.936 Data time: 0.2465, Forward time: 2.2691, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 4.7324 [2020-11-08 15:43:20,975][root][INFO] - ===> Epoch[979](2939/3): Loss -0.8298, Sem 0.0475, dir -0.9812, norm 0.1039, swav 0.0000 LR: 4.501e-02 Score 98.297 Data time: 0.3128, Forward time: 2.2694, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 5.4384 [2020-11-08 15:43:26,962][root][INFO] - ===> Epoch[979](2940/3): Loss -0.8073, Sem 0.0539, dir -0.9806, norm 0.1194, swav 0.0000 LR: 4.499e-02 Score 98.042 Data time: 0.2462, Forward time: 2.2697, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 5.8772 [2020-11-08 15:43:34,557][root][INFO] - ===> Epoch[980](2941/3): Loss -0.8107, Sem 0.0535, dir -0.9797, norm 0.1155, swav 0.0000 LR: 4.497e-02 Score 98.067 Data time: 0.1799, Forward time: 2.2695, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 7.4799 [2020-11-08 15:43:41,431][root][INFO] - ===> Epoch[980](2942/3): Loss -0.8209, Sem 0.0467, dir -0.9784, norm 0.1109, swav 0.0000 LR: 4.495e-02 Score 98.325 Data time: 0.1657, Forward time: 2.2691, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 6.7660 [2020-11-08 15:43:47,588][root][INFO] - ===> Epoch[980](2943/3): Loss -0.8231, Sem 0.0495, dir -0.9805, norm 0.1079, swav 0.0000 LR: 4.493e-02 Score 98.229 Data time: 0.2391, Forward time: 2.2693, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 6.0632 [2020-11-08 15:43:53,246][root][INFO] - ===> Epoch[981](2944/3): Loss -0.8236, Sem 0.0505, dir -0.9836, norm 0.1095, swav 0.0000 LR: 4.491e-02 Score 98.166 Data time: 0.2935, Forward time: 2.2697, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 5.5438 [2020-11-08 15:43:58,937][root][INFO] - ===> Epoch[981](2945/3): Loss -0.8150, Sem 0.0530, dir -0.9816, norm 0.1135, swav 0.0000 LR: 4.489e-02 Score 98.060 Data time: 0.2253, Forward time: 2.2698, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 5.5630 [2020-11-08 15:44:05,541][root][INFO] - ===> Epoch[981](2946/3): Loss -0.8240, Sem 0.0534, dir -0.9821, norm 0.1048, swav 0.0000 LR: 4.487e-02 Score 98.060 Data time: 0.3237, Forward time: 2.2705, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 6.4922 [2020-11-08 15:44:11,914][root][INFO] - ===> Epoch[982](2947/3): Loss -0.8222, Sem 0.0464, dir -0.9798, norm 0.1113, swav 0.0000 LR: 4.485e-02 Score 98.343 Data time: 0.2461, Forward time: 2.2709, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 6.2374 [2020-11-08 15:44:16,900][root][INFO] - ===> Epoch[982](2948/3): Loss -0.8099, Sem 0.0537, dir -0.9805, norm 0.1169, swav 0.0000 LR: 4.484e-02 Score 98.063 Data time: 0.1996, Forward time: 2.2708, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 4.8655 [2020-11-08 15:44:23,470][root][INFO] - ===> Epoch[982](2949/3): Loss -0.8218, Sem 0.0483, dir -0.9805, norm 0.1105, swav 0.0000 LR: 4.482e-02 Score 98.273 Data time: 0.2576, Forward time: 2.2708, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 6.4573 [2020-11-08 15:44:28,474][root][INFO] - ===> Epoch[983](2950/3): Loss -0.8169, Sem 0.0516, dir -0.9823, norm 0.1137, swav 0.0000 LR: 4.480e-02 Score 98.138 Data time: 0.2586, Forward time: 2.2709, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 4.8911 [2020-11-08 15:44:34,909][root][INFO] - ===> Epoch[983](2951/3): Loss -0.8200, Sem 0.0501, dir -0.9806, norm 0.1105, swav 0.0000 LR: 4.478e-02 Score 98.173 Data time: 0.2135, Forward time: 2.2709, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 6.3314 [2020-11-08 15:44:40,058][root][INFO] - ===> Epoch[983](2952/3): Loss -0.8146, Sem 0.0521, dir -0.9810, norm 0.1143, swav 0.0000 LR: 4.476e-02 Score 98.119 Data time: 0.2102, Forward time: 2.2709, Backward time: 3.1406, DDP time: 0.0037, Total iter time: 5.0280 [2020-11-08 15:44:44,591][root][INFO] - ===> Epoch[984](2953/3): Loss -0.8227, Sem 0.0497, dir -0.9821, norm 0.1096, swav 0.0000 LR: 4.474e-02 Score 98.211 Data time: 0.2082, Forward time: 2.2709, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 4.4419 [2020-11-08 15:44:51,456][root][INFO] - ===> Epoch[984](2954/3): Loss -0.8186, Sem 0.0474, dir -0.9770, norm 0.1110, swav 0.0000 LR: 4.472e-02 Score 98.293 Data time: 0.1510, Forward time: 2.2704, Backward time: 3.1410, DDP time: 0.0037, Total iter time: 6.7482 [2020-11-08 15:44:57,699][root][INFO] - ===> Epoch[984](2955/3): Loss -0.8126, Sem 0.0523, dir -0.9811, norm 0.1162, swav 0.0000 LR: 4.470e-02 Score 98.099 Data time: 0.2188, Forward time: 2.2705, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 6.1904 [2020-11-08 15:45:04,145][root][INFO] - ===> Epoch[985](2956/3): Loss -0.8174, Sem 0.0497, dir -0.9797, norm 0.1127, swav 0.0000 LR: 4.468e-02 Score 98.209 Data time: 0.2171, Forward time: 2.2705, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 6.3340 [2020-11-08 15:45:10,725][root][INFO] - ===> Epoch[985](2957/3): Loss -0.8155, Sem 0.0497, dir -0.9814, norm 0.1162, swav 0.0000 LR: 4.466e-02 Score 98.193 Data time: 0.2496, Forward time: 2.2705, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 6.4740 [2020-11-08 15:45:15,778][root][INFO] - ===> Epoch[985](2958/3): Loss -0.8147, Sem 0.0497, dir -0.9792, norm 0.1147, swav 0.0000 LR: 4.464e-02 Score 98.194 Data time: 0.2412, Forward time: 2.2707, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 4.9472 [2020-11-08 15:45:22,146][root][INFO] - ===> Epoch[986](2959/3): Loss -0.8170, Sem 0.0494, dir -0.9790, norm 0.1126, swav 0.0000 LR: 4.462e-02 Score 98.230 Data time: 0.2033, Forward time: 2.2706, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 6.2347 [2020-11-08 15:45:27,846][root][INFO] - ===> Epoch[986](2960/3): Loss -0.8126, Sem 0.0541, dir -0.9824, norm 0.1157, swav 0.0000 LR: 4.460e-02 Score 98.063 Data time: 0.1732, Forward time: 2.2703, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 5.5784 [2020-11-08 15:45:33,156][root][INFO] - ===> Epoch[986](2961/3): Loss -0.8190, Sem 0.0485, dir -0.9809, norm 0.1134, swav 0.0000 LR: 4.458e-02 Score 98.256 Data time: 0.1901, Forward time: 2.2701, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.2318 [2020-11-08 15:45:38,750][root][INFO] - ===> Epoch[987](2962/3): Loss -0.8225, Sem 0.0549, dir -0.9797, norm 0.1023, swav 0.0000 LR: 4.456e-02 Score 98.021 Data time: 0.1606, Forward time: 2.2697, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 5.4596 [2020-11-08 15:45:44,320][root][INFO] - ===> Epoch[987](2963/3): Loss -0.8253, Sem 0.0483, dir -0.9804, norm 0.1069, swav 0.0000 LR: 4.454e-02 Score 98.264 Data time: 0.2673, Forward time: 2.2700, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.4803 [2020-11-08 15:45:49,056][root][INFO] - ===> Epoch[987](2964/3): Loss -0.8107, Sem 0.0503, dir -0.9809, norm 0.1199, swav 0.0000 LR: 4.452e-02 Score 98.183 Data time: 0.2343, Forward time: 2.2701, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 4.6135 [2020-11-08 15:45:54,262][root][INFO] - ===> Epoch[988](2965/3): Loss -0.8110, Sem 0.0553, dir -0.9806, norm 0.1143, swav 0.0000 LR: 4.450e-02 Score 98.006 Data time: 0.2141, Forward time: 2.2702, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 5.0863 [2020-11-08 15:46:00,011][root][INFO] - ===> Epoch[988](2966/3): Loss -0.8178, Sem 0.0462, dir -0.9792, norm 0.1152, swav 0.0000 LR: 4.448e-02 Score 98.365 Data time: 0.2024, Forward time: 2.2701, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 5.6440 [2020-11-08 15:46:06,623][root][INFO] - ===> Epoch[988](2967/3): Loss -0.8162, Sem 0.0509, dir -0.9786, norm 0.1115, swav 0.0000 LR: 4.446e-02 Score 98.115 Data time: 0.2819, Forward time: 2.2706, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 6.4968 [2020-11-08 15:46:11,441][root][INFO] - ===> Epoch[989](2968/3): Loss -0.8105, Sem 0.0568, dir -0.9823, norm 0.1150, swav 0.0000 LR: 4.444e-02 Score 97.998 Data time: 0.2379, Forward time: 2.2708, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 4.6946 [2020-11-08 15:46:17,461][root][INFO] - ===> Epoch[989](2969/3): Loss -0.8196, Sem 0.0493, dir -0.9831, norm 0.1142, swav 0.0000 LR: 4.442e-02 Score 98.244 Data time: 0.2202, Forward time: 2.2708, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 5.8963 [2020-11-08 15:46:22,432][root][INFO] - ===> Epoch[989](2970/3): Loss -0.8116, Sem 0.0518, dir -0.9776, norm 0.1142, swav 0.0000 LR: 4.440e-02 Score 98.135 Data time: 0.1734, Forward time: 2.2705, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 4.8528 [2020-11-08 15:46:27,952][root][INFO] - ===> Epoch[990](2971/3): Loss -0.8124, Sem 0.0539, dir -0.9782, norm 0.1119, swav 0.0000 LR: 4.438e-02 Score 98.079 Data time: 0.1417, Forward time: 2.2700, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.4341 [2020-11-08 15:46:34,306][root][INFO] - ===> Epoch[990](2972/3): Loss -0.8068, Sem 0.0608, dir -0.9816, norm 0.1140, swav 0.0000 LR: 4.436e-02 Score 97.931 Data time: 0.2251, Forward time: 2.2699, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 6.2914 [2020-11-08 15:46:40,695][root][INFO] - ===> Epoch[990](2973/3): Loss -0.8187, Sem 0.0473, dir -0.9792, norm 0.1132, swav 0.0000 LR: 4.434e-02 Score 98.281 Data time: 0.3032, Forward time: 2.2703, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 6.2802 [2020-11-08 15:46:45,541][root][INFO] - ===> Epoch[991](2974/3): Loss -0.8162, Sem 0.0543, dir -0.9814, norm 0.1109, swav 0.0000 LR: 4.432e-02 Score 98.037 Data time: 0.1982, Forward time: 2.2702, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 4.6985 [2020-11-08 15:46:51,090][root][INFO] - ===> Epoch[991](2975/3): Loss -0.8282, Sem 0.0483, dir -0.9835, norm 0.1069, swav 0.0000 LR: 4.430e-02 Score 98.267 Data time: 0.1416, Forward time: 2.2697, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.4487 [2020-11-08 15:46:56,196][root][INFO] - ===> Epoch[991](2976/3): Loss -0.8172, Sem 0.0536, dir -0.9827, norm 0.1118, swav 0.0000 LR: 4.428e-02 Score 98.076 Data time: 0.2577, Forward time: 2.2699, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 5.0530 [2020-11-08 15:47:02,501][root][INFO] - ===> Epoch[992](2977/3): Loss -0.8306, Sem 0.0483, dir -0.9827, norm 0.1038, swav 0.0000 LR: 4.426e-02 Score 98.247 Data time: 0.2399, Forward time: 2.2699, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 6.1942 [2020-11-08 15:47:09,030][root][INFO] - ===> Epoch[992](2978/3): Loss -0.8117, Sem 0.0516, dir -0.9786, norm 0.1153, swav 0.0000 LR: 4.424e-02 Score 98.140 Data time: 0.2936, Forward time: 2.2704, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 6.4222 [2020-11-08 15:47:13,716][root][INFO] - ===> Epoch[992](2979/3): Loss -0.8122, Sem 0.0524, dir -0.9796, norm 0.1150, swav 0.0000 LR: 4.422e-02 Score 98.120 Data time: 0.2208, Forward time: 2.2705, Backward time: 3.1387, DDP time: 0.0037, Total iter time: 4.5628 [2020-11-08 15:47:18,880][root][INFO] - ===> Epoch[993](2980/3): Loss -0.8178, Sem 0.0506, dir -0.9816, norm 0.1131, swav 0.0000 LR: 4.421e-02 Score 98.191 Data time: 0.2220, Forward time: 2.2703, Backward time: 3.1385, DDP time: 0.0037, Total iter time: 5.0600 [2020-11-08 15:47:24,350][root][INFO] - ===> Epoch[993](2981/3): Loss -0.8174, Sem 0.0475, dir -0.9815, norm 0.1166, swav 0.0000 LR: 4.419e-02 Score 98.276 Data time: 0.2668, Forward time: 2.2706, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 5.3787 [2020-11-08 15:47:30,107][root][INFO] - ===> Epoch[993](2982/3): Loss -0.8241, Sem 0.0478, dir -0.9798, norm 0.1080, swav 0.0000 LR: 4.417e-02 Score 98.285 Data time: 0.2190, Forward time: 2.2705, Backward time: 3.1381, DDP time: 0.0037, Total iter time: 5.6457 [2020-11-08 15:47:36,755][root][INFO] - ===> Epoch[994](2983/3): Loss -0.8104, Sem 0.0519, dir -0.9801, norm 0.1179, swav 0.0000 LR: 4.415e-02 Score 98.130 Data time: 0.3398, Forward time: 2.2712, Backward time: 3.1379, DDP time: 0.0037, Total iter time: 6.5606 [2020-11-08 15:47:41,801][root][INFO] - ===> Epoch[994](2984/3): Loss -0.8173, Sem 0.0477, dir -0.9824, norm 0.1174, swav 0.0000 LR: 4.413e-02 Score 98.262 Data time: 0.2498, Forward time: 2.2715, Backward time: 3.1371, DDP time: 0.0037, Total iter time: 4.9175 [2020-11-08 15:47:47,229][root][INFO] - ===> Epoch[994](2985/3): Loss -0.8288, Sem 0.0499, dir -0.9805, norm 0.1018, swav 0.0000 LR: 4.411e-02 Score 98.194 Data time: 0.2693, Forward time: 2.2716, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 5.3177 [2020-11-08 15:47:53,069][root][INFO] - ===> Epoch[995](2986/3): Loss -0.8022, Sem 0.0506, dir -0.9799, norm 0.1271, swav 0.0000 LR: 4.409e-02 Score 98.176 Data time: 0.1622, Forward time: 2.2713, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 5.7219 [2020-11-08 15:47:59,691][root][INFO] - ===> Epoch[995](2987/3): Loss -0.8414, Sem 0.0431, dir -0.9828, norm 0.0984, swav 0.0000 LR: 4.407e-02 Score 98.457 Data time: 0.2430, Forward time: 2.2715, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 6.5283 [2020-11-08 15:48:04,892][root][INFO] - ===> Epoch[995](2988/3): Loss -0.8108, Sem 0.0507, dir -0.9807, norm 0.1193, swav 0.0000 LR: 4.405e-02 Score 98.151 Data time: 0.1639, Forward time: 2.2712, Backward time: 3.1372, DDP time: 0.0037, Total iter time: 5.0841 [2020-11-08 15:48:10,901][root][INFO] - ===> Epoch[996](2989/3): Loss -0.8210, Sem 0.0501, dir -0.9793, norm 0.1083, swav 0.0000 LR: 4.403e-02 Score 98.203 Data time: 0.1021, Forward time: 2.2704, Backward time: 3.1383, DDP time: 0.0037, Total iter time: 5.9374 [2020-11-08 15:48:15,703][root][INFO] - ===> Epoch[996](2990/3): Loss -0.8074, Sem 0.0545, dir -0.9808, norm 0.1189, swav 0.0000 LR: 4.401e-02 Score 98.052 Data time: 0.2263, Forward time: 2.2704, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 4.7443 [2020-11-08 15:48:22,005][root][INFO] - ===> Epoch[996](2991/3): Loss -0.8117, Sem 0.0451, dir -0.9800, norm 0.1233, swav 0.0000 LR: 4.399e-02 Score 98.372 Data time: 0.1708, Forward time: 2.2702, Backward time: 3.1383, DDP time: 0.0037, Total iter time: 6.1883 [2020-11-08 15:48:28,150][root][INFO] - ===> Epoch[997](2992/3): Loss -0.8160, Sem 0.0502, dir -0.9790, norm 0.1128, swav 0.0000 LR: 4.397e-02 Score 98.162 Data time: 0.2023, Forward time: 2.2700, Backward time: 3.1386, DDP time: 0.0037, Total iter time: 6.0515 [2020-11-08 15:48:33,574][root][INFO] - ===> Epoch[997](2993/3): Loss -0.8222, Sem 0.0528, dir -0.9824, norm 0.1075, swav 0.0000 LR: 4.395e-02 Score 98.057 Data time: 0.2650, Forward time: 2.2704, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 5.3000 [2020-11-08 15:48:39,817][root][INFO] - ===> Epoch[997](2994/3): Loss -0.8149, Sem 0.0493, dir -0.9788, norm 0.1146, swav 0.0000 LR: 4.393e-02 Score 98.216 Data time: 0.1436, Forward time: 2.2700, Backward time: 3.1387, DDP time: 0.0037, Total iter time: 6.1277 [2020-11-08 15:48:46,593][root][INFO] - ===> Epoch[998](2995/3): Loss -0.8194, Sem 0.0500, dir -0.9804, norm 0.1110, swav 0.0000 LR: 4.391e-02 Score 98.242 Data time: 0.1905, Forward time: 2.2695, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 6.6646 [2020-11-08 15:48:52,341][root][INFO] - ===> Epoch[998](2996/3): Loss -0.8245, Sem 0.0515, dir -0.9817, norm 0.1057, swav 0.0000 LR: 4.389e-02 Score 98.172 Data time: 0.2166, Forward time: 2.2696, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 5.6554 [2020-11-08 15:48:58,097][root][INFO] - ===> Epoch[998](2997/3): Loss -0.8137, Sem 0.0471, dir -0.9794, norm 0.1186, swav 0.0000 LR: 4.387e-02 Score 98.299 Data time: 0.1213, Forward time: 2.2690, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.6419 [2020-11-08 15:49:03,446][root][INFO] - ===> Epoch[999](2998/3): Loss -0.8281, Sem 0.0537, dir -0.9824, norm 0.1006, swav 0.0000 LR: 4.385e-02 Score 98.050 Data time: 0.1966, Forward time: 2.2688, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 5.2731 [2020-11-08 15:49:08,383][root][INFO] - ===> Epoch[999](2999/3): Loss -0.8360, Sem 0.0436, dir -0.9846, norm 0.1051, swav 0.0000 LR: 4.383e-02 Score 98.420 Data time: 0.2338, Forward time: 2.2689, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 4.8454 [2020-11-08 15:49:14,910][root][INFO] - ===> Epoch[999](3000/3): Loss -0.8272, Sem 0.0468, dir -0.9808, norm 0.1068, swav 0.0000 LR: 4.381e-02 Score 98.281 Data time: 0.1766, Forward time: 2.2688, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 6.4229 [2020-11-08 15:49:15,570][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 15:49:15,785][root][INFO] - ===> Start testing [2020-11-08 15:50:47,317][root][INFO] - 101/312: Data time: 0.0097, Iter time: 0.5888 Loss 1.567 (AVG: 1.195) Score 76.856 (AVG: 83.190) mIOU 56.190 mAP 65.512 mAcc 65.457 IOU: 76.516 95.515 41.196 63.192 84.111 77.276 63.803 55.316 41.219 71.118 21.030 51.257 46.953 44.503 14.407 45.616 78.078 40.570 84.624 27.509 mAP: 75.996 94.162 53.734 70.299 85.104 78.268 61.416 63.793 53.651 55.830 46.366 50.410 59.747 53.500 25.646 86.603 91.356 70.425 82.467 51.458 mAcc: 94.834 99.071 48.548 71.662 93.100 84.451 76.382 66.604 48.625 73.757 28.831 59.745 72.904 61.024 16.808 50.319 92.438 46.147 89.821 34.079 [2020-11-08 15:52:16,904][root][INFO] - 201/312: Data time: 0.0047, Iter time: 0.2278 Loss 0.209 (AVG: 1.120) Score 94.822 (AVG: 83.761) mIOU 56.709 mAP 66.051 mAcc 66.671 IOU: 77.571 95.348 41.806 67.637 85.785 77.076 62.416 50.103 45.092 71.534 19.032 53.102 46.740 51.658 28.265 42.295 69.129 41.631 81.171 26.795 mAP: 77.586 94.875 50.835 71.833 86.726 78.733 67.885 60.020 54.688 54.956 39.270 49.880 60.001 58.578 38.653 86.111 92.740 70.766 74.817 52.060 mAcc: 94.681 98.969 51.401 74.124 93.664 85.807 75.648 62.380 52.670 76.913 26.816 59.233 75.230 64.428 33.153 47.975 92.080 47.973 88.037 32.234 [2020-11-08 15:53:46,140][root][INFO] - 301/312: Data time: 0.0068, Iter time: 0.2893 Loss 0.222 (AVG: 1.064) Score 93.861 (AVG: 84.247) mIOU 58.579 mAP 67.383 mAcc 68.906 IOU: 78.131 95.498 47.715 67.856 86.912 77.536 62.923 49.764 45.324 73.466 22.558 53.926 45.004 51.375 34.501 47.885 76.127 43.510 84.071 27.501 mAP: 77.467 94.653 55.015 69.117 87.557 80.148 66.743 60.871 57.154 57.845 40.153 52.613 61.656 59.371 44.828 84.044 94.405 72.263 80.020 51.739 mAcc: 93.956 98.935 58.320 74.636 93.886 87.863 75.151 63.705 53.912 79.021 30.406 62.477 76.363 62.573 42.342 57.811 93.921 49.860 90.384 32.600 [2020-11-08 15:53:58,670][root][INFO] - 312/312: Data time: 0.0058, Iter time: 0.7638 Loss 0.681 (AVG: 1.057) Score 86.595 (AVG: 84.270) mIOU 58.953 mAP 67.544 mAcc 69.393 IOU: 78.364 95.494 48.148 68.224 86.804 77.204 62.379 50.227 45.278 72.903 22.716 56.008 45.142 53.823 34.892 49.957 73.762 45.288 84.874 27.580 mAP: 77.692 94.649 54.690 69.696 87.504 80.495 65.492 61.518 57.018 57.184 39.401 53.294 61.372 61.141 45.939 84.191 93.635 73.099 81.252 51.619 mAcc: 94.069 98.920 58.813 74.513 93.773 88.037 74.419 64.181 53.975 78.704 30.782 64.832 76.725 64.526 42.755 60.007 93.187 51.799 90.982 32.856 [2020-11-08 15:53:58,676][root][INFO] - Finished test. Elapsed time: 282.8840 [2020-11-08 15:54:11,739][root][INFO] - [2020-11-08 15:54:11,740][root][INFO] - ################################################################ [2020-11-08 15:54:11,740][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 15:54:11,740][root][INFO] - ################################################################ [2020-11-08 15:54:11,740][root][INFO] - cabinet : 0.140 0.321 0.539 [2020-11-08 15:54:11,740][root][INFO] - bed : 0.342 0.642 0.774 [2020-11-08 15:54:11,741][root][INFO] - chair : 0.710 0.852 0.903 [2020-11-08 15:54:11,741][root][INFO] - sofa : 0.398 0.647 0.838 [2020-11-08 15:54:11,741][root][INFO] - table : 0.356 0.537 0.632 [2020-11-08 15:54:11,741][root][INFO] - door : 0.189 0.364 0.494 [2020-11-08 15:54:11,741][root][INFO] - window : 0.091 0.216 0.420 [2020-11-08 15:54:11,741][root][INFO] - bookshelf : 0.130 0.376 0.642 [2020-11-08 15:54:11,741][root][INFO] - picture : 0.107 0.181 0.266 [2020-11-08 15:54:11,741][root][INFO] - counter : 0.035 0.140 0.490 [2020-11-08 15:54:11,741][root][INFO] - desk : 0.030 0.115 0.427 [2020-11-08 15:54:11,741][root][INFO] - curtain : 0.094 0.206 0.383 [2020-11-08 15:54:11,741][root][INFO] - refrigerator : 0.212 0.296 0.378 [2020-11-08 15:54:11,741][root][INFO] - shower curtain : 0.328 0.586 0.587 [2020-11-08 15:54:11,741][root][INFO] - toilet : 0.783 0.932 0.971 [2020-11-08 15:54:11,741][root][INFO] - sink : 0.176 0.433 0.667 [2020-11-08 15:54:11,741][root][INFO] - bathtub : 0.602 0.801 0.870 [2020-11-08 15:54:11,741][root][INFO] - otherfurniture : 0.263 0.388 0.521 [2020-11-08 15:54:11,741][root][INFO] - ---------------------------------------------------------------- [2020-11-08 15:54:11,741][root][INFO] - average : 0.277 0.446 0.600 [2020-11-08 15:54:11,741][root][INFO] - [2020-11-08 15:54:12,001][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 15:54:12,715][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 15:54:12,907][root][INFO] - Current best mIoU: 58.953 at iter 3000 [2020-11-08 15:54:16,121][root][INFO] - ===> Epoch[1000](3001/3): Loss -0.8210, Sem 0.0474, dir -0.9786, norm 0.1102, swav 0.0000 LR: 4.379e-02 Score 98.264 Data time: 0.1600, Forward time: 2.2682, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 3.2087 [2020-11-08 15:54:22,451][root][INFO] - ===> Epoch[1000](3002/3): Loss -0.8267, Sem 0.0519, dir -0.9829, norm 0.1043, swav 0.0000 LR: 4.377e-02 Score 98.132 Data time: 0.3074, Forward time: 2.2689, Backward time: 3.1388, DDP time: 0.0037, Total iter time: 6.2337 [2020-11-08 15:54:27,824][root][INFO] - ===> Epoch[1000](3003/3): Loss -0.8136, Sem 0.0472, dir -0.9827, norm 0.1218, swav 0.0000 LR: 4.375e-02 Score 98.301 Data time: 0.2257, Forward time: 2.2690, Backward time: 3.1384, DDP time: 0.0037, Total iter time: 5.2370 [2020-11-08 15:54:32,575][root][INFO] - ===> Epoch[1001](3004/3): Loss -0.8230, Sem 0.0507, dir -0.9822, norm 0.1085, swav 0.0000 LR: 4.373e-02 Score 98.173 Data time: 0.2515, Forward time: 2.2691, Backward time: 3.1375, DDP time: 0.0037, Total iter time: 4.6446 [2020-11-08 15:54:38,070][root][INFO] - ===> Epoch[1001](3005/3): Loss -0.8213, Sem 0.0500, dir -0.9800, norm 0.1088, swav 0.0000 LR: 4.371e-02 Score 98.219 Data time: 0.2510, Forward time: 2.2692, Backward time: 3.1372, DDP time: 0.0037, Total iter time: 5.3892 [2020-11-08 15:54:43,628][root][INFO] - ===> Epoch[1001](3006/3): Loss -0.8289, Sem 0.0477, dir -0.9809, norm 0.1042, swav 0.0000 LR: 4.369e-02 Score 98.275 Data time: 0.2428, Forward time: 2.2694, Backward time: 3.1368, DDP time: 0.0037, Total iter time: 5.4337 [2020-11-08 15:54:48,441][root][INFO] - ===> Epoch[1002](3007/3): Loss -0.8137, Sem 0.0531, dir -0.9817, norm 0.1148, swav 0.0000 LR: 4.367e-02 Score 98.091 Data time: 0.1512, Forward time: 2.2689, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 4.7098 [2020-11-08 15:54:55,191][root][INFO] - ===> Epoch[1002](3008/3): Loss -0.8225, Sem 0.0473, dir -0.9811, norm 0.1113, swav 0.0000 LR: 4.365e-02 Score 98.287 Data time: 0.3427, Forward time: 2.2695, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 6.6422 [2020-11-08 15:55:00,511][root][INFO] - ===> Epoch[1002](3009/3): Loss -0.8250, Sem 0.0514, dir -0.9834, norm 0.1070, swav 0.0000 LR: 4.363e-02 Score 98.172 Data time: 0.2217, Forward time: 2.2694, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 5.1950 [2020-11-08 15:55:06,709][root][INFO] - ===> Epoch[1003](3010/3): Loss -0.8086, Sem 0.0500, dir -0.9785, norm 0.1199, swav 0.0000 LR: 4.361e-02 Score 98.172 Data time: 0.1924, Forward time: 2.2694, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 6.0860 [2020-11-08 15:55:11,628][root][INFO] - ===> Epoch[1003](3011/3): Loss -0.8259, Sem 0.0499, dir -0.9815, norm 0.1057, swav 0.0000 LR: 4.359e-02 Score 98.198 Data time: 0.1861, Forward time: 2.2691, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 4.7923 [2020-11-08 15:55:17,531][root][INFO] - ===> Epoch[1003](3012/3): Loss -0.8094, Sem 0.0547, dir -0.9799, norm 0.1158, swav 0.0000 LR: 4.357e-02 Score 98.046 Data time: 0.2963, Forward time: 2.2696, Backward time: 3.1359, DDP time: 0.0037, Total iter time: 5.7948 [2020-11-08 15:55:23,176][root][INFO] - ===> Epoch[1004](3013/3): Loss -0.8153, Sem 0.0508, dir -0.9802, norm 0.1140, swav 0.0000 LR: 4.355e-02 Score 98.151 Data time: 0.1790, Forward time: 2.2694, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 5.5258 [2020-11-08 15:55:28,352][root][INFO] - ===> Epoch[1004](3014/3): Loss -0.8265, Sem 0.0496, dir -0.9812, norm 0.1051, swav 0.0000 LR: 4.353e-02 Score 98.221 Data time: 0.1744, Forward time: 2.2689, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 5.0647 [2020-11-08 15:55:35,376][root][INFO] - ===> Epoch[1004](3015/3): Loss -0.8173, Sem 0.0486, dir -0.9810, norm 0.1152, swav 0.0000 LR: 4.351e-02 Score 98.236 Data time: 0.2475, Forward time: 2.2691, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 6.9662 [2020-11-08 15:55:41,105][root][INFO] - ===> Epoch[1005](3016/3): Loss -0.8113, Sem 0.0544, dir -0.9825, norm 0.1168, swav 0.0000 LR: 4.349e-02 Score 98.014 Data time: 0.2803, Forward time: 2.2695, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 5.5957 [2020-11-08 15:55:46,255][root][INFO] - ===> Epoch[1005](3017/3): Loss -0.8236, Sem 0.0485, dir -0.9805, norm 0.1084, swav 0.0000 LR: 4.348e-02 Score 98.255 Data time: 0.1807, Forward time: 2.2694, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 5.0128 [2020-11-08 15:55:52,479][root][INFO] - ===> Epoch[1005](3018/3): Loss -0.8084, Sem 0.0522, dir -0.9805, norm 0.1198, swav 0.0000 LR: 4.346e-02 Score 98.189 Data time: 0.1773, Forward time: 2.2690, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 6.1142 [2020-11-08 15:55:57,909][root][INFO] - ===> Epoch[1006](3019/3): Loss -0.8214, Sem 0.0505, dir -0.9810, norm 0.1091, swav 0.0000 LR: 4.344e-02 Score 98.170 Data time: 0.2557, Forward time: 2.2692, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 5.3658 [2020-11-08 15:56:03,767][root][INFO] - ===> Epoch[1006](3020/3): Loss -0.8183, Sem 0.0485, dir -0.9822, norm 0.1154, swav 0.0000 LR: 4.342e-02 Score 98.243 Data time: 0.2759, Forward time: 2.2697, Backward time: 3.1357, DDP time: 0.0037, Total iter time: 5.7478 [2020-11-08 15:56:10,201][root][INFO] - ===> Epoch[1006](3021/3): Loss -0.8119, Sem 0.0560, dir -0.9805, norm 0.1126, swav 0.0000 LR: 4.340e-02 Score 97.972 Data time: 0.2663, Forward time: 2.2701, Backward time: 3.1357, DDP time: 0.0037, Total iter time: 6.3149 [2020-11-08 15:56:16,738][root][INFO] - ===> Epoch[1007](3022/3): Loss -0.8227, Sem 0.0459, dir -0.9815, norm 0.1128, swav 0.0000 LR: 4.338e-02 Score 98.330 Data time: 0.3244, Forward time: 2.2707, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 6.3908 [2020-11-08 15:56:23,026][root][INFO] - ===> Epoch[1007](3023/3): Loss -0.8220, Sem 0.0496, dir -0.9788, norm 0.1072, swav 0.0000 LR: 4.336e-02 Score 98.200 Data time: 0.3487, Forward time: 2.2713, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 6.1748 [2020-11-08 15:56:28,374][root][INFO] - ===> Epoch[1007](3024/3): Loss -0.8130, Sem 0.0520, dir -0.9808, norm 0.1158, swav 0.0000 LR: 4.334e-02 Score 98.124 Data time: 0.2130, Forward time: 2.2714, Backward time: 3.1348, DDP time: 0.0037, Total iter time: 5.2179 [2020-11-08 15:56:33,672][root][INFO] - ===> Epoch[1008](3025/3): Loss -0.8211, Sem 0.0484, dir -0.9809, norm 0.1113, swav 0.0000 LR: 4.332e-02 Score 98.255 Data time: 0.1684, Forward time: 2.2708, Backward time: 3.1350, DDP time: 0.0037, Total iter time: 5.1946 [2020-11-08 15:56:39,664][root][INFO] - ===> Epoch[1008](3026/3): Loss -0.8120, Sem 0.0520, dir -0.9814, norm 0.1174, swav 0.0000 LR: 4.330e-02 Score 98.117 Data time: 0.2129, Forward time: 2.2708, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 5.9439 [2020-11-08 15:56:45,410][root][INFO] - ===> Epoch[1008](3027/3): Loss -0.8230, Sem 0.0474, dir -0.9795, norm 0.1092, swav 0.0000 LR: 4.328e-02 Score 98.287 Data time: 0.2158, Forward time: 2.2706, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 5.6576 [2020-11-08 15:56:52,226][root][INFO] - ===> Epoch[1009](3028/3): Loss -0.8199, Sem 0.0530, dir -0.9812, norm 0.1083, swav 0.0000 LR: 4.326e-02 Score 98.078 Data time: 0.2027, Forward time: 2.2706, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 6.7337 [2020-11-08 15:56:57,661][root][INFO] - ===> Epoch[1009](3029/3): Loss -0.8185, Sem 0.0478, dir -0.9803, norm 0.1140, swav 0.0000 LR: 4.324e-02 Score 98.270 Data time: 0.1929, Forward time: 2.2705, Backward time: 3.1358, DDP time: 0.0037, Total iter time: 5.3238 [2020-11-08 15:57:02,312][root][INFO] - ===> Epoch[1009](3030/3): Loss -0.8204, Sem 0.0513, dir -0.9812, norm 0.1096, swav 0.0000 LR: 4.322e-02 Score 98.172 Data time: 0.1689, Forward time: 2.2702, Backward time: 3.1354, DDP time: 0.0037, Total iter time: 4.5447 [2020-11-08 15:57:07,837][root][INFO] - ===> Epoch[1010](3031/3): Loss -0.8240, Sem 0.0521, dir -0.9815, norm 0.1054, swav 0.0000 LR: 4.320e-02 Score 98.157 Data time: 0.2115, Forward time: 2.2702, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 5.4482 [2020-11-08 15:57:13,701][root][INFO] - ===> Epoch[1010](3032/3): Loss -0.8353, Sem 0.0467, dir -0.9850, norm 0.1029, swav 0.0000 LR: 4.318e-02 Score 98.294 Data time: 0.2221, Forward time: 2.2703, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 5.7477 [2020-11-08 15:57:18,497][root][INFO] - ===> Epoch[1010](3033/3): Loss -0.7914, Sem 0.0535, dir -0.9772, norm 0.1323, swav 0.0000 LR: 4.316e-02 Score 98.093 Data time: 0.2313, Forward time: 2.2705, Backward time: 3.1344, DDP time: 0.0037, Total iter time: 4.6533 [2020-11-08 15:57:24,221][root][INFO] - ===> Epoch[1011](3034/3): Loss -0.8164, Sem 0.0526, dir -0.9797, norm 0.1108, swav 0.0000 LR: 4.314e-02 Score 98.094 Data time: 0.3034, Forward time: 2.2709, Backward time: 3.1339, DDP time: 0.0037, Total iter time: 5.6005 [2020-11-08 15:57:29,917][root][INFO] - ===> Epoch[1011](3035/3): Loss -0.8349, Sem 0.0446, dir -0.9837, norm 0.1043, swav 0.0000 LR: 4.312e-02 Score 98.373 Data time: 0.1792, Forward time: 2.2708, Backward time: 3.1339, DDP time: 0.0037, Total iter time: 5.5552 [2020-11-08 15:57:35,671][root][INFO] - ===> Epoch[1011](3036/3): Loss -0.8250, Sem 0.0509, dir -0.9821, norm 0.1062, swav 0.0000 LR: 4.310e-02 Score 98.148 Data time: 0.1899, Forward time: 2.2705, Backward time: 3.1342, DDP time: 0.0037, Total iter time: 5.6514 [2020-11-08 15:57:41,744][root][INFO] - ===> Epoch[1012](3037/3): Loss -0.8504, Sem 0.0400, dir -0.9833, norm 0.0929, swav 0.0000 LR: 4.308e-02 Score 98.537 Data time: 0.3153, Forward time: 2.2710, Backward time: 3.1338, DDP time: 0.0037, Total iter time: 5.9956 [2020-11-08 15:57:46,940][root][INFO] - ===> Epoch[1012](3038/3): Loss -0.8054, Sem 0.0529, dir -0.9785, norm 0.1203, swav 0.0000 LR: 4.306e-02 Score 98.082 Data time: 0.2237, Forward time: 2.2711, Backward time: 3.1333, DDP time: 0.0037, Total iter time: 5.0670 [2020-11-08 15:57:52,907][root][INFO] - ===> Epoch[1012](3039/3): Loss -0.8140, Sem 0.0527, dir -0.9798, norm 0.1130, swav 0.0000 LR: 4.304e-02 Score 98.103 Data time: 0.2980, Forward time: 2.2716, Backward time: 3.1329, DDP time: 0.0037, Total iter time: 5.8588 [2020-11-08 15:57:59,413][root][INFO] - ===> Epoch[1013](3040/3): Loss -0.8145, Sem 0.0520, dir -0.9808, norm 0.1143, swav 0.0000 LR: 4.302e-02 Score 98.145 Data time: 0.1898, Forward time: 2.2714, Backward time: 3.1335, DDP time: 0.0037, Total iter time: 6.3778 [2020-11-08 15:58:04,893][root][INFO] - ===> Epoch[1013](3041/3): Loss -0.8200, Sem 0.0467, dir -0.9801, norm 0.1133, swav 0.0000 LR: 4.300e-02 Score 98.303 Data time: 0.2715, Forward time: 2.2717, Backward time: 3.1330, DDP time: 0.0037, Total iter time: 5.3846 [2020-11-08 15:58:10,086][root][INFO] - ===> Epoch[1013](3042/3): Loss -0.8218, Sem 0.0538, dir -0.9826, norm 0.1069, swav 0.0000 LR: 4.298e-02 Score 98.047 Data time: 0.2546, Forward time: 2.2721, Backward time: 3.1323, DDP time: 0.0037, Total iter time: 5.0754 [2020-11-08 15:58:16,926][root][INFO] - ===> Epoch[1014](3043/3): Loss -0.8161, Sem 0.0532, dir -0.9806, norm 0.1112, swav 0.0000 LR: 4.296e-02 Score 98.104 Data time: 0.2818, Forward time: 2.2723, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 6.7232 [2020-11-08 15:58:24,051][root][INFO] - ===> Epoch[1014](3044/3): Loss -0.8151, Sem 0.0451, dir -0.9798, norm 0.1196, swav 0.0000 LR: 4.294e-02 Score 98.386 Data time: 0.3514, Forward time: 2.2732, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 7.0020 [2020-11-08 15:58:29,357][root][INFO] - ===> Epoch[1014](3045/3): Loss -0.8149, Sem 0.0495, dir -0.9807, norm 0.1163, swav 0.0000 LR: 4.292e-02 Score 98.231 Data time: 0.2094, Forward time: 2.2733, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 5.1801 [2020-11-08 15:58:35,211][root][INFO] - ===> Epoch[1015](3046/3): Loss -0.8117, Sem 0.0499, dir -0.9811, norm 0.1195, swav 0.0000 LR: 4.290e-02 Score 98.194 Data time: 0.1479, Forward time: 2.2729, Backward time: 3.1325, DDP time: 0.0037, Total iter time: 5.7374 [2020-11-08 15:58:42,122][root][INFO] - ===> Epoch[1015](3047/3): Loss -0.8151, Sem 0.0495, dir -0.9809, norm 0.1162, swav 0.0000 LR: 4.288e-02 Score 98.182 Data time: 0.2136, Forward time: 2.2729, Backward time: 3.1332, DDP time: 0.0037, Total iter time: 6.8491 [2020-11-08 15:58:47,674][root][INFO] - ===> Epoch[1015](3048/3): Loss -0.8213, Sem 0.0544, dir -0.9815, norm 0.1058, swav 0.0000 LR: 4.286e-02 Score 98.028 Data time: 0.2023, Forward time: 2.2728, Backward time: 3.1331, DDP time: 0.0037, Total iter time: 5.4369 [2020-11-08 15:58:52,855][root][INFO] - ===> Epoch[1016](3049/3): Loss -0.8243, Sem 0.0435, dir -0.9834, norm 0.1156, swav 0.0000 LR: 4.284e-02 Score 98.429 Data time: 0.1701, Forward time: 2.2725, Backward time: 3.1330, DDP time: 0.0037, Total iter time: 5.0729 [2020-11-08 15:58:58,929][root][INFO] - ===> Epoch[1016](3050/3): Loss -0.7994, Sem 0.0573, dir -0.9789, norm 0.1223, swav 0.0000 LR: 4.282e-02 Score 97.966 Data time: 0.2209, Forward time: 2.2726, Backward time: 3.1331, DDP time: 0.0037, Total iter time: 5.9894 [2020-11-08 15:59:04,421][root][INFO] - ===> Epoch[1016](3051/3): Loss -0.8197, Sem 0.0502, dir -0.9818, norm 0.1119, swav 0.0000 LR: 4.280e-02 Score 98.193 Data time: 0.1789, Forward time: 2.2722, Backward time: 3.1333, DDP time: 0.0037, Total iter time: 5.3649 [2020-11-08 15:59:10,407][root][INFO] - ===> Epoch[1017](3052/3): Loss -0.8185, Sem 0.0505, dir -0.9810, norm 0.1121, swav 0.0000 LR: 4.278e-02 Score 98.175 Data time: 0.1953, Forward time: 2.2720, Backward time: 3.1336, DDP time: 0.0037, Total iter time: 5.9230 [2020-11-08 15:59:18,066][root][INFO] - ===> Epoch[1017](3053/3): Loss -0.8124, Sem 0.0539, dir -0.9802, norm 0.1139, swav 0.0000 LR: 4.276e-02 Score 98.046 Data time: 0.2190, Forward time: 2.2719, Backward time: 3.1348, DDP time: 0.0037, Total iter time: 7.5285 [2020-11-08 15:59:23,477][root][INFO] - ===> Epoch[1017](3054/3): Loss -0.8288, Sem 0.0464, dir -0.9803, norm 0.1051, swav 0.0000 LR: 4.274e-02 Score 98.341 Data time: 0.2716, Forward time: 2.2722, Backward time: 3.1342, DDP time: 0.0037, Total iter time: 5.3057 [2020-11-08 15:59:28,780][root][INFO] - ===> Epoch[1018](3055/3): Loss -0.8269, Sem 0.0467, dir -0.9833, norm 0.1097, swav 0.0000 LR: 4.272e-02 Score 98.295 Data time: 0.2027, Forward time: 2.2722, Backward time: 3.1339, DDP time: 0.0037, Total iter time: 5.1788 [2020-11-08 15:59:34,718][root][INFO] - ===> Epoch[1018](3056/3): Loss -0.8151, Sem 0.0469, dir -0.9780, norm 0.1160, swav 0.0000 LR: 4.270e-02 Score 98.311 Data time: 0.1781, Forward time: 2.2719, Backward time: 3.1343, DDP time: 0.0037, Total iter time: 5.8158 [2020-11-08 15:59:41,354][root][INFO] - ===> Epoch[1018](3057/3): Loss -0.8085, Sem 0.0536, dir -0.9813, norm 0.1191, swav 0.0000 LR: 4.268e-02 Score 98.082 Data time: 0.1990, Forward time: 2.2719, Backward time: 3.1348, DDP time: 0.0037, Total iter time: 6.5419 [2020-11-08 15:59:48,020][root][INFO] - ===> Epoch[1019](3058/3): Loss -0.8246, Sem 0.0504, dir -0.9836, norm 0.1085, swav 0.0000 LR: 4.267e-02 Score 98.186 Data time: 0.2035, Forward time: 2.2717, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 6.5529 [2020-11-08 15:59:53,273][root][INFO] - ===> Epoch[1019](3059/3): Loss -0.8249, Sem 0.0435, dir -0.9800, norm 0.1116, swav 0.0000 LR: 4.265e-02 Score 98.423 Data time: 0.2068, Forward time: 2.2717, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 5.1631 [2020-11-08 15:59:58,932][root][INFO] - ===> Epoch[1019](3060/3): Loss -0.8168, Sem 0.0532, dir -0.9815, norm 0.1115, swav 0.0000 LR: 4.263e-02 Score 98.087 Data time: 0.1786, Forward time: 2.2715, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 5.5256 [2020-11-08 16:00:05,445][root][INFO] - ===> Epoch[1020](3061/3): Loss -0.8184, Sem 0.0506, dir -0.9831, norm 0.1140, swav 0.0000 LR: 4.261e-02 Score 98.166 Data time: 0.1959, Forward time: 2.2713, Backward time: 3.1359, DDP time: 0.0037, Total iter time: 6.4120 [2020-11-08 16:00:11,994][root][INFO] - ===> Epoch[1020](3062/3): Loss -0.8151, Sem 0.0553, dir -0.9811, norm 0.1107, swav 0.0000 LR: 4.259e-02 Score 98.036 Data time: 0.1721, Forward time: 2.2710, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 6.4260 [2020-11-08 16:00:16,895][root][INFO] - ===> Epoch[1020](3063/3): Loss -0.8185, Sem 0.0443, dir -0.9804, norm 0.1176, swav 0.0000 LR: 4.257e-02 Score 98.413 Data time: 0.2404, Forward time: 2.2711, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 4.8067 [2020-11-08 16:00:22,190][root][INFO] - ===> Epoch[1021](3064/3): Loss -0.8337, Sem 0.0481, dir -0.9805, norm 0.0987, swav 0.0000 LR: 4.255e-02 Score 98.261 Data time: 0.1097, Forward time: 2.2705, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 5.1754 [2020-11-08 16:00:28,554][root][INFO] - ===> Epoch[1021](3065/3): Loss -0.8168, Sem 0.0491, dir -0.9809, norm 0.1150, swav 0.0000 LR: 4.253e-02 Score 98.233 Data time: 0.1448, Forward time: 2.2700, Backward time: 3.1372, DDP time: 0.0037, Total iter time: 6.2919 [2020-11-08 16:00:34,315][root][INFO] - ===> Epoch[1021](3066/3): Loss -0.8218, Sem 0.0527, dir -0.9801, norm 0.1056, swav 0.0000 LR: 4.251e-02 Score 98.147 Data time: 0.2230, Forward time: 2.2700, Backward time: 3.1372, DDP time: 0.0037, Total iter time: 5.6754 [2020-11-08 16:00:39,536][root][INFO] - ===> Epoch[1022](3067/3): Loss -0.8068, Sem 0.0555, dir -0.9811, norm 0.1188, swav 0.0000 LR: 4.249e-02 Score 97.981 Data time: 0.2222, Forward time: 2.2700, Backward time: 3.1368, DDP time: 0.0037, Total iter time: 5.0969 [2020-11-08 16:00:44,274][root][INFO] - ===> Epoch[1022](3068/3): Loss -0.8276, Sem 0.0476, dir -0.9828, norm 0.1076, swav 0.0000 LR: 4.247e-02 Score 98.297 Data time: 0.2210, Forward time: 2.2701, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 4.6128 [2020-11-08 16:00:48,506][root][INFO] - ===> Epoch[1022](3069/3): Loss -0.8236, Sem 0.0482, dir -0.9826, norm 0.1108, swav 0.0000 LR: 4.245e-02 Score 98.278 Data time: 0.3751, Forward time: 2.2699, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 4.1157 [2020-11-08 16:00:55,266][root][INFO] - ===> Epoch[1023](3070/3): Loss -0.8089, Sem 0.0510, dir -0.9785, norm 0.1186, swav 0.0000 LR: 4.243e-02 Score 98.159 Data time: 0.3014, Forward time: 2.2706, Backward time: 3.1351, DDP time: 0.0037, Total iter time: 6.6588 [2020-11-08 16:01:02,002][root][INFO] - ===> Epoch[1023](3071/3): Loss -0.8219, Sem 0.0482, dir -0.9796, norm 0.1094, swav 0.0000 LR: 4.241e-02 Score 98.266 Data time: 0.1496, Forward time: 2.2703, Backward time: 3.1359, DDP time: 0.0037, Total iter time: 6.5993 [2020-11-08 16:01:09,156][root][INFO] - ===> Epoch[1023](3072/3): Loss -0.8161, Sem 0.0517, dir -0.9814, norm 0.1137, swav 0.0000 LR: 4.239e-02 Score 98.142 Data time: 0.1928, Forward time: 2.2701, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 7.0512 [2020-11-08 16:01:14,704][root][INFO] - ===> Epoch[1024](3073/3): Loss -0.8286, Sem 0.0487, dir -0.9805, norm 0.1032, swav 0.0000 LR: 4.237e-02 Score 98.218 Data time: 0.2511, Forward time: 2.2702, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 5.4504 [2020-11-08 16:01:20,182][root][INFO] - ===> Epoch[1024](3074/3): Loss -0.8179, Sem 0.0529, dir -0.9815, norm 0.1106, swav 0.0000 LR: 4.235e-02 Score 98.087 Data time: 0.2362, Forward time: 2.2704, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 5.3705 [2020-11-08 16:01:26,022][root][INFO] - ===> Epoch[1024](3075/3): Loss -0.8324, Sem 0.0452, dir -0.9845, norm 0.1069, swav 0.0000 LR: 4.233e-02 Score 98.352 Data time: 0.1846, Forward time: 2.2703, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 5.7016 [2020-11-08 16:01:31,766][root][INFO] - ===> Epoch[1025](3076/3): Loss -0.8146, Sem 0.0500, dir -0.9795, norm 0.1149, swav 0.0000 LR: 4.231e-02 Score 98.192 Data time: 0.2147, Forward time: 2.2702, Backward time: 3.1365, DDP time: 0.0037, Total iter time: 5.6441 [2020-11-08 16:01:37,151][root][INFO] - ===> Epoch[1025](3077/3): Loss -0.8254, Sem 0.0510, dir -0.9834, norm 0.1070, swav 0.0000 LR: 4.229e-02 Score 98.178 Data time: 0.2249, Forward time: 2.2702, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 5.2912 [2020-11-08 16:01:43,517][root][INFO] - ===> Epoch[1025](3078/3): Loss -0.8277, Sem 0.0482, dir -0.9798, norm 0.1039, swav 0.0000 LR: 4.227e-02 Score 98.273 Data time: 0.2866, Forward time: 2.2704, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 6.2547 [2020-11-08 16:01:49,570][root][INFO] - ===> Epoch[1026](3079/3): Loss -0.8138, Sem 0.0468, dir -0.9780, norm 0.1174, swav 0.0000 LR: 4.225e-02 Score 98.292 Data time: 0.2847, Forward time: 2.2709, Backward time: 3.1359, DDP time: 0.0037, Total iter time: 5.9316 [2020-11-08 16:01:54,691][root][INFO] - ===> Epoch[1026](3080/3): Loss -0.8200, Sem 0.0496, dir -0.9830, norm 0.1135, swav 0.0000 LR: 4.223e-02 Score 98.228 Data time: 0.2149, Forward time: 2.2709, Backward time: 3.1355, DDP time: 0.0037, Total iter time: 5.0001 [2020-11-08 16:02:00,596][root][INFO] - ===> Epoch[1026](3081/3): Loss -0.8138, Sem 0.0541, dir -0.9790, norm 0.1111, swav 0.0000 LR: 4.221e-02 Score 98.055 Data time: 0.2888, Forward time: 2.2714, Backward time: 3.1351, DDP time: 0.0037, Total iter time: 5.7873 [2020-11-08 16:02:07,187][root][INFO] - ===> Epoch[1027](3082/3): Loss -0.8258, Sem 0.0454, dir -0.9822, norm 0.1110, swav 0.0000 LR: 4.219e-02 Score 98.348 Data time: 0.1982, Forward time: 2.2712, Backward time: 3.1357, DDP time: 0.0037, Total iter time: 6.4750 [2020-11-08 16:02:12,532][root][INFO] - ===> Epoch[1027](3083/3): Loss -0.8053, Sem 0.0546, dir -0.9816, norm 0.1218, swav 0.0000 LR: 4.217e-02 Score 97.977 Data time: 0.2177, Forward time: 2.2711, Backward time: 3.1356, DDP time: 0.0037, Total iter time: 5.2410 [2020-11-08 16:02:17,535][root][INFO] - ===> Epoch[1027](3084/3): Loss -0.8120, Sem 0.0494, dir -0.9773, norm 0.1159, swav 0.0000 LR: 4.215e-02 Score 98.243 Data time: 0.2391, Forward time: 2.2712, Backward time: 3.1350, DDP time: 0.0037, Total iter time: 4.8798 [2020-11-08 16:02:23,420][root][INFO] - ===> Epoch[1028](3085/3): Loss -0.8354, Sem 0.0456, dir -0.9844, norm 0.1033, swav 0.0000 LR: 4.213e-02 Score 98.330 Data time: 0.2349, Forward time: 2.2712, Backward time: 3.1350, DDP time: 0.0037, Total iter time: 5.7631 [2020-11-08 16:02:29,863][root][INFO] - ===> Epoch[1028](3086/3): Loss -0.8214, Sem 0.0500, dir -0.9810, norm 0.1096, swav 0.0000 LR: 4.211e-02 Score 98.193 Data time: 0.3155, Forward time: 2.2719, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 6.3390 [2020-11-08 16:02:34,857][root][INFO] - ===> Epoch[1028](3087/3): Loss -0.8187, Sem 0.0502, dir -0.9791, norm 0.1103, swav 0.0000 LR: 4.209e-02 Score 98.221 Data time: 0.2150, Forward time: 2.2718, Backward time: 3.1342, DDP time: 0.0037, Total iter time: 4.8499 [2020-11-08 16:02:41,115][root][INFO] - ===> Epoch[1029](3088/3): Loss -0.8201, Sem 0.0499, dir -0.9808, norm 0.1108, swav 0.0000 LR: 4.207e-02 Score 98.187 Data time: 0.3022, Forward time: 2.2724, Backward time: 3.1339, DDP time: 0.0037, Total iter time: 6.1673 [2020-11-08 16:02:46,268][root][INFO] - ===> Epoch[1029](3089/3): Loss -0.8141, Sem 0.0564, dir -0.9819, norm 0.1115, swav 0.0000 LR: 4.205e-02 Score 97.956 Data time: 0.1991, Forward time: 2.2723, Backward time: 3.1336, DDP time: 0.0037, Total iter time: 5.0131 [2020-11-08 16:02:51,441][root][INFO] - ===> Epoch[1029](3090/3): Loss -0.8365, Sem 0.0425, dir -0.9816, norm 0.1027, swav 0.0000 LR: 4.203e-02 Score 98.457 Data time: 0.1327, Forward time: 2.2718, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.0747 [2020-11-08 16:02:57,066][root][INFO] - ===> Epoch[1030](3091/3): Loss -0.8131, Sem 0.0489, dir -0.9806, norm 0.1186, swav 0.0000 LR: 4.201e-02 Score 98.248 Data time: 0.2007, Forward time: 2.2717, Backward time: 3.1337, DDP time: 0.0037, Total iter time: 5.5707 [2020-11-08 16:03:02,912][root][INFO] - ===> Epoch[1030](3092/3): Loss -0.8201, Sem 0.0492, dir -0.9788, norm 0.1094, swav 0.0000 LR: 4.199e-02 Score 98.226 Data time: 0.1657, Forward time: 2.2715, Backward time: 3.1340, DDP time: 0.0037, Total iter time: 5.7331 [2020-11-08 16:03:09,041][root][INFO] - ===> Epoch[1030](3093/3): Loss -0.8258, Sem 0.0501, dir -0.9809, norm 0.1050, swav 0.0000 LR: 4.197e-02 Score 98.171 Data time: 0.1695, Forward time: 2.2712, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 6.0472 [2020-11-08 16:03:14,947][root][INFO] - ===> Epoch[1031](3094/3): Loss -0.8054, Sem 0.0561, dir -0.9821, norm 0.1206, swav 0.0000 LR: 4.195e-02 Score 97.966 Data time: 0.3025, Forward time: 2.2717, Backward time: 3.1341, DDP time: 0.0037, Total iter time: 5.8123 [2020-11-08 16:03:20,940][root][INFO] - ===> Epoch[1031](3095/3): Loss -0.8233, Sem 0.0470, dir -0.9819, norm 0.1116, swav 0.0000 LR: 4.193e-02 Score 98.310 Data time: 0.2307, Forward time: 2.2717, Backward time: 3.1341, DDP time: 0.0037, Total iter time: 5.8482 [2020-11-08 16:03:26,675][root][INFO] - ===> Epoch[1031](3096/3): Loss -0.8203, Sem 0.0528, dir -0.9829, norm 0.1099, swav 0.0000 LR: 4.191e-02 Score 98.076 Data time: 0.2140, Forward time: 2.2719, Backward time: 3.1339, DDP time: 0.0037, Total iter time: 5.6122 [2020-11-08 16:03:32,087][root][INFO] - ===> Epoch[1032](3097/3): Loss -0.8194, Sem 0.0500, dir -0.9797, norm 0.1103, swav 0.0000 LR: 4.189e-02 Score 98.208 Data time: 0.1552, Forward time: 2.2715, Backward time: 3.1340, DDP time: 0.0037, Total iter time: 5.2931 [2020-11-08 16:03:38,079][root][INFO] - ===> Epoch[1032](3098/3): Loss -0.8282, Sem 0.0530, dir -0.9831, norm 0.1018, swav 0.0000 LR: 4.187e-02 Score 98.109 Data time: 0.2351, Forward time: 2.2717, Backward time: 3.1340, DDP time: 0.0037, Total iter time: 5.8998 [2020-11-08 16:03:44,883][root][INFO] - ===> Epoch[1032](3099/3): Loss -0.8245, Sem 0.0432, dir -0.9796, norm 0.1120, swav 0.0000 LR: 4.185e-02 Score 98.421 Data time: 0.1266, Forward time: 2.2711, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 6.6758 [2020-11-08 16:03:52,395][root][INFO] - ===> Epoch[1033](3100/3): Loss -0.8193, Sem 0.0482, dir -0.9805, norm 0.1130, swav 0.0000 LR: 4.183e-02 Score 98.274 Data time: 0.2160, Forward time: 2.2709, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 7.4467 [2020-11-08 16:03:58,464][root][INFO] - ===> Epoch[1033](3101/3): Loss -0.8245, Sem 0.0508, dir -0.9801, norm 0.1047, swav 0.0000 LR: 4.181e-02 Score 98.141 Data time: 0.1585, Forward time: 2.2706, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.9598 [2020-11-08 16:04:03,909][root][INFO] - ===> Epoch[1033](3102/3): Loss -0.8243, Sem 0.0459, dir -0.9825, norm 0.1123, swav 0.0000 LR: 4.179e-02 Score 98.338 Data time: 0.1908, Forward time: 2.2704, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.3696 [2020-11-08 16:04:10,198][root][INFO] - ===> Epoch[1034](3103/3): Loss -0.8206, Sem 0.0492, dir -0.9790, norm 0.1092, swav 0.0000 LR: 4.177e-02 Score 98.241 Data time: 0.2985, Forward time: 2.2709, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 6.1973 [2020-11-08 16:04:16,003][root][INFO] - ===> Epoch[1034](3104/3): Loss -0.8178, Sem 0.0470, dir -0.9808, norm 0.1160, swav 0.0000 LR: 4.175e-02 Score 98.308 Data time: 0.2728, Forward time: 2.2714, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 5.6812 [2020-11-08 16:04:21,979][root][INFO] - ===> Epoch[1034](3105/3): Loss -0.8099, Sem 0.0531, dir -0.9807, norm 0.1177, swav 0.0000 LR: 4.173e-02 Score 98.138 Data time: 0.2423, Forward time: 2.2714, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 5.8564 [2020-11-08 16:04:26,998][root][INFO] - ===> Epoch[1035](3106/3): Loss -0.8093, Sem 0.0570, dir -0.9781, norm 0.1118, swav 0.0000 LR: 4.171e-02 Score 98.036 Data time: 0.1605, Forward time: 2.2711, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 4.9021 [2020-11-08 16:04:33,100][root][INFO] - ===> Epoch[1035](3107/3): Loss -0.8207, Sem 0.0495, dir -0.9822, norm 0.1120, swav 0.0000 LR: 4.169e-02 Score 98.236 Data time: 0.1686, Forward time: 2.2707, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 6.0303 [2020-11-08 16:04:38,979][root][INFO] - ===> Epoch[1035](3108/3): Loss -0.8240, Sem 0.0495, dir -0.9816, norm 0.1081, swav 0.0000 LR: 4.167e-02 Score 98.188 Data time: 0.2791, Forward time: 2.2712, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 5.8124 [2020-11-08 16:04:44,116][root][INFO] - ===> Epoch[1036](3109/3): Loss -0.8195, Sem 0.0500, dir -0.9807, norm 0.1112, swav 0.0000 LR: 4.165e-02 Score 98.220 Data time: 0.1839, Forward time: 2.2710, Backward time: 3.1360, DDP time: 0.0037, Total iter time: 5.0233 [2020-11-08 16:04:49,536][root][INFO] - ===> Epoch[1036](3110/3): Loss -0.8092, Sem 0.0511, dir -0.9808, norm 0.1204, swav 0.0000 LR: 4.163e-02 Score 98.164 Data time: 0.2259, Forward time: 2.2712, Backward time: 3.1356, DDP time: 0.0037, Total iter time: 5.3079 [2020-11-08 16:04:57,086][root][INFO] - ===> Epoch[1036](3111/3): Loss -0.8227, Sem 0.0495, dir -0.9827, norm 0.1106, swav 0.0000 LR: 4.162e-02 Score 98.227 Data time: 0.2133, Forward time: 2.2711, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 7.4167 [2020-11-08 16:05:02,135][root][INFO] - ===> Epoch[1037](3112/3): Loss -0.8154, Sem 0.0504, dir -0.9796, norm 0.1138, swav 0.0000 LR: 4.160e-02 Score 98.163 Data time: 0.1996, Forward time: 2.2710, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 4.9473 [2020-11-08 16:05:08,937][root][INFO] - ===> Epoch[1037](3113/3): Loss -0.8196, Sem 0.0521, dir -0.9800, norm 0.1082, swav 0.0000 LR: 4.158e-02 Score 98.152 Data time: 0.3339, Forward time: 2.2717, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 6.7086 [2020-11-08 16:05:15,167][root][INFO] - ===> Epoch[1037](3114/3): Loss -0.8327, Sem 0.0481, dir -0.9823, norm 0.1015, swav 0.0000 LR: 4.156e-02 Score 98.268 Data time: 0.2885, Forward time: 2.2723, Backward time: 3.1358, DDP time: 0.0037, Total iter time: 6.0892 [2020-11-08 16:05:22,439][root][INFO] - ===> Epoch[1038](3115/3): Loss -0.8116, Sem 0.0545, dir -0.9806, norm 0.1146, swav 0.0000 LR: 4.154e-02 Score 98.050 Data time: 0.1839, Forward time: 2.2721, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 7.1524 [2020-11-08 16:05:27,574][root][INFO] - ===> Epoch[1038](3116/3): Loss -0.8308, Sem 0.0516, dir -0.9836, norm 0.1012, swav 0.0000 LR: 4.152e-02 Score 98.107 Data time: 0.1834, Forward time: 2.2719, Backward time: 3.1367, DDP time: 0.0037, Total iter time: 5.0275 [2020-11-08 16:05:33,748][root][INFO] - ===> Epoch[1038](3117/3): Loss -0.8254, Sem 0.0457, dir -0.9818, norm 0.1107, swav 0.0000 LR: 4.150e-02 Score 98.355 Data time: 0.2472, Forward time: 2.2718, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 6.0720 [2020-11-08 16:05:39,876][root][INFO] - ===> Epoch[1039](3118/3): Loss -0.8174, Sem 0.0506, dir -0.9807, norm 0.1126, swav 0.0000 LR: 4.148e-02 Score 98.167 Data time: 0.2894, Forward time: 2.2723, Backward time: 3.1366, DDP time: 0.0037, Total iter time: 6.0212 [2020-11-08 16:05:47,205][root][INFO] - ===> Epoch[1039](3119/3): Loss -0.8278, Sem 0.0497, dir -0.9842, norm 0.1066, swav 0.0000 LR: 4.146e-02 Score 98.223 Data time: 0.1875, Forward time: 2.2722, Backward time: 3.1376, DDP time: 0.0037, Total iter time: 7.2038 [2020-11-08 16:05:53,483][root][INFO] - ===> Epoch[1039](3120/3): Loss -0.8221, Sem 0.0480, dir -0.9802, norm 0.1101, swav 0.0000 LR: 4.144e-02 Score 98.255 Data time: 0.1806, Forward time: 2.2719, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 6.1659 [2020-11-08 16:05:58,551][root][INFO] - ===> Epoch[1040](3121/3): Loss -0.8155, Sem 0.0474, dir -0.9799, norm 0.1171, swav 0.0000 LR: 4.142e-02 Score 98.282 Data time: 0.2081, Forward time: 2.2719, Backward time: 3.1378, DDP time: 0.0037, Total iter time: 4.9817 [2020-11-08 16:06:04,039][root][INFO] - ===> Epoch[1040](3122/3): Loss -0.8311, Sem 0.0494, dir -0.9834, norm 0.1029, swav 0.0000 LR: 4.140e-02 Score 98.208 Data time: 0.2036, Forward time: 2.2718, Backward time: 3.1376, DDP time: 0.0037, Total iter time: 5.3823 [2020-11-08 16:06:09,834][root][INFO] - ===> Epoch[1040](3123/3): Loss -0.8090, Sem 0.0556, dir -0.9793, norm 0.1146, swav 0.0000 LR: 4.138e-02 Score 97.999 Data time: 0.1282, Forward time: 2.2713, Backward time: 3.1381, DDP time: 0.0037, Total iter time: 5.6856 [2020-11-08 16:06:16,276][root][INFO] - ===> Epoch[1041](3124/3): Loss -0.8201, Sem 0.0485, dir -0.9818, norm 0.1133, swav 0.0000 LR: 4.136e-02 Score 98.248 Data time: 0.2050, Forward time: 2.2713, Backward time: 3.1386, DDP time: 0.0037, Total iter time: 6.3743 [2020-11-08 16:06:21,632][root][INFO] - ===> Epoch[1041](3125/3): Loss -0.8267, Sem 0.0491, dir -0.9818, norm 0.1061, swav 0.0000 LR: 4.134e-02 Score 98.204 Data time: 0.1848, Forward time: 2.2711, Backward time: 3.1385, DDP time: 0.0037, Total iter time: 5.2163 [2020-11-08 16:06:26,656][root][INFO] - ===> Epoch[1041](3126/3): Loss -0.8260, Sem 0.0476, dir -0.9836, norm 0.1100, swav 0.0000 LR: 4.132e-02 Score 98.282 Data time: 0.2218, Forward time: 2.2711, Backward time: 3.1381, DDP time: 0.0037, Total iter time: 4.9320 [2020-11-08 16:06:31,986][root][INFO] - ===> Epoch[1042](3127/3): Loss -0.8189, Sem 0.0463, dir -0.9785, norm 0.1133, swav 0.0000 LR: 4.130e-02 Score 98.299 Data time: 0.1922, Forward time: 2.2708, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 5.2057 [2020-11-08 16:06:37,902][root][INFO] - ===> Epoch[1042](3128/3): Loss -0.8192, Sem 0.0538, dir -0.9811, norm 0.1081, swav 0.0000 LR: 4.128e-02 Score 98.077 Data time: 0.2666, Forward time: 2.2712, Backward time: 3.1377, DDP time: 0.0037, Total iter time: 5.8281 [2020-11-08 16:06:43,275][root][INFO] - ===> Epoch[1042](3129/3): Loss -0.8314, Sem 0.0476, dir -0.9829, norm 0.1039, swav 0.0000 LR: 4.126e-02 Score 98.259 Data time: 0.1447, Forward time: 2.2708, Backward time: 3.1378, DDP time: 0.0037, Total iter time: 5.2413 [2020-11-08 16:06:49,765][root][INFO] - ===> Epoch[1043](3130/3): Loss -0.8150, Sem 0.0486, dir -0.9794, norm 0.1159, swav 0.0000 LR: 4.124e-02 Score 98.269 Data time: 0.1862, Forward time: 2.2706, Backward time: 3.1384, DDP time: 0.0037, Total iter time: 6.3813 [2020-11-08 16:06:55,795][root][INFO] - ===> Epoch[1043](3131/3): Loss -0.8148, Sem 0.0488, dir -0.9813, norm 0.1177, swav 0.0000 LR: 4.122e-02 Score 98.247 Data time: 0.1533, Forward time: 2.2701, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 5.9071 [2020-11-08 16:07:01,773][root][INFO] - ===> Epoch[1043](3132/3): Loss -0.8224, Sem 0.0497, dir -0.9780, norm 0.1060, swav 0.0000 LR: 4.120e-02 Score 98.182 Data time: 0.1455, Forward time: 2.2696, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 5.8953 [2020-11-08 16:07:07,088][root][INFO] - ===> Epoch[1044](3133/3): Loss -0.8299, Sem 0.0469, dir -0.9826, norm 0.1058, swav 0.0000 LR: 4.118e-02 Score 98.278 Data time: 0.3045, Forward time: 2.2699, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.1993 [2020-11-08 16:07:14,563][root][INFO] - ===> Epoch[1044](3134/3): Loss -0.8172, Sem 0.0531, dir -0.9826, norm 0.1123, swav 0.0000 LR: 4.116e-02 Score 98.077 Data time: 0.1741, Forward time: 2.2697, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 7.3511 [2020-11-08 16:07:20,022][root][INFO] - ===> Epoch[1044](3135/3): Loss -0.8222, Sem 0.0480, dir -0.9797, norm 0.1095, swav 0.0000 LR: 4.114e-02 Score 98.265 Data time: 0.1665, Forward time: 2.2694, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.3487 [2020-11-08 16:07:26,424][root][INFO] - ===> Epoch[1045](3136/3): Loss -0.8134, Sem 0.0489, dir -0.9803, norm 0.1180, swav 0.0000 LR: 4.112e-02 Score 98.233 Data time: 0.2013, Forward time: 2.2692, Backward time: 3.1410, DDP time: 0.0037, Total iter time: 6.2936 [2020-11-08 16:07:32,127][root][INFO] - ===> Epoch[1045](3137/3): Loss -0.8292, Sem 0.0479, dir -0.9828, norm 0.1057, swav 0.0000 LR: 4.110e-02 Score 98.295 Data time: 0.2232, Forward time: 2.2692, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.5807 [2020-11-08 16:07:36,790][root][INFO] - ===> Epoch[1045](3138/3): Loss -0.8208, Sem 0.0518, dir -0.9800, norm 0.1074, swav 0.0000 LR: 4.108e-02 Score 98.104 Data time: 0.1359, Forward time: 2.2687, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 4.5440 [2020-11-08 16:07:42,705][root][INFO] - ===> Epoch[1046](3139/3): Loss -0.8268, Sem 0.0477, dir -0.9818, norm 0.1073, swav 0.0000 LR: 4.106e-02 Score 98.272 Data time: 0.2085, Forward time: 2.2688, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.8403 [2020-11-08 16:07:49,127][root][INFO] - ===> Epoch[1046](3140/3): Loss -0.8205, Sem 0.0440, dir -0.9811, norm 0.1166, swav 0.0000 LR: 4.104e-02 Score 98.411 Data time: 0.1817, Forward time: 2.2683, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 6.3178 [2020-11-08 16:07:57,513][root][INFO] - ===> Epoch[1046](3141/3): Loss -0.8327, Sem 0.0520, dir -0.9841, norm 0.0994, swav 0.0000 LR: 4.102e-02 Score 98.131 Data time: 0.4315, Forward time: 2.2696, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 8.2846 [2020-11-08 16:08:03,112][root][INFO] - ===> Epoch[1047](3142/3): Loss -0.8118, Sem 0.0454, dir -0.9790, norm 0.1218, swav 0.0000 LR: 4.100e-02 Score 98.366 Data time: 0.2046, Forward time: 2.2697, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.4672 [2020-11-08 16:08:08,463][root][INFO] - ===> Epoch[1047](3143/3): Loss -0.8240, Sem 0.0492, dir -0.9825, norm 0.1093, swav 0.0000 LR: 4.098e-02 Score 98.232 Data time: 0.2266, Forward time: 2.2697, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 5.2149 [2020-11-08 16:08:14,251][root][INFO] - ===> Epoch[1047](3144/3): Loss -0.8169, Sem 0.0472, dir -0.9805, norm 0.1164, swav 0.0000 LR: 4.096e-02 Score 98.287 Data time: 0.2637, Forward time: 2.2700, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.6627 [2020-11-08 16:08:20,358][root][INFO] - ===> Epoch[1048](3145/3): Loss -0.8340, Sem 0.0462, dir -0.9826, norm 0.1023, swav 0.0000 LR: 4.094e-02 Score 98.326 Data time: 0.2646, Forward time: 2.2703, Backward time: 3.1406, DDP time: 0.0037, Total iter time: 5.9895 [2020-11-08 16:08:26,501][root][INFO] - ===> Epoch[1048](3146/3): Loss -0.8225, Sem 0.0539, dir -0.9828, norm 0.1063, swav 0.0000 LR: 4.092e-02 Score 98.025 Data time: 0.2869, Forward time: 2.2708, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 6.0237 [2020-11-08 16:08:32,978][root][INFO] - ===> Epoch[1048](3147/3): Loss -0.8163, Sem 0.0493, dir -0.9815, norm 0.1159, swav 0.0000 LR: 4.090e-02 Score 98.238 Data time: 0.2232, Forward time: 2.2709, Backward time: 3.1406, DDP time: 0.0037, Total iter time: 6.3671 [2020-11-08 16:08:38,290][root][INFO] - ===> Epoch[1049](3148/3): Loss -0.8203, Sem 0.0458, dir -0.9826, norm 0.1165, swav 0.0000 LR: 4.088e-02 Score 98.362 Data time: 0.1351, Forward time: 2.2706, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.2031 [2020-11-08 16:08:44,432][root][INFO] - ===> Epoch[1049](3149/3): Loss -0.8079, Sem 0.0497, dir -0.9764, norm 0.1188, swav 0.0000 LR: 4.086e-02 Score 98.196 Data time: 0.1425, Forward time: 2.2701, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 6.0871 [2020-11-08 16:08:49,276][root][INFO] - ===> Epoch[1049](3150/3): Loss -0.8146, Sem 0.0507, dir -0.9811, norm 0.1158, swav 0.0000 LR: 4.084e-02 Score 98.181 Data time: 0.1961, Forward time: 2.2701, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 4.7952 [2020-11-08 16:08:55,035][root][INFO] - ===> Epoch[1050](3151/3): Loss -0.8181, Sem 0.0501, dir -0.9777, norm 0.1095, swav 0.0000 LR: 4.082e-02 Score 98.189 Data time: 0.1654, Forward time: 2.2698, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 5.6525 [2020-11-08 16:08:59,873][root][INFO] - ===> Epoch[1050](3152/3): Loss -0.8136, Sem 0.0487, dir -0.9804, norm 0.1180, swav 0.0000 LR: 4.080e-02 Score 98.226 Data time: 0.2035, Forward time: 2.2696, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 4.7921 [2020-11-08 16:09:05,203][root][INFO] - ===> Epoch[1050](3153/3): Loss -0.8291, Sem 0.0480, dir -0.9854, norm 0.1083, swav 0.0000 LR: 4.078e-02 Score 98.284 Data time: 0.1581, Forward time: 2.2693, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 5.2314 [2020-11-08 16:09:10,763][root][INFO] - ===> Epoch[1051](3154/3): Loss -0.8103, Sem 0.0523, dir -0.9807, norm 0.1181, swav 0.0000 LR: 4.076e-02 Score 98.123 Data time: 0.1462, Forward time: 2.2689, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 5.4724 [2020-11-08 16:09:17,091][root][INFO] - ===> Epoch[1051](3155/3): Loss -0.8230, Sem 0.0469, dir -0.9799, norm 0.1101, swav 0.0000 LR: 4.074e-02 Score 98.263 Data time: 0.1820, Forward time: 2.2686, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 6.2317 [2020-11-08 16:09:22,760][root][INFO] - ===> Epoch[1051](3156/3): Loss -0.8271, Sem 0.0496, dir -0.9832, norm 0.1064, swav 0.0000 LR: 4.072e-02 Score 98.193 Data time: 0.2236, Forward time: 2.2686, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 5.5582 [2020-11-08 16:09:29,332][root][INFO] - ===> Epoch[1052](3157/3): Loss -0.8167, Sem 0.0433, dir -0.9779, norm 0.1178, swav 0.0000 LR: 4.070e-02 Score 98.435 Data time: 0.1800, Forward time: 2.2683, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 6.4447 [2020-11-08 16:09:35,399][root][INFO] - ===> Epoch[1052](3158/3): Loss -0.8122, Sem 0.0526, dir -0.9787, norm 0.1139, swav 0.0000 LR: 4.068e-02 Score 98.139 Data time: 0.2331, Forward time: 2.2685, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 5.9682 [2020-11-08 16:09:40,683][root][INFO] - ===> Epoch[1052](3159/3): Loss -0.8151, Sem 0.0488, dir -0.9795, norm 0.1155, swav 0.0000 LR: 4.066e-02 Score 98.248 Data time: 0.2134, Forward time: 2.2685, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 5.1519 [2020-11-08 16:09:46,661][root][INFO] - ===> Epoch[1053](3160/3): Loss -0.8242, Sem 0.0489, dir -0.9840, norm 0.1109, swav 0.0000 LR: 4.064e-02 Score 98.198 Data time: 0.2236, Forward time: 2.2685, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 5.8714 [2020-11-08 16:09:53,004][root][INFO] - ===> Epoch[1053](3161/3): Loss -0.8349, Sem 0.0432, dir -0.9818, norm 0.1037, swav 0.0000 LR: 4.062e-02 Score 98.433 Data time: 0.2459, Forward time: 2.2687, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 6.2149 [2020-11-08 16:10:00,078][root][INFO] - ===> Epoch[1053](3162/3): Loss -0.8173, Sem 0.0512, dir -0.9821, norm 0.1136, swav 0.0000 LR: 4.060e-02 Score 98.140 Data time: 0.1842, Forward time: 2.2686, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 6.9502 [2020-11-08 16:10:05,662][root][INFO] - ===> Epoch[1054](3163/3): Loss -0.8176, Sem 0.0481, dir -0.9817, norm 0.1160, swav 0.0000 LR: 4.058e-02 Score 98.277 Data time: 0.2184, Forward time: 2.2684, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 5.4639 [2020-11-08 16:10:11,406][root][INFO] - ===> Epoch[1054](3164/3): Loss -0.8169, Sem 0.0466, dir -0.9782, norm 0.1146, swav 0.0000 LR: 4.056e-02 Score 98.301 Data time: 0.2369, Forward time: 2.2685, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 5.6355 [2020-11-08 16:10:17,734][root][INFO] - ===> Epoch[1054](3165/3): Loss -0.8139, Sem 0.0505, dir -0.9809, norm 0.1165, swav 0.0000 LR: 4.054e-02 Score 98.183 Data time: 0.3039, Forward time: 2.2690, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 6.2065 [2020-11-08 16:10:23,311][root][INFO] - ===> Epoch[1055](3166/3): Loss -0.8404, Sem 0.0424, dir -0.9829, norm 0.1001, swav 0.0000 LR: 4.052e-02 Score 98.435 Data time: 0.2040, Forward time: 2.2690, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 5.4598 [2020-11-08 16:10:29,141][root][INFO] - ===> Epoch[1055](3167/3): Loss -0.8069, Sem 0.0498, dir -0.9806, norm 0.1238, swav 0.0000 LR: 4.050e-02 Score 98.197 Data time: 0.1744, Forward time: 2.2688, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.7213 [2020-11-08 16:10:35,220][root][INFO] - ===> Epoch[1055](3168/3): Loss -0.8214, Sem 0.0453, dir -0.9822, norm 0.1155, swav 0.0000 LR: 4.048e-02 Score 98.358 Data time: 0.2864, Forward time: 2.2693, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.9699 [2020-11-08 16:10:40,770][root][INFO] - ===> Epoch[1056](3169/3): Loss -0.8266, Sem 0.0501, dir -0.9820, norm 0.1053, swav 0.0000 LR: 4.046e-02 Score 98.183 Data time: 0.2081, Forward time: 2.2693, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 5.4125 [2020-11-08 16:10:47,468][root][INFO] - ===> Epoch[1056](3170/3): Loss -0.8141, Sem 0.0462, dir -0.9753, norm 0.1150, swav 0.0000 LR: 4.044e-02 Score 98.304 Data time: 0.1867, Forward time: 2.2689, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 6.5744 [2020-11-08 16:10:53,932][root][INFO] - ===> Epoch[1056](3171/3): Loss -0.8245, Sem 0.0476, dir -0.9837, norm 0.1116, swav 0.0000 LR: 4.042e-02 Score 98.295 Data time: 0.3358, Forward time: 2.2695, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 6.3720 [2020-11-08 16:10:58,925][root][INFO] - ===> Epoch[1057](3172/3): Loss -0.8006, Sem 0.0504, dir -0.9749, norm 0.1239, swav 0.0000 LR: 4.040e-02 Score 98.169 Data time: 0.2616, Forward time: 2.2697, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 4.8796 [2020-11-08 16:11:04,739][root][INFO] - ===> Epoch[1057](3173/3): Loss -0.8095, Sem 0.0489, dir -0.9780, norm 0.1196, swav 0.0000 LR: 4.038e-02 Score 98.213 Data time: 0.2978, Forward time: 2.2702, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 5.6809 [2020-11-08 16:11:10,856][root][INFO] - ===> Epoch[1057](3174/3): Loss -0.8193, Sem 0.0476, dir -0.9824, norm 0.1155, swav 0.0000 LR: 4.036e-02 Score 98.284 Data time: 0.3030, Forward time: 2.2707, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 5.9529 [2020-11-08 16:11:16,423][root][INFO] - ===> Epoch[1058](3175/3): Loss -0.8336, Sem 0.0479, dir -0.9833, norm 0.1019, swav 0.0000 LR: 4.034e-02 Score 98.294 Data time: 0.2454, Forward time: 2.2709, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.4413 [2020-11-08 16:11:21,739][root][INFO] - ===> Epoch[1058](3176/3): Loss -0.8101, Sem 0.0505, dir -0.9776, norm 0.1171, swav 0.0000 LR: 4.032e-02 Score 98.175 Data time: 0.2290, Forward time: 2.2710, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.1851 [2020-11-08 16:11:29,268][root][INFO] - ===> Epoch[1058](3177/3): Loss -0.8332, Sem 0.0439, dir -0.9807, norm 0.1035, swav 0.0000 LR: 4.030e-02 Score 98.398 Data time: 0.2480, Forward time: 2.2712, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 7.4392 [2020-11-08 16:11:34,641][root][INFO] - ===> Epoch[1059](3178/3): Loss -0.8130, Sem 0.0497, dir -0.9800, norm 0.1173, swav 0.0000 LR: 4.028e-02 Score 98.230 Data time: 0.2092, Forward time: 2.2712, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.2462 [2020-11-08 16:11:39,514][root][INFO] - ===> Epoch[1059](3179/3): Loss -0.8275, Sem 0.0469, dir -0.9817, norm 0.1073, swav 0.0000 LR: 4.026e-02 Score 98.311 Data time: 0.1493, Forward time: 2.2709, Backward time: 3.1406, DDP time: 0.0037, Total iter time: 4.7822 [2020-11-08 16:11:45,457][root][INFO] - ===> Epoch[1059](3180/3): Loss -0.8189, Sem 0.0502, dir -0.9805, norm 0.1114, swav 0.0000 LR: 4.024e-02 Score 98.151 Data time: 0.1882, Forward time: 2.2707, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 5.8773 [2020-11-08 16:11:52,869][root][INFO] - ===> Epoch[1060](3181/3): Loss -0.8216, Sem 0.0511, dir -0.9832, norm 0.1105, swav 0.0000 LR: 4.022e-02 Score 98.163 Data time: 0.2356, Forward time: 2.2708, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 7.3066 [2020-11-08 16:11:57,570][root][INFO] - ===> Epoch[1060](3182/3): Loss -0.8138, Sem 0.0471, dir -0.9771, norm 0.1162, swav 0.0000 LR: 4.020e-02 Score 98.292 Data time: 0.2258, Forward time: 2.2708, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 4.5930 [2020-11-08 16:12:04,379][root][INFO] - ===> Epoch[1060](3183/3): Loss -0.8187, Sem 0.0488, dir -0.9821, norm 0.1146, swav 0.0000 LR: 4.018e-02 Score 98.209 Data time: 0.2502, Forward time: 2.2711, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 6.7162 [2020-11-08 16:12:10,691][root][INFO] - ===> Epoch[1061](3184/3): Loss -0.8258, Sem 0.0508, dir -0.9830, norm 0.1064, swav 0.0000 LR: 4.016e-02 Score 98.172 Data time: 0.1716, Forward time: 2.2708, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 6.1868 [2020-11-08 16:12:17,505][root][INFO] - ===> Epoch[1061](3185/3): Loss -0.8110, Sem 0.0449, dir -0.9766, norm 0.1207, swav 0.0000 LR: 4.014e-02 Score 98.384 Data time: 0.3443, Forward time: 2.2714, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 6.7628 [2020-11-08 16:12:23,924][root][INFO] - ===> Epoch[1061](3186/3): Loss -0.8231, Sem 0.0473, dir -0.9816, norm 0.1112, swav 0.0000 LR: 4.012e-02 Score 98.297 Data time: 0.2686, Forward time: 2.2718, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 6.3053 [2020-11-08 16:12:29,122][root][INFO] - ===> Epoch[1062](3187/3): Loss -0.8109, Sem 0.0498, dir -0.9779, norm 0.1171, swav 0.0000 LR: 4.010e-02 Score 98.214 Data time: 0.1549, Forward time: 2.2715, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 5.0760 [2020-11-08 16:12:34,942][root][INFO] - ===> Epoch[1062](3188/3): Loss -0.8175, Sem 0.0533, dir -0.9816, norm 0.1108, swav 0.0000 LR: 4.008e-02 Score 98.051 Data time: 0.2076, Forward time: 2.2715, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 5.7475 [2020-11-08 16:12:40,121][root][INFO] - ===> Epoch[1062](3189/3): Loss -0.8174, Sem 0.0523, dir -0.9822, norm 0.1125, swav 0.0000 LR: 4.006e-02 Score 98.104 Data time: 0.1777, Forward time: 2.2713, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.0705 [2020-11-08 16:12:46,306][root][INFO] - ===> Epoch[1063](3190/3): Loss -0.8201, Sem 0.0434, dir -0.9797, norm 0.1161, swav 0.0000 LR: 4.004e-02 Score 98.410 Data time: 0.1668, Forward time: 2.2709, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 6.0952 [2020-11-08 16:12:51,856][root][INFO] - ===> Epoch[1063](3191/3): Loss -0.8181, Sem 0.0509, dir -0.9823, norm 0.1132, swav 0.0000 LR: 4.002e-02 Score 98.190 Data time: 0.2276, Forward time: 2.2712, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.4825 [2020-11-08 16:12:57,148][root][INFO] - ===> Epoch[1063](3192/3): Loss -0.8159, Sem 0.0507, dir -0.9797, norm 0.1131, swav 0.0000 LR: 4.000e-02 Score 98.171 Data time: 0.1417, Forward time: 2.2708, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 5.1487 [2020-11-08 16:13:02,745][root][INFO] - ===> Epoch[1064](3193/3): Loss -0.8356, Sem 0.0484, dir -0.9844, norm 0.1005, swav 0.0000 LR: 3.998e-02 Score 98.217 Data time: 0.1967, Forward time: 2.2707, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.5005 [2020-11-08 16:13:08,741][root][INFO] - ===> Epoch[1064](3194/3): Loss -0.8264, Sem 0.0474, dir -0.9804, norm 0.1066, swav 0.0000 LR: 3.996e-02 Score 98.259 Data time: 0.1742, Forward time: 2.2705, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.8936 [2020-11-08 16:13:13,919][root][INFO] - ===> Epoch[1064](3195/3): Loss -0.8114, Sem 0.0487, dir -0.9803, norm 0.1202, swav 0.0000 LR: 3.994e-02 Score 98.272 Data time: 0.1457, Forward time: 2.2701, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.0835 [2020-11-08 16:13:19,376][root][INFO] - ===> Epoch[1065](3196/3): Loss -0.8199, Sem 0.0497, dir -0.9829, norm 0.1133, swav 0.0000 LR: 3.993e-02 Score 98.187 Data time: 0.2014, Forward time: 2.2700, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 5.3567 [2020-11-08 16:13:24,376][root][INFO] - ===> Epoch[1065](3197/3): Loss -0.8276, Sem 0.0479, dir -0.9795, norm 0.1040, swav 0.0000 LR: 3.991e-02 Score 98.255 Data time: 0.2335, Forward time: 2.2702, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 4.8809 [2020-11-08 16:13:30,072][root][INFO] - ===> Epoch[1065](3198/3): Loss -0.8177, Sem 0.0524, dir -0.9808, norm 0.1107, swav 0.0000 LR: 3.989e-02 Score 98.137 Data time: 0.1949, Forward time: 2.2699, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 5.5606 [2020-11-08 16:13:36,152][root][INFO] - ===> Epoch[1066](3199/3): Loss -0.8153, Sem 0.0475, dir -0.9793, norm 0.1165, swav 0.0000 LR: 3.987e-02 Score 98.296 Data time: 0.2875, Forward time: 2.2703, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.9737 [2020-11-08 16:13:42,817][root][INFO] - ===> Epoch[1066](3200/3): Loss -0.8313, Sem 0.0500, dir -0.9847, norm 0.1034, swav 0.0000 LR: 3.985e-02 Score 98.171 Data time: 0.1950, Forward time: 2.2703, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 6.5598 [2020-11-08 16:13:48,319][root][INFO] - ===> Epoch[1066](3201/3): Loss -0.8064, Sem 0.0543, dir -0.9801, norm 0.1195, swav 0.0000 LR: 3.983e-02 Score 98.025 Data time: 0.2276, Forward time: 2.2704, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.3676 [2020-11-08 16:13:54,031][root][INFO] - ===> Epoch[1067](3202/3): Loss -0.8319, Sem 0.0465, dir -0.9837, norm 0.1054, swav 0.0000 LR: 3.981e-02 Score 98.332 Data time: 0.1981, Forward time: 2.2703, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.5949 [2020-11-08 16:13:59,113][root][INFO] - ===> Epoch[1067](3203/3): Loss -0.8358, Sem 0.0469, dir -0.9813, norm 0.0986, swav 0.0000 LR: 3.979e-02 Score 98.300 Data time: 0.1829, Forward time: 2.2701, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 4.9763 [2020-11-08 16:14:05,321][root][INFO] - ===> Epoch[1067](3204/3): Loss -0.8215, Sem 0.0500, dir -0.9811, norm 0.1096, swav 0.0000 LR: 3.977e-02 Score 98.218 Data time: 0.3199, Forward time: 2.2706, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 6.1008 [2020-11-08 16:14:10,882][root][INFO] - ===> Epoch[1068](3205/3): Loss -0.8239, Sem 0.0503, dir -0.9826, norm 0.1084, swav 0.0000 LR: 3.975e-02 Score 98.153 Data time: 0.2287, Forward time: 2.2708, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 5.4348 [2020-11-08 16:14:16,607][root][INFO] - ===> Epoch[1068](3206/3): Loss -0.8191, Sem 0.0515, dir -0.9814, norm 0.1108, swav 0.0000 LR: 3.973e-02 Score 98.196 Data time: 0.1895, Forward time: 2.2707, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 5.5853 [2020-11-08 16:14:22,306][root][INFO] - ===> Epoch[1068](3207/3): Loss -0.8240, Sem 0.0508, dir -0.9809, norm 0.1060, swav 0.0000 LR: 3.971e-02 Score 98.192 Data time: 0.1375, Forward time: 2.2702, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.5725 [2020-11-08 16:14:28,821][root][INFO] - ===> Epoch[1069](3208/3): Loss -0.8288, Sem 0.0466, dir -0.9813, norm 0.1059, swav 0.0000 LR: 3.969e-02 Score 98.303 Data time: 0.2673, Forward time: 2.2705, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 6.4519 [2020-11-08 16:14:35,721][root][INFO] - ===> Epoch[1069](3209/3): Loss -0.8246, Sem 0.0520, dir -0.9829, norm 0.1063, swav 0.0000 LR: 3.967e-02 Score 98.132 Data time: 0.1578, Forward time: 2.2703, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 6.7788 [2020-11-08 16:14:42,135][root][INFO] - ===> Epoch[1069](3210/3): Loss -0.8303, Sem 0.0453, dir -0.9830, norm 0.1074, swav 0.0000 LR: 3.965e-02 Score 98.350 Data time: 0.1692, Forward time: 2.2700, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 6.3216 [2020-11-08 16:14:47,269][root][INFO] - ===> Epoch[1070](3211/3): Loss -0.8282, Sem 0.0489, dir -0.9819, norm 0.1047, swav 0.0000 LR: 3.963e-02 Score 98.275 Data time: 0.2128, Forward time: 2.2699, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.0293 [2020-11-08 16:14:52,267][root][INFO] - ===> Epoch[1070](3212/3): Loss -0.8247, Sem 0.0502, dir -0.9824, norm 0.1075, swav 0.0000 LR: 3.961e-02 Score 98.196 Data time: 0.2259, Forward time: 2.2699, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 4.8736 [2020-11-08 16:14:57,197][root][INFO] - ===> Epoch[1070](3213/3): Loss -0.8316, Sem 0.0460, dir -0.9834, norm 0.1058, swav 0.0000 LR: 3.959e-02 Score 98.350 Data time: 0.2450, Forward time: 2.2701, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 4.8065 [2020-11-08 16:15:03,589][root][INFO] - ===> Epoch[1071](3214/3): Loss -0.8206, Sem 0.0501, dir -0.9828, norm 0.1121, swav 0.0000 LR: 3.957e-02 Score 98.178 Data time: 0.3092, Forward time: 2.2706, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 6.2697 [2020-11-08 16:15:09,711][root][INFO] - ===> Epoch[1071](3215/3): Loss -0.8210, Sem 0.0487, dir -0.9794, norm 0.1097, swav 0.0000 LR: 3.955e-02 Score 98.255 Data time: 0.2325, Forward time: 2.2704, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 5.9882 [2020-11-08 16:15:15,838][root][INFO] - ===> Epoch[1071](3216/3): Loss -0.8326, Sem 0.0472, dir -0.9818, norm 0.1021, swav 0.0000 LR: 3.953e-02 Score 98.325 Data time: 0.2979, Forward time: 2.2709, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 6.0384 [2020-11-08 16:15:21,115][root][INFO] - ===> Epoch[1072](3217/3): Loss -0.8254, Sem 0.0478, dir -0.9826, norm 0.1094, swav 0.0000 LR: 3.951e-02 Score 98.232 Data time: 0.1768, Forward time: 2.2708, Backward time: 3.1410, DDP time: 0.0037, Total iter time: 5.1506 [2020-11-08 16:15:27,808][root][INFO] - ===> Epoch[1072](3218/3): Loss -0.8229, Sem 0.0525, dir -0.9810, norm 0.1056, swav 0.0000 LR: 3.949e-02 Score 98.116 Data time: 0.1712, Forward time: 2.2705, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 6.5945 [2020-11-08 16:15:33,301][root][INFO] - ===> Epoch[1072](3219/3): Loss -0.8386, Sem 0.0439, dir -0.9839, norm 0.1014, swav 0.0000 LR: 3.947e-02 Score 98.430 Data time: 0.2875, Forward time: 2.2709, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 5.4424 [2020-11-08 16:15:39,332][root][INFO] - ===> Epoch[1073](3220/3): Loss -0.8234, Sem 0.0514, dir -0.9826, norm 0.1078, swav 0.0000 LR: 3.945e-02 Score 98.128 Data time: 0.2207, Forward time: 2.2709, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.9105 [2020-11-08 16:15:44,536][root][INFO] - ===> Epoch[1073](3221/3): Loss -0.8237, Sem 0.0505, dir -0.9790, norm 0.1047, swav 0.0000 LR: 3.943e-02 Score 98.153 Data time: 0.2555, Forward time: 2.2711, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 5.0994 [2020-11-08 16:15:50,325][root][INFO] - ===> Epoch[1073](3222/3): Loss -0.8244, Sem 0.0506, dir -0.9827, norm 0.1077, swav 0.0000 LR: 3.941e-02 Score 98.171 Data time: 0.2193, Forward time: 2.2712, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.6580 [2020-11-08 16:15:54,979][root][INFO] - ===> Epoch[1074](3223/3): Loss -0.8213, Sem 0.0457, dir -0.9809, norm 0.1140, swav 0.0000 LR: 3.939e-02 Score 98.348 Data time: 0.2418, Forward time: 2.2712, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 4.5317 [2020-11-08 16:16:00,576][root][INFO] - ===> Epoch[1074](3224/3): Loss -0.8295, Sem 0.0499, dir -0.9830, norm 0.1036, swav 0.0000 LR: 3.937e-02 Score 98.149 Data time: 0.2639, Forward time: 2.2716, Backward time: 3.1395, DDP time: 0.0037, Total iter time: 5.4671 [2020-11-08 16:16:06,463][root][INFO] - ===> Epoch[1074](3225/3): Loss -0.8225, Sem 0.0532, dir -0.9828, norm 0.1071, swav 0.0000 LR: 3.935e-02 Score 98.074 Data time: 0.2100, Forward time: 2.2715, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 5.7580 [2020-11-08 16:16:12,639][root][INFO] - ===> Epoch[1075](3226/3): Loss -0.8330, Sem 0.0495, dir -0.9810, norm 0.0984, swav 0.0000 LR: 3.933e-02 Score 98.191 Data time: 0.1994, Forward time: 2.2715, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 6.0733 [2020-11-08 16:16:18,027][root][INFO] - ===> Epoch[1075](3227/3): Loss -0.8279, Sem 0.0476, dir -0.9833, norm 0.1078, swav 0.0000 LR: 3.931e-02 Score 98.275 Data time: 0.1868, Forward time: 2.2714, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.2642 [2020-11-08 16:16:23,140][root][INFO] - ===> Epoch[1075](3228/3): Loss -0.8311, Sem 0.0445, dir -0.9840, norm 0.1084, swav 0.0000 LR: 3.929e-02 Score 98.390 Data time: 0.1285, Forward time: 2.2709, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 5.0165 [2020-11-08 16:16:29,963][root][INFO] - ===> Epoch[1076](3229/3): Loss -0.8319, Sem 0.0481, dir -0.9852, norm 0.1053, swav 0.0000 LR: 3.927e-02 Score 98.277 Data time: 0.1973, Forward time: 2.2708, Backward time: 3.1406, DDP time: 0.0037, Total iter time: 6.7689 [2020-11-08 16:16:36,230][root][INFO] - ===> Epoch[1076](3230/3): Loss -0.8225, Sem 0.0501, dir -0.9801, norm 0.1075, swav 0.0000 LR: 3.925e-02 Score 98.168 Data time: 0.2370, Forward time: 2.2709, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 6.1553 [2020-11-08 16:16:43,249][root][INFO] - ===> Epoch[1076](3231/3): Loss -0.8239, Sem 0.0498, dir -0.9823, norm 0.1086, swav 0.0000 LR: 3.923e-02 Score 98.209 Data time: 0.1224, Forward time: 2.2704, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 6.9028 [2020-11-08 16:16:48,000][root][INFO] - ===> Epoch[1077](3232/3): Loss -0.8340, Sem 0.0483, dir -0.9840, norm 0.1017, swav 0.0000 LR: 3.921e-02 Score 98.219 Data time: 0.2225, Forward time: 2.2705, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 4.6494 [2020-11-08 16:16:53,435][root][INFO] - ===> Epoch[1077](3233/3): Loss -0.8127, Sem 0.0531, dir -0.9773, norm 0.1115, swav 0.0000 LR: 3.919e-02 Score 98.080 Data time: 0.1344, Forward time: 2.2700, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 5.3187 [2020-11-08 16:16:59,365][root][INFO] - ===> Epoch[1077](3234/3): Loss -0.8363, Sem 0.0491, dir -0.9844, norm 0.0989, swav 0.0000 LR: 3.917e-02 Score 98.216 Data time: 0.2033, Forward time: 2.2700, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.8398 [2020-11-08 16:17:05,357][root][INFO] - ===> Epoch[1078](3235/3): Loss -0.8334, Sem 0.0446, dir -0.9833, norm 0.1052, swav 0.0000 LR: 3.915e-02 Score 98.394 Data time: 0.1920, Forward time: 2.2699, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.8824 [2020-11-08 16:17:12,769][root][INFO] - ===> Epoch[1078](3236/3): Loss -0.8199, Sem 0.0470, dir -0.9810, norm 0.1140, swav 0.0000 LR: 3.913e-02 Score 98.284 Data time: 0.2164, Forward time: 2.2699, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 7.2973 [2020-11-08 16:17:18,187][root][INFO] - ===> Epoch[1078](3237/3): Loss -0.8325, Sem 0.0445, dir -0.9818, norm 0.1048, swav 0.0000 LR: 3.911e-02 Score 98.396 Data time: 0.2259, Forward time: 2.2699, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 5.2900 [2020-11-08 16:17:22,930][root][INFO] - ===> Epoch[1079](3238/3): Loss -0.8157, Sem 0.0513, dir -0.9787, norm 0.1116, swav 0.0000 LR: 3.909e-02 Score 98.149 Data time: 0.1876, Forward time: 2.2697, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 4.6143 [2020-11-08 16:17:28,967][root][INFO] - ===> Epoch[1079](3239/3): Loss -0.8217, Sem 0.0514, dir -0.9823, norm 0.1092, swav 0.0000 LR: 3.907e-02 Score 98.101 Data time: 0.2089, Forward time: 2.2698, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 5.9442 [2020-11-08 16:17:35,991][root][INFO] - ===> Epoch[1079](3240/3): Loss -0.8218, Sem 0.0528, dir -0.9830, norm 0.1084, swav 0.0000 LR: 3.905e-02 Score 98.128 Data time: 0.1567, Forward time: 2.2694, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 6.9097 [2020-11-08 16:17:41,137][root][INFO] - ===> Epoch[1080](3241/3): Loss -0.8235, Sem 0.0472, dir -0.9805, norm 0.1098, swav 0.0000 LR: 3.903e-02 Score 98.278 Data time: 0.2556, Forward time: 2.2696, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 5.0853 [2020-11-08 16:17:45,775][root][INFO] - ===> Epoch[1080](3242/3): Loss -0.8394, Sem 0.0445, dir -0.9840, norm 0.1002, swav 0.0000 LR: 3.901e-02 Score 98.371 Data time: 0.1840, Forward time: 2.2695, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 4.5265 [2020-11-08 16:17:51,142][root][INFO] - ===> Epoch[1080](3243/3): Loss -0.8123, Sem 0.0533, dir -0.9823, norm 0.1167, swav 0.0000 LR: 3.899e-02 Score 98.082 Data time: 0.1680, Forward time: 2.2692, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 5.2723 [2020-11-08 16:17:56,593][root][INFO] - ===> Epoch[1081](3244/3): Loss -0.8240, Sem 0.0508, dir -0.9797, norm 0.1049, swav 0.0000 LR: 3.897e-02 Score 98.174 Data time: 0.2136, Forward time: 2.2691, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 5.3498 [2020-11-08 16:18:03,179][root][INFO] - ===> Epoch[1081](3245/3): Loss -0.8196, Sem 0.0469, dir -0.9804, norm 0.1138, swav 0.0000 LR: 3.895e-02 Score 98.308 Data time: 0.1838, Forward time: 2.2688, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 6.4784 [2020-11-08 16:18:09,660][root][INFO] - ===> Epoch[1081](3246/3): Loss -0.8292, Sem 0.0502, dir -0.9842, norm 0.1049, swav 0.0000 LR: 3.893e-02 Score 98.167 Data time: 0.2091, Forward time: 2.2688, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 6.4053 [2020-11-08 16:18:15,395][root][INFO] - ===> Epoch[1082](3247/3): Loss -0.8286, Sem 0.0458, dir -0.9827, norm 0.1083, swav 0.0000 LR: 3.891e-02 Score 98.330 Data time: 0.1896, Forward time: 2.2686, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 5.6354 [2020-11-08 16:18:20,456][root][INFO] - ===> Epoch[1082](3248/3): Loss -0.8108, Sem 0.0486, dir -0.9788, norm 0.1194, swav 0.0000 LR: 3.889e-02 Score 98.258 Data time: 0.2292, Forward time: 2.2688, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 4.9648 [2020-11-08 16:18:26,137][root][INFO] - ===> Epoch[1082](3249/3): Loss -0.8316, Sem 0.0485, dir -0.9824, norm 0.1024, swav 0.0000 LR: 3.887e-02 Score 98.223 Data time: 0.1443, Forward time: 2.2684, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.5612 [2020-11-08 16:18:31,228][root][INFO] - ===> Epoch[1083](3250/3): Loss -0.8273, Sem 0.0476, dir -0.9812, norm 0.1063, swav 0.0000 LR: 3.885e-02 Score 98.277 Data time: 0.1857, Forward time: 2.2683, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 5.0069 [2020-11-08 16:18:37,467][root][INFO] - ===> Epoch[1083](3251/3): Loss -0.8118, Sem 0.0553, dir -0.9823, norm 0.1153, swav 0.0000 LR: 3.883e-02 Score 97.986 Data time: 0.1330, Forward time: 2.2677, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 6.1178 [2020-11-08 16:18:42,705][root][INFO] - ===> Epoch[1083](3252/3): Loss -0.8250, Sem 0.0456, dir -0.9823, norm 0.1117, swav 0.0000 LR: 3.881e-02 Score 98.328 Data time: 0.2386, Forward time: 2.2679, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.1838 [2020-11-08 16:18:49,340][root][INFO] - ===> Epoch[1084](3253/3): Loss -0.8155, Sem 0.0509, dir -0.9793, norm 0.1129, swav 0.0000 LR: 3.879e-02 Score 98.186 Data time: 0.1898, Forward time: 2.2677, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 6.5133 [2020-11-08 16:18:54,941][root][INFO] - ===> Epoch[1084](3254/3): Loss -0.8221, Sem 0.0530, dir -0.9824, norm 0.1073, swav 0.0000 LR: 3.877e-02 Score 98.080 Data time: 0.2095, Forward time: 2.2677, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 5.5021 [2020-11-08 16:19:01,363][root][INFO] - ===> Epoch[1084](3255/3): Loss -0.8136, Sem 0.0467, dir -0.9796, norm 0.1193, swav 0.0000 LR: 3.875e-02 Score 98.301 Data time: 0.2769, Forward time: 2.2680, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 6.3309 [2020-11-08 16:19:06,701][root][INFO] - ===> Epoch[1085](3256/3): Loss -0.8177, Sem 0.0475, dir -0.9801, norm 0.1149, swav 0.0000 LR: 3.873e-02 Score 98.285 Data time: 0.2061, Forward time: 2.2680, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.1873 [2020-11-08 16:19:12,943][root][INFO] - ===> Epoch[1085](3257/3): Loss -0.8190, Sem 0.0547, dir -0.9809, norm 0.1071, swav 0.0000 LR: 3.871e-02 Score 98.055 Data time: 0.1966, Forward time: 2.2679, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 6.1281 [2020-11-08 16:19:17,757][root][INFO] - ===> Epoch[1085](3258/3): Loss -0.8231, Sem 0.0484, dir -0.9785, norm 0.1070, swav 0.0000 LR: 3.869e-02 Score 98.231 Data time: 0.2307, Forward time: 2.2680, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 4.7199 [2020-11-08 16:19:22,498][root][INFO] - ===> Epoch[1086](3259/3): Loss -0.8243, Sem 0.0497, dir -0.9832, norm 0.1092, swav 0.0000 LR: 3.867e-02 Score 98.191 Data time: 0.2408, Forward time: 2.2680, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 4.6267 [2020-11-08 16:19:27,782][root][INFO] - ===> Epoch[1086](3260/3): Loss -0.8149, Sem 0.0518, dir -0.9807, norm 0.1140, swav 0.0000 LR: 3.865e-02 Score 98.117 Data time: 0.2275, Forward time: 2.2678, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 5.1807 [2020-11-08 16:19:34,672][root][INFO] - ===> Epoch[1086](3261/3): Loss -0.8407, Sem 0.0413, dir -0.9835, norm 0.1015, swav 0.0000 LR: 3.863e-02 Score 98.499 Data time: 0.2477, Forward time: 2.2680, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 6.7848 [2020-11-08 16:19:40,017][root][INFO] - ===> Epoch[1087](3262/3): Loss -0.8187, Sem 0.0506, dir -0.9825, norm 0.1131, swav 0.0000 LR: 3.861e-02 Score 98.148 Data time: 0.2510, Forward time: 2.2681, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 5.2175 [2020-11-08 16:19:46,001][root][INFO] - ===> Epoch[1087](3263/3): Loss -0.8170, Sem 0.0496, dir -0.9795, norm 0.1129, swav 0.0000 LR: 3.859e-02 Score 98.199 Data time: 0.3062, Forward time: 2.2685, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 5.8765 [2020-11-08 16:19:50,827][root][INFO] - ===> Epoch[1087](3264/3): Loss -0.8149, Sem 0.0499, dir -0.9833, norm 0.1186, swav 0.0000 LR: 3.857e-02 Score 98.204 Data time: 0.1268, Forward time: 2.2681, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 4.7087 [2020-11-08 16:19:56,167][root][INFO] - ===> Epoch[1088](3265/3): Loss -0.8345, Sem 0.0468, dir -0.9806, norm 0.0993, swav 0.0000 LR: 3.855e-02 Score 98.273 Data time: 0.2234, Forward time: 2.2681, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 5.2819 [2020-11-08 16:20:01,281][root][INFO] - ===> Epoch[1088](3266/3): Loss -0.8313, Sem 0.0456, dir -0.9821, norm 0.1052, swav 0.0000 LR: 3.853e-02 Score 98.328 Data time: 0.1961, Forward time: 2.2681, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.0106 [2020-11-08 16:20:06,998][root][INFO] - ===> Epoch[1088](3267/3): Loss -0.8156, Sem 0.0501, dir -0.9805, norm 0.1147, swav 0.0000 LR: 3.851e-02 Score 98.198 Data time: 0.2117, Forward time: 2.2681, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.6138 [2020-11-08 16:20:12,460][root][INFO] - ===> Epoch[1089](3268/3): Loss -0.8332, Sem 0.0499, dir -0.9839, norm 0.1007, swav 0.0000 LR: 3.849e-02 Score 98.182 Data time: 0.1576, Forward time: 2.2678, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 5.3450 [2020-11-08 16:20:20,085][root][INFO] - ===> Epoch[1089](3269/3): Loss -0.8311, Sem 0.0487, dir -0.9839, norm 0.1041, swav 0.0000 LR: 3.847e-02 Score 98.215 Data time: 0.1977, Forward time: 2.2677, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 7.5656 [2020-11-08 16:20:26,048][root][INFO] - ===> Epoch[1089](3270/3): Loss -0.8244, Sem 0.0479, dir -0.9804, norm 0.1081, swav 0.0000 LR: 3.845e-02 Score 98.300 Data time: 0.1348, Forward time: 2.2673, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.8506 [2020-11-08 16:20:32,138][root][INFO] - ===> Epoch[1090](3271/3): Loss -0.8357, Sem 0.0445, dir -0.9831, norm 0.1029, swav 0.0000 LR: 3.843e-02 Score 98.374 Data time: 0.1983, Forward time: 2.2671, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 6.0295 [2020-11-08 16:20:37,827][root][INFO] - ===> Epoch[1090](3272/3): Loss -0.8116, Sem 0.0602, dir -0.9818, norm 0.1100, swav 0.0000 LR: 3.841e-02 Score 97.957 Data time: 0.2506, Forward time: 2.2674, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.5916 [2020-11-08 16:20:43,548][root][INFO] - ===> Epoch[1090](3273/3): Loss -0.8253, Sem 0.0485, dir -0.9811, norm 0.1073, swav 0.0000 LR: 3.839e-02 Score 98.233 Data time: 0.1477, Forward time: 2.2670, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.6161 [2020-11-08 16:20:48,051][root][INFO] - ===> Epoch[1091](3274/3): Loss -0.8173, Sem 0.0481, dir -0.9789, norm 0.1135, swav 0.0000 LR: 3.837e-02 Score 98.273 Data time: 0.2039, Forward time: 2.2669, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 4.4293 [2020-11-08 16:20:53,525][root][INFO] - ===> Epoch[1091](3275/3): Loss -0.8290, Sem 0.0489, dir -0.9835, norm 0.1056, swav 0.0000 LR: 3.835e-02 Score 98.231 Data time: 0.2649, Forward time: 2.2672, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 5.3702 [2020-11-08 16:20:58,369][root][INFO] - ===> Epoch[1091](3276/3): Loss -0.8229, Sem 0.0524, dir -0.9822, norm 0.1069, swav 0.0000 LR: 3.833e-02 Score 98.087 Data time: 0.2261, Forward time: 2.2673, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 4.7152 [2020-11-08 16:21:03,904][root][INFO] - ===> Epoch[1092](3277/3): Loss -0.8218, Sem 0.0480, dir -0.9815, norm 0.1118, swav 0.0000 LR: 3.831e-02 Score 98.276 Data time: 0.2537, Forward time: 2.2676, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.4193 [2020-11-08 16:21:09,278][root][INFO] - ===> Epoch[1092](3278/3): Loss -0.8361, Sem 0.0409, dir -0.9826, norm 0.1057, swav 0.0000 LR: 3.829e-02 Score 98.506 Data time: 0.2279, Forward time: 2.2677, Backward time: 3.1410, DDP time: 0.0037, Total iter time: 5.2490 [2020-11-08 16:21:15,977][root][INFO] - ===> Epoch[1092](3279/3): Loss -0.8207, Sem 0.0491, dir -0.9807, norm 0.1109, swav 0.0000 LR: 3.827e-02 Score 98.238 Data time: 0.2335, Forward time: 2.2677, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 6.5876 [2020-11-08 16:21:21,378][root][INFO] - ===> Epoch[1093](3280/3): Loss -0.8148, Sem 0.0522, dir -0.9802, norm 0.1133, swav 0.0000 LR: 3.825e-02 Score 98.110 Data time: 0.1990, Forward time: 2.2676, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.2892 [2020-11-08 16:21:26,886][root][INFO] - ===> Epoch[1093](3281/3): Loss -0.8304, Sem 0.0461, dir -0.9821, norm 0.1056, swav 0.0000 LR: 3.823e-02 Score 98.332 Data time: 0.2550, Forward time: 2.2678, Backward time: 3.1410, DDP time: 0.0037, Total iter time: 5.4005 [2020-11-08 16:21:32,404][root][INFO] - ===> Epoch[1093](3282/3): Loss -0.8267, Sem 0.0499, dir -0.9822, norm 0.1056, swav 0.0000 LR: 3.821e-02 Score 98.167 Data time: 0.2546, Forward time: 2.2681, Backward time: 3.1405, DDP time: 0.0037, Total iter time: 5.3921 [2020-11-08 16:21:38,646][root][INFO] - ===> Epoch[1094](3283/3): Loss -0.8207, Sem 0.0472, dir -0.9821, norm 0.1142, swav 0.0000 LR: 3.819e-02 Score 98.306 Data time: 0.1334, Forward time: 2.2678, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 6.1265 [2020-11-08 16:21:44,656][root][INFO] - ===> Epoch[1094](3284/3): Loss -0.8271, Sem 0.0511, dir -0.9832, norm 0.1050, swav 0.0000 LR: 3.817e-02 Score 98.168 Data time: 0.1750, Forward time: 2.2676, Backward time: 3.1414, DDP time: 0.0037, Total iter time: 5.9215 [2020-11-08 16:21:49,663][root][INFO] - ===> Epoch[1094](3285/3): Loss -0.8154, Sem 0.0494, dir -0.9780, norm 0.1133, swav 0.0000 LR: 3.815e-02 Score 98.202 Data time: 0.1509, Forward time: 2.2673, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 4.8847 [2020-11-08 16:21:56,508][root][INFO] - ===> Epoch[1095](3286/3): Loss -0.8198, Sem 0.0527, dir -0.9800, norm 0.1075, swav 0.0000 LR: 3.813e-02 Score 98.093 Data time: 0.1795, Forward time: 2.2670, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 6.7568 [2020-11-08 16:22:01,562][root][INFO] - ===> Epoch[1095](3287/3): Loss -0.8253, Sem 0.0476, dir -0.9833, norm 0.1104, swav 0.0000 LR: 3.811e-02 Score 98.302 Data time: 0.2053, Forward time: 2.2670, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 4.9364 [2020-11-08 16:22:07,485][root][INFO] - ===> Epoch[1095](3288/3): Loss -0.8356, Sem 0.0472, dir -0.9846, norm 0.1018, swav 0.0000 LR: 3.809e-02 Score 98.274 Data time: 0.2220, Forward time: 2.2670, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.8216 [2020-11-08 16:22:13,618][root][INFO] - ===> Epoch[1096](3289/3): Loss -0.8216, Sem 0.0454, dir -0.9801, norm 0.1131, swav 0.0000 LR: 3.807e-02 Score 98.369 Data time: 0.1686, Forward time: 2.2668, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 6.0030 [2020-11-08 16:22:18,296][root][INFO] - ===> Epoch[1096](3290/3): Loss -0.8311, Sem 0.0532, dir -0.9834, norm 0.0992, swav 0.0000 LR: 3.805e-02 Score 98.076 Data time: 0.1370, Forward time: 2.2664, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 4.5708 [2020-11-08 16:22:26,063][root][INFO] - ===> Epoch[1096](3291/3): Loss -0.8205, Sem 0.0505, dir -0.9821, norm 0.1111, swav 0.0000 LR: 3.803e-02 Score 98.174 Data time: 0.2280, Forward time: 2.2664, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 7.6911 [2020-11-08 16:22:31,306][root][INFO] - ===> Epoch[1097](3292/3): Loss -0.8407, Sem 0.0437, dir -0.9836, norm 0.0992, swav 0.0000 LR: 3.801e-02 Score 98.409 Data time: 0.2957, Forward time: 2.2667, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 5.1193 [2020-11-08 16:22:36,945][root][INFO] - ===> Epoch[1097](3293/3): Loss -0.8345, Sem 0.0461, dir -0.9812, norm 0.1005, swav 0.0000 LR: 3.799e-02 Score 98.303 Data time: 0.2594, Forward time: 2.2668, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 5.4970 [2020-11-08 16:22:43,193][root][INFO] - ===> Epoch[1097](3294/3): Loss -0.8236, Sem 0.0490, dir -0.9823, norm 0.1097, swav 0.0000 LR: 3.797e-02 Score 98.262 Data time: 0.1343, Forward time: 2.2664, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 6.1260 [2020-11-08 16:22:48,523][root][INFO] - ===> Epoch[1098](3295/3): Loss -0.8217, Sem 0.0493, dir -0.9800, norm 0.1091, swav 0.0000 LR: 3.795e-02 Score 98.202 Data time: 0.1945, Forward time: 2.2662, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.2409 [2020-11-08 16:22:53,755][root][INFO] - ===> Epoch[1098](3296/3): Loss -0.8252, Sem 0.0487, dir -0.9823, norm 0.1085, swav 0.0000 LR: 3.793e-02 Score 98.242 Data time: 0.2672, Forward time: 2.2663, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 5.1167 [2020-11-08 16:22:59,879][root][INFO] - ===> Epoch[1098](3297/3): Loss -0.8320, Sem 0.0470, dir -0.9825, norm 0.1035, swav 0.0000 LR: 3.791e-02 Score 98.274 Data time: 0.3054, Forward time: 2.2666, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 6.0001 [2020-11-08 16:23:04,852][root][INFO] - ===> Epoch[1099](3298/3): Loss -0.8185, Sem 0.0503, dir -0.9837, norm 0.1149, swav 0.0000 LR: 3.789e-02 Score 98.181 Data time: 0.2099, Forward time: 2.2667, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 4.8473 [2020-11-08 16:23:11,281][root][INFO] - ===> Epoch[1099](3299/3): Loss -0.8227, Sem 0.0481, dir -0.9818, norm 0.1110, swav 0.0000 LR: 3.787e-02 Score 98.285 Data time: 0.2421, Forward time: 2.2668, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 6.3168 [2020-11-08 16:23:16,202][root][INFO] - ===> Epoch[1099](3300/3): Loss -0.8294, Sem 0.0508, dir -0.9809, norm 0.1007, swav 0.0000 LR: 3.785e-02 Score 98.158 Data time: 0.1608, Forward time: 2.2666, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 4.7976 [2020-11-08 16:23:22,649][root][INFO] - ===> Epoch[1100](3301/3): Loss -0.8240, Sem 0.0511, dir -0.9789, norm 0.1038, swav 0.0000 LR: 3.783e-02 Score 98.157 Data time: 0.2117, Forward time: 2.2665, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 6.3374 [2020-11-08 16:23:27,846][root][INFO] - ===> Epoch[1100](3302/3): Loss -0.8266, Sem 0.0448, dir -0.9837, norm 0.1123, swav 0.0000 LR: 3.781e-02 Score 98.353 Data time: 0.1916, Forward time: 2.2664, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.0519 [2020-11-08 16:23:33,549][root][INFO] - ===> Epoch[1100](3303/3): Loss -0.8296, Sem 0.0492, dir -0.9824, norm 0.1037, swav 0.0000 LR: 3.779e-02 Score 98.204 Data time: 0.1647, Forward time: 2.2661, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.5863 [2020-11-08 16:23:40,459][root][INFO] - ===> Epoch[1101](3304/3): Loss -0.8235, Sem 0.0454, dir -0.9797, norm 0.1108, swav 0.0000 LR: 3.777e-02 Score 98.332 Data time: 0.1540, Forward time: 2.2658, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 6.8098 [2020-11-08 16:23:47,034][root][INFO] - ===> Epoch[1101](3305/3): Loss -0.8337, Sem 0.0455, dir -0.9826, norm 0.1034, swav 0.0000 LR: 3.775e-02 Score 98.353 Data time: 0.1396, Forward time: 2.2653, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 6.4619 [2020-11-08 16:23:52,818][root][INFO] - ===> Epoch[1101](3306/3): Loss -0.8227, Sem 0.0523, dir -0.9827, norm 0.1077, swav 0.0000 LR: 3.773e-02 Score 98.082 Data time: 0.2261, Forward time: 2.2655, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.7042 [2020-11-08 16:23:58,338][root][INFO] - ===> Epoch[1102](3307/3): Loss -0.8344, Sem 0.0420, dir -0.9806, norm 0.1042, swav 0.0000 LR: 3.771e-02 Score 98.480 Data time: 0.2095, Forward time: 2.2655, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 5.4012 [2020-11-08 16:24:02,946][root][INFO] - ===> Epoch[1102](3308/3): Loss -0.8250, Sem 0.0489, dir -0.9822, norm 0.1084, swav 0.0000 LR: 3.769e-02 Score 98.235 Data time: 0.1786, Forward time: 2.2653, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 4.4915 [2020-11-08 16:24:10,418][root][INFO] - ===> Epoch[1102](3309/3): Loss -0.8130, Sem 0.0515, dir -0.9789, norm 0.1144, swav 0.0000 LR: 3.767e-02 Score 98.147 Data time: 0.1808, Forward time: 2.2650, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 7.3597 [2020-11-08 16:24:15,592][root][INFO] - ===> Epoch[1103](3310/3): Loss -0.8368, Sem 0.0483, dir -0.9850, norm 0.0999, swav 0.0000 LR: 3.765e-02 Score 98.254 Data time: 0.1640, Forward time: 2.2647, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.0821 [2020-11-08 16:24:21,157][root][INFO] - ===> Epoch[1103](3311/3): Loss -0.8200, Sem 0.0513, dir -0.9811, norm 0.1098, swav 0.0000 LR: 3.763e-02 Score 98.129 Data time: 0.2735, Forward time: 2.2651, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.4828 [2020-11-08 16:24:27,660][root][INFO] - ===> Epoch[1103](3312/3): Loss -0.8233, Sem 0.0460, dir -0.9814, norm 0.1121, swav 0.0000 LR: 3.761e-02 Score 98.326 Data time: 0.1620, Forward time: 2.2648, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 6.3907 [2020-11-08 16:24:34,604][root][INFO] - ===> Epoch[1104](3313/3): Loss -0.8290, Sem 0.0465, dir -0.9824, norm 0.1069, swav 0.0000 LR: 3.759e-02 Score 98.342 Data time: 0.2512, Forward time: 2.2649, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 6.8591 [2020-11-08 16:24:39,612][root][INFO] - ===> Epoch[1104](3314/3): Loss -0.8352, Sem 0.0480, dir -0.9831, norm 0.0998, swav 0.0000 LR: 3.757e-02 Score 98.250 Data time: 0.2224, Forward time: 2.2651, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 4.8831 [2020-11-08 16:24:45,969][root][INFO] - ===> Epoch[1104](3315/3): Loss -0.8268, Sem 0.0468, dir -0.9803, norm 0.1067, swav 0.0000 LR: 3.755e-02 Score 98.299 Data time: 0.1317, Forward time: 2.2647, Backward time: 3.1448, DDP time: 0.0037, Total iter time: 6.2337 [2020-11-08 16:24:51,527][root][INFO] - ===> Epoch[1105](3316/3): Loss -0.8355, Sem 0.0465, dir -0.9831, norm 0.1011, swav 0.0000 LR: 3.753e-02 Score 98.284 Data time: 0.1860, Forward time: 2.2644, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 5.4762 [2020-11-08 16:24:56,435][root][INFO] - ===> Epoch[1105](3317/3): Loss -0.8220, Sem 0.0470, dir -0.9821, norm 0.1131, swav 0.0000 LR: 3.751e-02 Score 98.279 Data time: 0.2408, Forward time: 2.2645, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 4.8122 [2020-11-08 16:25:02,552][root][INFO] - ===> Epoch[1105](3318/3): Loss -0.8288, Sem 0.0506, dir -0.9820, norm 0.1026, swav 0.0000 LR: 3.749e-02 Score 98.200 Data time: 0.2966, Forward time: 2.2650, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 6.0014 [2020-11-08 16:25:08,241][root][INFO] - ===> Epoch[1106](3319/3): Loss -0.8237, Sem 0.0460, dir -0.9816, norm 0.1119, swav 0.0000 LR: 3.747e-02 Score 98.358 Data time: 0.1521, Forward time: 2.2647, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 5.5596 [2020-11-08 16:25:12,769][root][INFO] - ===> Epoch[1106](3320/3): Loss -0.8214, Sem 0.0519, dir -0.9813, norm 0.1081, swav 0.0000 LR: 3.745e-02 Score 98.108 Data time: 0.1717, Forward time: 2.2644, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 4.4416 [2020-11-08 16:25:18,666][root][INFO] - ===> Epoch[1106](3321/3): Loss -0.8206, Sem 0.0479, dir -0.9800, norm 0.1115, swav 0.0000 LR: 3.742e-02 Score 98.281 Data time: 0.2194, Forward time: 2.2644, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 5.7996 [2020-11-08 16:25:24,015][root][INFO] - ===> Epoch[1107](3322/3): Loss -0.8336, Sem 0.0458, dir -0.9836, norm 0.1042, swav 0.0000 LR: 3.740e-02 Score 98.318 Data time: 0.1944, Forward time: 2.2644, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 5.2403 [2020-11-08 16:25:29,020][root][INFO] - ===> Epoch[1107](3323/3): Loss -0.8204, Sem 0.0481, dir -0.9814, norm 0.1129, swav 0.0000 LR: 3.738e-02 Score 98.267 Data time: 0.1610, Forward time: 2.2642, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 4.8969 [2020-11-08 16:25:34,275][root][INFO] - ===> Epoch[1107](3324/3): Loss -0.8294, Sem 0.0475, dir -0.9824, norm 0.1054, swav 0.0000 LR: 3.736e-02 Score 98.272 Data time: 0.1793, Forward time: 2.2639, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.1648 [2020-11-08 16:25:39,482][root][INFO] - ===> Epoch[1108](3325/3): Loss -0.8307, Sem 0.0494, dir -0.9841, norm 0.1040, swav 0.0000 LR: 3.734e-02 Score 98.210 Data time: 0.1824, Forward time: 2.2638, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 5.1003 [2020-11-08 16:25:46,307][root][INFO] - ===> Epoch[1108](3326/3): Loss -0.8288, Sem 0.0464, dir -0.9832, norm 0.1080, swav 0.0000 LR: 3.732e-02 Score 98.322 Data time: 0.3068, Forward time: 2.2643, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 6.7119 [2020-11-08 16:25:52,617][root][INFO] - ===> Epoch[1108](3327/3): Loss -0.8366, Sem 0.0457, dir -0.9821, norm 0.0998, swav 0.0000 LR: 3.730e-02 Score 98.298 Data time: 0.2606, Forward time: 2.2647, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 6.1869 [2020-11-08 16:25:58,675][root][INFO] - ===> Epoch[1109](3328/3): Loss -0.8211, Sem 0.0475, dir -0.9805, norm 0.1118, swav 0.0000 LR: 3.728e-02 Score 98.313 Data time: 0.1442, Forward time: 2.2643, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 5.9330 [2020-11-08 16:26:03,253][root][INFO] - ===> Epoch[1109](3329/3): Loss -0.8326, Sem 0.0494, dir -0.9840, norm 0.1020, swav 0.0000 LR: 3.726e-02 Score 98.215 Data time: 0.1980, Forward time: 2.2642, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 4.4995 [2020-11-08 16:26:09,492][root][INFO] - ===> Epoch[1109](3330/3): Loss -0.8254, Sem 0.0469, dir -0.9811, norm 0.1089, swav 0.0000 LR: 3.724e-02 Score 98.291 Data time: 0.2036, Forward time: 2.2641, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 6.1499 [2020-11-08 16:26:15,015][root][INFO] - ===> Epoch[1110](3331/3): Loss -0.8326, Sem 0.0481, dir -0.9814, norm 0.1007, swav 0.0000 LR: 3.722e-02 Score 98.246 Data time: 0.1669, Forward time: 2.2639, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.3997 [2020-11-08 16:26:20,682][root][INFO] - ===> Epoch[1110](3332/3): Loss -0.8304, Sem 0.0487, dir -0.9825, norm 0.1034, swav 0.0000 LR: 3.720e-02 Score 98.246 Data time: 0.1164, Forward time: 2.2633, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 5.6011 [2020-11-08 16:26:27,057][root][INFO] - ===> Epoch[1110](3333/3): Loss -0.8341, Sem 0.0458, dir -0.9834, norm 0.1034, swav 0.0000 LR: 3.718e-02 Score 98.344 Data time: 0.2763, Forward time: 2.2636, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 6.2972 [2020-11-08 16:26:33,405][root][INFO] - ===> Epoch[1111](3334/3): Loss -0.8317, Sem 0.0484, dir -0.9840, norm 0.1039, swav 0.0000 LR: 3.716e-02 Score 98.261 Data time: 0.3720, Forward time: 2.2641, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 6.2202 [2020-11-08 16:26:39,521][root][INFO] - ===> Epoch[1111](3335/3): Loss -0.8228, Sem 0.0444, dir -0.9794, norm 0.1122, swav 0.0000 LR: 3.714e-02 Score 98.388 Data time: 0.2929, Forward time: 2.2646, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.9805 [2020-11-08 16:26:44,102][root][INFO] - ===> Epoch[1111](3336/3): Loss -0.8223, Sem 0.0480, dir -0.9818, norm 0.1115, swav 0.0000 LR: 3.712e-02 Score 98.207 Data time: 0.1990, Forward time: 2.2645, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 4.4407 [2020-11-08 16:26:49,066][root][INFO] - ===> Epoch[1112](3337/3): Loss -0.8357, Sem 0.0436, dir -0.9825, norm 0.1033, swav 0.0000 LR: 3.710e-02 Score 98.409 Data time: 0.2202, Forward time: 2.2646, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 4.8384 [2020-11-08 16:26:55,291][root][INFO] - ===> Epoch[1112](3338/3): Loss -0.8293, Sem 0.0526, dir -0.9829, norm 0.1009, swav 0.0000 LR: 3.708e-02 Score 98.090 Data time: 0.1402, Forward time: 2.2642, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 6.1006 [2020-11-08 16:27:00,036][root][INFO] - ===> Epoch[1112](3339/3): Loss -0.8319, Sem 0.0438, dir -0.9824, norm 0.1068, swav 0.0000 LR: 3.706e-02 Score 98.414 Data time: 0.2242, Forward time: 2.2642, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 4.6743 [2020-11-08 16:27:06,089][root][INFO] - ===> Epoch[1113](3340/3): Loss -0.8215, Sem 0.0489, dir -0.9811, norm 0.1108, swav 0.0000 LR: 3.704e-02 Score 98.249 Data time: 0.2931, Forward time: 2.2646, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.9450 [2020-11-08 16:27:10,642][root][INFO] - ===> Epoch[1113](3341/3): Loss -0.8167, Sem 0.0521, dir -0.9797, norm 0.1109, swav 0.0000 LR: 3.702e-02 Score 98.110 Data time: 0.2007, Forward time: 2.2645, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 4.4045 [2020-11-08 16:27:17,127][root][INFO] - ===> Epoch[1113](3342/3): Loss -0.8388, Sem 0.0439, dir -0.9849, norm 0.1022, swav 0.0000 LR: 3.700e-02 Score 98.410 Data time: 0.2682, Forward time: 2.2647, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 6.3709 [2020-11-08 16:27:22,851][root][INFO] - ===> Epoch[1114](3343/3): Loss -0.8324, Sem 0.0476, dir -0.9839, norm 0.1039, swav 0.0000 LR: 3.698e-02 Score 98.250 Data time: 0.2201, Forward time: 2.2648, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.5926 [2020-11-08 16:27:28,506][root][INFO] - ===> Epoch[1114](3344/3): Loss -0.8187, Sem 0.0473, dir -0.9803, norm 0.1142, swav 0.0000 LR: 3.696e-02 Score 98.280 Data time: 0.1401, Forward time: 2.2644, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 5.5528 [2020-11-08 16:27:33,941][root][INFO] - ===> Epoch[1114](3345/3): Loss -0.8281, Sem 0.0493, dir -0.9811, norm 0.1037, swav 0.0000 LR: 3.694e-02 Score 98.225 Data time: 0.2624, Forward time: 2.2646, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.3571 [2020-11-08 16:27:41,809][root][INFO] - ===> Epoch[1115](3346/3): Loss -0.8373, Sem 0.0455, dir -0.9823, norm 0.0995, swav 0.0000 LR: 3.692e-02 Score 98.352 Data time: 0.2629, Forward time: 2.2650, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 7.7372 [2020-11-08 16:27:46,781][root][INFO] - ===> Epoch[1115](3347/3): Loss -0.8118, Sem 0.0528, dir -0.9825, norm 0.1179, swav 0.0000 LR: 3.690e-02 Score 98.067 Data time: 0.2274, Forward time: 2.2651, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 4.8494 [2020-11-08 16:27:52,100][root][INFO] - ===> Epoch[1115](3348/3): Loss -0.8346, Sem 0.0472, dir -0.9818, norm 0.1000, swav 0.0000 LR: 3.688e-02 Score 98.284 Data time: 0.2472, Forward time: 2.2653, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 5.1882 [2020-11-08 16:27:56,822][root][INFO] - ===> Epoch[1116](3349/3): Loss -0.7982, Sem 0.0519, dir -0.9802, norm 0.1301, swav 0.0000 LR: 3.686e-02 Score 98.162 Data time: 0.1195, Forward time: 2.2649, Backward time: 3.1412, DDP time: 0.0037, Total iter time: 4.5880 [2020-11-08 16:28:03,461][root][INFO] - ===> Epoch[1116](3350/3): Loss -0.8443, Sem 0.0442, dir -0.9842, norm 0.0957, swav 0.0000 LR: 3.684e-02 Score 98.396 Data time: 0.1426, Forward time: 2.2645, Backward time: 3.1420, DDP time: 0.0037, Total iter time: 6.5681 [2020-11-08 16:28:09,430][root][INFO] - ===> Epoch[1116](3351/3): Loss -0.8204, Sem 0.0503, dir -0.9798, norm 0.1091, swav 0.0000 LR: 3.682e-02 Score 98.190 Data time: 0.1336, Forward time: 2.2640, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 5.8916 [2020-11-08 16:28:14,722][root][INFO] - ===> Epoch[1117](3352/3): Loss -0.8293, Sem 0.0461, dir -0.9806, norm 0.1052, swav 0.0000 LR: 3.680e-02 Score 98.329 Data time: 0.2493, Forward time: 2.2642, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.2153 [2020-11-08 16:28:19,785][root][INFO] - ===> Epoch[1117](3353/3): Loss -0.8203, Sem 0.0481, dir -0.9797, norm 0.1113, swav 0.0000 LR: 3.678e-02 Score 98.283 Data time: 0.1902, Forward time: 2.2638, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 4.9441 [2020-11-08 16:28:27,121][root][INFO] - ===> Epoch[1117](3354/3): Loss -0.8318, Sem 0.0503, dir -0.9840, norm 0.1020, swav 0.0000 LR: 3.676e-02 Score 98.149 Data time: 0.3513, Forward time: 2.2646, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 7.2361 [2020-11-08 16:28:33,455][root][INFO] - ===> Epoch[1118](3355/3): Loss -0.8330, Sem 0.0482, dir -0.9839, norm 0.1028, swav 0.0000 LR: 3.674e-02 Score 98.255 Data time: 0.2687, Forward time: 2.2649, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 6.2041 [2020-11-08 16:28:39,503][root][INFO] - ===> Epoch[1118](3356/3): Loss -0.8211, Sem 0.0483, dir -0.9801, norm 0.1107, swav 0.0000 LR: 3.672e-02 Score 98.234 Data time: 0.2811, Forward time: 2.2654, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.9222 [2020-11-08 16:28:46,388][root][INFO] - ===> Epoch[1118](3357/3): Loss -0.8355, Sem 0.0485, dir -0.9836, norm 0.0996, swav 0.0000 LR: 3.670e-02 Score 98.257 Data time: 0.1689, Forward time: 2.2652, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 6.7533 [2020-11-08 16:28:51,233][root][INFO] - ===> Epoch[1119](3358/3): Loss -0.8207, Sem 0.0510, dir -0.9830, norm 0.1113, swav 0.0000 LR: 3.668e-02 Score 98.140 Data time: 0.1735, Forward time: 2.2650, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 4.7691 [2020-11-08 16:28:57,284][root][INFO] - ===> Epoch[1119](3359/3): Loss -0.8305, Sem 0.0451, dir -0.9826, norm 0.1070, swav 0.0000 LR: 3.666e-02 Score 98.339 Data time: 0.1748, Forward time: 2.2648, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.9329 [2020-11-08 16:29:03,677][root][INFO] - ===> Epoch[1119](3360/3): Loss -0.8299, Sem 0.0482, dir -0.9826, norm 0.1044, swav 0.0000 LR: 3.664e-02 Score 98.271 Data time: 0.2341, Forward time: 2.2648, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 6.2958 [2020-11-08 16:29:09,138][root][INFO] - ===> Epoch[1120](3361/3): Loss -0.8240, Sem 0.0502, dir -0.9830, norm 0.1089, swav 0.0000 LR: 3.662e-02 Score 98.201 Data time: 0.1696, Forward time: 2.2645, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.3310 [2020-11-08 16:29:15,128][root][INFO] - ===> Epoch[1120](3362/3): Loss -0.8276, Sem 0.0488, dir -0.9821, norm 0.1057, swav 0.0000 LR: 3.660e-02 Score 98.218 Data time: 0.2121, Forward time: 2.2644, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.9055 [2020-11-08 16:29:21,720][root][INFO] - ===> Epoch[1120](3363/3): Loss -0.8120, Sem 0.0495, dir -0.9795, norm 0.1181, swav 0.0000 LR: 3.658e-02 Score 98.198 Data time: 0.1674, Forward time: 2.2642, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 6.4770 [2020-11-08 16:29:28,327][root][INFO] - ===> Epoch[1121](3364/3): Loss -0.8336, Sem 0.0471, dir -0.9831, norm 0.1024, swav 0.0000 LR: 3.656e-02 Score 98.298 Data time: 0.2431, Forward time: 2.2643, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 6.5112 [2020-11-08 16:29:33,773][root][INFO] - ===> Epoch[1121](3365/3): Loss -0.8183, Sem 0.0463, dir -0.9788, norm 0.1141, swav 0.0000 LR: 3.654e-02 Score 98.341 Data time: 0.2538, Forward time: 2.2645, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 5.3264 [2020-11-08 16:29:39,634][root][INFO] - ===> Epoch[1121](3366/3): Loss -0.8258, Sem 0.0491, dir -0.9836, norm 0.1086, swav 0.0000 LR: 3.652e-02 Score 98.215 Data time: 0.2534, Forward time: 2.2647, Backward time: 3.1436, DDP time: 0.0037, Total iter time: 5.7483 [2020-11-08 16:29:46,077][root][INFO] - ===> Epoch[1122](3367/3): Loss -0.8289, Sem 0.0481, dir -0.9840, norm 0.1071, swav 0.0000 LR: 3.650e-02 Score 98.262 Data time: 0.2937, Forward time: 2.2649, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 6.3136 [2020-11-08 16:29:50,796][root][INFO] - ===> Epoch[1122](3368/3): Loss -0.8205, Sem 0.0510, dir -0.9772, norm 0.1057, swav 0.0000 LR: 3.648e-02 Score 98.172 Data time: 0.1349, Forward time: 2.2646, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 4.5988 [2020-11-08 16:29:58,947][root][INFO] - ===> Epoch[1122](3369/3): Loss -0.8307, Sem 0.0497, dir -0.9841, norm 0.1036, swav 0.0000 LR: 3.646e-02 Score 98.190 Data time: 0.1872, Forward time: 2.2644, Backward time: 3.1448, DDP time: 0.0037, Total iter time: 8.0514 [2020-11-08 16:30:04,518][root][INFO] - ===> Epoch[1123](3370/3): Loss -0.8184, Sem 0.0451, dir -0.9787, norm 0.1152, swav 0.0000 LR: 3.644e-02 Score 98.362 Data time: 0.1368, Forward time: 2.2640, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 5.4605 [2020-11-08 16:30:10,955][root][INFO] - ===> Epoch[1123](3371/3): Loss -0.8366, Sem 0.0471, dir -0.9843, norm 0.1006, swav 0.0000 LR: 3.642e-02 Score 98.277 Data time: 0.1826, Forward time: 2.2638, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 6.3472 [2020-11-08 16:30:16,750][root][INFO] - ===> Epoch[1123](3372/3): Loss -0.8243, Sem 0.0493, dir -0.9820, norm 0.1084, swav 0.0000 LR: 3.640e-02 Score 98.223 Data time: 0.2112, Forward time: 2.2638, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 5.6813 [2020-11-08 16:30:22,139][root][INFO] - ===> Epoch[1124](3373/3): Loss -0.8300, Sem 0.0474, dir -0.9795, norm 0.1021, swav 0.0000 LR: 3.638e-02 Score 98.281 Data time: 0.1900, Forward time: 2.2637, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.2642 [2020-11-08 16:30:27,892][root][INFO] - ===> Epoch[1124](3374/3): Loss -0.8174, Sem 0.0513, dir -0.9828, norm 0.1141, swav 0.0000 LR: 3.636e-02 Score 98.175 Data time: 0.1921, Forward time: 2.2635, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 5.6428 [2020-11-08 16:30:33,442][root][INFO] - ===> Epoch[1124](3375/3): Loss -0.8237, Sem 0.0483, dir -0.9808, norm 0.1088, swav 0.0000 LR: 3.634e-02 Score 98.230 Data time: 0.2316, Forward time: 2.2635, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.4352 [2020-11-08 16:30:39,382][root][INFO] - ===> Epoch[1125](3376/3): Loss -0.8438, Sem 0.0451, dir -0.9832, norm 0.0944, swav 0.0000 LR: 3.632e-02 Score 98.336 Data time: 0.2229, Forward time: 2.2636, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 5.8106 [2020-11-08 16:30:44,332][root][INFO] - ===> Epoch[1125](3377/3): Loss -0.8195, Sem 0.0505, dir -0.9820, norm 0.1121, swav 0.0000 LR: 3.630e-02 Score 98.200 Data time: 0.2080, Forward time: 2.2636, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 4.8271 [2020-11-08 16:30:50,788][root][INFO] - ===> Epoch[1125](3378/3): Loss -0.8284, Sem 0.0457, dir -0.9830, norm 0.1089, swav 0.0000 LR: 3.628e-02 Score 98.306 Data time: 0.2174, Forward time: 2.2636, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 6.3340 [2020-11-08 16:30:56,236][root][INFO] - ===> Epoch[1126](3379/3): Loss -0.8212, Sem 0.0505, dir -0.9795, norm 0.1078, swav 0.0000 LR: 3.626e-02 Score 98.203 Data time: 0.1914, Forward time: 2.2635, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 5.3288 [2020-11-08 16:31:02,611][root][INFO] - ===> Epoch[1126](3380/3): Loss -0.8202, Sem 0.0490, dir -0.9819, norm 0.1127, swav 0.0000 LR: 3.624e-02 Score 98.232 Data time: 0.2321, Forward time: 2.2635, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 6.2753 [2020-11-08 16:31:08,534][root][INFO] - ===> Epoch[1126](3381/3): Loss -0.8283, Sem 0.0455, dir -0.9831, norm 0.1093, swav 0.0000 LR: 3.622e-02 Score 98.328 Data time: 0.2525, Forward time: 2.2637, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 5.8233 [2020-11-08 16:31:15,302][root][INFO] - ===> Epoch[1127](3382/3): Loss -0.8289, Sem 0.0454, dir -0.9797, norm 0.1055, swav 0.0000 LR: 3.620e-02 Score 98.358 Data time: 0.3379, Forward time: 2.2643, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 6.6460 [2020-11-08 16:31:20,797][root][INFO] - ===> Epoch[1127](3383/3): Loss -0.8136, Sem 0.0517, dir -0.9795, norm 0.1142, swav 0.0000 LR: 3.618e-02 Score 98.113 Data time: 0.2890, Forward time: 2.2646, Backward time: 3.1448, DDP time: 0.0037, Total iter time: 5.3730 [2020-11-08 16:31:26,108][root][INFO] - ===> Epoch[1127](3384/3): Loss -0.8113, Sem 0.0536, dir -0.9815, norm 0.1167, swav 0.0000 LR: 3.616e-02 Score 98.060 Data time: 0.2047, Forward time: 2.2646, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 5.2042 [2020-11-08 16:31:32,984][root][INFO] - ===> Epoch[1128](3385/3): Loss -0.8343, Sem 0.0469, dir -0.9841, norm 0.1029, swav 0.0000 LR: 3.614e-02 Score 98.269 Data time: 0.2881, Forward time: 2.2649, Backward time: 3.1448, DDP time: 0.0037, Total iter time: 6.7689 [2020-11-08 16:31:39,037][root][INFO] - ===> Epoch[1128](3386/3): Loss -0.8264, Sem 0.0481, dir -0.9834, norm 0.1089, swav 0.0000 LR: 3.612e-02 Score 98.277 Data time: 0.2298, Forward time: 2.2650, Backward time: 3.1448, DDP time: 0.0037, Total iter time: 5.9353 [2020-11-08 16:31:45,458][root][INFO] - ===> Epoch[1128](3387/3): Loss -0.8321, Sem 0.0467, dir -0.9838, norm 0.1050, swav 0.0000 LR: 3.610e-02 Score 98.308 Data time: 0.1882, Forward time: 2.2649, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 6.3106 [2020-11-08 16:31:50,778][root][INFO] - ===> Epoch[1129](3388/3): Loss -0.8272, Sem 0.0503, dir -0.9813, norm 0.1038, swav 0.0000 LR: 3.608e-02 Score 98.171 Data time: 0.1975, Forward time: 2.2648, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 5.2256 [2020-11-08 16:31:57,027][root][INFO] - ===> Epoch[1129](3389/3): Loss -0.8279, Sem 0.0487, dir -0.9825, norm 0.1059, swav 0.0000 LR: 3.606e-02 Score 98.204 Data time: 0.1773, Forward time: 2.2647, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 6.1327 [2020-11-08 16:32:02,764][root][INFO] - ===> Epoch[1129](3390/3): Loss -0.8255, Sem 0.0485, dir -0.9822, norm 0.1082, swav 0.0000 LR: 3.604e-02 Score 98.246 Data time: 0.2438, Forward time: 2.2647, Backward time: 3.1454, DDP time: 0.0037, Total iter time: 5.6464 [2020-11-08 16:32:07,469][root][INFO] - ===> Epoch[1130](3391/3): Loss -0.8244, Sem 0.0461, dir -0.9798, norm 0.1093, swav 0.0000 LR: 3.602e-02 Score 98.321 Data time: 0.1491, Forward time: 2.2644, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 4.6008 [2020-11-08 16:32:13,460][root][INFO] - ===> Epoch[1130](3392/3): Loss -0.8205, Sem 0.0564, dir -0.9826, norm 0.1057, swav 0.0000 LR: 3.600e-02 Score 97.963 Data time: 0.2230, Forward time: 2.2644, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 5.9189 [2020-11-08 16:32:18,611][root][INFO] - ===> Epoch[1130](3393/3): Loss -0.8219, Sem 0.0490, dir -0.9805, norm 0.1096, swav 0.0000 LR: 3.598e-02 Score 98.239 Data time: 0.2165, Forward time: 2.2644, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 5.0411 [2020-11-08 16:32:24,315][root][INFO] - ===> Epoch[1131](3394/3): Loss -0.8366, Sem 0.0471, dir -0.9837, norm 0.0999, swav 0.0000 LR: 3.596e-02 Score 98.275 Data time: 0.2044, Forward time: 2.2644, Backward time: 3.1448, DDP time: 0.0037, Total iter time: 5.5911 [2020-11-08 16:32:29,454][root][INFO] - ===> Epoch[1131](3395/3): Loss -0.8254, Sem 0.0469, dir -0.9815, norm 0.1091, swav 0.0000 LR: 3.594e-02 Score 98.282 Data time: 0.2330, Forward time: 2.2646, Backward time: 3.1443, DDP time: 0.0037, Total iter time: 5.0384 [2020-11-08 16:32:34,356][root][INFO] - ===> Epoch[1131](3396/3): Loss -0.8257, Sem 0.0516, dir -0.9830, norm 0.1057, swav 0.0000 LR: 3.592e-02 Score 98.116 Data time: 0.1443, Forward time: 2.2642, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 4.7894 [2020-11-08 16:32:39,633][root][INFO] - ===> Epoch[1132](3397/3): Loss -0.8156, Sem 0.0528, dir -0.9794, norm 0.1110, swav 0.0000 LR: 3.590e-02 Score 98.235 Data time: 0.2473, Forward time: 2.2643, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 5.1970 [2020-11-08 16:32:45,859][root][INFO] - ===> Epoch[1132](3398/3): Loss -0.8327, Sem 0.0484, dir -0.9829, norm 0.1018, swav 0.0000 LR: 3.588e-02 Score 98.203 Data time: 0.2185, Forward time: 2.2644, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 6.0896 [2020-11-08 16:32:51,869][root][INFO] - ===> Epoch[1132](3399/3): Loss -0.8368, Sem 0.0452, dir -0.9812, norm 0.0992, swav 0.0000 LR: 3.586e-02 Score 98.357 Data time: 0.2019, Forward time: 2.2644, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.8809 [2020-11-08 16:32:58,776][root][INFO] - ===> Epoch[1133](3400/3): Loss -0.8273, Sem 0.0485, dir -0.9836, norm 0.1078, swav 0.0000 LR: 3.584e-02 Score 98.247 Data time: 0.1961, Forward time: 2.2643, Backward time: 3.1447, DDP time: 0.0037, Total iter time: 6.8099 [2020-11-08 16:33:04,483][root][INFO] - ===> Epoch[1133](3401/3): Loss -0.8257, Sem 0.0479, dir -0.9801, norm 0.1065, swav 0.0000 LR: 3.582e-02 Score 98.277 Data time: 0.1459, Forward time: 2.2640, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 5.5957 [2020-11-08 16:33:11,987][root][INFO] - ===> Epoch[1133](3402/3): Loss -0.8227, Sem 0.0480, dir -0.9828, norm 0.1122, swav 0.0000 LR: 3.580e-02 Score 98.272 Data time: 0.1815, Forward time: 2.2638, Backward time: 3.1460, DDP time: 0.0037, Total iter time: 7.4256 [2020-11-08 16:33:17,526][root][INFO] - ===> Epoch[1134](3403/3): Loss -0.8177, Sem 0.0543, dir -0.9819, norm 0.1100, swav 0.0000 LR: 3.577e-02 Score 98.022 Data time: 0.1708, Forward time: 2.2636, Backward time: 3.1461, DDP time: 0.0037, Total iter time: 5.4498 [2020-11-08 16:33:23,765][root][INFO] - ===> Epoch[1134](3404/3): Loss -0.8357, Sem 0.0487, dir -0.9840, norm 0.0997, swav 0.0000 LR: 3.575e-02 Score 98.220 Data time: 0.1758, Forward time: 2.2633, Backward time: 3.1466, DDP time: 0.0037, Total iter time: 6.1473 [2020-11-08 16:33:29,581][root][INFO] - ===> Epoch[1134](3405/3): Loss -0.8294, Sem 0.0474, dir -0.9815, norm 0.1047, swav 0.0000 LR: 3.573e-02 Score 98.314 Data time: 0.2194, Forward time: 2.2635, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 5.7280 [2020-11-08 16:33:37,561][root][INFO] - ===> Epoch[1135](3406/3): Loss -0.8305, Sem 0.0467, dir -0.9815, norm 0.1044, swav 0.0000 LR: 3.571e-02 Score 98.299 Data time: 0.1106, Forward time: 2.2629, Backward time: 3.1482, DDP time: 0.0037, Total iter time: 7.8642 [2020-11-08 16:33:42,191][root][INFO] - ===> Epoch[1135](3407/3): Loss -0.8430, Sem 0.0440, dir -0.9838, norm 0.0968, swav 0.0000 LR: 3.569e-02 Score 98.413 Data time: 0.2309, Forward time: 2.2630, Backward time: 3.1475, DDP time: 0.0037, Total iter time: 4.5653 [2020-11-08 16:33:47,909][root][INFO] - ===> Epoch[1135](3408/3): Loss -0.8269, Sem 0.0524, dir -0.9844, norm 0.1052, swav 0.0000 LR: 3.567e-02 Score 98.081 Data time: 0.2524, Forward time: 2.2632, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 5.6138 [2020-11-08 16:33:53,895][root][INFO] - ===> Epoch[1136](3409/3): Loss -0.8323, Sem 0.0458, dir -0.9803, norm 0.1022, swav 0.0000 LR: 3.565e-02 Score 98.352 Data time: 0.2355, Forward time: 2.2634, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 5.8634 [2020-11-08 16:33:59,366][root][INFO] - ===> Epoch[1136](3410/3): Loss -0.8306, Sem 0.0507, dir -0.9832, norm 0.1018, swav 0.0000 LR: 3.563e-02 Score 98.144 Data time: 0.1801, Forward time: 2.2632, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 5.3497 [2020-11-08 16:34:05,352][root][INFO] - ===> Epoch[1136](3411/3): Loss -0.8241, Sem 0.0502, dir -0.9826, norm 0.1082, swav 0.0000 LR: 3.561e-02 Score 98.137 Data time: 0.2109, Forward time: 2.2632, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 5.8735 [2020-11-08 16:34:11,926][root][INFO] - ===> Epoch[1137](3412/3): Loss -0.8320, Sem 0.0512, dir -0.9838, norm 0.1006, swav 0.0000 LR: 3.559e-02 Score 98.191 Data time: 0.2131, Forward time: 2.2632, Backward time: 3.1476, DDP time: 0.0037, Total iter time: 6.4581 [2020-11-08 16:34:16,760][root][INFO] - ===> Epoch[1137](3413/3): Loss -0.8208, Sem 0.0507, dir -0.9775, norm 0.1060, swav 0.0000 LR: 3.557e-02 Score 98.158 Data time: 0.2438, Forward time: 2.2632, Backward time: 3.1470, DDP time: 0.0037, Total iter time: 4.7243 [2020-11-08 16:34:22,119][root][INFO] - ===> Epoch[1137](3414/3): Loss -0.8238, Sem 0.0515, dir -0.9829, norm 0.1076, swav 0.0000 LR: 3.555e-02 Score 98.130 Data time: 0.2630, Forward time: 2.2635, Backward time: 3.1465, DDP time: 0.0037, Total iter time: 5.2586 [2020-11-08 16:34:28,285][root][INFO] - ===> Epoch[1138](3415/3): Loss -0.8451, Sem 0.0418, dir -0.9823, norm 0.0954, swav 0.0000 LR: 3.553e-02 Score 98.464 Data time: 0.3583, Forward time: 2.2639, Backward time: 3.1462, DDP time: 0.0037, Total iter time: 6.0252 [2020-11-08 16:34:34,386][root][INFO] - ===> Epoch[1138](3416/3): Loss -0.8285, Sem 0.0515, dir -0.9825, norm 0.1025, swav 0.0000 LR: 3.551e-02 Score 98.115 Data time: 0.1754, Forward time: 2.2638, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 5.9804 [2020-11-08 16:34:39,991][root][INFO] - ===> Epoch[1138](3417/3): Loss -0.8334, Sem 0.0465, dir -0.9833, norm 0.1034, swav 0.0000 LR: 3.549e-02 Score 98.321 Data time: 0.1419, Forward time: 2.2634, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.4995 [2020-11-08 16:34:45,689][root][INFO] - ===> Epoch[1139](3418/3): Loss -0.8266, Sem 0.0522, dir -0.9804, norm 0.1016, swav 0.0000 LR: 3.547e-02 Score 98.122 Data time: 0.1945, Forward time: 2.2633, Backward time: 3.1469, DDP time: 0.0037, Total iter time: 5.6362 [2020-11-08 16:34:50,960][root][INFO] - ===> Epoch[1139](3419/3): Loss -0.8312, Sem 0.0457, dir -0.9806, norm 0.1037, swav 0.0000 LR: 3.545e-02 Score 98.376 Data time: 0.2135, Forward time: 2.2633, Backward time: 3.1465, DDP time: 0.0037, Total iter time: 5.1559 [2020-11-08 16:34:56,631][root][INFO] - ===> Epoch[1139](3420/3): Loss -0.8409, Sem 0.0438, dir -0.9844, norm 0.0997, swav 0.0000 LR: 3.543e-02 Score 98.381 Data time: 0.2228, Forward time: 2.2633, Backward time: 3.1465, DDP time: 0.0037, Total iter time: 5.5556 [2020-11-08 16:35:04,375][root][INFO] - ===> Epoch[1140](3421/3): Loss -0.8228, Sem 0.0471, dir -0.9810, norm 0.1111, swav 0.0000 LR: 3.541e-02 Score 98.294 Data time: 0.1982, Forward time: 2.2631, Backward time: 3.1476, DDP time: 0.0037, Total iter time: 7.6301 [2020-11-08 16:35:09,807][root][INFO] - ===> Epoch[1140](3422/3): Loss -0.8344, Sem 0.0479, dir -0.9816, norm 0.0993, swav 0.0000 LR: 3.539e-02 Score 98.253 Data time: 0.2520, Forward time: 2.2633, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 5.3336 [2020-11-08 16:35:14,689][root][INFO] - ===> Epoch[1140](3423/3): Loss -0.8335, Sem 0.0508, dir -0.9854, norm 0.1011, swav 0.0000 LR: 3.537e-02 Score 98.160 Data time: 0.2101, Forward time: 2.2632, Backward time: 3.1468, DDP time: 0.0037, Total iter time: 4.7675 [2020-11-08 16:35:21,736][root][INFO] - ===> Epoch[1141](3424/3): Loss -0.8298, Sem 0.0468, dir -0.9828, norm 0.1061, swav 0.0000 LR: 3.535e-02 Score 98.291 Data time: 0.3299, Forward time: 2.2637, Backward time: 3.1469, DDP time: 0.0037, Total iter time: 6.9567 [2020-11-08 16:35:27,271][root][INFO] - ===> Epoch[1141](3425/3): Loss -0.8400, Sem 0.0456, dir -0.9828, norm 0.0972, swav 0.0000 LR: 3.533e-02 Score 98.338 Data time: 0.2680, Forward time: 2.2640, Backward time: 3.1464, DDP time: 0.0037, Total iter time: 5.3962 [2020-11-08 16:35:33,118][root][INFO] - ===> Epoch[1141](3426/3): Loss -0.8285, Sem 0.0460, dir -0.9823, norm 0.1078, swav 0.0000 LR: 3.531e-02 Score 98.350 Data time: 0.2390, Forward time: 2.2642, Backward time: 3.1462, DDP time: 0.0037, Total iter time: 5.7530 [2020-11-08 16:35:38,483][root][INFO] - ===> Epoch[1142](3427/3): Loss -0.8319, Sem 0.0501, dir -0.9828, norm 0.1008, swav 0.0000 LR: 3.529e-02 Score 98.164 Data time: 0.2085, Forward time: 2.2642, Backward time: 3.1460, DDP time: 0.0037, Total iter time: 5.2873 [2020-11-08 16:35:44,278][root][INFO] - ===> Epoch[1142](3428/3): Loss -0.8315, Sem 0.0505, dir -0.9817, norm 0.0996, swav 0.0000 LR: 3.527e-02 Score 98.173 Data time: 0.2386, Forward time: 2.2643, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 5.7018 [2020-11-08 16:35:50,470][root][INFO] - ===> Epoch[1142](3429/3): Loss -0.8307, Sem 0.0474, dir -0.9829, norm 0.1048, swav 0.0000 LR: 3.525e-02 Score 98.262 Data time: 0.3111, Forward time: 2.2647, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 6.0879 [2020-11-08 16:35:55,169][root][INFO] - ===> Epoch[1143](3430/3): Loss -0.8336, Sem 0.0459, dir -0.9833, norm 0.1038, swav 0.0000 LR: 3.523e-02 Score 98.332 Data time: 0.1837, Forward time: 2.2646, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 4.5750 [2020-11-08 16:36:01,603][root][INFO] - ===> Epoch[1143](3431/3): Loss -0.8277, Sem 0.0506, dir -0.9815, norm 0.1031, swav 0.0000 LR: 3.521e-02 Score 98.192 Data time: 0.1721, Forward time: 2.2643, Backward time: 3.1458, DDP time: 0.0037, Total iter time: 6.3253 [2020-11-08 16:36:06,749][root][INFO] - ===> Epoch[1143](3432/3): Loss -0.8444, Sem 0.0433, dir -0.9838, norm 0.0961, swav 0.0000 LR: 3.519e-02 Score 98.430 Data time: 0.2410, Forward time: 2.2644, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 5.0645 [2020-11-08 16:36:13,122][root][INFO] - ===> Epoch[1144](3433/3): Loss -0.8360, Sem 0.0499, dir -0.9835, norm 0.0976, swav 0.0000 LR: 3.517e-02 Score 98.173 Data time: 0.1917, Forward time: 2.2644, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 6.2771 [2020-11-08 16:36:18,835][root][INFO] - ===> Epoch[1144](3434/3): Loss -0.8343, Sem 0.0465, dir -0.9843, norm 0.1035, swav 0.0000 LR: 3.515e-02 Score 98.327 Data time: 0.1908, Forward time: 2.2642, Backward time: 3.1458, DDP time: 0.0037, Total iter time: 5.6166 [2020-11-08 16:36:24,843][root][INFO] - ===> Epoch[1144](3435/3): Loss -0.8233, Sem 0.0484, dir -0.9790, norm 0.1073, swav 0.0000 LR: 3.513e-02 Score 98.215 Data time: 0.2793, Forward time: 2.2647, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.8961 [2020-11-08 16:36:29,962][root][INFO] - ===> Epoch[1145](3436/3): Loss -0.8316, Sem 0.0491, dir -0.9826, norm 0.1020, swav 0.0000 LR: 3.511e-02 Score 98.242 Data time: 0.2465, Forward time: 2.2649, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 4.9933 [2020-11-08 16:36:36,518][root][INFO] - ===> Epoch[1145](3437/3): Loss -0.8291, Sem 0.0479, dir -0.9833, norm 0.1063, swav 0.0000 LR: 3.509e-02 Score 98.252 Data time: 0.2674, Forward time: 2.2652, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 6.4337 [2020-11-08 16:36:44,271][root][INFO] - ===> Epoch[1145](3438/3): Loss -0.8193, Sem 0.0521, dir -0.9802, norm 0.1088, swav 0.0000 LR: 3.507e-02 Score 98.139 Data time: 0.2019, Forward time: 2.2652, Backward time: 3.1459, DDP time: 0.0037, Total iter time: 7.6386 [2020-11-08 16:36:50,406][root][INFO] - ===> Epoch[1146](3439/3): Loss -0.8305, Sem 0.0453, dir -0.9843, norm 0.1085, swav 0.0000 LR: 3.505e-02 Score 98.349 Data time: 0.1839, Forward time: 2.2650, Backward time: 3.1463, DDP time: 0.0037, Total iter time: 6.0359 [2020-11-08 16:36:56,656][root][INFO] - ===> Epoch[1146](3440/3): Loss -0.8297, Sem 0.0491, dir -0.9812, norm 0.1024, swav 0.0000 LR: 3.503e-02 Score 98.207 Data time: 0.3118, Forward time: 2.2654, Backward time: 3.1461, DDP time: 0.0037, Total iter time: 6.1755 [2020-11-08 16:37:02,353][root][INFO] - ===> Epoch[1146](3441/3): Loss -0.8324, Sem 0.0492, dir -0.9839, norm 0.1023, swav 0.0000 LR: 3.501e-02 Score 98.205 Data time: 0.1940, Forward time: 2.2655, Backward time: 3.1460, DDP time: 0.0037, Total iter time: 5.5987 [2020-11-08 16:37:07,802][root][INFO] - ===> Epoch[1147](3442/3): Loss -0.8308, Sem 0.0470, dir -0.9817, norm 0.1039, swav 0.0000 LR: 3.499e-02 Score 98.283 Data time: 0.1470, Forward time: 2.2651, Backward time: 3.1461, DDP time: 0.0037, Total iter time: 5.3288 [2020-11-08 16:37:14,131][root][INFO] - ===> Epoch[1147](3443/3): Loss -0.8295, Sem 0.0457, dir -0.9841, norm 0.1089, swav 0.0000 LR: 3.497e-02 Score 98.352 Data time: 0.1994, Forward time: 2.2648, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 6.2469 [2020-11-08 16:37:20,074][root][INFO] - ===> Epoch[1147](3444/3): Loss -0.8381, Sem 0.0461, dir -0.9819, norm 0.0977, swav 0.0000 LR: 3.495e-02 Score 98.309 Data time: 0.1702, Forward time: 2.2647, Backward time: 3.1469, DDP time: 0.0037, Total iter time: 5.8575 [2020-11-08 16:37:26,257][root][INFO] - ===> Epoch[1148](3445/3): Loss -0.8285, Sem 0.0498, dir -0.9842, norm 0.1059, swav 0.0000 LR: 3.493e-02 Score 98.202 Data time: 0.1398, Forward time: 2.2643, Backward time: 3.1475, DDP time: 0.0037, Total iter time: 6.0596 [2020-11-08 16:37:31,958][root][INFO] - ===> Epoch[1148](3446/3): Loss -0.8396, Sem 0.0484, dir -0.9849, norm 0.0969, swav 0.0000 LR: 3.491e-02 Score 98.226 Data time: 0.1892, Forward time: 2.2641, Backward time: 3.1476, DDP time: 0.0037, Total iter time: 5.6104 [2020-11-08 16:37:38,134][root][INFO] - ===> Epoch[1148](3447/3): Loss -0.8175, Sem 0.0452, dir -0.9784, norm 0.1157, swav 0.0000 LR: 3.489e-02 Score 98.347 Data time: 0.2047, Forward time: 2.2640, Backward time: 3.1479, DDP time: 0.0037, Total iter time: 6.0618 [2020-11-08 16:37:44,657][root][INFO] - ===> Epoch[1149](3448/3): Loss -0.8313, Sem 0.0487, dir -0.9838, norm 0.1037, swav 0.0000 LR: 3.487e-02 Score 98.209 Data time: 0.3239, Forward time: 2.2645, Backward time: 3.1477, DDP time: 0.0037, Total iter time: 6.4258 [2020-11-08 16:37:48,925][root][INFO] - ===> Epoch[1149](3449/3): Loss -0.8321, Sem 0.0456, dir -0.9834, norm 0.1057, swav 0.0000 LR: 3.485e-02 Score 98.340 Data time: 0.2040, Forward time: 2.2644, Backward time: 3.1470, DDP time: 0.0037, Total iter time: 4.1182 [2020-11-08 16:37:55,975][root][INFO] - ===> Epoch[1149](3450/3): Loss -0.8285, Sem 0.0461, dir -0.9814, norm 0.1069, swav 0.0000 LR: 3.483e-02 Score 98.307 Data time: 0.2901, Forward time: 2.2649, Backward time: 3.1472, DDP time: 0.0037, Total iter time: 6.9522 [2020-11-08 16:38:01,248][root][INFO] - ===> Epoch[1150](3451/3): Loss -0.8235, Sem 0.0510, dir -0.9825, norm 0.1081, swav 0.0000 LR: 3.481e-02 Score 98.172 Data time: 0.2511, Forward time: 2.2651, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.1377 [2020-11-08 16:38:06,034][root][INFO] - ===> Epoch[1150](3452/3): Loss -0.8297, Sem 0.0458, dir -0.9803, norm 0.1048, swav 0.0000 LR: 3.478e-02 Score 98.320 Data time: 0.2473, Forward time: 2.2652, Backward time: 3.1461, DDP time: 0.0037, Total iter time: 4.6545 [2020-11-08 16:38:12,247][root][INFO] - ===> Epoch[1150](3453/3): Loss -0.8260, Sem 0.0468, dir -0.9797, norm 0.1069, swav 0.0000 LR: 3.476e-02 Score 98.312 Data time: 0.3180, Forward time: 2.2657, Backward time: 3.1457, DDP time: 0.0037, Total iter time: 6.1060 [2020-11-08 16:38:17,575][root][INFO] - ===> Epoch[1151](3454/3): Loss -0.8244, Sem 0.0487, dir -0.9830, norm 0.1098, swav 0.0000 LR: 3.474e-02 Score 98.215 Data time: 0.2466, Forward time: 2.2659, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 5.1910 [2020-11-08 16:38:23,439][root][INFO] - ===> Epoch[1151](3455/3): Loss -0.8318, Sem 0.0469, dir -0.9818, norm 0.1031, swav 0.0000 LR: 3.472e-02 Score 98.284 Data time: 0.2481, Forward time: 2.2659, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 5.7580 [2020-11-08 16:38:28,138][root][INFO] - ===> Epoch[1151](3456/3): Loss -0.8331, Sem 0.0447, dir -0.9819, norm 0.1041, swav 0.0000 LR: 3.470e-02 Score 98.354 Data time: 0.1965, Forward time: 2.2658, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 4.6186 [2020-11-08 16:38:34,451][root][INFO] - ===> Epoch[1152](3457/3): Loss -0.8264, Sem 0.0483, dir -0.9830, norm 0.1084, swav 0.0000 LR: 3.468e-02 Score 98.265 Data time: 0.1764, Forward time: 2.2657, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 6.2185 [2020-11-08 16:38:40,179][root][INFO] - ===> Epoch[1152](3458/3): Loss -0.8245, Sem 0.0497, dir -0.9800, norm 0.1057, swav 0.0000 LR: 3.466e-02 Score 98.204 Data time: 0.2039, Forward time: 2.2654, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.6106 [2020-11-08 16:38:45,544][root][INFO] - ===> Epoch[1152](3459/3): Loss -0.8364, Sem 0.0431, dir -0.9844, norm 0.1050, swav 0.0000 LR: 3.464e-02 Score 98.425 Data time: 0.2163, Forward time: 2.2654, Backward time: 3.1453, DDP time: 0.0037, Total iter time: 5.2942 [2020-11-08 16:38:52,134][root][INFO] - ===> Epoch[1153](3460/3): Loss -0.8324, Sem 0.0474, dir -0.9833, norm 0.1035, swav 0.0000 LR: 3.462e-02 Score 98.272 Data time: 0.3217, Forward time: 2.2659, Backward time: 3.1452, DDP time: 0.0037, Total iter time: 6.4795 [2020-11-08 16:38:57,927][root][INFO] - ===> Epoch[1153](3461/3): Loss -0.8325, Sem 0.0464, dir -0.9814, norm 0.1025, swav 0.0000 LR: 3.460e-02 Score 98.294 Data time: 0.2634, Forward time: 2.2662, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 5.6679 [2020-11-08 16:39:03,254][root][INFO] - ===> Epoch[1153](3462/3): Loss -0.8280, Sem 0.0466, dir -0.9820, norm 0.1075, swav 0.0000 LR: 3.458e-02 Score 98.295 Data time: 0.2292, Forward time: 2.2663, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 5.2036 [2020-11-08 16:39:08,829][root][INFO] - ===> Epoch[1154](3463/3): Loss -0.8252, Sem 0.0466, dir -0.9831, norm 0.1113, swav 0.0000 LR: 3.456e-02 Score 98.337 Data time: 0.2198, Forward time: 2.2663, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 5.4541 [2020-11-08 16:39:13,703][root][INFO] - ===> Epoch[1154](3464/3): Loss -0.8338, Sem 0.0454, dir -0.9819, norm 0.1026, swav 0.0000 LR: 3.454e-02 Score 98.331 Data time: 0.2299, Forward time: 2.2664, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 4.7796 [2020-11-08 16:39:18,710][root][INFO] - ===> Epoch[1154](3465/3): Loss -0.8204, Sem 0.0473, dir -0.9806, norm 0.1130, swav 0.0000 LR: 3.452e-02 Score 98.277 Data time: 0.2509, Forward time: 2.2665, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 4.8743 [2020-11-08 16:39:23,768][root][INFO] - ===> Epoch[1155](3466/3): Loss -0.8332, Sem 0.0441, dir -0.9838, norm 0.1066, swav 0.0000 LR: 3.450e-02 Score 98.381 Data time: 0.2388, Forward time: 2.2666, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 4.9517 [2020-11-08 16:39:29,452][root][INFO] - ===> Epoch[1155](3467/3): Loss -0.8401, Sem 0.0451, dir -0.9848, norm 0.0996, swav 0.0000 LR: 3.448e-02 Score 98.344 Data time: 0.1840, Forward time: 2.2666, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 5.5641 [2020-11-08 16:39:34,358][root][INFO] - ===> Epoch[1155](3468/3): Loss -0.8352, Sem 0.0450, dir -0.9822, norm 0.1020, swav 0.0000 LR: 3.446e-02 Score 98.358 Data time: 0.1596, Forward time: 2.2662, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 4.7990 [2020-11-08 16:39:40,082][root][INFO] - ===> Epoch[1156](3469/3): Loss -0.8317, Sem 0.0454, dir -0.9814, norm 0.1042, swav 0.0000 LR: 3.444e-02 Score 98.312 Data time: 0.2690, Forward time: 2.2666, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.6433 [2020-11-08 16:39:47,151][root][INFO] - ===> Epoch[1156](3470/3): Loss -0.8437, Sem 0.0441, dir -0.9860, norm 0.0982, swav 0.0000 LR: 3.442e-02 Score 98.393 Data time: 0.1273, Forward time: 2.2662, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 6.9550 [2020-11-08 16:39:52,613][root][INFO] - ===> Epoch[1156](3471/3): Loss -0.8335, Sem 0.0466, dir -0.9811, norm 0.1010, swav 0.0000 LR: 3.440e-02 Score 98.315 Data time: 0.1723, Forward time: 2.2659, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.3741 [2020-11-08 16:39:57,715][root][INFO] - ===> Epoch[1157](3472/3): Loss -0.8399, Sem 0.0459, dir -0.9847, norm 0.0989, swav 0.0000 LR: 3.438e-02 Score 98.341 Data time: 0.2487, Forward time: 2.2661, Backward time: 3.1429, DDP time: 0.0037, Total iter time: 5.0207 [2020-11-08 16:40:03,155][root][INFO] - ===> Epoch[1157](3473/3): Loss -0.8254, Sem 0.0476, dir -0.9837, norm 0.1107, swav 0.0000 LR: 3.436e-02 Score 98.272 Data time: 0.2434, Forward time: 2.2660, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 5.3139 [2020-11-08 16:40:08,762][root][INFO] - ===> Epoch[1157](3474/3): Loss -0.8393, Sem 0.0430, dir -0.9820, norm 0.0997, swav 0.0000 LR: 3.434e-02 Score 98.448 Data time: 0.2629, Forward time: 2.2661, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.4917 [2020-11-08 16:40:14,422][root][INFO] - ===> Epoch[1158](3475/3): Loss -0.8286, Sem 0.0520, dir -0.9832, norm 0.1026, swav 0.0000 LR: 3.432e-02 Score 98.105 Data time: 0.1753, Forward time: 2.2659, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 5.5454 [2020-11-08 16:40:20,243][root][INFO] - ===> Epoch[1158](3476/3): Loss -0.8372, Sem 0.0429, dir -0.9834, norm 0.1032, swav 0.0000 LR: 3.430e-02 Score 98.443 Data time: 0.2297, Forward time: 2.2660, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.7229 [2020-11-08 16:40:26,329][root][INFO] - ===> Epoch[1158](3477/3): Loss -0.8428, Sem 0.0429, dir -0.9841, norm 0.0984, swav 0.0000 LR: 3.428e-02 Score 98.406 Data time: 0.2131, Forward time: 2.2660, Backward time: 3.1428, DDP time: 0.0037, Total iter time: 5.9645 [2020-11-08 16:40:33,020][root][INFO] - ===> Epoch[1159](3478/3): Loss -0.8375, Sem 0.0471, dir -0.9839, norm 0.0993, swav 0.0000 LR: 3.426e-02 Score 98.266 Data time: 0.2537, Forward time: 2.2662, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 6.5825 [2020-11-08 16:40:39,393][root][INFO] - ===> Epoch[1159](3479/3): Loss -0.8291, Sem 0.0497, dir -0.9805, norm 0.1017, swav 0.0000 LR: 3.424e-02 Score 98.195 Data time: 0.1861, Forward time: 2.2661, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 6.2511 [2020-11-08 16:40:44,896][root][INFO] - ===> Epoch[1159](3480/3): Loss -0.8330, Sem 0.0439, dir -0.9841, norm 0.1071, swav 0.0000 LR: 3.422e-02 Score 98.403 Data time: 0.1680, Forward time: 2.2658, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 5.3865 [2020-11-08 16:40:53,043][root][INFO] - ===> Epoch[1160](3481/3): Loss -0.8280, Sem 0.0489, dir -0.9823, norm 0.1054, swav 0.0000 LR: 3.420e-02 Score 98.227 Data time: 0.1571, Forward time: 2.2655, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 8.0555 [2020-11-08 16:40:58,351][root][INFO] - ===> Epoch[1160](3482/3): Loss -0.8438, Sem 0.0423, dir -0.9856, norm 0.0994, swav 0.0000 LR: 3.418e-02 Score 98.438 Data time: 0.2842, Forward time: 2.2657, Backward time: 3.1444, DDP time: 0.0037, Total iter time: 5.2300 [2020-11-08 16:41:05,358][root][INFO] - ===> Epoch[1160](3483/3): Loss -0.8258, Sem 0.0445, dir -0.9798, norm 0.1094, swav 0.0000 LR: 3.416e-02 Score 98.381 Data time: 0.1913, Forward time: 2.2657, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 6.8988 [2020-11-08 16:41:10,736][root][INFO] - ===> Epoch[1161](3484/3): Loss -0.8314, Sem 0.0477, dir -0.9830, norm 0.1039, swav 0.0000 LR: 3.414e-02 Score 98.254 Data time: 0.1966, Forward time: 2.2656, Backward time: 3.1450, DDP time: 0.0037, Total iter time: 5.2565 [2020-11-08 16:41:15,278][root][INFO] - ===> Epoch[1161](3485/3): Loss -0.8274, Sem 0.0477, dir -0.9833, norm 0.1082, swav 0.0000 LR: 3.412e-02 Score 98.251 Data time: 0.2222, Forward time: 2.2656, Backward time: 3.1443, DDP time: 0.0037, Total iter time: 4.4519 [2020-11-08 16:41:20,142][root][INFO] - ===> Epoch[1161](3486/3): Loss -0.8284, Sem 0.0496, dir -0.9807, norm 0.1027, swav 0.0000 LR: 3.410e-02 Score 98.193 Data time: 0.2199, Forward time: 2.2657, Backward time: 3.1438, DDP time: 0.0037, Total iter time: 4.7468 [2020-11-08 16:41:25,245][root][INFO] - ===> Epoch[1162](3487/3): Loss -0.8170, Sem 0.0453, dir -0.9817, norm 0.1194, swav 0.0000 LR: 3.408e-02 Score 98.375 Data time: 0.2030, Forward time: 2.2656, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 4.9839 [2020-11-08 16:41:31,453][root][INFO] - ===> Epoch[1162](3488/3): Loss -0.8224, Sem 0.0483, dir -0.9822, norm 0.1115, swav 0.0000 LR: 3.406e-02 Score 98.252 Data time: 0.1784, Forward time: 2.2654, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 6.0790 [2020-11-08 16:41:37,166][root][INFO] - ===> Epoch[1162](3489/3): Loss -0.8357, Sem 0.0480, dir -0.9823, norm 0.0986, swav 0.0000 LR: 3.404e-02 Score 98.236 Data time: 0.1929, Forward time: 2.2653, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 5.6121 [2020-11-08 16:41:43,648][root][INFO] - ===> Epoch[1163](3490/3): Loss -0.8442, Sem 0.0440, dir -0.9843, norm 0.0961, swav 0.0000 LR: 3.401e-02 Score 98.420 Data time: 0.2620, Forward time: 2.2655, Backward time: 3.1441, DDP time: 0.0037, Total iter time: 6.3731 [2020-11-08 16:41:49,136][root][INFO] - ===> Epoch[1163](3491/3): Loss -0.8314, Sem 0.0449, dir -0.9811, norm 0.1048, swav 0.0000 LR: 3.399e-02 Score 98.352 Data time: 0.2967, Forward time: 2.2657, Backward time: 3.1437, DDP time: 0.0037, Total iter time: 5.3433 [2020-11-08 16:41:54,394][root][INFO] - ===> Epoch[1163](3492/3): Loss -0.8291, Sem 0.0516, dir -0.9844, norm 0.1037, swav 0.0000 LR: 3.397e-02 Score 98.096 Data time: 0.2274, Forward time: 2.2659, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 5.1188 [2020-11-08 16:42:00,133][root][INFO] - ===> Epoch[1164](3493/3): Loss -0.8334, Sem 0.0448, dir -0.9817, norm 0.1035, swav 0.0000 LR: 3.395e-02 Score 98.438 Data time: 0.1650, Forward time: 2.2657, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 5.6282 [2020-11-08 16:42:06,126][root][INFO] - ===> Epoch[1164](3494/3): Loss -0.8285, Sem 0.0504, dir -0.9843, norm 0.1053, swav 0.0000 LR: 3.393e-02 Score 98.156 Data time: 0.2021, Forward time: 2.2656, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.9247 [2020-11-08 16:42:12,928][root][INFO] - ===> Epoch[1164](3495/3): Loss -0.8357, Sem 0.0430, dir -0.9814, norm 0.1027, swav 0.0000 LR: 3.391e-02 Score 98.444 Data time: 0.2228, Forward time: 2.2656, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 6.6855 [2020-11-08 16:42:17,405][root][INFO] - ===> Epoch[1165](3496/3): Loss -0.8168, Sem 0.0470, dir -0.9807, norm 0.1169, swav 0.0000 LR: 3.389e-02 Score 98.282 Data time: 0.2093, Forward time: 2.2656, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 4.3530 [2020-11-08 16:42:22,940][root][INFO] - ===> Epoch[1165](3497/3): Loss -0.8346, Sem 0.0496, dir -0.9852, norm 0.1010, swav 0.0000 LR: 3.387e-02 Score 98.201 Data time: 0.1858, Forward time: 2.2655, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 5.4374 [2020-11-08 16:42:29,638][root][INFO] - ===> Epoch[1165](3498/3): Loss -0.8337, Sem 0.0485, dir -0.9813, norm 0.0992, swav 0.0000 LR: 3.385e-02 Score 98.221 Data time: 0.1757, Forward time: 2.2653, Backward time: 3.1440, DDP time: 0.0037, Total iter time: 6.5912 [2020-11-08 16:42:36,328][root][INFO] - ===> Epoch[1166](3499/3): Loss -0.8429, Sem 0.0427, dir -0.9845, norm 0.0989, swav 0.0000 LR: 3.383e-02 Score 98.410 Data time: 0.2118, Forward time: 2.2653, Backward time: 3.1445, DDP time: 0.0037, Total iter time: 6.6222 [2020-11-08 16:42:41,801][root][INFO] - ===> Epoch[1166](3500/3): Loss -0.8304, Sem 0.0470, dir -0.9824, norm 0.1050, swav 0.0000 LR: 3.381e-02 Score 98.278 Data time: 0.2231, Forward time: 2.2653, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 5.3664 [2020-11-08 16:42:42,603][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 16:42:42,807][root][INFO] - ===> Start testing [2020-11-08 16:44:15,629][root][INFO] - 101/312: Data time: 0.0105, Iter time: 0.2793 Loss 0.384 (AVG: 1.172) Score 92.261 (AVG: 83.861) mIOU 56.549 mAP 64.684 mAcc 66.521 IOU: 76.026 96.095 40.924 82.648 86.301 81.820 59.130 47.307 33.244 73.388 16.126 49.302 45.729 40.956 22.811 58.050 68.342 38.354 83.296 31.128 mAP: 74.718 94.462 50.614 74.201 85.949 75.295 63.715 64.139 50.740 62.386 28.259 46.111 50.948 48.836 38.982 83.606 94.091 70.906 84.697 51.029 mAcc: 95.561 98.962 49.106 85.145 92.765 88.392 72.435 55.739 39.560 74.901 21.391 61.955 72.245 52.953 29.509 71.033 91.813 47.709 91.195 38.044 [2020-11-08 16:45:48,173][root][INFO] - 201/312: Data time: 0.0069, Iter time: 0.1970 Loss 0.476 (AVG: 1.119) Score 86.887 (AVG: 84.378) mIOU 57.495 mAP 65.960 mAcc 67.135 IOU: 78.082 95.676 42.257 73.909 86.940 81.528 62.492 51.391 38.771 73.118 22.350 45.483 46.308 46.969 27.972 51.860 75.099 40.633 81.684 27.374 mAP: 76.325 94.072 52.012 72.065 87.151 79.642 65.974 63.188 51.893 60.045 37.851 45.640 57.542 58.965 36.308 85.860 92.007 72.326 78.448 51.881 mAcc: 95.443 98.894 50.708 80.278 94.477 88.048 75.237 61.996 45.554 75.452 29.633 56.059 75.471 57.037 32.933 65.021 90.531 48.624 89.023 32.292 [2020-11-08 16:47:18,925][root][INFO] - 301/312: Data time: 0.0054, Iter time: 0.2265 Loss 1.219 (AVG: 1.151) Score 80.487 (AVG: 84.054) mIOU 58.502 mAP 66.961 mAcc 68.544 IOU: 77.467 95.612 46.531 69.244 87.499 81.759 63.104 49.768 40.484 71.828 22.957 55.365 44.284 53.190 35.068 52.169 72.491 42.424 83.041 25.763 mAP: 76.794 94.606 53.640 69.428 87.365 80.853 65.450 62.470 54.506 59.204 37.981 52.610 60.190 59.110 41.764 86.836 91.559 72.450 81.455 50.957 mAcc: 95.375 98.871 55.933 77.932 94.424 88.678 75.302 60.929 48.216 75.044 28.262 63.560 75.829 61.901 40.479 68.285 91.625 49.747 90.499 29.984 [2020-11-08 16:47:25,558][root][INFO] - 312/312: Data time: 0.0023, Iter time: 0.1180 Loss 0.870 (AVG: 1.145) Score 88.339 (AVG: 84.131) mIOU 58.575 mAP 67.184 mAcc 68.522 IOU: 77.609 95.634 46.838 69.548 87.557 81.442 63.122 49.623 40.841 72.264 21.643 54.532 44.306 53.152 34.592 51.928 73.962 43.883 83.421 25.599 mAP: 77.025 94.590 54.603 69.439 87.291 80.778 65.865 61.695 55.095 59.099 37.696 52.512 60.095 59.110 42.563 87.406 92.240 73.624 82.041 50.910 mAcc: 95.403 98.865 56.257 78.137 94.426 88.330 75.700 60.984 48.481 75.506 26.406 63.058 76.013 61.901 39.842 67.626 92.069 51.422 90.304 29.720 [2020-11-08 16:47:25,559][root][INFO] - Finished test. Elapsed time: 282.7504 [2020-11-08 16:47:38,695][root][INFO] - [2020-11-08 16:47:38,696][root][INFO] - ################################################################ [2020-11-08 16:47:38,696][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 16:47:38,696][root][INFO] - ################################################################ [2020-11-08 16:47:38,697][root][INFO] - cabinet : 0.141 0.299 0.544 [2020-11-08 16:47:38,697][root][INFO] - bed : 0.332 0.629 0.798 [2020-11-08 16:47:38,697][root][INFO] - chair : 0.701 0.854 0.900 [2020-11-08 16:47:38,697][root][INFO] - sofa : 0.392 0.656 0.815 [2020-11-08 16:47:38,697][root][INFO] - table : 0.384 0.568 0.668 [2020-11-08 16:47:38,697][root][INFO] - door : 0.165 0.321 0.447 [2020-11-08 16:47:38,697][root][INFO] - window : 0.083 0.194 0.395 [2020-11-08 16:47:38,697][root][INFO] - bookshelf : 0.150 0.405 0.628 [2020-11-08 16:47:38,697][root][INFO] - picture : 0.102 0.168 0.243 [2020-11-08 16:47:38,697][root][INFO] - counter : 0.027 0.128 0.537 [2020-11-08 16:47:38,697][root][INFO] - desk : 0.039 0.152 0.467 [2020-11-08 16:47:38,697][root][INFO] - curtain : 0.103 0.206 0.381 [2020-11-08 16:47:38,697][root][INFO] - refrigerator : 0.216 0.295 0.315 [2020-11-08 16:47:38,697][root][INFO] - shower curtain : 0.359 0.619 0.651 [2020-11-08 16:47:38,697][root][INFO] - toilet : 0.756 0.879 0.934 [2020-11-08 16:47:38,697][root][INFO] - sink : 0.184 0.452 0.724 [2020-11-08 16:47:38,697][root][INFO] - bathtub : 0.603 0.772 0.867 [2020-11-08 16:47:38,697][root][INFO] - otherfurniture : 0.259 0.385 0.508 [2020-11-08 16:47:38,697][root][INFO] - ---------------------------------------------------------------- [2020-11-08 16:47:38,697][root][INFO] - average : 0.278 0.443 0.601 [2020-11-08 16:47:38,697][root][INFO] - [2020-11-08 16:47:38,906][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 16:47:38,907][root][INFO] - Current best mIoU: 58.953 at iter 3000 [2020-11-08 16:47:42,286][root][INFO] - ===> Epoch[1166](3501/3): Loss -0.8356, Sem 0.0483, dir -0.9839, norm 0.1000, swav 0.0000 LR: 3.379e-02 Score 98.257 Data time: 0.1598, Forward time: 2.2649, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 3.3730 [2020-11-08 16:47:47,455][root][INFO] - ===> Epoch[1167](3502/3): Loss -0.8254, Sem 0.0460, dir -0.9815, norm 0.1100, swav 0.0000 LR: 3.377e-02 Score 98.299 Data time: 0.2347, Forward time: 2.2647, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 5.0593 [2020-11-08 16:47:52,903][root][INFO] - ===> Epoch[1167](3503/3): Loss -0.8271, Sem 0.0496, dir -0.9836, norm 0.1069, swav 0.0000 LR: 3.375e-02 Score 98.183 Data time: 0.2578, Forward time: 2.2649, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 5.3313 [2020-11-08 16:47:58,265][root][INFO] - ===> Epoch[1167](3504/3): Loss -0.8310, Sem 0.0448, dir -0.9813, norm 0.1054, swav 0.0000 LR: 3.373e-02 Score 98.373 Data time: 0.2344, Forward time: 2.2650, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 5.2342 [2020-11-08 16:48:04,491][root][INFO] - ===> Epoch[1168](3505/3): Loss -0.8379, Sem 0.0491, dir -0.9846, norm 0.0976, swav 0.0000 LR: 3.371e-02 Score 98.209 Data time: 0.1343, Forward time: 2.2646, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 6.0957 [2020-11-08 16:48:09,597][root][INFO] - ===> Epoch[1168](3506/3): Loss -0.8304, Sem 0.0465, dir -0.9818, norm 0.1049, swav 0.0000 LR: 3.369e-02 Score 98.326 Data time: 0.1911, Forward time: 2.2646, Backward time: 3.1430, DDP time: 0.0037, Total iter time: 4.9960 [2020-11-08 16:48:15,093][root][INFO] - ===> Epoch[1168](3507/3): Loss -0.8294, Sem 0.0498, dir -0.9821, norm 0.1030, swav 0.0000 LR: 3.367e-02 Score 98.216 Data time: 0.1523, Forward time: 2.2641, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 5.3531 [2020-11-08 16:48:21,131][root][INFO] - ===> Epoch[1169](3508/3): Loss -0.8439, Sem 0.0456, dir -0.9858, norm 0.0963, swav 0.0000 LR: 3.365e-02 Score 98.305 Data time: 0.2057, Forward time: 2.2640, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.9555 [2020-11-08 16:48:26,958][root][INFO] - ===> Epoch[1169](3509/3): Loss -0.8298, Sem 0.0452, dir -0.9820, norm 0.1070, swav 0.0000 LR: 3.363e-02 Score 98.364 Data time: 0.2275, Forward time: 2.2641, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 5.7134 [2020-11-08 16:48:32,450][root][INFO] - ===> Epoch[1169](3510/3): Loss -0.8335, Sem 0.0503, dir -0.9830, norm 0.0992, swav 0.0000 LR: 3.361e-02 Score 98.160 Data time: 0.1714, Forward time: 2.2639, Backward time: 3.1435, DDP time: 0.0037, Total iter time: 5.3514 [2020-11-08 16:48:37,523][root][INFO] - ===> Epoch[1170](3511/3): Loss -0.8359, Sem 0.0464, dir -0.9826, norm 0.1003, swav 0.0000 LR: 3.359e-02 Score 98.307 Data time: 0.2279, Forward time: 2.2639, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 4.9610 [2020-11-08 16:48:43,757][root][INFO] - ===> Epoch[1170](3512/3): Loss -0.8449, Sem 0.0448, dir -0.9848, norm 0.0951, swav 0.0000 LR: 3.357e-02 Score 98.339 Data time: 0.2566, Forward time: 2.2641, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 6.0939 [2020-11-08 16:48:48,215][root][INFO] - ===> Epoch[1170](3513/3): Loss -0.8417, Sem 0.0465, dir -0.9845, norm 0.0963, swav 0.0000 LR: 3.355e-02 Score 98.305 Data time: 0.2012, Forward time: 2.2641, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 4.3221 [2020-11-08 16:48:54,182][root][INFO] - ===> Epoch[1171](3514/3): Loss -0.8175, Sem 0.0526, dir -0.9803, norm 0.1102, swav 0.0000 LR: 3.353e-02 Score 98.163 Data time: 0.1894, Forward time: 2.2640, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.8569 [2020-11-08 16:48:59,342][root][INFO] - ===> Epoch[1171](3515/3): Loss -0.8329, Sem 0.0479, dir -0.9823, norm 0.1015, swav 0.0000 LR: 3.351e-02 Score 98.274 Data time: 0.1782, Forward time: 2.2639, Backward time: 3.1424, DDP time: 0.0037, Total iter time: 5.0574 [2020-11-08 16:49:04,810][root][INFO] - ===> Epoch[1171](3516/3): Loss -0.8393, Sem 0.0446, dir -0.9817, norm 0.0978, swav 0.0000 LR: 3.349e-02 Score 98.390 Data time: 0.1656, Forward time: 2.2636, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 5.3656 [2020-11-08 16:49:10,519][root][INFO] - ===> Epoch[1172](3517/3): Loss -0.8381, Sem 0.0489, dir -0.9852, norm 0.0982, swav 0.0000 LR: 3.347e-02 Score 98.179 Data time: 0.2415, Forward time: 2.2638, Backward time: 3.1423, DDP time: 0.0037, Total iter time: 5.5950 [2020-11-08 16:49:15,841][root][INFO] - ===> Epoch[1172](3518/3): Loss -0.8221, Sem 0.0461, dir -0.9800, norm 0.1117, swav 0.0000 LR: 3.345e-02 Score 98.303 Data time: 0.2046, Forward time: 2.2637, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 5.1744 [2020-11-08 16:49:21,273][root][INFO] - ===> Epoch[1172](3519/3): Loss -0.8325, Sem 0.0485, dir -0.9830, norm 0.1020, swav 0.0000 LR: 3.343e-02 Score 98.220 Data time: 0.2568, Forward time: 2.2639, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.3259 [2020-11-08 16:49:27,855][root][INFO] - ===> Epoch[1173](3520/3): Loss -0.8402, Sem 0.0471, dir -0.9845, norm 0.0972, swav 0.0000 LR: 3.341e-02 Score 98.278 Data time: 0.2135, Forward time: 2.2639, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 6.4480 [2020-11-08 16:49:34,565][root][INFO] - ===> Epoch[1173](3521/3): Loss -0.8481, Sem 0.0447, dir -0.9830, norm 0.0902, swav 0.0000 LR: 3.339e-02 Score 98.391 Data time: 0.2244, Forward time: 2.2639, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 6.5808 [2020-11-08 16:49:40,466][root][INFO] - ===> Epoch[1173](3522/3): Loss -0.8340, Sem 0.0492, dir -0.9825, norm 0.0994, swav 0.0000 LR: 3.337e-02 Score 98.205 Data time: 0.2904, Forward time: 2.2643, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 5.7784 [2020-11-08 16:49:45,873][root][INFO] - ===> Epoch[1174](3523/3): Loss -0.8442, Sem 0.0428, dir -0.9831, norm 0.0960, swav 0.0000 LR: 3.334e-02 Score 98.437 Data time: 0.2357, Forward time: 2.2644, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 5.2716 [2020-11-08 16:49:52,342][root][INFO] - ===> Epoch[1174](3524/3): Loss -0.8325, Sem 0.0490, dir -0.9828, norm 0.1013, swav 0.0000 LR: 3.332e-02 Score 98.210 Data time: 0.2656, Forward time: 2.2647, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 6.3456 [2020-11-08 16:49:59,031][root][INFO] - ===> Epoch[1174](3525/3): Loss -0.8420, Sem 0.0456, dir -0.9860, norm 0.0983, swav 0.0000 LR: 3.330e-02 Score 98.318 Data time: 0.3235, Forward time: 2.2652, Backward time: 3.1418, DDP time: 0.0037, Total iter time: 6.5514 [2020-11-08 16:50:04,232][root][INFO] - ===> Epoch[1175](3526/3): Loss -0.8448, Sem 0.0463, dir -0.9851, norm 0.0940, swav 0.0000 LR: 3.328e-02 Score 98.304 Data time: 0.2367, Forward time: 2.2654, Backward time: 3.1413, DDP time: 0.0037, Total iter time: 5.0628 [2020-11-08 16:50:10,406][root][INFO] - ===> Epoch[1175](3527/3): Loss -0.8338, Sem 0.0492, dir -0.9840, norm 0.1010, swav 0.0000 LR: 3.326e-02 Score 98.208 Data time: 0.2208, Forward time: 2.2654, Backward time: 3.1415, DDP time: 0.0037, Total iter time: 6.0684 [2020-11-08 16:50:16,189][root][INFO] - ===> Epoch[1175](3528/3): Loss -0.8403, Sem 0.0447, dir -0.9824, norm 0.0974, swav 0.0000 LR: 3.324e-02 Score 98.350 Data time: 0.2991, Forward time: 2.2657, Backward time: 3.1411, DDP time: 0.0037, Total iter time: 5.6914 [2020-11-08 16:50:22,571][root][INFO] - ===> Epoch[1176](3529/3): Loss -0.8347, Sem 0.0477, dir -0.9819, norm 0.0996, swav 0.0000 LR: 3.322e-02 Score 98.245 Data time: 0.3015, Forward time: 2.2662, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 6.2777 [2020-11-08 16:50:27,906][root][INFO] - ===> Epoch[1176](3530/3): Loss -0.8374, Sem 0.0459, dir -0.9838, norm 0.1006, swav 0.0000 LR: 3.320e-02 Score 98.352 Data time: 0.1954, Forward time: 2.2661, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.2112 [2020-11-08 16:50:33,273][root][INFO] - ===> Epoch[1176](3531/3): Loss -0.8299, Sem 0.0445, dir -0.9832, norm 0.1088, swav 0.0000 LR: 3.318e-02 Score 98.365 Data time: 0.2347, Forward time: 2.2663, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.2788 [2020-11-08 16:50:38,903][root][INFO] - ===> Epoch[1177](3532/3): Loss -0.8318, Sem 0.0478, dir -0.9823, norm 0.1027, swav 0.0000 LR: 3.316e-02 Score 98.235 Data time: 0.1936, Forward time: 2.2662, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.5282 [2020-11-08 16:50:44,308][root][INFO] - ===> Epoch[1177](3533/3): Loss -0.8312, Sem 0.0500, dir -0.9818, norm 0.1006, swav 0.0000 LR: 3.314e-02 Score 98.178 Data time: 0.2280, Forward time: 2.2663, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 5.3092 [2020-11-08 16:50:49,392][root][INFO] - ===> Epoch[1177](3534/3): Loss -0.8372, Sem 0.0431, dir -0.9817, norm 0.1014, swav 0.0000 LR: 3.312e-02 Score 98.434 Data time: 0.1841, Forward time: 2.2661, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 4.9610 [2020-11-08 16:50:55,076][root][INFO] - ===> Epoch[1178](3535/3): Loss -0.8340, Sem 0.0471, dir -0.9848, norm 0.1037, swav 0.0000 LR: 3.310e-02 Score 98.290 Data time: 0.2046, Forward time: 2.2661, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 5.5826 [2020-11-08 16:51:00,930][root][INFO] - ===> Epoch[1178](3536/3): Loss -0.8294, Sem 0.0471, dir -0.9792, norm 0.1026, swav 0.0000 LR: 3.308e-02 Score 98.284 Data time: 0.2056, Forward time: 2.2660, Backward time: 3.1400, DDP time: 0.0037, Total iter time: 5.7408 [2020-11-08 16:51:05,912][root][INFO] - ===> Epoch[1178](3537/3): Loss -0.8276, Sem 0.0519, dir -0.9829, norm 0.1034, swav 0.0000 LR: 3.306e-02 Score 98.084 Data time: 0.2211, Forward time: 2.2661, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 4.8746 [2020-11-08 16:51:11,429][root][INFO] - ===> Epoch[1179](3538/3): Loss -0.8372, Sem 0.0450, dir -0.9836, norm 0.1014, swav 0.0000 LR: 3.304e-02 Score 98.373 Data time: 0.1802, Forward time: 2.2659, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 5.3919 [2020-11-08 16:51:16,679][root][INFO] - ===> Epoch[1179](3539/3): Loss -0.8298, Sem 0.0474, dir -0.9813, norm 0.1042, swav 0.0000 LR: 3.302e-02 Score 98.287 Data time: 0.2074, Forward time: 2.2659, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 5.1352 [2020-11-08 16:51:21,888][root][INFO] - ===> Epoch[1179](3540/3): Loss -0.8286, Sem 0.0498, dir -0.9831, norm 0.1047, swav 0.0000 LR: 3.300e-02 Score 98.143 Data time: 0.1668, Forward time: 2.2656, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 5.0858 [2020-11-08 16:51:28,188][root][INFO] - ===> Epoch[1180](3541/3): Loss -0.8391, Sem 0.0463, dir -0.9841, norm 0.0987, swav 0.0000 LR: 3.298e-02 Score 98.312 Data time: 0.2313, Forward time: 2.2656, Backward time: 3.1396, DDP time: 0.0037, Total iter time: 6.2290 [2020-11-08 16:51:33,390][root][INFO] - ===> Epoch[1180](3542/3): Loss -0.8377, Sem 0.0478, dir -0.9833, norm 0.0978, swav 0.0000 LR: 3.296e-02 Score 98.223 Data time: 0.2837, Forward time: 2.2658, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 5.0624 [2020-11-08 16:51:41,174][root][INFO] - ===> Epoch[1180](3543/3): Loss -0.8243, Sem 0.0489, dir -0.9832, norm 0.1100, swav 0.0000 LR: 3.294e-02 Score 98.222 Data time: 0.1602, Forward time: 2.2656, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 7.6581 [2020-11-08 16:51:46,516][root][INFO] - ===> Epoch[1181](3544/3): Loss -0.8477, Sem 0.0450, dir -0.9843, norm 0.0916, swav 0.0000 LR: 3.292e-02 Score 98.341 Data time: 0.2346, Forward time: 2.2656, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 5.2293 [2020-11-08 16:51:53,794][root][INFO] - ===> Epoch[1181](3545/3): Loss -0.8403, Sem 0.0396, dir -0.9823, norm 0.1024, swav 0.0000 LR: 3.290e-02 Score 98.546 Data time: 0.2618, Forward time: 2.2659, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 7.1462 [2020-11-08 16:51:58,846][root][INFO] - ===> Epoch[1181](3546/3): Loss -0.8318, Sem 0.0444, dir -0.9801, norm 0.1040, swav 0.0000 LR: 3.288e-02 Score 98.387 Data time: 0.1511, Forward time: 2.2656, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 4.9254 [2020-11-08 16:52:05,428][root][INFO] - ===> Epoch[1182](3547/3): Loss -0.8345, Sem 0.0474, dir -0.9838, norm 0.1018, swav 0.0000 LR: 3.286e-02 Score 98.281 Data time: 0.1821, Forward time: 2.2654, Backward time: 3.1408, DDP time: 0.0037, Total iter time: 6.4951 [2020-11-08 16:52:10,619][root][INFO] - ===> Epoch[1182](3548/3): Loss -0.8254, Sem 0.0515, dir -0.9818, norm 0.1049, swav 0.0000 LR: 3.284e-02 Score 98.110 Data time: 0.2815, Forward time: 2.2656, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 5.0637 [2020-11-08 16:52:16,355][root][INFO] - ===> Epoch[1182](3549/3): Loss -0.8423, Sem 0.0429, dir -0.9839, norm 0.0987, swav 0.0000 LR: 3.282e-02 Score 98.414 Data time: 0.2039, Forward time: 2.2655, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.6083 [2020-11-08 16:52:22,278][root][INFO] - ===> Epoch[1183](3550/3): Loss -0.8265, Sem 0.0489, dir -0.9816, norm 0.1062, swav 0.0000 LR: 3.280e-02 Score 98.223 Data time: 0.2132, Forward time: 2.2655, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.7955 [2020-11-08 16:52:27,538][root][INFO] - ===> Epoch[1183](3551/3): Loss -0.8158, Sem 0.0463, dir -0.9786, norm 0.1165, swav 0.0000 LR: 3.277e-02 Score 98.304 Data time: 0.1949, Forward time: 2.2655, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 5.1229 [2020-11-08 16:52:32,842][root][INFO] - ===> Epoch[1183](3552/3): Loss -0.8349, Sem 0.0483, dir -0.9849, norm 0.1017, swav 0.0000 LR: 3.275e-02 Score 98.251 Data time: 0.1457, Forward time: 2.2651, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 5.1799 [2020-11-08 16:52:38,622][root][INFO] - ===> Epoch[1184](3553/3): Loss -0.8420, Sem 0.0437, dir -0.9835, norm 0.0978, swav 0.0000 LR: 3.273e-02 Score 98.412 Data time: 0.2134, Forward time: 2.2652, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 5.6923 [2020-11-08 16:52:44,542][root][INFO] - ===> Epoch[1184](3554/3): Loss -0.8271, Sem 0.0513, dir -0.9819, norm 0.1035, swav 0.0000 LR: 3.271e-02 Score 98.138 Data time: 0.1352, Forward time: 2.2648, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 5.8097 [2020-11-08 16:52:49,205][root][INFO] - ===> Epoch[1184](3555/3): Loss -0.8381, Sem 0.0455, dir -0.9840, norm 0.1004, swav 0.0000 LR: 3.269e-02 Score 98.324 Data time: 0.2041, Forward time: 2.2647, Backward time: 3.1402, DDP time: 0.0038, Total iter time: 4.5781 [2020-11-08 16:52:55,699][root][INFO] - ===> Epoch[1185](3556/3): Loss -0.8387, Sem 0.0426, dir -0.9828, norm 0.1015, swav 0.0000 LR: 3.267e-02 Score 98.438 Data time: 0.2409, Forward time: 2.2648, Backward time: 3.1404, DDP time: 0.0038, Total iter time: 6.3754 [2020-11-08 16:53:02,067][root][INFO] - ===> Epoch[1185](3557/3): Loss -0.8195, Sem 0.0521, dir -0.9811, norm 0.1095, swav 0.0000 LR: 3.265e-02 Score 98.109 Data time: 0.3020, Forward time: 2.2653, Backward time: 3.1402, DDP time: 0.0037, Total iter time: 6.2371 [2020-11-08 16:53:07,114][root][INFO] - ===> Epoch[1185](3558/3): Loss -0.8323, Sem 0.0443, dir -0.9830, norm 0.1064, swav 0.0000 LR: 3.263e-02 Score 98.361 Data time: 0.2035, Forward time: 2.2654, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 4.9152 [2020-11-08 16:53:13,698][root][INFO] - ===> Epoch[1186](3559/3): Loss -0.8302, Sem 0.0459, dir -0.9823, norm 0.1062, swav 0.0000 LR: 3.261e-02 Score 98.327 Data time: 0.1710, Forward time: 2.2652, Backward time: 3.1403, DDP time: 0.0038, Total iter time: 6.4621 [2020-11-08 16:53:19,975][root][INFO] - ===> Epoch[1186](3560/3): Loss -0.8338, Sem 0.0497, dir -0.9847, norm 0.1012, swav 0.0000 LR: 3.259e-02 Score 98.192 Data time: 0.1748, Forward time: 2.2649, Backward time: 3.1408, DDP time: 0.0038, Total iter time: 6.1697 [2020-11-08 16:53:25,307][root][INFO] - ===> Epoch[1186](3561/3): Loss -0.8226, Sem 0.0472, dir -0.9808, norm 0.1109, swav 0.0000 LR: 3.257e-02 Score 98.310 Data time: 0.2575, Forward time: 2.2651, Backward time: 3.1404, DDP time: 0.0037, Total iter time: 5.2067 [2020-11-08 16:53:30,629][root][INFO] - ===> Epoch[1187](3562/3): Loss -0.8386, Sem 0.0481, dir -0.9839, norm 0.0972, swav 0.0000 LR: 3.255e-02 Score 98.226 Data time: 0.2484, Forward time: 2.2653, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 5.2021 [2020-11-08 16:53:35,609][root][INFO] - ===> Epoch[1187](3563/3): Loss -0.8269, Sem 0.0510, dir -0.9825, norm 0.1046, swav 0.0000 LR: 3.253e-02 Score 98.126 Data time: 0.1640, Forward time: 2.2651, Backward time: 3.1398, DDP time: 0.0037, Total iter time: 4.8537 [2020-11-08 16:53:42,409][root][INFO] - ===> Epoch[1187](3564/3): Loss -0.8243, Sem 0.0457, dir -0.9824, norm 0.1125, swav 0.0000 LR: 3.251e-02 Score 98.378 Data time: 0.1565, Forward time: 2.2647, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 6.7067 [2020-11-08 16:53:47,326][root][INFO] - ===> Epoch[1188](3565/3): Loss -0.8365, Sem 0.0451, dir -0.9833, norm 0.1018, swav 0.0000 LR: 3.249e-02 Score 98.331 Data time: 0.1474, Forward time: 2.2644, Backward time: 3.1406, DDP time: 0.0038, Total iter time: 4.8376 [2020-11-08 16:53:54,469][root][INFO] - ===> Epoch[1188](3566/3): Loss -0.8299, Sem 0.0506, dir -0.9840, norm 0.1035, swav 0.0000 LR: 3.247e-02 Score 98.117 Data time: 0.1475, Forward time: 2.2640, Backward time: 3.1416, DDP time: 0.0038, Total iter time: 7.0352 [2020-11-08 16:53:59,801][root][INFO] - ===> Epoch[1188](3567/3): Loss -0.8230, Sem 0.0465, dir -0.9803, norm 0.1108, swav 0.0000 LR: 3.245e-02 Score 98.347 Data time: 0.1780, Forward time: 2.2639, Backward time: 3.1415, DDP time: 0.0038, Total iter time: 5.2427 [2020-11-08 16:54:06,022][root][INFO] - ===> Epoch[1189](3568/3): Loss -0.8453, Sem 0.0425, dir -0.9844, norm 0.0966, swav 0.0000 LR: 3.243e-02 Score 98.446 Data time: 0.1829, Forward time: 2.2636, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 6.1119 [2020-11-08 16:54:14,594][root][INFO] - ===> Epoch[1189](3569/3): Loss -0.8314, Sem 0.0448, dir -0.9805, norm 0.1043, swav 0.0000 LR: 3.241e-02 Score 98.385 Data time: 0.1880, Forward time: 2.2634, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 8.4894 [2020-11-08 16:54:19,745][root][INFO] - ===> Epoch[1189](3570/3): Loss -0.8268, Sem 0.0488, dir -0.9825, norm 0.1068, swav 0.0000 LR: 3.239e-02 Score 98.191 Data time: 0.2317, Forward time: 2.2635, Backward time: 3.1431, DDP time: 0.0038, Total iter time: 5.0353 [2020-11-08 16:54:26,925][root][INFO] - ===> Epoch[1190](3571/3): Loss -0.8219, Sem 0.0486, dir -0.9804, norm 0.1098, swav 0.0000 LR: 3.237e-02 Score 98.260 Data time: 0.2264, Forward time: 2.2636, Backward time: 3.1436, DDP time: 0.0038, Total iter time: 7.0653 [2020-11-08 16:54:32,942][root][INFO] - ===> Epoch[1190](3572/3): Loss -0.8346, Sem 0.0415, dir -0.9838, norm 0.1077, swav 0.0000 LR: 3.235e-02 Score 98.478 Data time: 0.2347, Forward time: 2.2637, Backward time: 3.1436, DDP time: 0.0038, Total iter time: 5.8881 [2020-11-08 16:54:37,379][root][INFO] - ===> Epoch[1190](3573/3): Loss -0.8333, Sem 0.0466, dir -0.9824, norm 0.1025, swav 0.0000 LR: 3.233e-02 Score 98.313 Data time: 0.1545, Forward time: 2.2634, Backward time: 3.1432, DDP time: 0.0038, Total iter time: 4.3108 [2020-11-08 16:54:43,922][root][INFO] - ===> Epoch[1191](3574/3): Loss -0.8227, Sem 0.0485, dir -0.9820, norm 0.1108, swav 0.0000 LR: 3.231e-02 Score 98.224 Data time: 0.2656, Forward time: 2.2636, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 6.4566 [2020-11-08 16:54:49,155][root][INFO] - ===> Epoch[1191](3575/3): Loss -0.8267, Sem 0.0473, dir -0.9809, norm 0.1069, swav 0.0000 LR: 3.229e-02 Score 98.268 Data time: 0.2503, Forward time: 2.2638, Backward time: 3.1429, DDP time: 0.0038, Total iter time: 5.1061 [2020-11-08 16:54:54,620][root][INFO] - ===> Epoch[1191](3576/3): Loss -0.8142, Sem 0.0514, dir -0.9819, norm 0.1164, swav 0.0000 LR: 3.227e-02 Score 98.135 Data time: 0.1667, Forward time: 2.2635, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 5.3441 [2020-11-08 16:54:59,979][root][INFO] - ===> Epoch[1192](3577/3): Loss -0.8201, Sem 0.0471, dir -0.9827, norm 0.1154, swav 0.0000 LR: 3.224e-02 Score 98.281 Data time: 0.2747, Forward time: 2.2637, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.2459 [2020-11-08 16:55:05,797][root][INFO] - ===> Epoch[1192](3578/3): Loss -0.8298, Sem 0.0459, dir -0.9809, norm 0.1052, swav 0.0000 LR: 3.222e-02 Score 98.330 Data time: 0.2901, Forward time: 2.2640, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 5.7022 [2020-11-08 16:55:11,102][root][INFO] - ===> Epoch[1192](3579/3): Loss -0.8300, Sem 0.0417, dir -0.9797, norm 0.1080, swav 0.0000 LR: 3.220e-02 Score 98.497 Data time: 0.2737, Forward time: 2.2642, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 5.1805 [2020-11-08 16:55:17,166][root][INFO] - ===> Epoch[1193](3580/3): Loss -0.8372, Sem 0.0492, dir -0.9838, norm 0.0974, swav 0.0000 LR: 3.218e-02 Score 98.200 Data time: 0.2884, Forward time: 2.2646, Backward time: 3.1416, DDP time: 0.0038, Total iter time: 5.9600 [2020-11-08 16:55:23,657][root][INFO] - ===> Epoch[1193](3581/3): Loss -0.8322, Sem 0.0465, dir -0.9830, norm 0.1043, swav 0.0000 LR: 3.216e-02 Score 98.327 Data time: 0.1827, Forward time: 2.2645, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 6.3564 [2020-11-08 16:55:30,200][root][INFO] - ===> Epoch[1193](3582/3): Loss -0.8229, Sem 0.0457, dir -0.9811, norm 0.1126, swav 0.0000 LR: 3.214e-02 Score 98.333 Data time: 0.1996, Forward time: 2.2644, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 6.4574 [2020-11-08 16:55:35,271][root][INFO] - ===> Epoch[1194](3583/3): Loss -0.8135, Sem 0.0538, dir -0.9802, norm 0.1128, swav 0.0000 LR: 3.212e-02 Score 98.030 Data time: 0.1868, Forward time: 2.2643, Backward time: 3.1422, DDP time: 0.0038, Total iter time: 4.9542 [2020-11-08 16:55:42,602][root][INFO] - ===> Epoch[1194](3584/3): Loss -0.8326, Sem 0.0431, dir -0.9796, norm 0.1039, swav 0.0000 LR: 3.210e-02 Score 98.418 Data time: 0.1861, Forward time: 2.2640, Backward time: 3.1432, DDP time: 0.0038, Total iter time: 7.2390 [2020-11-08 16:55:47,550][root][INFO] - ===> Epoch[1194](3585/3): Loss -0.8383, Sem 0.0451, dir -0.9855, norm 0.1021, swav 0.0000 LR: 3.208e-02 Score 98.345 Data time: 0.2325, Forward time: 2.2640, Backward time: 3.1429, DDP time: 0.0038, Total iter time: 4.8831 [2020-11-08 16:55:52,194][root][INFO] - ===> Epoch[1195](3586/3): Loss -0.8442, Sem 0.0405, dir -0.9827, norm 0.0980, swav 0.0000 LR: 3.206e-02 Score 98.527 Data time: 0.1956, Forward time: 2.2639, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 4.5433 [2020-11-08 16:55:58,910][root][INFO] - ===> Epoch[1195](3587/3): Loss -0.8354, Sem 0.0470, dir -0.9838, norm 0.1015, swav 0.0000 LR: 3.204e-02 Score 98.280 Data time: 0.2514, Forward time: 2.2641, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 6.6352 [2020-11-08 16:56:04,775][root][INFO] - ===> Epoch[1195](3588/3): Loss -0.8381, Sem 0.0480, dir -0.9854, norm 0.0992, swav 0.0000 LR: 3.202e-02 Score 98.264 Data time: 0.2129, Forward time: 2.2641, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.7405 [2020-11-08 16:56:09,426][root][INFO] - ===> Epoch[1196](3589/3): Loss -0.8317, Sem 0.0436, dir -0.9816, norm 0.1062, swav 0.0000 LR: 3.200e-02 Score 98.408 Data time: 0.1977, Forward time: 2.2640, Backward time: 3.1422, DDP time: 0.0038, Total iter time: 4.5404 [2020-11-08 16:56:15,661][root][INFO] - ===> Epoch[1196](3590/3): Loss -0.8304, Sem 0.0484, dir -0.9831, norm 0.1043, swav 0.0000 LR: 3.198e-02 Score 98.235 Data time: 0.2843, Forward time: 2.2643, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 6.1361 [2020-11-08 16:56:21,345][root][INFO] - ===> Epoch[1196](3591/3): Loss -0.8216, Sem 0.0526, dir -0.9806, norm 0.1064, swav 0.0000 LR: 3.196e-02 Score 98.091 Data time: 0.2304, Forward time: 2.2643, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.5610 [2020-11-08 16:56:27,418][root][INFO] - ===> Epoch[1197](3592/3): Loss -0.8411, Sem 0.0419, dir -0.9829, norm 0.0999, swav 0.0000 LR: 3.194e-02 Score 98.460 Data time: 0.1426, Forward time: 2.2640, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.9665 [2020-11-08 16:56:33,135][root][INFO] - ===> Epoch[1197](3593/3): Loss -0.8280, Sem 0.0464, dir -0.9827, norm 0.1083, swav 0.0000 LR: 3.192e-02 Score 98.324 Data time: 0.1595, Forward time: 2.2637, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 5.6440 [2020-11-08 16:56:38,582][root][INFO] - ===> Epoch[1197](3594/3): Loss -0.8314, Sem 0.0483, dir -0.9835, norm 0.1039, swav 0.0000 LR: 3.190e-02 Score 98.222 Data time: 0.2178, Forward time: 2.2637, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.3715 [2020-11-08 16:56:44,329][root][INFO] - ===> Epoch[1198](3595/3): Loss -0.8314, Sem 0.0455, dir -0.9820, norm 0.1051, swav 0.0000 LR: 3.188e-02 Score 98.325 Data time: 0.1931, Forward time: 2.2636, Backward time: 3.1427, DDP time: 0.0038, Total iter time: 5.6263 [2020-11-08 16:56:50,171][root][INFO] - ===> Epoch[1198](3596/3): Loss -0.8301, Sem 0.0439, dir -0.9822, norm 0.1081, swav 0.0000 LR: 3.186e-02 Score 98.443 Data time: 0.2428, Forward time: 2.2637, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.7574 [2020-11-08 16:56:56,042][root][INFO] - ===> Epoch[1198](3597/3): Loss -0.8318, Sem 0.0501, dir -0.9838, norm 0.1019, swav 0.0000 LR: 3.184e-02 Score 98.153 Data time: 0.1750, Forward time: 2.2636, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 5.7572 [2020-11-08 16:57:01,829][root][INFO] - ===> Epoch[1199](3598/3): Loss -0.8362, Sem 0.0445, dir -0.9835, norm 0.1028, swav 0.0000 LR: 3.182e-02 Score 98.360 Data time: 0.2341, Forward time: 2.2637, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.7026 [2020-11-08 16:57:06,701][root][INFO] - ===> Epoch[1199](3599/3): Loss -0.8417, Sem 0.0459, dir -0.9842, norm 0.0966, swav 0.0000 LR: 3.180e-02 Score 98.336 Data time: 0.2044, Forward time: 2.2638, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 4.7538 [2020-11-08 16:57:12,476][root][INFO] - ===> Epoch[1199](3600/3): Loss -0.8300, Sem 0.0474, dir -0.9809, norm 0.1035, swav 0.0000 LR: 3.177e-02 Score 98.291 Data time: 0.1968, Forward time: 2.2636, Backward time: 3.1422, DDP time: 0.0038, Total iter time: 5.6645 [2020-11-08 16:57:17,043][root][INFO] - ===> Epoch[1200](3601/3): Loss -0.8296, Sem 0.0483, dir -0.9807, norm 0.1028, swav 0.0000 LR: 3.175e-02 Score 98.218 Data time: 0.2307, Forward time: 2.2637, Backward time: 3.1416, DDP time: 0.0038, Total iter time: 4.4753 [2020-11-08 16:57:24,485][root][INFO] - ===> Epoch[1200](3602/3): Loss -0.8327, Sem 0.0464, dir -0.9840, norm 0.1049, swav 0.0000 LR: 3.173e-02 Score 98.318 Data time: 0.1841, Forward time: 2.2635, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 7.3306 [2020-11-08 16:57:29,577][root][INFO] - ===> Epoch[1200](3603/3): Loss -0.8365, Sem 0.0468, dir -0.9831, norm 0.0998, swav 0.0000 LR: 3.171e-02 Score 98.290 Data time: 0.2283, Forward time: 2.2634, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 4.9988 [2020-11-08 16:57:35,371][root][INFO] - ===> Epoch[1201](3604/3): Loss -0.8207, Sem 0.0489, dir -0.9816, norm 0.1120, swav 0.0000 LR: 3.169e-02 Score 98.202 Data time: 0.1986, Forward time: 2.2633, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.7068 [2020-11-08 16:57:41,119][root][INFO] - ===> Epoch[1201](3605/3): Loss -0.8496, Sem 0.0427, dir -0.9850, norm 0.0927, swav 0.0000 LR: 3.167e-02 Score 98.437 Data time: 0.2608, Forward time: 2.2635, Backward time: 3.1422, DDP time: 0.0038, Total iter time: 5.6593 [2020-11-08 16:57:48,151][root][INFO] - ===> Epoch[1201](3606/3): Loss -0.8324, Sem 0.0469, dir -0.9824, norm 0.1031, swav 0.0000 LR: 3.165e-02 Score 98.306 Data time: 0.1981, Forward time: 2.2635, Backward time: 3.1427, DDP time: 0.0038, Total iter time: 6.9070 [2020-11-08 16:57:53,841][root][INFO] - ===> Epoch[1202](3607/3): Loss -0.8412, Sem 0.0457, dir -0.9834, norm 0.0964, swav 0.0000 LR: 3.163e-02 Score 98.320 Data time: 0.1612, Forward time: 2.2632, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 5.5984 [2020-11-08 16:57:59,278][root][INFO] - ===> Epoch[1202](3608/3): Loss -0.8358, Sem 0.0454, dir -0.9844, norm 0.1032, swav 0.0000 LR: 3.161e-02 Score 98.331 Data time: 0.1842, Forward time: 2.2631, Backward time: 3.1429, DDP time: 0.0038, Total iter time: 5.3551 [2020-11-08 16:58:05,043][root][INFO] - ===> Epoch[1202](3609/3): Loss -0.8387, Sem 0.0451, dir -0.9847, norm 0.1009, swav 0.0000 LR: 3.159e-02 Score 98.384 Data time: 0.1795, Forward time: 2.2629, Backward time: 3.1431, DDP time: 0.0038, Total iter time: 5.6662 [2020-11-08 16:58:10,090][root][INFO] - ===> Epoch[1203](3610/3): Loss -0.8403, Sem 0.0471, dir -0.9823, norm 0.0949, swav 0.0000 LR: 3.157e-02 Score 98.248 Data time: 0.2391, Forward time: 2.2630, Backward time: 3.1427, DDP time: 0.0038, Total iter time: 4.9579 [2020-11-08 16:58:16,818][root][INFO] - ===> Epoch[1203](3611/3): Loss -0.8280, Sem 0.0451, dir -0.9803, norm 0.1073, swav 0.0000 LR: 3.155e-02 Score 98.363 Data time: 0.2535, Forward time: 2.2632, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 6.5961 [2020-11-08 16:58:22,563][root][INFO] - ===> Epoch[1203](3612/3): Loss -0.8328, Sem 0.0491, dir -0.9840, norm 0.1021, swav 0.0000 LR: 3.153e-02 Score 98.225 Data time: 0.2664, Forward time: 2.2636, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.6245 [2020-11-08 16:58:27,919][root][INFO] - ===> Epoch[1204](3613/3): Loss -0.8427, Sem 0.0436, dir -0.9846, norm 0.0983, swav 0.0000 LR: 3.151e-02 Score 98.395 Data time: 0.2645, Forward time: 2.2638, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.2358 [2020-11-08 16:58:34,990][root][INFO] - ===> Epoch[1204](3614/3): Loss -0.8413, Sem 0.0443, dir -0.9843, norm 0.0988, swav 0.0000 LR: 3.149e-02 Score 98.375 Data time: 0.3288, Forward time: 2.2644, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 6.9536 [2020-11-08 16:58:40,100][root][INFO] - ===> Epoch[1204](3615/3): Loss -0.8267, Sem 0.0495, dir -0.9829, norm 0.1067, swav 0.0000 LR: 3.147e-02 Score 98.199 Data time: 0.1434, Forward time: 2.2642, Backward time: 3.1418, DDP time: 0.0038, Total iter time: 4.9816 [2020-11-08 16:58:47,032][root][INFO] - ===> Epoch[1205](3616/3): Loss -0.8474, Sem 0.0413, dir -0.9834, norm 0.0947, swav 0.0000 LR: 3.145e-02 Score 98.489 Data time: 0.2242, Forward time: 2.2642, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 6.8340 [2020-11-08 16:58:53,349][root][INFO] - ===> Epoch[1205](3617/3): Loss -0.8254, Sem 0.0481, dir -0.9824, norm 0.1088, swav 0.0000 LR: 3.143e-02 Score 98.235 Data time: 0.1795, Forward time: 2.2640, Backward time: 3.1427, DDP time: 0.0038, Total iter time: 6.2071 [2020-11-08 16:58:59,438][root][INFO] - ===> Epoch[1205](3618/3): Loss -0.8465, Sem 0.0457, dir -0.9855, norm 0.0933, swav 0.0000 LR: 3.141e-02 Score 98.340 Data time: 0.1199, Forward time: 2.2636, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 6.0071 [2020-11-08 16:59:04,932][root][INFO] - ===> Epoch[1206](3619/3): Loss -0.8289, Sem 0.0482, dir -0.9829, norm 0.1057, swav 0.0000 LR: 3.139e-02 Score 98.249 Data time: 0.1791, Forward time: 2.2634, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 5.4387 [2020-11-08 16:59:11,389][root][INFO] - ===> Epoch[1206](3620/3): Loss -0.8362, Sem 0.0453, dir -0.9811, norm 0.0995, swav 0.0000 LR: 3.137e-02 Score 98.335 Data time: 0.1915, Forward time: 2.2633, Backward time: 3.1438, DDP time: 0.0038, Total iter time: 6.3441 [2020-11-08 16:59:16,170][root][INFO] - ===> Epoch[1206](3621/3): Loss -0.8312, Sem 0.0465, dir -0.9836, norm 0.1059, swav 0.0000 LR: 3.135e-02 Score 98.314 Data time: 0.2221, Forward time: 2.2633, Backward time: 3.1433, DDP time: 0.0038, Total iter time: 4.6834 [2020-11-08 16:59:21,407][root][INFO] - ===> Epoch[1207](3622/3): Loss -0.8420, Sem 0.0470, dir -0.9840, norm 0.0950, swav 0.0000 LR: 3.132e-02 Score 98.233 Data time: 0.1891, Forward time: 2.2633, Backward time: 3.1432, DDP time: 0.0038, Total iter time: 5.0953 [2020-11-08 16:59:27,395][root][INFO] - ===> Epoch[1207](3623/3): Loss -0.8447, Sem 0.0391, dir -0.9834, norm 0.0996, swav 0.0000 LR: 3.130e-02 Score 98.574 Data time: 0.1683, Forward time: 2.2630, Backward time: 3.1435, DDP time: 0.0038, Total iter time: 5.8607 [2020-11-08 16:59:34,862][root][INFO] - ===> Epoch[1207](3624/3): Loss -0.8278, Sem 0.0505, dir -0.9832, norm 0.1049, swav 0.0000 LR: 3.128e-02 Score 98.162 Data time: 0.2244, Forward time: 2.2629, Backward time: 3.1444, DDP time: 0.0038, Total iter time: 7.3934 [2020-11-08 16:59:40,016][root][INFO] - ===> Epoch[1208](3625/3): Loss -0.8361, Sem 0.0439, dir -0.9818, norm 0.1019, swav 0.0000 LR: 3.126e-02 Score 98.387 Data time: 0.2327, Forward time: 2.2630, Backward time: 3.1439, DDP time: 0.0038, Total iter time: 5.0470 [2020-11-08 16:59:47,549][root][INFO] - ===> Epoch[1208](3626/3): Loss -0.8357, Sem 0.0500, dir -0.9836, norm 0.0980, swav 0.0000 LR: 3.124e-02 Score 98.164 Data time: 0.1984, Forward time: 2.2629, Backward time: 3.1448, DDP time: 0.0038, Total iter time: 7.4046 [2020-11-08 16:59:53,111][root][INFO] - ===> Epoch[1208](3627/3): Loss -0.8472, Sem 0.0401, dir -0.9840, norm 0.0966, swav 0.0000 LR: 3.122e-02 Score 98.538 Data time: 0.2906, Forward time: 2.2632, Backward time: 3.1444, DDP time: 0.0038, Total iter time: 5.4578 [2020-11-08 17:00:00,297][root][INFO] - ===> Epoch[1209](3628/3): Loss -0.8265, Sem 0.0500, dir -0.9822, norm 0.1057, swav 0.0000 LR: 3.120e-02 Score 98.162 Data time: 0.3309, Forward time: 2.2638, Backward time: 3.1444, DDP time: 0.0038, Total iter time: 7.0668 [2020-11-08 17:00:05,791][root][INFO] - ===> Epoch[1209](3629/3): Loss -0.8448, Sem 0.0442, dir -0.9854, norm 0.0963, swav 0.0000 LR: 3.118e-02 Score 98.384 Data time: 0.1156, Forward time: 2.2635, Backward time: 3.1447, DDP time: 0.0038, Total iter time: 5.3824 [2020-11-08 17:00:10,813][root][INFO] - ===> Epoch[1209](3630/3): Loss -0.8292, Sem 0.0465, dir -0.9813, norm 0.1056, swav 0.0000 LR: 3.116e-02 Score 98.290 Data time: 0.1776, Forward time: 2.2633, Backward time: 3.1445, DDP time: 0.0038, Total iter time: 4.9362 [2020-11-08 17:00:16,395][root][INFO] - ===> Epoch[1210](3631/3): Loss -0.8381, Sem 0.0515, dir -0.9842, norm 0.0946, swav 0.0000 LR: 3.114e-02 Score 98.108 Data time: 0.1447, Forward time: 2.2629, Backward time: 3.1447, DDP time: 0.0038, Total iter time: 5.4918 [2020-11-08 17:00:21,449][root][INFO] - ===> Epoch[1210](3632/3): Loss -0.8347, Sem 0.0441, dir -0.9821, norm 0.1034, swav 0.0000 LR: 3.112e-02 Score 98.420 Data time: 0.2290, Forward time: 2.2630, Backward time: 3.1443, DDP time: 0.0038, Total iter time: 5.0011 [2020-11-08 17:00:27,741][root][INFO] - ===> Epoch[1210](3633/3): Loss -0.8341, Sem 0.0469, dir -0.9843, norm 0.1033, swav 0.0000 LR: 3.110e-02 Score 98.276 Data time: 0.2027, Forward time: 2.2630, Backward time: 3.1446, DDP time: 0.0038, Total iter time: 6.1826 [2020-11-08 17:00:34,745][root][INFO] - ===> Epoch[1211](3634/3): Loss -0.8273, Sem 0.0481, dir -0.9838, norm 0.1084, swav 0.0000 LR: 3.108e-02 Score 98.260 Data time: 0.1803, Forward time: 2.2627, Backward time: 3.1454, DDP time: 0.0038, Total iter time: 6.8984 [2020-11-08 17:00:39,433][root][INFO] - ===> Epoch[1211](3635/3): Loss -0.8380, Sem 0.0428, dir -0.9823, norm 0.1014, swav 0.0000 LR: 3.106e-02 Score 98.452 Data time: 0.1516, Forward time: 2.2624, Backward time: 3.1452, DDP time: 0.0038, Total iter time: 4.6199 [2020-11-08 17:00:44,469][root][INFO] - ===> Epoch[1211](3636/3): Loss -0.8384, Sem 0.0473, dir -0.9851, norm 0.0993, swav 0.0000 LR: 3.104e-02 Score 98.271 Data time: 0.1741, Forward time: 2.2622, Backward time: 3.1451, DDP time: 0.0038, Total iter time: 4.9588 [2020-11-08 17:00:50,677][root][INFO] - ===> Epoch[1212](3637/3): Loss -0.8402, Sem 0.0417, dir -0.9817, norm 0.0999, swav 0.0000 LR: 3.102e-02 Score 98.469 Data time: 0.2799, Forward time: 2.2623, Backward time: 3.1451, DDP time: 0.0038, Total iter time: 6.1124 [2020-11-08 17:00:57,600][root][INFO] - ===> Epoch[1212](3638/3): Loss -0.8410, Sem 0.0466, dir -0.9841, norm 0.0965, swav 0.0000 LR: 3.100e-02 Score 98.301 Data time: 0.2052, Forward time: 2.2622, Backward time: 3.1457, DDP time: 0.0038, Total iter time: 6.7815 [2020-11-08 17:01:02,908][root][INFO] - ===> Epoch[1212](3639/3): Loss -0.8313, Sem 0.0473, dir -0.9828, norm 0.1042, swav 0.0000 LR: 3.098e-02 Score 98.355 Data time: 0.2149, Forward time: 2.2622, Backward time: 3.1454, DDP time: 0.0038, Total iter time: 5.2019 [2020-11-08 17:01:08,575][root][INFO] - ===> Epoch[1213](3640/3): Loss -0.8310, Sem 0.0502, dir -0.9819, norm 0.1007, swav 0.0000 LR: 3.096e-02 Score 98.161 Data time: 0.2102, Forward time: 2.2622, Backward time: 3.1453, DDP time: 0.0038, Total iter time: 5.5483 [2020-11-08 17:01:14,642][root][INFO] - ===> Epoch[1213](3641/3): Loss -0.8347, Sem 0.0490, dir -0.9821, norm 0.0984, swav 0.0000 LR: 3.094e-02 Score 98.195 Data time: 0.1482, Forward time: 2.2619, Backward time: 3.1457, DDP time: 0.0038, Total iter time: 5.9471 [2020-11-08 17:01:19,655][root][INFO] - ===> Epoch[1213](3642/3): Loss -0.8373, Sem 0.0433, dir -0.9823, norm 0.1018, swav 0.0000 LR: 3.092e-02 Score 98.415 Data time: 0.2458, Forward time: 2.2620, Backward time: 3.1453, DDP time: 0.0038, Total iter time: 4.9507 [2020-11-08 17:01:26,935][root][INFO] - ===> Epoch[1214](3643/3): Loss -0.8284, Sem 0.0459, dir -0.9823, norm 0.1080, swav 0.0000 LR: 3.089e-02 Score 98.337 Data time: 0.2364, Forward time: 2.2622, Backward time: 3.1458, DDP time: 0.0038, Total iter time: 7.1476 [2020-11-08 17:01:32,164][root][INFO] - ===> Epoch[1214](3644/3): Loss -0.8328, Sem 0.0508, dir -0.9843, norm 0.1007, swav 0.0000 LR: 3.087e-02 Score 98.138 Data time: 0.1762, Forward time: 2.2619, Backward time: 3.1457, DDP time: 0.0038, Total iter time: 5.0874 [2020-11-08 17:01:38,200][root][INFO] - ===> Epoch[1214](3645/3): Loss -0.8432, Sem 0.0445, dir -0.9827, norm 0.0950, swav 0.0000 LR: 3.085e-02 Score 98.389 Data time: 0.3049, Forward time: 2.2623, Backward time: 3.1454, DDP time: 0.0038, Total iter time: 5.9325 [2020-11-08 17:01:44,428][root][INFO] - ===> Epoch[1215](3646/3): Loss -0.8429, Sem 0.0420, dir -0.9812, norm 0.0964, swav 0.0000 LR: 3.083e-02 Score 98.475 Data time: 0.2726, Forward time: 2.2626, Backward time: 3.1453, DDP time: 0.0038, Total iter time: 6.1367 [2020-11-08 17:01:50,171][root][INFO] - ===> Epoch[1215](3647/3): Loss -0.8332, Sem 0.0524, dir -0.9839, norm 0.0982, swav 0.0000 LR: 3.081e-02 Score 98.098 Data time: 0.2377, Forward time: 2.2628, Backward time: 3.1450, DDP time: 0.0038, Total iter time: 5.6273 [2020-11-08 17:01:56,828][root][INFO] - ===> Epoch[1215](3648/3): Loss -0.8387, Sem 0.0413, dir -0.9834, norm 0.1034, swav 0.0000 LR: 3.079e-02 Score 98.476 Data time: 0.1892, Forward time: 2.2627, Backward time: 3.1456, DDP time: 0.0038, Total iter time: 6.5537 [2020-11-08 17:02:01,946][root][INFO] - ===> Epoch[1216](3649/3): Loss -0.8390, Sem 0.0475, dir -0.9849, norm 0.0984, swav 0.0000 LR: 3.077e-02 Score 98.279 Data time: 0.1639, Forward time: 2.2623, Backward time: 3.1456, DDP time: 0.0038, Total iter time: 5.0117 [2020-11-08 17:02:07,310][root][INFO] - ===> Epoch[1216](3650/3): Loss -0.8306, Sem 0.0472, dir -0.9828, norm 0.1050, swav 0.0000 LR: 3.075e-02 Score 98.297 Data time: 0.2373, Forward time: 2.2626, Backward time: 3.1452, DDP time: 0.0038, Total iter time: 5.2862 [2020-11-08 17:02:12,417][root][INFO] - ===> Epoch[1216](3651/3): Loss -0.8423, Sem 0.0463, dir -0.9834, norm 0.0948, swav 0.0000 LR: 3.073e-02 Score 98.300 Data time: 0.1975, Forward time: 2.2625, Backward time: 3.1449, DDP time: 0.0038, Total iter time: 4.9892 [2020-11-08 17:02:19,605][root][INFO] - ===> Epoch[1217](3652/3): Loss -0.8409, Sem 0.0436, dir -0.9837, norm 0.0992, swav 0.0000 LR: 3.071e-02 Score 98.404 Data time: 0.2405, Forward time: 2.2626, Backward time: 3.1454, DDP time: 0.0038, Total iter time: 7.0855 [2020-11-08 17:02:26,546][root][INFO] - ===> Epoch[1217](3653/3): Loss -0.8251, Sem 0.0498, dir -0.9797, norm 0.1049, swav 0.0000 LR: 3.069e-02 Score 98.242 Data time: 0.2101, Forward time: 2.2626, Backward time: 3.1460, DDP time: 0.0038, Total iter time: 6.8111 [2020-11-08 17:02:32,879][root][INFO] - ===> Epoch[1217](3654/3): Loss -0.8432, Sem 0.0426, dir -0.9842, norm 0.0984, swav 0.0000 LR: 3.067e-02 Score 98.422 Data time: 0.2016, Forward time: 2.2625, Backward time: 3.1463, DDP time: 0.0038, Total iter time: 6.2324 [2020-11-08 17:02:38,222][root][INFO] - ===> Epoch[1218](3655/3): Loss -0.8504, Sem 0.0461, dir -0.9863, norm 0.0898, swav 0.0000 LR: 3.065e-02 Score 98.299 Data time: 0.2353, Forward time: 2.2626, Backward time: 3.1459, DDP time: 0.0038, Total iter time: 5.2516 [2020-11-08 17:02:43,286][root][INFO] - ===> Epoch[1218](3656/3): Loss -0.8263, Sem 0.0465, dir -0.9834, norm 0.1107, swav 0.0000 LR: 3.063e-02 Score 98.317 Data time: 0.2428, Forward time: 2.2628, Backward time: 3.1454, DDP time: 0.0038, Total iter time: 4.9530 [2020-11-08 17:02:49,330][root][INFO] - ===> Epoch[1218](3657/3): Loss -0.8400, Sem 0.0488, dir -0.9853, norm 0.0964, swav 0.0000 LR: 3.061e-02 Score 98.209 Data time: 0.2312, Forward time: 2.2629, Backward time: 3.1455, DDP time: 0.0038, Total iter time: 5.9276 [2020-11-08 17:02:55,236][root][INFO] - ===> Epoch[1219](3658/3): Loss -0.8395, Sem 0.0446, dir -0.9827, norm 0.0986, swav 0.0000 LR: 3.059e-02 Score 98.381 Data time: 0.1903, Forward time: 2.2628, Backward time: 3.1456, DDP time: 0.0038, Total iter time: 5.8106 [2020-11-08 17:03:00,852][root][INFO] - ===> Epoch[1219](3659/3): Loss -0.8304, Sem 0.0459, dir -0.9819, norm 0.1056, swav 0.0000 LR: 3.057e-02 Score 98.303 Data time: 0.1841, Forward time: 2.2626, Backward time: 3.1457, DDP time: 0.0038, Total iter time: 5.5139 [2020-11-08 17:03:06,588][root][INFO] - ===> Epoch[1219](3660/3): Loss -0.8396, Sem 0.0447, dir -0.9838, norm 0.0995, swav 0.0000 LR: 3.055e-02 Score 98.382 Data time: 0.1805, Forward time: 2.2624, Backward time: 3.1459, DDP time: 0.0038, Total iter time: 5.6465 [2020-11-08 17:03:12,927][root][INFO] - ===> Epoch[1220](3661/3): Loss -0.8405, Sem 0.0475, dir -0.9832, norm 0.0952, swav 0.0000 LR: 3.053e-02 Score 98.269 Data time: 0.2112, Forward time: 2.2624, Backward time: 3.1461, DDP time: 0.0038, Total iter time: 6.2512 [2020-11-08 17:03:18,418][root][INFO] - ===> Epoch[1220](3662/3): Loss -0.8305, Sem 0.0443, dir -0.9837, norm 0.1090, swav 0.0000 LR: 3.050e-02 Score 98.380 Data time: 0.2032, Forward time: 2.2623, Backward time: 3.1460, DDP time: 0.0038, Total iter time: 5.3714 [2020-11-08 17:03:23,929][root][INFO] - ===> Epoch[1220](3663/3): Loss -0.8306, Sem 0.0438, dir -0.9817, norm 0.1073, swav 0.0000 LR: 3.048e-02 Score 98.404 Data time: 0.1784, Forward time: 2.2621, Backward time: 3.1461, DDP time: 0.0038, Total iter time: 5.3996 [2020-11-08 17:03:29,562][root][INFO] - ===> Epoch[1221](3664/3): Loss -0.8460, Sem 0.0450, dir -0.9850, norm 0.0940, swav 0.0000 LR: 3.046e-02 Score 98.319 Data time: 0.1973, Forward time: 2.2620, Backward time: 3.1461, DDP time: 0.0038, Total iter time: 5.5588 [2020-11-08 17:03:35,867][root][INFO] - ===> Epoch[1221](3665/3): Loss -0.8324, Sem 0.0465, dir -0.9811, norm 0.1022, swav 0.0000 LR: 3.044e-02 Score 98.311 Data time: 0.2363, Forward time: 2.2621, Backward time: 3.1462, DDP time: 0.0038, Total iter time: 6.1991 [2020-11-08 17:03:40,815][root][INFO] - ===> Epoch[1221](3666/3): Loss -0.8294, Sem 0.0495, dir -0.9803, norm 0.1014, swav 0.0000 LR: 3.042e-02 Score 98.203 Data time: 0.2195, Forward time: 2.2621, Backward time: 3.1458, DDP time: 0.0038, Total iter time: 4.8396 [2020-11-08 17:03:46,462][root][INFO] - ===> Epoch[1222](3667/3): Loss -0.8428, Sem 0.0415, dir -0.9840, norm 0.0997, swav 0.0000 LR: 3.040e-02 Score 98.485 Data time: 0.2174, Forward time: 2.2622, Backward time: 3.1457, DDP time: 0.0038, Total iter time: 5.5269 [2020-11-08 17:03:52,337][root][INFO] - ===> Epoch[1222](3668/3): Loss -0.8374, Sem 0.0494, dir -0.9841, norm 0.0973, swav 0.0000 LR: 3.038e-02 Score 98.209 Data time: 0.2101, Forward time: 2.2621, Backward time: 3.1457, DDP time: 0.0038, Total iter time: 5.7689 [2020-11-08 17:03:58,430][root][INFO] - ===> Epoch[1222](3669/3): Loss -0.8440, Sem 0.0431, dir -0.9862, norm 0.0991, swav 0.0000 LR: 3.036e-02 Score 98.418 Data time: 0.2368, Forward time: 2.2622, Backward time: 3.1458, DDP time: 0.0038, Total iter time: 5.9958 [2020-11-08 17:04:05,183][root][INFO] - ===> Epoch[1223](3670/3): Loss -0.8378, Sem 0.0492, dir -0.9823, norm 0.0953, swav 0.0000 LR: 3.034e-02 Score 98.214 Data time: 0.2666, Forward time: 2.2625, Backward time: 3.1459, DDP time: 0.0038, Total iter time: 6.6505 [2020-11-08 17:04:10,769][root][INFO] - ===> Epoch[1223](3671/3): Loss -0.8343, Sem 0.0462, dir -0.9834, norm 0.1029, swav 0.0000 LR: 3.032e-02 Score 98.309 Data time: 0.1839, Forward time: 2.2623, Backward time: 3.1460, DDP time: 0.0038, Total iter time: 5.4545 [2020-11-08 17:04:17,680][root][INFO] - ===> Epoch[1223](3672/3): Loss -0.8415, Sem 0.0463, dir -0.9831, norm 0.0953, swav 0.0000 LR: 3.030e-02 Score 98.298 Data time: 0.2115, Forward time: 2.2623, Backward time: 3.1465, DDP time: 0.0038, Total iter time: 6.8109 [2020-11-08 17:04:22,908][root][INFO] - ===> Epoch[1224](3673/3): Loss -0.8325, Sem 0.0477, dir -0.9831, norm 0.1030, swav 0.0000 LR: 3.028e-02 Score 98.328 Data time: 0.1791, Forward time: 2.2622, Backward time: 3.1463, DDP time: 0.0038, Total iter time: 5.1091 [2020-11-08 17:04:28,512][root][INFO] - ===> Epoch[1224](3674/3): Loss -0.8489, Sem 0.0443, dir -0.9854, norm 0.0922, swav 0.0000 LR: 3.026e-02 Score 98.386 Data time: 0.2033, Forward time: 2.2621, Backward time: 3.1463, DDP time: 0.0038, Total iter time: 5.5106 [2020-11-08 17:04:33,516][root][INFO] - ===> Epoch[1224](3675/3): Loss -0.8424, Sem 0.0466, dir -0.9832, norm 0.0942, swav 0.0000 LR: 3.024e-02 Score 98.270 Data time: 0.1976, Forward time: 2.2620, Backward time: 3.1460, DDP time: 0.0038, Total iter time: 4.8862 [2020-11-08 17:04:38,126][root][INFO] - ===> Epoch[1225](3676/3): Loss -0.8399, Sem 0.0464, dir -0.9838, norm 0.0976, swav 0.0000 LR: 3.022e-02 Score 98.293 Data time: 0.1900, Forward time: 2.2619, Backward time: 3.1456, DDP time: 0.0038, Total iter time: 4.5171 [2020-11-08 17:04:44,479][root][INFO] - ===> Epoch[1225](3677/3): Loss -0.8381, Sem 0.0471, dir -0.9842, norm 0.0990, swav 0.0000 LR: 3.020e-02 Score 98.271 Data time: 0.2391, Forward time: 2.2619, Backward time: 3.1459, DDP time: 0.0038, Total iter time: 6.2562 [2020-11-08 17:04:49,421][root][INFO] - ===> Epoch[1225](3678/3): Loss -0.8365, Sem 0.0470, dir -0.9832, norm 0.0998, swav 0.0000 LR: 3.018e-02 Score 98.315 Data time: 0.2305, Forward time: 2.2619, Backward time: 3.1455, DDP time: 0.0038, Total iter time: 4.8554 [2020-11-08 17:04:54,757][root][INFO] - ===> Epoch[1226](3679/3): Loss -0.8370, Sem 0.0442, dir -0.9831, norm 0.1019, swav 0.0000 LR: 3.016e-02 Score 98.374 Data time: 0.2648, Forward time: 2.2621, Backward time: 3.1450, DDP time: 0.0038, Total iter time: 5.2005 [2020-11-08 17:05:01,143][root][INFO] - ===> Epoch[1226](3680/3): Loss -0.8389, Sem 0.0466, dir -0.9833, norm 0.0977, swav 0.0000 LR: 3.013e-02 Score 98.288 Data time: 0.2395, Forward time: 2.2621, Backward time: 3.1453, DDP time: 0.0038, Total iter time: 6.2454 [2020-11-08 17:05:06,380][root][INFO] - ===> Epoch[1226](3681/3): Loss -0.8356, Sem 0.0430, dir -0.9809, norm 0.1022, swav 0.0000 LR: 3.011e-02 Score 98.418 Data time: 0.2709, Forward time: 2.2623, Backward time: 3.1448, DDP time: 0.0038, Total iter time: 5.1021 [2020-11-08 17:05:12,113][root][INFO] - ===> Epoch[1227](3682/3): Loss -0.8412, Sem 0.0457, dir -0.9843, norm 0.0975, swav 0.0000 LR: 3.009e-02 Score 98.313 Data time: 0.2712, Forward time: 2.2626, Backward time: 3.1445, DDP time: 0.0038, Total iter time: 5.6112 [2020-11-08 17:05:18,365][root][INFO] - ===> Epoch[1227](3683/3): Loss -0.8460, Sem 0.0463, dir -0.9857, norm 0.0934, swav 0.0000 LR: 3.007e-02 Score 98.275 Data time: 0.1941, Forward time: 2.2625, Backward time: 3.1447, DDP time: 0.0038, Total iter time: 6.1416 [2020-11-08 17:05:25,023][root][INFO] - ===> Epoch[1227](3684/3): Loss -0.8341, Sem 0.0465, dir -0.9813, norm 0.1007, swav 0.0000 LR: 3.005e-02 Score 98.299 Data time: 0.2280, Forward time: 2.2626, Backward time: 3.1450, DDP time: 0.0038, Total iter time: 6.5406 [2020-11-08 17:05:31,014][root][INFO] - ===> Epoch[1228](3685/3): Loss -0.8379, Sem 0.0448, dir -0.9827, norm 0.1000, swav 0.0000 LR: 3.003e-02 Score 98.362 Data time: 0.2463, Forward time: 2.2626, Backward time: 3.1450, DDP time: 0.0038, Total iter time: 5.8684 [2020-11-08 17:05:36,669][root][INFO] - ===> Epoch[1228](3686/3): Loss -0.8399, Sem 0.0459, dir -0.9846, norm 0.0988, swav 0.0000 LR: 3.001e-02 Score 98.312 Data time: 0.1951, Forward time: 2.2625, Backward time: 3.1451, DDP time: 0.0038, Total iter time: 5.5406 [2020-11-08 17:05:41,520][root][INFO] - ===> Epoch[1228](3687/3): Loss -0.8425, Sem 0.0453, dir -0.9823, norm 0.0945, swav 0.0000 LR: 2.999e-02 Score 98.335 Data time: 0.2156, Forward time: 2.2624, Backward time: 3.1447, DDP time: 0.0038, Total iter time: 4.7560 [2020-11-08 17:05:48,677][root][INFO] - ===> Epoch[1229](3688/3): Loss -0.8337, Sem 0.0473, dir -0.9826, norm 0.1016, swav 0.0000 LR: 2.997e-02 Score 98.272 Data time: 0.3483, Forward time: 2.2630, Backward time: 3.1447, DDP time: 0.0038, Total iter time: 7.0494 [2020-11-08 17:05:54,252][root][INFO] - ===> Epoch[1229](3689/3): Loss -0.8362, Sem 0.0488, dir -0.9838, norm 0.0988, swav 0.0000 LR: 2.995e-02 Score 98.204 Data time: 0.1466, Forward time: 2.2628, Backward time: 3.1448, DDP time: 0.0038, Total iter time: 5.4431 [2020-11-08 17:05:59,460][root][INFO] - ===> Epoch[1229](3690/3): Loss -0.8396, Sem 0.0430, dir -0.9845, norm 0.1019, swav 0.0000 LR: 2.993e-02 Score 98.420 Data time: 0.2386, Forward time: 2.2628, Backward time: 3.1446, DDP time: 0.0038, Total iter time: 5.1085 [2020-11-08 17:06:05,198][root][INFO] - ===> Epoch[1230](3691/3): Loss -0.8374, Sem 0.0475, dir -0.9826, norm 0.0977, swav 0.0000 LR: 2.991e-02 Score 98.266 Data time: 0.2744, Forward time: 2.2631, Backward time: 3.1442, DDP time: 0.0038, Total iter time: 5.6381 [2020-11-08 17:06:11,564][root][INFO] - ===> Epoch[1230](3692/3): Loss -0.8375, Sem 0.0473, dir -0.9838, norm 0.0991, swav 0.0000 LR: 2.989e-02 Score 98.282 Data time: 0.1856, Forward time: 2.2630, Backward time: 3.1446, DDP time: 0.0038, Total iter time: 6.2557 [2020-11-08 17:06:16,517][root][INFO] - ===> Epoch[1230](3693/3): Loss -0.8311, Sem 0.0435, dir -0.9810, norm 0.1064, swav 0.0000 LR: 2.987e-02 Score 98.430 Data time: 0.1909, Forward time: 2.2628, Backward time: 3.1444, DDP time: 0.0038, Total iter time: 4.8517 [2020-11-08 17:06:21,508][root][INFO] - ===> Epoch[1231](3694/3): Loss -0.8431, Sem 0.0425, dir -0.9842, norm 0.0986, swav 0.0000 LR: 2.985e-02 Score 98.459 Data time: 0.2768, Forward time: 2.2629, Backward time: 3.1438, DDP time: 0.0038, Total iter time: 4.8946 [2020-11-08 17:06:26,872][root][INFO] - ===> Epoch[1231](3695/3): Loss -0.8299, Sem 0.0529, dir -0.9828, norm 0.0999, swav 0.0000 LR: 2.983e-02 Score 98.074 Data time: 0.2450, Forward time: 2.2631, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 5.2475 [2020-11-08 17:06:32,377][root][INFO] - ===> Epoch[1231](3696/3): Loss -0.8375, Sem 0.0441, dir -0.9828, norm 0.1012, swav 0.0000 LR: 2.981e-02 Score 98.411 Data time: 0.2506, Forward time: 2.2632, Backward time: 3.1432, DDP time: 0.0038, Total iter time: 5.3887 [2020-11-08 17:06:38,328][root][INFO] - ===> Epoch[1232](3697/3): Loss -0.8344, Sem 0.0490, dir -0.9817, norm 0.0983, swav 0.0000 LR: 2.979e-02 Score 98.217 Data time: 0.2855, Forward time: 2.2635, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 5.8220 [2020-11-08 17:06:43,582][root][INFO] - ===> Epoch[1232](3698/3): Loss -0.8318, Sem 0.0453, dir -0.9822, norm 0.1052, swav 0.0000 LR: 2.976e-02 Score 98.369 Data time: 0.2365, Forward time: 2.2637, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.1071 [2020-11-08 17:06:49,131][root][INFO] - ===> Epoch[1232](3699/3): Loss -0.8445, Sem 0.0430, dir -0.9857, norm 0.0982, swav 0.0000 LR: 2.974e-02 Score 98.425 Data time: 0.1800, Forward time: 2.2635, Backward time: 3.1427, DDP time: 0.0038, Total iter time: 5.4204 [2020-11-08 17:06:55,071][root][INFO] - ===> Epoch[1233](3700/3): Loss -0.8355, Sem 0.0485, dir -0.9834, norm 0.0993, swav 0.0000 LR: 2.972e-02 Score 98.199 Data time: 0.2439, Forward time: 2.2636, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.8493 [2020-11-08 17:07:00,489][root][INFO] - ===> Epoch[1233](3701/3): Loss -0.8393, Sem 0.0434, dir -0.9839, norm 0.1012, swav 0.0000 LR: 2.970e-02 Score 98.406 Data time: 0.1694, Forward time: 2.2634, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.3048 [2020-11-08 17:07:05,950][root][INFO] - ===> Epoch[1233](3702/3): Loss -0.8348, Sem 0.0508, dir -0.9815, norm 0.0959, swav 0.0000 LR: 2.968e-02 Score 98.125 Data time: 0.2388, Forward time: 2.2635, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.3783 [2020-11-08 17:07:12,694][root][INFO] - ===> Epoch[1234](3703/3): Loss -0.8353, Sem 0.0475, dir -0.9830, norm 0.1002, swav 0.0000 LR: 2.966e-02 Score 98.274 Data time: 0.2118, Forward time: 2.2634, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 6.6224 [2020-11-08 17:07:19,098][root][INFO] - ===> Epoch[1234](3704/3): Loss -0.8345, Sem 0.0509, dir -0.9832, norm 0.0978, swav 0.0000 LR: 2.964e-02 Score 98.131 Data time: 0.2045, Forward time: 2.2634, Backward time: 3.1432, DDP time: 0.0038, Total iter time: 6.3031 [2020-11-08 17:07:24,741][root][INFO] - ===> Epoch[1234](3705/3): Loss -0.8488, Sem 0.0407, dir -0.9844, norm 0.0949, swav 0.0000 LR: 2.962e-02 Score 98.526 Data time: 0.2048, Forward time: 2.2633, Backward time: 3.1431, DDP time: 0.0038, Total iter time: 5.5441 [2020-11-08 17:07:29,831][root][INFO] - ===> Epoch[1235](3706/3): Loss -0.8386, Sem 0.0441, dir -0.9819, norm 0.0992, swav 0.0000 LR: 2.960e-02 Score 98.398 Data time: 0.1668, Forward time: 2.2631, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 4.9720 [2020-11-08 17:07:36,737][root][INFO] - ===> Epoch[1235](3707/3): Loss -0.8373, Sem 0.0514, dir -0.9841, norm 0.0953, swav 0.0000 LR: 2.958e-02 Score 98.133 Data time: 0.2306, Forward time: 2.2632, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 6.8403 [2020-11-08 17:07:41,611][root][INFO] - ===> Epoch[1235](3708/3): Loss -0.8462, Sem 0.0440, dir -0.9867, norm 0.0965, swav 0.0000 LR: 2.956e-02 Score 98.355 Data time: 0.1817, Forward time: 2.2630, Backward time: 3.1432, DDP time: 0.0038, Total iter time: 4.7518 [2020-11-08 17:07:47,488][root][INFO] - ===> Epoch[1236](3709/3): Loss -0.8295, Sem 0.0447, dir -0.9818, norm 0.1077, swav 0.0000 LR: 2.954e-02 Score 98.372 Data time: 0.2155, Forward time: 2.2630, Backward time: 3.1433, DDP time: 0.0038, Total iter time: 5.7777 [2020-11-08 17:07:52,873][root][INFO] - ===> Epoch[1236](3710/3): Loss -0.8358, Sem 0.0499, dir -0.9849, norm 0.0992, swav 0.0000 LR: 2.952e-02 Score 98.165 Data time: 0.1951, Forward time: 2.2629, Backward time: 3.1432, DDP time: 0.0038, Total iter time: 5.2455 [2020-11-08 17:07:58,010][root][INFO] - ===> Epoch[1236](3711/3): Loss -0.8373, Sem 0.0438, dir -0.9832, norm 0.1021, swav 0.0000 LR: 2.950e-02 Score 98.392 Data time: 0.1658, Forward time: 2.2627, Backward time: 3.1431, DDP time: 0.0038, Total iter time: 5.0354 [2020-11-08 17:08:04,459][root][INFO] - ===> Epoch[1237](3712/3): Loss -0.8294, Sem 0.0502, dir -0.9838, norm 0.1042, swav 0.0000 LR: 2.948e-02 Score 98.170 Data time: 0.1345, Forward time: 2.2623, Backward time: 3.1437, DDP time: 0.0038, Total iter time: 6.3525 [2020-11-08 17:08:11,913][root][INFO] - ===> Epoch[1237](3713/3): Loss -0.8385, Sem 0.0436, dir -0.9800, norm 0.0979, swav 0.0000 LR: 2.946e-02 Score 98.442 Data time: 0.1585, Forward time: 2.2620, Backward time: 3.1447, DDP time: 0.0038, Total iter time: 7.3691 [2020-11-08 17:08:17,135][root][INFO] - ===> Epoch[1237](3714/3): Loss -0.8424, Sem 0.0424, dir -0.9833, norm 0.0985, swav 0.0000 LR: 2.943e-02 Score 98.429 Data time: 0.1817, Forward time: 2.2618, Backward time: 3.1447, DDP time: 0.0038, Total iter time: 5.1153 [2020-11-08 17:08:22,833][root][INFO] - ===> Epoch[1238](3715/3): Loss -0.8354, Sem 0.0480, dir -0.9827, norm 0.0993, swav 0.0000 LR: 2.941e-02 Score 98.260 Data time: 0.2821, Forward time: 2.2621, Backward time: 3.1444, DDP time: 0.0038, Total iter time: 5.5875 [2020-11-08 17:08:29,111][root][INFO] - ===> Epoch[1238](3716/3): Loss -0.8404, Sem 0.0475, dir -0.9856, norm 0.0977, swav 0.0000 LR: 2.939e-02 Score 98.267 Data time: 0.1293, Forward time: 2.2618, Backward time: 3.1449, DDP time: 0.0038, Total iter time: 6.1651 [2020-11-08 17:08:35,727][root][INFO] - ===> Epoch[1238](3717/3): Loss -0.8361, Sem 0.0461, dir -0.9822, norm 0.0999, swav 0.0000 LR: 2.937e-02 Score 98.314 Data time: 0.1793, Forward time: 2.2616, Backward time: 3.1455, DDP time: 0.0038, Total iter time: 6.5379 [2020-11-08 17:08:41,188][root][INFO] - ===> Epoch[1239](3718/3): Loss -0.8369, Sem 0.0457, dir -0.9838, norm 0.1012, swav 0.0000 LR: 2.935e-02 Score 98.311 Data time: 0.2405, Forward time: 2.2617, Backward time: 3.1452, DDP time: 0.0038, Total iter time: 5.3733 [2020-11-08 17:08:46,908][root][INFO] - ===> Epoch[1239](3719/3): Loss -0.8365, Sem 0.0473, dir -0.9853, norm 0.1016, swav 0.0000 LR: 2.933e-02 Score 98.271 Data time: 0.1930, Forward time: 2.2617, Backward time: 3.1452, DDP time: 0.0038, Total iter time: 5.5990 [2020-11-08 17:08:53,039][root][INFO] - ===> Epoch[1239](3720/3): Loss -0.8259, Sem 0.0491, dir -0.9801, norm 0.1051, swav 0.0000 LR: 2.931e-02 Score 98.237 Data time: 0.1441, Forward time: 2.2614, Backward time: 3.1456, DDP time: 0.0038, Total iter time: 6.0057 [2020-11-08 17:08:57,434][root][INFO] - ===> Epoch[1240](3721/3): Loss -0.8218, Sem 0.0482, dir -0.9820, norm 0.1120, swav 0.0000 LR: 2.929e-02 Score 98.229 Data time: 0.1685, Forward time: 2.2611, Backward time: 3.1453, DDP time: 0.0038, Total iter time: 4.3090 [2020-11-08 17:09:03,313][root][INFO] - ===> Epoch[1240](3722/3): Loss -0.8415, Sem 0.0473, dir -0.9823, norm 0.0935, swav 0.0000 LR: 2.927e-02 Score 98.294 Data time: 0.2563, Forward time: 2.2613, Backward time: 3.1452, DDP time: 0.0038, Total iter time: 5.7851 [2020-11-08 17:09:10,299][root][INFO] - ===> Epoch[1240](3723/3): Loss -0.8361, Sem 0.0455, dir -0.9834, norm 0.1018, swav 0.0000 LR: 2.925e-02 Score 98.318 Data time: 0.2148, Forward time: 2.2613, Backward time: 3.1457, DDP time: 0.0038, Total iter time: 6.8609 [2020-11-08 17:09:16,381][root][INFO] - ===> Epoch[1241](3724/3): Loss -0.8301, Sem 0.0485, dir -0.9804, norm 0.1018, swav 0.0000 LR: 2.923e-02 Score 98.239 Data time: 0.1596, Forward time: 2.2610, Backward time: 3.1461, DDP time: 0.0038, Total iter time: 5.9813 [2020-11-08 17:09:21,990][root][INFO] - ===> Epoch[1241](3725/3): Loss -0.8373, Sem 0.0443, dir -0.9844, norm 0.1029, swav 0.0000 LR: 2.921e-02 Score 98.375 Data time: 0.2462, Forward time: 2.2612, Backward time: 3.1458, DDP time: 0.0038, Total iter time: 5.5052 [2020-11-08 17:09:27,701][root][INFO] - ===> Epoch[1241](3726/3): Loss -0.8391, Sem 0.0461, dir -0.9811, norm 0.0958, swav 0.0000 LR: 2.919e-02 Score 98.323 Data time: 0.2176, Forward time: 2.2612, Backward time: 3.1457, DDP time: 0.0038, Total iter time: 5.5914 [2020-11-08 17:09:33,127][root][INFO] - ===> Epoch[1242](3727/3): Loss -0.8359, Sem 0.0463, dir -0.9826, norm 0.1004, swav 0.0000 LR: 2.917e-02 Score 98.286 Data time: 0.2199, Forward time: 2.2613, Backward time: 3.1455, DDP time: 0.0038, Total iter time: 5.3090 [2020-11-08 17:09:38,492][root][INFO] - ===> Epoch[1242](3728/3): Loss -0.8438, Sem 0.0404, dir -0.9848, norm 0.1006, swav 0.0000 LR: 2.915e-02 Score 98.521 Data time: 0.1458, Forward time: 2.2610, Backward time: 3.1456, DDP time: 0.0038, Total iter time: 5.2531 [2020-11-08 17:09:45,134][root][INFO] - ===> Epoch[1242](3729/3): Loss -0.8301, Sem 0.0497, dir -0.9835, norm 0.1037, swav 0.0000 LR: 2.913e-02 Score 98.246 Data time: 0.1912, Forward time: 2.2609, Backward time: 3.1461, DDP time: 0.0038, Total iter time: 6.5883 [2020-11-08 17:09:50,795][root][INFO] - ===> Epoch[1243](3730/3): Loss -0.8303, Sem 0.0511, dir -0.9828, norm 0.1014, swav 0.0000 LR: 2.910e-02 Score 98.125 Data time: 0.2148, Forward time: 2.2609, Backward time: 3.1460, DDP time: 0.0038, Total iter time: 5.5546 [2020-11-08 17:09:57,133][root][INFO] - ===> Epoch[1243](3731/3): Loss -0.8315, Sem 0.0470, dir -0.9825, norm 0.1041, swav 0.0000 LR: 2.908e-02 Score 98.276 Data time: 0.2316, Forward time: 2.2610, Backward time: 3.1461, DDP time: 0.0038, Total iter time: 6.2385 [2020-11-08 17:10:02,507][root][INFO] - ===> Epoch[1243](3732/3): Loss -0.8435, Sem 0.0425, dir -0.9808, norm 0.0948, swav 0.0000 LR: 2.906e-02 Score 98.456 Data time: 0.1879, Forward time: 2.2609, Backward time: 3.1461, DDP time: 0.0038, Total iter time: 5.2307 [2020-11-08 17:10:09,257][root][INFO] - ===> Epoch[1244](3733/3): Loss -0.8301, Sem 0.0498, dir -0.9833, norm 0.1034, swav 0.0000 LR: 2.904e-02 Score 98.195 Data time: 0.2054, Forward time: 2.2609, Backward time: 3.1465, DDP time: 0.0038, Total iter time: 6.6497 [2020-11-08 17:10:14,755][root][INFO] - ===> Epoch[1244](3734/3): Loss -0.8445, Sem 0.0428, dir -0.9822, norm 0.0949, swav 0.0000 LR: 2.902e-02 Score 98.435 Data time: 0.2272, Forward time: 2.2609, Backward time: 3.1464, DDP time: 0.0038, Total iter time: 5.3959 [2020-11-08 17:10:20,589][root][INFO] - ===> Epoch[1244](3735/3): Loss -0.8474, Sem 0.0415, dir -0.9861, norm 0.0972, swav 0.0000 LR: 2.900e-02 Score 98.479 Data time: 0.2618, Forward time: 2.2611, Backward time: 3.1462, DDP time: 0.0038, Total iter time: 5.7396 [2020-11-08 17:10:26,079][root][INFO] - ===> Epoch[1245](3736/3): Loss -0.8409, Sem 0.0438, dir -0.9829, norm 0.0981, swav 0.0000 LR: 2.898e-02 Score 98.414 Data time: 0.1967, Forward time: 2.2610, Backward time: 3.1460, DDP time: 0.0038, Total iter time: 5.3518 [2020-11-08 17:10:31,631][root][INFO] - ===> Epoch[1245](3737/3): Loss -0.8297, Sem 0.0520, dir -0.9833, norm 0.1015, swav 0.0000 LR: 2.896e-02 Score 98.085 Data time: 0.2089, Forward time: 2.2610, Backward time: 3.1459, DDP time: 0.0038, Total iter time: 5.4495 [2020-11-08 17:10:36,913][root][INFO] - ===> Epoch[1245](3738/3): Loss -0.8406, Sem 0.0418, dir -0.9852, norm 0.1027, swav 0.0000 LR: 2.894e-02 Score 98.482 Data time: 0.2279, Forward time: 2.2611, Backward time: 3.1456, DDP time: 0.0038, Total iter time: 5.1537 [2020-11-08 17:10:41,492][root][INFO] - ===> Epoch[1246](3739/3): Loss -0.8349, Sem 0.0485, dir -0.9837, norm 0.1002, swav 0.0000 LR: 2.892e-02 Score 98.232 Data time: 0.2194, Forward time: 2.2611, Backward time: 3.1451, DDP time: 0.0038, Total iter time: 4.4623 [2020-11-08 17:10:47,400][root][INFO] - ===> Epoch[1246](3740/3): Loss -0.8448, Sem 0.0410, dir -0.9822, norm 0.0964, swav 0.0000 LR: 2.890e-02 Score 98.481 Data time: 0.2110, Forward time: 2.2611, Backward time: 3.1452, DDP time: 0.0038, Total iter time: 5.8023 [2020-11-08 17:10:52,673][root][INFO] - ===> Epoch[1246](3741/3): Loss -0.8438, Sem 0.0419, dir -0.9819, norm 0.0961, swav 0.0000 LR: 2.888e-02 Score 98.479 Data time: 0.2602, Forward time: 2.2613, Backward time: 3.1447, DDP time: 0.0038, Total iter time: 5.1611 [2020-11-08 17:10:58,506][root][INFO] - ===> Epoch[1247](3742/3): Loss -0.8354, Sem 0.0470, dir -0.9835, norm 0.1012, swav 0.0000 LR: 2.886e-02 Score 98.287 Data time: 0.2915, Forward time: 2.2616, Backward time: 3.1444, DDP time: 0.0038, Total iter time: 5.7118 [2020-11-08 17:11:03,569][root][INFO] - ===> Epoch[1247](3743/3): Loss -0.8350, Sem 0.0501, dir -0.9833, norm 0.0981, swav 0.0000 LR: 2.884e-02 Score 98.183 Data time: 0.2500, Forward time: 2.2617, Backward time: 3.1440, DDP time: 0.0038, Total iter time: 4.9172 [2020-11-08 17:11:09,955][root][INFO] - ===> Epoch[1247](3744/3): Loss -0.8292, Sem 0.0493, dir -0.9819, norm 0.1034, swav 0.0000 LR: 2.882e-02 Score 98.197 Data time: 0.2099, Forward time: 2.2618, Backward time: 3.1441, DDP time: 0.0038, Total iter time: 6.2834 [2020-11-08 17:11:15,467][root][INFO] - ===> Epoch[1248](3745/3): Loss -0.8406, Sem 0.0441, dir -0.9842, norm 0.0996, swav 0.0000 LR: 2.879e-02 Score 98.401 Data time: 0.1740, Forward time: 2.2616, Backward time: 3.1442, DDP time: 0.0038, Total iter time: 5.3804 [2020-11-08 17:11:21,637][root][INFO] - ===> Epoch[1248](3746/3): Loss -0.8480, Sem 0.0411, dir -0.9857, norm 0.0966, swav 0.0000 LR: 2.877e-02 Score 98.495 Data time: 0.1861, Forward time: 2.2615, Backward time: 3.1445, DDP time: 0.0038, Total iter time: 6.0778 [2020-11-08 17:11:28,144][root][INFO] - ===> Epoch[1248](3747/3): Loss -0.8381, Sem 0.0458, dir -0.9833, norm 0.0994, swav 0.0000 LR: 2.875e-02 Score 98.318 Data time: 0.2198, Forward time: 2.2614, Backward time: 3.1448, DDP time: 0.0038, Total iter time: 6.3944 [2020-11-08 17:11:33,842][root][INFO] - ===> Epoch[1249](3748/3): Loss -0.8483, Sem 0.0446, dir -0.9850, norm 0.0921, swav 0.0000 LR: 2.873e-02 Score 98.351 Data time: 0.2874, Forward time: 2.2618, Backward time: 3.1444, DDP time: 0.0038, Total iter time: 5.5936 [2020-11-08 17:11:39,559][root][INFO] - ===> Epoch[1249](3749/3): Loss -0.8330, Sem 0.0468, dir -0.9828, norm 0.1030, swav 0.0000 LR: 2.871e-02 Score 98.311 Data time: 0.2692, Forward time: 2.2620, Backward time: 3.1441, DDP time: 0.0038, Total iter time: 5.5901 [2020-11-08 17:11:46,608][root][INFO] - ===> Epoch[1249](3750/3): Loss -0.8403, Sem 0.0469, dir -0.9854, norm 0.0982, swav 0.0000 LR: 2.869e-02 Score 98.270 Data time: 0.2158, Forward time: 2.2620, Backward time: 3.1446, DDP time: 0.0038, Total iter time: 6.9311 [2020-11-08 17:11:52,444][root][INFO] - ===> Epoch[1250](3751/3): Loss -0.8409, Sem 0.0470, dir -0.9851, norm 0.0972, swav 0.0000 LR: 2.867e-02 Score 98.276 Data time: 0.2826, Forward time: 2.2624, Backward time: 3.1443, DDP time: 0.0038, Total iter time: 5.7277 [2020-11-08 17:11:57,300][root][INFO] - ===> Epoch[1250](3752/3): Loss -0.8423, Sem 0.0442, dir -0.9817, norm 0.0953, swav 0.0000 LR: 2.865e-02 Score 98.381 Data time: 0.1931, Forward time: 2.2623, Backward time: 3.1440, DDP time: 0.0038, Total iter time: 4.7394 [2020-11-08 17:12:03,051][root][INFO] - ===> Epoch[1250](3753/3): Loss -0.8252, Sem 0.0518, dir -0.9844, norm 0.1075, swav 0.0000 LR: 2.863e-02 Score 98.107 Data time: 0.2454, Forward time: 2.2624, Backward time: 3.1438, DDP time: 0.0038, Total iter time: 5.6420 [2020-11-08 17:12:09,501][root][INFO] - ===> Epoch[1251](3754/3): Loss -0.8304, Sem 0.0489, dir -0.9832, norm 0.1039, swav 0.0000 LR: 2.861e-02 Score 98.185 Data time: 0.1904, Forward time: 2.2623, Backward time: 3.1441, DDP time: 0.0038, Total iter time: 6.3201 [2020-11-08 17:12:15,665][root][INFO] - ===> Epoch[1251](3755/3): Loss -0.8505, Sem 0.0412, dir -0.9842, norm 0.0925, swav 0.0000 LR: 2.859e-02 Score 98.485 Data time: 0.1414, Forward time: 2.2620, Backward time: 3.1447, DDP time: 0.0038, Total iter time: 6.0605 [2020-11-08 17:12:21,174][root][INFO] - ===> Epoch[1251](3756/3): Loss -0.8393, Sem 0.0462, dir -0.9826, norm 0.0971, swav 0.0000 LR: 2.857e-02 Score 98.281 Data time: 0.2631, Forward time: 2.2622, Backward time: 3.1443, DDP time: 0.0038, Total iter time: 5.4610 [2020-11-08 17:12:28,174][root][INFO] - ===> Epoch[1252](3757/3): Loss -0.8407, Sem 0.0460, dir -0.9836, norm 0.0969, swav 0.0000 LR: 2.855e-02 Score 98.350 Data time: 0.1992, Forward time: 2.2621, Backward time: 3.1449, DDP time: 0.0038, Total iter time: 6.8508 [2020-11-08 17:12:33,240][root][INFO] - ===> Epoch[1252](3758/3): Loss -0.8328, Sem 0.0461, dir -0.9826, norm 0.1037, swav 0.0000 LR: 2.853e-02 Score 98.315 Data time: 0.2363, Forward time: 2.2622, Backward time: 3.1445, DDP time: 0.0038, Total iter time: 4.9575 [2020-11-08 17:12:38,996][root][INFO] - ===> Epoch[1252](3759/3): Loss -0.8429, Sem 0.0426, dir -0.9837, norm 0.0982, swav 0.0000 LR: 2.851e-02 Score 98.441 Data time: 0.2343, Forward time: 2.2624, Backward time: 3.1443, DDP time: 0.0038, Total iter time: 5.6375 [2020-11-08 17:12:43,242][root][INFO] - ===> Epoch[1253](3760/3): Loss -0.8447, Sem 0.0454, dir -0.9851, norm 0.0949, swav 0.0000 LR: 2.848e-02 Score 98.338 Data time: 0.2012, Forward time: 2.2624, Backward time: 3.1437, DDP time: 0.0038, Total iter time: 4.1121 [2020-11-08 17:12:48,580][root][INFO] - ===> Epoch[1253](3761/3): Loss -0.8391, Sem 0.0487, dir -0.9835, norm 0.0957, swav 0.0000 LR: 2.846e-02 Score 98.212 Data time: 0.2156, Forward time: 2.2624, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 5.2270 [2020-11-08 17:12:54,588][root][INFO] - ===> Epoch[1253](3762/3): Loss -0.8437, Sem 0.0444, dir -0.9844, norm 0.0964, swav 0.0000 LR: 2.844e-02 Score 98.376 Data time: 0.2338, Forward time: 2.2626, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 5.9093 [2020-11-08 17:12:59,264][root][INFO] - ===> Epoch[1254](3763/3): Loss -0.8464, Sem 0.0465, dir -0.9865, norm 0.0936, swav 0.0000 LR: 2.842e-02 Score 98.294 Data time: 0.2241, Forward time: 2.2624, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 4.5321 [2020-11-08 17:13:05,925][root][INFO] - ===> Epoch[1254](3764/3): Loss -0.8507, Sem 0.0398, dir -0.9831, norm 0.0926, swav 0.0000 LR: 2.840e-02 Score 98.543 Data time: 0.2696, Forward time: 2.2626, Backward time: 3.1431, DDP time: 0.0038, Total iter time: 6.5785 [2020-11-08 17:13:11,648][root][INFO] - ===> Epoch[1254](3765/3): Loss -0.8296, Sem 0.0501, dir -0.9819, norm 0.1022, swav 0.0000 LR: 2.838e-02 Score 98.173 Data time: 0.2016, Forward time: 2.2626, Backward time: 3.1432, DDP time: 0.0038, Total iter time: 5.5951 [2020-11-08 17:13:17,950][root][INFO] - ===> Epoch[1255](3766/3): Loss -0.8421, Sem 0.0437, dir -0.9834, norm 0.0976, swav 0.0000 LR: 2.836e-02 Score 98.407 Data time: 0.2156, Forward time: 2.2625, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 6.2126 [2020-11-08 17:13:22,952][root][INFO] - ===> Epoch[1255](3767/3): Loss -0.8429, Sem 0.0442, dir -0.9824, norm 0.0953, swav 0.0000 LR: 2.834e-02 Score 98.354 Data time: 0.2392, Forward time: 2.2627, Backward time: 3.1429, DDP time: 0.0038, Total iter time: 4.8597 [2020-11-08 17:13:28,599][root][INFO] - ===> Epoch[1255](3768/3): Loss -0.8326, Sem 0.0459, dir -0.9804, norm 0.1018, swav 0.0000 LR: 2.832e-02 Score 98.317 Data time: 0.1951, Forward time: 2.2626, Backward time: 3.1429, DDP time: 0.0038, Total iter time: 5.5321 [2020-11-08 17:13:33,439][root][INFO] - ===> Epoch[1256](3769/3): Loss -0.8403, Sem 0.0435, dir -0.9848, norm 0.1011, swav 0.0000 LR: 2.830e-02 Score 98.432 Data time: 0.2356, Forward time: 2.2626, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 4.7288 [2020-11-08 17:13:39,026][root][INFO] - ===> Epoch[1256](3770/3): Loss -0.8466, Sem 0.0459, dir -0.9841, norm 0.0915, swav 0.0000 LR: 2.828e-02 Score 98.289 Data time: 0.2147, Forward time: 2.2627, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 5.4707 [2020-11-08 17:13:45,158][root][INFO] - ===> Epoch[1256](3771/3): Loss -0.8377, Sem 0.0452, dir -0.9845, norm 0.1016, swav 0.0000 LR: 2.826e-02 Score 98.346 Data time: 0.1905, Forward time: 2.2627, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 6.0227 [2020-11-08 17:13:51,365][root][INFO] - ===> Epoch[1257](3772/3): Loss -0.8332, Sem 0.0480, dir -0.9816, norm 0.1003, swav 0.0000 LR: 2.824e-02 Score 98.264 Data time: 0.1232, Forward time: 2.2623, Backward time: 3.1431, DDP time: 0.0038, Total iter time: 6.0827 [2020-11-08 17:13:56,485][root][INFO] - ===> Epoch[1257](3773/3): Loss -0.8391, Sem 0.0453, dir -0.9849, norm 0.1004, swav 0.0000 LR: 2.822e-02 Score 98.336 Data time: 0.2183, Forward time: 2.2624, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 5.0323 [2020-11-08 17:14:02,302][root][INFO] - ===> Epoch[1257](3774/3): Loss -0.8356, Sem 0.0451, dir -0.9810, norm 0.1004, swav 0.0000 LR: 2.819e-02 Score 98.343 Data time: 0.2127, Forward time: 2.2623, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 5.7010 [2020-11-08 17:14:07,580][root][INFO] - ===> Epoch[1258](3775/3): Loss -0.8460, Sem 0.0485, dir -0.9857, norm 0.0913, swav 0.0000 LR: 2.817e-02 Score 98.216 Data time: 0.2138, Forward time: 2.2624, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.1552 [2020-11-08 17:14:13,065][root][INFO] - ===> Epoch[1258](3776/3): Loss -0.8366, Sem 0.0468, dir -0.9818, norm 0.0985, swav 0.0000 LR: 2.815e-02 Score 98.287 Data time: 0.2283, Forward time: 2.2623, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.3587 [2020-11-08 17:14:19,584][root][INFO] - ===> Epoch[1258](3777/3): Loss -0.8580, Sem 0.0422, dir -0.9873, norm 0.0871, swav 0.0000 LR: 2.813e-02 Score 98.461 Data time: 0.3106, Forward time: 2.2628, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 6.4216 [2020-11-08 17:14:25,174][root][INFO] - ===> Epoch[1259](3778/3): Loss -0.8389, Sem 0.0461, dir -0.9832, norm 0.0982, swav 0.0000 LR: 2.811e-02 Score 98.306 Data time: 0.2719, Forward time: 2.2630, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 5.4715 [2020-11-08 17:14:30,540][root][INFO] - ===> Epoch[1259](3779/3): Loss -0.8445, Sem 0.0463, dir -0.9832, norm 0.0924, swav 0.0000 LR: 2.809e-02 Score 98.329 Data time: 0.1456, Forward time: 2.2628, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.2299 [2020-11-08 17:14:37,359][root][INFO] - ===> Epoch[1259](3780/3): Loss -0.8313, Sem 0.0477, dir -0.9837, norm 0.1047, swav 0.0000 LR: 2.807e-02 Score 98.252 Data time: 0.1692, Forward time: 2.2626, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 6.7334 [2020-11-08 17:14:43,921][root][INFO] - ===> Epoch[1260](3781/3): Loss -0.8385, Sem 0.0463, dir -0.9833, norm 0.0985, swav 0.0000 LR: 2.805e-02 Score 98.310 Data time: 0.1970, Forward time: 2.2625, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 6.4719 [2020-11-08 17:14:48,931][root][INFO] - ===> Epoch[1260](3782/3): Loss -0.8479, Sem 0.0450, dir -0.9839, norm 0.0910, swav 0.0000 LR: 2.803e-02 Score 98.347 Data time: 0.2043, Forward time: 2.2625, Backward time: 3.1427, DDP time: 0.0038, Total iter time: 4.9136 [2020-11-08 17:14:54,056][root][INFO] - ===> Epoch[1260](3783/3): Loss -0.8407, Sem 0.0439, dir -0.9833, norm 0.0986, swav 0.0000 LR: 2.801e-02 Score 98.412 Data time: 0.1737, Forward time: 2.2623, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.0109 [2020-11-08 17:15:00,418][root][INFO] - ===> Epoch[1261](3784/3): Loss -0.8423, Sem 0.0463, dir -0.9836, norm 0.0950, swav 0.0000 LR: 2.799e-02 Score 98.311 Data time: 0.1449, Forward time: 2.2620, Backward time: 3.1431, DDP time: 0.0038, Total iter time: 6.2661 [2020-11-08 17:15:06,002][root][INFO] - ===> Epoch[1261](3785/3): Loss -0.8359, Sem 0.0445, dir -0.9831, norm 0.1027, swav 0.0000 LR: 2.797e-02 Score 98.366 Data time: 0.1572, Forward time: 2.2617, Backward time: 3.1433, DDP time: 0.0038, Total iter time: 5.4993 [2020-11-08 17:15:11,195][root][INFO] - ===> Epoch[1261](3786/3): Loss -0.8426, Sem 0.0480, dir -0.9847, norm 0.0941, swav 0.0000 LR: 2.795e-02 Score 98.253 Data time: 0.2398, Forward time: 2.2619, Backward time: 3.1429, DDP time: 0.0038, Total iter time: 5.0925 [2020-11-08 17:15:18,135][root][INFO] - ===> Epoch[1262](3787/3): Loss -0.8405, Sem 0.0432, dir -0.9850, norm 0.1014, swav 0.0000 LR: 2.793e-02 Score 98.410 Data time: 0.2073, Forward time: 2.2619, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 6.8193 [2020-11-08 17:15:24,662][root][INFO] - ===> Epoch[1262](3788/3): Loss -0.8355, Sem 0.0469, dir -0.9816, norm 0.0992, swav 0.0000 LR: 2.790e-02 Score 98.308 Data time: 0.3197, Forward time: 2.2623, Backward time: 3.1432, DDP time: 0.0038, Total iter time: 6.4067 [2020-11-08 17:15:31,160][root][INFO] - ===> Epoch[1262](3789/3): Loss -0.8389, Sem 0.0449, dir -0.9819, norm 0.0981, swav 0.0000 LR: 2.788e-02 Score 98.365 Data time: 0.2808, Forward time: 2.2627, Backward time: 3.1431, DDP time: 0.0038, Total iter time: 6.3444 [2020-11-08 17:15:35,747][root][INFO] - ===> Epoch[1263](3790/3): Loss -0.8379, Sem 0.0456, dir -0.9831, norm 0.0996, swav 0.0000 LR: 2.786e-02 Score 98.332 Data time: 0.1624, Forward time: 2.2625, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 4.4711 [2020-11-08 17:15:41,064][root][INFO] - ===> Epoch[1263](3791/3): Loss -0.8416, Sem 0.0470, dir -0.9846, norm 0.0960, swav 0.0000 LR: 2.784e-02 Score 98.293 Data time: 0.2187, Forward time: 2.2625, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.2124 [2020-11-08 17:15:46,809][root][INFO] - ===> Epoch[1263](3792/3): Loss -0.8261, Sem 0.0525, dir -0.9825, norm 0.1040, swav 0.0000 LR: 2.782e-02 Score 98.103 Data time: 0.2130, Forward time: 2.2624, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.6216 [2020-11-08 17:15:52,742][root][INFO] - ===> Epoch[1264](3793/3): Loss -0.8505, Sem 0.0420, dir -0.9836, norm 0.0912, swav 0.0000 LR: 2.780e-02 Score 98.448 Data time: 0.1859, Forward time: 2.2623, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 5.8304 [2020-11-08 17:15:58,090][root][INFO] - ===> Epoch[1264](3794/3): Loss -0.8295, Sem 0.0481, dir -0.9820, norm 0.1044, swav 0.0000 LR: 2.778e-02 Score 98.226 Data time: 0.2015, Forward time: 2.2622, Backward time: 3.1427, DDP time: 0.0038, Total iter time: 5.2404 [2020-11-08 17:16:04,678][root][INFO] - ===> Epoch[1264](3795/3): Loss -0.8377, Sem 0.0461, dir -0.9840, norm 0.1002, swav 0.0000 LR: 2.776e-02 Score 98.295 Data time: 0.3305, Forward time: 2.2626, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 6.4542 [2020-11-08 17:16:10,374][root][INFO] - ===> Epoch[1265](3796/3): Loss -0.8334, Sem 0.0446, dir -0.9816, norm 0.1035, swav 0.0000 LR: 2.774e-02 Score 98.380 Data time: 0.1814, Forward time: 2.2626, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.5758 [2020-11-08 17:16:15,662][root][INFO] - ===> Epoch[1265](3797/3): Loss -0.8370, Sem 0.0494, dir -0.9834, norm 0.0970, swav 0.0000 LR: 2.772e-02 Score 98.197 Data time: 0.1975, Forward time: 2.2624, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.1516 [2020-11-08 17:16:21,728][root][INFO] - ===> Epoch[1265](3798/3): Loss -0.8496, Sem 0.0408, dir -0.9848, norm 0.0944, swav 0.0000 LR: 2.770e-02 Score 98.516 Data time: 0.2662, Forward time: 2.2626, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.9810 [2020-11-08 17:16:26,939][root][INFO] - ===> Epoch[1266](3799/3): Loss -0.8461, Sem 0.0459, dir -0.9849, norm 0.0929, swav 0.0000 LR: 2.768e-02 Score 98.330 Data time: 0.1333, Forward time: 2.2623, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.0945 [2020-11-08 17:16:32,276][root][INFO] - ===> Epoch[1266](3800/3): Loss -0.8331, Sem 0.0494, dir -0.9829, norm 0.1005, swav 0.0000 LR: 2.766e-02 Score 98.188 Data time: 0.2244, Forward time: 2.2623, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 5.2418 [2020-11-08 17:16:39,436][root][INFO] - ===> Epoch[1266](3801/3): Loss -0.8403, Sem 0.0482, dir -0.9850, norm 0.0965, swav 0.0000 LR: 2.764e-02 Score 98.213 Data time: 0.1794, Forward time: 2.2621, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 7.0162 [2020-11-08 17:16:45,526][root][INFO] - ===> Epoch[1267](3802/3): Loss -0.8429, Sem 0.0432, dir -0.9851, norm 0.0989, swav 0.0000 LR: 2.761e-02 Score 98.441 Data time: 0.2479, Forward time: 2.2623, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 5.9905 [2020-11-08 17:16:49,832][root][INFO] - ===> Epoch[1267](3803/3): Loss -0.8405, Sem 0.0420, dir -0.9811, norm 0.0986, swav 0.0000 LR: 2.759e-02 Score 98.492 Data time: 0.2047, Forward time: 2.2622, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 4.1821 [2020-11-08 17:16:57,009][root][INFO] - ===> Epoch[1267](3804/3): Loss -0.8280, Sem 0.0492, dir -0.9840, norm 0.1068, swav 0.0000 LR: 2.757e-02 Score 98.218 Data time: 0.3116, Forward time: 2.2626, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 7.0773 [2020-11-08 17:17:02,431][root][INFO] - ===> Epoch[1268](3805/3): Loss -0.8383, Sem 0.0486, dir -0.9850, norm 0.0980, swav 0.0000 LR: 2.755e-02 Score 98.204 Data time: 0.2035, Forward time: 2.2626, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.2969 [2020-11-08 17:17:07,909][root][INFO] - ===> Epoch[1268](3806/3): Loss -0.8438, Sem 0.0478, dir -0.9862, norm 0.0947, swav 0.0000 LR: 2.753e-02 Score 98.234 Data time: 0.2218, Forward time: 2.2627, Backward time: 3.1422, DDP time: 0.0038, Total iter time: 5.3742 [2020-11-08 17:17:13,025][root][INFO] - ===> Epoch[1268](3807/3): Loss -0.8395, Sem 0.0406, dir -0.9832, norm 0.1031, swav 0.0000 LR: 2.751e-02 Score 98.518 Data time: 0.1671, Forward time: 2.2624, Backward time: 3.1422, DDP time: 0.0038, Total iter time: 4.9988 [2020-11-08 17:17:19,410][root][INFO] - ===> Epoch[1269](3808/3): Loss -0.8235, Sem 0.0563, dir -0.9822, norm 0.1023, swav 0.0000 LR: 2.749e-02 Score 98.144 Data time: 0.3019, Forward time: 2.2628, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 6.3018 [2020-11-08 17:17:25,027][root][INFO] - ===> Epoch[1269](3809/3): Loss -0.8464, Sem 0.0437, dir -0.9841, norm 0.0941, swav 0.0000 LR: 2.747e-02 Score 98.372 Data time: 0.2428, Forward time: 2.2629, Backward time: 3.1418, DDP time: 0.0038, Total iter time: 5.4802 [2020-11-08 17:17:30,259][root][INFO] - ===> Epoch[1269](3810/3): Loss -0.8377, Sem 0.0480, dir -0.9843, norm 0.0985, swav 0.0000 LR: 2.745e-02 Score 98.252 Data time: 0.2324, Forward time: 2.2629, Backward time: 3.1415, DDP time: 0.0038, Total iter time: 5.1012 [2020-11-08 17:17:36,138][root][INFO] - ===> Epoch[1270](3811/3): Loss -0.8395, Sem 0.0513, dir -0.9840, norm 0.0932, swav 0.0000 LR: 2.743e-02 Score 98.280 Data time: 0.2747, Forward time: 2.2632, Backward time: 3.1412, DDP time: 0.0038, Total iter time: 5.7639 [2020-11-08 17:17:41,315][root][INFO] - ===> Epoch[1270](3812/3): Loss -0.8373, Sem 0.0478, dir -0.9834, norm 0.0984, swav 0.0000 LR: 2.741e-02 Score 98.245 Data time: 0.1381, Forward time: 2.2630, Backward time: 3.1412, DDP time: 0.0038, Total iter time: 5.0493 [2020-11-08 17:17:47,181][root][INFO] - ===> Epoch[1270](3813/3): Loss -0.8232, Sem 0.0548, dir -0.9842, norm 0.1062, swav 0.0000 LR: 2.739e-02 Score 98.107 Data time: 0.1554, Forward time: 2.2627, Backward time: 3.1416, DDP time: 0.0038, Total iter time: 5.7785 [2020-11-08 17:17:52,351][root][INFO] - ===> Epoch[1271](3814/3): Loss -0.8371, Sem 0.0468, dir -0.9813, norm 0.0975, swav 0.0000 LR: 2.736e-02 Score 98.348 Data time: 0.2125, Forward time: 2.2626, Backward time: 3.1414, DDP time: 0.0038, Total iter time: 5.0657 [2020-11-08 17:17:58,220][root][INFO] - ===> Epoch[1271](3815/3): Loss -0.8458, Sem 0.0467, dir -0.9854, norm 0.0930, swav 0.0000 LR: 2.734e-02 Score 98.271 Data time: 0.1753, Forward time: 2.2625, Backward time: 3.1415, DDP time: 0.0038, Total iter time: 5.7494 [2020-11-08 17:18:02,595][root][INFO] - ===> Epoch[1271](3816/3): Loss -0.8522, Sem 0.0398, dir -0.9842, norm 0.0923, swav 0.0000 LR: 2.732e-02 Score 98.542 Data time: 0.1310, Forward time: 2.2621, Backward time: 3.1413, DDP time: 0.0038, Total iter time: 4.2608 [2020-11-08 17:18:08,575][root][INFO] - ===> Epoch[1272](3817/3): Loss -0.8246, Sem 0.0581, dir -0.9839, norm 0.1011, swav 0.0000 LR: 2.730e-02 Score 98.078 Data time: 0.1682, Forward time: 2.2619, Backward time: 3.1416, DDP time: 0.0038, Total iter time: 5.9050 [2020-11-08 17:18:15,404][root][INFO] - ===> Epoch[1272](3818/3): Loss -0.8403, Sem 0.0516, dir -0.9851, norm 0.0932, swav 0.0000 LR: 2.728e-02 Score 98.127 Data time: 0.1641, Forward time: 2.2616, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 6.7136 [2020-11-08 17:18:20,968][root][INFO] - ===> Epoch[1272](3819/3): Loss -0.8349, Sem 0.0472, dir -0.9833, norm 0.1011, swav 0.0000 LR: 2.726e-02 Score 98.293 Data time: 0.2651, Forward time: 2.2618, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.4501 [2020-11-08 17:18:26,321][root][INFO] - ===> Epoch[1273](3820/3): Loss -0.8298, Sem 0.0503, dir -0.9815, norm 0.1013, swav 0.0000 LR: 2.724e-02 Score 98.175 Data time: 0.1791, Forward time: 2.2617, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 5.2323 [2020-11-08 17:18:32,072][root][INFO] - ===> Epoch[1273](3821/3): Loss -0.8280, Sem 0.0504, dir -0.9812, norm 0.1028, swav 0.0000 LR: 2.722e-02 Score 98.160 Data time: 0.1897, Forward time: 2.2615, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 5.6270 [2020-11-08 17:18:36,728][root][INFO] - ===> Epoch[1273](3822/3): Loss -0.8463, Sem 0.0454, dir -0.9851, norm 0.0934, swav 0.0000 LR: 2.720e-02 Score 98.387 Data time: 0.2741, Forward time: 2.2616, Backward time: 3.1415, DDP time: 0.0038, Total iter time: 4.5528 [2020-11-08 17:18:44,091][root][INFO] - ===> Epoch[1274](3823/3): Loss -0.8437, Sem 0.0460, dir -0.9853, norm 0.0956, swav 0.0000 LR: 2.718e-02 Score 98.309 Data time: 0.2343, Forward time: 2.2617, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 7.2544 [2020-11-08 17:18:49,382][root][INFO] - ===> Epoch[1274](3824/3): Loss -0.8366, Sem 0.0501, dir -0.9860, norm 0.0993, swav 0.0000 LR: 2.716e-02 Score 98.159 Data time: 0.1403, Forward time: 2.2614, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 5.1507 [2020-11-08 17:18:55,512][root][INFO] - ===> Epoch[1274](3825/3): Loss -0.8411, Sem 0.0454, dir -0.9823, norm 0.0957, swav 0.0000 LR: 2.714e-02 Score 98.312 Data time: 0.2589, Forward time: 2.2615, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 6.0182 [2020-11-08 17:19:01,470][root][INFO] - ===> Epoch[1275](3826/3): Loss -0.8395, Sem 0.0483, dir -0.9825, norm 0.0947, swav 0.0000 LR: 2.712e-02 Score 98.235 Data time: 0.2941, Forward time: 2.2619, Backward time: 3.1418, DDP time: 0.0038, Total iter time: 5.8278 [2020-11-08 17:19:07,663][root][INFO] - ===> Epoch[1275](3827/3): Loss -0.8374, Sem 0.0474, dir -0.9840, norm 0.0992, swav 0.0000 LR: 2.709e-02 Score 98.284 Data time: 0.2091, Forward time: 2.2619, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 6.0761 [2020-11-08 17:19:13,669][root][INFO] - ===> Epoch[1275](3828/3): Loss -0.8450, Sem 0.0462, dir -0.9863, norm 0.0951, swav 0.0000 LR: 2.707e-02 Score 98.278 Data time: 0.2137, Forward time: 2.2618, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 5.8917 [2020-11-08 17:19:18,756][root][INFO] - ===> Epoch[1276](3829/3): Loss -0.8320, Sem 0.0495, dir -0.9835, norm 0.1020, swav 0.0000 LR: 2.705e-02 Score 98.243 Data time: 0.2437, Forward time: 2.2619, Backward time: 3.1418, DDP time: 0.0038, Total iter time: 4.9654 [2020-11-08 17:19:25,085][root][INFO] - ===> Epoch[1276](3830/3): Loss -0.8339, Sem 0.0478, dir -0.9806, norm 0.0989, swav 0.0000 LR: 2.703e-02 Score 98.255 Data time: 0.2319, Forward time: 2.2618, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 6.2069 [2020-11-08 17:19:31,694][root][INFO] - ===> Epoch[1276](3831/3): Loss -0.8440, Sem 0.0437, dir -0.9834, norm 0.0957, swav 0.0000 LR: 2.701e-02 Score 98.403 Data time: 0.3207, Forward time: 2.2623, Backward time: 3.1418, DDP time: 0.0038, Total iter time: 6.4755 [2020-11-08 17:19:37,087][root][INFO] - ===> Epoch[1277](3832/3): Loss -0.8407, Sem 0.0457, dir -0.9839, norm 0.0975, swav 0.0000 LR: 2.699e-02 Score 98.356 Data time: 0.2758, Forward time: 2.2625, Backward time: 3.1414, DDP time: 0.0038, Total iter time: 5.2602 [2020-11-08 17:19:43,460][root][INFO] - ===> Epoch[1277](3833/3): Loss -0.8271, Sem 0.0503, dir -0.9840, norm 0.1067, swav 0.0000 LR: 2.697e-02 Score 98.187 Data time: 0.1330, Forward time: 2.2622, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 6.2578 [2020-11-08 17:19:50,292][root][INFO] - ===> Epoch[1277](3834/3): Loss -0.8501, Sem 0.0454, dir -0.9868, norm 0.0914, swav 0.0000 LR: 2.695e-02 Score 98.300 Data time: 0.1965, Forward time: 2.2621, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 6.7377 [2020-11-08 17:19:55,708][root][INFO] - ===> Epoch[1278](3835/3): Loss -0.8484, Sem 0.0417, dir -0.9830, norm 0.0929, swav 0.0000 LR: 2.693e-02 Score 98.452 Data time: 0.2246, Forward time: 2.2622, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 5.3016 [2020-11-08 17:20:02,122][root][INFO] - ===> Epoch[1278](3836/3): Loss -0.8332, Sem 0.0492, dir -0.9846, norm 0.1022, swav 0.0000 LR: 2.691e-02 Score 98.186 Data time: 0.1898, Forward time: 2.2621, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 6.2970 [2020-11-08 17:20:08,762][root][INFO] - ===> Epoch[1278](3837/3): Loss -0.8576, Sem 0.0385, dir -0.9864, norm 0.0903, swav 0.0000 LR: 2.689e-02 Score 98.610 Data time: 0.2601, Forward time: 2.2623, Backward time: 3.1427, DDP time: 0.0038, Total iter time: 6.5175 [2020-11-08 17:20:14,603][root][INFO] - ===> Epoch[1279](3838/3): Loss -0.8404, Sem 0.0469, dir -0.9809, norm 0.0935, swav 0.0000 LR: 2.687e-02 Score 98.290 Data time: 0.1775, Forward time: 2.2622, Backward time: 3.1429, DDP time: 0.0038, Total iter time: 5.7239 [2020-11-08 17:20:19,017][root][INFO] - ===> Epoch[1279](3839/3): Loss -0.8403, Sem 0.0472, dir -0.9850, norm 0.0974, swav 0.0000 LR: 2.684e-02 Score 98.273 Data time: 0.1922, Forward time: 2.2621, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 4.3286 [2020-11-08 17:20:25,319][root][INFO] - ===> Epoch[1279](3840/3): Loss -0.8366, Sem 0.0480, dir -0.9824, norm 0.0978, swav 0.0000 LR: 2.682e-02 Score 98.232 Data time: 0.1820, Forward time: 2.2619, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 6.2043 [2020-11-08 17:20:30,661][root][INFO] - ===> Epoch[1280](3841/3): Loss -0.8370, Sem 0.0489, dir -0.9844, norm 0.0985, swav 0.0000 LR: 2.680e-02 Score 98.203 Data time: 0.2555, Forward time: 2.2620, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.2337 [2020-11-08 17:20:35,491][root][INFO] - ===> Epoch[1280](3842/3): Loss -0.8434, Sem 0.0445, dir -0.9829, norm 0.0951, swav 0.0000 LR: 2.678e-02 Score 98.352 Data time: 0.1758, Forward time: 2.2618, Backward time: 3.1422, DDP time: 0.0038, Total iter time: 4.7063 [2020-11-08 17:20:40,604][root][INFO] - ===> Epoch[1280](3843/3): Loss -0.8489, Sem 0.0409, dir -0.9829, norm 0.0931, swav 0.0000 LR: 2.676e-02 Score 98.521 Data time: 0.2179, Forward time: 2.2619, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 5.0151 [2020-11-08 17:20:45,806][root][INFO] - ===> Epoch[1281](3844/3): Loss -0.8420, Sem 0.0457, dir -0.9840, norm 0.0964, swav 0.0000 LR: 2.674e-02 Score 98.337 Data time: 0.1979, Forward time: 2.2618, Backward time: 3.1417, DDP time: 0.0038, Total iter time: 5.0995 [2020-11-08 17:20:51,985][root][INFO] - ===> Epoch[1281](3845/3): Loss -0.8343, Sem 0.0484, dir -0.9844, norm 0.1017, swav 0.0000 LR: 2.672e-02 Score 98.219 Data time: 0.2811, Forward time: 2.2622, Backward time: 3.1415, DDP time: 0.0038, Total iter time: 6.0909 [2020-11-08 17:20:57,442][root][INFO] - ===> Epoch[1281](3846/3): Loss -0.8473, Sem 0.0429, dir -0.9848, norm 0.0946, swav 0.0000 LR: 2.670e-02 Score 98.423 Data time: 0.2600, Forward time: 2.2624, Backward time: 3.1411, DDP time: 0.0038, Total iter time: 5.3040 [2020-11-08 17:21:02,940][root][INFO] - ===> Epoch[1282](3847/3): Loss -0.8363, Sem 0.0480, dir -0.9847, norm 0.1004, swav 0.0000 LR: 2.668e-02 Score 98.230 Data time: 0.1775, Forward time: 2.2622, Backward time: 3.1411, DDP time: 0.0038, Total iter time: 5.3845 [2020-11-08 17:21:07,651][root][INFO] - ===> Epoch[1282](3848/3): Loss -0.8492, Sem 0.0423, dir -0.9836, norm 0.0921, swav 0.0000 LR: 2.666e-02 Score 98.443 Data time: 0.2332, Forward time: 2.2623, Backward time: 3.1406, DDP time: 0.0038, Total iter time: 4.6202 [2020-11-08 17:21:14,274][root][INFO] - ===> Epoch[1282](3849/3): Loss -0.8370, Sem 0.0466, dir -0.9824, norm 0.0987, swav 0.0000 LR: 2.664e-02 Score 98.290 Data time: 0.2110, Forward time: 2.2624, Backward time: 3.1409, DDP time: 0.0038, Total iter time: 6.5034 [2020-11-08 17:21:20,816][root][INFO] - ===> Epoch[1283](3850/3): Loss -0.8410, Sem 0.0462, dir -0.9857, norm 0.0984, swav 0.0000 LR: 2.662e-02 Score 98.294 Data time: 0.1782, Forward time: 2.2622, Backward time: 3.1414, DDP time: 0.0038, Total iter time: 6.4244 [2020-11-08 17:21:26,538][root][INFO] - ===> Epoch[1283](3851/3): Loss -0.8462, Sem 0.0466, dir -0.9856, norm 0.0929, swav 0.0000 LR: 2.659e-02 Score 98.337 Data time: 0.2171, Forward time: 2.2622, Backward time: 3.1414, DDP time: 0.0038, Total iter time: 5.6054 [2020-11-08 17:21:31,913][root][INFO] - ===> Epoch[1283](3852/3): Loss -0.8419, Sem 0.0463, dir -0.9850, norm 0.0968, swav 0.0000 LR: 2.657e-02 Score 98.316 Data time: 0.2143, Forward time: 2.2622, Backward time: 3.1412, DDP time: 0.0038, Total iter time: 5.2623 [2020-11-08 17:21:36,858][root][INFO] - ===> Epoch[1284](3853/3): Loss -0.8319, Sem 0.0471, dir -0.9797, norm 0.1007, swav 0.0000 LR: 2.655e-02 Score 98.279 Data time: 0.1440, Forward time: 2.2619, Backward time: 3.1411, DDP time: 0.0038, Total iter time: 4.8165 [2020-11-08 17:21:41,301][root][INFO] - ===> Epoch[1284](3854/3): Loss -0.8467, Sem 0.0446, dir -0.9853, norm 0.0939, swav 0.0000 LR: 2.653e-02 Score 98.383 Data time: 0.2415, Forward time: 2.2617, Backward time: 3.1407, DDP time: 0.0038, Total iter time: 4.3418 [2020-11-08 17:21:48,562][root][INFO] - ===> Epoch[1284](3855/3): Loss -0.8343, Sem 0.0471, dir -0.9823, norm 0.1009, swav 0.0000 LR: 2.651e-02 Score 98.252 Data time: 0.3631, Forward time: 2.2623, Backward time: 3.1407, DDP time: 0.0038, Total iter time: 7.1566 [2020-11-08 17:21:53,691][root][INFO] - ===> Epoch[1285](3856/3): Loss -0.8445, Sem 0.0405, dir -0.9819, norm 0.0969, swav 0.0000 LR: 2.649e-02 Score 98.513 Data time: 0.2326, Forward time: 2.2624, Backward time: 3.1402, DDP time: 0.0038, Total iter time: 4.9887 [2020-11-08 17:21:59,538][root][INFO] - ===> Epoch[1285](3857/3): Loss -0.8421, Sem 0.0452, dir -0.9853, norm 0.0979, swav 0.0000 LR: 2.647e-02 Score 98.333 Data time: 0.2352, Forward time: 2.2626, Backward time: 3.1401, DDP time: 0.0038, Total iter time: 5.7332 [2020-11-08 17:22:05,993][root][INFO] - ===> Epoch[1285](3858/3): Loss -0.8453, Sem 0.0479, dir -0.9849, norm 0.0917, swav 0.0000 LR: 2.645e-02 Score 98.223 Data time: 0.2238, Forward time: 2.2626, Backward time: 3.1403, DDP time: 0.0038, Total iter time: 6.3183 [2020-11-08 17:22:12,051][root][INFO] - ===> Epoch[1286](3859/3): Loss -0.8396, Sem 0.0457, dir -0.9842, norm 0.0988, swav 0.0000 LR: 2.643e-02 Score 98.324 Data time: 0.1549, Forward time: 2.2623, Backward time: 3.1407, DDP time: 0.0038, Total iter time: 5.9361 [2020-11-08 17:22:17,790][root][INFO] - ===> Epoch[1286](3860/3): Loss -0.8383, Sem 0.0450, dir -0.9837, norm 0.1004, swav 0.0000 LR: 2.641e-02 Score 98.364 Data time: 0.2622, Forward time: 2.2626, Backward time: 3.1404, DDP time: 0.0038, Total iter time: 5.6653 [2020-11-08 17:22:25,748][root][INFO] - ===> Epoch[1286](3861/3): Loss -0.8388, Sem 0.0468, dir -0.9820, norm 0.0965, swav 0.0000 LR: 2.639e-02 Score 98.281 Data time: 0.1438, Forward time: 2.2623, Backward time: 3.1416, DDP time: 0.0038, Total iter time: 7.8416 [2020-11-08 17:22:31,367][root][INFO] - ===> Epoch[1287](3862/3): Loss -0.8525, Sem 0.0459, dir -0.9863, norm 0.0879, swav 0.0000 LR: 2.637e-02 Score 98.304 Data time: 0.1838, Forward time: 2.2622, Backward time: 3.1417, DDP time: 0.0038, Total iter time: 5.5433 [2020-11-08 17:22:38,157][root][INFO] - ===> Epoch[1287](3863/3): Loss -0.8328, Sem 0.0447, dir -0.9837, norm 0.1062, swav 0.0000 LR: 2.634e-02 Score 98.375 Data time: 0.2282, Forward time: 2.2622, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 6.7017 [2020-11-08 17:22:43,310][root][INFO] - ===> Epoch[1287](3864/3): Loss -0.8402, Sem 0.0481, dir -0.9843, norm 0.0961, swav 0.0000 LR: 2.632e-02 Score 98.250 Data time: 0.2697, Forward time: 2.2623, Backward time: 3.1417, DDP time: 0.0038, Total iter time: 5.0414 [2020-11-08 17:22:49,053][root][INFO] - ===> Epoch[1288](3865/3): Loss -0.8479, Sem 0.0440, dir -0.9829, norm 0.0909, swav 0.0000 LR: 2.630e-02 Score 98.418 Data time: 0.2757, Forward time: 2.2626, Backward time: 3.1414, DDP time: 0.0038, Total iter time: 5.6371 [2020-11-08 17:22:53,875][root][INFO] - ===> Epoch[1288](3866/3): Loss -0.8572, Sem 0.0431, dir -0.9863, norm 0.0860, swav 0.0000 LR: 2.628e-02 Score 98.401 Data time: 0.1549, Forward time: 2.2624, Backward time: 3.1412, DDP time: 0.0038, Total iter time: 4.7161 [2020-11-08 17:23:01,455][root][INFO] - ===> Epoch[1288](3867/3): Loss -0.8338, Sem 0.0513, dir -0.9835, norm 0.0984, swav 0.0000 LR: 2.626e-02 Score 98.100 Data time: 0.1728, Forward time: 2.2622, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 7.4917 [2020-11-08 17:23:06,766][root][INFO] - ===> Epoch[1289](3868/3): Loss -0.8462, Sem 0.0433, dir -0.9844, norm 0.0950, swav 0.0000 LR: 2.624e-02 Score 98.443 Data time: 0.2226, Forward time: 2.2622, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 5.2128 [2020-11-08 17:23:11,736][root][INFO] - ===> Epoch[1289](3869/3): Loss -0.8452, Sem 0.0438, dir -0.9835, norm 0.0945, swav 0.0000 LR: 2.622e-02 Score 98.402 Data time: 0.2121, Forward time: 2.2623, Backward time: 3.1415, DDP time: 0.0038, Total iter time: 4.8629 [2020-11-08 17:23:17,893][root][INFO] - ===> Epoch[1289](3870/3): Loss -0.8366, Sem 0.0466, dir -0.9831, norm 0.0998, swav 0.0000 LR: 2.620e-02 Score 98.313 Data time: 0.1946, Forward time: 2.2622, Backward time: 3.1417, DDP time: 0.0038, Total iter time: 6.0610 [2020-11-08 17:23:24,287][root][INFO] - ===> Epoch[1290](3871/3): Loss -0.8413, Sem 0.0474, dir -0.9864, norm 0.0977, swav 0.0000 LR: 2.618e-02 Score 98.258 Data time: 0.1962, Forward time: 2.2621, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 6.2944 [2020-11-08 17:23:29,407][root][INFO] - ===> Epoch[1290](3872/3): Loss -0.8359, Sem 0.0466, dir -0.9824, norm 0.0999, swav 0.0000 LR: 2.616e-02 Score 98.305 Data time: 0.1764, Forward time: 2.2619, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.0048 [2020-11-08 17:23:34,788][root][INFO] - ===> Epoch[1290](3873/3): Loss -0.8381, Sem 0.0461, dir -0.9823, norm 0.0981, swav 0.0000 LR: 2.614e-02 Score 98.312 Data time: 0.2307, Forward time: 2.2620, Backward time: 3.1417, DDP time: 0.0038, Total iter time: 5.2960 [2020-11-08 17:23:40,934][root][INFO] - ===> Epoch[1291](3874/3): Loss -0.8347, Sem 0.0466, dir -0.9847, norm 0.1034, swav 0.0000 LR: 2.611e-02 Score 98.291 Data time: 0.2980, Forward time: 2.2624, Backward time: 3.1415, DDP time: 0.0038, Total iter time: 6.0091 [2020-11-08 17:23:45,533][root][INFO] - ===> Epoch[1291](3875/3): Loss -0.8348, Sem 0.0470, dir -0.9813, norm 0.0994, swav 0.0000 LR: 2.609e-02 Score 98.311 Data time: 0.2010, Forward time: 2.2624, Backward time: 3.1410, DDP time: 0.0038, Total iter time: 4.4641 [2020-11-08 17:23:50,570][root][INFO] - ===> Epoch[1291](3876/3): Loss -0.8427, Sem 0.0428, dir -0.9820, norm 0.0965, swav 0.0000 LR: 2.607e-02 Score 98.448 Data time: 0.1878, Forward time: 2.2623, Backward time: 3.1408, DDP time: 0.0038, Total iter time: 4.9326 [2020-11-08 17:23:57,916][root][INFO] - ===> Epoch[1292](3877/3): Loss -0.8501, Sem 0.0441, dir -0.9868, norm 0.0926, swav 0.0000 LR: 2.605e-02 Score 98.377 Data time: 0.3074, Forward time: 2.2624, Backward time: 3.1413, DDP time: 0.0038, Total iter time: 7.2464 [2020-11-08 17:24:03,698][root][INFO] - ===> Epoch[1292](3878/3): Loss -0.8427, Sem 0.0464, dir -0.9830, norm 0.0940, swav 0.0000 LR: 2.603e-02 Score 98.295 Data time: 0.2776, Forward time: 2.2627, Backward time: 3.1410, DDP time: 0.0038, Total iter time: 5.6766 [2020-11-08 17:24:08,952][root][INFO] - ===> Epoch[1292](3879/3): Loss -0.8321, Sem 0.0538, dir -0.9846, norm 0.0987, swav 0.0000 LR: 2.601e-02 Score 98.103 Data time: 0.1848, Forward time: 2.2625, Backward time: 3.1409, DDP time: 0.0038, Total iter time: 5.1415 [2020-11-08 17:24:15,648][root][INFO] - ===> Epoch[1293](3880/3): Loss -0.8298, Sem 0.0475, dir -0.9821, norm 0.1048, swav 0.0000 LR: 2.599e-02 Score 98.262 Data time: 0.2982, Forward time: 2.2629, Backward time: 3.1409, DDP time: 0.0038, Total iter time: 6.6066 [2020-11-08 17:24:21,633][root][INFO] - ===> Epoch[1293](3881/3): Loss -0.8438, Sem 0.0443, dir -0.9825, norm 0.0944, swav 0.0000 LR: 2.597e-02 Score 98.381 Data time: 0.1826, Forward time: 2.2628, Backward time: 3.1410, DDP time: 0.0038, Total iter time: 5.8624 [2020-11-08 17:24:26,524][root][INFO] - ===> Epoch[1293](3882/3): Loss -0.8415, Sem 0.0472, dir -0.9842, norm 0.0954, swav 0.0000 LR: 2.595e-02 Score 98.302 Data time: 0.2149, Forward time: 2.2628, Backward time: 3.1406, DDP time: 0.0038, Total iter time: 4.7685 [2020-11-08 17:24:32,480][root][INFO] - ===> Epoch[1294](3883/3): Loss -0.8418, Sem 0.0492, dir -0.9854, norm 0.0944, swav 0.0000 LR: 2.593e-02 Score 98.285 Data time: 0.1837, Forward time: 2.2627, Backward time: 3.1408, DDP time: 0.0038, Total iter time: 5.8427 [2020-11-08 17:24:37,874][root][INFO] - ===> Epoch[1294](3884/3): Loss -0.8491, Sem 0.0411, dir -0.9837, norm 0.0934, swav 0.0000 LR: 2.591e-02 Score 98.490 Data time: 0.2413, Forward time: 2.2627, Backward time: 3.1406, DDP time: 0.0038, Total iter time: 5.2798 [2020-11-08 17:24:43,400][root][INFO] - ===> Epoch[1294](3885/3): Loss -0.8381, Sem 0.0486, dir -0.9837, norm 0.0970, swav 0.0000 LR: 2.588e-02 Score 98.227 Data time: 0.2660, Forward time: 2.2630, Backward time: 3.1402, DDP time: 0.0038, Total iter time: 5.4180 [2020-11-08 17:24:49,664][root][INFO] - ===> Epoch[1295](3886/3): Loss -0.8365, Sem 0.0471, dir -0.9816, norm 0.0980, swav 0.0000 LR: 2.586e-02 Score 98.273 Data time: 0.2091, Forward time: 2.2630, Backward time: 3.1404, DDP time: 0.0038, Total iter time: 6.1379 [2020-11-08 17:24:56,357][root][INFO] - ===> Epoch[1295](3887/3): Loss -0.8462, Sem 0.0436, dir -0.9837, norm 0.0939, swav 0.0000 LR: 2.584e-02 Score 98.406 Data time: 0.1667, Forward time: 2.2628, Backward time: 3.1409, DDP time: 0.0038, Total iter time: 6.5838 [2020-11-08 17:25:01,425][root][INFO] - ===> Epoch[1295](3888/3): Loss -0.8444, Sem 0.0435, dir -0.9842, norm 0.0963, swav 0.0000 LR: 2.582e-02 Score 98.392 Data time: 0.1977, Forward time: 2.2627, Backward time: 3.1408, DDP time: 0.0038, Total iter time: 4.9838 [2020-11-08 17:25:07,521][root][INFO] - ===> Epoch[1296](3889/3): Loss -0.8489, Sem 0.0467, dir -0.9867, norm 0.0911, swav 0.0000 LR: 2.580e-02 Score 98.252 Data time: 0.2168, Forward time: 2.2627, Backward time: 3.1409, DDP time: 0.0038, Total iter time: 5.9839 [2020-11-08 17:25:14,186][root][INFO] - ===> Epoch[1296](3890/3): Loss -0.8372, Sem 0.0438, dir -0.9832, norm 0.1022, swav 0.0000 LR: 2.578e-02 Score 98.435 Data time: 0.2106, Forward time: 2.2626, Backward time: 3.1413, DDP time: 0.0038, Total iter time: 6.5674 [2020-11-08 17:25:19,964][root][INFO] - ===> Epoch[1296](3891/3): Loss -0.8450, Sem 0.0443, dir -0.9835, norm 0.0942, swav 0.0000 LR: 2.576e-02 Score 98.403 Data time: 0.1929, Forward time: 2.2625, Backward time: 3.1414, DDP time: 0.0038, Total iter time: 5.6735 [2020-11-08 17:25:25,583][root][INFO] - ===> Epoch[1297](3892/3): Loss -0.8433, Sem 0.0443, dir -0.9849, norm 0.0973, swav 0.0000 LR: 2.574e-02 Score 98.355 Data time: 0.1393, Forward time: 2.2622, Backward time: 3.1416, DDP time: 0.0038, Total iter time: 5.5204 [2020-11-08 17:25:31,210][root][INFO] - ===> Epoch[1297](3893/3): Loss -0.8402, Sem 0.0465, dir -0.9827, norm 0.0960, swav 0.0000 LR: 2.572e-02 Score 98.291 Data time: 0.1662, Forward time: 2.2620, Backward time: 3.1418, DDP time: 0.0038, Total iter time: 5.5799 [2020-11-08 17:25:37,187][root][INFO] - ===> Epoch[1297](3894/3): Loss -0.8336, Sem 0.0498, dir -0.9851, norm 0.1016, swav 0.0000 LR: 2.570e-02 Score 98.160 Data time: 0.1733, Forward time: 2.2619, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.8773 [2020-11-08 17:25:43,888][root][INFO] - ===> Epoch[1298](3895/3): Loss -0.8467, Sem 0.0441, dir -0.9848, norm 0.0941, swav 0.0000 LR: 2.568e-02 Score 98.440 Data time: 0.1702, Forward time: 2.2616, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 6.6047 [2020-11-08 17:25:49,789][root][INFO] - ===> Epoch[1298](3896/3): Loss -0.8447, Sem 0.0436, dir -0.9829, norm 0.0946, swav 0.0000 LR: 2.565e-02 Score 98.438 Data time: 0.2758, Forward time: 2.2619, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.8046 [2020-11-08 17:25:54,274][root][INFO] - ===> Epoch[1298](3897/3): Loss -0.8464, Sem 0.0417, dir -0.9848, norm 0.0967, swav 0.0000 LR: 2.563e-02 Score 98.459 Data time: 0.1711, Forward time: 2.2617, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 4.3639 [2020-11-08 17:26:01,584][root][INFO] - ===> Epoch[1299](3898/3): Loss -0.8337, Sem 0.0473, dir -0.9836, norm 0.1026, swav 0.0000 LR: 2.561e-02 Score 98.238 Data time: 0.2325, Forward time: 2.2618, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 7.2064 [2020-11-08 17:26:06,534][root][INFO] - ===> Epoch[1299](3899/3): Loss -0.8473, Sem 0.0451, dir -0.9850, norm 0.0927, swav 0.0000 LR: 2.559e-02 Score 98.356 Data time: 0.2123, Forward time: 2.2617, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 4.8284 [2020-11-08 17:26:12,491][root][INFO] - ===> Epoch[1299](3900/3): Loss -0.8465, Sem 0.0429, dir -0.9838, norm 0.0944, swav 0.0000 LR: 2.557e-02 Score 98.417 Data time: 0.2777, Forward time: 2.2620, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 5.8505 [2020-11-08 17:26:17,463][root][INFO] - ===> Epoch[1300](3901/3): Loss -0.8369, Sem 0.0457, dir -0.9811, norm 0.0985, swav 0.0000 LR: 2.555e-02 Score 98.315 Data time: 0.2179, Forward time: 2.2620, Backward time: 3.1417, DDP time: 0.0038, Total iter time: 4.8432 [2020-11-08 17:26:23,475][root][INFO] - ===> Epoch[1300](3902/3): Loss -0.8384, Sem 0.0493, dir -0.9839, norm 0.0962, swav 0.0000 LR: 2.553e-02 Score 98.216 Data time: 0.2298, Forward time: 2.2621, Backward time: 3.1417, DDP time: 0.0038, Total iter time: 5.8984 [2020-11-08 17:26:29,252][root][INFO] - ===> Epoch[1300](3903/3): Loss -0.8507, Sem 0.0435, dir -0.9866, norm 0.0925, swav 0.0000 LR: 2.551e-02 Score 98.400 Data time: 0.2158, Forward time: 2.2621, Backward time: 3.1417, DDP time: 0.0038, Total iter time: 5.6531 [2020-11-08 17:26:35,547][root][INFO] - ===> Epoch[1301](3904/3): Loss -0.8449, Sem 0.0435, dir -0.9834, norm 0.0950, swav 0.0000 LR: 2.549e-02 Score 98.415 Data time: 0.2194, Forward time: 2.2621, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 6.1787 [2020-11-08 17:26:41,530][root][INFO] - ===> Epoch[1301](3905/3): Loss -0.8340, Sem 0.0464, dir -0.9830, norm 0.1025, swav 0.0000 LR: 2.547e-02 Score 98.311 Data time: 0.1035, Forward time: 2.2616, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.8668 [2020-11-08 17:26:46,604][root][INFO] - ===> Epoch[1301](3906/3): Loss -0.8422, Sem 0.0450, dir -0.9848, norm 0.0975, swav 0.0000 LR: 2.545e-02 Score 98.346 Data time: 0.1232, Forward time: 2.2612, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.0228 [2020-11-08 17:26:52,243][root][INFO] - ===> Epoch[1302](3907/3): Loss -0.8346, Sem 0.0472, dir -0.9812, norm 0.0994, swav 0.0000 LR: 2.542e-02 Score 98.267 Data time: 0.1521, Forward time: 2.2610, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 5.6099 [2020-11-08 17:26:57,060][root][INFO] - ===> Epoch[1302](3908/3): Loss -0.8303, Sem 0.0476, dir -0.9832, norm 0.1054, swav 0.0000 LR: 2.540e-02 Score 98.281 Data time: 0.1875, Forward time: 2.2609, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 4.7268 [2020-11-08 17:27:01,917][root][INFO] - ===> Epoch[1302](3909/3): Loss -0.8406, Sem 0.0465, dir -0.9845, norm 0.0974, swav 0.0000 LR: 2.538e-02 Score 98.294 Data time: 0.1896, Forward time: 2.2608, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 4.7684 [2020-11-08 17:27:07,795][root][INFO] - ===> Epoch[1303](3910/3): Loss -0.8433, Sem 0.0418, dir -0.9847, norm 0.0995, swav 0.0000 LR: 2.536e-02 Score 98.482 Data time: 0.2529, Forward time: 2.2608, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 5.7785 [2020-11-08 17:27:13,228][root][INFO] - ===> Epoch[1303](3911/3): Loss -0.8542, Sem 0.0465, dir -0.9873, norm 0.0865, swav 0.0000 LR: 2.534e-02 Score 98.262 Data time: 0.1607, Forward time: 2.2605, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.3207 [2020-11-08 17:27:18,573][root][INFO] - ===> Epoch[1303](3912/3): Loss -0.8422, Sem 0.0434, dir -0.9840, norm 0.0984, swav 0.0000 LR: 2.532e-02 Score 98.394 Data time: 0.2333, Forward time: 2.2606, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 5.2614 [2020-11-08 17:27:23,406][root][INFO] - ===> Epoch[1304](3913/3): Loss -0.8302, Sem 0.0457, dir -0.9820, norm 0.1060, swav 0.0000 LR: 2.530e-02 Score 98.377 Data time: 0.2146, Forward time: 2.2606, Backward time: 3.1417, DDP time: 0.0038, Total iter time: 4.7051 [2020-11-08 17:27:30,633][root][INFO] - ===> Epoch[1304](3914/3): Loss -0.8505, Sem 0.0439, dir -0.9835, norm 0.0891, swav 0.0000 LR: 2.528e-02 Score 98.364 Data time: 0.2145, Forward time: 2.2606, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 7.0931 [2020-11-08 17:27:35,966][root][INFO] - ===> Epoch[1304](3915/3): Loss -0.8388, Sem 0.0464, dir -0.9837, norm 0.0985, swav 0.0000 LR: 2.526e-02 Score 98.330 Data time: 0.2239, Forward time: 2.2607, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 5.2282 [2020-11-08 17:27:41,519][root][INFO] - ===> Epoch[1305](3916/3): Loss -0.8490, Sem 0.0451, dir -0.9855, norm 0.0913, swav 0.0000 LR: 2.524e-02 Score 98.357 Data time: 0.1386, Forward time: 2.2604, Backward time: 3.1422, DDP time: 0.0038, Total iter time: 5.4310 [2020-11-08 17:27:48,387][root][INFO] - ===> Epoch[1305](3917/3): Loss -0.8389, Sem 0.0467, dir -0.9841, norm 0.0985, swav 0.0000 LR: 2.521e-02 Score 98.306 Data time: 0.2281, Forward time: 2.2604, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 6.7932 [2020-11-08 17:27:53,735][root][INFO] - ===> Epoch[1305](3918/3): Loss -0.8498, Sem 0.0452, dir -0.9842, norm 0.0892, swav 0.0000 LR: 2.519e-02 Score 98.355 Data time: 0.2012, Forward time: 2.2604, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.2243 [2020-11-08 17:27:59,611][root][INFO] - ===> Epoch[1306](3919/3): Loss -0.8297, Sem 0.0511, dir -0.9835, norm 0.1028, swav 0.0000 LR: 2.517e-02 Score 98.111 Data time: 0.1716, Forward time: 2.2603, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.7724 [2020-11-08 17:28:05,440][root][INFO] - ===> Epoch[1306](3920/3): Loss -0.8557, Sem 0.0392, dir -0.9836, norm 0.0887, swav 0.0000 LR: 2.515e-02 Score 98.565 Data time: 0.2198, Forward time: 2.2602, Backward time: 3.1427, DDP time: 0.0038, Total iter time: 5.7392 [2020-11-08 17:28:11,554][root][INFO] - ===> Epoch[1306](3921/3): Loss -0.8407, Sem 0.0451, dir -0.9834, norm 0.0976, swav 0.0000 LR: 2.513e-02 Score 98.345 Data time: 0.1658, Forward time: 2.2599, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 6.0097 [2020-11-08 17:28:18,096][root][INFO] - ===> Epoch[1307](3922/3): Loss -0.8471, Sem 0.0430, dir -0.9866, norm 0.0965, swav 0.0000 LR: 2.511e-02 Score 98.399 Data time: 0.1973, Forward time: 2.2598, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 6.4514 [2020-11-08 17:28:23,130][root][INFO] - ===> Epoch[1307](3923/3): Loss -0.8357, Sem 0.0515, dir -0.9823, norm 0.0951, swav 0.0000 LR: 2.509e-02 Score 98.119 Data time: 0.2005, Forward time: 2.2598, Backward time: 3.1432, DDP time: 0.0038, Total iter time: 4.9160 [2020-11-08 17:28:28,616][root][INFO] - ===> Epoch[1307](3924/3): Loss -0.8422, Sem 0.0425, dir -0.9841, norm 0.0993, swav 0.0000 LR: 2.507e-02 Score 98.464 Data time: 0.2693, Forward time: 2.2600, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 5.3626 [2020-11-08 17:28:33,815][root][INFO] - ===> Epoch[1308](3925/3): Loss -0.8462, Sem 0.0431, dir -0.9840, norm 0.0946, swav 0.0000 LR: 2.505e-02 Score 98.396 Data time: 0.1634, Forward time: 2.2598, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 5.0811 [2020-11-08 17:28:39,919][root][INFO] - ===> Epoch[1308](3926/3): Loss -0.8301, Sem 0.0478, dir -0.9829, norm 0.1049, swav 0.0000 LR: 2.503e-02 Score 98.260 Data time: 0.2016, Forward time: 2.2598, Backward time: 3.1429, DDP time: 0.0038, Total iter time: 6.0060 [2020-11-08 17:28:44,999][root][INFO] - ===> Epoch[1308](3927/3): Loss -0.8480, Sem 0.0424, dir -0.9831, norm 0.0927, swav 0.0000 LR: 2.500e-02 Score 98.437 Data time: 0.2445, Forward time: 2.2599, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 4.9617 [2020-11-08 17:28:50,613][root][INFO] - ===> Epoch[1309](3928/3): Loss -0.8438, Sem 0.0459, dir -0.9848, norm 0.0952, swav 0.0000 LR: 2.498e-02 Score 98.317 Data time: 0.2172, Forward time: 2.2599, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.4864 [2020-11-08 17:28:55,789][root][INFO] - ===> Epoch[1309](3929/3): Loss -0.8496, Sem 0.0441, dir -0.9839, norm 0.0901, swav 0.0000 LR: 2.496e-02 Score 98.377 Data time: 0.2457, Forward time: 2.2601, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.0645 [2020-11-08 17:29:02,055][root][INFO] - ===> Epoch[1309](3930/3): Loss -0.8349, Sem 0.0484, dir -0.9831, norm 0.0998, swav 0.0000 LR: 2.494e-02 Score 98.240 Data time: 0.1496, Forward time: 2.2599, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 6.1308 [2020-11-08 17:29:06,965][root][INFO] - ===> Epoch[1310](3931/3): Loss -0.8514, Sem 0.0429, dir -0.9847, norm 0.0904, swav 0.0000 LR: 2.492e-02 Score 98.446 Data time: 0.2136, Forward time: 2.2598, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 4.8014 [2020-11-08 17:29:12,187][root][INFO] - ===> Epoch[1310](3932/3): Loss -0.8497, Sem 0.0438, dir -0.9856, norm 0.0921, swav 0.0000 LR: 2.490e-02 Score 98.377 Data time: 0.2152, Forward time: 2.2598, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 5.1215 [2020-11-08 17:29:17,803][root][INFO] - ===> Epoch[1310](3933/3): Loss -0.8375, Sem 0.0434, dir -0.9829, norm 0.1020, swav 0.0000 LR: 2.488e-02 Score 98.414 Data time: 0.2072, Forward time: 2.2598, Backward time: 3.1418, DDP time: 0.0038, Total iter time: 5.4948 [2020-11-08 17:29:23,730][root][INFO] - ===> Epoch[1311](3934/3): Loss -0.8393, Sem 0.0476, dir -0.9841, norm 0.0972, swav 0.0000 LR: 2.486e-02 Score 98.257 Data time: 0.1595, Forward time: 2.2596, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 5.7919 [2020-11-08 17:29:29,754][root][INFO] - ===> Epoch[1311](3935/3): Loss -0.8422, Sem 0.0444, dir -0.9843, norm 0.0977, swav 0.0000 LR: 2.484e-02 Score 98.357 Data time: 0.1183, Forward time: 2.2592, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.9444 [2020-11-08 17:29:34,697][root][INFO] - ===> Epoch[1311](3936/3): Loss -0.8422, Sem 0.0470, dir -0.9844, norm 0.0951, swav 0.0000 LR: 2.482e-02 Score 98.296 Data time: 0.1737, Forward time: 2.2590, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 4.8669 [2020-11-08 17:29:40,729][root][INFO] - ===> Epoch[1312](3937/3): Loss -0.8356, Sem 0.0456, dir -0.9829, norm 0.1017, swav 0.0000 LR: 2.479e-02 Score 98.340 Data time: 0.2032, Forward time: 2.2590, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.9234 [2020-11-08 17:29:45,733][root][INFO] - ===> Epoch[1312](3938/3): Loss -0.8471, Sem 0.0442, dir -0.9841, norm 0.0928, swav 0.0000 LR: 2.477e-02 Score 98.367 Data time: 0.1889, Forward time: 2.2589, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 4.8592 [2020-11-08 17:29:51,598][root][INFO] - ===> Epoch[1312](3939/3): Loss -0.8364, Sem 0.0426, dir -0.9843, norm 0.1052, swav 0.0000 LR: 2.475e-02 Score 98.446 Data time: 0.2078, Forward time: 2.2589, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.7518 [2020-11-08 17:29:57,900][root][INFO] - ===> Epoch[1313](3940/3): Loss -0.8457, Sem 0.0457, dir -0.9828, norm 0.0915, swav 0.0000 LR: 2.473e-02 Score 98.302 Data time: 0.2152, Forward time: 2.2589, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 6.1943 [2020-11-08 17:30:03,220][root][INFO] - ===> Epoch[1313](3941/3): Loss -0.8447, Sem 0.0399, dir -0.9826, norm 0.0980, swav 0.0000 LR: 2.471e-02 Score 98.521 Data time: 0.2118, Forward time: 2.2588, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.1919 [2020-11-08 17:30:09,008][root][INFO] - ===> Epoch[1313](3942/3): Loss -0.8507, Sem 0.0451, dir -0.9860, norm 0.0902, swav 0.0000 LR: 2.469e-02 Score 98.340 Data time: 0.2287, Forward time: 2.2589, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.6626 [2020-11-08 17:30:14,786][root][INFO] - ===> Epoch[1314](3943/3): Loss -0.8356, Sem 0.0471, dir -0.9825, norm 0.0999, swav 0.0000 LR: 2.467e-02 Score 98.258 Data time: 0.2731, Forward time: 2.2592, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 5.6594 [2020-11-08 17:30:19,671][root][INFO] - ===> Epoch[1314](3944/3): Loss -0.8364, Sem 0.0452, dir -0.9829, norm 0.1012, swav 0.0000 LR: 2.465e-02 Score 98.381 Data time: 0.1922, Forward time: 2.2591, Backward time: 3.1417, DDP time: 0.0038, Total iter time: 4.7480 [2020-11-08 17:30:25,722][root][INFO] - ===> Epoch[1314](3945/3): Loss -0.8407, Sem 0.0481, dir -0.9846, norm 0.0958, swav 0.0000 LR: 2.463e-02 Score 98.224 Data time: 0.1911, Forward time: 2.2590, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.9447 [2020-11-08 17:30:31,386][root][INFO] - ===> Epoch[1315](3946/3): Loss -0.8589, Sem 0.0389, dir -0.9859, norm 0.0881, swav 0.0000 LR: 2.461e-02 Score 98.565 Data time: 0.2159, Forward time: 2.2590, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 5.5753 [2020-11-08 17:30:36,987][root][INFO] - ===> Epoch[1315](3947/3): Loss -0.8406, Sem 0.0464, dir -0.9846, norm 0.0976, swav 0.0000 LR: 2.458e-02 Score 98.298 Data time: 0.1437, Forward time: 2.2588, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 5.4801 [2020-11-08 17:30:42,936][root][INFO] - ===> Epoch[1315](3948/3): Loss -0.8467, Sem 0.0455, dir -0.9846, norm 0.0924, swav 0.0000 LR: 2.456e-02 Score 98.350 Data time: 0.1909, Forward time: 2.2586, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 5.8628 [2020-11-08 17:30:47,722][root][INFO] - ===> Epoch[1316](3949/3): Loss -0.8337, Sem 0.0480, dir -0.9825, norm 0.1008, swav 0.0000 LR: 2.454e-02 Score 98.230 Data time: 0.1992, Forward time: 2.2586, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 4.6742 [2020-11-08 17:30:54,424][root][INFO] - ===> Epoch[1316](3950/3): Loss -0.8409, Sem 0.0434, dir -0.9826, norm 0.0983, swav 0.0000 LR: 2.452e-02 Score 98.407 Data time: 0.2429, Forward time: 2.2587, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 6.5837 [2020-11-08 17:31:01,054][root][INFO] - ===> Epoch[1316](3951/3): Loss -0.8270, Sem 0.0484, dir -0.9818, norm 0.1064, swav 0.0000 LR: 2.450e-02 Score 98.247 Data time: 0.1933, Forward time: 2.2587, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 6.5048 [2020-11-08 17:31:05,954][root][INFO] - ===> Epoch[1317](3952/3): Loss -0.8476, Sem 0.0447, dir -0.9852, norm 0.0929, swav 0.0000 LR: 2.448e-02 Score 98.360 Data time: 0.1414, Forward time: 2.2584, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 4.7773 [2020-11-08 17:31:11,232][root][INFO] - ===> Epoch[1317](3953/3): Loss -0.8398, Sem 0.0482, dir -0.9843, norm 0.0962, swav 0.0000 LR: 2.446e-02 Score 98.233 Data time: 0.2261, Forward time: 2.2582, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.2020 [2020-11-08 17:31:17,009][root][INFO] - ===> Epoch[1317](3954/3): Loss -0.8496, Sem 0.0431, dir -0.9827, norm 0.0900, swav 0.0000 LR: 2.444e-02 Score 98.400 Data time: 0.2911, Forward time: 2.2585, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 5.6683 [2020-11-08 17:31:23,447][root][INFO] - ===> Epoch[1318](3955/3): Loss -0.8367, Sem 0.0450, dir -0.9851, norm 0.1033, swav 0.0000 LR: 2.442e-02 Score 98.383 Data time: 0.2513, Forward time: 2.2588, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 6.3179 [2020-11-08 17:31:29,018][root][INFO] - ===> Epoch[1318](3956/3): Loss -0.8650, Sem 0.0375, dir -0.9864, norm 0.0839, swav 0.0000 LR: 2.440e-02 Score 98.605 Data time: 0.1863, Forward time: 2.2586, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 5.4505 [2020-11-08 17:31:35,486][root][INFO] - ===> Epoch[1318](3957/3): Loss -0.8341, Sem 0.0466, dir -0.9849, norm 0.1042, swav 0.0000 LR: 2.437e-02 Score 98.316 Data time: 0.2685, Forward time: 2.2589, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 6.3661 [2020-11-08 17:31:43,020][root][INFO] - ===> Epoch[1319](3958/3): Loss -0.8370, Sem 0.0481, dir -0.9827, norm 0.0976, swav 0.0000 LR: 2.435e-02 Score 98.235 Data time: 0.2141, Forward time: 2.2589, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 7.4156 [2020-11-08 17:31:49,649][root][INFO] - ===> Epoch[1319](3959/3): Loss -0.8488, Sem 0.0428, dir -0.9856, norm 0.0940, swav 0.0000 LR: 2.433e-02 Score 98.418 Data time: 0.2248, Forward time: 2.2590, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 6.5195 [2020-11-08 17:31:54,828][root][INFO] - ===> Epoch[1319](3960/3): Loss -0.8354, Sem 0.0443, dir -0.9807, norm 0.1011, swav 0.0000 LR: 2.431e-02 Score 98.369 Data time: 0.2818, Forward time: 2.2591, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.0649 [2020-11-08 17:32:00,532][root][INFO] - ===> Epoch[1320](3961/3): Loss -0.8383, Sem 0.0465, dir -0.9823, norm 0.0975, swav 0.0000 LR: 2.429e-02 Score 98.296 Data time: 0.2310, Forward time: 2.2592, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.5835 [2020-11-08 17:32:06,372][root][INFO] - ===> Epoch[1320](3962/3): Loss -0.8420, Sem 0.0429, dir -0.9840, norm 0.0992, swav 0.0000 LR: 2.427e-02 Score 98.466 Data time: 0.1670, Forward time: 2.2591, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.7210 [2020-11-08 17:32:12,184][root][INFO] - ===> Epoch[1320](3963/3): Loss -0.8334, Sem 0.0513, dir -0.9834, norm 0.0987, swav 0.0000 LR: 2.425e-02 Score 98.121 Data time: 0.1528, Forward time: 2.2587, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 5.7197 [2020-11-08 17:32:18,868][root][INFO] - ===> Epoch[1321](3964/3): Loss -0.8384, Sem 0.0467, dir -0.9842, norm 0.0991, swav 0.0000 LR: 2.423e-02 Score 98.288 Data time: 0.3246, Forward time: 2.2592, Backward time: 3.1429, DDP time: 0.0038, Total iter time: 6.6173 [2020-11-08 17:32:23,968][root][INFO] - ===> Epoch[1321](3965/3): Loss -0.8489, Sem 0.0392, dir -0.9804, norm 0.0923, swav 0.0000 LR: 2.421e-02 Score 98.574 Data time: 0.2198, Forward time: 2.2592, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 4.9696 [2020-11-08 17:32:29,623][root][INFO] - ===> Epoch[1321](3966/3): Loss -0.8430, Sem 0.0430, dir -0.9822, norm 0.0962, swav 0.0000 LR: 2.418e-02 Score 98.395 Data time: 0.1908, Forward time: 2.2591, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.5477 [2020-11-08 17:32:35,355][root][INFO] - ===> Epoch[1322](3967/3): Loss -0.8451, Sem 0.0470, dir -0.9861, norm 0.0940, swav 0.0000 LR: 2.416e-02 Score 98.287 Data time: 0.1979, Forward time: 2.2591, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.6208 [2020-11-08 17:32:40,124][root][INFO] - ===> Epoch[1322](3968/3): Loss -0.8419, Sem 0.0464, dir -0.9854, norm 0.0971, swav 0.0000 LR: 2.414e-02 Score 98.315 Data time: 0.1449, Forward time: 2.2588, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 4.6431 [2020-11-08 17:32:45,298][root][INFO] - ===> Epoch[1322](3969/3): Loss -0.8341, Sem 0.0479, dir -0.9847, norm 0.1026, swav 0.0000 LR: 2.412e-02 Score 98.259 Data time: 0.2049, Forward time: 2.2588, Backward time: 3.1422, DDP time: 0.0038, Total iter time: 5.0931 [2020-11-08 17:32:50,880][root][INFO] - ===> Epoch[1323](3970/3): Loss -0.8502, Sem 0.0400, dir -0.9846, norm 0.0945, swav 0.0000 LR: 2.410e-02 Score 98.517 Data time: 0.2230, Forward time: 2.2589, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 5.4682 [2020-11-08 17:32:56,993][root][INFO] - ===> Epoch[1323](3971/3): Loss -0.8508, Sem 0.0443, dir -0.9830, norm 0.0879, swav 0.0000 LR: 2.408e-02 Score 98.354 Data time: 0.1493, Forward time: 2.2586, Backward time: 3.1425, DDP time: 0.0038, Total iter time: 5.9888 [2020-11-08 17:33:02,392][root][INFO] - ===> Epoch[1323](3972/3): Loss -0.8456, Sem 0.0452, dir -0.9873, norm 0.0965, swav 0.0000 LR: 2.406e-02 Score 98.365 Data time: 0.2065, Forward time: 2.2585, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.3148 [2020-11-08 17:33:08,036][root][INFO] - ===> Epoch[1324](3973/3): Loss -0.8363, Sem 0.0444, dir -0.9816, norm 0.1009, swav 0.0000 LR: 2.404e-02 Score 98.397 Data time: 0.2280, Forward time: 2.2584, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.5269 [2020-11-08 17:33:13,365][root][INFO] - ===> Epoch[1324](3974/3): Loss -0.8453, Sem 0.0455, dir -0.9836, norm 0.0928, swav 0.0000 LR: 2.402e-02 Score 98.328 Data time: 0.2469, Forward time: 2.2586, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.2573 [2020-11-08 17:33:19,841][root][INFO] - ===> Epoch[1324](3975/3): Loss -0.8419, Sem 0.0478, dir -0.9846, norm 0.0949, swav 0.0000 LR: 2.399e-02 Score 98.248 Data time: 0.2450, Forward time: 2.2588, Backward time: 3.1421, DDP time: 0.0038, Total iter time: 6.3556 [2020-11-08 17:33:25,257][root][INFO] - ===> Epoch[1325](3976/3): Loss -0.8548, Sem 0.0465, dir -0.9873, norm 0.0860, swav 0.0000 LR: 2.397e-02 Score 98.276 Data time: 0.2124, Forward time: 2.2588, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.3097 [2020-11-08 17:33:32,250][root][INFO] - ===> Epoch[1325](3977/3): Loss -0.8515, Sem 0.0430, dir -0.9843, norm 0.0898, swav 0.0000 LR: 2.395e-02 Score 98.416 Data time: 0.1240, Forward time: 2.2584, Backward time: 3.1429, DDP time: 0.0038, Total iter time: 6.8963 [2020-11-08 17:33:37,471][root][INFO] - ===> Epoch[1325](3978/3): Loss -0.8419, Sem 0.0435, dir -0.9842, norm 0.0988, swav 0.0000 LR: 2.393e-02 Score 98.387 Data time: 0.1783, Forward time: 2.2583, Backward time: 3.1428, DDP time: 0.0038, Total iter time: 5.1603 [2020-11-08 17:33:42,605][root][INFO] - ===> Epoch[1326](3979/3): Loss -0.8504, Sem 0.0451, dir -0.9844, norm 0.0889, swav 0.0000 LR: 2.391e-02 Score 98.368 Data time: 0.1900, Forward time: 2.2582, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.0203 [2020-11-08 17:33:49,214][root][INFO] - ===> Epoch[1326](3980/3): Loss -0.8415, Sem 0.0442, dir -0.9841, norm 0.0984, swav 0.0000 LR: 2.389e-02 Score 98.391 Data time: 0.2061, Forward time: 2.2581, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 6.5215 [2020-11-08 17:33:56,415][root][INFO] - ===> Epoch[1326](3981/3): Loss -0.8393, Sem 0.0453, dir -0.9840, norm 0.0994, swav 0.0000 LR: 2.387e-02 Score 98.317 Data time: 0.1807, Forward time: 2.2580, Backward time: 3.1436, DDP time: 0.0038, Total iter time: 7.0518 [2020-11-08 17:34:01,835][root][INFO] - ===> Epoch[1327](3982/3): Loss -0.8381, Sem 0.0456, dir -0.9829, norm 0.0993, swav 0.0000 LR: 2.385e-02 Score 98.308 Data time: 0.2303, Forward time: 2.2581, Backward time: 3.1434, DDP time: 0.0038, Total iter time: 5.3247 [2020-11-08 17:34:06,494][root][INFO] - ===> Epoch[1327](3983/3): Loss -0.8315, Sem 0.0544, dir -0.9833, norm 0.0973, swav 0.0000 LR: 2.383e-02 Score 98.031 Data time: 0.2310, Forward time: 2.2581, Backward time: 3.1429, DDP time: 0.0038, Total iter time: 4.5241 [2020-11-08 17:34:11,862][root][INFO] - ===> Epoch[1327](3984/3): Loss -0.8484, Sem 0.0441, dir -0.9840, norm 0.0915, swav 0.0000 LR: 2.381e-02 Score 98.377 Data time: 0.2333, Forward time: 2.2582, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.2692 [2020-11-08 17:34:17,309][root][INFO] - ===> Epoch[1328](3985/3): Loss -0.8386, Sem 0.0467, dir -0.9853, norm 0.1001, swav 0.0000 LR: 2.378e-02 Score 98.290 Data time: 0.2307, Forward time: 2.2583, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 5.3243 [2020-11-08 17:34:21,979][root][INFO] - ===> Epoch[1328](3986/3): Loss -0.8442, Sem 0.0444, dir -0.9844, norm 0.0959, swav 0.0000 LR: 2.376e-02 Score 98.387 Data time: 0.2066, Forward time: 2.2583, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 4.5685 [2020-11-08 17:34:28,674][root][INFO] - ===> Epoch[1328](3987/3): Loss -0.8408, Sem 0.0430, dir -0.9823, norm 0.0985, swav 0.0000 LR: 2.374e-02 Score 98.448 Data time: 0.2257, Forward time: 2.2583, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 6.5878 [2020-11-08 17:34:35,141][root][INFO] - ===> Epoch[1329](3988/3): Loss -0.8419, Sem 0.0484, dir -0.9848, norm 0.0946, swav 0.0000 LR: 2.372e-02 Score 98.249 Data time: 0.3005, Forward time: 2.2587, Backward time: 3.1422, DDP time: 0.0038, Total iter time: 6.3608 [2020-11-08 17:34:40,578][root][INFO] - ===> Epoch[1329](3989/3): Loss -0.8459, Sem 0.0446, dir -0.9846, norm 0.0941, swav 0.0000 LR: 2.370e-02 Score 98.377 Data time: 0.2145, Forward time: 2.2587, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.3111 [2020-11-08 17:34:45,806][root][INFO] - ===> Epoch[1329](3990/3): Loss -0.8380, Sem 0.0463, dir -0.9841, norm 0.0998, swav 0.0000 LR: 2.368e-02 Score 98.320 Data time: 0.2140, Forward time: 2.2587, Backward time: 3.1418, DDP time: 0.0038, Total iter time: 5.1130 [2020-11-08 17:34:51,884][root][INFO] - ===> Epoch[1330](3991/3): Loss -0.8306, Sem 0.0538, dir -0.9845, norm 0.1001, swav 0.0000 LR: 2.366e-02 Score 98.286 Data time: 0.1860, Forward time: 2.2586, Backward time: 3.1420, DDP time: 0.0038, Total iter time: 5.9562 [2020-11-08 17:34:58,465][root][INFO] - ===> Epoch[1330](3992/3): Loss -0.8477, Sem 0.0493, dir -0.9834, norm 0.0864, swav 0.0000 LR: 2.364e-02 Score 98.224 Data time: 0.1826, Forward time: 2.2585, Backward time: 3.1424, DDP time: 0.0038, Total iter time: 6.4505 [2020-11-08 17:35:05,187][root][INFO] - ===> Epoch[1330](3993/3): Loss -0.8353, Sem 0.0477, dir -0.9825, norm 0.0996, swav 0.0000 LR: 2.361e-02 Score 98.292 Data time: 0.1418, Forward time: 2.2582, Backward time: 3.1431, DDP time: 0.0038, Total iter time: 6.6290 [2020-11-08 17:35:10,046][root][INFO] - ===> Epoch[1331](3994/3): Loss -0.8477, Sem 0.0437, dir -0.9840, norm 0.0926, swav 0.0000 LR: 2.359e-02 Score 98.384 Data time: 0.1939, Forward time: 2.2580, Backward time: 3.1430, DDP time: 0.0038, Total iter time: 4.7705 [2020-11-08 17:35:15,432][root][INFO] - ===> Epoch[1331](3995/3): Loss -0.8404, Sem 0.0452, dir -0.9850, norm 0.0994, swav 0.0000 LR: 2.357e-02 Score 98.340 Data time: 0.2718, Forward time: 2.2582, Backward time: 3.1426, DDP time: 0.0038, Total iter time: 5.3054 [2020-11-08 17:35:21,191][root][INFO] - ===> Epoch[1331](3996/3): Loss -0.8360, Sem 0.0541, dir -0.9843, norm 0.0942, swav 0.0000 LR: 2.355e-02 Score 98.080 Data time: 0.2967, Forward time: 2.2584, Backward time: 3.1423, DDP time: 0.0038, Total iter time: 5.6313 [2020-11-08 17:35:26,647][root][INFO] - ===> Epoch[1332](3997/3): Loss -0.8486, Sem 0.0443, dir -0.9856, norm 0.0927, swav 0.0000 LR: 2.353e-02 Score 98.387 Data time: 0.1999, Forward time: 2.2584, Backward time: 3.1422, DDP time: 0.0038, Total iter time: 5.3324 [2020-11-08 17:35:31,505][root][INFO] - ===> Epoch[1332](3998/3): Loss -0.8427, Sem 0.0390, dir -0.9832, norm 0.1015, swav 0.0000 LR: 2.351e-02 Score 98.568 Data time: 0.2012, Forward time: 2.2583, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 4.7252 [2020-11-08 17:35:37,313][root][INFO] - ===> Epoch[1332](3999/3): Loss -0.8352, Sem 0.0483, dir -0.9822, norm 0.0987, swav 0.0000 LR: 2.349e-02 Score 98.225 Data time: 0.2125, Forward time: 2.2583, Backward time: 3.1419, DDP time: 0.0038, Total iter time: 5.7111 [2020-11-08 17:35:42,334][root][INFO] - ===> Epoch[1333](4000/3): Loss -0.8432, Sem 0.0511, dir -0.9844, norm 0.0901, swav 0.0000 LR: 2.347e-02 Score 98.233 Data time: 0.2290, Forward time: 2.2584, Backward time: 3.1415, DDP time: 0.0038, Total iter time: 4.8872 [2020-11-08 17:35:43,087][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 17:35:43,287][root][INFO] - ===> Start testing [2020-11-08 17:37:10,950][root][INFO] - 101/312: Data time: 0.0067, Iter time: 0.3865 Loss 1.087 (AVG: 1.173) Score 88.567 (AVG: 83.852) mIOU 59.568 mAP 67.513 mAcc 68.688 IOU: 77.627 95.496 34.104 71.774 88.789 80.210 58.590 51.167 42.252 73.624 27.383 53.998 37.400 60.975 29.298 59.487 83.859 52.449 86.901 25.983 mAP: 77.477 95.230 49.122 72.920 86.632 82.519 67.067 60.065 54.280 55.743 42.734 60.539 52.997 63.562 49.861 79.551 93.617 75.772 77.987 52.579 mAcc: 94.312 99.086 43.345 76.417 96.231 89.139 72.616 61.597 52.269 77.393 34.427 61.511 69.460 71.545 33.403 67.832 92.781 59.120 89.649 31.627 [2020-11-08 17:38:40,826][root][INFO] - 201/312: Data time: 0.0073, Iter time: 0.2116 Loss 1.110 (AVG: 1.101) Score 83.435 (AVG: 84.441) mIOU 58.931 mAP 66.688 mAcc 68.601 IOU: 78.322 95.664 43.029 70.081 87.730 79.753 61.242 47.791 46.598 73.841 23.001 57.501 42.228 58.127 24.014 56.996 74.702 43.920 86.192 27.881 mAP: 75.555 95.064 53.679 70.051 86.797 78.600 64.733 56.537 59.271 63.501 37.939 52.343 55.477 61.713 40.084 84.223 93.081 73.292 80.811 51.009 mAcc: 94.366 98.998 51.847 76.622 95.693 87.125 74.477 59.556 55.122 78.152 31.035 65.674 73.930 67.226 28.490 65.745 92.931 51.073 90.761 33.188 [2020-11-08 17:40:16,825][root][INFO] - 301/312: Data time: 0.0083, Iter time: 0.3549 Loss 0.389 (AVG: 1.114) Score 90.080 (AVG: 84.194) mIOU 58.695 mAP 66.794 mAcc 68.887 IOU: 78.266 95.684 47.018 67.635 87.284 80.307 62.299 48.994 44.090 74.669 22.879 56.403 44.534 52.449 32.673 49.178 73.361 43.467 86.308 26.391 mAP: 76.898 95.019 55.089 68.070 87.036 81.266 65.217 59.352 56.453 59.717 40.215 52.662 58.110 59.160 40.972 82.889 92.027 73.168 81.007 51.554 mAcc: 94.549 98.950 58.747 75.017 94.557 88.552 74.771 59.695 53.312 80.319 31.396 66.437 76.553 62.385 39.119 59.839 92.480 49.777 90.356 30.936 [2020-11-08 17:40:26,445][root][INFO] - 312/312: Data time: 0.0025, Iter time: 0.1760 Loss 0.312 (AVG: 1.107) Score 93.454 (AVG: 84.263) mIOU 58.923 mAP 67.072 mAcc 69.050 IOU: 78.286 95.626 47.478 68.083 87.437 80.343 62.602 48.846 44.094 74.790 22.791 55.849 44.661 53.935 33.771 49.838 73.700 44.105 86.047 26.181 mAP: 76.870 94.900 55.741 68.701 87.067 81.112 65.559 59.811 56.707 59.672 40.007 53.153 58.164 59.932 42.108 83.281 92.135 73.789 81.480 51.260 mAcc: 94.585 98.946 59.182 75.161 94.612 88.534 74.817 59.627 53.112 80.647 31.207 65.361 76.723 64.050 39.907 60.376 92.554 50.885 89.959 30.760 [2020-11-08 17:40:26,447][root][INFO] - Finished test. Elapsed time: 283.1581 [2020-11-08 17:40:37,385][root][INFO] - [2020-11-08 17:40:37,385][root][INFO] - ################################################################ [2020-11-08 17:40:37,385][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 17:40:37,385][root][INFO] - ################################################################ [2020-11-08 17:40:37,385][root][INFO] - cabinet : 0.142 0.294 0.537 [2020-11-08 17:40:37,385][root][INFO] - bed : 0.335 0.645 0.761 [2020-11-08 17:40:37,385][root][INFO] - chair : 0.706 0.855 0.911 [2020-11-08 17:40:37,385][root][INFO] - sofa : 0.399 0.648 0.839 [2020-11-08 17:40:37,386][root][INFO] - table : 0.391 0.572 0.685 [2020-11-08 17:40:37,386][root][INFO] - door : 0.182 0.337 0.449 [2020-11-08 17:40:37,386][root][INFO] - window : 0.084 0.195 0.390 [2020-11-08 17:40:37,386][root][INFO] - bookshelf : 0.152 0.453 0.692 [2020-11-08 17:40:37,386][root][INFO] - picture : 0.090 0.166 0.279 [2020-11-08 17:40:37,386][root][INFO] - counter : 0.033 0.126 0.520 [2020-11-08 17:40:37,386][root][INFO] - desk : 0.038 0.144 0.479 [2020-11-08 17:40:37,386][root][INFO] - curtain : 0.123 0.247 0.413 [2020-11-08 17:40:37,386][root][INFO] - refrigerator : 0.216 0.291 0.327 [2020-11-08 17:40:37,386][root][INFO] - shower curtain : 0.321 0.595 0.596 [2020-11-08 17:40:37,386][root][INFO] - toilet : 0.747 0.892 0.948 [2020-11-08 17:40:37,386][root][INFO] - sink : 0.167 0.412 0.660 [2020-11-08 17:40:37,386][root][INFO] - bathtub : 0.623 0.768 0.863 [2020-11-08 17:40:37,386][root][INFO] - otherfurniture : 0.225 0.338 0.467 [2020-11-08 17:40:37,386][root][INFO] - ---------------------------------------------------------------- [2020-11-08 17:40:37,386][root][INFO] - average : 0.276 0.443 0.601 [2020-11-08 17:40:37,386][root][INFO] - [2020-11-08 17:40:37,575][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 17:40:37,576][root][INFO] - Current best mIoU: 58.953 at iter 3000 [2020-11-08 17:40:41,163][root][INFO] - ===> Epoch[1333](4001/3): Loss -0.8437, Sem 0.0458, dir -0.9823, norm 0.0928, swav 0.0000 LR: 2.345e-02 Score 98.313 Data time: 0.1778, Forward time: 2.2582, Backward time: 3.1409, DDP time: 0.0038, Total iter time: 3.5813 [2020-11-08 17:40:47,911][root][INFO] - ===> Epoch[1333](4002/3): Loss -0.8402, Sem 0.0487, dir -0.9857, norm 0.0968, swav 0.0000 LR: 2.342e-02 Score 98.216 Data time: 0.3232, Forward time: 2.2586, Backward time: 3.1409, DDP time: 0.0038, Total iter time: 6.6394 [2020-11-08 17:40:54,482][root][INFO] - ===> Epoch[1334](4003/3): Loss -0.8446, Sem 0.0415, dir -0.9829, norm 0.0968, swav 0.0000 LR: 2.340e-02 Score 98.487 Data time: 0.2044, Forward time: 2.2586, Backward time: 3.1412, DDP time: 0.0038, Total iter time: 6.4308 [2020-11-08 17:41:00,687][root][INFO] - ===> Epoch[1334](4004/3): Loss -0.8328, Sem 0.0491, dir -0.9832, norm 0.1013, swav 0.0000 LR: 2.338e-02 Score 98.207 Data time: 0.2115, Forward time: 2.2586, Backward time: 3.1412, DDP time: 0.0038, Total iter time: 6.0641 [2020-11-08 17:41:05,041][root][INFO] - ===> Epoch[1334](4005/3): Loss -0.8408, Sem 0.0495, dir -0.9852, norm 0.0948, swav 0.0000 LR: 2.336e-02 Score 98.232 Data time: 0.2025, Forward time: 2.2585, Backward time: 3.1408, DDP time: 0.0038, Total iter time: 4.2316 [2020-11-08 17:41:11,141][root][INFO] - ===> Epoch[1335](4006/3): Loss -0.8421, Sem 0.0439, dir -0.9860, norm 0.1000, swav 0.0000 LR: 2.334e-02 Score 98.392 Data time: 0.3091, Forward time: 2.2589, Backward time: 3.1406, DDP time: 0.0038, Total iter time: 5.9897 [2020-11-08 17:41:16,790][root][INFO] - ===> Epoch[1335](4007/3): Loss -0.8418, Sem 0.0475, dir -0.9833, norm 0.0940, swav 0.0000 LR: 2.332e-02 Score 98.266 Data time: 0.2054, Forward time: 2.2589, Backward time: 3.1405, DDP time: 0.0038, Total iter time: 5.5388 [2020-11-08 17:41:21,652][root][INFO] - ===> Epoch[1335](4008/3): Loss -0.8526, Sem 0.0407, dir -0.9824, norm 0.0891, swav 0.0000 LR: 2.330e-02 Score 98.476 Data time: 0.2364, Forward time: 2.2590, Backward time: 3.1400, DDP time: 0.0038, Total iter time: 4.7513 [2020-11-08 17:41:27,103][root][INFO] - ===> Epoch[1336](4009/3): Loss -0.8418, Sem 0.0410, dir -0.9820, norm 0.0992, swav 0.0000 LR: 2.328e-02 Score 98.507 Data time: 0.2648, Forward time: 2.2592, Backward time: 3.1397, DDP time: 0.0038, Total iter time: 5.3354 [2020-11-08 17:41:33,620][root][INFO] - ===> Epoch[1336](4010/3): Loss -0.8436, Sem 0.0490, dir -0.9857, norm 0.0931, swav 0.0000 LR: 2.326e-02 Score 98.196 Data time: 0.1865, Forward time: 2.2591, Backward time: 3.1400, DDP time: 0.0038, Total iter time: 6.4053 [2020-11-08 17:41:38,618][root][INFO] - ===> Epoch[1336](4011/3): Loss -0.8487, Sem 0.0422, dir -0.9831, norm 0.0922, swav 0.0000 LR: 2.323e-02 Score 98.467 Data time: 0.2494, Forward time: 2.2592, Backward time: 3.1396, DDP time: 0.0038, Total iter time: 4.8664 [2020-11-08 17:41:44,488][root][INFO] - ===> Epoch[1337](4012/3): Loss -0.8521, Sem 0.0428, dir -0.9867, norm 0.0917, swav 0.0000 LR: 2.321e-02 Score 98.395 Data time: 0.1957, Forward time: 2.2592, Backward time: 3.1396, DDP time: 0.0038, Total iter time: 5.7452 [2020-11-08 17:41:52,473][root][INFO] - ===> Epoch[1337](4013/3): Loss -0.8351, Sem 0.0488, dir -0.9834, norm 0.0995, swav 0.0000 LR: 2.319e-02 Score 98.216 Data time: 0.3979, Forward time: 2.2599, Backward time: 3.1398, DDP time: 0.0038, Total iter time: 7.8661 [2020-11-08 17:41:58,930][root][INFO] - ===> Epoch[1337](4014/3): Loss -0.8454, Sem 0.0429, dir -0.9828, norm 0.0945, swav 0.0000 LR: 2.317e-02 Score 98.432 Data time: 0.3461, Forward time: 2.2603, Backward time: 3.1396, DDP time: 0.0038, Total iter time: 6.3409 [2020-11-08 17:42:05,768][root][INFO] - ===> Epoch[1338](4015/3): Loss -0.8485, Sem 0.0421, dir -0.9843, norm 0.0937, swav 0.0000 LR: 2.315e-02 Score 98.459 Data time: 0.2245, Forward time: 2.2603, Backward time: 3.1400, DDP time: 0.0038, Total iter time: 6.6970 [2020-11-08 17:42:10,796][root][INFO] - ===> Epoch[1338](4016/3): Loss -0.8491, Sem 0.0416, dir -0.9840, norm 0.0933, swav 0.0000 LR: 2.313e-02 Score 98.515 Data time: 0.2281, Forward time: 2.2604, Backward time: 3.1396, DDP time: 0.0038, Total iter time: 4.9231 [2020-11-08 17:42:16,619][root][INFO] - ===> Epoch[1338](4017/3): Loss -0.8392, Sem 0.0482, dir -0.9845, norm 0.0970, swav 0.0000 LR: 2.311e-02 Score 98.213 Data time: 0.1858, Forward time: 2.2603, Backward time: 3.1397, DDP time: 0.0038, Total iter time: 5.7151 [2020-11-08 17:42:22,209][root][INFO] - ===> Epoch[1339](4018/3): Loss -0.8416, Sem 0.0426, dir -0.9834, norm 0.0992, swav 0.0000 LR: 2.309e-02 Score 98.429 Data time: 0.1553, Forward time: 2.2601, Backward time: 3.1398, DDP time: 0.0038, Total iter time: 5.4845 [2020-11-08 17:42:28,243][root][INFO] - ===> Epoch[1339](4019/3): Loss -0.8369, Sem 0.0471, dir -0.9842, norm 0.1002, swav 0.0000 LR: 2.306e-02 Score 98.309 Data time: 0.1364, Forward time: 2.2598, Backward time: 3.1402, DDP time: 0.0038, Total iter time: 5.9473 [2020-11-08 17:42:33,915][root][INFO] - ===> Epoch[1339](4020/3): Loss -0.8377, Sem 0.0479, dir -0.9843, norm 0.0987, swav 0.0000 LR: 2.304e-02 Score 98.243 Data time: 0.1815, Forward time: 2.2597, Backward time: 3.1403, DDP time: 0.0038, Total iter time: 5.6024 [2020-11-08 17:42:38,912][root][INFO] - ===> Epoch[1340](4021/3): Loss -0.8451, Sem 0.0441, dir -0.9839, norm 0.0946, swav 0.0000 LR: 2.302e-02 Score 98.378 Data time: 0.2821, Forward time: 2.2598, Backward time: 3.1399, DDP time: 0.0038, Total iter time: 4.9082 [2020-11-08 17:42:45,317][root][INFO] - ===> Epoch[1340](4022/3): Loss -0.8396, Sem 0.0413, dir -0.9819, norm 0.1010, swav 0.0000 LR: 2.300e-02 Score 98.478 Data time: 0.2228, Forward time: 2.2599, Backward time: 3.1400, DDP time: 0.0038, Total iter time: 6.2950 [2020-11-08 17:42:50,735][root][INFO] - ===> Epoch[1340](4023/3): Loss -0.8370, Sem 0.0491, dir -0.9852, norm 0.0991, swav 0.0000 LR: 2.298e-02 Score 98.173 Data time: 0.2022, Forward time: 2.2598, Backward time: 3.1399, DDP time: 0.0038, Total iter time: 5.2799 [2020-11-08 17:42:56,507][root][INFO] - ===> Epoch[1341](4024/3): Loss -0.8471, Sem 0.0469, dir -0.9844, norm 0.0904, swav 0.0000 LR: 2.296e-02 Score 98.289 Data time: 0.2364, Forward time: 2.2598, Backward time: 3.1399, DDP time: 0.0038, Total iter time: 5.6621 [2020-11-08 17:43:02,716][root][INFO] - ===> Epoch[1341](4025/3): Loss -0.8422, Sem 0.0412, dir -0.9830, norm 0.0997, swav 0.0000 LR: 2.294e-02 Score 98.500 Data time: 0.2461, Forward time: 2.2600, Backward time: 3.1398, DDP time: 0.0038, Total iter time: 6.0968 [2020-11-08 17:43:07,651][root][INFO] - ===> Epoch[1341](4026/3): Loss -0.8444, Sem 0.0452, dir -0.9857, norm 0.0961, swav 0.0000 LR: 2.292e-02 Score 98.318 Data time: 0.1416, Forward time: 2.2597, Backward time: 3.1398, DDP time: 0.0038, Total iter time: 4.8014 [2020-11-08 17:43:12,976][root][INFO] - ===> Epoch[1342](4027/3): Loss -0.8396, Sem 0.0486, dir -0.9833, norm 0.0951, swav 0.0000 LR: 2.290e-02 Score 98.224 Data time: 0.2588, Forward time: 2.2599, Backward time: 3.1395, DDP time: 0.0038, Total iter time: 5.2336 [2020-11-08 17:43:18,783][root][INFO] - ===> Epoch[1342](4028/3): Loss -0.8446, Sem 0.0400, dir -0.9840, norm 0.0995, swav 0.0000 LR: 2.287e-02 Score 98.534 Data time: 0.2594, Forward time: 2.2600, Backward time: 3.1394, DDP time: 0.0038, Total iter time: 5.6763 [2020-11-08 17:43:24,863][root][INFO] - ===> Epoch[1342](4029/3): Loss -0.8443, Sem 0.0452, dir -0.9839, norm 0.0944, swav 0.0000 LR: 2.285e-02 Score 98.328 Data time: 0.3024, Forward time: 2.2603, Backward time: 3.1391, DDP time: 0.0038, Total iter time: 5.9749 [2020-11-08 17:43:31,464][root][INFO] - ===> Epoch[1343](4030/3): Loss -0.8417, Sem 0.0448, dir -0.9845, norm 0.0980, swav 0.0000 LR: 2.283e-02 Score 98.377 Data time: 0.2277, Forward time: 2.2604, Backward time: 3.1394, DDP time: 0.0038, Total iter time: 6.4654 [2020-11-08 17:43:38,354][root][INFO] - ===> Epoch[1343](4031/3): Loss -0.8397, Sem 0.0459, dir -0.9833, norm 0.0977, swav 0.0000 LR: 2.281e-02 Score 98.303 Data time: 0.1988, Forward time: 2.2603, Backward time: 3.1398, DDP time: 0.0038, Total iter time: 6.7759 [2020-11-08 17:43:43,731][root][INFO] - ===> Epoch[1343](4032/3): Loss -0.8425, Sem 0.0476, dir -0.9860, norm 0.0959, swav 0.0000 LR: 2.279e-02 Score 98.244 Data time: 0.2033, Forward time: 2.2602, Backward time: 3.1398, DDP time: 0.0038, Total iter time: 5.2859 [2020-11-08 17:43:49,063][root][INFO] - ===> Epoch[1344](4033/3): Loss -0.8491, Sem 0.0418, dir -0.9837, norm 0.0928, swav 0.0000 LR: 2.277e-02 Score 98.472 Data time: 0.1792, Forward time: 2.2600, Backward time: 3.1398, DDP time: 0.0038, Total iter time: 5.2374 [2020-11-08 17:43:55,679][root][INFO] - ===> Epoch[1344](4034/3): Loss -0.8395, Sem 0.0455, dir -0.9859, norm 0.1009, swav 0.0000 LR: 2.275e-02 Score 98.318 Data time: 0.1899, Forward time: 2.2598, Backward time: 3.1403, DDP time: 0.0038, Total iter time: 6.5014 [2020-11-08 17:44:01,561][root][INFO] - ===> Epoch[1344](4035/3): Loss -0.8436, Sem 0.0443, dir -0.9818, norm 0.0939, swav 0.0000 LR: 2.273e-02 Score 98.364 Data time: 0.2321, Forward time: 2.2600, Backward time: 3.1402, DDP time: 0.0038, Total iter time: 5.8049 [2020-11-08 17:44:07,378][root][INFO] - ===> Epoch[1345](4036/3): Loss -0.8327, Sem 0.0467, dir -0.9823, norm 0.1029, swav 0.0000 LR: 2.270e-02 Score 98.277 Data time: 0.1849, Forward time: 2.2599, Backward time: 3.1403, DDP time: 0.0038, Total iter time: 5.6809 [2020-11-08 17:44:13,732][root][INFO] - ===> Epoch[1345](4037/3): Loss -0.8466, Sem 0.0428, dir -0.9841, norm 0.0948, swav 0.0000 LR: 2.268e-02 Score 98.431 Data time: 0.1990, Forward time: 2.2598, Backward time: 3.1406, DDP time: 0.0038, Total iter time: 6.2578 [2020-11-08 17:44:18,986][root][INFO] - ===> Epoch[1345](4038/3): Loss -0.8375, Sem 0.0467, dir -0.9848, norm 0.1006, swav 0.0000 LR: 2.266e-02 Score 98.297 Data time: 0.2177, Forward time: 2.2598, Backward time: 3.1403, DDP time: 0.0038, Total iter time: 5.1510 [2020-11-08 17:44:24,350][root][INFO] - ===> Epoch[1346](4039/3): Loss -0.8414, Sem 0.0461, dir -0.9847, norm 0.0972, swav 0.0000 LR: 2.264e-02 Score 98.295 Data time: 0.2081, Forward time: 2.2598, Backward time: 3.1402, DDP time: 0.0038, Total iter time: 5.2440 [2020-11-08 17:44:30,215][root][INFO] - ===> Epoch[1346](4040/3): Loss -0.8472, Sem 0.0435, dir -0.9820, norm 0.0913, swav 0.0000 LR: 2.262e-02 Score 98.431 Data time: 0.2359, Forward time: 2.2599, Backward time: 3.1401, DDP time: 0.0038, Total iter time: 5.7575 [2020-11-08 17:44:35,125][root][INFO] - ===> Epoch[1346](4041/3): Loss -0.8458, Sem 0.0439, dir -0.9850, norm 0.0953, swav 0.0000 LR: 2.260e-02 Score 98.409 Data time: 0.2085, Forward time: 2.2598, Backward time: 3.1398, DDP time: 0.0038, Total iter time: 4.7939 [2020-11-08 17:44:41,140][root][INFO] - ===> Epoch[1347](4042/3): Loss -0.8439, Sem 0.0436, dir -0.9829, norm 0.0954, swav 0.0000 LR: 2.258e-02 Score 98.389 Data time: 0.2226, Forward time: 2.2599, Backward time: 3.1398, DDP time: 0.0038, Total iter time: 5.9139 [2020-11-08 17:44:47,383][root][INFO] - ===> Epoch[1347](4043/3): Loss -0.8406, Sem 0.0484, dir -0.9847, norm 0.0957, swav 0.0000 LR: 2.256e-02 Score 98.230 Data time: 0.2183, Forward time: 2.2599, Backward time: 3.1400, DDP time: 0.0038, Total iter time: 6.1087 [2020-11-08 17:44:52,887][root][INFO] - ===> Epoch[1347](4044/3): Loss -0.8373, Sem 0.0469, dir -0.9803, norm 0.0961, swav 0.0000 LR: 2.253e-02 Score 98.284 Data time: 0.1843, Forward time: 2.2598, Backward time: 3.1399, DDP time: 0.0038, Total iter time: 5.3937 [2020-11-08 17:44:59,618][root][INFO] - ===> Epoch[1348](4045/3): Loss -0.8462, Sem 0.0441, dir -0.9848, norm 0.0945, swav 0.0000 LR: 2.251e-02 Score 98.391 Data time: 0.1842, Forward time: 2.2597, Backward time: 3.1404, DDP time: 0.0038, Total iter time: 6.6342 [2020-11-08 17:45:05,309][root][INFO] - ===> Epoch[1348](4046/3): Loss -0.8411, Sem 0.0474, dir -0.9825, norm 0.0940, swav 0.0000 LR: 2.249e-02 Score 98.275 Data time: 0.2046, Forward time: 2.2596, Backward time: 3.1405, DDP time: 0.0038, Total iter time: 5.5858 [2020-11-08 17:45:10,494][root][INFO] - ===> Epoch[1348](4047/3): Loss -0.8391, Sem 0.0444, dir -0.9839, norm 0.1004, swav 0.0000 LR: 2.247e-02 Score 98.389 Data time: 0.2735, Forward time: 2.2597, Backward time: 3.1401, DDP time: 0.0038, Total iter time: 5.0761 [2020-11-08 17:45:16,387][root][INFO] - ===> Epoch[1349](4048/3): Loss -0.8503, Sem 0.0431, dir -0.9860, norm 0.0926, swav 0.0000 LR: 2.245e-02 Score 98.412 Data time: 0.2737, Forward time: 2.2600, Backward time: 3.1398, DDP time: 0.0038, Total iter time: 5.7732 [2020-11-08 17:45:23,103][root][INFO] - ===> Epoch[1349](4049/3): Loss -0.8489, Sem 0.0415, dir -0.9834, norm 0.0930, swav 0.0000 LR: 2.243e-02 Score 98.453 Data time: 0.2593, Forward time: 2.2601, Backward time: 3.1401, DDP time: 0.0038, Total iter time: 6.6074 [2020-11-08 17:45:30,048][root][INFO] - ===> Epoch[1349](4050/3): Loss -0.8381, Sem 0.0468, dir -0.9835, norm 0.0986, swav 0.0000 LR: 2.241e-02 Score 98.274 Data time: 0.3509, Forward time: 2.2606, Backward time: 3.1400, DDP time: 0.0038, Total iter time: 6.8089 [2020-11-08 17:45:35,060][root][INFO] - ===> Epoch[1350](4051/3): Loss -0.8437, Sem 0.0481, dir -0.9850, norm 0.0932, swav 0.0000 LR: 2.239e-02 Score 98.241 Data time: 0.2336, Forward time: 2.2607, Backward time: 3.1396, DDP time: 0.0038, Total iter time: 4.8641 [2020-11-08 17:45:39,475][root][INFO] - ===> Epoch[1350](4052/3): Loss -0.8452, Sem 0.0439, dir -0.9833, norm 0.0942, swav 0.0000 LR: 2.236e-02 Score 98.403 Data time: 0.1999, Forward time: 2.2606, Backward time: 3.1391, DDP time: 0.0038, Total iter time: 4.3018 [2020-11-08 17:45:44,995][root][INFO] - ===> Epoch[1350](4053/3): Loss -0.8405, Sem 0.0435, dir -0.9820, norm 0.0980, swav 0.0000 LR: 2.234e-02 Score 98.409 Data time: 0.3133, Forward time: 2.2609, Backward time: 3.1388, DDP time: 0.0038, Total iter time: 5.4291 [2020-11-08 17:45:49,799][root][INFO] - ===> Epoch[1351](4054/3): Loss -0.8404, Sem 0.0450, dir -0.9839, norm 0.0985, swav 0.0000 LR: 2.232e-02 Score 98.356 Data time: 0.1871, Forward time: 2.2608, Backward time: 3.1385, DDP time: 0.0038, Total iter time: 4.6704 [2020-11-08 17:45:55,762][root][INFO] - ===> Epoch[1351](4055/3): Loss -0.8393, Sem 0.0473, dir -0.9846, norm 0.0981, swav 0.0000 LR: 2.230e-02 Score 98.260 Data time: 0.2230, Forward time: 2.2607, Backward time: 3.1386, DDP time: 0.0038, Total iter time: 5.8534 [2020-11-08 17:46:00,585][root][INFO] - ===> Epoch[1351](4056/3): Loss -0.8411, Sem 0.0417, dir -0.9809, norm 0.0981, swav 0.0000 LR: 2.228e-02 Score 98.499 Data time: 0.2322, Forward time: 2.2608, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 4.7094 [2020-11-08 17:46:05,883][root][INFO] - ===> Epoch[1352](4057/3): Loss -0.8468, Sem 0.0475, dir -0.9855, norm 0.0912, swav 0.0000 LR: 2.226e-02 Score 98.235 Data time: 0.1746, Forward time: 2.2607, Backward time: 3.1381, DDP time: 0.0038, Total iter time: 5.1798 [2020-11-08 17:46:11,505][root][INFO] - ===> Epoch[1352](4058/3): Loss -0.8411, Sem 0.0471, dir -0.9843, norm 0.0960, swav 0.0000 LR: 2.224e-02 Score 98.268 Data time: 0.2497, Forward time: 2.2608, Backward time: 3.1379, DDP time: 0.0038, Total iter time: 5.5226 [2020-11-08 17:46:16,475][root][INFO] - ===> Epoch[1352](4059/3): Loss -0.8450, Sem 0.0442, dir -0.9816, norm 0.0923, swav 0.0000 LR: 2.222e-02 Score 98.385 Data time: 0.2575, Forward time: 2.2608, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 4.8570 [2020-11-08 17:46:22,947][root][INFO] - ===> Epoch[1353](4060/3): Loss -0.8444, Sem 0.0449, dir -0.9856, norm 0.0963, swav 0.0000 LR: 2.219e-02 Score 98.334 Data time: 0.2607, Forward time: 2.2610, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 6.3547 [2020-11-08 17:46:28,334][root][INFO] - ===> Epoch[1353](4061/3): Loss -0.8542, Sem 0.0433, dir -0.9849, norm 0.0874, swav 0.0000 LR: 2.217e-02 Score 98.395 Data time: 0.2531, Forward time: 2.2612, Backward time: 3.1373, DDP time: 0.0038, Total iter time: 5.2554 [2020-11-08 17:46:35,018][root][INFO] - ===> Epoch[1353](4062/3): Loss -0.8447, Sem 0.0450, dir -0.9860, norm 0.0963, swav 0.0000 LR: 2.215e-02 Score 98.373 Data time: 0.2163, Forward time: 2.2613, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 6.5828 [2020-11-08 17:46:40,469][root][INFO] - ===> Epoch[1354](4063/3): Loss -0.8472, Sem 0.0450, dir -0.9852, norm 0.0930, swav 0.0000 LR: 2.213e-02 Score 98.355 Data time: 0.1315, Forward time: 2.2610, Backward time: 3.1377, DDP time: 0.0038, Total iter time: 5.3318 [2020-11-08 17:46:46,208][root][INFO] - ===> Epoch[1354](4064/3): Loss -0.8456, Sem 0.0413, dir -0.9848, norm 0.0979, swav 0.0000 LR: 2.211e-02 Score 98.476 Data time: 0.2114, Forward time: 2.2608, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.6380 [2020-11-08 17:46:51,885][root][INFO] - ===> Epoch[1354](4065/3): Loss -0.8420, Sem 0.0475, dir -0.9839, norm 0.0944, swav 0.0000 LR: 2.209e-02 Score 98.265 Data time: 0.1972, Forward time: 2.2608, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 5.5557 [2020-11-08 17:46:57,453][root][INFO] - ===> Epoch[1355](4066/3): Loss -0.8419, Sem 0.0469, dir -0.9836, norm 0.0949, swav 0.0000 LR: 2.207e-02 Score 98.291 Data time: 0.2317, Forward time: 2.2608, Backward time: 3.1376, DDP time: 0.0038, Total iter time: 5.4533 [2020-11-08 17:47:02,945][root][INFO] - ===> Epoch[1355](4067/3): Loss -0.8473, Sem 0.0423, dir -0.9839, norm 0.0944, swav 0.0000 LR: 2.205e-02 Score 98.452 Data time: 0.2029, Forward time: 2.2608, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.3686 [2020-11-08 17:47:09,474][root][INFO] - ===> Epoch[1355](4068/3): Loss -0.8549, Sem 0.0402, dir -0.9858, norm 0.0906, swav 0.0000 LR: 2.202e-02 Score 98.508 Data time: 0.3140, Forward time: 2.2612, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 6.4338 [2020-11-08 17:47:15,934][root][INFO] - ===> Epoch[1356](4069/3): Loss -0.8524, Sem 0.0410, dir -0.9865, norm 0.0931, swav 0.0000 LR: 2.200e-02 Score 98.493 Data time: 0.1798, Forward time: 2.2610, Backward time: 3.1378, DDP time: 0.0038, Total iter time: 6.3356 [2020-11-08 17:47:21,040][root][INFO] - ===> Epoch[1356](4070/3): Loss -0.8415, Sem 0.0450, dir -0.9837, norm 0.0972, swav 0.0000 LR: 2.198e-02 Score 98.342 Data time: 0.2399, Forward time: 2.2611, Backward time: 3.1375, DDP time: 0.0038, Total iter time: 5.0124 [2020-11-08 17:47:25,758][root][INFO] - ===> Epoch[1356](4071/3): Loss -0.8532, Sem 0.0417, dir -0.9872, norm 0.0922, swav 0.0000 LR: 2.196e-02 Score 98.457 Data time: 0.2295, Forward time: 2.2611, Backward time: 3.1370, DDP time: 0.0038, Total iter time: 4.5908 [2020-11-08 17:47:32,478][root][INFO] - ===> Epoch[1357](4072/3): Loss -0.8472, Sem 0.0441, dir -0.9850, norm 0.0936, swav 0.0000 LR: 2.194e-02 Score 98.366 Data time: 0.2359, Forward time: 2.2611, Backward time: 3.1374, DDP time: 0.0038, Total iter time: 6.6144 [2020-11-08 17:47:38,755][root][INFO] - ===> Epoch[1357](4073/3): Loss -0.8496, Sem 0.0459, dir -0.9835, norm 0.0880, swav 0.0000 LR: 2.192e-02 Score 98.311 Data time: 0.3222, Forward time: 2.2615, Backward time: 3.1372, DDP time: 0.0038, Total iter time: 6.1630 [2020-11-08 17:47:44,508][root][INFO] - ===> Epoch[1357](4074/3): Loss -0.8533, Sem 0.0428, dir -0.9842, norm 0.0880, swav 0.0000 LR: 2.190e-02 Score 98.441 Data time: 0.2723, Forward time: 2.2617, Backward time: 3.1369, DDP time: 0.0038, Total iter time: 5.6297 [2020-11-08 17:47:49,814][root][INFO] - ===> Epoch[1358](4075/3): Loss -0.8418, Sem 0.0468, dir -0.9847, norm 0.0960, swav 0.0000 LR: 2.188e-02 Score 98.284 Data time: 0.2373, Forward time: 2.2618, Backward time: 3.1366, DDP time: 0.0038, Total iter time: 5.1842 [2020-11-08 17:47:55,588][root][INFO] - ===> Epoch[1358](4076/3): Loss -0.8465, Sem 0.0457, dir -0.9854, norm 0.0931, swav 0.0000 LR: 2.185e-02 Score 98.336 Data time: 0.2709, Forward time: 2.2620, Backward time: 3.1364, DDP time: 0.0038, Total iter time: 5.6576 [2020-11-08 17:48:00,470][root][INFO] - ===> Epoch[1358](4077/3): Loss -0.8436, Sem 0.0463, dir -0.9838, norm 0.0939, swav 0.0000 LR: 2.183e-02 Score 98.306 Data time: 0.1328, Forward time: 2.2618, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 4.7421 [2020-11-08 17:48:05,693][root][INFO] - ===> Epoch[1359](4078/3): Loss -0.8408, Sem 0.0422, dir -0.9844, norm 0.1015, swav 0.0000 LR: 2.181e-02 Score 98.466 Data time: 0.1761, Forward time: 2.2616, Backward time: 3.1363, DDP time: 0.0038, Total iter time: 5.1323 [2020-11-08 17:48:11,469][root][INFO] - ===> Epoch[1359](4079/3): Loss -0.8513, Sem 0.0395, dir -0.9838, norm 0.0930, swav 0.0000 LR: 2.179e-02 Score 98.555 Data time: 0.2376, Forward time: 2.2617, Backward time: 3.1362, DDP time: 0.0038, Total iter time: 5.6727 [2020-11-08 17:48:16,634][root][INFO] - ===> Epoch[1359](4080/3): Loss -0.8521, Sem 0.0467, dir -0.9854, norm 0.0866, swav 0.0000 LR: 2.177e-02 Score 98.232 Data time: 0.2582, Forward time: 2.2618, Backward time: 3.1358, DDP time: 0.0038, Total iter time: 5.0469 [2020-11-08 17:48:22,112][root][INFO] - ===> Epoch[1360](4081/3): Loss -0.8473, Sem 0.0440, dir -0.9831, norm 0.0918, swav 0.0000 LR: 2.175e-02 Score 98.367 Data time: 0.2619, Forward time: 2.2620, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 5.3298 [2020-11-08 17:48:27,964][root][INFO] - ===> Epoch[1360](4082/3): Loss -0.8476, Sem 0.0468, dir -0.9851, norm 0.0907, swav 0.0000 LR: 2.173e-02 Score 98.261 Data time: 0.1574, Forward time: 2.2618, Backward time: 3.1357, DDP time: 0.0038, Total iter time: 5.7344 [2020-11-08 17:48:32,897][root][INFO] - ===> Epoch[1360](4083/3): Loss -0.8390, Sem 0.0438, dir -0.9845, norm 0.1018, swav 0.0000 LR: 2.170e-02 Score 98.407 Data time: 0.1885, Forward time: 2.2617, Backward time: 3.1354, DDP time: 0.0038, Total iter time: 4.8375 [2020-11-08 17:48:38,413][root][INFO] - ===> Epoch[1361](4084/3): Loss -0.8519, Sem 0.0439, dir -0.9852, norm 0.0893, swav 0.0000 LR: 2.168e-02 Score 98.384 Data time: 0.2444, Forward time: 2.2618, Backward time: 3.1352, DDP time: 0.0038, Total iter time: 5.4081 [2020-11-08 17:48:44,507][root][INFO] - ===> Epoch[1361](4085/3): Loss -0.8475, Sem 0.0436, dir -0.9832, norm 0.0921, swav 0.0000 LR: 2.166e-02 Score 98.406 Data time: 0.1807, Forward time: 2.2617, Backward time: 3.1355, DDP time: 0.0038, Total iter time: 5.9876 [2020-11-08 17:48:50,886][root][INFO] - ===> Epoch[1361](4086/3): Loss -0.8514, Sem 0.0437, dir -0.9870, norm 0.0919, swav 0.0000 LR: 2.164e-02 Score 98.371 Data time: 0.3110, Forward time: 2.2620, Backward time: 3.1353, DDP time: 0.0038, Total iter time: 6.2788 [2020-11-08 17:48:55,998][root][INFO] - ===> Epoch[1362](4087/3): Loss -0.8484, Sem 0.0437, dir -0.9851, norm 0.0930, swav 0.0000 LR: 2.162e-02 Score 98.391 Data time: 0.2505, Forward time: 2.2622, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 4.9824 [2020-11-08 17:49:01,018][root][INFO] - ===> Epoch[1362](4088/3): Loss -0.8499, Sem 0.0411, dir -0.9827, norm 0.0917, swav 0.0000 LR: 2.160e-02 Score 98.495 Data time: 0.2304, Forward time: 2.2623, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 4.8994 [2020-11-08 17:49:06,071][root][INFO] - ===> Epoch[1362](4089/3): Loss -0.8496, Sem 0.0408, dir -0.9837, norm 0.0933, swav 0.0000 LR: 2.158e-02 Score 98.487 Data time: 0.2645, Forward time: 2.2624, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 4.9485 [2020-11-08 17:49:12,248][root][INFO] - ===> Epoch[1363](4090/3): Loss -0.8385, Sem 0.0482, dir -0.9844, norm 0.0977, swav 0.0000 LR: 2.156e-02 Score 98.211 Data time: 0.2906, Forward time: 2.2627, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 6.0688 [2020-11-08 17:49:18,101][root][INFO] - ===> Epoch[1363](4091/3): Loss -0.8630, Sem 0.0391, dir -0.9855, norm 0.0834, swav 0.0000 LR: 2.153e-02 Score 98.550 Data time: 0.2245, Forward time: 2.2627, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 5.7257 [2020-11-08 17:49:24,055][root][INFO] - ===> Epoch[1363](4092/3): Loss -0.8422, Sem 0.0465, dir -0.9853, norm 0.0966, swav 0.0000 LR: 2.151e-02 Score 98.276 Data time: 0.1659, Forward time: 2.2626, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 5.8442 [2020-11-08 17:49:29,713][root][INFO] - ===> Epoch[1364](4093/3): Loss -0.8467, Sem 0.0424, dir -0.9830, norm 0.0939, swav 0.0000 LR: 2.149e-02 Score 98.453 Data time: 0.1543, Forward time: 2.2623, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 5.5706 [2020-11-08 17:49:35,415][root][INFO] - ===> Epoch[1364](4094/3): Loss -0.8404, Sem 0.0452, dir -0.9845, norm 0.0989, swav 0.0000 LR: 2.147e-02 Score 98.329 Data time: 0.2244, Forward time: 2.2624, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.6196 [2020-11-08 17:49:40,846][root][INFO] - ===> Epoch[1364](4095/3): Loss -0.8485, Sem 0.0459, dir -0.9851, norm 0.0907, swav 0.0000 LR: 2.145e-02 Score 98.300 Data time: 0.2604, Forward time: 2.2626, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 5.3206 [2020-11-08 17:49:47,251][root][INFO] - ===> Epoch[1365](4096/3): Loss -0.8451, Sem 0.0420, dir -0.9828, norm 0.0956, swav 0.0000 LR: 2.143e-02 Score 98.416 Data time: 0.1908, Forward time: 2.2625, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 6.2779 [2020-11-08 17:49:53,435][root][INFO] - ===> Epoch[1365](4097/3): Loss -0.8446, Sem 0.0464, dir -0.9838, norm 0.0928, swav 0.0000 LR: 2.141e-02 Score 98.300 Data time: 0.1818, Forward time: 2.2623, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 6.0922 [2020-11-08 17:49:59,040][root][INFO] - ===> Epoch[1365](4098/3): Loss -0.8498, Sem 0.0435, dir -0.9852, norm 0.0919, swav 0.0000 LR: 2.138e-02 Score 98.398 Data time: 0.1753, Forward time: 2.2622, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 5.5403 [2020-11-08 17:50:04,708][root][INFO] - ===> Epoch[1366](4099/3): Loss -0.8469, Sem 0.0470, dir -0.9854, norm 0.0915, swav 0.0000 LR: 2.136e-02 Score 98.267 Data time: 0.1370, Forward time: 2.2619, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.5451 [2020-11-08 17:50:09,363][root][INFO] - ===> Epoch[1366](4100/3): Loss -0.8430, Sem 0.0421, dir -0.9828, norm 0.0977, swav 0.0000 LR: 2.134e-02 Score 98.444 Data time: 0.1846, Forward time: 2.2619, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 4.6014 [2020-11-08 17:50:14,937][root][INFO] - ===> Epoch[1366](4101/3): Loss -0.8413, Sem 0.0466, dir -0.9824, norm 0.0945, swav 0.0000 LR: 2.132e-02 Score 98.276 Data time: 0.1546, Forward time: 2.2616, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 5.4589 [2020-11-08 17:50:20,594][root][INFO] - ===> Epoch[1367](4102/3): Loss -0.8462, Sem 0.0426, dir -0.9865, norm 0.0977, swav 0.0000 LR: 2.130e-02 Score 98.451 Data time: 0.1875, Forward time: 2.2615, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 5.5699 [2020-11-08 17:50:26,543][root][INFO] - ===> Epoch[1367](4103/3): Loss -0.8525, Sem 0.0441, dir -0.9863, norm 0.0897, swav 0.0000 LR: 2.128e-02 Score 98.386 Data time: 0.2095, Forward time: 2.2614, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 5.8320 [2020-11-08 17:50:32,187][root][INFO] - ===> Epoch[1367](4104/3): Loss -0.8459, Sem 0.0444, dir -0.9846, norm 0.0944, swav 0.0000 LR: 2.126e-02 Score 98.365 Data time: 0.2781, Forward time: 2.2617, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 5.5236 [2020-11-08 17:50:38,424][root][INFO] - ===> Epoch[1368](4105/3): Loss -0.8387, Sem 0.0423, dir -0.9826, norm 0.1016, swav 0.0000 LR: 2.124e-02 Score 98.428 Data time: 0.1888, Forward time: 2.2615, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 6.1138 [2020-11-08 17:50:44,106][root][INFO] - ===> Epoch[1368](4106/3): Loss -0.8519, Sem 0.0441, dir -0.9855, norm 0.0894, swav 0.0000 LR: 2.121e-02 Score 98.381 Data time: 0.2981, Forward time: 2.2618, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 5.5583 [2020-11-08 17:50:50,295][root][INFO] - ===> Epoch[1368](4107/3): Loss -0.8358, Sem 0.0448, dir -0.9817, norm 0.1011, swav 0.0000 LR: 2.119e-02 Score 98.350 Data time: 0.2502, Forward time: 2.2620, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 6.0552 [2020-11-08 17:50:56,013][root][INFO] - ===> Epoch[1369](4108/3): Loss -0.8596, Sem 0.0425, dir -0.9874, norm 0.0854, swav 0.0000 LR: 2.117e-02 Score 98.432 Data time: 0.1594, Forward time: 2.2618, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 5.5748 [2020-11-08 17:51:02,699][root][INFO] - ===> Epoch[1369](4109/3): Loss -0.8447, Sem 0.0426, dir -0.9842, norm 0.0969, swav 0.0000 LR: 2.115e-02 Score 98.440 Data time: 0.2503, Forward time: 2.2619, Backward time: 3.1348, DDP time: 0.0038, Total iter time: 6.5973 [2020-11-08 17:51:07,726][root][INFO] - ===> Epoch[1369](4110/3): Loss -0.8536, Sem 0.0432, dir -0.9855, norm 0.0886, swav 0.0000 LR: 2.113e-02 Score 98.401 Data time: 0.2268, Forward time: 2.2620, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 4.9103 [2020-11-08 17:51:14,883][root][INFO] - ===> Epoch[1370](4111/3): Loss -0.8344, Sem 0.0510, dir -0.9849, norm 0.0995, swav 0.0000 LR: 2.111e-02 Score 98.118 Data time: 0.2928, Forward time: 2.2623, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 7.0423 [2020-11-08 17:51:20,822][root][INFO] - ===> Epoch[1370](4112/3): Loss -0.8470, Sem 0.0441, dir -0.9841, norm 0.0930, swav 0.0000 LR: 2.109e-02 Score 98.412 Data time: 0.1876, Forward time: 2.2622, Backward time: 3.1347, DDP time: 0.0038, Total iter time: 5.8082 [2020-11-08 17:51:25,762][root][INFO] - ===> Epoch[1370](4113/3): Loss -0.8461, Sem 0.0406, dir -0.9841, norm 0.0975, swav 0.0000 LR: 2.106e-02 Score 98.501 Data time: 0.1555, Forward time: 2.2620, Backward time: 3.1346, DDP time: 0.0038, Total iter time: 4.8434 [2020-11-08 17:51:31,416][root][INFO] - ===> Epoch[1371](4114/3): Loss -0.8379, Sem 0.0500, dir -0.9842, norm 0.0963, swav 0.0000 LR: 2.104e-02 Score 98.163 Data time: 0.2421, Forward time: 2.2621, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 5.5631 [2020-11-08 17:51:37,228][root][INFO] - ===> Epoch[1371](4115/3): Loss -0.8532, Sem 0.0413, dir -0.9829, norm 0.0884, swav 0.0000 LR: 2.102e-02 Score 98.480 Data time: 0.2847, Forward time: 2.2623, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.6939 [2020-11-08 17:51:43,984][root][INFO] - ===> Epoch[1371](4116/3): Loss -0.8456, Sem 0.0434, dir -0.9849, norm 0.0958, swav 0.0000 LR: 2.100e-02 Score 98.392 Data time: 0.2328, Forward time: 2.2624, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 6.6437 [2020-11-08 17:51:49,465][root][INFO] - ===> Epoch[1372](4117/3): Loss -0.8532, Sem 0.0436, dir -0.9846, norm 0.0878, swav 0.0000 LR: 2.098e-02 Score 98.392 Data time: 0.2586, Forward time: 2.2626, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.3515 [2020-11-08 17:51:54,143][root][INFO] - ===> Epoch[1372](4118/3): Loss -0.8602, Sem 0.0400, dir -0.9867, norm 0.0865, swav 0.0000 LR: 2.096e-02 Score 98.545 Data time: 0.1786, Forward time: 2.2624, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 4.5728 [2020-11-08 17:52:01,217][root][INFO] - ===> Epoch[1372](4119/3): Loss -0.8316, Sem 0.0496, dir -0.9840, norm 0.1029, swav 0.0000 LR: 2.094e-02 Score 98.174 Data time: 0.2194, Forward time: 2.2624, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 6.9787 [2020-11-08 17:52:06,041][root][INFO] - ===> Epoch[1373](4120/3): Loss -0.8479, Sem 0.0444, dir -0.9823, norm 0.0901, swav 0.0000 LR: 2.091e-02 Score 98.389 Data time: 0.1789, Forward time: 2.2623, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 4.7001 [2020-11-08 17:52:11,249][root][INFO] - ===> Epoch[1373](4121/3): Loss -0.8421, Sem 0.0449, dir -0.9826, norm 0.0956, swav 0.0000 LR: 2.089e-02 Score 98.344 Data time: 0.2007, Forward time: 2.2622, Backward time: 3.1341, DDP time: 0.0038, Total iter time: 5.1232 [2020-11-08 17:52:17,325][root][INFO] - ===> Epoch[1373](4122/3): Loss -0.8465, Sem 0.0451, dir -0.9850, norm 0.0935, swav 0.0000 LR: 2.087e-02 Score 98.345 Data time: 0.2605, Forward time: 2.2624, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.9763 [2020-11-08 17:52:22,302][root][INFO] - ===> Epoch[1374](4123/3): Loss -0.8495, Sem 0.0456, dir -0.9845, norm 0.0894, swav 0.0000 LR: 2.085e-02 Score 98.337 Data time: 0.1889, Forward time: 2.2623, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 4.8553 [2020-11-08 17:52:28,648][root][INFO] - ===> Epoch[1374](4124/3): Loss -0.8459, Sem 0.0458, dir -0.9857, norm 0.0939, swav 0.0000 LR: 2.083e-02 Score 98.300 Data time: 0.2678, Forward time: 2.2625, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 6.2393 [2020-11-08 17:52:33,507][root][INFO] - ===> Epoch[1374](4125/3): Loss -0.8402, Sem 0.0433, dir -0.9825, norm 0.0990, swav 0.0000 LR: 2.081e-02 Score 98.413 Data time: 0.2367, Forward time: 2.2626, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 4.7542 [2020-11-08 17:52:39,969][root][INFO] - ===> Epoch[1375](4126/3): Loss -0.8508, Sem 0.0431, dir -0.9855, norm 0.0915, swav 0.0000 LR: 2.079e-02 Score 98.428 Data time: 0.2529, Forward time: 2.2627, Backward time: 3.1334, DDP time: 0.0038, Total iter time: 6.3635 [2020-11-08 17:52:45,213][root][INFO] - ===> Epoch[1375](4127/3): Loss -0.8446, Sem 0.0445, dir -0.9822, norm 0.0930, swav 0.0000 LR: 2.076e-02 Score 98.363 Data time: 0.2429, Forward time: 2.2629, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 5.1273 [2020-11-08 17:52:50,782][root][INFO] - ===> Epoch[1375](4128/3): Loss -0.8483, Sem 0.0441, dir -0.9841, norm 0.0917, swav 0.0000 LR: 2.074e-02 Score 98.363 Data time: 0.2346, Forward time: 2.2630, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 5.4479 [2020-11-08 17:52:56,304][root][INFO] - ===> Epoch[1376](4129/3): Loss -0.8529, Sem 0.0431, dir -0.9858, norm 0.0898, swav 0.0000 LR: 2.072e-02 Score 98.427 Data time: 0.1997, Forward time: 2.2630, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 5.4065 [2020-11-08 17:53:01,668][root][INFO] - ===> Epoch[1376](4130/3): Loss -0.8439, Sem 0.0469, dir -0.9856, norm 0.0948, swav 0.0000 LR: 2.070e-02 Score 98.267 Data time: 0.1828, Forward time: 2.2629, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 5.2670 [2020-11-08 17:53:08,493][root][INFO] - ===> Epoch[1376](4131/3): Loss -0.8528, Sem 0.0467, dir -0.9858, norm 0.0863, swav 0.0000 LR: 2.068e-02 Score 98.278 Data time: 0.1869, Forward time: 2.2628, Backward time: 3.1332, DDP time: 0.0038, Total iter time: 6.7519 [2020-11-08 17:53:15,539][root][INFO] - ===> Epoch[1377](4132/3): Loss -0.8436, Sem 0.0430, dir -0.9855, norm 0.0990, swav 0.0000 LR: 2.066e-02 Score 98.415 Data time: 0.2085, Forward time: 2.2628, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 6.9802 [2020-11-08 17:53:20,785][root][INFO] - ===> Epoch[1377](4133/3): Loss -0.8452, Sem 0.0428, dir -0.9805, norm 0.0925, swav 0.0000 LR: 2.064e-02 Score 98.454 Data time: 0.1670, Forward time: 2.2625, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 5.1229 [2020-11-08 17:53:26,856][root][INFO] - ===> Epoch[1377](4134/3): Loss -0.8545, Sem 0.0407, dir -0.9831, norm 0.0879, swav 0.0000 LR: 2.061e-02 Score 98.491 Data time: 0.1240, Forward time: 2.2622, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.9716 [2020-11-08 17:53:32,536][root][INFO] - ===> Epoch[1378](4135/3): Loss -0.8471, Sem 0.0438, dir -0.9871, norm 0.0963, swav 0.0000 LR: 2.059e-02 Score 98.375 Data time: 0.1721, Forward time: 2.2620, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 5.6286 [2020-11-08 17:53:38,231][root][INFO] - ===> Epoch[1378](4136/3): Loss -0.8566, Sem 0.0430, dir -0.9866, norm 0.0869, swav 0.0000 LR: 2.057e-02 Score 98.420 Data time: 0.1741, Forward time: 2.2618, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 5.6113 [2020-11-08 17:53:43,621][root][INFO] - ===> Epoch[1378](4137/3): Loss -0.8437, Sem 0.0430, dir -0.9833, norm 0.0967, swav 0.0000 LR: 2.055e-02 Score 98.409 Data time: 0.2221, Forward time: 2.2619, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 5.3409 [2020-11-08 17:53:48,898][root][INFO] - ===> Epoch[1379](4138/3): Loss -0.8459, Sem 0.0443, dir -0.9844, norm 0.0941, swav 0.0000 LR: 2.053e-02 Score 98.371 Data time: 0.2364, Forward time: 2.2620, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.1621 [2020-11-08 17:53:55,802][root][INFO] - ===> Epoch[1379](4139/3): Loss -0.8424, Sem 0.0446, dir -0.9853, norm 0.0983, swav 0.0000 LR: 2.051e-02 Score 98.333 Data time: 0.2209, Forward time: 2.2620, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 6.7996 [2020-11-08 17:54:01,492][root][INFO] - ===> Epoch[1379](4140/3): Loss -0.8524, Sem 0.0464, dir -0.9851, norm 0.0863, swav 0.0000 LR: 2.049e-02 Score 98.299 Data time: 0.1878, Forward time: 2.2619, Backward time: 3.1345, DDP time: 0.0038, Total iter time: 5.5753 [2020-11-08 17:54:07,044][root][INFO] - ===> Epoch[1380](4141/3): Loss -0.8555, Sem 0.0454, dir -0.9871, norm 0.0862, swav 0.0000 LR: 2.046e-02 Score 98.345 Data time: 0.2358, Forward time: 2.2619, Backward time: 3.1343, DDP time: 0.0038, Total iter time: 5.4648 [2020-11-08 17:54:12,377][root][INFO] - ===> Epoch[1380](4142/3): Loss -0.8420, Sem 0.0454, dir -0.9820, norm 0.0946, swav 0.0000 LR: 2.044e-02 Score 98.289 Data time: 0.1931, Forward time: 2.2618, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 5.2174 [2020-11-08 17:54:17,386][root][INFO] - ===> Epoch[1380](4143/3): Loss -0.8412, Sem 0.0472, dir -0.9838, norm 0.0955, swav 0.0000 LR: 2.042e-02 Score 98.265 Data time: 0.1677, Forward time: 2.2616, Backward time: 3.1342, DDP time: 0.0038, Total iter time: 4.9022 [2020-11-08 17:54:23,639][root][INFO] - ===> Epoch[1381](4144/3): Loss -0.8501, Sem 0.0425, dir -0.9849, norm 0.0923, swav 0.0000 LR: 2.040e-02 Score 98.420 Data time: 0.2920, Forward time: 2.2620, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 6.1865 [2020-11-08 17:54:29,409][root][INFO] - ===> Epoch[1381](4145/3): Loss -0.8501, Sem 0.0416, dir -0.9853, norm 0.0936, swav 0.0000 LR: 2.038e-02 Score 98.494 Data time: 0.1905, Forward time: 2.2619, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.6412 [2020-11-08 17:54:34,677][root][INFO] - ===> Epoch[1381](4146/3): Loss -0.8483, Sem 0.0413, dir -0.9839, norm 0.0943, swav 0.0000 LR: 2.036e-02 Score 98.494 Data time: 0.2363, Forward time: 2.2618, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 5.1597 [2020-11-08 17:54:40,017][root][INFO] - ===> Epoch[1382](4147/3): Loss -0.8475, Sem 0.0430, dir -0.9847, norm 0.0942, swav 0.0000 LR: 2.034e-02 Score 98.420 Data time: 0.1767, Forward time: 2.2616, Backward time: 3.1339, DDP time: 0.0038, Total iter time: 5.2406 [2020-11-08 17:54:45,145][root][INFO] - ===> Epoch[1382](4148/3): Loss -0.8482, Sem 0.0471, dir -0.9860, norm 0.0907, swav 0.0000 LR: 2.031e-02 Score 98.271 Data time: 0.2449, Forward time: 2.2617, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 5.0321 [2020-11-08 17:54:50,807][root][INFO] - ===> Epoch[1382](4149/3): Loss -0.8428, Sem 0.0426, dir -0.9829, norm 0.0974, swav 0.0000 LR: 2.029e-02 Score 98.437 Data time: 0.2605, Forward time: 2.2619, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 5.5448 [2020-11-08 17:54:56,181][root][INFO] - ===> Epoch[1383](4150/3): Loss -0.8462, Sem 0.0464, dir -0.9864, norm 0.0938, swav 0.0000 LR: 2.027e-02 Score 98.276 Data time: 0.2422, Forward time: 2.2621, Backward time: 3.1330, DDP time: 0.0038, Total iter time: 5.2394 [2020-11-08 17:55:00,932][root][INFO] - ===> Epoch[1383](4151/3): Loss -0.8519, Sem 0.0426, dir -0.9851, norm 0.0906, swav 0.0000 LR: 2.025e-02 Score 98.420 Data time: 0.2373, Forward time: 2.2621, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 4.6399 [2020-11-08 17:55:07,331][root][INFO] - ===> Epoch[1383](4152/3): Loss -0.8406, Sem 0.0466, dir -0.9833, norm 0.0961, swav 0.0000 LR: 2.023e-02 Score 98.293 Data time: 0.1683, Forward time: 2.2618, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 6.2908 [2020-11-08 17:55:12,886][root][INFO] - ===> Epoch[1384](4153/3): Loss -0.8516, Sem 0.0435, dir -0.9855, norm 0.0903, swav 0.0000 LR: 2.021e-02 Score 98.401 Data time: 0.1782, Forward time: 2.2615, Backward time: 3.1333, DDP time: 0.0038, Total iter time: 5.4902 [2020-11-08 17:55:18,037][root][INFO] - ===> Epoch[1384](4154/3): Loss -0.8371, Sem 0.0477, dir -0.9817, norm 0.0969, swav 0.0000 LR: 2.018e-02 Score 98.251 Data time: 0.2149, Forward time: 2.2614, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 5.0499 [2020-11-08 17:55:23,704][root][INFO] - ===> Epoch[1384](4155/3): Loss -0.8448, Sem 0.0439, dir -0.9851, norm 0.0964, swav 0.0000 LR: 2.016e-02 Score 98.389 Data time: 0.2855, Forward time: 2.2616, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.5321 [2020-11-08 17:55:29,108][root][INFO] - ===> Epoch[1385](4156/3): Loss -0.8375, Sem 0.0458, dir -0.9853, norm 0.1020, swav 0.0000 LR: 2.014e-02 Score 98.332 Data time: 0.2251, Forward time: 2.2617, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 5.2787 [2020-11-08 17:55:35,001][root][INFO] - ===> Epoch[1385](4157/3): Loss -0.8533, Sem 0.0447, dir -0.9837, norm 0.0857, swav 0.0000 LR: 2.012e-02 Score 98.357 Data time: 0.2370, Forward time: 2.2617, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 5.7768 [2020-11-08 17:55:41,413][root][INFO] - ===> Epoch[1385](4158/3): Loss -0.8549, Sem 0.0418, dir -0.9837, norm 0.0870, swav 0.0000 LR: 2.010e-02 Score 98.465 Data time: 0.1945, Forward time: 2.2617, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 6.3163 [2020-11-08 17:55:46,171][root][INFO] - ===> Epoch[1386](4159/3): Loss -0.8370, Sem 0.0483, dir -0.9835, norm 0.0982, swav 0.0000 LR: 2.008e-02 Score 98.217 Data time: 0.1732, Forward time: 2.2616, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 4.6574 [2020-11-08 17:55:51,369][root][INFO] - ===> Epoch[1386](4160/3): Loss -0.8583, Sem 0.0404, dir -0.9871, norm 0.0883, swav 0.0000 LR: 2.006e-02 Score 98.494 Data time: 0.1517, Forward time: 2.2613, Backward time: 3.1327, DDP time: 0.0038, Total iter time: 5.1108 [2020-11-08 17:55:56,533][root][INFO] - ===> Epoch[1386](4161/3): Loss -0.8511, Sem 0.0414, dir -0.9864, norm 0.0939, swav 0.0000 LR: 2.003e-02 Score 98.461 Data time: 0.2362, Forward time: 2.2614, Backward time: 3.1325, DDP time: 0.0038, Total iter time: 5.0886 [2020-11-08 17:56:02,578][root][INFO] - ===> Epoch[1387](4162/3): Loss -0.8435, Sem 0.0452, dir -0.9809, norm 0.0923, swav 0.0000 LR: 2.001e-02 Score 98.365 Data time: 0.2932, Forward time: 2.2617, Backward time: 3.1322, DDP time: 0.0038, Total iter time: 5.9298 [2020-11-08 17:56:07,573][root][INFO] - ===> Epoch[1387](4163/3): Loss -0.8328, Sem 0.0543, dir -0.9850, norm 0.0979, swav 0.0000 LR: 1.999e-02 Score 98.069 Data time: 0.2135, Forward time: 2.2617, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 4.8921 [2020-11-08 17:56:12,690][root][INFO] - ===> Epoch[1387](4164/3): Loss -0.8510, Sem 0.0440, dir -0.9858, norm 0.0909, swav 0.0000 LR: 1.997e-02 Score 98.354 Data time: 0.2629, Forward time: 2.2617, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 4.9820 [2020-11-08 17:56:17,774][root][INFO] - ===> Epoch[1388](4165/3): Loss -0.8447, Sem 0.0445, dir -0.9835, norm 0.0942, swav 0.0000 LR: 1.995e-02 Score 98.414 Data time: 0.2585, Forward time: 2.2619, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 4.9839 [2020-11-08 17:56:24,097][root][INFO] - ===> Epoch[1388](4166/3): Loss -0.8391, Sem 0.0422, dir -0.9827, norm 0.1014, swav 0.0000 LR: 1.993e-02 Score 98.458 Data time: 0.2237, Forward time: 2.2619, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 6.2071 [2020-11-08 17:56:29,216][root][INFO] - ===> Epoch[1388](4167/3): Loss -0.8455, Sem 0.0479, dir -0.9849, norm 0.0915, swav 0.0000 LR: 1.990e-02 Score 98.235 Data time: 0.2407, Forward time: 2.2620, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 5.0200 [2020-11-08 17:56:35,641][root][INFO] - ===> Epoch[1389](4168/3): Loss -0.8450, Sem 0.0414, dir -0.9855, norm 0.0991, swav 0.0000 LR: 1.988e-02 Score 98.465 Data time: 0.2157, Forward time: 2.2620, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 6.3096 [2020-11-08 17:56:42,604][root][INFO] - ===> Epoch[1389](4169/3): Loss -0.8369, Sem 0.0506, dir -0.9834, norm 0.0958, swav 0.0000 LR: 1.986e-02 Score 98.196 Data time: 0.2316, Forward time: 2.2621, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 6.8484 [2020-11-08 17:56:48,588][root][INFO] - ===> Epoch[1389](4170/3): Loss -0.8476, Sem 0.0448, dir -0.9839, norm 0.0915, swav 0.0000 LR: 1.984e-02 Score 98.336 Data time: 0.2937, Forward time: 2.2624, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 5.8784 [2020-11-08 17:56:53,986][root][INFO] - ===> Epoch[1390](4171/3): Loss -0.8387, Sem 0.0447, dir -0.9836, norm 0.1002, swav 0.0000 LR: 1.982e-02 Score 98.358 Data time: 0.2425, Forward time: 2.2626, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 5.2681 [2020-11-08 17:56:59,346][root][INFO] - ===> Epoch[1390](4172/3): Loss -0.8443, Sem 0.0433, dir -0.9851, norm 0.0975, swav 0.0000 LR: 1.980e-02 Score 98.397 Data time: 0.1361, Forward time: 2.2623, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.2324 [2020-11-08 17:57:04,243][root][INFO] - ===> Epoch[1390](4173/3): Loss -0.8470, Sem 0.0457, dir -0.9848, norm 0.0921, swav 0.0000 LR: 1.978e-02 Score 98.316 Data time: 0.1763, Forward time: 2.2621, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 4.8201 [2020-11-08 17:57:09,562][root][INFO] - ===> Epoch[1391](4174/3): Loss -0.8522, Sem 0.0412, dir -0.9851, norm 0.0917, swav 0.0000 LR: 1.975e-02 Score 98.471 Data time: 0.2134, Forward time: 2.2621, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 5.2556 [2020-11-08 17:57:16,155][root][INFO] - ===> Epoch[1391](4175/3): Loss -0.8457, Sem 0.0449, dir -0.9837, norm 0.0931, swav 0.0000 LR: 1.973e-02 Score 98.348 Data time: 0.1492, Forward time: 2.2619, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 6.4841 [2020-11-08 17:57:23,749][root][INFO] - ===> Epoch[1391](4176/3): Loss -0.8479, Sem 0.0454, dir -0.9844, norm 0.0911, swav 0.0000 LR: 1.971e-02 Score 98.321 Data time: 0.1845, Forward time: 2.2618, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 7.5368 [2020-11-08 17:57:29,575][root][INFO] - ===> Epoch[1392](4177/3): Loss -0.8453, Sem 0.0441, dir -0.9864, norm 0.0970, swav 0.0000 LR: 1.969e-02 Score 98.381 Data time: 0.2229, Forward time: 2.2618, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 5.7003 [2020-11-08 17:57:35,840][root][INFO] - ===> Epoch[1392](4178/3): Loss -0.8475, Sem 0.0412, dir -0.9836, norm 0.0949, swav 0.0000 LR: 1.967e-02 Score 98.491 Data time: 0.3154, Forward time: 2.2621, Backward time: 3.1320, DDP time: 0.0038, Total iter time: 6.1452 [2020-11-08 17:57:40,880][root][INFO] - ===> Epoch[1392](4179/3): Loss -0.8448, Sem 0.0453, dir -0.9818, norm 0.0918, swav 0.0000 LR: 1.965e-02 Score 98.354 Data time: 0.1856, Forward time: 2.2620, Backward time: 3.1318, DDP time: 0.0038, Total iter time: 4.9412 [2020-11-08 17:57:47,181][root][INFO] - ===> Epoch[1393](4180/3): Loss -0.8521, Sem 0.0446, dir -0.9870, norm 0.0902, swav 0.0000 LR: 1.962e-02 Score 98.366 Data time: 0.2363, Forward time: 2.2620, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 6.1865 [2020-11-08 17:57:53,846][root][INFO] - ===> Epoch[1393](4181/3): Loss -0.8552, Sem 0.0425, dir -0.9866, norm 0.0889, swav 0.0000 LR: 1.960e-02 Score 98.416 Data time: 0.3076, Forward time: 2.2623, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 6.5591 [2020-11-08 17:57:59,749][root][INFO] - ===> Epoch[1393](4182/3): Loss -0.8396, Sem 0.0463, dir -0.9830, norm 0.0971, swav 0.0000 LR: 1.958e-02 Score 98.292 Data time: 0.2470, Forward time: 2.2624, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 5.7465 [2020-11-08 17:58:05,850][root][INFO] - ===> Epoch[1394](4183/3): Loss -0.8540, Sem 0.0451, dir -0.9867, norm 0.0876, swav 0.0000 LR: 1.956e-02 Score 98.317 Data time: 0.2581, Forward time: 2.2626, Backward time: 3.1318, DDP time: 0.0038, Total iter time: 6.0002 [2020-11-08 17:58:12,593][root][INFO] - ===> Epoch[1394](4184/3): Loss -0.8450, Sem 0.0471, dir -0.9850, norm 0.0929, swav 0.0000 LR: 1.954e-02 Score 98.270 Data time: 0.2640, Forward time: 2.2628, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 6.6304 [2020-11-08 17:58:18,062][root][INFO] - ===> Epoch[1394](4185/3): Loss -0.8470, Sem 0.0406, dir -0.9834, norm 0.0958, swav 0.0000 LR: 1.952e-02 Score 98.525 Data time: 0.2290, Forward time: 2.2629, Backward time: 3.1317, DDP time: 0.0038, Total iter time: 5.3550 [2020-11-08 17:58:22,931][root][INFO] - ===> Epoch[1395](4186/3): Loss -0.8446, Sem 0.0454, dir -0.9846, norm 0.0946, swav 0.0000 LR: 1.950e-02 Score 98.342 Data time: 0.2095, Forward time: 2.2629, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 4.7634 [2020-11-08 17:58:30,655][root][INFO] - ===> Epoch[1395](4187/3): Loss -0.8415, Sem 0.0445, dir -0.9826, norm 0.0966, swav 0.0000 LR: 1.947e-02 Score 98.391 Data time: 0.2233, Forward time: 2.2629, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 7.6304 [2020-11-08 17:58:35,630][root][INFO] - ===> Epoch[1395](4188/3): Loss -0.8435, Sem 0.0445, dir -0.9841, norm 0.0961, swav 0.0000 LR: 1.945e-02 Score 98.361 Data time: 0.1396, Forward time: 2.2626, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 4.8314 [2020-11-08 17:58:40,801][root][INFO] - ===> Epoch[1396](4189/3): Loss -0.8444, Sem 0.0444, dir -0.9852, norm 0.0964, swav 0.0000 LR: 1.943e-02 Score 98.370 Data time: 0.1783, Forward time: 2.2625, Backward time: 3.1320, DDP time: 0.0038, Total iter time: 5.1055 [2020-11-08 17:58:46,155][root][INFO] - ===> Epoch[1396](4190/3): Loss -0.8503, Sem 0.0451, dir -0.9858, norm 0.0905, swav 0.0000 LR: 1.941e-02 Score 98.365 Data time: 0.1791, Forward time: 2.2624, Backward time: 3.1320, DDP time: 0.0038, Total iter time: 5.2812 [2020-11-08 17:58:51,028][root][INFO] - ===> Epoch[1396](4191/3): Loss -0.8334, Sem 0.0454, dir -0.9812, norm 0.1024, swav 0.0000 LR: 1.939e-02 Score 98.347 Data time: 0.1469, Forward time: 2.2622, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 4.7911 [2020-11-08 17:58:57,328][root][INFO] - ===> Epoch[1397](4192/3): Loss -0.8498, Sem 0.0453, dir -0.9854, norm 0.0903, swav 0.0000 LR: 1.937e-02 Score 98.314 Data time: 0.1510, Forward time: 2.2619, Backward time: 3.1323, DDP time: 0.0038, Total iter time: 6.2331 [2020-11-08 17:59:04,409][root][INFO] - ===> Epoch[1397](4193/3): Loss -0.8453, Sem 0.0466, dir -0.9844, norm 0.0926, swav 0.0000 LR: 1.934e-02 Score 98.320 Data time: 0.1903, Forward time: 2.2618, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 7.0029 [2020-11-08 17:59:09,728][root][INFO] - ===> Epoch[1397](4194/3): Loss -0.8578, Sem 0.0435, dir -0.9858, norm 0.0845, swav 0.0000 LR: 1.932e-02 Score 98.383 Data time: 0.1973, Forward time: 2.2618, Backward time: 3.1328, DDP time: 0.0038, Total iter time: 5.2071 [2020-11-08 17:59:15,302][root][INFO] - ===> Epoch[1398](4195/3): Loss -0.8434, Sem 0.0459, dir -0.9840, norm 0.0947, swav 0.0000 LR: 1.930e-02 Score 98.302 Data time: 0.1475, Forward time: 2.2615, Backward time: 3.1329, DDP time: 0.0038, Total iter time: 5.4441 [2020-11-08 17:59:20,544][root][INFO] - ===> Epoch[1398](4196/3): Loss -0.8458, Sem 0.0458, dir -0.9837, norm 0.0921, swav 0.0000 LR: 1.928e-02 Score 98.338 Data time: 0.2405, Forward time: 2.2616, Backward time: 3.1326, DDP time: 0.0038, Total iter time: 5.1590 [2020-11-08 17:59:25,665][root][INFO] - ===> Epoch[1398](4197/3): Loss -0.8575, Sem 0.0452, dir -0.9866, norm 0.0839, swav 0.0000 LR: 1.926e-02 Score 98.352 Data time: 0.2195, Forward time: 2.2616, Backward time: 3.1324, DDP time: 0.0038, Total iter time: 5.0135 [2020-11-08 17:59:31,671][root][INFO] - ===> Epoch[1399](4198/3): Loss -0.8458, Sem 0.0406, dir -0.9836, norm 0.0972, swav 0.0000 LR: 1.924e-02 Score 98.517 Data time: 0.2359, Forward time: 2.2618, Backward time: 3.1323, DDP time: 0.0038, Total iter time: 5.8855 [2020-11-08 17:59:36,618][root][INFO] - ===> Epoch[1399](4199/3): Loss -0.8499, Sem 0.0464, dir -0.9855, norm 0.0893, swav 0.0000 LR: 1.921e-02 Score 98.278 Data time: 0.1356, Forward time: 2.2615, Backward time: 3.1323, DDP time: 0.0038, Total iter time: 4.8175 [2020-11-08 17:59:41,625][root][INFO] - ===> Epoch[1399](4200/3): Loss -0.8456, Sem 0.0443, dir -0.9829, norm 0.0929, swav 0.0000 LR: 1.919e-02 Score 98.370 Data time: 0.2350, Forward time: 2.2616, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 4.9315 [2020-11-08 17:59:47,590][root][INFO] - ===> Epoch[1400](4201/3): Loss -0.8488, Sem 0.0424, dir -0.9851, norm 0.0939, swav 0.0000 LR: 1.917e-02 Score 98.440 Data time: 0.2072, Forward time: 2.2615, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 5.8507 [2020-11-08 17:59:53,187][root][INFO] - ===> Epoch[1400](4202/3): Loss -0.8514, Sem 0.0435, dir -0.9857, norm 0.0907, swav 0.0000 LR: 1.915e-02 Score 98.394 Data time: 0.2578, Forward time: 2.2617, Backward time: 3.1318, DDP time: 0.0038, Total iter time: 5.5065 [2020-11-08 17:59:58,025][root][INFO] - ===> Epoch[1400](4203/3): Loss -0.8473, Sem 0.0452, dir -0.9835, norm 0.0910, swav 0.0000 LR: 1.913e-02 Score 98.319 Data time: 0.2500, Forward time: 2.2616, Backward time: 3.1315, DDP time: 0.0038, Total iter time: 4.7161 [2020-11-08 18:00:04,357][root][INFO] - ===> Epoch[1401](4204/3): Loss -0.8432, Sem 0.0442, dir -0.9825, norm 0.0951, swav 0.0000 LR: 1.911e-02 Score 98.379 Data time: 0.3263, Forward time: 2.2620, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 6.2285 [2020-11-08 18:00:10,344][root][INFO] - ===> Epoch[1401](4205/3): Loss -0.8502, Sem 0.0467, dir -0.9863, norm 0.0894, swav 0.0000 LR: 1.908e-02 Score 98.284 Data time: 0.2524, Forward time: 2.2622, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 5.8681 [2020-11-08 18:00:15,376][root][INFO] - ===> Epoch[1401](4206/3): Loss -0.8427, Sem 0.0476, dir -0.9859, norm 0.0955, swav 0.0000 LR: 1.906e-02 Score 98.282 Data time: 0.2530, Forward time: 2.2623, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 4.8931 [2020-11-08 18:00:21,447][root][INFO] - ===> Epoch[1402](4207/3): Loss -0.8350, Sem 0.0459, dir -0.9801, norm 0.0991, swav 0.0000 LR: 1.904e-02 Score 98.319 Data time: 0.2933, Forward time: 2.2626, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 5.9587 [2020-11-08 18:00:27,213][root][INFO] - ===> Epoch[1402](4208/3): Loss -0.8551, Sem 0.0442, dir -0.9861, norm 0.0868, swav 0.0000 LR: 1.902e-02 Score 98.343 Data time: 0.2325, Forward time: 2.2627, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 5.6303 [2020-11-08 18:00:32,810][root][INFO] - ===> Epoch[1402](4209/3): Loss -0.8425, Sem 0.0458, dir -0.9839, norm 0.0956, swav 0.0000 LR: 1.900e-02 Score 98.335 Data time: 0.2781, Forward time: 2.2629, Backward time: 3.1302, DDP time: 0.0038, Total iter time: 5.4897 [2020-11-08 18:00:39,149][root][INFO] - ===> Epoch[1403](4210/3): Loss -0.8508, Sem 0.0428, dir -0.9838, norm 0.0903, swav 0.0000 LR: 1.898e-02 Score 98.448 Data time: 0.1807, Forward time: 2.2628, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 6.2239 [2020-11-08 18:00:44,576][root][INFO] - ===> Epoch[1403](4211/3): Loss -0.8469, Sem 0.0428, dir -0.9847, norm 0.0950, swav 0.0000 LR: 1.895e-02 Score 98.437 Data time: 0.1722, Forward time: 2.2626, Backward time: 3.1306, DDP time: 0.0038, Total iter time: 5.3450 [2020-11-08 18:00:51,885][root][INFO] - ===> Epoch[1403](4212/3): Loss -0.8482, Sem 0.0443, dir -0.9841, norm 0.0915, swav 0.0000 LR: 1.893e-02 Score 98.330 Data time: 0.1592, Forward time: 2.2624, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 7.2548 [2020-11-08 18:00:56,491][root][INFO] - ===> Epoch[1404](4213/3): Loss -0.8530, Sem 0.0424, dir -0.9837, norm 0.0884, swav 0.0000 LR: 1.891e-02 Score 98.460 Data time: 0.1917, Forward time: 2.2623, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 4.5172 [2020-11-08 18:01:02,269][root][INFO] - ===> Epoch[1404](4214/3): Loss -0.8569, Sem 0.0418, dir -0.9863, norm 0.0876, swav 0.0000 LR: 1.889e-02 Score 98.453 Data time: 0.2104, Forward time: 2.2623, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 5.6724 [2020-11-08 18:01:07,984][root][INFO] - ===> Epoch[1404](4215/3): Loss -0.8499, Sem 0.0434, dir -0.9857, norm 0.0924, swav 0.0000 LR: 1.887e-02 Score 98.390 Data time: 0.2681, Forward time: 2.2625, Backward time: 3.1307, DDP time: 0.0038, Total iter time: 5.5994 [2020-11-08 18:01:14,583][root][INFO] - ===> Epoch[1405](4216/3): Loss -0.8519, Sem 0.0420, dir -0.9846, norm 0.0908, swav 0.0000 LR: 1.885e-02 Score 98.484 Data time: 0.1196, Forward time: 2.2622, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 6.4789 [2020-11-08 18:01:19,873][root][INFO] - ===> Epoch[1405](4217/3): Loss -0.8568, Sem 0.0447, dir -0.9865, norm 0.0850, swav 0.0000 LR: 1.882e-02 Score 98.346 Data time: 0.1886, Forward time: 2.2621, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 5.1948 [2020-11-08 18:01:26,205][root][INFO] - ===> Epoch[1405](4218/3): Loss -0.8451, Sem 0.0427, dir -0.9848, norm 0.0969, swav 0.0000 LR: 1.880e-02 Score 98.417 Data time: 0.1705, Forward time: 2.2620, Backward time: 3.1317, DDP time: 0.0038, Total iter time: 6.2661 [2020-11-08 18:01:32,832][root][INFO] - ===> Epoch[1406](4219/3): Loss -0.8513, Sem 0.0419, dir -0.9845, norm 0.0914, swav 0.0000 LR: 1.878e-02 Score 98.459 Data time: 0.1573, Forward time: 2.2617, Backward time: 3.1322, DDP time: 0.0038, Total iter time: 6.5404 [2020-11-08 18:01:38,602][root][INFO] - ===> Epoch[1406](4220/3): Loss -0.8319, Sem 0.0500, dir -0.9815, norm 0.0995, swav 0.0000 LR: 1.876e-02 Score 98.162 Data time: 0.2686, Forward time: 2.2620, Backward time: 3.1320, DDP time: 0.0038, Total iter time: 5.6900 [2020-11-08 18:01:43,371][root][INFO] - ===> Epoch[1406](4221/3): Loss -0.8498, Sem 0.0463, dir -0.9855, norm 0.0895, swav 0.0000 LR: 1.874e-02 Score 98.292 Data time: 0.1388, Forward time: 2.2618, Backward time: 3.1318, DDP time: 0.0038, Total iter time: 4.6604 [2020-11-08 18:01:49,424][root][INFO] - ===> Epoch[1407](4222/3): Loss -0.8473, Sem 0.0419, dir -0.9837, norm 0.0944, swav 0.0000 LR: 1.872e-02 Score 98.464 Data time: 0.1648, Forward time: 2.2616, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 5.9638 [2020-11-08 18:01:55,573][root][INFO] - ===> Epoch[1407](4223/3): Loss -0.8402, Sem 0.0438, dir -0.9833, norm 0.0993, swav 0.0000 LR: 1.869e-02 Score 98.382 Data time: 0.1851, Forward time: 2.2614, Backward time: 3.1325, DDP time: 0.0038, Total iter time: 6.0695 [2020-11-08 18:02:01,855][root][INFO] - ===> Epoch[1407](4224/3): Loss -0.8609, Sem 0.0380, dir -0.9845, norm 0.0856, swav 0.0000 LR: 1.867e-02 Score 98.590 Data time: 0.3166, Forward time: 2.2617, Backward time: 3.1323, DDP time: 0.0038, Total iter time: 6.2010 [2020-11-08 18:02:07,564][root][INFO] - ===> Epoch[1408](4225/3): Loss -0.8447, Sem 0.0468, dir -0.9854, norm 0.0939, swav 0.0000 LR: 1.865e-02 Score 98.280 Data time: 0.2782, Forward time: 2.2620, Backward time: 3.1320, DDP time: 0.0038, Total iter time: 5.5760 [2020-11-08 18:02:12,206][root][INFO] - ===> Epoch[1408](4226/3): Loss -0.8432, Sem 0.0439, dir -0.9844, norm 0.0973, swav 0.0000 LR: 1.863e-02 Score 98.404 Data time: 0.2415, Forward time: 2.2620, Backward time: 3.1316, DDP time: 0.0038, Total iter time: 4.5401 [2020-11-08 18:02:18,210][root][INFO] - ===> Epoch[1408](4227/3): Loss -0.8503, Sem 0.0433, dir -0.9838, norm 0.0902, swav 0.0000 LR: 1.861e-02 Score 98.393 Data time: 0.2482, Forward time: 2.2621, Backward time: 3.1315, DDP time: 0.0038, Total iter time: 5.9017 [2020-11-08 18:02:23,650][root][INFO] - ===> Epoch[1409](4228/3): Loss -0.8446, Sem 0.0465, dir -0.9853, norm 0.0942, swav 0.0000 LR: 1.859e-02 Score 98.282 Data time: 0.1990, Forward time: 2.2620, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 5.3246 [2020-11-08 18:02:28,884][root][INFO] - ===> Epoch[1409](4229/3): Loss -0.8482, Sem 0.0467, dir -0.9849, norm 0.0901, swav 0.0000 LR: 1.856e-02 Score 98.277 Data time: 0.2147, Forward time: 2.2620, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 5.1548 [2020-11-08 18:02:34,749][root][INFO] - ===> Epoch[1409](4230/3): Loss -0.8459, Sem 0.0420, dir -0.9832, norm 0.0953, swav 0.0000 LR: 1.854e-02 Score 98.455 Data time: 0.2655, Forward time: 2.2622, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.7534 [2020-11-08 18:02:40,269][root][INFO] - ===> Epoch[1410](4231/3): Loss -0.8431, Sem 0.0454, dir -0.9843, norm 0.0958, swav 0.0000 LR: 1.852e-02 Score 98.363 Data time: 0.2701, Forward time: 2.2624, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 5.3927 [2020-11-08 18:02:46,927][root][INFO] - ===> Epoch[1410](4232/3): Loss -0.8428, Sem 0.0430, dir -0.9822, norm 0.0963, swav 0.0000 LR: 1.850e-02 Score 98.405 Data time: 0.1806, Forward time: 2.2623, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 6.5528 [2020-11-08 18:02:53,021][root][INFO] - ===> Epoch[1410](4233/3): Loss -0.8447, Sem 0.0467, dir -0.9847, norm 0.0933, swav 0.0000 LR: 1.848e-02 Score 98.289 Data time: 0.1957, Forward time: 2.2622, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 5.9843 [2020-11-08 18:02:58,858][root][INFO] - ===> Epoch[1411](4234/3): Loss -0.8578, Sem 0.0389, dir -0.9858, norm 0.0891, swav 0.0000 LR: 1.846e-02 Score 98.571 Data time: 0.2154, Forward time: 2.2622, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 5.7239 [2020-11-08 18:03:04,290][root][INFO] - ===> Epoch[1411](4235/3): Loss -0.8469, Sem 0.0461, dir -0.9850, norm 0.0921, swav 0.0000 LR: 1.843e-02 Score 98.298 Data time: 0.1729, Forward time: 2.2621, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 5.3283 [2020-11-08 18:03:09,089][root][INFO] - ===> Epoch[1411](4236/3): Loss -0.8505, Sem 0.0443, dir -0.9836, norm 0.0888, swav 0.0000 LR: 1.841e-02 Score 98.373 Data time: 0.2152, Forward time: 2.2621, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 4.7211 [2020-11-08 18:03:14,662][root][INFO] - ===> Epoch[1412](4237/3): Loss -0.8406, Sem 0.0439, dir -0.9849, norm 0.1003, swav 0.0000 LR: 1.839e-02 Score 98.370 Data time: 0.2233, Forward time: 2.2621, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 5.4610 [2020-11-08 18:03:20,518][root][INFO] - ===> Epoch[1412](4238/3): Loss -0.8507, Sem 0.0437, dir -0.9869, norm 0.0924, swav 0.0000 LR: 1.837e-02 Score 98.392 Data time: 0.2127, Forward time: 2.2621, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 5.7471 [2020-11-08 18:03:26,331][root][INFO] - ===> Epoch[1412](4239/3): Loss -0.8487, Sem 0.0459, dir -0.9835, norm 0.0888, swav 0.0000 LR: 1.835e-02 Score 98.317 Data time: 0.1602, Forward time: 2.2619, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 5.7174 [2020-11-08 18:03:32,261][root][INFO] - ===> Epoch[1413](4240/3): Loss -0.8441, Sem 0.0435, dir -0.9845, norm 0.0968, swav 0.0000 LR: 1.833e-02 Score 98.397 Data time: 0.1910, Forward time: 2.2618, Backward time: 3.1314, DDP time: 0.0038, Total iter time: 5.8576 [2020-11-08 18:03:37,542][root][INFO] - ===> Epoch[1413](4241/3): Loss -0.8464, Sem 0.0458, dir -0.9826, norm 0.0905, swav 0.0000 LR: 1.830e-02 Score 98.335 Data time: 0.2363, Forward time: 2.2619, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.1765 [2020-11-08 18:03:43,104][root][INFO] - ===> Epoch[1413](4242/3): Loss -0.8543, Sem 0.0399, dir -0.9844, norm 0.0902, swav 0.0000 LR: 1.828e-02 Score 98.554 Data time: 0.1903, Forward time: 2.2618, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.4537 [2020-11-08 18:03:48,765][root][INFO] - ===> Epoch[1414](4243/3): Loss -0.8551, Sem 0.0423, dir -0.9884, norm 0.0910, swav 0.0000 LR: 1.826e-02 Score 98.418 Data time: 0.1925, Forward time: 2.2617, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.5510 [2020-11-08 18:03:54,551][root][INFO] - ===> Epoch[1414](4244/3): Loss -0.8420, Sem 0.0452, dir -0.9828, norm 0.0956, swav 0.0000 LR: 1.824e-02 Score 98.348 Data time: 0.1759, Forward time: 2.2616, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 5.6686 [2020-11-08 18:03:59,612][root][INFO] - ===> Epoch[1414](4245/3): Loss -0.8460, Sem 0.0477, dir -0.9843, norm 0.0906, swav 0.0000 LR: 1.822e-02 Score 98.251 Data time: 0.1984, Forward time: 2.2616, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 4.9732 [2020-11-08 18:04:05,762][root][INFO] - ===> Epoch[1415](4246/3): Loss -0.8564, Sem 0.0431, dir -0.9860, norm 0.0865, swav 0.0000 LR: 1.820e-02 Score 98.412 Data time: 0.1681, Forward time: 2.2614, Backward time: 3.1313, DDP time: 0.0038, Total iter time: 6.0348 [2020-11-08 18:04:11,654][root][INFO] - ===> Epoch[1415](4247/3): Loss -0.8594, Sem 0.0401, dir -0.9862, norm 0.0867, swav 0.0000 LR: 1.817e-02 Score 98.505 Data time: 0.2769, Forward time: 2.2617, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.8123 [2020-11-08 18:04:17,336][root][INFO] - ===> Epoch[1415](4248/3): Loss -0.8429, Sem 0.0437, dir -0.9836, norm 0.0970, swav 0.0000 LR: 1.815e-02 Score 98.397 Data time: 0.1801, Forward time: 2.2615, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.5516 [2020-11-08 18:04:22,650][root][INFO] - ===> Epoch[1416](4249/3): Loss -0.8596, Sem 0.0416, dir -0.9861, norm 0.0849, swav 0.0000 LR: 1.813e-02 Score 98.463 Data time: 0.2494, Forward time: 2.2617, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 5.2300 [2020-11-08 18:04:28,260][root][INFO] - ===> Epoch[1416](4250/3): Loss -0.8331, Sem 0.0447, dir -0.9830, norm 0.1052, swav 0.0000 LR: 1.811e-02 Score 98.359 Data time: 0.2354, Forward time: 2.2616, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 5.4909 [2020-11-08 18:04:33,672][root][INFO] - ===> Epoch[1416](4251/3): Loss -0.8518, Sem 0.0411, dir -0.9850, norm 0.0921, swav 0.0000 LR: 1.809e-02 Score 98.483 Data time: 0.1921, Forward time: 2.2615, Backward time: 3.1308, DDP time: 0.0038, Total iter time: 5.3134 [2020-11-08 18:04:39,055][root][INFO] - ===> Epoch[1417](4252/3): Loss -0.8380, Sem 0.0485, dir -0.9834, norm 0.0970, swav 0.0000 LR: 1.806e-02 Score 98.204 Data time: 0.2510, Forward time: 2.2617, Backward time: 3.1305, DDP time: 0.0038, Total iter time: 5.2972 [2020-11-08 18:04:43,880][root][INFO] - ===> Epoch[1417](4253/3): Loss -0.8612, Sem 0.0373, dir -0.9869, norm 0.0884, swav 0.0000 LR: 1.804e-02 Score 98.644 Data time: 0.2184, Forward time: 2.2616, Backward time: 3.1302, DDP time: 0.0038, Total iter time: 4.7088 [2020-11-08 18:04:49,764][root][INFO] - ===> Epoch[1417](4254/3): Loss -0.8455, Sem 0.0433, dir -0.9846, norm 0.0958, swav 0.0000 LR: 1.802e-02 Score 98.403 Data time: 0.2911, Forward time: 2.2619, Backward time: 3.1300, DDP time: 0.0038, Total iter time: 5.7794 [2020-11-08 18:04:56,311][root][INFO] - ===> Epoch[1418](4255/3): Loss -0.8529, Sem 0.0420, dir -0.9848, norm 0.0899, swav 0.0000 LR: 1.800e-02 Score 98.449 Data time: 0.1840, Forward time: 2.2618, Backward time: 3.1303, DDP time: 0.0038, Total iter time: 6.4323 [2020-11-08 18:05:00,887][root][INFO] - ===> Epoch[1418](4256/3): Loss -0.8534, Sem 0.0437, dir -0.9842, norm 0.0871, swav 0.0000 LR: 1.798e-02 Score 98.395 Data time: 0.1739, Forward time: 2.2616, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 4.4570 [2020-11-08 18:05:07,694][root][INFO] - ===> Epoch[1418](4257/3): Loss -0.8415, Sem 0.0431, dir -0.9838, norm 0.0992, swav 0.0000 LR: 1.796e-02 Score 98.400 Data time: 0.3527, Forward time: 2.2620, Backward time: 3.1300, DDP time: 0.0038, Total iter time: 6.7035 [2020-11-08 18:05:14,553][root][INFO] - ===> Epoch[1419](4258/3): Loss -0.8402, Sem 0.0438, dir -0.9845, norm 0.1005, swav 0.0000 LR: 1.793e-02 Score 98.398 Data time: 0.3508, Forward time: 2.2625, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 6.7079 [2020-11-08 18:05:20,192][root][INFO] - ===> Epoch[1419](4259/3): Loss -0.8483, Sem 0.0445, dir -0.9844, norm 0.0916, swav 0.0000 LR: 1.791e-02 Score 98.337 Data time: 0.1714, Forward time: 2.2624, Backward time: 3.1300, DDP time: 0.0038, Total iter time: 5.5009 [2020-11-08 18:05:25,366][root][INFO] - ===> Epoch[1419](4260/3): Loss -0.8466, Sem 0.0455, dir -0.9836, norm 0.0916, swav 0.0000 LR: 1.789e-02 Score 98.322 Data time: 0.2053, Forward time: 2.2623, Backward time: 3.1298, DDP time: 0.0038, Total iter time: 5.0686 [2020-11-08 18:05:31,741][root][INFO] - ===> Epoch[1420](4261/3): Loss -0.8430, Sem 0.0425, dir -0.9836, norm 0.0980, swav 0.0000 LR: 1.787e-02 Score 98.470 Data time: 0.2830, Forward time: 2.2624, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 6.2910 [2020-11-08 18:05:37,684][root][INFO] - ===> Epoch[1420](4262/3): Loss -0.8656, Sem 0.0394, dir -0.9884, norm 0.0835, swav 0.0000 LR: 1.785e-02 Score 98.539 Data time: 0.2291, Forward time: 2.2624, Backward time: 3.1299, DDP time: 0.0038, Total iter time: 5.8066 [2020-11-08 18:05:44,427][root][INFO] - ===> Epoch[1420](4263/3): Loss -0.8369, Sem 0.0526, dir -0.9825, norm 0.0930, swav 0.0000 LR: 1.783e-02 Score 98.041 Data time: 0.2654, Forward time: 2.2626, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 6.6481 [2020-11-08 18:05:49,455][root][INFO] - ===> Epoch[1421](4264/3): Loss -0.8534, Sem 0.0367, dir -0.9851, norm 0.0950, swav 0.0000 LR: 1.780e-02 Score 98.645 Data time: 0.2582, Forward time: 2.2627, Backward time: 3.1297, DDP time: 0.0038, Total iter time: 4.8864 [2020-11-08 18:05:54,369][root][INFO] - ===> Epoch[1421](4265/3): Loss -0.8457, Sem 0.0482, dir -0.9859, norm 0.0920, swav 0.0000 LR: 1.778e-02 Score 98.191 Data time: 0.1800, Forward time: 2.2626, Backward time: 3.1295, DDP time: 0.0038, Total iter time: 4.7963 [2020-11-08 18:05:59,888][root][INFO] - ===> Epoch[1421](4266/3): Loss -0.8445, Sem 0.0441, dir -0.9843, norm 0.0957, swav 0.0000 LR: 1.776e-02 Score 98.367 Data time: 0.2588, Forward time: 2.2627, Backward time: 3.1292, DDP time: 0.0038, Total iter time: 5.4399 [2020-11-08 18:06:04,443][root][INFO] - ===> Epoch[1422](4267/3): Loss -0.8447, Sem 0.0474, dir -0.9862, norm 0.0941, swav 0.0000 LR: 1.774e-02 Score 98.254 Data time: 0.2061, Forward time: 2.2627, Backward time: 3.1289, DDP time: 0.0038, Total iter time: 4.4381 [2020-11-08 18:06:10,623][root][INFO] - ===> Epoch[1422](4268/3): Loss -0.8507, Sem 0.0424, dir -0.9822, norm 0.0891, swav 0.0000 LR: 1.772e-02 Score 98.493 Data time: 0.2344, Forward time: 2.2627, Backward time: 3.1289, DDP time: 0.0038, Total iter time: 6.0731 [2020-11-08 18:06:16,079][root][INFO] - ===> Epoch[1422](4269/3): Loss -0.8450, Sem 0.0448, dir -0.9848, norm 0.0950, swav 0.0000 LR: 1.769e-02 Score 98.332 Data time: 0.1815, Forward time: 2.2627, Backward time: 3.1289, DDP time: 0.0038, Total iter time: 5.3469 [2020-11-08 18:06:21,927][root][INFO] - ===> Epoch[1423](4270/3): Loss -0.8462, Sem 0.0452, dir -0.9815, norm 0.0901, swav 0.0000 LR: 1.767e-02 Score 98.339 Data time: 0.1869, Forward time: 2.2626, Backward time: 3.1290, DDP time: 0.0038, Total iter time: 5.7339 [2020-11-08 18:06:26,793][root][INFO] - ===> Epoch[1423](4271/3): Loss -0.8486, Sem 0.0415, dir -0.9841, norm 0.0939, swav 0.0000 LR: 1.765e-02 Score 98.491 Data time: 0.2045, Forward time: 2.2625, Backward time: 3.1288, DDP time: 0.0038, Total iter time: 4.7477 [2020-11-08 18:06:32,357][root][INFO] - ===> Epoch[1423](4272/3): Loss -0.8578, Sem 0.0445, dir -0.9867, norm 0.0844, swav 0.0000 LR: 1.763e-02 Score 98.372 Data time: 0.2784, Forward time: 2.2627, Backward time: 3.1285, DDP time: 0.0038, Total iter time: 5.4407 [2020-11-08 18:06:36,788][root][INFO] - ===> Epoch[1424](4273/3): Loss -0.8527, Sem 0.0421, dir -0.9847, norm 0.0899, swav 0.0000 LR: 1.761e-02 Score 98.435 Data time: 0.2218, Forward time: 2.2627, Backward time: 3.1280, DDP time: 0.0038, Total iter time: 4.3104 [2020-11-08 18:06:43,747][root][INFO] - ===> Epoch[1424](4274/3): Loss -0.8411, Sem 0.0426, dir -0.9821, norm 0.0984, swav 0.0000 LR: 1.759e-02 Score 98.452 Data time: 0.1967, Forward time: 2.2627, Backward time: 3.1284, DDP time: 0.0038, Total iter time: 6.8544 [2020-11-08 18:06:51,051][root][INFO] - ===> Epoch[1424](4275/3): Loss -0.8486, Sem 0.0456, dir -0.9852, norm 0.0909, swav 0.0000 LR: 1.756e-02 Score 98.298 Data time: 0.1691, Forward time: 2.2624, Backward time: 3.1292, DDP time: 0.0038, Total iter time: 7.2134 [2020-11-08 18:06:55,904][root][INFO] - ===> Epoch[1425](4276/3): Loss -0.8527, Sem 0.0414, dir -0.9835, norm 0.0894, swav 0.0000 LR: 1.754e-02 Score 98.464 Data time: 0.1997, Forward time: 2.2624, Backward time: 3.1289, DDP time: 0.0038, Total iter time: 4.7749 [2020-11-08 18:07:01,383][root][INFO] - ===> Epoch[1425](4277/3): Loss -0.8428, Sem 0.0444, dir -0.9847, norm 0.0975, swav 0.0000 LR: 1.752e-02 Score 98.374 Data time: 0.2164, Forward time: 2.2624, Backward time: 3.1288, DDP time: 0.0038, Total iter time: 5.3686 [2020-11-08 18:07:06,440][root][INFO] - ===> Epoch[1425](4278/3): Loss -0.8604, Sem 0.0409, dir -0.9862, norm 0.0849, swav 0.0000 LR: 1.750e-02 Score 98.501 Data time: 0.1321, Forward time: 2.2621, Backward time: 3.1289, DDP time: 0.0038, Total iter time: 4.9264 [2020-11-08 18:07:12,549][root][INFO] - ===> Epoch[1426](4279/3): Loss -0.8571, Sem 0.0386, dir -0.9841, norm 0.0884, swav 0.0000 LR: 1.748e-02 Score 98.563 Data time: 0.2338, Forward time: 2.2622, Backward time: 3.1289, DDP time: 0.0038, Total iter time: 6.0214 [2020-11-08 18:07:18,208][root][INFO] - ===> Epoch[1426](4280/3): Loss -0.8523, Sem 0.0452, dir -0.9866, norm 0.0890, swav 0.0000 LR: 1.745e-02 Score 98.348 Data time: 0.1923, Forward time: 2.2621, Backward time: 3.1290, DDP time: 0.0038, Total iter time: 5.5566 [2020-11-08 18:07:22,947][root][INFO] - ===> Epoch[1426](4281/3): Loss -0.8466, Sem 0.0421, dir -0.9843, norm 0.0957, swav 0.0000 LR: 1.743e-02 Score 98.467 Data time: 0.1899, Forward time: 2.2620, Backward time: 3.1287, DDP time: 0.0038, Total iter time: 4.6379 [2020-11-08 18:07:29,807][root][INFO] - ===> Epoch[1427](4282/3): Loss -0.8519, Sem 0.0437, dir -0.9844, norm 0.0888, swav 0.0000 LR: 1.741e-02 Score 98.353 Data time: 0.1841, Forward time: 2.2618, Backward time: 3.1292, DDP time: 0.0038, Total iter time: 6.7780 [2020-11-08 18:07:35,010][root][INFO] - ===> Epoch[1427](4283/3): Loss -0.8483, Sem 0.0487, dir -0.9851, norm 0.0880, swav 0.0000 LR: 1.739e-02 Score 98.207 Data time: 0.2376, Forward time: 2.2620, Backward time: 3.1289, DDP time: 0.0038, Total iter time: 5.1028 [2020-11-08 18:07:40,575][root][INFO] - ===> Epoch[1427](4284/3): Loss -0.8478, Sem 0.0444, dir -0.9849, norm 0.0927, swav 0.0000 LR: 1.737e-02 Score 98.359 Data time: 0.2129, Forward time: 2.2620, Backward time: 3.1288, DDP time: 0.0038, Total iter time: 5.4360 [2020-11-08 18:07:45,472][root][INFO] - ===> Epoch[1428](4285/3): Loss -0.8559, Sem 0.0409, dir -0.9845, norm 0.0877, swav 0.0000 LR: 1.735e-02 Score 98.520 Data time: 0.2052, Forward time: 2.2620, Backward time: 3.1285, DDP time: 0.0038, Total iter time: 4.7676 [2020-11-08 18:07:50,951][root][INFO] - ===> Epoch[1428](4286/3): Loss -0.8529, Sem 0.0428, dir -0.9851, norm 0.0893, swav 0.0000 LR: 1.732e-02 Score 98.417 Data time: 0.1762, Forward time: 2.2619, Backward time: 3.1284, DDP time: 0.0038, Total iter time: 5.3663 [2020-11-08 18:07:56,565][root][INFO] - ===> Epoch[1428](4287/3): Loss -0.8451, Sem 0.0462, dir -0.9835, norm 0.0921, swav 0.0000 LR: 1.730e-02 Score 98.313 Data time: 0.2408, Forward time: 2.2620, Backward time: 3.1283, DDP time: 0.0038, Total iter time: 5.5270 [2020-11-08 18:08:02,679][root][INFO] - ===> Epoch[1429](4288/3): Loss -0.8558, Sem 0.0423, dir -0.9873, norm 0.0892, swav 0.0000 LR: 1.728e-02 Score 98.448 Data time: 0.1825, Forward time: 2.2618, Backward time: 3.1286, DDP time: 0.0038, Total iter time: 5.9925 [2020-11-08 18:08:08,347][root][INFO] - ===> Epoch[1429](4289/3): Loss -0.8387, Sem 0.0463, dir -0.9835, norm 0.0985, swav 0.0000 LR: 1.726e-02 Score 98.313 Data time: 0.2205, Forward time: 2.2618, Backward time: 3.1285, DDP time: 0.0038, Total iter time: 5.6114 [2020-11-08 18:08:13,788][root][INFO] - ===> Epoch[1429](4290/3): Loss -0.8546, Sem 0.0418, dir -0.9859, norm 0.0895, swav 0.0000 LR: 1.724e-02 Score 98.456 Data time: 0.2241, Forward time: 2.2618, Backward time: 3.1284, DDP time: 0.0038, Total iter time: 5.3391 [2020-11-08 18:08:20,232][root][INFO] - ===> Epoch[1430](4291/3): Loss -0.8561, Sem 0.0433, dir -0.9864, norm 0.0870, swav 0.0000 LR: 1.721e-02 Score 98.386 Data time: 0.2351, Forward time: 2.2619, Backward time: 3.1285, DDP time: 0.0038, Total iter time: 6.3368 [2020-11-08 18:08:25,387][root][INFO] - ===> Epoch[1430](4292/3): Loss -0.8554, Sem 0.0429, dir -0.9831, norm 0.0848, swav 0.0000 LR: 1.719e-02 Score 98.420 Data time: 0.2104, Forward time: 2.2619, Backward time: 3.1283, DDP time: 0.0038, Total iter time: 5.0303 [2020-11-08 18:08:31,094][root][INFO] - ===> Epoch[1430](4293/3): Loss -0.8520, Sem 0.0427, dir -0.9853, norm 0.0906, swav 0.0000 LR: 1.717e-02 Score 98.444 Data time: 0.2929, Forward time: 2.2621, Backward time: 3.1280, DDP time: 0.0038, Total iter time: 5.6031 [2020-11-08 18:08:36,386][root][INFO] - ===> Epoch[1431](4294/3): Loss -0.8586, Sem 0.0418, dir -0.9867, norm 0.0864, swav 0.0000 LR: 1.715e-02 Score 98.464 Data time: 0.2675, Forward time: 2.2623, Backward time: 3.1277, DDP time: 0.0038, Total iter time: 5.1778 [2020-11-08 18:08:43,112][root][INFO] - ===> Epoch[1431](4295/3): Loss -0.8492, Sem 0.0447, dir -0.9838, norm 0.0900, swav 0.0000 LR: 1.713e-02 Score 98.358 Data time: 0.3154, Forward time: 2.2626, Backward time: 3.1277, DDP time: 0.0038, Total iter time: 6.6067 [2020-11-08 18:08:48,986][root][INFO] - ===> Epoch[1431](4296/3): Loss -0.8466, Sem 0.0443, dir -0.9860, norm 0.0950, swav 0.0000 LR: 1.710e-02 Score 98.351 Data time: 0.2768, Forward time: 2.2629, Backward time: 3.1274, DDP time: 0.0038, Total iter time: 5.7282 [2020-11-08 18:08:55,679][root][INFO] - ===> Epoch[1432](4297/3): Loss -0.8602, Sem 0.0409, dir -0.9856, norm 0.0845, swav 0.0000 LR: 1.708e-02 Score 98.495 Data time: 0.1902, Forward time: 2.2628, Backward time: 3.1278, DDP time: 0.0038, Total iter time: 6.5621 [2020-11-08 18:09:02,558][root][INFO] - ===> Epoch[1432](4298/3): Loss -0.8528, Sem 0.0436, dir -0.9840, norm 0.0875, swav 0.0000 LR: 1.706e-02 Score 98.396 Data time: 0.2543, Forward time: 2.2629, Backward time: 3.1280, DDP time: 0.0038, Total iter time: 6.7848 [2020-11-08 18:09:08,287][root][INFO] - ===> Epoch[1432](4299/3): Loss -0.8442, Sem 0.0462, dir -0.9843, norm 0.0938, swav 0.0000 LR: 1.704e-02 Score 98.295 Data time: 0.2321, Forward time: 2.2630, Backward time: 3.1279, DDP time: 0.0038, Total iter time: 5.5917 [2020-11-08 18:09:13,778][root][INFO] - ===> Epoch[1433](4300/3): Loss -0.8528, Sem 0.0402, dir -0.9842, norm 0.0913, swav 0.0000 LR: 1.702e-02 Score 98.544 Data time: 0.2042, Forward time: 2.2630, Backward time: 3.1279, DDP time: 0.0038, Total iter time: 5.3872 [2020-11-08 18:09:19,019][root][INFO] - ===> Epoch[1433](4301/3): Loss -0.8500, Sem 0.0442, dir -0.9848, norm 0.0906, swav 0.0000 LR: 1.699e-02 Score 98.367 Data time: 0.2150, Forward time: 2.2631, Backward time: 3.1276, DDP time: 0.0038, Total iter time: 5.1411 [2020-11-08 18:09:24,330][root][INFO] - ===> Epoch[1433](4302/3): Loss -0.8505, Sem 0.0456, dir -0.9846, norm 0.0885, swav 0.0000 LR: 1.697e-02 Score 98.340 Data time: 0.1377, Forward time: 2.2628, Backward time: 3.1277, DDP time: 0.0038, Total iter time: 5.2017 [2020-11-08 18:09:29,660][root][INFO] - ===> Epoch[1434](4303/3): Loss -0.8500, Sem 0.0438, dir -0.9866, norm 0.0929, swav 0.0000 LR: 1.695e-02 Score 98.365 Data time: 0.2576, Forward time: 2.2630, Backward time: 3.1274, DDP time: 0.0038, Total iter time: 5.2820 [2020-11-08 18:09:35,614][root][INFO] - ===> Epoch[1434](4304/3): Loss -0.8423, Sem 0.0469, dir -0.9836, norm 0.0944, swav 0.0000 LR: 1.693e-02 Score 98.273 Data time: 0.1367, Forward time: 2.2627, Backward time: 3.1277, DDP time: 0.0038, Total iter time: 5.8425 [2020-11-08 18:09:41,575][root][INFO] - ===> Epoch[1434](4305/3): Loss -0.8381, Sem 0.0440, dir -0.9839, norm 0.1018, swav 0.0000 LR: 1.691e-02 Score 98.405 Data time: 0.2013, Forward time: 2.2627, Backward time: 3.1278, DDP time: 0.0038, Total iter time: 5.9097 [2020-11-08 18:09:47,399][root][INFO] - ===> Epoch[1435](4306/3): Loss -0.8503, Sem 0.0426, dir -0.9843, norm 0.0914, swav 0.0000 LR: 1.689e-02 Score 98.445 Data time: 0.2687, Forward time: 2.2627, Backward time: 3.1278, DDP time: 0.0038, Total iter time: 5.7234 [2020-11-08 18:09:53,154][root][INFO] - ===> Epoch[1435](4307/3): Loss -0.8516, Sem 0.0421, dir -0.9862, norm 0.0925, swav 0.0000 LR: 1.686e-02 Score 98.438 Data time: 0.2255, Forward time: 2.2628, Backward time: 3.1277, DDP time: 0.0038, Total iter time: 5.6387 [2020-11-08 18:09:57,235][root][INFO] - ===> Epoch[1435](4308/3): Loss -0.8488, Sem 0.0449, dir -0.9828, norm 0.0891, swav 0.0000 LR: 1.684e-02 Score 98.337 Data time: 0.2430, Forward time: 2.2628, Backward time: 3.1271, DDP time: 0.0038, Total iter time: 3.9721 [2020-11-08 18:10:03,263][root][INFO] - ===> Epoch[1436](4309/3): Loss -0.8432, Sem 0.0477, dir -0.9849, norm 0.0940, swav 0.0000 LR: 1.682e-02 Score 98.233 Data time: 0.2208, Forward time: 2.2628, Backward time: 3.1272, DDP time: 0.0038, Total iter time: 5.9309 [2020-11-08 18:10:08,687][root][INFO] - ===> Epoch[1436](4310/3): Loss -0.8567, Sem 0.0407, dir -0.9855, norm 0.0882, swav 0.0000 LR: 1.680e-02 Score 98.517 Data time: 0.2088, Forward time: 2.2627, Backward time: 3.1271, DDP time: 0.0038, Total iter time: 5.3043 [2020-11-08 18:10:14,108][root][INFO] - ===> Epoch[1436](4311/3): Loss -0.8510, Sem 0.0399, dir -0.9851, norm 0.0942, swav 0.0000 LR: 1.678e-02 Score 98.533 Data time: 0.1974, Forward time: 2.2627, Backward time: 3.1270, DDP time: 0.0038, Total iter time: 5.3173 [2020-11-08 18:10:19,914][root][INFO] - ===> Epoch[1437](4312/3): Loss -0.8438, Sem 0.0460, dir -0.9837, norm 0.0939, swav 0.0000 LR: 1.675e-02 Score 98.288 Data time: 0.2136, Forward time: 2.2627, Backward time: 3.1271, DDP time: 0.0038, Total iter time: 5.7138 [2020-11-08 18:10:25,062][root][INFO] - ===> Epoch[1437](4313/3): Loss -0.8532, Sem 0.0452, dir -0.9869, norm 0.0885, swav 0.0000 LR: 1.673e-02 Score 98.307 Data time: 0.2232, Forward time: 2.2627, Backward time: 3.1268, DDP time: 0.0038, Total iter time: 5.0365 [2020-11-08 18:10:30,777][root][INFO] - ===> Epoch[1437](4314/3): Loss -0.8516, Sem 0.0434, dir -0.9846, norm 0.0896, swav 0.0000 LR: 1.671e-02 Score 98.389 Data time: 0.2633, Forward time: 2.2629, Backward time: 3.1266, DDP time: 0.0038, Total iter time: 5.5775 [2020-11-08 18:10:35,455][root][INFO] - ===> Epoch[1438](4315/3): Loss -0.8509, Sem 0.0422, dir -0.9846, norm 0.0915, swav 0.0000 LR: 1.669e-02 Score 98.470 Data time: 0.1972, Forward time: 2.2628, Backward time: 3.1262, DDP time: 0.0038, Total iter time: 4.5343 [2020-11-08 18:10:41,374][root][INFO] - ===> Epoch[1438](4316/3): Loss -0.8412, Sem 0.0437, dir -0.9825, norm 0.0976, swav 0.0000 LR: 1.667e-02 Score 98.395 Data time: 0.2039, Forward time: 2.2627, Backward time: 3.1263, DDP time: 0.0038, Total iter time: 5.8161 [2020-11-08 18:10:46,257][root][INFO] - ===> Epoch[1438](4317/3): Loss -0.8528, Sem 0.0443, dir -0.9858, norm 0.0888, swav 0.0000 LR: 1.664e-02 Score 98.367 Data time: 0.1963, Forward time: 2.2626, Backward time: 3.1261, DDP time: 0.0038, Total iter time: 4.7622 [2020-11-08 18:10:53,572][root][INFO] - ===> Epoch[1439](4318/3): Loss -0.8471, Sem 0.0458, dir -0.9851, norm 0.0923, swav 0.0000 LR: 1.662e-02 Score 98.311 Data time: 0.2441, Forward time: 2.2628, Backward time: 3.1265, DDP time: 0.0038, Total iter time: 7.2106 [2020-11-08 18:10:58,130][root][INFO] - ===> Epoch[1439](4319/3): Loss -0.8485, Sem 0.0424, dir -0.9836, norm 0.0928, swav 0.0000 LR: 1.660e-02 Score 98.439 Data time: 0.1854, Forward time: 2.2627, Backward time: 3.1262, DDP time: 0.0038, Total iter time: 4.4231 [2020-11-08 18:11:04,082][root][INFO] - ===> Epoch[1439](4320/3): Loss -0.8556, Sem 0.0425, dir -0.9857, norm 0.0876, swav 0.0000 LR: 1.658e-02 Score 98.450 Data time: 0.2488, Forward time: 2.2627, Backward time: 3.1262, DDP time: 0.0038, Total iter time: 5.8390 [2020-11-08 18:11:10,048][root][INFO] - ===> Epoch[1440](4321/3): Loss -0.8531, Sem 0.0414, dir -0.9858, norm 0.0913, swav 0.0000 LR: 1.656e-02 Score 98.461 Data time: 0.1889, Forward time: 2.2625, Backward time: 3.1264, DDP time: 0.0038, Total iter time: 5.8475 [2020-11-08 18:11:14,862][root][INFO] - ===> Epoch[1440](4322/3): Loss -0.8467, Sem 0.0478, dir -0.9843, norm 0.0898, swav 0.0000 LR: 1.653e-02 Score 98.236 Data time: 0.2373, Forward time: 2.2626, Backward time: 3.1260, DDP time: 0.0038, Total iter time: 4.6995 [2020-11-08 18:11:20,833][root][INFO] - ===> Epoch[1440](4323/3): Loss -0.8495, Sem 0.0457, dir -0.9856, norm 0.0903, swav 0.0000 LR: 1.651e-02 Score 98.338 Data time: 0.2065, Forward time: 2.2626, Backward time: 3.1261, DDP time: 0.0038, Total iter time: 5.8630 [2020-11-08 18:11:26,554][root][INFO] - ===> Epoch[1441](4324/3): Loss -0.8549, Sem 0.0426, dir -0.9834, norm 0.0859, swav 0.0000 LR: 1.649e-02 Score 98.425 Data time: 0.2226, Forward time: 2.2626, Backward time: 3.1260, DDP time: 0.0038, Total iter time: 5.6116 [2020-11-08 18:11:32,608][root][INFO] - ===> Epoch[1441](4325/3): Loss -0.8531, Sem 0.0424, dir -0.9858, norm 0.0902, swav 0.0000 LR: 1.647e-02 Score 98.433 Data time: 0.3127, Forward time: 2.2629, Backward time: 3.1258, DDP time: 0.0038, Total iter time: 5.9362 [2020-11-08 18:11:39,448][root][INFO] - ===> Epoch[1441](4326/3): Loss -0.8507, Sem 0.0476, dir -0.9858, norm 0.0875, swav 0.0000 LR: 1.645e-02 Score 98.251 Data time: 0.2626, Forward time: 2.2632, Backward time: 3.1259, DDP time: 0.0038, Total iter time: 6.7031 [2020-11-08 18:11:45,321][root][INFO] - ===> Epoch[1442](4327/3): Loss -0.8488, Sem 0.0415, dir -0.9840, norm 0.0937, swav 0.0000 LR: 1.642e-02 Score 98.481 Data time: 0.1431, Forward time: 2.2629, Backward time: 3.1262, DDP time: 0.0038, Total iter time: 5.7492 [2020-11-08 18:11:50,681][root][INFO] - ===> Epoch[1442](4328/3): Loss -0.8497, Sem 0.0427, dir -0.9821, norm 0.0897, swav 0.0000 LR: 1.640e-02 Score 98.414 Data time: 0.2658, Forward time: 2.2631, Backward time: 3.1259, DDP time: 0.0038, Total iter time: 5.2818 [2020-11-08 18:11:57,476][root][INFO] - ===> Epoch[1442](4329/3): Loss -0.8379, Sem 0.0474, dir -0.9832, norm 0.0979, swav 0.0000 LR: 1.638e-02 Score 98.253 Data time: 0.1620, Forward time: 2.2630, Backward time: 3.1263, DDP time: 0.0038, Total iter time: 6.6834 [2020-11-08 18:12:02,237][root][INFO] - ===> Epoch[1443](4330/3): Loss -0.8653, Sem 0.0402, dir -0.9870, norm 0.0815, swav 0.0000 LR: 1.636e-02 Score 98.522 Data time: 0.1617, Forward time: 2.2628, Backward time: 3.1262, DDP time: 0.0038, Total iter time: 4.6598 [2020-11-08 18:12:06,720][root][INFO] - ===> Epoch[1443](4331/3): Loss -0.8562, Sem 0.0411, dir -0.9856, norm 0.0883, swav 0.0000 LR: 1.634e-02 Score 98.471 Data time: 0.1804, Forward time: 2.2626, Backward time: 3.1259, DDP time: 0.0038, Total iter time: 4.4081 [2020-11-08 18:12:12,615][root][INFO] - ===> Epoch[1443](4332/3): Loss -0.8467, Sem 0.0467, dir -0.9866, norm 0.0933, swav 0.0000 LR: 1.631e-02 Score 98.270 Data time: 0.2238, Forward time: 2.2627, Backward time: 3.1259, DDP time: 0.0038, Total iter time: 5.8077 [2020-11-08 18:12:18,363][root][INFO] - ===> Epoch[1444](4333/3): Loss -0.8712, Sem 0.0366, dir -0.9864, norm 0.0786, swav 0.0000 LR: 1.629e-02 Score 98.650 Data time: 0.2176, Forward time: 2.2627, Backward time: 3.1259, DDP time: 0.0038, Total iter time: 5.6286 [2020-11-08 18:12:25,060][root][INFO] - ===> Epoch[1444](4334/3): Loss -0.8454, Sem 0.0440, dir -0.9839, norm 0.0944, swav 0.0000 LR: 1.627e-02 Score 98.360 Data time: 0.1884, Forward time: 2.2626, Backward time: 3.1263, DDP time: 0.0038, Total iter time: 6.5964 [2020-11-08 18:12:29,850][root][INFO] - ===> Epoch[1444](4335/3): Loss -0.8626, Sem 0.0395, dir -0.9869, norm 0.0848, swav 0.0000 LR: 1.625e-02 Score 98.538 Data time: 0.2181, Forward time: 2.2625, Backward time: 3.1260, DDP time: 0.0038, Total iter time: 4.6854 [2020-11-08 18:12:35,530][root][INFO] - ===> Epoch[1445](4336/3): Loss -0.8449, Sem 0.0458, dir -0.9852, norm 0.0945, swav 0.0000 LR: 1.623e-02 Score 98.309 Data time: 0.2553, Forward time: 2.2627, Backward time: 3.1258, DDP time: 0.0038, Total iter time: 5.5569 [2020-11-08 18:12:41,395][root][INFO] - ===> Epoch[1445](4337/3): Loss -0.8575, Sem 0.0407, dir -0.9855, norm 0.0873, swav 0.0000 LR: 1.620e-02 Score 98.491 Data time: 0.1379, Forward time: 2.2624, Backward time: 3.1262, DDP time: 0.0038, Total iter time: 5.7356 [2020-11-08 18:12:47,138][root][INFO] - ===> Epoch[1445](4338/3): Loss -0.8512, Sem 0.0457, dir -0.9859, norm 0.0890, swav 0.0000 LR: 1.618e-02 Score 98.330 Data time: 0.2271, Forward time: 2.2624, Backward time: 3.1261, DDP time: 0.0038, Total iter time: 5.6686 [2020-11-08 18:12:52,591][root][INFO] - ===> Epoch[1446](4339/3): Loss -0.8490, Sem 0.0449, dir -0.9862, norm 0.0923, swav 0.0000 LR: 1.616e-02 Score 98.338 Data time: 0.1907, Forward time: 2.2623, Backward time: 3.1261, DDP time: 0.0038, Total iter time: 5.3366 [2020-11-08 18:12:57,953][root][INFO] - ===> Epoch[1446](4340/3): Loss -0.8380, Sem 0.0450, dir -0.9822, norm 0.0993, swav 0.0000 LR: 1.614e-02 Score 98.330 Data time: 0.2982, Forward time: 2.2625, Backward time: 3.1258, DDP time: 0.0038, Total iter time: 5.2947 [2020-11-08 18:13:04,011][root][INFO] - ===> Epoch[1446](4341/3): Loss -0.8429, Sem 0.0480, dir -0.9844, norm 0.0934, swav 0.0000 LR: 1.612e-02 Score 98.225 Data time: 0.2299, Forward time: 2.2626, Backward time: 3.1258, DDP time: 0.0038, Total iter time: 5.9223 [2020-11-08 18:13:09,062][root][INFO] - ===> Epoch[1447](4342/3): Loss -0.8505, Sem 0.0401, dir -0.9836, norm 0.0930, swav 0.0000 LR: 1.609e-02 Score 98.532 Data time: 0.2262, Forward time: 2.2627, Backward time: 3.1254, DDP time: 0.0038, Total iter time: 4.9350 [2020-11-08 18:13:14,380][root][INFO] - ===> Epoch[1447](4343/3): Loss -0.8598, Sem 0.0440, dir -0.9870, norm 0.0831, swav 0.0000 LR: 1.607e-02 Score 98.375 Data time: 0.2114, Forward time: 2.2627, Backward time: 3.1253, DDP time: 0.0038, Total iter time: 5.2196 [2020-11-08 18:13:19,400][root][INFO] - ===> Epoch[1447](4344/3): Loss -0.8412, Sem 0.0465, dir -0.9808, norm 0.0931, swav 0.0000 LR: 1.605e-02 Score 98.269 Data time: 0.2484, Forward time: 2.2628, Backward time: 3.1249, DDP time: 0.0038, Total iter time: 4.9249 [2020-11-08 18:13:25,939][root][INFO] - ===> Epoch[1448](4345/3): Loss -0.8509, Sem 0.0436, dir -0.9880, norm 0.0935, swav 0.0000 LR: 1.603e-02 Score 98.378 Data time: 0.1768, Forward time: 2.2627, Backward time: 3.1253, DDP time: 0.0038, Total iter time: 6.4214 [2020-11-08 18:13:31,488][root][INFO] - ===> Epoch[1448](4346/3): Loss -0.8481, Sem 0.0451, dir -0.9841, norm 0.0909, swav 0.0000 LR: 1.601e-02 Score 98.334 Data time: 0.2917, Forward time: 2.2629, Backward time: 3.1250, DDP time: 0.0038, Total iter time: 5.4598 [2020-11-08 18:13:37,458][root][INFO] - ===> Epoch[1448](4347/3): Loss -0.8525, Sem 0.0420, dir -0.9852, norm 0.0907, swav 0.0000 LR: 1.598e-02 Score 98.448 Data time: 0.2047, Forward time: 2.2629, Backward time: 3.1251, DDP time: 0.0038, Total iter time: 5.8458 [2020-11-08 18:13:43,616][root][INFO] - ===> Epoch[1449](4348/3): Loss -0.8481, Sem 0.0433, dir -0.9834, norm 0.0919, swav 0.0000 LR: 1.596e-02 Score 98.424 Data time: 0.2674, Forward time: 2.2630, Backward time: 3.1250, DDP time: 0.0038, Total iter time: 6.0609 [2020-11-08 18:13:49,489][root][INFO] - ===> Epoch[1449](4349/3): Loss -0.8672, Sem 0.0387, dir -0.9858, norm 0.0799, swav 0.0000 LR: 1.594e-02 Score 98.565 Data time: 0.2878, Forward time: 2.2633, Backward time: 3.1248, DDP time: 0.0038, Total iter time: 5.7439 [2020-11-08 18:13:55,263][root][INFO] - ===> Epoch[1449](4350/3): Loss -0.8516, Sem 0.0431, dir -0.9865, norm 0.0917, swav 0.0000 LR: 1.592e-02 Score 98.390 Data time: 0.1809, Forward time: 2.2632, Backward time: 3.1248, DDP time: 0.0038, Total iter time: 5.6252 [2020-11-08 18:14:02,129][root][INFO] - ===> Epoch[1450](4351/3): Loss -0.8491, Sem 0.0429, dir -0.9851, norm 0.0931, swav 0.0000 LR: 1.590e-02 Score 98.415 Data time: 0.1900, Forward time: 2.2631, Backward time: 3.1253, DDP time: 0.0038, Total iter time: 6.7505 [2020-11-08 18:14:07,592][root][INFO] - ===> Epoch[1450](4352/3): Loss -0.8465, Sem 0.0433, dir -0.9843, norm 0.0944, swav 0.0000 LR: 1.587e-02 Score 98.413 Data time: 0.2605, Forward time: 2.2633, Backward time: 3.1250, DDP time: 0.0038, Total iter time: 5.3738 [2020-11-08 18:14:12,413][root][INFO] - ===> Epoch[1450](4353/3): Loss -0.8438, Sem 0.0465, dir -0.9852, norm 0.0950, swav 0.0000 LR: 1.585e-02 Score 98.272 Data time: 0.1811, Forward time: 2.2631, Backward time: 3.1249, DDP time: 0.0038, Total iter time: 4.6910 [2020-11-08 18:14:18,074][root][INFO] - ===> Epoch[1451](4354/3): Loss -0.8561, Sem 0.0419, dir -0.9868, norm 0.0888, swav 0.0000 LR: 1.583e-02 Score 98.437 Data time: 0.2098, Forward time: 2.2631, Backward time: 3.1249, DDP time: 0.0038, Total iter time: 5.5739 [2020-11-08 18:14:23,258][root][INFO] - ===> Epoch[1451](4355/3): Loss -0.8496, Sem 0.0428, dir -0.9821, norm 0.0898, swav 0.0000 LR: 1.581e-02 Score 98.434 Data time: 0.1944, Forward time: 2.2630, Backward time: 3.1247, DDP time: 0.0038, Total iter time: 5.0704 [2020-11-08 18:14:28,938][root][INFO] - ===> Epoch[1451](4356/3): Loss -0.8476, Sem 0.0424, dir -0.9853, norm 0.0952, swav 0.0000 LR: 1.578e-02 Score 98.454 Data time: 0.1599, Forward time: 2.2628, Backward time: 3.1248, DDP time: 0.0038, Total iter time: 5.5763 [2020-11-08 18:14:34,340][root][INFO] - ===> Epoch[1452](4357/3): Loss -0.8528, Sem 0.0420, dir -0.9846, norm 0.0897, swav 0.0000 LR: 1.576e-02 Score 98.437 Data time: 0.2439, Forward time: 2.2630, Backward time: 3.1245, DDP time: 0.0038, Total iter time: 5.3035 [2020-11-08 18:14:39,918][root][INFO] - ===> Epoch[1452](4358/3): Loss -0.8543, Sem 0.0430, dir -0.9874, norm 0.0901, swav 0.0000 LR: 1.574e-02 Score 98.394 Data time: 0.1942, Forward time: 2.2629, Backward time: 3.1245, DDP time: 0.0038, Total iter time: 5.4663 [2020-11-08 18:14:45,443][root][INFO] - ===> Epoch[1452](4359/3): Loss -0.8408, Sem 0.0465, dir -0.9835, norm 0.0962, swav 0.0000 LR: 1.572e-02 Score 98.275 Data time: 0.2590, Forward time: 2.2631, Backward time: 3.1243, DDP time: 0.0038, Total iter time: 5.4409 [2020-11-08 18:14:51,155][root][INFO] - ===> Epoch[1453](4360/3): Loss -0.8520, Sem 0.0428, dir -0.9839, norm 0.0891, swav 0.0000 LR: 1.570e-02 Score 98.432 Data time: 0.2103, Forward time: 2.2632, Backward time: 3.1242, DDP time: 0.0038, Total iter time: 5.5964 [2020-11-08 18:14:56,117][root][INFO] - ===> Epoch[1453](4361/3): Loss -0.8601, Sem 0.0407, dir -0.9855, norm 0.0846, swav 0.0000 LR: 1.567e-02 Score 98.501 Data time: 0.1878, Forward time: 2.2630, Backward time: 3.1241, DDP time: 0.0038, Total iter time: 4.8551 [2020-11-08 18:15:02,019][root][INFO] - ===> Epoch[1453](4362/3): Loss -0.8476, Sem 0.0446, dir -0.9848, norm 0.0925, swav 0.0000 LR: 1.565e-02 Score 98.344 Data time: 0.2829, Forward time: 2.2633, Backward time: 3.1239, DDP time: 0.0038, Total iter time: 5.8081 [2020-11-08 18:15:07,008][root][INFO] - ===> Epoch[1454](4363/3): Loss -0.8442, Sem 0.0441, dir -0.9846, norm 0.0964, swav 0.0000 LR: 1.563e-02 Score 98.397 Data time: 0.1771, Forward time: 2.2632, Backward time: 3.1237, DDP time: 0.0038, Total iter time: 4.8626 [2020-11-08 18:15:13,088][root][INFO] - ===> Epoch[1454](4364/3): Loss -0.8469, Sem 0.0428, dir -0.9843, norm 0.0947, swav 0.0000 LR: 1.561e-02 Score 98.421 Data time: 0.1646, Forward time: 2.2630, Backward time: 3.1239, DDP time: 0.0038, Total iter time: 5.9768 [2020-11-08 18:15:17,801][root][INFO] - ===> Epoch[1454](4365/3): Loss -0.8494, Sem 0.0431, dir -0.9854, norm 0.0928, swav 0.0000 LR: 1.559e-02 Score 98.395 Data time: 0.1654, Forward time: 2.2628, Backward time: 3.1238, DDP time: 0.0038, Total iter time: 4.6394 [2020-11-08 18:15:23,066][root][INFO] - ===> Epoch[1455](4366/3): Loss -0.8479, Sem 0.0443, dir -0.9866, norm 0.0944, swav 0.0000 LR: 1.556e-02 Score 98.403 Data time: 0.1780, Forward time: 2.2627, Backward time: 3.1237, DDP time: 0.0038, Total iter time: 5.1761 [2020-11-08 18:15:28,663][root][INFO] - ===> Epoch[1455](4367/3): Loss -0.8457, Sem 0.0463, dir -0.9856, norm 0.0936, swav 0.0000 LR: 1.554e-02 Score 98.295 Data time: 0.2361, Forward time: 2.2627, Backward time: 3.1237, DDP time: 0.0038, Total iter time: 5.5028 [2020-11-08 18:15:35,033][root][INFO] - ===> Epoch[1455](4368/3): Loss -0.8560, Sem 0.0401, dir -0.9846, norm 0.0885, swav 0.0000 LR: 1.552e-02 Score 98.527 Data time: 0.3002, Forward time: 2.2630, Backward time: 3.1236, DDP time: 0.0038, Total iter time: 6.2529 [2020-11-08 18:15:40,051][root][INFO] - ===> Epoch[1456](4369/3): Loss -0.8369, Sem 0.0467, dir -0.9818, norm 0.0983, swav 0.0000 LR: 1.550e-02 Score 98.283 Data time: 0.1468, Forward time: 2.2628, Backward time: 3.1235, DDP time: 0.0038, Total iter time: 4.8832 [2020-11-08 18:15:45,560][root][INFO] - ===> Epoch[1456](4370/3): Loss -0.8628, Sem 0.0421, dir -0.9881, norm 0.0832, swav 0.0000 LR: 1.548e-02 Score 98.406 Data time: 0.2230, Forward time: 2.2628, Backward time: 3.1234, DDP time: 0.0038, Total iter time: 5.4111 [2020-11-08 18:15:50,741][root][INFO] - ===> Epoch[1456](4371/3): Loss -0.8488, Sem 0.0452, dir -0.9847, norm 0.0907, swav 0.0000 LR: 1.545e-02 Score 98.340 Data time: 0.1826, Forward time: 2.2627, Backward time: 3.1233, DDP time: 0.0038, Total iter time: 5.0740 [2020-11-08 18:15:55,536][root][INFO] - ===> Epoch[1457](4372/3): Loss -0.8632, Sem 0.0393, dir -0.9860, norm 0.0835, swav 0.0000 LR: 1.543e-02 Score 98.541 Data time: 0.2461, Forward time: 2.2627, Backward time: 3.1229, DDP time: 0.0038, Total iter time: 4.6844 [2020-11-08 18:16:01,489][root][INFO] - ===> Epoch[1457](4373/3): Loss -0.8384, Sem 0.0488, dir -0.9819, norm 0.0946, swav 0.0000 LR: 1.541e-02 Score 98.209 Data time: 0.2190, Forward time: 2.2628, Backward time: 3.1229, DDP time: 0.0038, Total iter time: 5.8185 [2020-11-08 18:16:06,600][root][INFO] - ===> Epoch[1457](4374/3): Loss -0.8535, Sem 0.0414, dir -0.9865, norm 0.0916, swav 0.0000 LR: 1.539e-02 Score 98.471 Data time: 0.2166, Forward time: 2.2627, Backward time: 3.1227, DDP time: 0.0038, Total iter time: 4.9819 [2020-11-08 18:16:11,798][root][INFO] - ===> Epoch[1458](4375/3): Loss -0.8560, Sem 0.0428, dir -0.9867, norm 0.0879, swav 0.0000 LR: 1.536e-02 Score 98.427 Data time: 0.2147, Forward time: 2.2628, Backward time: 3.1225, DDP time: 0.0038, Total iter time: 5.0866 [2020-11-08 18:16:17,287][root][INFO] - ===> Epoch[1458](4376/3): Loss -0.8504, Sem 0.0419, dir -0.9856, norm 0.0933, swav 0.0000 LR: 1.534e-02 Score 98.443 Data time: 0.2648, Forward time: 2.2629, Backward time: 3.1222, DDP time: 0.0038, Total iter time: 5.3711 [2020-11-08 18:16:23,038][root][INFO] - ===> Epoch[1458](4377/3): Loss -0.8551, Sem 0.0446, dir -0.9856, norm 0.0858, swav 0.0000 LR: 1.532e-02 Score 98.346 Data time: 0.1903, Forward time: 2.2629, Backward time: 3.1222, DDP time: 0.0038, Total iter time: 5.6088 [2020-11-08 18:16:28,033][root][INFO] - ===> Epoch[1459](4378/3): Loss -0.8448, Sem 0.0425, dir -0.9834, norm 0.0961, swav 0.0000 LR: 1.530e-02 Score 98.478 Data time: 0.1224, Forward time: 2.2625, Backward time: 3.1224, DDP time: 0.0038, Total iter time: 4.9017 [2020-11-08 18:16:32,758][root][INFO] - ===> Epoch[1459](4379/3): Loss -0.8574, Sem 0.0435, dir -0.9862, norm 0.0853, swav 0.0000 LR: 1.528e-02 Score 98.391 Data time: 0.2209, Forward time: 2.2626, Backward time: 3.1220, DDP time: 0.0038, Total iter time: 4.6723 [2020-11-08 18:16:38,307][root][INFO] - ===> Epoch[1459](4380/3): Loss -0.8446, Sem 0.0449, dir -0.9817, norm 0.0922, swav 0.0000 LR: 1.525e-02 Score 98.343 Data time: 0.1797, Forward time: 2.2625, Backward time: 3.1220, DDP time: 0.0038, Total iter time: 5.4388 [2020-11-08 18:16:43,875][root][INFO] - ===> Epoch[1460](4381/3): Loss -0.8470, Sem 0.0457, dir -0.9864, norm 0.0937, swav 0.0000 LR: 1.523e-02 Score 98.304 Data time: 0.2563, Forward time: 2.2626, Backward time: 3.1218, DDP time: 0.0038, Total iter time: 5.4679 [2020-11-08 18:16:48,370][root][INFO] - ===> Epoch[1460](4382/3): Loss -0.8506, Sem 0.0439, dir -0.9839, norm 0.0894, swav 0.0000 LR: 1.521e-02 Score 98.363 Data time: 0.2022, Forward time: 2.2626, Backward time: 3.1214, DDP time: 0.0038, Total iter time: 4.3480 [2020-11-08 18:16:55,166][root][INFO] - ===> Epoch[1460](4383/3): Loss -0.8445, Sem 0.0442, dir -0.9855, norm 0.0968, swav 0.0000 LR: 1.519e-02 Score 98.382 Data time: 0.2055, Forward time: 2.2625, Backward time: 3.1218, DDP time: 0.0038, Total iter time: 6.6735 [2020-11-08 18:17:01,829][root][INFO] - ===> Epoch[1461](4384/3): Loss -0.8547, Sem 0.0420, dir -0.9831, norm 0.0864, swav 0.0000 LR: 1.516e-02 Score 98.475 Data time: 0.2178, Forward time: 2.2625, Backward time: 3.1221, DDP time: 0.0038, Total iter time: 6.5666 [2020-11-08 18:17:06,826][root][INFO] - ===> Epoch[1461](4385/3): Loss -0.8452, Sem 0.0468, dir -0.9849, norm 0.0929, swav 0.0000 LR: 1.514e-02 Score 98.277 Data time: 0.2114, Forward time: 2.2625, Backward time: 3.1218, DDP time: 0.0038, Total iter time: 4.8795 [2020-11-08 18:17:12,312][root][INFO] - ===> Epoch[1461](4386/3): Loss -0.8557, Sem 0.0410, dir -0.9847, norm 0.0880, swav 0.0000 LR: 1.512e-02 Score 98.485 Data time: 0.2753, Forward time: 2.2627, Backward time: 3.1215, DDP time: 0.0038, Total iter time: 5.3651 [2020-11-08 18:17:17,419][root][INFO] - ===> Epoch[1462](4387/3): Loss -0.8440, Sem 0.0448, dir -0.9856, norm 0.0969, swav 0.0000 LR: 1.510e-02 Score 98.343 Data time: 0.2267, Forward time: 2.2627, Backward time: 3.1213, DDP time: 0.0038, Total iter time: 4.9835 [2020-11-08 18:17:24,798][root][INFO] - ===> Epoch[1462](4388/3): Loss -0.8399, Sem 0.0467, dir -0.9829, norm 0.0963, swav 0.0000 LR: 1.508e-02 Score 98.293 Data time: 0.3456, Forward time: 2.2632, Backward time: 3.1213, DDP time: 0.0038, Total iter time: 7.2421 [2020-11-08 18:17:31,138][root][INFO] - ===> Epoch[1462](4389/3): Loss -0.8572, Sem 0.0416, dir -0.9828, norm 0.0840, swav 0.0000 LR: 1.505e-02 Score 98.461 Data time: 0.1500, Forward time: 2.2630, Backward time: 3.1216, DDP time: 0.0038, Total iter time: 6.2088 [2020-11-08 18:17:36,124][root][INFO] - ===> Epoch[1463](4390/3): Loss -0.8544, Sem 0.0410, dir -0.9873, norm 0.0918, swav 0.0000 LR: 1.503e-02 Score 98.469 Data time: 0.2526, Forward time: 2.2631, Backward time: 3.1213, DDP time: 0.0038, Total iter time: 4.8851 [2020-11-08 18:17:42,528][root][INFO] - ===> Epoch[1463](4391/3): Loss -0.8480, Sem 0.0441, dir -0.9838, norm 0.0917, swav 0.0000 LR: 1.501e-02 Score 98.348 Data time: 0.1885, Forward time: 2.2630, Backward time: 3.1215, DDP time: 0.0038, Total iter time: 6.2771 [2020-11-08 18:17:47,233][root][INFO] - ===> Epoch[1463](4392/3): Loss -0.8417, Sem 0.0421, dir -0.9829, norm 0.0990, swav 0.0000 LR: 1.499e-02 Score 98.455 Data time: 0.2104, Forward time: 2.2630, Backward time: 3.1212, DDP time: 0.0038, Total iter time: 4.6222 [2020-11-08 18:17:52,321][root][INFO] - ===> Epoch[1464](4393/3): Loss -0.8564, Sem 0.0404, dir -0.9845, norm 0.0877, swav 0.0000 LR: 1.496e-02 Score 98.511 Data time: 0.2297, Forward time: 2.2629, Backward time: 3.1210, DDP time: 0.0038, Total iter time: 4.9844 [2020-11-08 18:17:57,960][root][INFO] - ===> Epoch[1464](4394/3): Loss -0.8470, Sem 0.0418, dir -0.9860, norm 0.0972, swav 0.0000 LR: 1.494e-02 Score 98.465 Data time: 0.1879, Forward time: 2.2629, Backward time: 3.1211, DDP time: 0.0038, Total iter time: 5.5319 [2020-11-08 18:18:04,935][root][INFO] - ===> Epoch[1464](4395/3): Loss -0.8493, Sem 0.0466, dir -0.9858, norm 0.0900, swav 0.0000 LR: 1.492e-02 Score 98.292 Data time: 0.2078, Forward time: 2.2627, Backward time: 3.1216, DDP time: 0.0038, Total iter time: 6.8715 [2020-11-08 18:18:09,397][root][INFO] - ===> Epoch[1465](4396/3): Loss -0.8548, Sem 0.0425, dir -0.9856, norm 0.0883, swav 0.0000 LR: 1.490e-02 Score 98.420 Data time: 0.2215, Forward time: 2.2626, Backward time: 3.1213, DDP time: 0.0038, Total iter time: 4.3583 [2020-11-08 18:18:14,874][root][INFO] - ===> Epoch[1465](4397/3): Loss -0.8492, Sem 0.0456, dir -0.9842, norm 0.0894, swav 0.0000 LR: 1.488e-02 Score 98.320 Data time: 0.2470, Forward time: 2.2627, Backward time: 3.1211, DDP time: 0.0038, Total iter time: 5.3728 [2020-11-08 18:18:21,629][root][INFO] - ===> Epoch[1465](4398/3): Loss -0.8511, Sem 0.0416, dir -0.9866, norm 0.0940, swav 0.0000 LR: 1.485e-02 Score 98.468 Data time: 0.2295, Forward time: 2.2627, Backward time: 3.1214, DDP time: 0.0038, Total iter time: 6.6215 [2020-11-08 18:18:27,898][root][INFO] - ===> Epoch[1466](4399/3): Loss -0.8439, Sem 0.0442, dir -0.9838, norm 0.0958, swav 0.0000 LR: 1.483e-02 Score 98.379 Data time: 0.1527, Forward time: 2.2625, Backward time: 3.1217, DDP time: 0.0038, Total iter time: 6.1547 [2020-11-08 18:18:34,121][root][INFO] - ===> Epoch[1466](4400/3): Loss -0.8608, Sem 0.0417, dir -0.9859, norm 0.0833, swav 0.0000 LR: 1.481e-02 Score 98.477 Data time: 0.1917, Forward time: 2.2624, Backward time: 3.1220, DDP time: 0.0038, Total iter time: 6.1185 [2020-11-08 18:18:39,946][root][INFO] - ===> Epoch[1466](4401/3): Loss -0.8515, Sem 0.0453, dir -0.9840, norm 0.0872, swav 0.0000 LR: 1.479e-02 Score 98.325 Data time: 0.1706, Forward time: 2.2622, Backward time: 3.1222, DDP time: 0.0038, Total iter time: 5.7185 [2020-11-08 18:18:45,063][root][INFO] - ===> Epoch[1467](4402/3): Loss -0.8457, Sem 0.0438, dir -0.9840, norm 0.0945, swav 0.0000 LR: 1.476e-02 Score 98.389 Data time: 0.2227, Forward time: 2.2622, Backward time: 3.1220, DDP time: 0.0038, Total iter time: 5.0410 [2020-11-08 18:18:52,264][root][INFO] - ===> Epoch[1467](4403/3): Loss -0.8554, Sem 0.0389, dir -0.9844, norm 0.0901, swav 0.0000 LR: 1.474e-02 Score 98.581 Data time: 0.2663, Forward time: 2.2624, Backward time: 3.1222, DDP time: 0.0038, Total iter time: 7.1011 [2020-11-08 18:18:59,030][root][INFO] - ===> Epoch[1467](4404/3): Loss -0.8477, Sem 0.0420, dir -0.9851, norm 0.0953, swav 0.0000 LR: 1.472e-02 Score 98.448 Data time: 0.1631, Forward time: 2.2623, Backward time: 3.1227, DDP time: 0.0038, Total iter time: 6.6225 [2020-11-08 18:19:04,884][root][INFO] - ===> Epoch[1468](4405/3): Loss -0.8508, Sem 0.0488, dir -0.9862, norm 0.0866, swav 0.0000 LR: 1.470e-02 Score 98.171 Data time: 0.2092, Forward time: 2.2622, Backward time: 3.1227, DDP time: 0.0038, Total iter time: 5.7789 [2020-11-08 18:19:10,641][root][INFO] - ===> Epoch[1468](4406/3): Loss -0.8443, Sem 0.0431, dir -0.9829, norm 0.0955, swav 0.0000 LR: 1.468e-02 Score 98.439 Data time: 0.2208, Forward time: 2.2622, Backward time: 3.1227, DDP time: 0.0038, Total iter time: 5.6639 [2020-11-08 18:19:15,849][root][INFO] - ===> Epoch[1468](4407/3): Loss -0.8511, Sem 0.0433, dir -0.9860, norm 0.0916, swav 0.0000 LR: 1.465e-02 Score 98.379 Data time: 0.2199, Forward time: 2.2622, Backward time: 3.1225, DDP time: 0.0038, Total iter time: 5.1086 [2020-11-08 18:19:22,566][root][INFO] - ===> Epoch[1469](4408/3): Loss -0.8488, Sem 0.0436, dir -0.9841, norm 0.0917, swav 0.0000 LR: 1.463e-02 Score 98.373 Data time: 0.1466, Forward time: 2.2619, Backward time: 3.1232, DDP time: 0.0038, Total iter time: 6.6200 [2020-11-08 18:19:28,895][root][INFO] - ===> Epoch[1469](4409/3): Loss -0.8534, Sem 0.0435, dir -0.9861, norm 0.0892, swav 0.0000 LR: 1.461e-02 Score 98.403 Data time: 0.1690, Forward time: 2.2618, Backward time: 3.1235, DDP time: 0.0038, Total iter time: 6.2639 [2020-11-08 18:19:35,875][root][INFO] - ===> Epoch[1469](4410/3): Loss -0.8488, Sem 0.0460, dir -0.9852, norm 0.0903, swav 0.0000 LR: 1.459e-02 Score 98.304 Data time: 0.1752, Forward time: 2.2616, Backward time: 3.1241, DDP time: 0.0038, Total iter time: 6.8805 [2020-11-08 18:19:41,730][root][INFO] - ===> Epoch[1470](4411/3): Loss -0.8541, Sem 0.0424, dir -0.9857, norm 0.0892, swav 0.0000 LR: 1.456e-02 Score 98.444 Data time: 0.2218, Forward time: 2.2616, Backward time: 3.1241, DDP time: 0.0038, Total iter time: 5.7623 [2020-11-08 18:19:48,063][root][INFO] - ===> Epoch[1470](4412/3): Loss -0.8459, Sem 0.0434, dir -0.9854, norm 0.0961, swav 0.0000 LR: 1.454e-02 Score 98.393 Data time: 0.2947, Forward time: 2.2618, Backward time: 3.1241, DDP time: 0.0038, Total iter time: 6.2266 [2020-11-08 18:19:53,156][root][INFO] - ===> Epoch[1470](4413/3): Loss -0.8486, Sem 0.0445, dir -0.9835, norm 0.0904, swav 0.0000 LR: 1.452e-02 Score 98.363 Data time: 0.2233, Forward time: 2.2618, Backward time: 3.1239, DDP time: 0.0038, Total iter time: 4.9655 [2020-11-08 18:19:59,000][root][INFO] - ===> Epoch[1471](4414/3): Loss -0.8516, Sem 0.0423, dir -0.9855, norm 0.0915, swav 0.0000 LR: 1.450e-02 Score 98.422 Data time: 0.2848, Forward time: 2.2620, Backward time: 3.1237, DDP time: 0.0038, Total iter time: 5.7310 [2020-11-08 18:20:04,261][root][INFO] - ===> Epoch[1471](4415/3): Loss -0.8495, Sem 0.0446, dir -0.9856, norm 0.0916, swav 0.0000 LR: 1.448e-02 Score 98.349 Data time: 0.2099, Forward time: 2.2620, Backward time: 3.1235, DDP time: 0.0038, Total iter time: 5.1043 [2020-11-08 18:20:09,775][root][INFO] - ===> Epoch[1471](4416/3): Loss -0.8554, Sem 0.0405, dir -0.9826, norm 0.0867, swav 0.0000 LR: 1.445e-02 Score 98.503 Data time: 0.2088, Forward time: 2.2620, Backward time: 3.1234, DDP time: 0.0038, Total iter time: 5.4178 [2020-11-08 18:20:15,812][root][INFO] - ===> Epoch[1472](4417/3): Loss -0.8442, Sem 0.0492, dir -0.9865, norm 0.0932, swav 0.0000 LR: 1.443e-02 Score 98.173 Data time: 0.2769, Forward time: 2.2620, Backward time: 3.1234, DDP time: 0.0038, Total iter time: 5.9103 [2020-11-08 18:20:21,808][root][INFO] - ===> Epoch[1472](4418/3): Loss -0.8565, Sem 0.0414, dir -0.9851, norm 0.0872, swav 0.0000 LR: 1.441e-02 Score 98.494 Data time: 0.2918, Forward time: 2.2623, Backward time: 3.1232, DDP time: 0.0038, Total iter time: 5.8614 [2020-11-08 18:20:27,302][root][INFO] - ===> Epoch[1472](4419/3): Loss -0.8512, Sem 0.0453, dir -0.9861, norm 0.0897, swav 0.0000 LR: 1.439e-02 Score 98.370 Data time: 0.2389, Forward time: 2.2625, Backward time: 3.1230, DDP time: 0.0038, Total iter time: 5.3676 [2020-11-08 18:20:32,891][root][INFO] - ===> Epoch[1473](4420/3): Loss -0.8514, Sem 0.0427, dir -0.9845, norm 0.0904, swav 0.0000 LR: 1.436e-02 Score 98.410 Data time: 0.1630, Forward time: 2.2623, Backward time: 3.1231, DDP time: 0.0038, Total iter time: 5.4658 [2020-11-08 18:20:38,559][root][INFO] - ===> Epoch[1473](4421/3): Loss -0.8425, Sem 0.0427, dir -0.9834, norm 0.0981, swav 0.0000 LR: 1.434e-02 Score 98.409 Data time: 0.1319, Forward time: 2.2620, Backward time: 3.1234, DDP time: 0.0038, Total iter time: 5.5931 [2020-11-08 18:20:43,340][root][INFO] - ===> Epoch[1473](4422/3): Loss -0.8510, Sem 0.0446, dir -0.9848, norm 0.0892, swav 0.0000 LR: 1.432e-02 Score 98.363 Data time: 0.2186, Forward time: 2.2620, Backward time: 3.1230, DDP time: 0.0038, Total iter time: 4.6894 [2020-11-08 18:20:50,231][root][INFO] - ===> Epoch[1474](4423/3): Loss -0.8416, Sem 0.0505, dir -0.9838, norm 0.0916, swav 0.0000 LR: 1.430e-02 Score 98.131 Data time: 0.2196, Forward time: 2.2621, Backward time: 3.1233, DDP time: 0.0038, Total iter time: 6.7720 [2020-11-08 18:20:55,052][root][INFO] - ===> Epoch[1474](4424/3): Loss -0.8507, Sem 0.0467, dir -0.9868, norm 0.0894, swav 0.0000 LR: 1.427e-02 Score 98.284 Data time: 0.2146, Forward time: 2.2620, Backward time: 3.1230, DDP time: 0.0038, Total iter time: 4.6836 [2020-11-08 18:21:00,897][root][INFO] - ===> Epoch[1474](4425/3): Loss -0.8594, Sem 0.0387, dir -0.9868, norm 0.0887, swav 0.0000 LR: 1.425e-02 Score 98.576 Data time: 0.2027, Forward time: 2.2620, Backward time: 3.1230, DDP time: 0.0038, Total iter time: 5.7342 [2020-11-08 18:21:07,735][root][INFO] - ===> Epoch[1475](4426/3): Loss -0.8470, Sem 0.0422, dir -0.9814, norm 0.0922, swav 0.0000 LR: 1.423e-02 Score 98.462 Data time: 0.1561, Forward time: 2.2617, Backward time: 3.1238, DDP time: 0.0038, Total iter time: 6.7280 [2020-11-08 18:21:12,966][root][INFO] - ===> Epoch[1475](4427/3): Loss -0.8510, Sem 0.0413, dir -0.9849, norm 0.0926, swav 0.0000 LR: 1.421e-02 Score 98.469 Data time: 0.2465, Forward time: 2.2617, Backward time: 3.1235, DDP time: 0.0038, Total iter time: 5.1510 [2020-11-08 18:21:18,611][root][INFO] - ===> Epoch[1475](4428/3): Loss -0.8450, Sem 0.0500, dir -0.9865, norm 0.0915, swav 0.0000 LR: 1.418e-02 Score 98.168 Data time: 0.2210, Forward time: 2.2618, Backward time: 3.1234, DDP time: 0.0038, Total iter time: 5.5256 [2020-11-08 18:21:24,389][root][INFO] - ===> Epoch[1476](4429/3): Loss -0.8454, Sem 0.0448, dir -0.9838, norm 0.0936, swav 0.0000 LR: 1.416e-02 Score 98.328 Data time: 0.2624, Forward time: 2.2619, Backward time: 3.1232, DDP time: 0.0038, Total iter time: 5.6591 [2020-11-08 18:21:30,444][root][INFO] - ===> Epoch[1476](4430/3): Loss -0.8588, Sem 0.0412, dir -0.9860, norm 0.0860, swav 0.0000 LR: 1.414e-02 Score 98.476 Data time: 0.3191, Forward time: 2.2622, Backward time: 3.1230, DDP time: 0.0038, Total iter time: 5.9322 [2020-11-08 18:21:34,980][root][INFO] - ===> Epoch[1476](4431/3): Loss -0.8453, Sem 0.0463, dir -0.9824, norm 0.0908, swav 0.0000 LR: 1.412e-02 Score 98.278 Data time: 0.1488, Forward time: 2.2620, Backward time: 3.1228, DDP time: 0.0038, Total iter time: 4.4036 [2020-11-08 18:21:40,717][root][INFO] - ===> Epoch[1477](4432/3): Loss -0.8521, Sem 0.0419, dir -0.9863, norm 0.0923, swav 0.0000 LR: 1.410e-02 Score 98.467 Data time: 0.1610, Forward time: 2.2618, Backward time: 3.1230, DDP time: 0.0038, Total iter time: 5.6328 [2020-11-08 18:21:45,920][root][INFO] - ===> Epoch[1477](4433/3): Loss -0.8521, Sem 0.0454, dir -0.9852, norm 0.0878, swav 0.0000 LR: 1.407e-02 Score 98.337 Data time: 0.1809, Forward time: 2.2617, Backward time: 3.1229, DDP time: 0.0038, Total iter time: 5.1227 [2020-11-08 18:21:51,794][root][INFO] - ===> Epoch[1477](4434/3): Loss -0.8504, Sem 0.0440, dir -0.9858, norm 0.0914, swav 0.0000 LR: 1.405e-02 Score 98.379 Data time: 0.2363, Forward time: 2.2618, Backward time: 3.1228, DDP time: 0.0038, Total iter time: 5.7676 [2020-11-08 18:21:56,949][submitit][WARNING] - Caught signal 10 on learnfair0735: this job is timed-out. [2020-11-08 18:21:56,951][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=6). [2020-11-08 18:21:56,957][submitit][WARNING] - Caught signal 10 on learnfair0735: this job is timed-out. [2020-11-08 18:21:56,960][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=1). [2020-11-08 18:21:56,966][submitit][WARNING] - Caught signal 10 on learnfair0735: this job is timed-out. [2020-11-08 18:21:56,968][submitit][INFO] - Calling checkpoint method. [2020-11-08 18:21:56,978][submitit][WARNING] - Caught signal 10 on learnfair0735: this job is timed-out. [2020-11-08 18:21:56,980][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=2). [2020-11-08 18:21:56,979][submitit][WARNING] - Caught signal 10 on learnfair0735: this job is timed-out. [2020-11-08 18:21:56,981][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=5). [2020-11-08 18:21:56,998][submitit][WARNING] - Caught signal 10 on learnfair0735: this job is timed-out. [2020-11-08 18:21:57,000][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=7). [2020-11-08 18:21:57,002][submitit][WARNING] - Caught signal 10 on learnfair0735: this job is timed-out. [2020-11-08 18:21:57,004][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=4). [2020-11-08 18:21:57,032][submitit][WARNING] - Caught signal 10 on learnfair0735: this job is timed-out. [2020-11-08 18:21:57,034][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=3). [2020-11-08 18:21:57,955][submitit][INFO] - Requeued job 32568794_22 (2 remaining timeouts) [2020-11-08 18:21:57,955][submitit][INFO] - Exiting gracefully after preemption/timeout. [2020-11-08 18:21:57,976][submitit][WARNING] - Bypassing signal 15 [2020-11-08 18:54:50,709][root][INFO] - ===> Loading exsiting config file [2020-11-08 18:54:50,709][root][INFO] - ===> Loading exsiting config file [2020-11-08 18:54:50,718][root][INFO] - ===> Loading exsiting config file [2020-11-08 18:54:50,719][root][INFO] - ===> Loading exsiting config file [2020-11-08 18:54:50,721][root][INFO] - ===> Loading exsiting config file [2020-11-08 18:54:50,721][root][INFO] - ===> Loading exsiting config file [2020-11-08 18:54:50,722][root][INFO] - ===> Loading exsiting config file [2020-11-08 18:54:50,723][root][INFO] - ===> Loading exsiting config file [2020-11-08 18:54:50,744][root][INFO] - ===> Loaded exsiting config file [2020-11-08 18:54:50,745][root][INFO] - ===> Loaded exsiting config file [2020-11-08 18:54:50,752][root][INFO] - ===> Loaded exsiting config file [2020-11-08 18:54:50,754][root][INFO] - ===> Loaded exsiting config file [2020-11-08 18:54:50,755][root][INFO] - ===> Loaded exsiting config file [2020-11-08 18:54:50,755][root][INFO] - ===> Loaded exsiting config file [2020-11-08 18:54:50,757][root][INFO] - ===> Loaded exsiting config file [2020-11-08 18:54:50,758][root][INFO] - ===> Loaded exsiting config file [2020-11-08 18:55:00,257][root][INFO] - ===> Configurations [2020-11-08 18:55:00,269][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/10/1.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://learnfair2367:10100 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 18:55:00,270][root][INFO] - ===> Initializing dataloader [2020-11-08 18:55:00,275][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 18:55:00,278][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 18:55:00,279][root][INFO] - ===> Building model [2020-11-08 18:55:00,577][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 18:55:00,577][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 18:55:00,581][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 18:55:01,366][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, 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block3.2.norm2.bn.num_batches_tracked, block3.3.conv1.kernel, block3.3.norm1.bn.weight, block3.3.norm1.bn.bias, block3.3.norm1.bn.running_mean, block3.3.norm1.bn.running_var, block3.3.norm1.bn.num_batches_tracked, block3.3.conv2.kernel, block3.3.norm2.bn.weight, block3.3.norm2.bn.bias, block3.3.norm2.bn.running_mean, block3.3.norm2.bn.running_var, block3.3.norm2.bn.num_batches_tracked, conv4p8s2.kernel, bn4.bn.weight, bn4.bn.bias, bn4.bn.running_mean, bn4.bn.running_var, bn4.bn.num_batches_tracked, block4.0.conv1.kernel, block4.0.norm1.bn.weight, block4.0.norm1.bn.bias, block4.0.norm1.bn.running_mean, block4.0.norm1.bn.running_var, block4.0.norm1.bn.num_batches_tracked, block4.0.conv2.kernel, block4.0.norm2.bn.weight, block4.0.norm2.bn.bias, block4.0.norm2.bn.running_mean, block4.0.norm2.bn.running_var, block4.0.norm2.bn.num_batches_tracked, block4.0.downsample.0.kernel, block4.0.downsample.1.bn.weight, block4.0.downsample.1.bn.bias, block4.0.downsample.1.bn.running_mean, 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block4.3.norm2.bn.weight, block4.3.norm2.bn.bias, block4.3.norm2.bn.running_mean, block4.3.norm2.bn.running_var, block4.3.norm2.bn.num_batches_tracked, block4.4.conv1.kernel, block4.4.norm1.bn.weight, block4.4.norm1.bn.bias, block4.4.norm1.bn.running_mean, block4.4.norm1.bn.running_var, block4.4.norm1.bn.num_batches_tracked, block4.4.conv2.kernel, block4.4.norm2.bn.weight, block4.4.norm2.bn.bias, block4.4.norm2.bn.running_mean, block4.4.norm2.bn.running_var, block4.4.norm2.bn.num_batches_tracked, block4.5.conv1.kernel, block4.5.norm1.bn.weight, block4.5.norm1.bn.bias, block4.5.norm1.bn.running_mean, block4.5.norm1.bn.running_var, block4.5.norm1.bn.num_batches_tracked, block4.5.conv2.kernel, block4.5.norm2.bn.weight, block4.5.norm2.bn.bias, block4.5.norm2.bn.running_mean, block4.5.norm2.bn.running_var, block4.5.norm2.bn.num_batches_tracked, convtr4p16s2.kernel, bntr4.bn.weight, bntr4.bn.bias, bntr4.bn.running_mean, bntr4.bn.running_var, bntr4.bn.num_batches_tracked, 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bntr6.bn.weight, bntr6.bn.bias, bntr6.bn.running_mean, bntr6.bn.running_var, bntr6.bn.num_batches_tracked, block7.0.conv1.kernel, block7.0.norm1.bn.weight, block7.0.norm1.bn.bias, block7.0.norm1.bn.running_mean, block7.0.norm1.bn.running_var, block7.0.norm1.bn.num_batches_tracked, block7.0.conv2.kernel, block7.0.norm2.bn.weight, block7.0.norm2.bn.bias, block7.0.norm2.bn.running_mean, block7.0.norm2.bn.running_var, block7.0.norm2.bn.num_batches_tracked, block7.0.downsample.0.kernel, block7.0.downsample.1.bn.weight, block7.0.downsample.1.bn.bias, block7.0.downsample.1.bn.running_mean, block7.0.downsample.1.bn.running_var, block7.0.downsample.1.bn.num_batches_tracked, block7.1.conv1.kernel, block7.1.norm1.bn.weight, block7.1.norm1.bn.bias, block7.1.norm1.bn.running_mean, block7.1.norm1.bn.running_var, block7.1.norm1.bn.num_batches_tracked, block7.1.conv2.kernel, block7.1.norm2.bn.weight, block7.1.norm2.bn.bias, block7.1.norm2.bn.running_mean, block7.1.norm2.bn.running_var, block7.1.norm2.bn.num_batches_tracked, convtr7p2s2.kernel, bntr7.bn.weight, bntr7.bn.bias, bntr7.bn.running_mean, bntr7.bn.running_var, bntr7.bn.num_batches_tracked, block8.0.conv1.kernel, block8.0.norm1.bn.weight, block8.0.norm1.bn.bias, block8.0.norm1.bn.running_mean, block8.0.norm1.bn.running_var, block8.0.norm1.bn.num_batches_tracked, block8.0.conv2.kernel, block8.0.norm2.bn.weight, block8.0.norm2.bn.bias, block8.0.norm2.bn.running_mean, block8.0.norm2.bn.running_var, block8.0.norm2.bn.num_batches_tracked, block8.0.downsample.0.kernel, block8.0.downsample.1.bn.weight, block8.0.downsample.1.bn.bias, block8.0.downsample.1.bn.running_mean, block8.0.downsample.1.bn.running_var, block8.0.downsample.1.bn.num_batches_tracked, block8.1.conv1.kernel, block8.1.norm1.bn.weight, block8.1.norm1.bn.bias, block8.1.norm1.bn.running_mean, block8.1.norm1.bn.running_var, block8.1.norm1.bn.num_batches_tracked, block8.1.conv2.kernel, block8.1.norm2.bn.weight, block8.1.norm2.bn.bias, block8.1.norm2.bn.running_mean, block8.1.norm2.bn.running_var, block8.1.norm2.bn.num_batches_tracked [2020-11-08 18:55:01,555][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 18:55:01,555][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-08 18:55:02,144][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 1333) [2020-11-08 18:55:10,072][root][INFO] - ===> Epoch[1333](4001/3): Loss -0.8416, Sem 0.0467, dir -0.9845, norm 0.0961, swav 0.0000 LR: 2.345e-02 Score 98.383 Data time: 2.7718, Forward time: 2.8652, Backward time: 2.2035, DDP time: 0.0049, Total iter time: 7.8706 [2020-11-08 18:55:17,350][root][INFO] - ===> Epoch[1333](4002/3): Loss -0.8460, Sem 0.0471, dir -0.9832, norm 0.0901, swav 0.0000 LR: 2.342e-02 Score 98.271 Data time: 0.1933, Forward time: 2.6065, Backward time: 3.2735, DDP time: 0.0043, Total iter time: 7.0156 [2020-11-08 18:55:24,625][root][INFO] - ===> Epoch[1333](4003/3): Loss -0.8469, Sem 0.0450, dir -0.9842, norm 0.0923, swav 0.0000 LR: 2.340e-02 Score 98.350 Data time: 0.1967, Forward time: 2.4653, Backward time: 3.6388, DDP time: 0.0051, Total iter time: 6.8841 [2020-11-08 18:55:30,747][root][INFO] - ===> Epoch[1334](4004/3): Loss -0.8424, Sem 0.0471, dir -0.9844, norm 0.0949, swav 0.0000 LR: 2.338e-02 Score 98.264 Data time: 0.2590, Forward time: 2.5200, Backward time: 3.4186, DDP time: 0.0046, Total iter time: 5.7477 [2020-11-08 18:55:35,556][root][INFO] - ===> Epoch[1334](4005/3): Loss -0.8403, Sem 0.0474, dir -0.9859, norm 0.0982, swav 0.0000 LR: 2.336e-02 Score 98.270 Data time: 0.2365, Forward time: 2.4376, Backward time: 3.1489, DDP time: 0.0046, Total iter time: 4.4655 [2020-11-08 18:55:42,093][root][INFO] - ===> Epoch[1334](4006/3): Loss -0.8289, Sem 0.0458, dir -0.9847, norm 0.1100, swav 0.0000 LR: 2.334e-02 Score 98.323 Data time: 0.3901, Forward time: 2.5717, Backward time: 3.0593, DDP time: 0.0041, Total iter time: 6.2583 [2020-11-08 18:55:48,242][root][INFO] - ===> Epoch[1335](4007/3): Loss -0.8462, Sem 0.0461, dir -0.9834, norm 0.0911, swav 0.0000 LR: 2.332e-02 Score 98.299 Data time: 0.2391, Forward time: 2.6171, Backward time: 3.0164, DDP time: 0.0041, Total iter time: 5.9347 [2020-11-08 18:55:53,788][root][INFO] - ===> Epoch[1335](4008/3): Loss -0.8456, Sem 0.0417, dir -0.9817, norm 0.0944, swav 0.0000 LR: 2.330e-02 Score 98.472 Data time: 0.2673, Forward time: 2.6186, Backward time: 2.9334, DDP time: 0.0041, Total iter time: 5.2948 [2020-11-08 18:55:59,261][root][INFO] - ===> Epoch[1335](4009/3): Loss -0.8460, Sem 0.0418, dir -0.9832, norm 0.0954, swav 0.0000 LR: 2.328e-02 Score 98.456 Data time: 0.2870, Forward time: 2.6340, Backward time: 2.8539, DDP time: 0.0038, Total iter time: 5.2752 [2020-11-08 18:56:05,945][root][INFO] - ===> Epoch[1336](4010/3): Loss -0.8452, Sem 0.0494, dir -0.9865, norm 0.0919, swav 0.0000 LR: 2.326e-02 Score 98.172 Data time: 0.1805, Forward time: 2.5869, Backward time: 2.9721, DDP time: 0.0038, Total iter time: 6.5035 [2020-11-08 18:56:11,345][root][INFO] - ===> Epoch[1336](4011/3): Loss -0.8450, Sem 0.0429, dir -0.9819, norm 0.0941, swav 0.0000 LR: 2.323e-02 Score 98.430 Data time: 0.2607, Forward time: 2.6057, Backward time: 2.8985, DDP time: 0.0036, Total iter time: 5.2300 [2020-11-08 18:56:17,266][root][INFO] - ===> Epoch[1336](4012/3): Loss -0.8536, Sem 0.0434, dir -0.9868, norm 0.0898, swav 0.0000 LR: 2.321e-02 Score 98.415 Data time: 0.4625, Forward time: 2.5876, Backward time: 2.8944, DDP time: 0.0036, Total iter time: 5.7613 [2020-11-08 18:56:25,756][root][INFO] - ===> Epoch[1337](4013/3): Loss -0.8343, Sem 0.0507, dir -0.9843, norm 0.0993, swav 0.0000 LR: 2.319e-02 Score 98.161 Data time: 0.4335, Forward time: 2.7108, Backward time: 2.9577, DDP time: 0.0034, Total iter time: 8.3530 [2020-11-08 18:56:32,378][root][INFO] - ===> Epoch[1337](4014/3): Loss -0.8468, Sem 0.0423, dir -0.9831, norm 0.0939, swav 0.0000 LR: 2.317e-02 Score 98.435 Data time: 0.2957, Forward time: 2.7657, Backward time: 2.9382, DDP time: 0.0033, Total iter time: 6.4735 [2020-11-08 18:56:39,565][root][INFO] - ===> Epoch[1337](4015/3): Loss -0.8473, Sem 0.0430, dir -0.9848, norm 0.0945, swav 0.0000 LR: 2.315e-02 Score 98.422 Data time: 0.2069, Forward time: 2.7346, Backward time: 3.0332, DDP time: 0.0033, Total iter time: 7.0161 [2020-11-08 18:56:44,900][root][INFO] - ===> Epoch[1338](4016/3): Loss -0.8486, Sem 0.0451, dir -0.9844, norm 0.0907, swav 0.0000 LR: 2.313e-02 Score 98.401 Data time: 0.2484, Forward time: 2.7260, Backward time: 2.9904, DDP time: 0.0034, Total iter time: 5.2243 [2020-11-08 18:56:51,470][root][INFO] - ===> Epoch[1338](4017/3): Loss -0.8449, Sem 0.0466, dir -0.9849, norm 0.0934, swav 0.0000 LR: 2.311e-02 Score 98.267 Data time: 0.1913, Forward time: 2.6884, Backward time: 3.0531, DDP time: 0.0034, Total iter time: 6.4586 [2020-11-08 18:56:57,671][root][INFO] - ===> Epoch[1338](4018/3): Loss -0.8398, Sem 0.0421, dir -0.9827, norm 0.1007, swav 0.0000 LR: 2.309e-02 Score 98.445 Data time: 0.1431, Forward time: 2.6322, Backward time: 3.1138, DDP time: 0.0034, Total iter time: 6.1062 [2020-11-08 18:57:04,095][root][INFO] - ===> Epoch[1339](4019/3): Loss -0.8418, Sem 0.0477, dir -0.9848, norm 0.0953, swav 0.0000 LR: 2.306e-02 Score 98.287 Data time: 0.1422, Forward time: 2.5814, Backward time: 3.1823, DDP time: 0.0034, Total iter time: 6.3629 [2020-11-08 18:57:10,175][root][INFO] - ===> Epoch[1339](4020/3): Loss -0.8356, Sem 0.0481, dir -0.9840, norm 0.1003, swav 0.0000 LR: 2.304e-02 Score 98.206 Data time: 0.2005, Forward time: 2.5609, Backward time: 3.2009, DDP time: 0.0034, Total iter time: 6.0106 [2020-11-08 18:57:15,197][root][INFO] - ===> Epoch[1339](4021/3): Loss -0.8461, Sem 0.0439, dir -0.9837, norm 0.0936, swav 0.0000 LR: 2.302e-02 Score 98.387 Data time: 0.2506, Forward time: 2.5612, Backward time: 3.1480, DDP time: 0.0033, Total iter time: 4.9204 [2020-11-08 18:57:21,225][root][INFO] - ===> Epoch[1340](4022/3): Loss -0.8412, Sem 0.0435, dir -0.9820, norm 0.0973, swav 0.0000 LR: 2.300e-02 Score 98.397 Data time: 0.2090, Forward time: 2.5558, Backward time: 3.1499, DDP time: 0.0033, Total iter time: 5.9255 [2020-11-08 18:57:26,325][root][INFO] - ===> Epoch[1340](4023/3): Loss -0.8445, Sem 0.0480, dir -0.9864, norm 0.0940, swav 0.0000 LR: 2.298e-02 Score 98.215 Data time: 0.2049, Forward time: 2.5419, Backward time: 3.1212, DDP time: 0.0033, Total iter time: 4.9758 [2020-11-08 18:57:31,828][root][INFO] - ===> Epoch[1340](4024/3): Loss -0.8402, Sem 0.0492, dir -0.9839, norm 0.0945, swav 0.0000 LR: 2.296e-02 Score 98.214 Data time: 0.2506, Forward time: 2.5317, Backward time: 3.1041, DDP time: 0.0034, Total iter time: 5.3971 [2020-11-08 18:57:37,457][root][INFO] - ===> Epoch[1341](4025/3): Loss -0.8593, Sem 0.0389, dir -0.9857, norm 0.0874, swav 0.0000 LR: 2.294e-02 Score 98.585 Data time: 0.2352, Forward time: 2.5368, Backward time: 3.0834, DDP time: 0.0034, Total iter time: 5.5198 [2020-11-08 18:57:42,543][root][INFO] - ===> Epoch[1341](4026/3): Loss -0.8422, Sem 0.0456, dir -0.9853, norm 0.0975, swav 0.0000 LR: 2.292e-02 Score 98.313 Data time: 0.1461, Forward time: 2.5001, Backward time: 3.0850, DDP time: 0.0034, Total iter time: 4.9591 [2020-11-08 18:57:48,105][root][INFO] - ===> Epoch[1341](4027/3): Loss -0.8350, Sem 0.0497, dir -0.9835, norm 0.0988, swav 0.0000 LR: 2.290e-02 Score 98.189 Data time: 0.2618, Forward time: 2.5122, Backward time: 3.0584, DDP time: 0.0033, Total iter time: 5.4676 [2020-11-08 18:57:53,813][root][INFO] - ===> Epoch[1342](4028/3): Loss -0.8557, Sem 0.0398, dir -0.9848, norm 0.0893, swav 0.0000 LR: 2.287e-02 Score 98.542 Data time: 0.2394, Forward time: 2.5157, Backward time: 3.0449, DDP time: 0.0033, Total iter time: 5.5739 [2020-11-08 18:57:59,604][root][INFO] - ===> Epoch[1342](4029/3): Loss -0.8462, Sem 0.0446, dir -0.9833, norm 0.0925, swav 0.0000 LR: 2.285e-02 Score 98.370 Data time: 0.3217, Forward time: 2.5308, Backward time: 3.0226, DDP time: 0.0033, Total iter time: 5.6845 [2020-11-08 18:58:06,900][root][INFO] - ===> Epoch[1342](4030/3): Loss -0.8463, Sem 0.0447, dir -0.9857, norm 0.0947, swav 0.0000 LR: 2.283e-02 Score 98.365 Data time: 0.2536, Forward time: 2.5343, Backward time: 3.0605, DDP time: 0.0033, Total iter time: 7.1672 [2020-11-08 18:58:13,568][root][INFO] - ===> Epoch[1343](4031/3): Loss -0.8394, Sem 0.0439, dir -0.9823, norm 0.0990, swav 0.0000 LR: 2.281e-02 Score 98.391 Data time: 0.1896, Forward time: 2.5239, Backward time: 3.0917, DDP time: 0.0033, Total iter time: 6.5510 [2020-11-08 18:58:19,180][root][INFO] - ===> Epoch[1343](4032/3): Loss -0.8522, Sem 0.0441, dir -0.9867, norm 0.0905, swav 0.0000 LR: 2.279e-02 Score 98.380 Data time: 0.1791, Forward time: 2.5014, Backward time: 3.1018, DDP time: 0.0033, Total iter time: 5.5116 [2020-11-08 18:58:24,669][root][INFO] - ===> Epoch[1343](4033/3): Loss -0.8423, Sem 0.0428, dir -0.9831, norm 0.0980, swav 0.0000 LR: 2.277e-02 Score 98.430 Data time: 0.1576, Forward time: 2.4768, Backward time: 3.1130, DDP time: 0.0033, Total iter time: 5.4137 [2020-11-08 18:58:31,093][root][INFO] - ===> Epoch[1344](4034/3): Loss -0.8425, Sem 0.0452, dir -0.9856, norm 0.0979, swav 0.0000 LR: 2.275e-02 Score 98.344 Data time: 0.1726, Forward time: 2.4595, Backward time: 3.1437, DDP time: 0.0033, Total iter time: 6.3522 [2020-11-08 18:58:36,906][root][INFO] - ===> Epoch[1344](4035/3): Loss -0.8413, Sem 0.0447, dir -0.9816, norm 0.0956, swav 0.0000 LR: 2.273e-02 Score 98.369 Data time: 0.2441, Forward time: 2.4658, Backward time: 3.1300, DDP time: 0.0034, Total iter time: 5.7039 [2020-11-08 18:58:42,966][root][INFO] - ===> Epoch[1344](4036/3): Loss -0.8407, Sem 0.0473, dir -0.9836, norm 0.0955, swav 0.0000 LR: 2.270e-02 Score 98.253 Data time: 0.1675, Forward time: 2.4511, Backward time: 3.1463, DDP time: 0.0034, Total iter time: 5.9279 [2020-11-08 18:58:49,483][root][INFO] - ===> Epoch[1345](4037/3): Loss -0.8440, Sem 0.0432, dir -0.9834, norm 0.0962, swav 0.0000 LR: 2.268e-02 Score 98.421 Data time: 0.2139, Forward time: 2.4394, Backward time: 3.1700, DDP time: 0.0034, Total iter time: 6.4315 [2020-11-08 18:58:54,721][root][INFO] - ===> Epoch[1345](4038/3): Loss -0.8412, Sem 0.0471, dir -0.9852, norm 0.0968, swav 0.0000 LR: 2.266e-02 Score 98.290 Data time: 0.2202, Forward time: 2.4353, Backward time: 3.1544, DDP time: 0.0034, Total iter time: 5.1358 [2020-11-08 18:59:00,313][root][INFO] - ===> Epoch[1345](4039/3): Loss -0.8400, Sem 0.0469, dir -0.9850, norm 0.0981, swav 0.0000 LR: 2.264e-02 Score 98.277 Data time: 0.1984, Forward time: 2.4285, Backward time: 3.1504, DDP time: 0.0034, Total iter time: 5.4816 [2020-11-08 18:59:06,301][root][INFO] - ===> Epoch[1346](4040/3): Loss -0.8474, Sem 0.0419, dir -0.9834, norm 0.0941, swav 0.0000 LR: 2.262e-02 Score 98.467 Data time: 0.2415, Forward time: 2.4356, Backward time: 3.1434, DDP time: 0.0034, Total iter time: 5.8838 [2020-11-08 18:59:11,133][root][INFO] - ===> Epoch[1346](4041/3): Loss -0.8429, Sem 0.0448, dir -0.9844, norm 0.0967, swav 0.0000 LR: 2.260e-02 Score 98.362 Data time: 0.1897, Forward time: 2.4259, Backward time: 3.1237, DDP time: 0.0034, Total iter time: 4.7198 [2020-11-08 18:59:16,701][root][INFO] - ===> Epoch[1346](4042/3): Loss -0.8442, Sem 0.0434, dir -0.9821, norm 0.0945, swav 0.0000 LR: 2.258e-02 Score 98.418 Data time: 0.2314, Forward time: 2.4292, Backward time: 3.1120, DDP time: 0.0034, Total iter time: 5.4772 [2020-11-08 18:59:22,980][root][INFO] - ===> Epoch[1347](4043/3): Loss -0.8526, Sem 0.0446, dir -0.9866, norm 0.0895, swav 0.0000 LR: 2.256e-02 Score 98.348 Data time: 0.2341, Forward time: 2.4329, Backward time: 3.1148, DDP time: 0.0034, Total iter time: 6.1264 [2020-11-08 18:59:28,551][root][INFO] - ===> Epoch[1347](4044/3): Loss -0.8410, Sem 0.0470, dir -0.9803, norm 0.0923, swav 0.0000 LR: 2.253e-02 Score 98.268 Data time: 0.1871, Forward time: 2.4242, Backward time: 3.1133, DDP time: 0.0034, Total iter time: 5.4332 [2020-11-08 18:59:34,970][root][INFO] - ===> Epoch[1347](4045/3): Loss -0.8511, Sem 0.0427, dir -0.9864, norm 0.0926, swav 0.0000 LR: 2.251e-02 Score 98.444 Data time: 0.1845, Forward time: 2.4150, Backward time: 3.1332, DDP time: 0.0034, Total iter time: 6.3271 [2020-11-08 18:59:40,846][root][INFO] - ===> Epoch[1348](4046/3): Loss -0.8421, Sem 0.0474, dir -0.9836, norm 0.0940, swav 0.0000 LR: 2.249e-02 Score 98.255 Data time: 0.2212, Forward time: 2.4107, Backward time: 3.1363, DDP time: 0.0034, Total iter time: 5.7886 [2020-11-08 18:59:46,576][root][INFO] - ===> Epoch[1348](4047/3): Loss -0.8444, Sem 0.0433, dir -0.9852, norm 0.0974, swav 0.0000 LR: 2.247e-02 Score 98.413 Data time: 0.2636, Forward time: 2.4217, Backward time: 3.1207, DDP time: 0.0034, Total iter time: 5.6190 [2020-11-08 18:59:52,628][root][INFO] - ===> Epoch[1348](4048/3): Loss -0.8526, Sem 0.0430, dir -0.9864, norm 0.0908, swav 0.0000 LR: 2.245e-02 Score 98.418 Data time: 0.2864, Forward time: 2.4366, Backward time: 3.1065, DDP time: 0.0034, Total iter time: 5.9341 [2020-11-08 18:59:59,759][root][INFO] - ===> Epoch[1349](4049/3): Loss -0.8453, Sem 0.0427, dir -0.9838, norm 0.0959, swav 0.0000 LR: 2.243e-02 Score 98.414 Data time: 0.2540, Forward time: 2.4410, Backward time: 3.1249, DDP time: 0.0034, Total iter time: 7.0180 [2020-11-08 19:00:06,356][root][INFO] - ===> Epoch[1349](4050/3): Loss -0.8419, Sem 0.0480, dir -0.9836, norm 0.0936, swav 0.0000 LR: 2.241e-02 Score 98.260 Data time: 0.3866, Forward time: 2.4588, Backward time: 3.1176, DDP time: 0.0034, Total iter time: 6.4890 [2020-11-08 19:00:11,123][root][INFO] - ===> Epoch[1349](4051/3): Loss -0.8407, Sem 0.0485, dir -0.9855, norm 0.0962, swav 0.0000 LR: 2.239e-02 Score 98.215 Data time: 0.2352, Forward time: 2.4583, Backward time: 3.0949, DDP time: 0.0034, Total iter time: 4.6578 [2020-11-08 19:00:16,042][root][INFO] - ===> Epoch[1350](4052/3): Loss -0.8432, Sem 0.0452, dir -0.9838, norm 0.0954, swav 0.0000 LR: 2.236e-02 Score 98.351 Data time: 0.2104, Forward time: 2.4519, Backward time: 3.0823, DDP time: 0.0034, Total iter time: 4.8147 [2020-11-08 19:00:21,400][root][INFO] - ===> Epoch[1350](4053/3): Loss -0.8502, Sem 0.0421, dir -0.9822, norm 0.0899, swav 0.0000 LR: 2.234e-02 Score 98.430 Data time: 0.2578, Forward time: 2.4578, Backward time: 3.0664, DDP time: 0.0034, Total iter time: 5.2775 [2020-11-08 19:00:26,506][root][INFO] - ===> Epoch[1350](4054/3): Loss -0.8516, Sem 0.0433, dir -0.9843, norm 0.0894, swav 0.0000 LR: 2.232e-02 Score 98.414 Data time: 0.1770, Forward time: 2.4467, Backward time: 3.0624, DDP time: 0.0034, Total iter time: 4.9802 [2020-11-08 19:00:32,997][root][INFO] - ===> Epoch[1351](4055/3): Loss -0.8459, Sem 0.0452, dir -0.9863, norm 0.0951, swav 0.0000 LR: 2.230e-02 Score 98.349 Data time: 0.2280, Forward time: 2.4459, Backward time: 3.0738, DDP time: 0.0034, Total iter time: 6.4132 [2020-11-08 19:00:37,670][root][INFO] - ===> Epoch[1351](4056/3): Loss -0.8328, Sem 0.0432, dir -0.9805, norm 0.1045, swav 0.0000 LR: 2.228e-02 Score 98.442 Data time: 0.2129, Forward time: 2.4438, Backward time: 3.0546, DDP time: 0.0034, Total iter time: 4.5527 [2020-11-08 19:00:43,056][root][INFO] - ===> Epoch[1351](4057/3): Loss -0.8414, Sem 0.0476, dir -0.9848, norm 0.0959, swav 0.0000 LR: 2.226e-02 Score 98.238 Data time: 0.1686, Forward time: 2.4334, Backward time: 3.0565, DDP time: 0.0034, Total iter time: 5.2760 [2020-11-08 19:00:48,311][root][INFO] - ===> Epoch[1352](4058/3): Loss -0.8474, Sem 0.0461, dir -0.9856, norm 0.0921, swav 0.0000 LR: 2.224e-02 Score 98.310 Data time: 0.2523, Forward time: 2.4355, Backward time: 3.0446, DDP time: 0.0034, Total iter time: 5.1931 [2020-11-08 19:00:53,521][root][INFO] - ===> Epoch[1352](4059/3): Loss -0.8413, Sem 0.0447, dir -0.9811, norm 0.0952, swav 0.0000 LR: 2.222e-02 Score 98.339 Data time: 0.2280, Forward time: 2.4351, Backward time: 3.0341, DDP time: 0.0034, Total iter time: 5.0945 [2020-11-08 19:00:59,689][root][INFO] - ===> Epoch[1352](4060/3): Loss -0.8500, Sem 0.0428, dir -0.9861, norm 0.0933, swav 0.0000 LR: 2.219e-02 Score 98.435 Data time: 0.2612, Forward time: 2.4396, Backward time: 3.0337, DDP time: 0.0034, Total iter time: 6.0404 [2020-11-08 19:01:05,024][root][INFO] - ===> Epoch[1353](4061/3): Loss -0.8573, Sem 0.0418, dir -0.9846, norm 0.0856, swav 0.0000 LR: 2.217e-02 Score 98.439 Data time: 0.2578, Forward time: 2.4453, Backward time: 3.0194, DDP time: 0.0034, Total iter time: 5.2133 [2020-11-08 19:01:12,307][root][INFO] - ===> Epoch[1353](4062/3): Loss -0.8413, Sem 0.0454, dir -0.9846, norm 0.0978, swav 0.0000 LR: 2.215e-02 Score 98.336 Data time: 0.2266, Forward time: 2.4464, Backward time: 3.0401, DDP time: 0.0034, Total iter time: 7.1803 [2020-11-08 19:01:17,842][root][INFO] - ===> Epoch[1353](4063/3): Loss -0.8501, Sem 0.0434, dir -0.9856, norm 0.0922, swav 0.0000 LR: 2.213e-02 Score 98.391 Data time: 0.1874, Forward time: 2.4323, Backward time: 3.0482, DDP time: 0.0034, Total iter time: 5.4179 [2020-11-08 19:01:23,997][root][INFO] - ===> Epoch[1354](4064/3): Loss -0.8544, Sem 0.0414, dir -0.9863, norm 0.0905, swav 0.0000 LR: 2.211e-02 Score 98.467 Data time: 0.1949, Forward time: 2.4251, Backward time: 3.0600, DDP time: 0.0034, Total iter time: 6.0732 [2020-11-08 19:01:29,530][root][INFO] - ===> Epoch[1354](4065/3): Loss -0.8413, Sem 0.0489, dir -0.9829, norm 0.0927, swav 0.0000 LR: 2.209e-02 Score 98.222 Data time: 0.1847, Forward time: 2.4195, Backward time: 3.0603, DDP time: 0.0034, Total iter time: 5.4193 [2020-11-08 19:01:35,186][root][INFO] - ===> Epoch[1354](4066/3): Loss -0.8387, Sem 0.0471, dir -0.9832, norm 0.0974, swav 0.0000 LR: 2.207e-02 Score 98.289 Data time: 0.2309, Forward time: 2.4205, Backward time: 3.0551, DDP time: 0.0034, Total iter time: 5.5560 [2020-11-08 19:01:40,886][root][INFO] - ===> Epoch[1355](4067/3): Loss -0.8456, Sem 0.0436, dir -0.9827, norm 0.0936, swav 0.0000 LR: 2.205e-02 Score 98.427 Data time: 0.2163, Forward time: 2.4161, Backward time: 3.0552, DDP time: 0.0034, Total iter time: 5.5730 [2020-11-08 19:01:48,085][root][INFO] - ===> Epoch[1355](4068/3): Loss -0.8478, Sem 0.0439, dir -0.9845, norm 0.0928, swav 0.0000 LR: 2.202e-02 Score 98.405 Data time: 0.3585, Forward time: 2.4334, Backward time: 3.0561, DDP time: 0.0034, Total iter time: 7.0849 [2020-11-08 19:01:54,375][root][INFO] - ===> Epoch[1355](4069/3): Loss -0.8512, Sem 0.0424, dir -0.9863, norm 0.0927, swav 0.0000 LR: 2.200e-02 Score 98.444 Data time: 0.1772, Forward time: 2.4268, Backward time: 3.0680, DDP time: 0.0034, Total iter time: 6.1627 [2020-11-08 19:01:59,354][root][INFO] - ===> Epoch[1356](4070/3): Loss -0.8451, Sem 0.0464, dir -0.9838, norm 0.0923, swav 0.0000 LR: 2.198e-02 Score 98.294 Data time: 0.2415, Forward time: 2.4256, Backward time: 3.0565, DDP time: 0.0034, Total iter time: 4.8807 [2020-11-08 19:02:04,463][root][INFO] - ===> Epoch[1356](4071/3): Loss -0.8483, Sem 0.0421, dir -0.9861, norm 0.0957, swav 0.0000 LR: 2.196e-02 Score 98.447 Data time: 0.2581, Forward time: 2.4288, Backward time: 3.0423, DDP time: 0.0034, Total iter time: 4.9689 [2020-11-08 19:02:11,216][root][INFO] - ===> Epoch[1356](4072/3): Loss -0.8545, Sem 0.0419, dir -0.9854, norm 0.0890, swav 0.0000 LR: 2.194e-02 Score 98.450 Data time: 0.2321, Forward time: 2.4278, Backward time: 3.0545, DDP time: 0.0034, Total iter time: 6.6355 [2020-11-08 19:02:18,322][root][INFO] - ===> Epoch[1357](4073/3): Loss -0.8437, Sem 0.0464, dir -0.9831, norm 0.0931, swav 0.0000 LR: 2.192e-02 Score 98.289 Data time: 0.3557, Forward time: 2.4438, Backward time: 3.0541, DDP time: 0.0034, Total iter time: 6.9937 [2020-11-08 19:02:24,487][root][INFO] - ===> Epoch[1357](4074/3): Loss -0.8470, Sem 0.0439, dir -0.9840, norm 0.0931, swav 0.0000 LR: 2.190e-02 Score 98.409 Data time: 0.2570, Forward time: 2.4489, Backward time: 3.0524, DDP time: 0.0034, Total iter time: 6.0509 [2020-11-08 19:02:30,223][root][INFO] - ===> Epoch[1357](4075/3): Loss -0.8506, Sem 0.0451, dir -0.9857, norm 0.0901, swav 0.0000 LR: 2.188e-02 Score 98.350 Data time: 0.2946, Forward time: 2.4520, Backward time: 3.0467, DDP time: 0.0034, Total iter time: 5.6348 [2020-11-08 19:02:36,599][root][INFO] - ===> Epoch[1358](4076/3): Loss -0.8458, Sem 0.0459, dir -0.9849, norm 0.0932, swav 0.0000 LR: 2.185e-02 Score 98.313 Data time: 0.3204, Forward time: 2.4606, Backward time: 3.0436, DDP time: 0.0034, Total iter time: 6.2670 [2020-11-08 19:02:42,069][root][INFO] - ===> Epoch[1358](4077/3): Loss -0.8441, Sem 0.0464, dir -0.9848, norm 0.0943, swav 0.0000 LR: 2.183e-02 Score 98.332 Data time: 0.1496, Forward time: 2.4510, Backward time: 3.0480, DDP time: 0.0034, Total iter time: 5.3607 [2020-11-08 19:02:47,736][root][INFO] - ===> Epoch[1358](4078/3): Loss -0.8531, Sem 0.0387, dir -0.9857, norm 0.0939, swav 0.0000 LR: 2.181e-02 Score 98.562 Data time: 0.1896, Forward time: 2.4437, Backward time: 3.0528, DDP time: 0.0034, Total iter time: 5.5897 [2020-11-08 19:02:53,231][root][INFO] - ===> Epoch[1359](4079/3): Loss -0.8439, Sem 0.0411, dir -0.9835, norm 0.0985, swav 0.0000 LR: 2.179e-02 Score 98.497 Data time: 0.2324, Forward time: 2.4445, Backward time: 3.0474, DDP time: 0.0034, Total iter time: 5.4070 [2020-11-08 19:02:58,699][root][INFO] - ===> Epoch[1359](4080/3): Loss -0.8414, Sem 0.0507, dir -0.9836, norm 0.0915, swav 0.0000 LR: 2.177e-02 Score 98.126 Data time: 0.2458, Forward time: 2.4448, Backward time: 3.0418, DDP time: 0.0034, Total iter time: 5.3521 [2020-11-08 19:03:03,533][root][INFO] - ===> Epoch[1359](4081/3): Loss -0.8539, Sem 0.0424, dir -0.9839, norm 0.0876, swav 0.0000 LR: 2.175e-02 Score 98.421 Data time: 0.2226, Forward time: 2.4456, Backward time: 3.0287, DDP time: 0.0034, Total iter time: 4.7300 [2020-11-08 19:03:09,686][root][INFO] - ===> Epoch[1360](4082/3): Loss -0.8466, Sem 0.0458, dir -0.9850, norm 0.0926, swav 0.0000 LR: 2.173e-02 Score 98.299 Data time: 0.1547, Forward time: 2.4366, Backward time: 3.0412, DDP time: 0.0034, Total iter time: 6.0481 [2020-11-08 19:03:14,667][root][INFO] - ===> Epoch[1360](4083/3): Loss -0.8405, Sem 0.0439, dir -0.9849, norm 0.1005, swav 0.0000 LR: 2.170e-02 Score 98.388 Data time: 0.1787, Forward time: 2.4298, Backward time: 3.0365, DDP time: 0.0034, Total iter time: 4.8754 [2020-11-08 19:03:20,211][root][INFO] - ===> Epoch[1360](4084/3): Loss -0.8474, Sem 0.0466, dir -0.9852, norm 0.0912, swav 0.0000 LR: 2.168e-02 Score 98.290 Data time: 0.2194, Forward time: 2.4286, Backward time: 3.0335, DDP time: 0.0034, Total iter time: 5.4578 [2020-11-08 19:03:26,603][root][INFO] - ===> Epoch[1361](4085/3): Loss -0.8458, Sem 0.0436, dir -0.9832, norm 0.0938, swav 0.0000 LR: 2.166e-02 Score 98.403 Data time: 0.1854, Forward time: 2.4219, Backward time: 3.0458, DDP time: 0.0034, Total iter time: 6.2710 [2020-11-08 19:03:33,249][root][INFO] - ===> Epoch[1361](4086/3): Loss -0.8461, Sem 0.0447, dir -0.9859, norm 0.0951, swav 0.0000 LR: 2.164e-02 Score 98.326 Data time: 0.3507, Forward time: 2.4337, Backward time: 3.0429, DDP time: 0.0034, Total iter time: 6.5937 [2020-11-08 19:03:38,884][root][INFO] - ===> Epoch[1361](4087/3): Loss -0.8474, Sem 0.0435, dir -0.9854, norm 0.0945, swav 0.0000 LR: 2.162e-02 Score 98.406 Data time: 0.2609, Forward time: 2.4396, Backward time: 3.0342, DDP time: 0.0033, Total iter time: 5.5118 [2020-11-08 19:03:44,227][root][INFO] - ===> Epoch[1362](4088/3): Loss -0.8466, Sem 0.0429, dir -0.9828, norm 0.0932, swav 0.0000 LR: 2.160e-02 Score 98.426 Data time: 0.2114, Forward time: 2.4381, Backward time: 3.0297, DDP time: 0.0033, Total iter time: 5.2191 [2020-11-08 19:03:49,077][root][INFO] - ===> Epoch[1362](4089/3): Loss -0.8471, Sem 0.0412, dir -0.9836, norm 0.0953, swav 0.0000 LR: 2.158e-02 Score 98.491 Data time: 0.2451, Forward time: 2.4389, Backward time: 3.0179, DDP time: 0.0033, Total iter time: 4.7448 [2020-11-08 19:03:54,911][root][INFO] - ===> Epoch[1362](4090/3): Loss -0.8418, Sem 0.0487, dir -0.9851, norm 0.0946, swav 0.0000 LR: 2.156e-02 Score 98.212 Data time: 0.2770, Forward time: 2.4450, Backward time: 3.0116, DDP time: 0.0033, Total iter time: 5.7382 [2020-11-08 19:04:00,381][root][INFO] - ===> Epoch[1363](4091/3): Loss -0.8471, Sem 0.0442, dir -0.9829, norm 0.0916, swav 0.0000 LR: 2.153e-02 Score 98.371 Data time: 0.2478, Forward time: 2.4435, Backward time: 3.0085, DDP time: 0.0033, Total iter time: 5.3409 [2020-11-08 19:04:06,165][root][INFO] - ===> Epoch[1363](4092/3): Loss -0.8401, Sem 0.0485, dir -0.9846, norm 0.0959, swav 0.0000 LR: 2.151e-02 Score 98.240 Data time: 0.1771, Forward time: 2.4388, Backward time: 3.0128, DDP time: 0.0033, Total iter time: 5.6809 [2020-11-08 19:04:12,325][root][INFO] - ===> Epoch[1363](4093/3): Loss -0.8445, Sem 0.0428, dir -0.9831, norm 0.0957, swav 0.0000 LR: 2.149e-02 Score 98.428 Data time: 0.1591, Forward time: 2.4293, Backward time: 3.0255, DDP time: 0.0033, Total iter time: 6.0547 [2020-11-08 19:04:18,642][root][INFO] - ===> Epoch[1364](4094/3): Loss -0.8407, Sem 0.0452, dir -0.9846, norm 0.0987, swav 0.0000 LR: 2.147e-02 Score 98.320 Data time: 0.2340, Forward time: 2.4305, Backward time: 3.0292, DDP time: 0.0033, Total iter time: 6.2273 [2020-11-08 19:04:24,092][root][INFO] - ===> Epoch[1364](4095/3): Loss -0.8492, Sem 0.0461, dir -0.9854, norm 0.0900, swav 0.0000 LR: 2.145e-02 Score 98.316 Data time: 0.2464, Forward time: 2.4344, Backward time: 3.0212, DDP time: 0.0033, Total iter time: 5.3267 [2020-11-08 19:04:30,174][root][INFO] - ===> Epoch[1364](4096/3): Loss -0.8545, Sem 0.0407, dir -0.9846, norm 0.0893, swav 0.0000 LR: 2.143e-02 Score 98.496 Data time: 0.1826, Forward time: 2.4296, Backward time: 3.0282, DDP time: 0.0033, Total iter time: 5.9707 [2020-11-08 19:04:36,696][root][INFO] - ===> Epoch[1365](4097/3): Loss -0.8357, Sem 0.0486, dir -0.9836, norm 0.0992, swav 0.0000 LR: 2.141e-02 Score 98.218 Data time: 0.1976, Forward time: 2.4263, Backward time: 3.0382, DDP time: 0.0033, Total iter time: 6.4227 [2020-11-08 19:04:43,147][root][INFO] - ===> Epoch[1365](4098/3): Loss -0.8553, Sem 0.0420, dir -0.9864, norm 0.0891, swav 0.0000 LR: 2.138e-02 Score 98.443 Data time: 0.2363, Forward time: 2.4245, Backward time: 3.0453, DDP time: 0.0033, Total iter time: 6.3418 [2020-11-08 19:04:49,169][root][INFO] - ===> Epoch[1365](4099/3): Loss -0.8463, Sem 0.0472, dir -0.9853, norm 0.0918, swav 0.0000 LR: 2.136e-02 Score 98.266 Data time: 0.1341, Forward time: 2.4150, Backward time: 3.0563, DDP time: 0.0033, Total iter time: 5.8951 [2020-11-08 19:04:53,884][root][INFO] - ===> Epoch[1366](4100/3): Loss -0.8459, Sem 0.0413, dir -0.9821, norm 0.0948, swav 0.0000 LR: 2.134e-02 Score 98.480 Data time: 0.2276, Forward time: 2.4121, Backward time: 3.0482, DDP time: 0.0033, Total iter time: 4.6407 [2020-11-08 19:04:59,887][root][INFO] - ===> Epoch[1366](4101/3): Loss -0.8381, Sem 0.0473, dir -0.9821, norm 0.0967, swav 0.0000 LR: 2.132e-02 Score 98.251 Data time: 0.1577, Forward time: 2.4051, Backward time: 3.0565, DDP time: 0.0033, Total iter time: 5.8777 [2020-11-08 19:05:05,531][root][INFO] - ===> Epoch[1366](4102/3): Loss -0.8489, Sem 0.0430, dir -0.9865, norm 0.0946, swav 0.0000 LR: 2.130e-02 Score 98.414 Data time: 0.1916, Forward time: 2.4009, Backward time: 3.0590, DDP time: 0.0033, Total iter time: 5.5605 [2020-11-08 19:05:11,623][root][INFO] - ===> Epoch[1367](4103/3): Loss -0.8523, Sem 0.0432, dir -0.9863, norm 0.0909, swav 0.0000 LR: 2.128e-02 Score 98.435 Data time: 0.2578, Forward time: 2.4018, Backward time: 3.0600, DDP time: 0.0033, Total iter time: 5.9711 [2020-11-08 19:05:17,153][root][INFO] - ===> Epoch[1367](4104/3): Loss -0.8476, Sem 0.0448, dir -0.9839, norm 0.0916, swav 0.0000 LR: 2.126e-02 Score 98.342 Data time: 0.2607, Forward time: 2.4053, Backward time: 3.0521, DDP time: 0.0033, Total iter time: 5.3895 [2020-11-08 19:05:22,867][root][INFO] - ===> Epoch[1367](4105/3): Loss -0.8389, Sem 0.0435, dir -0.9825, norm 0.1001, swav 0.0000 LR: 2.124e-02 Score 98.395 Data time: 0.1870, Forward time: 2.4010, Backward time: 3.0549, DDP time: 0.0033, Total iter time: 5.5881 [2020-11-08 19:05:28,334][root][INFO] - ===> Epoch[1368](4106/3): Loss -0.8450, Sem 0.0477, dir -0.9850, norm 0.0923, swav 0.0000 LR: 2.121e-02 Score 98.288 Data time: 0.2799, Forward time: 2.4047, Backward time: 3.0474, DDP time: 0.0033, Total iter time: 5.3481 [2020-11-08 19:05:34,343][root][INFO] - ===> Epoch[1368](4107/3): Loss -0.8409, Sem 0.0429, dir -0.9823, norm 0.0985, swav 0.0000 LR: 2.119e-02 Score 98.420 Data time: 0.2742, Forward time: 2.4118, Backward time: 3.0415, DDP time: 0.0033, Total iter time: 5.8831 [2020-11-08 19:05:40,060][root][INFO] - ===> Epoch[1368](4108/3): Loss -0.8404, Sem 0.0478, dir -0.9849, norm 0.0967, swav 0.0000 LR: 2.117e-02 Score 98.271 Data time: 0.1688, Forward time: 2.4074, Backward time: 3.0447, DDP time: 0.0033, Total iter time: 5.5885 [2020-11-08 19:05:46,968][root][INFO] - ===> Epoch[1369](4109/3): Loss -0.8460, Sem 0.0432, dir -0.9852, norm 0.0959, swav 0.0000 LR: 2.115e-02 Score 98.432 Data time: 0.2375, Forward time: 2.4088, Backward time: 3.0527, DDP time: 0.0033, Total iter time: 6.8077 [2020-11-08 19:05:52,278][root][INFO] - ===> Epoch[1369](4110/3): Loss -0.8511, Sem 0.0436, dir -0.9849, norm 0.0903, swav 0.0000 LR: 2.113e-02 Score 98.388 Data time: 0.2241, Forward time: 2.4092, Backward time: 3.0473, DDP time: 0.0033, Total iter time: 5.1933 [2020-11-08 19:05:58,664][root][INFO] - ===> Epoch[1369](4111/3): Loss -0.8439, Sem 0.0477, dir -0.9859, norm 0.0943, swav 0.0000 LR: 2.111e-02 Score 98.251 Data time: 0.2953, Forward time: 2.4169, Backward time: 3.0440, DDP time: 0.0033, Total iter time: 6.2588 [2020-11-08 19:06:04,885][root][INFO] - ===> Epoch[1370](4112/3): Loss -0.8498, Sem 0.0420, dir -0.9850, norm 0.0931, swav 0.0000 LR: 2.109e-02 Score 98.488 Data time: 0.2356, Forward time: 2.4170, Backward time: 3.0464, DDP time: 0.0033, Total iter time: 6.0756 [2020-11-08 19:06:10,169][root][INFO] - ===> Epoch[1370](4113/3): Loss -0.8480, Sem 0.0393, dir -0.9842, norm 0.0969, swav 0.0000 LR: 2.106e-02 Score 98.558 Data time: 0.1713, Forward time: 2.4115, Backward time: 3.0470, DDP time: 0.0033, Total iter time: 5.1821 [2020-11-08 19:06:16,120][root][INFO] - ===> Epoch[1370](4114/3): Loss -0.8393, Sem 0.0507, dir -0.9846, norm 0.0946, swav 0.0000 LR: 2.104e-02 Score 98.151 Data time: 0.2476, Forward time: 2.4132, Backward time: 3.0464, DDP time: 0.0033, Total iter time: 5.8856 [2020-11-08 19:06:21,807][root][INFO] - ===> Epoch[1371](4115/3): Loss -0.8506, Sem 0.0423, dir -0.9827, norm 0.0898, swav 0.0000 LR: 2.102e-02 Score 98.468 Data time: 0.2860, Forward time: 2.4172, Backward time: 3.0401, DDP time: 0.0033, Total iter time: 5.5516 [2020-11-08 19:06:28,051][root][INFO] - ===> Epoch[1371](4116/3): Loss -0.8385, Sem 0.0464, dir -0.9842, norm 0.0993, swav 0.0000 LR: 2.100e-02 Score 98.299 Data time: 0.2190, Forward time: 2.4156, Backward time: 3.0447, DDP time: 0.0033, Total iter time: 6.1195 [2020-11-08 19:06:33,650][root][INFO] - ===> Epoch[1371](4117/3): Loss -0.8506, Sem 0.0449, dir -0.9856, norm 0.0901, swav 0.0000 LR: 2.098e-02 Score 98.341 Data time: 0.2602, Forward time: 2.4188, Backward time: 3.0392, DDP time: 0.0033, Total iter time: 5.4818 [2020-11-08 19:06:38,649][root][INFO] - ===> Epoch[1372](4118/3): Loss -0.8516, Sem 0.0415, dir -0.9851, norm 0.0920, swav 0.0000 LR: 2.096e-02 Score 98.465 Data time: 0.1835, Forward time: 2.4157, Backward time: 3.0347, DDP time: 0.0034, Total iter time: 4.8832 [2020-11-08 19:06:45,164][root][INFO] - ===> Epoch[1372](4119/3): Loss -0.8377, Sem 0.0478, dir -0.9844, norm 0.0990, swav 0.0000 LR: 2.094e-02 Score 98.225 Data time: 0.2046, Forward time: 2.4133, Backward time: 3.0424, DDP time: 0.0034, Total iter time: 6.4199 [2020-11-08 19:06:50,159][root][INFO] - ===> Epoch[1372](4120/3): Loss -0.8473, Sem 0.0462, dir -0.9826, norm 0.0891, swav 0.0000 LR: 2.091e-02 Score 98.338 Data time: 0.1588, Forward time: 2.4073, Backward time: 3.0413, DDP time: 0.0034, Total iter time: 4.8606 [2020-11-08 19:06:55,552][root][INFO] - ===> Epoch[1373](4121/3): Loss -0.8392, Sem 0.0451, dir -0.9823, norm 0.0979, swav 0.0000 LR: 2.089e-02 Score 98.328 Data time: 0.2150, Forward time: 2.4053, Backward time: 3.0399, DDP time: 0.0034, Total iter time: 5.3093 [2020-11-08 19:07:01,486][root][INFO] - ===> Epoch[1373](4122/3): Loss -0.8460, Sem 0.0447, dir -0.9847, norm 0.0940, swav 0.0000 LR: 2.087e-02 Score 98.352 Data time: 0.2471, Forward time: 2.4085, Backward time: 3.0372, DDP time: 0.0034, Total iter time: 5.8070 [2020-11-08 19:07:06,468][root][INFO] - ===> Epoch[1373](4123/3): Loss -0.8428, Sem 0.0462, dir -0.9839, norm 0.0949, swav 0.0000 LR: 2.085e-02 Score 98.312 Data time: 0.1938, Forward time: 2.4056, Backward time: 3.0333, DDP time: 0.0034, Total iter time: 4.8417 [2020-11-08 19:07:13,076][root][INFO] - ===> Epoch[1374](4124/3): Loss -0.8609, Sem 0.0400, dir -0.9869, norm 0.0860, swav 0.0000 LR: 2.083e-02 Score 98.509 Data time: 0.2973, Forward time: 2.4099, Backward time: 3.0346, DDP time: 0.0034, Total iter time: 6.5163 [2020-11-08 19:07:18,132][root][INFO] - ===> Epoch[1374](4125/3): Loss -0.8455, Sem 0.0435, dir -0.9837, norm 0.0946, swav 0.0000 LR: 2.081e-02 Score 98.406 Data time: 0.2499, Forward time: 2.4118, Backward time: 3.0265, DDP time: 0.0034, Total iter time: 4.9246 [2020-11-08 19:07:24,573][root][INFO] - ===> Epoch[1374](4126/3): Loss -0.8458, Sem 0.0429, dir -0.9848, norm 0.0961, swav 0.0000 LR: 2.079e-02 Score 98.424 Data time: 0.2606, Forward time: 2.4150, Backward time: 3.0277, DDP time: 0.0034, Total iter time: 6.3237 [2020-11-08 19:07:30,078][root][INFO] - ===> Epoch[1375](4127/3): Loss -0.8453, Sem 0.0456, dir -0.9825, norm 0.0916, swav 0.0000 LR: 2.076e-02 Score 98.336 Data time: 0.2571, Forward time: 2.4184, Backward time: 3.0216, DDP time: 0.0033, Total iter time: 5.3709 [2020-11-08 19:07:36,053][root][INFO] - ===> Epoch[1375](4128/3): Loss -0.8467, Sem 0.0441, dir -0.9837, norm 0.0929, swav 0.0000 LR: 2.074e-02 Score 98.366 Data time: 0.2284, Forward time: 2.4199, Backward time: 3.0210, DDP time: 0.0034, Total iter time: 5.8522 [2020-11-08 19:07:41,766][root][INFO] - ===> Epoch[1375](4129/3): Loss -0.8599, Sem 0.0416, dir -0.9867, norm 0.0852, swav 0.0000 LR: 2.072e-02 Score 98.469 Data time: 0.2232, Forward time: 2.4184, Backward time: 3.0214, DDP time: 0.0034, Total iter time: 5.5948 [2020-11-08 19:07:47,149][root][INFO] - ===> Epoch[1376](4130/3): Loss -0.8553, Sem 0.0459, dir -0.9864, norm 0.0853, swav 0.0000 LR: 2.070e-02 Score 98.297 Data time: 0.2252, Forward time: 2.4174, Backward time: 3.0189, DDP time: 0.0034, Total iter time: 5.2754 [2020-11-08 19:07:54,310][root][INFO] - ===> Epoch[1376](4131/3): Loss -0.8527, Sem 0.0464, dir -0.9861, norm 0.0870, swav 0.0000 LR: 2.068e-02 Score 98.288 Data time: 0.2036, Forward time: 2.4156, Backward time: 3.0304, DDP time: 0.0034, Total iter time: 7.0518 [2020-11-08 19:08:01,020][root][INFO] - ===> Epoch[1376](4132/3): Loss -0.8566, Sem 0.0412, dir -0.9854, norm 0.0876, swav 0.0000 LR: 2.066e-02 Score 98.477 Data time: 0.2074, Forward time: 2.4145, Backward time: 3.0379, DDP time: 0.0034, Total iter time: 6.6019 [2020-11-08 19:08:06,768][root][INFO] - ===> Epoch[1377](4133/3): Loss -0.8401, Sem 0.0450, dir -0.9807, norm 0.0955, swav 0.0000 LR: 2.064e-02 Score 98.359 Data time: 0.1458, Forward time: 2.4085, Backward time: 3.0431, DDP time: 0.0034, Total iter time: 5.6255 [2020-11-08 19:08:13,190][root][INFO] - ===> Epoch[1377](4134/3): Loss -0.8518, Sem 0.0411, dir -0.9831, norm 0.0902, swav 0.0000 LR: 2.061e-02 Score 98.472 Data time: 0.1163, Forward time: 2.4005, Backward time: 3.0567, DDP time: 0.0034, Total iter time: 6.3346 [2020-11-08 19:08:18,335][root][INFO] - ===> Epoch[1377](4135/3): Loss -0.8468, Sem 0.0472, dir -0.9867, norm 0.0927, swav 0.0000 LR: 2.059e-02 Score 98.253 Data time: 0.1447, Forward time: 2.3944, Backward time: 3.0583, DDP time: 0.0034, Total iter time: 5.0848 [2020-11-08 19:08:24,439][root][INFO] - ===> Epoch[1378](4136/3): Loss -0.8570, Sem 0.0441, dir -0.9870, norm 0.0859, swav 0.0000 LR: 2.057e-02 Score 98.379 Data time: 0.1854, Forward time: 2.3903, Backward time: 3.0643, DDP time: 0.0034, Total iter time: 6.0198 [2020-11-08 19:08:30,057][root][INFO] - ===> Epoch[1378](4137/3): Loss -0.8501, Sem 0.0417, dir -0.9832, norm 0.0914, swav 0.0000 LR: 2.055e-02 Score 98.465 Data time: 0.2477, Forward time: 2.3923, Backward time: 3.0599, DDP time: 0.0034, Total iter time: 5.5097 [2020-11-08 19:08:35,513][root][INFO] - ===> Epoch[1378](4138/3): Loss -0.8460, Sem 0.0448, dir -0.9843, norm 0.0935, swav 0.0000 LR: 2.053e-02 Score 98.359 Data time: 0.2412, Forward time: 2.3940, Backward time: 3.0554, DDP time: 0.0034, Total iter time: 5.3324 [2020-11-08 19:08:41,977][root][INFO] - ===> Epoch[1379](4139/3): Loss -0.8362, Sem 0.0459, dir -0.9848, norm 0.1027, swav 0.0000 LR: 2.051e-02 Score 98.301 Data time: 0.2569, Forward time: 2.3936, Backward time: 3.0598, DDP time: 0.0034, Total iter time: 6.3616 [2020-11-08 19:08:47,630][root][INFO] - ===> Epoch[1379](4140/3): Loss -0.8531, Sem 0.0462, dir -0.9846, norm 0.0853, swav 0.0000 LR: 2.049e-02 Score 98.303 Data time: 0.1948, Forward time: 2.3914, Backward time: 3.0605, DDP time: 0.0034, Total iter time: 5.5170 [2020-11-08 19:08:53,315][root][INFO] - ===> Epoch[1379](4141/3): Loss -0.8548, Sem 0.0431, dir -0.9864, norm 0.0885, swav 0.0000 LR: 2.046e-02 Score 98.409 Data time: 0.2357, Forward time: 2.3914, Backward time: 3.0594, DDP time: 0.0034, Total iter time: 5.5847 [2020-11-08 19:08:58,645][root][INFO] - ===> Epoch[1380](4142/3): Loss -0.8417, Sem 0.0459, dir -0.9816, norm 0.0940, swav 0.0000 LR: 2.044e-02 Score 98.295 Data time: 0.2086, Forward time: 2.3909, Backward time: 3.0564, DDP time: 0.0034, Total iter time: 5.2123 [2020-11-08 19:09:04,515][root][INFO] - ===> Epoch[1380](4143/3): Loss -0.8456, Sem 0.0450, dir -0.9842, norm 0.0937, swav 0.0000 LR: 2.042e-02 Score 98.338 Data time: 0.2282, Forward time: 2.3880, Backward time: 3.0591, DDP time: 0.0034, Total iter time: 5.7606 [2020-11-08 19:09:11,037][root][INFO] - ===> Epoch[1380](4144/3): Loss -0.8484, Sem 0.0430, dir -0.9840, norm 0.0926, swav 0.0000 LR: 2.040e-02 Score 98.412 Data time: 0.3488, Forward time: 2.3945, Backward time: 3.0569, DDP time: 0.0034, Total iter time: 6.4357 [2020-11-08 19:09:17,166][root][INFO] - ===> Epoch[1381](4145/3): Loss -0.8498, Sem 0.0423, dir -0.9850, norm 0.0930, swav 0.0000 LR: 2.038e-02 Score 98.427 Data time: 0.1909, Forward time: 2.3940, Backward time: 3.0592, DDP time: 0.0034, Total iter time: 6.0056 [2020-11-08 19:09:22,329][root][INFO] - ===> Epoch[1381](4146/3): Loss -0.8476, Sem 0.0425, dir -0.9842, norm 0.0941, swav 0.0000 LR: 2.036e-02 Score 98.440 Data time: 0.1842, Forward time: 2.3919, Backward time: 3.0570, DDP time: 0.0034, Total iter time: 5.0746 [2020-11-08 19:09:27,516][root][INFO] - ===> Epoch[1381](4147/3): Loss -0.8438, Sem 0.0442, dir -0.9828, norm 0.0948, swav 0.0000 LR: 2.034e-02 Score 98.346 Data time: 0.1993, Forward time: 2.3864, Backward time: 3.0572, DDP time: 0.0034, Total iter time: 5.0612 [2020-11-08 19:09:33,206][root][INFO] - ===> Epoch[1382](4148/3): Loss -0.8551, Sem 0.0453, dir -0.9868, norm 0.0863, swav 0.0000 LR: 2.031e-02 Score 98.334 Data time: 0.3109, Forward time: 2.3899, Backward time: 3.0527, DDP time: 0.0034, Total iter time: 5.6140 [2020-11-08 19:09:39,368][root][INFO] - ===> Epoch[1382](4149/3): Loss -0.8418, Sem 0.0434, dir -0.9822, norm 0.0970, swav 0.0000 LR: 2.029e-02 Score 98.405 Data time: 0.2844, Forward time: 2.3944, Backward time: 3.0499, DDP time: 0.0034, Total iter time: 6.0266 [2020-11-08 19:09:45,447][root][INFO] - ===> Epoch[1382](4150/3): Loss -0.8511, Sem 0.0450, dir -0.9863, norm 0.0902, swav 0.0000 LR: 2.027e-02 Score 98.309 Data time: 0.2895, Forward time: 2.3991, Backward time: 3.0462, DDP time: 0.0034, Total iter time: 5.9397 [2020-11-08 19:09:50,495][root][INFO] - ===> Epoch[1383](4151/3): Loss -0.8578, Sem 0.0403, dir -0.9867, norm 0.0886, swav 0.0000 LR: 2.025e-02 Score 98.512 Data time: 0.2130, Forward time: 2.3994, Backward time: 3.0403, DDP time: 0.0034, Total iter time: 4.9214 [2020-11-08 19:09:56,834][root][INFO] - ===> Epoch[1383](4152/3): Loss -0.8425, Sem 0.0467, dir -0.9828, norm 0.0936, swav 0.0000 LR: 2.023e-02 Score 98.281 Data time: 0.1523, Forward time: 2.3944, Backward time: 3.0485, DDP time: 0.0034, Total iter time: 6.2255 [2020-11-08 19:10:02,968][root][INFO] - ===> Epoch[1383](4153/3): Loss -0.8504, Sem 0.0433, dir -0.9845, norm 0.0908, swav 0.0000 LR: 2.021e-02 Score 98.432 Data time: 0.1677, Forward time: 2.3899, Backward time: 3.0550, DDP time: 0.0034, Total iter time: 6.0655 [2020-11-08 19:10:07,943][root][INFO] - ===> Epoch[1384](4154/3): Loss -0.8422, Sem 0.0477, dir -0.9826, norm 0.0927, swav 0.0000 LR: 2.018e-02 Score 98.267 Data time: 0.2000, Forward time: 2.3871, Backward time: 3.0525, DDP time: 0.0034, Total iter time: 4.8898 [2020-11-08 19:10:14,255][root][INFO] - ===> Epoch[1384](4155/3): Loss -0.8465, Sem 0.0437, dir -0.9862, norm 0.0960, swav 0.0000 LR: 2.016e-02 Score 98.375 Data time: 0.3077, Forward time: 2.3904, Backward time: 3.0518, DDP time: 0.0034, Total iter time: 6.1943 [2020-11-08 19:10:19,958][root][INFO] - ===> Epoch[1384](4156/3): Loss -0.8450, Sem 0.0450, dir -0.9854, norm 0.0953, swav 0.0000 LR: 2.014e-02 Score 98.370 Data time: 0.2536, Forward time: 2.3932, Backward time: 3.0481, DDP time: 0.0034, Total iter time: 5.5812 [2020-11-08 19:10:26,343][root][INFO] - ===> Epoch[1385](4157/3): Loss -0.8545, Sem 0.0452, dir -0.9844, norm 0.0848, swav 0.0000 LR: 2.012e-02 Score 98.328 Data time: 0.2415, Forward time: 2.3919, Backward time: 3.0523, DDP time: 0.0034, Total iter time: 6.2482 [2020-11-08 19:10:33,276][root][INFO] - ===> Epoch[1385](4158/3): Loss -0.8510, Sem 0.0436, dir -0.9838, norm 0.0892, swav 0.0000 LR: 2.010e-02 Score 98.402 Data time: 0.2274, Forward time: 2.3923, Backward time: 3.0585, DDP time: 0.0034, Total iter time: 6.8185 [2020-11-08 19:10:39,071][root][INFO] - ===> Epoch[1385](4159/3): Loss -0.8417, Sem 0.0470, dir -0.9844, norm 0.0957, swav 0.0000 LR: 2.008e-02 Score 98.263 Data time: 0.2155, Forward time: 2.3923, Backward time: 3.0581, DDP time: 0.0034, Total iter time: 5.6765 [2020-11-08 19:10:44,806][root][INFO] - ===> Epoch[1386](4160/3): Loss -0.8489, Sem 0.0418, dir -0.9858, norm 0.0951, swav 0.0000 LR: 2.006e-02 Score 98.468 Data time: 0.1643, Forward time: 2.3885, Backward time: 3.0612, DDP time: 0.0034, Total iter time: 5.6042 [2020-11-08 19:10:49,961][root][INFO] - ===> Epoch[1386](4161/3): Loss -0.8483, Sem 0.0413, dir -0.9859, norm 0.0963, swav 0.0000 LR: 2.003e-02 Score 98.466 Data time: 0.2976, Forward time: 2.3892, Backward time: 3.0560, DDP time: 0.0034, Total iter time: 5.0527 [2020-11-08 19:10:56,162][root][INFO] - ===> Epoch[1386](4162/3): Loss -0.8407, Sem 0.0449, dir -0.9800, norm 0.0945, swav 0.0000 LR: 2.001e-02 Score 98.367 Data time: 0.3139, Forward time: 2.3941, Backward time: 3.0530, DDP time: 0.0034, Total iter time: 6.0904 [2020-11-08 19:11:01,442][root][INFO] - ===> Epoch[1387](4163/3): Loss -0.8431, Sem 0.0476, dir -0.9852, norm 0.0945, swav 0.0000 LR: 1.999e-02 Score 98.231 Data time: 0.2385, Forward time: 2.3952, Backward time: 3.0483, DDP time: 0.0034, Total iter time: 5.1378 [2020-11-08 19:11:07,197][root][INFO] - ===> Epoch[1387](4164/3): Loss -0.8574, Sem 0.0406, dir -0.9860, norm 0.0881, swav 0.0000 LR: 1.997e-02 Score 98.485 Data time: 0.2500, Forward time: 2.3964, Backward time: 3.0466, DDP time: 0.0034, Total iter time: 5.6366 [2020-11-08 19:11:12,455][root][INFO] - ===> Epoch[1387](4165/3): Loss -0.8438, Sem 0.0435, dir -0.9838, norm 0.0966, swav 0.0000 LR: 1.995e-02 Score 98.419 Data time: 0.2498, Forward time: 2.3982, Backward time: 3.0413, DDP time: 0.0034, Total iter time: 5.1331 [2020-11-08 19:11:18,653][root][INFO] - ===> Epoch[1388](4166/3): Loss -0.8381, Sem 0.0433, dir -0.9822, norm 0.1008, swav 0.0000 LR: 1.993e-02 Score 98.446 Data time: 0.2234, Forward time: 2.3974, Backward time: 3.0441, DDP time: 0.0034, Total iter time: 6.0719 [2020-11-08 19:11:24,044][root][INFO] - ===> Epoch[1388](4167/3): Loss -0.8472, Sem 0.0469, dir -0.9851, norm 0.0910, swav 0.0000 LR: 1.990e-02 Score 98.279 Data time: 0.2342, Forward time: 2.3977, Backward time: 3.0412, DDP time: 0.0034, Total iter time: 5.2908 [2020-11-08 19:11:30,637][root][INFO] - ===> Epoch[1388](4168/3): Loss -0.8466, Sem 0.0399, dir -0.9860, norm 0.0995, swav 0.0000 LR: 1.988e-02 Score 98.534 Data time: 0.2209, Forward time: 2.3976, Backward time: 3.0456, DDP time: 0.0034, Total iter time: 6.4728 [2020-11-08 19:11:37,684][root][INFO] - ===> Epoch[1389](4169/3): Loss -0.8363, Sem 0.0490, dir -0.9823, norm 0.0970, swav 0.0000 LR: 1.986e-02 Score 98.199 Data time: 0.2429, Forward time: 2.3980, Backward time: 3.0520, DDP time: 0.0034, Total iter time: 6.9339 [2020-11-08 19:11:44,015][root][INFO] - ===> Epoch[1389](4170/3): Loss -0.8532, Sem 0.0425, dir -0.9847, norm 0.0890, swav 0.0000 LR: 1.984e-02 Score 98.419 Data time: 0.3233, Forward time: 2.4029, Backward time: 3.0496, DDP time: 0.0034, Total iter time: 6.2276 [2020-11-08 19:11:50,041][root][INFO] - ===> Epoch[1389](4171/3): Loss -0.8444, Sem 0.0434, dir -0.9844, norm 0.0965, swav 0.0000 LR: 1.982e-02 Score 98.396 Data time: 0.3089, Forward time: 2.4068, Backward time: 3.0466, DDP time: 0.0034, Total iter time: 5.9103 [2020-11-08 19:11:55,998][root][INFO] - ===> Epoch[1390](4172/3): Loss -0.8462, Sem 0.0428, dir -0.9853, norm 0.0962, swav 0.0000 LR: 1.980e-02 Score 98.430 Data time: 0.1386, Forward time: 2.4025, Backward time: 3.0521, DDP time: 0.0034, Total iter time: 5.8322 [2020-11-08 19:12:00,911][root][INFO] - ===> Epoch[1390](4173/3): Loss -0.8398, Sem 0.0450, dir -0.9840, norm 0.0992, swav 0.0000 LR: 1.978e-02 Score 98.334 Data time: 0.1686, Forward time: 2.3988, Backward time: 3.0509, DDP time: 0.0034, Total iter time: 4.8185 [2020-11-08 19:12:06,169][root][INFO] - ===> Epoch[1390](4174/3): Loss -0.8527, Sem 0.0418, dir -0.9856, norm 0.0911, swav 0.0000 LR: 1.975e-02 Score 98.494 Data time: 0.2424, Forward time: 2.3976, Backward time: 3.0488, DDP time: 0.0034, Total iter time: 5.1832 [2020-11-08 19:12:12,741][root][INFO] - ===> Epoch[1391](4175/3): Loss -0.8399, Sem 0.0463, dir -0.9821, norm 0.0958, swav 0.0000 LR: 1.973e-02 Score 98.293 Data time: 0.1363, Forward time: 2.3923, Backward time: 3.0582, DDP time: 0.0034, Total iter time: 6.4780 [2020-11-08 19:12:20,831][root][INFO] - ===> Epoch[1391](4176/3): Loss -0.8469, Sem 0.0439, dir -0.9839, norm 0.0932, swav 0.0000 LR: 1.971e-02 Score 98.365 Data time: 0.2100, Forward time: 2.3908, Backward time: 3.0720, DDP time: 0.0034, Total iter time: 8.0119 [2020-11-08 19:12:26,646][root][INFO] - ===> Epoch[1391](4177/3): Loss -0.8419, Sem 0.0450, dir -0.9858, norm 0.0989, swav 0.0000 LR: 1.969e-02 Score 98.337 Data time: 0.2256, Forward time: 2.3902, Backward time: 3.0721, DDP time: 0.0034, Total iter time: 5.6998 [2020-11-08 19:12:33,090][root][INFO] - ===> Epoch[1392](4178/3): Loss -0.8369, Sem 0.0432, dir -0.9820, norm 0.1019, swav 0.0000 LR: 1.967e-02 Score 98.431 Data time: 0.3521, Forward time: 2.3953, Backward time: 3.0699, DDP time: 0.0034, Total iter time: 6.3331 [2020-11-08 19:12:38,102][root][INFO] - ===> Epoch[1392](4179/3): Loss -0.8394, Sem 0.0456, dir -0.9820, norm 0.0970, swav 0.0000 LR: 1.965e-02 Score 98.349 Data time: 0.2018, Forward time: 2.3931, Backward time: 3.0673, DDP time: 0.0034, Total iter time: 4.9053 [2020-11-08 19:12:43,851][root][INFO] - ===> Epoch[1392](4180/3): Loss -0.8405, Sem 0.0460, dir -0.9861, norm 0.0996, swav 0.0000 LR: 1.962e-02 Score 98.304 Data time: 0.2371, Forward time: 2.3933, Backward time: 3.0665, DDP time: 0.0034, Total iter time: 5.6298 [2020-11-08 19:12:50,339][root][INFO] - ===> Epoch[1393](4181/3): Loss -0.8498, Sem 0.0421, dir -0.9857, norm 0.0938, swav 0.0000 LR: 1.960e-02 Score 98.441 Data time: 0.3207, Forward time: 2.3975, Backward time: 3.0653, DDP time: 0.0034, Total iter time: 6.3517 [2020-11-08 19:12:56,649][root][INFO] - ===> Epoch[1393](4182/3): Loss -0.8424, Sem 0.0463, dir -0.9827, norm 0.0940, swav 0.0000 LR: 1.958e-02 Score 98.302 Data time: 0.2585, Forward time: 2.3995, Backward time: 3.0654, DDP time: 0.0034, Total iter time: 6.1752 [2020-11-08 19:13:03,172][root][INFO] - ===> Epoch[1393](4183/3): Loss -0.8472, Sem 0.0468, dir -0.9869, norm 0.0929, swav 0.0000 LR: 1.956e-02 Score 98.250 Data time: 0.2344, Forward time: 2.4000, Backward time: 3.0682, DDP time: 0.0034, Total iter time: 6.3986 [2020-11-08 19:13:09,809][root][INFO] - ===> Epoch[1394](4184/3): Loss -0.8405, Sem 0.0494, dir -0.9844, norm 0.0945, swav 0.0000 LR: 1.954e-02 Score 98.182 Data time: 0.2426, Forward time: 2.4013, Backward time: 3.0710, DDP time: 0.0034, Total iter time: 6.5429 [2020-11-08 19:13:16,264][root][INFO] - ===> Epoch[1394](4185/3): Loss -0.8435, Sem 0.0388, dir -0.9836, norm 0.1013, swav 0.0000 LR: 1.952e-02 Score 98.589 Data time: 0.2331, Forward time: 2.4032, Backward time: 3.0722, DDP time: 0.0034, Total iter time: 6.3475 [2020-11-08 19:13:21,406][root][INFO] - ===> Epoch[1394](4186/3): Loss -0.8489, Sem 0.0430, dir -0.9856, norm 0.0937, swav 0.0000 LR: 1.950e-02 Score 98.422 Data time: 0.2013, Forward time: 2.4019, Backward time: 3.0696, DDP time: 0.0034, Total iter time: 5.0216 [2020-11-08 19:13:28,469][root][INFO] - ===> Epoch[1395](4187/3): Loss -0.8367, Sem 0.0456, dir -0.9823, norm 0.1000, swav 0.0000 LR: 1.947e-02 Score 98.342 Data time: 0.2291, Forward time: 2.4026, Backward time: 3.0751, DDP time: 0.0034, Total iter time: 6.9670 [2020-11-08 19:13:34,220][root][INFO] - ===> Epoch[1395](4188/3): Loss -0.8470, Sem 0.0425, dir -0.9840, norm 0.0945, swav 0.0000 LR: 1.945e-02 Score 98.427 Data time: 0.1519, Forward time: 2.3985, Backward time: 3.0784, DDP time: 0.0034, Total iter time: 5.6293 [2020-11-08 19:13:39,623][root][INFO] - ===> Epoch[1395](4189/3): Loss -0.8410, Sem 0.0453, dir -0.9848, norm 0.0984, swav 0.0000 LR: 1.943e-02 Score 98.335 Data time: 0.1808, Forward time: 2.3962, Backward time: 3.0785, DDP time: 0.0034, Total iter time: 5.3253 [2020-11-08 19:13:44,872][root][INFO] - ===> Epoch[1396](4190/3): Loss -0.8517, Sem 0.0442, dir -0.9854, norm 0.0894, swav 0.0000 LR: 1.941e-02 Score 98.373 Data time: 0.2152, Forward time: 2.3928, Backward time: 3.0786, DDP time: 0.0034, Total iter time: 5.1639 [2020-11-08 19:13:49,935][root][INFO] - ===> Epoch[1396](4191/3): Loss -0.8411, Sem 0.0442, dir -0.9818, norm 0.0965, swav 0.0000 LR: 1.939e-02 Score 98.392 Data time: 0.1667, Forward time: 2.3896, Backward time: 3.0781, DDP time: 0.0034, Total iter time: 5.0089 [2020-11-08 19:13:55,935][root][INFO] - ===> Epoch[1396](4192/3): Loss -0.8528, Sem 0.0450, dir -0.9855, norm 0.0877, swav 0.0000 LR: 1.937e-02 Score 98.332 Data time: 0.1523, Forward time: 2.3859, Backward time: 3.0828, DDP time: 0.0034, Total iter time: 5.9442 [2020-11-08 19:14:02,752][root][INFO] - ===> Epoch[1397](4193/3): Loss -0.8452, Sem 0.0463, dir -0.9853, norm 0.0939, swav 0.0000 LR: 1.934e-02 Score 98.322 Data time: 0.1918, Forward time: 2.3840, Backward time: 3.0896, DDP time: 0.0034, Total iter time: 6.7754 [2020-11-08 19:14:07,822][root][INFO] - ===> Epoch[1397](4194/3): Loss -0.8487, Sem 0.0437, dir -0.9854, norm 0.0930, swav 0.0000 LR: 1.932e-02 Score 98.400 Data time: 0.2346, Forward time: 2.3824, Backward time: 3.0870, DDP time: 0.0034, Total iter time: 4.9612 [2020-11-08 19:14:13,031][root][INFO] - ===> Epoch[1397](4195/3): Loss -0.8413, Sem 0.0460, dir -0.9834, norm 0.0961, swav 0.0000 LR: 1.930e-02 Score 98.306 Data time: 0.1676, Forward time: 2.3775, Backward time: 3.0886, DDP time: 0.0034, Total iter time: 5.1269 [2020-11-08 19:14:18,621][root][INFO] - ===> Epoch[1398](4196/3): Loss -0.8501, Sem 0.0423, dir -0.9843, norm 0.0919, swav 0.0000 LR: 1.928e-02 Score 98.458 Data time: 0.2272, Forward time: 2.3777, Backward time: 3.0875, DDP time: 0.0034, Total iter time: 5.5462 [2020-11-08 19:14:23,577][root][INFO] - ===> Epoch[1398](4197/3): Loss -0.8532, Sem 0.0467, dir -0.9856, norm 0.0857, swav 0.0000 LR: 1.926e-02 Score 98.280 Data time: 0.2236, Forward time: 2.3779, Backward time: 3.0829, DDP time: 0.0034, Total iter time: 4.8694 [2020-11-08 19:14:29,792][root][INFO] - ===> Epoch[1398](4198/3): Loss -0.8387, Sem 0.0409, dir -0.9835, norm 0.1039, swav 0.0000 LR: 1.924e-02 Score 98.506 Data time: 0.2489, Forward time: 2.3800, Backward time: 3.0823, DDP time: 0.0034, Total iter time: 6.1191 [2020-11-08 19:14:35,390][root][INFO] - ===> Epoch[1399](4199/3): Loss -0.8479, Sem 0.0466, dir -0.9860, norm 0.0914, swav 0.0000 LR: 1.921e-02 Score 98.258 Data time: 0.1578, Forward time: 2.3765, Backward time: 3.0843, DDP time: 0.0035, Total iter time: 5.4624 [2020-11-08 19:14:40,880][root][INFO] - ===> Epoch[1399](4200/3): Loss -0.8454, Sem 0.0439, dir -0.9825, norm 0.0932, swav 0.0000 LR: 1.919e-02 Score 98.403 Data time: 0.2276, Forward time: 2.3775, Backward time: 3.0816, DDP time: 0.0035, Total iter time: 5.3854 [2020-11-08 19:14:47,214][root][INFO] - ===> Epoch[1399](4201/3): Loss -0.8432, Sem 0.0437, dir -0.9846, norm 0.0977, swav 0.0000 LR: 1.917e-02 Score 98.402 Data time: 0.1848, Forward time: 2.3741, Backward time: 3.0871, DDP time: 0.0035, Total iter time: 6.2186 [2020-11-08 19:14:52,898][root][INFO] - ===> Epoch[1400](4202/3): Loss -0.8523, Sem 0.0434, dir -0.9855, norm 0.0899, swav 0.0000 LR: 1.915e-02 Score 98.398 Data time: 0.2778, Forward time: 2.3767, Backward time: 3.0835, DDP time: 0.0035, Total iter time: 5.5859 [2020-11-08 19:14:57,775][root][INFO] - ===> Epoch[1400](4203/3): Loss -0.8524, Sem 0.0439, dir -0.9838, norm 0.0875, swav 0.0000 LR: 1.913e-02 Score 98.378 Data time: 0.2533, Forward time: 2.3759, Backward time: 3.0793, DDP time: 0.0035, Total iter time: 4.7504 [2020-11-08 19:15:04,222][root][INFO] - ===> Epoch[1400](4204/3): Loss -0.8399, Sem 0.0435, dir -0.9818, norm 0.0984, swav 0.0000 LR: 1.911e-02 Score 98.407 Data time: 0.3699, Forward time: 2.3803, Backward time: 3.0773, DDP time: 0.0034, Total iter time: 6.3368 [2020-11-08 19:15:10,371][root][INFO] - ===> Epoch[1401](4205/3): Loss -0.8509, Sem 0.0450, dir -0.9871, norm 0.0912, swav 0.0000 LR: 1.908e-02 Score 98.343 Data time: 0.2821, Forward time: 2.3842, Backward time: 3.0745, DDP time: 0.0035, Total iter time: 6.0189 [2020-11-08 19:15:15,400][root][INFO] - ===> Epoch[1401](4206/3): Loss -0.8474, Sem 0.0457, dir -0.9862, norm 0.0931, swav 0.0000 LR: 1.906e-02 Score 98.324 Data time: 0.2604, Forward time: 2.3855, Backward time: 3.0692, DDP time: 0.0035, Total iter time: 4.9017 [2020-11-08 19:15:22,005][root][INFO] - ===> Epoch[1401](4207/3): Loss -0.8464, Sem 0.0440, dir -0.9816, norm 0.0912, swav 0.0000 LR: 1.904e-02 Score 98.399 Data time: 0.3621, Forward time: 2.3901, Backward time: 3.0678, DDP time: 0.0034, Total iter time: 6.4911 [2020-11-08 19:15:27,910][root][INFO] - ===> Epoch[1402](4208/3): Loss -0.8527, Sem 0.0442, dir -0.9861, norm 0.0892, swav 0.0000 LR: 1.902e-02 Score 98.353 Data time: 0.2435, Forward time: 2.3909, Backward time: 3.0667, DDP time: 0.0034, Total iter time: 5.7810 [2020-11-08 19:15:33,714][root][INFO] - ===> Epoch[1402](4209/3): Loss -0.8402, Sem 0.0454, dir -0.9835, norm 0.0978, swav 0.0000 LR: 1.900e-02 Score 98.362 Data time: 0.2886, Forward time: 2.3935, Backward time: 3.0637, DDP time: 0.0034, Total iter time: 5.6920 [2020-11-08 19:15:40,360][root][INFO] - ===> Epoch[1402](4210/3): Loss -0.8516, Sem 0.0408, dir -0.9836, norm 0.0912, swav 0.0000 LR: 1.898e-02 Score 98.498 Data time: 0.1984, Forward time: 2.3930, Backward time: 3.0678, DDP time: 0.0034, Total iter time: 6.5313 [2020-11-08 19:15:46,122][root][INFO] - ===> Epoch[1403](4211/3): Loss -0.8464, Sem 0.0415, dir -0.9850, norm 0.0971, swav 0.0000 LR: 1.895e-02 Score 98.483 Data time: 0.1626, Forward time: 2.3900, Backward time: 3.0703, DDP time: 0.0034, Total iter time: 5.6463 [2020-11-08 19:15:53,861][root][INFO] - ===> Epoch[1403](4212/3): Loss -0.8493, Sem 0.0442, dir -0.9842, norm 0.0907, swav 0.0000 LR: 1.893e-02 Score 98.352 Data time: 0.1729, Forward time: 2.3869, Backward time: 3.0819, DDP time: 0.0034, Total iter time: 7.6503 [2020-11-08 19:15:58,583][root][INFO] - ===> Epoch[1403](4213/3): Loss -0.8438, Sem 0.0450, dir -0.9826, norm 0.0938, swav 0.0000 LR: 1.891e-02 Score 98.354 Data time: 0.1874, Forward time: 2.3848, Backward time: 3.0790, DDP time: 0.0034, Total iter time: 4.6221 [2020-11-08 19:16:04,600][root][INFO] - ===> Epoch[1404](4214/3): Loss -0.8510, Sem 0.0424, dir -0.9853, norm 0.0918, swav 0.0000 LR: 1.889e-02 Score 98.423 Data time: 0.1983, Forward time: 2.3834, Backward time: 3.0811, DDP time: 0.0034, Total iter time: 5.9097 [2020-11-08 19:16:09,955][root][INFO] - ===> Epoch[1404](4215/3): Loss -0.8514, Sem 0.0444, dir -0.9865, norm 0.0906, swav 0.0000 LR: 1.887e-02 Score 98.347 Data time: 0.2587, Forward time: 2.3852, Backward time: 3.0770, DDP time: 0.0034, Total iter time: 5.2543 [2020-11-08 19:16:17,040][root][INFO] - ===> Epoch[1404](4216/3): Loss -0.8567, Sem 0.0396, dir -0.9845, norm 0.0882, swav 0.0000 LR: 1.885e-02 Score 98.554 Data time: 0.1246, Forward time: 2.3808, Backward time: 3.0877, DDP time: 0.0035, Total iter time: 6.9609 [2020-11-08 19:16:22,230][root][INFO] - ===> Epoch[1405](4217/3): Loss -0.8517, Sem 0.0463, dir -0.9865, norm 0.0885, swav 0.0000 LR: 1.882e-02 Score 98.292 Data time: 0.1899, Forward time: 2.3792, Backward time: 3.0865, DDP time: 0.0035, Total iter time: 5.1109 [2020-11-08 19:16:28,920][root][INFO] - ===> Epoch[1405](4218/3): Loss -0.8463, Sem 0.0439, dir -0.9851, norm 0.0948, swav 0.0000 LR: 1.880e-02 Score 98.365 Data time: 0.1960, Forward time: 2.3774, Backward time: 3.0918, DDP time: 0.0035, Total iter time: 6.5786 [2020-11-08 19:16:35,706][root][INFO] - ===> Epoch[1405](4219/3): Loss -0.8611, Sem 0.0395, dir -0.9856, norm 0.0850, swav 0.0000 LR: 1.878e-02 Score 98.538 Data time: 0.1911, Forward time: 2.3745, Backward time: 3.0986, DDP time: 0.0035, Total iter time: 6.6699 [2020-11-08 19:16:41,987][root][INFO] - ===> Epoch[1406](4220/3): Loss -0.8332, Sem 0.0499, dir -0.9813, norm 0.0982, swav 0.0000 LR: 1.876e-02 Score 98.185 Data time: 0.3174, Forward time: 2.3782, Backward time: 3.0964, DDP time: 0.0035, Total iter time: 6.1976 [2020-11-08 19:16:46,987][root][INFO] - ===> Epoch[1406](4221/3): Loss -0.8454, Sem 0.0460, dir -0.9844, norm 0.0931, swav 0.0000 LR: 1.874e-02 Score 98.317 Data time: 0.1384, Forward time: 2.3751, Backward time: 3.0957, DDP time: 0.0035, Total iter time: 4.8780 [2020-11-08 19:16:53,387][root][INFO] - ===> Epoch[1406](4222/3): Loss -0.8433, Sem 0.0416, dir -0.9834, norm 0.0985, swav 0.0000 LR: 1.872e-02 Score 98.473 Data time: 0.1823, Forward time: 2.3728, Backward time: 3.1003, DDP time: 0.0035, Total iter time: 6.2944 [2020-11-08 19:16:59,582][root][INFO] - ===> Epoch[1407](4223/3): Loss -0.8448, Sem 0.0442, dir -0.9841, norm 0.0952, swav 0.0000 LR: 1.869e-02 Score 98.375 Data time: 0.1798, Forward time: 2.3700, Backward time: 3.1045, DDP time: 0.0035, Total iter time: 6.0800 [2020-11-08 19:17:05,781][root][INFO] - ===> Epoch[1407](4224/3): Loss -0.8610, Sem 0.0385, dir -0.9846, norm 0.0852, swav 0.0000 LR: 1.867e-02 Score 98.566 Data time: 0.3147, Forward time: 2.3735, Backward time: 3.1023, DDP time: 0.0035, Total iter time: 6.1061 [2020-11-08 19:17:11,478][root][INFO] - ===> Epoch[1407](4225/3): Loss -0.8490, Sem 0.0458, dir -0.9857, norm 0.0909, swav 0.0000 LR: 1.865e-02 Score 98.303 Data time: 0.2605, Forward time: 2.3760, Backward time: 3.0989, DDP time: 0.0035, Total iter time: 5.5535 [2020-11-08 19:17:16,475][root][INFO] - ===> Epoch[1408](4226/3): Loss -0.8453, Sem 0.0442, dir -0.9843, norm 0.0947, swav 0.0000 LR: 1.863e-02 Score 98.405 Data time: 0.2236, Forward time: 2.3756, Backward time: 3.0955, DDP time: 0.0035, Total iter time: 4.8821 [2020-11-08 19:17:22,379][root][INFO] - ===> Epoch[1408](4227/3): Loss -0.8568, Sem 0.0408, dir -0.9841, norm 0.0865, swav 0.0000 LR: 1.861e-02 Score 98.490 Data time: 0.2556, Forward time: 2.3767, Backward time: 3.0945, DDP time: 0.0035, Total iter time: 5.7902 [2020-11-08 19:17:28,342][root][INFO] - ===> Epoch[1408](4228/3): Loss -0.8517, Sem 0.0444, dir -0.9865, norm 0.0904, swav 0.0000 LR: 1.859e-02 Score 98.362 Data time: 0.2115, Forward time: 2.3764, Backward time: 3.0950, DDP time: 0.0035, Total iter time: 5.8147 [2020-11-08 19:17:33,718][root][INFO] - ===> Epoch[1409](4229/3): Loss -0.8539, Sem 0.0448, dir -0.9858, norm 0.0871, swav 0.0000 LR: 1.856e-02 Score 98.362 Data time: 0.2666, Forward time: 2.3750, Backward time: 3.0939, DDP time: 0.0035, Total iter time: 5.2568 [2020-11-08 19:17:39,559][root][INFO] - ===> Epoch[1409](4230/3): Loss -0.8488, Sem 0.0429, dir -0.9827, norm 0.0911, swav 0.0000 LR: 1.854e-02 Score 98.437 Data time: 0.2868, Forward time: 2.3774, Backward time: 3.0913, DDP time: 0.0035, Total iter time: 5.7469 [2020-11-08 19:17:44,917][root][INFO] - ===> Epoch[1409](4231/3): Loss -0.8426, Sem 0.0468, dir -0.9835, norm 0.0941, swav 0.0000 LR: 1.852e-02 Score 98.341 Data time: 0.2661, Forward time: 2.3792, Backward time: 3.0871, DDP time: 0.0035, Total iter time: 5.2324 [2020-11-08 19:17:51,648][root][INFO] - ===> Epoch[1410](4232/3): Loss -0.8392, Sem 0.0445, dir -0.9819, norm 0.0982, swav 0.0000 LR: 1.850e-02 Score 98.359 Data time: 0.1767, Forward time: 2.3770, Backward time: 3.0927, DDP time: 0.0035, Total iter time: 6.6089 [2020-11-08 19:17:58,140][root][INFO] - ===> Epoch[1410](4233/3): Loss -0.8403, Sem 0.0467, dir -0.9846, norm 0.0976, swav 0.0000 LR: 1.848e-02 Score 98.292 Data time: 0.1990, Forward time: 2.3754, Backward time: 3.0969, DDP time: 0.0035, Total iter time: 6.4066 [2020-11-08 19:18:03,724][root][INFO] - ===> Epoch[1410](4234/3): Loss -0.8623, Sem 0.0378, dir -0.9869, norm 0.0868, swav 0.0000 LR: 1.846e-02 Score 98.596 Data time: 0.2185, Forward time: 2.3756, Backward time: 3.0956, DDP time: 0.0035, Total iter time: 5.4742 [2020-11-08 19:18:09,289][root][INFO] - ===> Epoch[1411](4235/3): Loss -0.8429, Sem 0.0482, dir -0.9837, norm 0.0926, swav 0.0000 LR: 1.843e-02 Score 98.212 Data time: 0.1664, Forward time: 2.3731, Backward time: 3.0967, DDP time: 0.0035, Total iter time: 5.4542 [2020-11-08 19:18:14,237][root][INFO] - ===> Epoch[1411](4236/3): Loss -0.8527, Sem 0.0427, dir -0.9832, norm 0.0878, swav 0.0000 LR: 1.841e-02 Score 98.436 Data time: 0.2216, Forward time: 2.3729, Backward time: 3.0929, DDP time: 0.0035, Total iter time: 4.8623 [2020-11-08 19:18:20,227][root][INFO] - ===> Epoch[1411](4237/3): Loss -0.8404, Sem 0.0451, dir -0.9848, norm 0.0993, swav 0.0000 LR: 1.839e-02 Score 98.338 Data time: 0.2128, Forward time: 2.3719, Backward time: 3.0943, DDP time: 0.0035, Total iter time: 5.8814 [2020-11-08 19:18:26,461][root][INFO] - ===> Epoch[1412](4238/3): Loss -0.8518, Sem 0.0438, dir -0.9870, norm 0.0914, swav 0.0000 LR: 1.837e-02 Score 98.378 Data time: 0.2435, Forward time: 2.3726, Backward time: 3.0948, DDP time: 0.0035, Total iter time: 6.1026 [2020-11-08 19:18:32,429][root][INFO] - ===> Epoch[1412](4239/3): Loss -0.8605, Sem 0.0418, dir -0.9852, norm 0.0829, swav 0.0000 LR: 1.835e-02 Score 98.447 Data time: 0.1921, Forward time: 2.3699, Backward time: 3.0977, DDP time: 0.0035, Total iter time: 5.8439 [2020-11-08 19:18:38,900][root][INFO] - ===> Epoch[1412](4240/3): Loss -0.8517, Sem 0.0419, dir -0.9855, norm 0.0919, swav 0.0000 LR: 1.833e-02 Score 98.443 Data time: 0.2167, Forward time: 2.3689, Backward time: 3.1012, DDP time: 0.0035, Total iter time: 6.3773 [2020-11-08 19:18:44,493][root][INFO] - ===> Epoch[1413](4241/3): Loss -0.8486, Sem 0.0430, dir -0.9831, norm 0.0915, swav 0.0000 LR: 1.830e-02 Score 98.410 Data time: 0.2396, Forward time: 2.3703, Backward time: 3.0987, DDP time: 0.0035, Total iter time: 5.4776 [2020-11-08 19:18:50,092][root][INFO] - ===> Epoch[1413](4242/3): Loss -0.8511, Sem 0.0404, dir -0.9843, norm 0.0929, swav 0.0000 LR: 1.828e-02 Score 98.532 Data time: 0.1994, Forward time: 2.3699, Backward time: 3.0980, DDP time: 0.0035, Total iter time: 5.4738 [2020-11-08 19:18:55,763][root][INFO] - ===> Epoch[1413](4243/3): Loss -0.8497, Sem 0.0452, dir -0.9876, norm 0.0927, swav 0.0000 LR: 1.826e-02 Score 98.322 Data time: 0.1897, Forward time: 2.3686, Backward time: 3.0984, DDP time: 0.0035, Total iter time: 5.5429 [2020-11-08 19:19:01,717][root][INFO] - ===> Epoch[1414](4244/3): Loss -0.8325, Sem 0.0461, dir -0.9818, norm 0.1032, swav 0.0000 LR: 1.824e-02 Score 98.309 Data time: 0.1874, Forward time: 2.3673, Backward time: 3.1002, DDP time: 0.0035, Total iter time: 5.8475 [2020-11-08 19:19:07,655][root][INFO] - ===> Epoch[1414](4245/3): Loss -0.8528, Sem 0.0446, dir -0.9849, norm 0.0875, swav 0.0000 LR: 1.822e-02 Score 98.357 Data time: 0.2217, Forward time: 2.3682, Backward time: 3.0996, DDP time: 0.0035, Total iter time: 5.8183 [2020-11-08 19:19:13,434][root][INFO] - ===> Epoch[1414](4246/3): Loss -0.8434, Sem 0.0467, dir -0.9851, norm 0.0949, swav 0.0000 LR: 1.820e-02 Score 98.260 Data time: 0.1458, Forward time: 2.3648, Backward time: 3.1025, DDP time: 0.0035, Total iter time: 5.6397 [2020-11-08 19:19:19,415][root][INFO] - ===> Epoch[1415](4247/3): Loss -0.8532, Sem 0.0434, dir -0.9855, norm 0.0889, swav 0.0000 LR: 1.817e-02 Score 98.400 Data time: 0.3207, Forward time: 2.3673, Backward time: 3.1000, DDP time: 0.0035, Total iter time: 5.8766 [2020-11-08 19:19:25,149][root][INFO] - ===> Epoch[1415](4248/3): Loss -0.8435, Sem 0.0449, dir -0.9842, norm 0.0958, swav 0.0000 LR: 1.815e-02 Score 98.363 Data time: 0.2004, Forward time: 2.3656, Backward time: 3.1010, DDP time: 0.0035, Total iter time: 5.5964 [2020-11-08 19:19:30,658][root][INFO] - ===> Epoch[1415](4249/3): Loss -0.8503, Sem 0.0428, dir -0.9847, norm 0.0916, swav 0.0000 LR: 1.813e-02 Score 98.419 Data time: 0.2559, Forward time: 2.3673, Backward time: 3.0975, DDP time: 0.0035, Total iter time: 5.3954 [2020-11-08 19:19:36,197][root][INFO] - ===> Epoch[1416](4250/3): Loss -0.8484, Sem 0.0432, dir -0.9850, norm 0.0933, swav 0.0000 LR: 1.811e-02 Score 98.408 Data time: 0.2230, Forward time: 2.3669, Backward time: 3.0966, DDP time: 0.0035, Total iter time: 5.4260 [2020-11-08 19:19:41,624][root][INFO] - ===> Epoch[1416](4251/3): Loss -0.8477, Sem 0.0450, dir -0.9851, norm 0.0924, swav 0.0000 LR: 1.809e-02 Score 98.365 Data time: 0.1815, Forward time: 2.3648, Backward time: 3.0969, DDP time: 0.0035, Total iter time: 5.3160 [2020-11-08 19:19:47,515][root][INFO] - ===> Epoch[1416](4252/3): Loss -0.8364, Sem 0.0491, dir -0.9838, norm 0.0984, swav 0.0000 LR: 1.806e-02 Score 98.176 Data time: 0.2387, Forward time: 2.3661, Backward time: 3.0959, DDP time: 0.0035, Total iter time: 5.8148 [2020-11-08 19:19:52,076][root][INFO] - ===> Epoch[1417](4253/3): Loss -0.8546, Sem 0.0410, dir -0.9859, norm 0.0903, swav 0.0000 LR: 1.804e-02 Score 98.497 Data time: 0.1780, Forward time: 2.3647, Backward time: 3.0924, DDP time: 0.0035, Total iter time: 4.4436 [2020-11-08 19:19:58,009][root][INFO] - ===> Epoch[1417](4254/3): Loss -0.8428, Sem 0.0447, dir -0.9843, norm 0.0967, swav 0.0000 LR: 1.802e-02 Score 98.361 Data time: 0.2718, Forward time: 2.3672, Backward time: 3.0904, DDP time: 0.0035, Total iter time: 5.8564 [2020-11-08 19:20:05,138][root][INFO] - ===> Epoch[1417](4255/3): Loss -0.8487, Sem 0.0449, dir -0.9842, norm 0.0906, swav 0.0000 LR: 1.800e-02 Score 98.366 Data time: 0.2059, Forward time: 2.3662, Backward time: 3.0961, DDP time: 0.0035, Total iter time: 7.0161 [2020-11-08 19:20:09,521][root][INFO] - ===> Epoch[1418](4256/3): Loss -0.8603, Sem 0.0423, dir -0.9850, norm 0.0824, swav 0.0000 LR: 1.798e-02 Score 98.431 Data time: 0.1722, Forward time: 2.3637, Backward time: 3.0930, DDP time: 0.0035, Total iter time: 4.2616 [2020-11-08 19:20:16,270][root][INFO] - ===> Epoch[1418](4257/3): Loss -0.8528, Sem 0.0430, dir -0.9854, norm 0.0896, swav 0.0000 LR: 1.796e-02 Score 98.419 Data time: 0.4292, Forward time: 2.3676, Backward time: 3.0921, DDP time: 0.0035, Total iter time: 6.6724 [2020-11-08 19:20:23,227][root][INFO] - ===> Epoch[1418](4258/3): Loss -0.8484, Sem 0.0413, dir -0.9864, norm 0.0968, swav 0.0000 LR: 1.793e-02 Score 98.502 Data time: 0.3577, Forward time: 2.3722, Backward time: 3.0914, DDP time: 0.0035, Total iter time: 6.8185 [2020-11-08 19:20:29,234][root][INFO] - ===> Epoch[1419](4259/3): Loss -0.8495, Sem 0.0449, dir -0.9844, norm 0.0899, swav 0.0000 LR: 1.791e-02 Score 98.334 Data time: 0.1676, Forward time: 2.3707, Backward time: 3.0934, DDP time: 0.0035, Total iter time: 5.8824 [2020-11-08 19:20:33,895][root][INFO] - ===> Epoch[1419](4260/3): Loss -0.8474, Sem 0.0471, dir -0.9836, norm 0.0890, swav 0.0000 LR: 1.789e-02 Score 98.300 Data time: 0.1759, Forward time: 2.3691, Backward time: 3.0907, DDP time: 0.0035, Total iter time: 4.5933 [2020-11-08 19:20:40,577][root][INFO] - ===> Epoch[1419](4261/3): Loss -0.8393, Sem 0.0434, dir -0.9830, norm 0.1004, swav 0.0000 LR: 1.787e-02 Score 98.430 Data time: 0.2084, Forward time: 2.3692, Backward time: 3.0938, DDP time: 0.0035, Total iter time: 6.6144 [2020-11-08 19:20:46,354][root][INFO] - ===> Epoch[1420](4262/3): Loss -0.8662, Sem 0.0398, dir -0.9883, norm 0.0823, swav 0.0000 LR: 1.785e-02 Score 98.519 Data time: 0.1867, Forward time: 2.3677, Backward time: 3.0951, DDP time: 0.0035, Total iter time: 5.6681 [2020-11-08 19:20:52,697][root][INFO] - ===> Epoch[1420](4263/3): Loss -0.8395, Sem 0.0519, dir -0.9821, norm 0.0907, swav 0.0000 LR: 1.783e-02 Score 98.070 Data time: 0.2826, Forward time: 2.3699, Backward time: 3.0947, DDP time: 0.0035, Total iter time: 6.2596 [2020-11-08 19:20:58,165][root][INFO] - ===> Epoch[1420](4264/3): Loss -0.8474, Sem 0.0392, dir -0.9848, norm 0.0982, swav 0.0000 LR: 1.780e-02 Score 98.569 Data time: 0.2483, Forward time: 2.3715, Backward time: 3.0915, DDP time: 0.0035, Total iter time: 5.3296 [2020-11-08 19:21:03,446][root][INFO] - ===> Epoch[1421](4265/3): Loss -0.8469, Sem 0.0492, dir -0.9864, norm 0.0902, swav 0.0000 LR: 1.778e-02 Score 98.161 Data time: 0.1652, Forward time: 2.3695, Backward time: 3.0911, DDP time: 0.0035, Total iter time: 5.1701 [2020-11-08 19:21:08,899][root][INFO] - ===> Epoch[1421](4266/3): Loss -0.8527, Sem 0.0422, dir -0.9849, norm 0.0900, swav 0.0000 LR: 1.776e-02 Score 98.428 Data time: 0.2626, Forward time: 2.3706, Backward time: 3.0886, DDP time: 0.0035, Total iter time: 5.3732 [2020-11-08 19:21:13,492][root][INFO] - ===> Epoch[1421](4267/3): Loss -0.8528, Sem 0.0454, dir -0.9876, norm 0.0894, swav 0.0000 LR: 1.774e-02 Score 98.312 Data time: 0.2051, Forward time: 2.3700, Backward time: 3.0847, DDP time: 0.0035, Total iter time: 4.4809 [2020-11-08 19:21:19,822][root][INFO] - ===> Epoch[1422](4268/3): Loss -0.8482, Sem 0.0439, dir -0.9820, norm 0.0899, swav 0.0000 LR: 1.772e-02 Score 98.430 Data time: 0.2107, Forward time: 2.3699, Backward time: 3.0865, DDP time: 0.0035, Total iter time: 6.2266 [2020-11-08 19:21:24,967][root][INFO] - ===> Epoch[1422](4269/3): Loss -0.8528, Sem 0.0437, dir -0.9858, norm 0.0893, swav 0.0000 LR: 1.769e-02 Score 98.383 Data time: 0.1694, Forward time: 2.3680, Backward time: 3.0859, DDP time: 0.0035, Total iter time: 5.0435 [2020-11-08 19:21:30,704][root][INFO] - ===> Epoch[1422](4270/3): Loss -0.8465, Sem 0.0448, dir -0.9823, norm 0.0909, swav 0.0000 LR: 1.767e-02 Score 98.326 Data time: 0.1773, Forward time: 2.3662, Backward time: 3.0874, DDP time: 0.0035, Total iter time: 5.6330 [2020-11-08 19:21:35,967][root][INFO] - ===> Epoch[1423](4271/3): Loss -0.8466, Sem 0.0429, dir -0.9833, norm 0.0938, swav 0.0000 LR: 1.765e-02 Score 98.425 Data time: 0.1928, Forward time: 2.3647, Backward time: 3.0869, DDP time: 0.0035, Total iter time: 5.1752 [2020-11-08 19:21:41,558][root][INFO] - ===> Epoch[1423](4272/3): Loss -0.8570, Sem 0.0455, dir -0.9859, norm 0.0834, swav 0.0000 LR: 1.763e-02 Score 98.337 Data time: 0.2745, Forward time: 2.3666, Backward time: 3.0840, DDP time: 0.0035, Total iter time: 5.4799 [2020-11-08 19:21:46,368][root][INFO] - ===> Epoch[1423](4273/3): Loss -0.8537, Sem 0.0420, dir -0.9854, norm 0.0897, swav 0.0000 LR: 1.761e-02 Score 98.431 Data time: 0.2276, Forward time: 2.3667, Backward time: 3.0802, DDP time: 0.0035, Total iter time: 4.6914 [2020-11-08 19:21:53,188][root][INFO] - ===> Epoch[1424](4274/3): Loss -0.8487, Sem 0.0408, dir -0.9830, norm 0.0935, swav 0.0000 LR: 1.759e-02 Score 98.503 Data time: 0.2049, Forward time: 2.3661, Backward time: 3.0843, DDP time: 0.0035, Total iter time: 6.7135 [2020-11-08 19:22:00,431][root][INFO] - ===> Epoch[1424](4275/3): Loss -0.8486, Sem 0.0457, dir -0.9856, norm 0.0914, swav 0.0000 LR: 1.756e-02 Score 98.286 Data time: 0.1916, Forward time: 2.3639, Backward time: 3.0913, DDP time: 0.0035, Total iter time: 7.1458 [2020-11-08 19:22:05,213][root][INFO] - ===> Epoch[1424](4276/3): Loss -0.8461, Sem 0.0445, dir -0.9833, norm 0.0926, swav 0.0000 LR: 1.754e-02 Score 98.356 Data time: 0.1755, Forward time: 2.3620, Backward time: 3.0895, DDP time: 0.0035, Total iter time: 4.6792 [2020-11-08 19:22:11,037][root][INFO] - ===> Epoch[1425](4277/3): Loss -0.8451, Sem 0.0437, dir -0.9848, norm 0.0961, swav 0.0000 LR: 1.752e-02 Score 98.379 Data time: 0.1915, Forward time: 2.3612, Backward time: 3.0903, DDP time: 0.0035, Total iter time: 5.7270 [2020-11-08 19:22:16,215][root][INFO] - ===> Epoch[1425](4278/3): Loss -0.8583, Sem 0.0405, dir -0.9869, norm 0.0881, swav 0.0000 LR: 1.750e-02 Score 98.507 Data time: 0.1492, Forward time: 2.3581, Backward time: 3.0910, DDP time: 0.0035, Total iter time: 5.0416 [2020-11-08 19:22:22,581][root][INFO] - ===> Epoch[1425](4279/3): Loss -0.8453, Sem 0.0428, dir -0.9827, norm 0.0946, swav 0.0000 LR: 1.748e-02 Score 98.419 Data time: 0.2188, Forward time: 2.3586, Backward time: 3.0924, DDP time: 0.0035, Total iter time: 6.2956 [2020-11-08 19:22:28,554][root][INFO] - ===> Epoch[1426](4280/3): Loss -0.8573, Sem 0.0446, dir -0.9864, norm 0.0845, swav 0.0000 LR: 1.745e-02 Score 98.369 Data time: 0.1873, Forward time: 2.3571, Backward time: 3.0943, DDP time: 0.0035, Total iter time: 5.8282 [2020-11-08 19:22:33,423][root][INFO] - ===> Epoch[1426](4281/3): Loss -0.8384, Sem 0.0443, dir -0.9837, norm 0.1010, swav 0.0000 LR: 1.743e-02 Score 98.385 Data time: 0.2016, Forward time: 2.3564, Backward time: 3.0916, DDP time: 0.0035, Total iter time: 4.7741 [2020-11-08 19:22:40,813][root][INFO] - ===> Epoch[1426](4282/3): Loss -0.8535, Sem 0.0435, dir -0.9853, norm 0.0883, swav 0.0000 LR: 1.741e-02 Score 98.379 Data time: 0.2251, Forward time: 2.3548, Backward time: 3.0983, DDP time: 0.0035, Total iter time: 7.2749 [2020-11-08 19:22:45,824][root][INFO] - ===> Epoch[1427](4283/3): Loss -0.8525, Sem 0.0476, dir -0.9854, norm 0.0853, swav 0.0000 LR: 1.739e-02 Score 98.260 Data time: 0.2255, Forward time: 2.3555, Backward time: 3.0950, DDP time: 0.0035, Total iter time: 4.9367 [2020-11-08 19:22:51,994][root][INFO] - ===> Epoch[1427](4284/3): Loss -0.8488, Sem 0.0444, dir -0.9852, norm 0.0921, swav 0.0000 LR: 1.737e-02 Score 98.376 Data time: 0.2471, Forward time: 2.3550, Backward time: 3.0963, DDP time: 0.0035, Total iter time: 6.0388 [2020-11-08 19:22:57,170][root][INFO] - ===> Epoch[1427](4285/3): Loss -0.8540, Sem 0.0408, dir -0.9846, norm 0.0898, swav 0.0000 LR: 1.735e-02 Score 98.494 Data time: 0.1942, Forward time: 2.3540, Backward time: 3.0951, DDP time: 0.0035, Total iter time: 5.0863 [2020-11-08 19:23:02,844][root][INFO] - ===> Epoch[1428](4286/3): Loss -0.8522, Sem 0.0432, dir -0.9851, norm 0.0897, swav 0.0000 LR: 1.732e-02 Score 98.412 Data time: 0.2054, Forward time: 2.3531, Backward time: 3.0955, DDP time: 0.0035, Total iter time: 5.5860 [2020-11-08 19:23:08,147][root][INFO] - ===> Epoch[1428](4287/3): Loss -0.8516, Sem 0.0445, dir -0.9840, norm 0.0878, swav 0.0000 LR: 1.730e-02 Score 98.347 Data time: 0.2354, Forward time: 2.3538, Backward time: 3.0930, DDP time: 0.0035, Total iter time: 5.1854 [2020-11-08 19:23:14,492][root][INFO] - ===> Epoch[1428](4288/3): Loss -0.8597, Sem 0.0400, dir -0.9873, norm 0.0876, swav 0.0000 LR: 1.728e-02 Score 98.516 Data time: 0.1759, Forward time: 2.3520, Backward time: 3.0964, DDP time: 0.0035, Total iter time: 6.2248 [2020-11-08 19:23:20,806][root][INFO] - ===> Epoch[1429](4289/3): Loss -0.8389, Sem 0.0466, dir -0.9839, norm 0.0983, swav 0.0000 LR: 1.726e-02 Score 98.271 Data time: 0.2117, Forward time: 2.3514, Backward time: 3.0986, DDP time: 0.0035, Total iter time: 6.2162 [2020-11-08 19:23:25,691][root][INFO] - ===> Epoch[1429](4290/3): Loss -0.8498, Sem 0.0437, dir -0.9847, norm 0.0912, swav 0.0000 LR: 1.724e-02 Score 98.401 Data time: 0.2012, Forward time: 2.3506, Backward time: 3.0959, DDP time: 0.0035, Total iter time: 4.7772 [2020-11-08 19:23:32,685][root][INFO] - ===> Epoch[1429](4291/3): Loss -0.8472, Sem 0.0442, dir -0.9861, norm 0.0947, swav 0.0000 LR: 1.721e-02 Score 98.351 Data time: 0.2527, Forward time: 2.3519, Backward time: 3.0985, DDP time: 0.0035, Total iter time: 6.8898 [2020-11-08 19:23:37,550][root][INFO] - ===> Epoch[1430](4292/3): Loss -0.8491, Sem 0.0433, dir -0.9824, norm 0.0899, swav 0.0000 LR: 1.719e-02 Score 98.418 Data time: 0.2238, Forward time: 2.3518, Backward time: 3.0951, DDP time: 0.0035, Total iter time: 4.7165 [2020-11-08 19:23:43,214][root][INFO] - ===> Epoch[1430](4293/3): Loss -0.8485, Sem 0.0434, dir -0.9852, norm 0.0933, swav 0.0000 LR: 1.717e-02 Score 98.431 Data time: 0.2535, Forward time: 2.3537, Backward time: 3.0926, DDP time: 0.0035, Total iter time: 5.5366 [2020-11-08 19:23:48,501][root][INFO] - ===> Epoch[1430](4294/3): Loss -0.8566, Sem 0.0412, dir -0.9865, norm 0.0886, swav 0.0000 LR: 1.715e-02 Score 98.470 Data time: 0.2727, Forward time: 2.3548, Backward time: 3.0896, DDP time: 0.0035, Total iter time: 5.1692 [2020-11-08 19:23:55,113][root][INFO] - ===> Epoch[1431](4295/3): Loss -0.8456, Sem 0.0423, dir -0.9836, norm 0.0958, swav 0.0000 LR: 1.713e-02 Score 98.437 Data time: 0.2977, Forward time: 2.3573, Backward time: 3.0895, DDP time: 0.0035, Total iter time: 6.4921 [2020-11-08 19:24:01,145][root][INFO] - ===> Epoch[1431](4296/3): Loss -0.8411, Sem 0.0463, dir -0.9857, norm 0.0983, swav 0.0000 LR: 1.710e-02 Score 98.311 Data time: 0.2784, Forward time: 2.3597, Backward time: 3.0876, DDP time: 0.0035, Total iter time: 5.8980 [2020-11-08 19:24:07,834][root][INFO] - ===> Epoch[1431](4297/3): Loss -0.8520, Sem 0.0452, dir -0.9847, norm 0.0876, swav 0.0000 LR: 1.708e-02 Score 98.372 Data time: 0.1778, Forward time: 2.3584, Backward time: 3.0914, DDP time: 0.0035, Total iter time: 6.5532 [2020-11-08 19:24:14,454][root][INFO] - ===> Epoch[1432](4298/3): Loss -0.8541, Sem 0.0421, dir -0.9845, norm 0.0883, swav 0.0000 LR: 1.706e-02 Score 98.454 Data time: 0.2605, Forward time: 2.3596, Backward time: 3.0927, DDP time: 0.0035, Total iter time: 6.5327 [2020-11-08 19:24:20,203][root][INFO] - ===> Epoch[1432](4299/3): Loss -0.8377, Sem 0.0472, dir -0.9839, norm 0.0990, swav 0.0000 LR: 1.704e-02 Score 98.263 Data time: 0.2200, Forward time: 2.3603, Backward time: 3.0913, DDP time: 0.0035, Total iter time: 5.6290 [2020-11-08 19:24:25,981][root][INFO] - ===> Epoch[1432](4300/3): Loss -0.8542, Sem 0.0386, dir -0.9828, norm 0.0900, swav 0.0000 LR: 1.702e-02 Score 98.598 Data time: 0.1988, Forward time: 2.3596, Backward time: 3.0918, DDP time: 0.0035, Total iter time: 5.6793 [2020-11-08 19:24:31,318][root][INFO] - ===> Epoch[1433](4301/3): Loss -0.8429, Sem 0.0464, dir -0.9840, norm 0.0946, swav 0.0000 LR: 1.699e-02 Score 98.275 Data time: 0.2153, Forward time: 2.3601, Backward time: 3.0898, DDP time: 0.0035, Total iter time: 5.2405 [2020-11-08 19:24:36,320][root][INFO] - ===> Epoch[1433](4302/3): Loss -0.8534, Sem 0.0445, dir -0.9840, norm 0.0861, swav 0.0000 LR: 1.697e-02 Score 98.384 Data time: 0.1334, Forward time: 2.3568, Backward time: 3.0908, DDP time: 0.0035, Total iter time: 4.8830 [2020-11-08 19:24:41,849][root][INFO] - ===> Epoch[1433](4303/3): Loss -0.8459, Sem 0.0455, dir -0.9859, norm 0.0945, swav 0.0000 LR: 1.695e-02 Score 98.329 Data time: 0.2688, Forward time: 2.3582, Backward time: 3.0882, DDP time: 0.0035, Total iter time: 5.4690 [2020-11-08 19:24:47,695][root][INFO] - ===> Epoch[1434](4304/3): Loss -0.8488, Sem 0.0450, dir -0.9840, norm 0.0901, swav 0.0000 LR: 1.693e-02 Score 98.356 Data time: 0.1418, Forward time: 2.3556, Backward time: 3.0908, DDP time: 0.0035, Total iter time: 5.7308 [2020-11-08 19:24:53,763][root][INFO] - ===> Epoch[1434](4305/3): Loss -0.8489, Sem 0.0416, dir -0.9848, norm 0.0942, swav 0.0000 LR: 1.691e-02 Score 98.484 Data time: 0.2091, Forward time: 2.3547, Backward time: 3.0923, DDP time: 0.0035, Total iter time: 5.9742 [2020-11-08 19:24:59,452][root][INFO] - ===> Epoch[1434](4306/3): Loss -0.8509, Sem 0.0426, dir -0.9838, norm 0.0903, swav 0.0000 LR: 1.689e-02 Score 98.442 Data time: 0.2427, Forward time: 2.3550, Backward time: 3.0914, DDP time: 0.0035, Total iter time: 5.5648 [2020-11-08 19:25:05,096][root][INFO] - ===> Epoch[1435](4307/3): Loss -0.8545, Sem 0.0420, dir -0.9865, norm 0.0900, swav 0.0000 LR: 1.686e-02 Score 98.448 Data time: 0.2138, Forward time: 2.3550, Backward time: 3.0908, DDP time: 0.0035, Total iter time: 5.5187 [2020-11-08 19:25:09,319][root][INFO] - ===> Epoch[1435](4308/3): Loss -0.8426, Sem 0.0460, dir -0.9820, norm 0.0934, swav 0.0000 LR: 1.684e-02 Score 98.312 Data time: 0.2002, Forward time: 2.3541, Backward time: 3.0866, DDP time: 0.0035, Total iter time: 4.1046 [2020-11-08 19:25:15,698][root][INFO] - ===> Epoch[1435](4309/3): Loss -0.8450, Sem 0.0483, dir -0.9851, norm 0.0918, swav 0.0000 LR: 1.682e-02 Score 98.203 Data time: 0.2100, Forward time: 2.3542, Backward time: 3.0882, DDP time: 0.0035, Total iter time: 6.2878 [2020-11-08 19:25:21,310][root][INFO] - ===> Epoch[1436](4310/3): Loss -0.8561, Sem 0.0397, dir -0.9852, norm 0.0894, swav 0.0000 LR: 1.680e-02 Score 98.560 Data time: 0.2335, Forward time: 2.3541, Backward time: 3.0873, DDP time: 0.0035, Total iter time: 5.4749 [2020-11-08 19:25:26,882][root][INFO] - ===> Epoch[1436](4311/3): Loss -0.8633, Sem 0.0358, dir -0.9863, norm 0.0872, swav 0.0000 LR: 1.678e-02 Score 98.700 Data time: 0.2035, Forward time: 2.3530, Backward time: 3.0873, DDP time: 0.0035, Total iter time: 5.4735 [2020-11-08 19:25:33,132][root][INFO] - ===> Epoch[1436](4312/3): Loss -0.8458, Sem 0.0453, dir -0.9840, norm 0.0930, swav 0.0000 LR: 1.675e-02 Score 98.323 Data time: 0.2405, Forward time: 2.3533, Backward time: 3.0882, DDP time: 0.0035, Total iter time: 6.1503 [2020-11-08 19:25:38,564][root][INFO] - ===> Epoch[1437](4313/3): Loss -0.8494, Sem 0.0461, dir -0.9864, norm 0.0910, swav 0.0000 LR: 1.673e-02 Score 98.289 Data time: 0.2475, Forward time: 2.3534, Backward time: 3.0867, DDP time: 0.0035, Total iter time: 5.3097 [2020-11-08 19:25:43,880][root][INFO] - ===> Epoch[1437](4314/3): Loss -0.8471, Sem 0.0453, dir -0.9836, norm 0.0912, swav 0.0000 LR: 1.671e-02 Score 98.335 Data time: 0.2465, Forward time: 2.3546, Backward time: 3.0838, DDP time: 0.0035, Total iter time: 5.2040 [2020-11-08 19:25:49,275][root][INFO] - ===> Epoch[1437](4315/3): Loss -0.8449, Sem 0.0435, dir -0.9841, norm 0.0957, swav 0.0000 LR: 1.669e-02 Score 98.427 Data time: 0.1902, Forward time: 2.3540, Backward time: 3.0827, DDP time: 0.0036, Total iter time: 5.2694 [2020-11-08 19:25:55,501][root][INFO] - ===> Epoch[1438](4316/3): Loss -0.8444, Sem 0.0424, dir -0.9830, norm 0.0962, swav 0.0000 LR: 1.667e-02 Score 98.435 Data time: 0.2028, Forward time: 2.3530, Backward time: 3.0849, DDP time: 0.0036, Total iter time: 6.1185 [2020-11-08 19:26:00,233][root][INFO] - ===> Epoch[1438](4317/3): Loss -0.8500, Sem 0.0454, dir -0.9861, norm 0.0908, swav 0.0000 LR: 1.664e-02 Score 98.342 Data time: 0.1708, Forward time: 2.3512, Backward time: 3.0833, DDP time: 0.0036, Total iter time: 4.6187 [2020-11-08 19:26:07,981][root][INFO] - ===> Epoch[1438](4318/3): Loss -0.8590, Sem 0.0423, dir -0.9871, norm 0.0859, swav 0.0000 LR: 1.662e-02 Score 98.437 Data time: 0.2594, Forward time: 2.3525, Backward time: 3.0878, DDP time: 0.0036, Total iter time: 7.6604 [2020-11-08 19:26:12,671][root][INFO] - ===> Epoch[1439](4319/3): Loss -0.8487, Sem 0.0409, dir -0.9833, norm 0.0936, swav 0.0000 LR: 1.660e-02 Score 98.479 Data time: 0.2060, Forward time: 2.3523, Backward time: 3.0845, DDP time: 0.0036, Total iter time: 4.5650 [2020-11-08 19:26:18,265][root][INFO] - ===> Epoch[1439](4320/3): Loss -0.8525, Sem 0.0430, dir -0.9850, norm 0.0894, swav 0.0000 LR: 1.658e-02 Score 98.441 Data time: 0.2115, Forward time: 2.3523, Backward time: 3.0837, DDP time: 0.0036, Total iter time: 5.4802 [2020-11-08 19:26:24,473][root][INFO] - ===> Epoch[1439](4321/3): Loss -0.8545, Sem 0.0431, dir -0.9863, norm 0.0887, swav 0.0000 LR: 1.656e-02 Score 98.439 Data time: 0.1910, Forward time: 2.3513, Backward time: 3.0858, DDP time: 0.0036, Total iter time: 6.0902 [2020-11-08 19:26:29,009][root][INFO] - ===> Epoch[1440](4322/3): Loss -0.8466, Sem 0.0475, dir -0.9843, norm 0.0901, swav 0.0000 LR: 1.653e-02 Score 98.242 Data time: 0.2180, Forward time: 2.3513, Backward time: 3.0819, DDP time: 0.0036, Total iter time: 4.4408 [2020-11-08 19:26:35,219][root][INFO] - ===> Epoch[1440](4323/3): Loss -0.8461, Sem 0.0468, dir -0.9846, norm 0.0917, swav 0.0000 LR: 1.651e-02 Score 98.293 Data time: 0.1855, Forward time: 2.3502, Backward time: 3.0842, DDP time: 0.0036, Total iter time: 6.1088 [2020-11-08 19:26:41,532][root][INFO] - ===> Epoch[1440](4324/3): Loss -0.8451, Sem 0.0429, dir -0.9832, norm 0.0952, swav 0.0000 LR: 1.649e-02 Score 98.431 Data time: 0.2358, Forward time: 2.3504, Backward time: 3.0854, DDP time: 0.0036, Total iter time: 6.1992 [2020-11-08 19:26:47,813][root][INFO] - ===> Epoch[1441](4325/3): Loss -0.8431, Sem 0.0441, dir -0.9854, norm 0.0982, swav 0.0000 LR: 1.647e-02 Score 98.392 Data time: 0.3695, Forward time: 2.3529, Backward time: 3.0839, DDP time: 0.0036, Total iter time: 6.1710 [2020-11-08 19:26:55,202][root][INFO] - ===> Epoch[1441](4326/3): Loss -0.8483, Sem 0.0464, dir -0.9859, norm 0.0912, swav 0.0000 LR: 1.645e-02 Score 98.318 Data time: 0.2975, Forward time: 2.3555, Backward time: 3.0858, DDP time: 0.0036, Total iter time: 7.2610 [2020-11-08 19:27:01,443][root][INFO] - ===> Epoch[1441](4327/3): Loss -0.8498, Sem 0.0399, dir -0.9847, norm 0.0950, swav 0.0000 LR: 1.642e-02 Score 98.546 Data time: 0.1508, Forward time: 2.3534, Backward time: 3.0889, DDP time: 0.0036, Total iter time: 6.1059 [2020-11-08 19:27:06,665][root][INFO] - ===> Epoch[1442](4328/3): Loss -0.8526, Sem 0.0438, dir -0.9828, norm 0.0864, swav 0.0000 LR: 1.640e-02 Score 98.380 Data time: 0.2293, Forward time: 2.3544, Backward time: 3.0863, DDP time: 0.0036, Total iter time: 5.1602 [2020-11-08 19:27:13,328][root][INFO] - ===> Epoch[1442](4329/3): Loss -0.8360, Sem 0.0483, dir -0.9837, norm 0.0994, swav 0.0000 LR: 1.638e-02 Score 98.216 Data time: 0.1468, Forward time: 2.3524, Backward time: 3.0907, DDP time: 0.0036, Total iter time: 6.5502 [2020-11-08 19:27:18,626][root][INFO] - ===> Epoch[1442](4330/3): Loss -0.8570, Sem 0.0404, dir -0.9857, norm 0.0884, swav 0.0000 LR: 1.636e-02 Score 98.521 Data time: 0.1922, Forward time: 2.3509, Backward time: 3.0908, DDP time: 0.0036, Total iter time: 5.2275 [2020-11-08 19:27:23,402][root][INFO] - ===> Epoch[1443](4331/3): Loss -0.8490, Sem 0.0414, dir -0.9853, norm 0.0949, swav 0.0000 LR: 1.634e-02 Score 98.481 Data time: 0.2160, Forward time: 2.3502, Backward time: 3.0884, DDP time: 0.0036, Total iter time: 4.6954 [2020-11-08 19:27:29,363][root][INFO] - ===> Epoch[1443](4332/3): Loss -0.8505, Sem 0.0462, dir -0.9856, norm 0.0889, swav 0.0000 LR: 1.631e-02 Score 98.291 Data time: 0.2246, Forward time: 2.3505, Backward time: 3.0885, DDP time: 0.0036, Total iter time: 5.8543 [2020-11-08 19:27:35,060][root][INFO] - ===> Epoch[1443](4333/3): Loss -0.8587, Sem 0.0408, dir -0.9846, norm 0.0851, swav 0.0000 LR: 1.629e-02 Score 98.508 Data time: 0.2368, Forward time: 2.3507, Backward time: 3.0877, DDP time: 0.0036, Total iter time: 5.5586 [2020-11-08 19:27:42,157][root][INFO] - ===> Epoch[1444](4334/3): Loss -0.8453, Sem 0.0452, dir -0.9840, norm 0.0935, swav 0.0000 LR: 1.627e-02 Score 98.302 Data time: 0.2351, Forward time: 2.3502, Backward time: 3.0918, DDP time: 0.0036, Total iter time: 6.9839 [2020-11-08 19:27:47,112][root][INFO] - ===> Epoch[1444](4335/3): Loss -0.8602, Sem 0.0400, dir -0.9867, norm 0.0865, swav 0.0000 LR: 1.625e-02 Score 98.527 Data time: 0.2529, Forward time: 2.3502, Backward time: 3.0891, DDP time: 0.0036, Total iter time: 4.8519 [2020-11-08 19:27:52,780][root][INFO] - ===> Epoch[1444](4336/3): Loss -0.8456, Sem 0.0451, dir -0.9849, norm 0.0942, swav 0.0000 LR: 1.623e-02 Score 98.344 Data time: 0.2562, Forward time: 2.3514, Backward time: 3.0874, DDP time: 0.0036, Total iter time: 5.5484 [2020-11-08 19:27:58,671][root][INFO] - ===> Epoch[1445](4337/3): Loss -0.8619, Sem 0.0392, dir -0.9854, norm 0.0844, swav 0.0000 LR: 1.620e-02 Score 98.549 Data time: 0.1500, Forward time: 2.3488, Backward time: 3.0904, DDP time: 0.0036, Total iter time: 5.7663 [2020-11-08 19:28:04,838][root][INFO] - ===> Epoch[1445](4338/3): Loss -0.8479, Sem 0.0460, dir -0.9862, norm 0.0923, swav 0.0000 LR: 1.618e-02 Score 98.326 Data time: 0.2507, Forward time: 2.3493, Backward time: 3.0910, DDP time: 0.0036, Total iter time: 6.0820 [2020-11-08 19:28:11,056][root][INFO] - ===> Epoch[1445](4339/3): Loss -0.8480, Sem 0.0454, dir -0.9858, norm 0.0924, swav 0.0000 LR: 1.616e-02 Score 98.331 Data time: 0.2119, Forward time: 2.3486, Backward time: 3.0927, DDP time: 0.0036, Total iter time: 6.0967 [2020-11-08 19:28:15,880][root][INFO] - ===> Epoch[1446](4340/3): Loss -0.8410, Sem 0.0444, dir -0.9822, norm 0.0968, swav 0.0000 LR: 1.614e-02 Score 98.355 Data time: 0.2344, Forward time: 2.3491, Backward time: 3.0894, DDP time: 0.0036, Total iter time: 4.7361 [2020-11-08 19:28:21,783][root][INFO] - ===> Epoch[1446](4341/3): Loss -0.8382, Sem 0.0473, dir -0.9839, norm 0.0984, swav 0.0000 LR: 1.612e-02 Score 98.247 Data time: 0.2560, Forward time: 2.3495, Backward time: 3.0890, DDP time: 0.0036, Total iter time: 5.7768 [2020-11-08 19:28:27,105][root][INFO] - ===> Epoch[1446](4342/3): Loss -0.8580, Sem 0.0388, dir -0.9834, norm 0.0867, swav 0.0000 LR: 1.609e-02 Score 98.561 Data time: 0.2466, Forward time: 2.3507, Backward time: 3.0863, DDP time: 0.0036, Total iter time: 5.1972 [2020-11-08 19:28:32,644][root][INFO] - ===> Epoch[1447](4343/3): Loss -0.8549, Sem 0.0464, dir -0.9867, norm 0.0854, swav 0.0000 LR: 1.607e-02 Score 98.321 Data time: 0.2244, Forward time: 2.3502, Backward time: 3.0859, DDP time: 0.0036, Total iter time: 5.4129 [2020-11-08 19:28:38,016][root][INFO] - ===> Epoch[1447](4344/3): Loss -0.8464, Sem 0.0428, dir -0.9819, norm 0.0927, swav 0.0000 LR: 1.605e-02 Score 98.433 Data time: 0.2541, Forward time: 2.3515, Backward time: 3.0833, DDP time: 0.0035, Total iter time: 5.2500 [2020-11-08 19:28:43,966][root][INFO] - ===> Epoch[1447](4345/3): Loss -0.8489, Sem 0.0446, dir -0.9872, norm 0.0937, swav 0.0000 LR: 1.603e-02 Score 98.341 Data time: 0.1504, Forward time: 2.3495, Backward time: 3.0856, DDP time: 0.0035, Total iter time: 5.8272 [2020-11-08 19:28:49,730][root][INFO] - ===> Epoch[1448](4346/3): Loss -0.8503, Sem 0.0457, dir -0.9854, norm 0.0894, swav 0.0000 LR: 1.601e-02 Score 98.335 Data time: 0.2803, Forward time: 2.3512, Backward time: 3.0837, DDP time: 0.0035, Total iter time: 5.6566 [2020-11-08 19:28:55,565][root][INFO] - ===> Epoch[1448](4347/3): Loss -0.8574, Sem 0.0427, dir -0.9855, norm 0.0853, swav 0.0000 LR: 1.598e-02 Score 98.455 Data time: 0.2143, Forward time: 2.3505, Backward time: 3.0843, DDP time: 0.0035, Total iter time: 5.7078 [2020-11-08 19:29:01,433][root][INFO] - ===> Epoch[1448](4348/3): Loss -0.8549, Sem 0.0402, dir -0.9843, norm 0.0892, swav 0.0000 LR: 1.596e-02 Score 98.523 Data time: 0.3242, Forward time: 2.3522, Backward time: 3.0826, DDP time: 0.0035, Total iter time: 5.7591 [2020-11-08 19:29:06,793][root][INFO] - ===> Epoch[1449](4349/3): Loss -0.8510, Sem 0.0444, dir -0.9842, norm 0.0887, swav 0.0000 LR: 1.594e-02 Score 98.340 Data time: 0.2775, Forward time: 2.3532, Backward time: 3.0801, DDP time: 0.0035, Total iter time: 5.2353 [2020-11-08 19:29:12,475][root][INFO] - ===> Epoch[1449](4350/3): Loss -0.8469, Sem 0.0446, dir -0.9855, norm 0.0940, swav 0.0000 LR: 1.592e-02 Score 98.365 Data time: 0.1655, Forward time: 2.3519, Backward time: 3.0810, DDP time: 0.0035, Total iter time: 5.5626 [2020-11-08 19:29:18,659][root][INFO] - ===> Epoch[1449](4351/3): Loss -0.8497, Sem 0.0432, dir -0.9842, norm 0.0913, swav 0.0000 LR: 1.590e-02 Score 98.416 Data time: 0.1987, Forward time: 2.3503, Backward time: 3.0835, DDP time: 0.0035, Total iter time: 6.0919 [2020-11-08 19:29:24,402][root][INFO] - ===> Epoch[1450](4352/3): Loss -0.8497, Sem 0.0429, dir -0.9842, norm 0.0916, swav 0.0000 LR: 1.587e-02 Score 98.423 Data time: 0.2605, Forward time: 2.3522, Backward time: 3.0816, DDP time: 0.0035, Total iter time: 5.6931 [2020-11-08 19:29:29,674][root][INFO] - ===> Epoch[1450](4353/3): Loss -0.8485, Sem 0.0441, dir -0.9861, norm 0.0934, swav 0.0000 LR: 1.585e-02 Score 98.364 Data time: 0.2145, Forward time: 2.3517, Backward time: 3.0804, DDP time: 0.0035, Total iter time: 5.1461 [2020-11-08 19:29:35,242][root][INFO] - ===> Epoch[1450](4354/3): Loss -0.8612, Sem 0.0413, dir -0.9871, norm 0.0846, swav 0.0000 LR: 1.583e-02 Score 98.458 Data time: 0.1953, Forward time: 2.3509, Backward time: 3.0806, DDP time: 0.0035, Total iter time: 5.4676 [2020-11-08 19:29:40,985][root][INFO] - ===> Epoch[1451](4355/3): Loss -0.8513, Sem 0.0436, dir -0.9825, norm 0.0875, swav 0.0000 LR: 1.581e-02 Score 98.417 Data time: 0.2142, Forward time: 2.3503, Backward time: 3.0808, DDP time: 0.0035, Total iter time: 5.6478 [2020-11-08 19:29:46,408][root][INFO] - ===> Epoch[1451](4356/3): Loss -0.8521, Sem 0.0429, dir -0.9856, norm 0.0905, swav 0.0000 LR: 1.578e-02 Score 98.457 Data time: 0.1521, Forward time: 2.3483, Backward time: 3.0817, DDP time: 0.0035, Total iter time: 5.3267 [2020-11-08 19:29:51,452][root][INFO] - ===> Epoch[1451](4357/3): Loss -0.8514, Sem 0.0439, dir -0.9847, norm 0.0893, swav 0.0000 LR: 1.576e-02 Score 98.376 Data time: 0.2389, Forward time: 2.3489, Backward time: 3.0792, DDP time: 0.0035, Total iter time: 4.9875 [2020-11-08 19:29:56,968][root][INFO] - ===> Epoch[1452](4358/3): Loss -0.8541, Sem 0.0443, dir -0.9873, norm 0.0890, swav 0.0000 LR: 1.574e-02 Score 98.357 Data time: 0.2283, Forward time: 2.3483, Backward time: 3.0788, DDP time: 0.0035, Total iter time: 5.3969 [2020-11-08 19:30:02,975][root][INFO] - ===> Epoch[1452](4359/3): Loss -0.8515, Sem 0.0444, dir -0.9850, norm 0.0891, swav 0.0000 LR: 1.572e-02 Score 98.362 Data time: 0.2848, Forward time: 2.3500, Backward time: 3.0774, DDP time: 0.0035, Total iter time: 5.8618 [2020-11-08 19:30:08,798][root][INFO] - ===> Epoch[1452](4360/3): Loss -0.8551, Sem 0.0420, dir -0.9846, norm 0.0875, swav 0.0000 LR: 1.570e-02 Score 98.438 Data time: 0.2401, Forward time: 2.3502, Backward time: 3.0772, DDP time: 0.0035, Total iter time: 5.6978 [2020-11-08 19:30:14,353][root][INFO] - ===> Epoch[1453](4361/3): Loss -0.8564, Sem 0.0427, dir -0.9856, norm 0.0866, swav 0.0000 LR: 1.567e-02 Score 98.442 Data time: 0.1684, Forward time: 2.3488, Backward time: 3.0779, DDP time: 0.0035, Total iter time: 5.4372 [2020-11-08 19:30:20,563][root][INFO] - ===> Epoch[1453](4362/3): Loss -0.8508, Sem 0.0446, dir -0.9848, norm 0.0894, swav 0.0000 LR: 1.565e-02 Score 98.334 Data time: 0.2905, Forward time: 2.3504, Backward time: 3.0773, DDP time: 0.0035, Total iter time: 6.1490 [2020-11-08 19:30:25,935][root][INFO] - ===> Epoch[1453](4363/3): Loss -0.8575, Sem 0.0401, dir -0.9857, norm 0.0881, swav 0.0000 LR: 1.563e-02 Score 98.515 Data time: 0.1777, Forward time: 2.3495, Backward time: 3.0768, DDP time: 0.0035, Total iter time: 5.2348 [2020-11-08 19:30:32,819][root][INFO] - ===> Epoch[1454](4364/3): Loss -0.8504, Sem 0.0410, dir -0.9844, norm 0.0929, swav 0.0000 LR: 1.561e-02 Score 98.471 Data time: 0.1820, Forward time: 2.3482, Backward time: 3.0809, DDP time: 0.0035, Total iter time: 6.7641 [2020-11-08 19:30:37,683][root][INFO] - ===> Epoch[1454](4365/3): Loss -0.8518, Sem 0.0457, dir -0.9845, norm 0.0870, swav 0.0000 LR: 1.559e-02 Score 98.305 Data time: 0.1577, Forward time: 2.3464, Backward time: 3.0802, DDP time: 0.0035, Total iter time: 4.7633 [2020-11-08 19:30:42,999][root][INFO] - ===> Epoch[1454](4366/3): Loss -0.8540, Sem 0.0432, dir -0.9861, norm 0.0889, swav 0.0000 LR: 1.556e-02 Score 98.403 Data time: 0.2186, Forward time: 2.3458, Backward time: 3.0795, DDP time: 0.0035, Total iter time: 5.2270 [2020-11-08 19:30:48,357][root][INFO] - ===> Epoch[1455](4367/3): Loss -0.8446, Sem 0.0479, dir -0.9848, norm 0.0924, swav 0.0000 LR: 1.554e-02 Score 98.252 Data time: 0.2223, Forward time: 2.3452, Backward time: 3.0788, DDP time: 0.0035, Total iter time: 5.2396 [2020-11-08 19:30:54,910][root][INFO] - ===> Epoch[1455](4368/3): Loss -0.8496, Sem 0.0421, dir -0.9842, norm 0.0925, swav 0.0000 LR: 1.552e-02 Score 98.480 Data time: 0.3396, Forward time: 2.3479, Backward time: 3.0779, DDP time: 0.0035, Total iter time: 6.4254 [2020-11-08 19:31:00,151][root][INFO] - ===> Epoch[1455](4369/3): Loss -0.8400, Sem 0.0455, dir -0.9819, norm 0.0964, swav 0.0000 LR: 1.550e-02 Score 98.331 Data time: 0.1529, Forward time: 2.3463, Backward time: 3.0779, DDP time: 0.0035, Total iter time: 5.0985 [2020-11-08 19:31:05,893][root][INFO] - ===> Epoch[1456](4370/3): Loss -0.8605, Sem 0.0435, dir -0.9875, norm 0.0835, swav 0.0000 LR: 1.548e-02 Score 98.359 Data time: 0.2096, Forward time: 2.3461, Backward time: 3.0778, DDP time: 0.0035, Total iter time: 5.6630 [2020-11-08 19:31:11,248][root][INFO] - ===> Epoch[1456](4371/3): Loss -0.8442, Sem 0.0452, dir -0.9844, norm 0.0950, swav 0.0000 LR: 1.545e-02 Score 98.313 Data time: 0.2316, Forward time: 2.3455, Backward time: 3.0771, DDP time: 0.0035, Total iter time: 5.2479 [2020-11-08 19:31:16,124][root][INFO] - ===> Epoch[1456](4372/3): Loss -0.8511, Sem 0.0408, dir -0.9844, norm 0.0924, swav 0.0000 LR: 1.543e-02 Score 98.496 Data time: 0.2370, Forward time: 2.3459, Backward time: 3.0742, DDP time: 0.0035, Total iter time: 4.7557 [2020-11-08 19:31:22,980][root][INFO] - ===> Epoch[1457](4373/3): Loss -0.8452, Sem 0.0460, dir -0.9828, norm 0.0916, swav 0.0000 LR: 1.541e-02 Score 98.293 Data time: 0.2959, Forward time: 2.3467, Backward time: 3.0759, DDP time: 0.0035, Total iter time: 6.7411 [2020-11-08 19:31:28,566][root][INFO] - ===> Epoch[1457](4374/3): Loss -0.8558, Sem 0.0417, dir -0.9864, norm 0.0889, swav 0.0000 LR: 1.539e-02 Score 98.469 Data time: 0.2022, Forward time: 2.3462, Backward time: 3.0755, DDP time: 0.0035, Total iter time: 5.4235 [2020-11-08 19:31:33,186][root][INFO] - ===> Epoch[1457](4375/3): Loss -0.8511, Sem 0.0440, dir -0.9860, norm 0.0910, swav 0.0000 LR: 1.536e-02 Score 98.379 Data time: 0.2389, Forward time: 2.3461, Backward time: 3.0725, DDP time: 0.0035, Total iter time: 4.5070 [2020-11-08 19:31:38,523][root][INFO] - ===> Epoch[1458](4376/3): Loss -0.8482, Sem 0.0430, dir -0.9853, norm 0.0941, swav 0.0000 LR: 1.534e-02 Score 98.386 Data time: 0.2654, Forward time: 2.3470, Backward time: 3.0703, DDP time: 0.0035, Total iter time: 5.2220 [2020-11-08 19:31:43,848][root][INFO] - ===> Epoch[1458](4377/3): Loss -0.8472, Sem 0.0486, dir -0.9845, norm 0.0886, swav 0.0000 LR: 1.532e-02 Score 98.209 Data time: 0.1992, Forward time: 2.3465, Backward time: 3.0695, DDP time: 0.0035, Total iter time: 5.1928 [2020-11-08 19:31:49,185][root][INFO] - ===> Epoch[1458](4378/3): Loss -0.8509, Sem 0.0414, dir -0.9834, norm 0.0911, swav 0.0000 LR: 1.530e-02 Score 98.491 Data time: 0.1253, Forward time: 2.3437, Backward time: 3.0714, DDP time: 0.0035, Total iter time: 5.2238 [2020-11-08 19:31:54,033][root][INFO] - ===> Epoch[1459](4379/3): Loss -0.8546, Sem 0.0414, dir -0.9856, norm 0.0896, swav 0.0000 LR: 1.528e-02 Score 98.482 Data time: 0.2387, Forward time: 2.3437, Backward time: 3.0690, DDP time: 0.0035, Total iter time: 4.7569 [2020-11-08 19:31:59,517][root][INFO] - ===> Epoch[1459](4380/3): Loss -0.8545, Sem 0.0421, dir -0.9834, norm 0.0867, swav 0.0000 LR: 1.525e-02 Score 98.437 Data time: 0.2266, Forward time: 2.3434, Backward time: 3.0684, DDP time: 0.0035, Total iter time: 5.3492 [2020-11-08 19:32:05,434][root][INFO] - ===> Epoch[1459](4381/3): Loss -0.8438, Sem 0.0473, dir -0.9852, norm 0.0940, swav 0.0000 LR: 1.523e-02 Score 98.268 Data time: 0.2900, Forward time: 2.3450, Backward time: 3.0668, DDP time: 0.0035, Total iter time: 5.7863 [2020-11-08 19:32:10,126][root][INFO] - ===> Epoch[1460](4382/3): Loss -0.8554, Sem 0.0424, dir -0.9838, norm 0.0860, swav 0.0000 LR: 1.521e-02 Score 98.420 Data time: 0.2322, Forward time: 2.3452, Backward time: 3.0638, DDP time: 0.0035, Total iter time: 4.5636 [2020-11-08 19:32:16,912][root][INFO] - ===> Epoch[1460](4383/3): Loss -0.8482, Sem 0.0432, dir -0.9865, norm 0.0951, swav 0.0000 LR: 1.519e-02 Score 98.398 Data time: 0.1990, Forward time: 2.3444, Backward time: 3.0669, DDP time: 0.0035, Total iter time: 6.6477 [2020-11-08 19:32:23,568][root][INFO] - ===> Epoch[1460](4384/3): Loss -0.8551, Sem 0.0413, dir -0.9826, norm 0.0863, swav 0.0000 LR: 1.516e-02 Score 98.496 Data time: 0.2437, Forward time: 2.3443, Backward time: 3.0690, DDP time: 0.0035, Total iter time: 6.5376 [2020-11-08 19:32:29,006][root][INFO] - ===> Epoch[1461](4385/3): Loss -0.8484, Sem 0.0449, dir -0.9850, norm 0.0916, swav 0.0000 LR: 1.514e-02 Score 98.342 Data time: 0.2084, Forward time: 2.3441, Backward time: 3.0683, DDP time: 0.0035, Total iter time: 5.3166 [2020-11-08 19:32:34,384][root][INFO] - ===> Epoch[1461](4386/3): Loss -0.8585, Sem 0.0398, dir -0.9854, norm 0.0871, swav 0.0000 LR: 1.512e-02 Score 98.543 Data time: 0.2738, Forward time: 2.3451, Backward time: 3.0661, DDP time: 0.0035, Total iter time: 5.2699 [2020-11-08 19:32:39,651][root][INFO] - ===> Epoch[1461](4387/3): Loss -0.8322, Sem 0.0478, dir -0.9838, norm 0.1038, swav 0.0000 LR: 1.510e-02 Score 98.239 Data time: 0.2469, Forward time: 2.3452, Backward time: 3.0644, DDP time: 0.0035, Total iter time: 5.1380 [2020-11-08 19:32:47,200][root][INFO] - ===> Epoch[1462](4388/3): Loss -0.8427, Sem 0.0457, dir -0.9835, norm 0.0951, swav 0.0000 LR: 1.508e-02 Score 98.324 Data time: 0.3954, Forward time: 2.3490, Backward time: 3.0647, DDP time: 0.0035, Total iter time: 7.4366 [2020-11-08 19:32:53,278][root][INFO] - ===> Epoch[1462](4389/3): Loss -0.8582, Sem 0.0386, dir -0.9822, norm 0.0853, swav 0.0000 LR: 1.505e-02 Score 98.556 Data time: 0.1451, Forward time: 2.3477, Backward time: 3.0665, DDP time: 0.0035, Total iter time: 5.9320 [2020-11-08 19:32:58,238][root][INFO] - ===> Epoch[1462](4390/3): Loss -0.8461, Sem 0.0427, dir -0.9869, norm 0.0982, swav 0.0000 LR: 1.503e-02 Score 98.418 Data time: 0.2312, Forward time: 2.3478, Backward time: 3.0643, DDP time: 0.0035, Total iter time: 4.8632 [2020-11-08 19:33:04,472][root][INFO] - ===> Epoch[1463](4391/3): Loss -0.8497, Sem 0.0464, dir -0.9850, norm 0.0890, swav 0.0000 LR: 1.501e-02 Score 98.261 Data time: 0.1927, Forward time: 2.3468, Backward time: 3.0663, DDP time: 0.0035, Total iter time: 6.1131 [2020-11-08 19:33:09,176][root][INFO] - ===> Epoch[1463](4392/3): Loss -0.8506, Sem 0.0398, dir -0.9835, norm 0.0930, swav 0.0000 LR: 1.499e-02 Score 98.529 Data time: 0.2212, Forward time: 2.3468, Backward time: 3.0636, DDP time: 0.0035, Total iter time: 4.6104 [2020-11-08 19:33:14,284][root][INFO] - ===> Epoch[1463](4393/3): Loss -0.8548, Sem 0.0412, dir -0.9841, norm 0.0882, swav 0.0000 LR: 1.496e-02 Score 98.472 Data time: 0.2056, Forward time: 2.3460, Backward time: 3.0627, DDP time: 0.0035, Total iter time: 4.9964 [2020-11-08 19:33:19,693][root][INFO] - ===> Epoch[1464](4394/3): Loss -0.8520, Sem 0.0417, dir -0.9865, norm 0.0928, swav 0.0000 LR: 1.494e-02 Score 98.445 Data time: 0.1795, Forward time: 2.3449, Backward time: 3.0628, DDP time: 0.0035, Total iter time: 5.2894 [2020-11-08 19:33:25,989][root][INFO] - ===> Epoch[1464](4395/3): Loss -0.8543, Sem 0.0464, dir -0.9857, norm 0.0850, swav 0.0000 LR: 1.492e-02 Score 98.274 Data time: 0.1858, Forward time: 2.3437, Backward time: 3.0652, DDP time: 0.0035, Total iter time: 6.2105 [2020-11-08 19:33:30,552][root][INFO] - ===> Epoch[1464](4396/3): Loss -0.8529, Sem 0.0433, dir -0.9865, norm 0.0903, swav 0.0000 LR: 1.490e-02 Score 98.382 Data time: 0.2435, Forward time: 2.3428, Backward time: 3.0630, DDP time: 0.0035, Total iter time: 4.4601 [2020-11-08 19:33:36,554][root][INFO] - ===> Epoch[1465](4397/3): Loss -0.8499, Sem 0.0459, dir -0.9839, norm 0.0882, swav 0.0000 LR: 1.488e-02 Score 98.308 Data time: 0.2813, Forward time: 2.3438, Backward time: 3.0624, DDP time: 0.0036, Total iter time: 5.9014 [2020-11-08 19:33:43,266][root][INFO] - ===> Epoch[1465](4398/3): Loss -0.8489, Sem 0.0432, dir -0.9868, norm 0.0947, swav 0.0000 LR: 1.485e-02 Score 98.421 Data time: 0.1859, Forward time: 2.3434, Backward time: 3.0650, DDP time: 0.0036, Total iter time: 6.5768 [2020-11-08 19:33:49,140][root][INFO] - ===> Epoch[1465](4399/3): Loss -0.8447, Sem 0.0452, dir -0.9838, norm 0.0939, swav 0.0000 LR: 1.483e-02 Score 98.329 Data time: 0.1691, Forward time: 2.3419, Backward time: 3.0665, DDP time: 0.0036, Total iter time: 5.7772 [2020-11-08 19:33:55,813][root][INFO] - ===> Epoch[1466](4400/3): Loss -0.8516, Sem 0.0431, dir -0.9850, norm 0.0903, swav 0.0000 LR: 1.481e-02 Score 98.411 Data time: 0.2318, Forward time: 2.3412, Backward time: 3.0693, DDP time: 0.0036, Total iter time: 6.6001 [2020-11-08 19:34:01,532][root][INFO] - ===> Epoch[1466](4401/3): Loss -0.8422, Sem 0.0483, dir -0.9827, norm 0.0922, swav 0.0000 LR: 1.479e-02 Score 98.203 Data time: 0.2068, Forward time: 2.3401, Backward time: 3.0700, DDP time: 0.0036, Total iter time: 5.6185 [2020-11-08 19:34:07,110][root][INFO] - ===> Epoch[1466](4402/3): Loss -0.8511, Sem 0.0426, dir -0.9854, norm 0.0916, swav 0.0000 LR: 1.476e-02 Score 98.436 Data time: 0.2208, Forward time: 2.3400, Backward time: 3.0696, DDP time: 0.0036, Total iter time: 5.4970 [2020-11-08 19:34:14,550][root][INFO] - ===> Epoch[1467](4403/3): Loss -0.8556, Sem 0.0398, dir -0.9844, norm 0.0890, swav 0.0000 LR: 1.474e-02 Score 98.552 Data time: 0.2636, Forward time: 2.3414, Backward time: 3.0721, DDP time: 0.0036, Total iter time: 7.3312 [2020-11-08 19:34:21,144][root][INFO] - ===> Epoch[1467](4404/3): Loss -0.8464, Sem 0.0448, dir -0.9848, norm 0.0937, swav 0.0000 LR: 1.472e-02 Score 98.369 Data time: 0.1626, Forward time: 2.3403, Backward time: 3.0750, DDP time: 0.0036, Total iter time: 6.4448 [2020-11-08 19:34:26,666][root][INFO] - ===> Epoch[1467](4405/3): Loss -0.8433, Sem 0.0487, dir -0.9856, norm 0.0937, swav 0.0000 LR: 1.470e-02 Score 98.178 Data time: 0.2270, Forward time: 2.3397, Backward time: 3.0746, DDP time: 0.0036, Total iter time: 5.4276 [2020-11-08 19:34:32,341][root][INFO] - ===> Epoch[1468](4406/3): Loss -0.8462, Sem 0.0406, dir -0.9817, norm 0.0949, swav 0.0000 LR: 1.468e-02 Score 98.495 Data time: 0.2373, Forward time: 2.3396, Backward time: 3.0743, DDP time: 0.0036, Total iter time: 5.5619 [2020-11-08 19:34:38,012][root][INFO] - ===> Epoch[1468](4407/3): Loss -0.8563, Sem 0.0424, dir -0.9862, norm 0.0875, swav 0.0000 LR: 1.465e-02 Score 98.431 Data time: 0.2697, Forward time: 2.3401, Backward time: 3.0734, DDP time: 0.0036, Total iter time: 5.5576 [2020-11-08 19:34:45,019][root][INFO] - ===> Epoch[1468](4408/3): Loss -0.8489, Sem 0.0452, dir -0.9841, norm 0.0900, swav 0.0000 LR: 1.463e-02 Score 98.341 Data time: 0.1326, Forward time: 2.3383, Backward time: 3.0780, DDP time: 0.0036, Total iter time: 6.8725 [2020-11-08 19:34:51,545][root][INFO] - ===> Epoch[1469](4409/3): Loss -0.8518, Sem 0.0443, dir -0.9861, norm 0.0901, swav 0.0000 LR: 1.461e-02 Score 98.363 Data time: 0.1650, Forward time: 2.3369, Backward time: 3.0811, DDP time: 0.0036, Total iter time: 6.4313 [2020-11-08 19:34:58,932][root][INFO] - ===> Epoch[1469](4410/3): Loss -0.8450, Sem 0.0460, dir -0.9848, norm 0.0938, swav 0.0000 LR: 1.459e-02 Score 98.321 Data time: 0.1621, Forward time: 2.3354, Backward time: 3.0863, DDP time: 0.0036, Total iter time: 7.2960 [2020-11-08 19:35:04,852][root][INFO] - ===> Epoch[1469](4411/3): Loss -0.8539, Sem 0.0433, dir -0.9855, norm 0.0883, swav 0.0000 LR: 1.456e-02 Score 98.415 Data time: 0.2198, Forward time: 2.3354, Backward time: 3.0867, DDP time: 0.0036, Total iter time: 5.8411 [2020-11-08 19:35:10,609][root][INFO] - ===> Epoch[1470](4412/3): Loss -0.8491, Sem 0.0448, dir -0.9853, norm 0.0914, swav 0.0000 LR: 1.454e-02 Score 98.354 Data time: 0.2512, Forward time: 2.3362, Backward time: 3.0857, DDP time: 0.0036, Total iter time: 5.6329 [2020-11-08 19:35:16,031][root][INFO] - ===> Epoch[1470](4413/3): Loss -0.8565, Sem 0.0417, dir -0.9857, norm 0.0875, swav 0.0000 LR: 1.452e-02 Score 98.465 Data time: 0.2128, Forward time: 2.3358, Backward time: 3.0851, DDP time: 0.0036, Total iter time: 5.3066 [2020-11-08 19:35:21,777][root][INFO] - ===> Epoch[1470](4414/3): Loss -0.8547, Sem 0.0414, dir -0.9859, norm 0.0898, swav 0.0000 LR: 1.450e-02 Score 98.469 Data time: 0.2681, Forward time: 2.3373, Backward time: 3.0834, DDP time: 0.0036, Total iter time: 5.6352 [2020-11-08 19:35:27,592][root][INFO] - ===> Epoch[1471](4415/3): Loss -0.8538, Sem 0.0430, dir -0.9844, norm 0.0877, swav 0.0000 LR: 1.448e-02 Score 98.408 Data time: 0.1970, Forward time: 2.3370, Backward time: 3.0837, DDP time: 0.0036, Total iter time: 5.6837 [2020-11-08 19:35:33,123][root][INFO] - ===> Epoch[1471](4416/3): Loss -0.8555, Sem 0.0406, dir -0.9831, norm 0.0870, swav 0.0000 LR: 1.445e-02 Score 98.498 Data time: 0.1965, Forward time: 2.3363, Backward time: 3.0838, DDP time: 0.0036, Total iter time: 5.4412 [2020-11-08 19:35:39,760][root][INFO] - ===> Epoch[1471](4417/3): Loss -0.8446, Sem 0.0481, dir -0.9861, norm 0.0934, swav 0.0000 LR: 1.443e-02 Score 98.222 Data time: 0.2392, Forward time: 2.3366, Backward time: 3.0854, DDP time: 0.0036, Total iter time: 6.5441 [2020-11-08 19:35:46,065][root][INFO] - ===> Epoch[1472](4418/3): Loss -0.8577, Sem 0.0396, dir -0.9854, norm 0.0881, swav 0.0000 LR: 1.441e-02 Score 98.550 Data time: 0.3015, Forward time: 2.3387, Backward time: 3.0844, DDP time: 0.0036, Total iter time: 6.1861 [2020-11-08 19:35:51,850][root][INFO] - ===> Epoch[1472](4419/3): Loss -0.8533, Sem 0.0424, dir -0.9862, norm 0.0906, swav 0.0000 LR: 1.439e-02 Score 98.445 Data time: 0.2830, Forward time: 2.3394, Backward time: 3.0835, DDP time: 0.0036, Total iter time: 5.6718 [2020-11-08 19:35:57,581][root][INFO] - ===> Epoch[1472](4420/3): Loss -0.8481, Sem 0.0434, dir -0.9836, norm 0.0921, swav 0.0000 LR: 1.436e-02 Score 98.385 Data time: 0.1468, Forward time: 2.3380, Backward time: 3.0847, DDP time: 0.0036, Total iter time: 5.6097 [2020-11-08 19:36:02,879][root][INFO] - ===> Epoch[1473](4421/3): Loss -0.8453, Sem 0.0468, dir -0.9846, norm 0.0925, swav 0.0000 LR: 1.434e-02 Score 98.347 Data time: 0.1150, Forward time: 2.3353, Backward time: 3.0866, DDP time: 0.0036, Total iter time: 5.2353 [2020-11-08 19:36:07,926][root][INFO] - ===> Epoch[1473](4422/3): Loss -0.8549, Sem 0.0421, dir -0.9849, norm 0.0880, swav 0.0000 LR: 1.432e-02 Score 98.438 Data time: 0.2189, Forward time: 2.3357, Backward time: 3.0847, DDP time: 0.0036, Total iter time: 5.0132 [2020-11-08 19:36:14,725][root][INFO] - ===> Epoch[1473](4423/3): Loss -0.8506, Sem 0.0482, dir -0.9849, norm 0.0861, swav 0.0000 LR: 1.430e-02 Score 98.240 Data time: 0.2550, Forward time: 2.3359, Backward time: 3.0866, DDP time: 0.0036, Total iter time: 6.6892 [2020-11-08 19:36:19,785][root][INFO] - ===> Epoch[1474](4424/3): Loss -0.8486, Sem 0.0472, dir -0.9857, norm 0.0898, swav 0.0000 LR: 1.427e-02 Score 98.282 Data time: 0.2101, Forward time: 2.3355, Backward time: 3.0851, DDP time: 0.0036, Total iter time: 4.9544 [2020-11-08 19:36:25,660][root][INFO] - ===> Epoch[1474](4425/3): Loss -0.8533, Sem 0.0397, dir -0.9863, norm 0.0934, swav 0.0000 LR: 1.425e-02 Score 98.530 Data time: 0.2084, Forward time: 2.3350, Backward time: 3.0856, DDP time: 0.0036, Total iter time: 5.7822 [2020-11-08 19:36:32,902][root][INFO] - ===> Epoch[1474](4426/3): Loss -0.8518, Sem 0.0438, dir -0.9827, norm 0.0871, swav 0.0000 LR: 1.423e-02 Score 98.433 Data time: 0.1440, Forward time: 2.3330, Backward time: 3.0907, DDP time: 0.0036, Total iter time: 7.1394 [2020-11-08 19:36:38,199][root][INFO] - ===> Epoch[1475](4427/3): Loss -0.8525, Sem 0.0416, dir -0.9850, norm 0.0909, swav 0.0000 LR: 1.421e-02 Score 98.463 Data time: 0.2365, Forward time: 2.3337, Backward time: 3.0890, DDP time: 0.0036, Total iter time: 5.2269 [2020-11-08 19:36:44,223][root][INFO] - ===> Epoch[1475](4428/3): Loss -0.8399, Sem 0.0508, dir -0.9857, norm 0.0950, swav 0.0000 LR: 1.418e-02 Score 98.144 Data time: 0.2569, Forward time: 2.3341, Backward time: 3.0889, DDP time: 0.0036, Total iter time: 5.9035 [2020-11-08 19:36:50,304][root][INFO] - ===> Epoch[1475](4429/3): Loss -0.8523, Sem 0.0468, dir -0.9839, norm 0.0848, swav 0.0000 LR: 1.416e-02 Score 98.238 Data time: 0.2419, Forward time: 2.3346, Backward time: 3.0889, DDP time: 0.0036, Total iter time: 5.9730 [2020-11-08 19:36:56,509][root][INFO] - ===> Epoch[1476](4430/3): Loss -0.8582, Sem 0.0413, dir -0.9862, norm 0.0867, swav 0.0000 LR: 1.414e-02 Score 98.465 Data time: 0.3091, Forward time: 2.3365, Backward time: 3.0878, DDP time: 0.0036, Total iter time: 6.0940 [2020-11-08 19:37:01,766][root][INFO] - ===> Epoch[1476](4431/3): Loss -0.8449, Sem 0.0471, dir -0.9824, norm 0.0904, swav 0.0000 LR: 1.412e-02 Score 98.263 Data time: 0.1697, Forward time: 2.3355, Backward time: 3.0875, DDP time: 0.0036, Total iter time: 5.1204 [2020-11-08 19:37:07,965][root][INFO] - ===> Epoch[1476](4432/3): Loss -0.8558, Sem 0.0401, dir -0.9862, norm 0.0903, swav 0.0000 LR: 1.410e-02 Score 98.510 Data time: 0.1996, Forward time: 2.3342, Backward time: 3.0895, DDP time: 0.0036, Total iter time: 6.0875 [2020-11-08 19:37:13,206][root][INFO] - ===> Epoch[1477](4433/3): Loss -0.8528, Sem 0.0456, dir -0.9861, norm 0.0876, swav 0.0000 LR: 1.407e-02 Score 98.313 Data time: 0.1867, Forward time: 2.3336, Backward time: 3.0887, DDP time: 0.0036, Total iter time: 5.1566 [2020-11-08 19:37:18,684][root][INFO] - ===> Epoch[1477](4434/3): Loss -0.8532, Sem 0.0459, dir -0.9861, norm 0.0869, swav 0.0000 LR: 1.405e-02 Score 98.317 Data time: 0.2047, Forward time: 2.3336, Backward time: 3.0880, DDP time: 0.0036, Total iter time: 5.3665 [2020-11-08 19:37:23,870][root][INFO] - ===> Epoch[1477](4435/3): Loss -0.8443, Sem 0.0428, dir -0.9842, norm 0.0970, swav 0.0000 LR: 1.403e-02 Score 98.438 Data time: 0.2091, Forward time: 2.3328, Backward time: 3.0872, DDP time: 0.0036, Total iter time: 5.0591 [2020-11-08 19:37:31,038][root][INFO] - ===> Epoch[1478](4436/3): Loss -0.8533, Sem 0.0429, dir -0.9838, norm 0.0876, swav 0.0000 LR: 1.401e-02 Score 98.414 Data time: 0.1964, Forward time: 2.3325, Backward time: 3.0906, DDP time: 0.0036, Total iter time: 7.0592 [2020-11-08 19:37:36,300][root][INFO] - ===> Epoch[1478](4437/3): Loss -0.8510, Sem 0.0424, dir -0.9864, norm 0.0929, swav 0.0000 LR: 1.398e-02 Score 98.417 Data time: 0.1679, Forward time: 2.3313, Backward time: 3.0905, DDP time: 0.0036, Total iter time: 5.1492 [2020-11-08 19:37:42,879][root][INFO] - ===> Epoch[1478](4438/3): Loss -0.8525, Sem 0.0436, dir -0.9854, norm 0.0894, swav 0.0000 LR: 1.396e-02 Score 98.399 Data time: 0.1738, Forward time: 2.3305, Backward time: 3.0931, DDP time: 0.0036, Total iter time: 6.4875 [2020-11-08 19:37:48,928][root][INFO] - ===> Epoch[1479](4439/3): Loss -0.8536, Sem 0.0441, dir -0.9845, norm 0.0869, swav 0.0000 LR: 1.394e-02 Score 98.393 Data time: 0.2013, Forward time: 2.3299, Backward time: 3.0941, DDP time: 0.0036, Total iter time: 5.9215 [2020-11-08 19:37:54,652][root][INFO] - ===> Epoch[1479](4440/3): Loss -0.8501, Sem 0.0431, dir -0.9835, norm 0.0903, swav 0.0000 LR: 1.392e-02 Score 98.409 Data time: 0.2519, Forward time: 2.3301, Backward time: 3.0937, DDP time: 0.0036, Total iter time: 5.6092 [2020-11-08 19:38:00,269][root][INFO] - ===> Epoch[1479](4441/3): Loss -0.8616, Sem 0.0432, dir -0.9869, norm 0.0821, swav 0.0000 LR: 1.389e-02 Score 98.403 Data time: 0.1838, Forward time: 2.3291, Backward time: 3.0942, DDP time: 0.0036, Total iter time: 5.4889 [2020-11-08 19:38:06,260][root][INFO] - ===> Epoch[1480](4442/3): Loss -0.8608, Sem 0.0405, dir -0.9869, norm 0.0857, swav 0.0000 LR: 1.387e-02 Score 98.489 Data time: 0.1853, Forward time: 2.3285, Backward time: 3.0952, DDP time: 0.0036, Total iter time: 5.8800 [2020-11-08 19:38:13,302][root][INFO] - ===> Epoch[1480](4443/3): Loss -0.8536, Sem 0.0425, dir -0.9844, norm 0.0883, swav 0.0000 LR: 1.385e-02 Score 98.418 Data time: 0.2029, Forward time: 2.3279, Backward time: 3.0984, DDP time: 0.0036, Total iter time: 6.9102 [2020-11-08 19:38:18,748][root][INFO] - ===> Epoch[1480](4444/3): Loss -0.8585, Sem 0.0377, dir -0.9839, norm 0.0877, swav 0.0000 LR: 1.383e-02 Score 98.608 Data time: 0.2159, Forward time: 2.3281, Backward time: 3.0972, DDP time: 0.0036, Total iter time: 5.3231 [2020-11-08 19:38:24,921][root][INFO] - ===> Epoch[1481](4445/3): Loss -0.8524, Sem 0.0455, dir -0.9857, norm 0.0878, swav 0.0000 LR: 1.380e-02 Score 98.346 Data time: 0.1772, Forward time: 2.3269, Backward time: 3.0990, DDP time: 0.0036, Total iter time: 6.0461 [2020-11-08 19:38:31,300][root][INFO] - ===> Epoch[1481](4446/3): Loss -0.8489, Sem 0.0415, dir -0.9856, norm 0.0952, swav 0.0000 LR: 1.378e-02 Score 98.461 Data time: 0.2213, Forward time: 2.3269, Backward time: 3.1003, DDP time: 0.0036, Total iter time: 6.2583 [2020-11-08 19:38:36,842][root][INFO] - ===> Epoch[1481](4447/3): Loss -0.8658, Sem 0.0395, dir -0.9871, norm 0.0818, swav 0.0000 LR: 1.376e-02 Score 98.531 Data time: 0.2394, Forward time: 2.3277, Backward time: 3.0986, DDP time: 0.0036, Total iter time: 5.4011 [2020-11-08 19:38:44,104][root][INFO] - ===> Epoch[1482](4448/3): Loss -0.8521, Sem 0.0463, dir -0.9856, norm 0.0873, swav 0.0000 LR: 1.374e-02 Score 98.296 Data time: 0.2103, Forward time: 2.3277, Backward time: 3.1017, DDP time: 0.0036, Total iter time: 7.1557 [2020-11-08 19:38:50,959][root][INFO] - ===> Epoch[1482](4449/3): Loss -0.8534, Sem 0.0412, dir -0.9852, norm 0.0906, swav 0.0000 LR: 1.371e-02 Score 98.474 Data time: 0.1892, Forward time: 2.3276, Backward time: 3.1040, DDP time: 0.0036, Total iter time: 6.7358 [2020-11-08 19:38:56,440][root][INFO] - ===> Epoch[1482](4450/3): Loss -0.8583, Sem 0.0441, dir -0.9860, norm 0.0836, swav 0.0000 LR: 1.369e-02 Score 98.382 Data time: 0.1988, Forward time: 2.3262, Backward time: 3.1045, DDP time: 0.0036, Total iter time: 5.3528 [2020-11-08 19:39:02,024][root][INFO] - ===> Epoch[1483](4451/3): Loss -0.8505, Sem 0.0413, dir -0.9845, norm 0.0927, swav 0.0000 LR: 1.367e-02 Score 98.475 Data time: 0.1678, Forward time: 2.3251, Backward time: 3.1051, DDP time: 0.0036, Total iter time: 5.5029 [2020-11-08 19:39:08,482][root][INFO] - ===> Epoch[1483](4452/3): Loss -0.8475, Sem 0.0469, dir -0.9859, norm 0.0915, swav 0.0000 LR: 1.365e-02 Score 98.274 Data time: 0.2057, Forward time: 2.3249, Backward time: 3.1067, DDP time: 0.0036, Total iter time: 6.3606 [2020-11-08 19:39:13,410][root][INFO] - ===> Epoch[1483](4453/3): Loss -0.8632, Sem 0.0408, dir -0.9856, norm 0.0816, swav 0.0000 LR: 1.362e-02 Score 98.527 Data time: 0.2619, Forward time: 2.3247, Backward time: 3.1048, DDP time: 0.0036, Total iter time: 4.7860 [2020-11-08 19:39:20,052][root][INFO] - ===> Epoch[1484](4454/3): Loss -0.8448, Sem 0.0462, dir -0.9858, norm 0.0948, swav 0.0000 LR: 1.360e-02 Score 98.273 Data time: 0.1982, Forward time: 2.3247, Backward time: 3.1065, DDP time: 0.0036, Total iter time: 6.5254 [2020-11-08 19:39:26,218][root][INFO] - ===> Epoch[1484](4455/3): Loss -0.8462, Sem 0.0440, dir -0.9825, norm 0.0923, swav 0.0000 LR: 1.358e-02 Score 98.425 Data time: 0.1484, Forward time: 2.3232, Backward time: 3.1087, DDP time: 0.0036, Total iter time: 6.0088 [2020-11-08 19:39:30,941][root][INFO] - ===> Epoch[1484](4456/3): Loss -0.8552, Sem 0.0439, dir -0.9873, norm 0.0882, swav 0.0000 LR: 1.356e-02 Score 98.368 Data time: 0.1900, Forward time: 2.3227, Backward time: 3.1069, DDP time: 0.0036, Total iter time: 4.6241 [2020-11-08 19:39:36,722][root][INFO] - ===> Epoch[1485](4457/3): Loss -0.8474, Sem 0.0432, dir -0.9831, norm 0.0924, swav 0.0000 LR: 1.353e-02 Score 98.404 Data time: 0.1974, Forward time: 2.3220, Backward time: 3.1074, DDP time: 0.0036, Total iter time: 5.6724 [2020-11-08 19:39:43,431][root][INFO] - ===> Epoch[1485](4458/3): Loss -0.8601, Sem 0.0386, dir -0.9863, norm 0.0876, swav 0.0000 LR: 1.351e-02 Score 98.583 Data time: 0.3768, Forward time: 2.3242, Backward time: 3.1068, DDP time: 0.0036, Total iter time: 6.5938 [2020-11-08 19:39:49,262][root][INFO] - ===> Epoch[1485](4459/3): Loss -0.8586, Sem 0.0428, dir -0.9863, norm 0.0849, swav 0.0000 LR: 1.349e-02 Score 98.417 Data time: 0.1494, Forward time: 2.3230, Backward time: 3.1080, DDP time: 0.0036, Total iter time: 5.7129 [2020-11-08 19:39:55,110][root][INFO] - ===> Epoch[1486](4460/3): Loss -0.8513, Sem 0.0431, dir -0.9849, norm 0.0906, swav 0.0000 LR: 1.347e-02 Score 98.408 Data time: 0.1694, Forward time: 2.3219, Backward time: 3.1092, DDP time: 0.0036, Total iter time: 5.7476 [2020-11-08 19:40:01,255][root][INFO] - ===> Epoch[1486](4461/3): Loss -0.8578, Sem 0.0409, dir -0.9829, norm 0.0841, swav 0.0000 LR: 1.344e-02 Score 98.462 Data time: 0.1938, Forward time: 2.3215, Backward time: 3.1102, DDP time: 0.0036, Total iter time: 6.0454 [2020-11-08 19:40:06,531][root][INFO] - ===> Epoch[1486](4462/3): Loss -0.8464, Sem 0.0479, dir -0.9859, norm 0.0916, swav 0.0000 LR: 1.342e-02 Score 98.254 Data time: 0.1795, Forward time: 2.3204, Backward time: 3.1101, DDP time: 0.0036, Total iter time: 5.1733 [2020-11-08 19:40:11,677][root][INFO] - ===> Epoch[1487](4463/3): Loss -0.8564, Sem 0.0405, dir -0.9851, norm 0.0881, swav 0.0000 LR: 1.340e-02 Score 98.511 Data time: 0.2356, Forward time: 2.3208, Backward time: 3.1084, DDP time: 0.0036, Total iter time: 5.0386 [2020-11-08 19:40:17,266][root][INFO] - ===> Epoch[1487](4464/3): Loss -0.8561, Sem 0.0414, dir -0.9856, norm 0.0880, swav 0.0000 LR: 1.338e-02 Score 98.488 Data time: 0.2138, Forward time: 2.3204, Backward time: 3.1080, DDP time: 0.0036, Total iter time: 5.4651 [2020-11-08 19:40:22,510][root][INFO] - ===> Epoch[1487](4465/3): Loss -0.8536, Sem 0.0448, dir -0.9862, norm 0.0878, swav 0.0000 LR: 1.335e-02 Score 98.348 Data time: 0.2482, Forward time: 2.3210, Backward time: 3.1060, DDP time: 0.0036, Total iter time: 5.1231 [2020-11-08 19:40:27,378][root][INFO] - ===> Epoch[1488](4466/3): Loss -0.8519, Sem 0.0446, dir -0.9860, norm 0.0895, swav 0.0000 LR: 1.333e-02 Score 98.344 Data time: 0.2140, Forward time: 2.3214, Backward time: 3.1037, DDP time: 0.0036, Total iter time: 4.7434 [2020-11-08 19:40:32,408][root][INFO] - ===> Epoch[1488](4467/3): Loss -0.8586, Sem 0.0392, dir -0.9837, norm 0.0858, swav 0.0000 LR: 1.331e-02 Score 98.571 Data time: 0.1749, Forward time: 2.3202, Backward time: 3.1032, DDP time: 0.0036, Total iter time: 4.9040 [2020-11-08 19:40:37,973][root][INFO] - ===> Epoch[1488](4468/3): Loss -0.8521, Sem 0.0427, dir -0.9826, norm 0.0878, swav 0.0000 LR: 1.329e-02 Score 98.452 Data time: 0.2355, Forward time: 2.3207, Backward time: 3.1022, DDP time: 0.0036, Total iter time: 5.4770 [2020-11-08 19:40:44,314][root][INFO] - ===> Epoch[1489](4469/3): Loss -0.8469, Sem 0.0463, dir -0.9866, norm 0.0934, swav 0.0000 LR: 1.326e-02 Score 98.278 Data time: 0.2775, Forward time: 2.3225, Backward time: 3.1015, DDP time: 0.0036, Total iter time: 6.2201 [2020-11-08 19:40:49,427][root][INFO] - ===> Epoch[1489](4470/3): Loss -0.8564, Sem 0.0432, dir -0.9856, norm 0.0860, swav 0.0000 LR: 1.324e-02 Score 98.387 Data time: 0.1920, Forward time: 2.3220, Backward time: 3.1005, DDP time: 0.0036, Total iter time: 4.9925 [2020-11-08 19:40:55,299][root][INFO] - ===> Epoch[1489](4471/3): Loss -0.8582, Sem 0.0395, dir -0.9869, norm 0.0892, swav 0.0000 LR: 1.322e-02 Score 98.531 Data time: 0.2272, Forward time: 2.3226, Backward time: 3.1001, DDP time: 0.0036, Total iter time: 5.7755 [2020-11-08 19:41:00,720][root][INFO] - ===> Epoch[1490](4472/3): Loss -0.8522, Sem 0.0464, dir -0.9855, norm 0.0870, swav 0.0000 LR: 1.320e-02 Score 98.295 Data time: 0.2307, Forward time: 2.3226, Backward time: 3.0992, DDP time: 0.0036, Total iter time: 5.2912 [2020-11-08 19:41:06,726][root][INFO] - ===> Epoch[1490](4473/3): Loss -0.8484, Sem 0.0478, dir -0.9835, norm 0.0873, swav 0.0000 LR: 1.317e-02 Score 98.256 Data time: 0.1572, Forward time: 2.3213, Backward time: 3.1009, DDP time: 0.0036, Total iter time: 5.9135 [2020-11-08 19:41:12,842][root][INFO] - ===> Epoch[1490](4474/3): Loss -0.8524, Sem 0.0438, dir -0.9839, norm 0.0877, swav 0.0000 LR: 1.315e-02 Score 98.388 Data time: 0.2145, Forward time: 2.3207, Backward time: 3.1022, DDP time: 0.0036, Total iter time: 6.0494 [2020-11-08 19:41:20,179][root][INFO] - ===> Epoch[1491](4475/3): Loss -0.8538, Sem 0.0433, dir -0.9858, norm 0.0888, swav 0.0000 LR: 1.313e-02 Score 98.418 Data time: 0.1196, Forward time: 2.3185, Backward time: 3.1079, DDP time: 0.0036, Total iter time: 7.2455 [2020-11-08 19:41:25,447][root][INFO] - ===> Epoch[1491](4476/3): Loss -0.8493, Sem 0.0446, dir -0.9839, norm 0.0899, swav 0.0000 LR: 1.311e-02 Score 98.342 Data time: 0.2157, Forward time: 2.3188, Backward time: 3.1067, DDP time: 0.0036, Total iter time: 5.2293 [2020-11-08 19:41:31,134][root][INFO] - ===> Epoch[1491](4477/3): Loss -0.8508, Sem 0.0471, dir -0.9850, norm 0.0871, swav 0.0000 LR: 1.308e-02 Score 98.277 Data time: 0.1984, Forward time: 2.3179, Backward time: 3.1072, DDP time: 0.0036, Total iter time: 5.5910 [2020-11-08 19:41:36,937][root][INFO] - ===> Epoch[1492](4478/3): Loss -0.8480, Sem 0.0416, dir -0.9859, norm 0.0962, swav 0.0000 LR: 1.306e-02 Score 98.488 Data time: 0.2253, Forward time: 2.3185, Backward time: 3.1067, DDP time: 0.0036, Total iter time: 5.7290 [2020-11-08 19:41:42,747][root][INFO] - ===> Epoch[1492](4479/3): Loss -0.8628, Sem 0.0411, dir -0.9881, norm 0.0843, swav 0.0000 LR: 1.304e-02 Score 98.472 Data time: 0.2070, Forward time: 2.3182, Backward time: 3.1069, DDP time: 0.0036, Total iter time: 5.7063 [2020-11-08 19:41:47,722][root][INFO] - ===> Epoch[1492](4480/3): Loss -0.8509, Sem 0.0439, dir -0.9838, norm 0.0890, swav 0.0000 LR: 1.302e-02 Score 98.382 Data time: 0.2171, Forward time: 2.3186, Backward time: 3.1049, DDP time: 0.0036, Total iter time: 4.8818 [2020-11-08 19:41:53,852][root][INFO] - ===> Epoch[1493](4481/3): Loss -0.8586, Sem 0.0408, dir -0.9862, norm 0.0868, swav 0.0000 LR: 1.299e-02 Score 98.484 Data time: 0.1822, Forward time: 2.3178, Backward time: 3.1063, DDP time: 0.0036, Total iter time: 5.9975 [2020-11-08 19:41:58,653][root][INFO] - ===> Epoch[1493](4482/3): Loss -0.8426, Sem 0.0479, dir -0.9830, norm 0.0926, swav 0.0000 LR: 1.297e-02 Score 98.246 Data time: 0.2009, Forward time: 2.3178, Backward time: 3.1041, DDP time: 0.0036, Total iter time: 4.6955 [2020-11-08 19:42:04,271][root][INFO] - ===> Epoch[1493](4483/3): Loss -0.8617, Sem 0.0406, dir -0.9878, norm 0.0855, swav 0.0000 LR: 1.295e-02 Score 98.481 Data time: 0.1530, Forward time: 2.3162, Backward time: 3.1052, DDP time: 0.0036, Total iter time: 5.4848 [2020-11-08 19:42:09,641][root][INFO] - ===> Epoch[1494](4484/3): Loss -0.8593, Sem 0.0425, dir -0.9860, norm 0.0842, swav 0.0000 LR: 1.293e-02 Score 98.421 Data time: 0.1598, Forward time: 2.3146, Backward time: 3.1059, DDP time: 0.0036, Total iter time: 5.2885 [2020-11-08 19:42:16,479][root][INFO] - ===> Epoch[1494](4485/3): Loss -0.8521, Sem 0.0404, dir -0.9840, norm 0.0914, swav 0.0000 LR: 1.290e-02 Score 98.509 Data time: 0.2173, Forward time: 2.3147, Backward time: 3.1079, DDP time: 0.0036, Total iter time: 6.7301 [2020-11-08 19:42:21,967][root][INFO] - ===> Epoch[1494](4486/3): Loss -0.8518, Sem 0.0444, dir -0.9852, norm 0.0890, swav 0.0000 LR: 1.288e-02 Score 98.378 Data time: 0.2750, Forward time: 2.3157, Backward time: 3.1062, DDP time: 0.0036, Total iter time: 5.3576 [2020-11-08 19:42:28,133][root][INFO] - ===> Epoch[1495](4487/3): Loss -0.8531, Sem 0.0453, dir -0.9841, norm 0.0856, swav 0.0000 LR: 1.286e-02 Score 98.307 Data time: 0.1827, Forward time: 2.3154, Backward time: 3.1072, DDP time: 0.0036, Total iter time: 6.0400 [2020-11-08 19:42:32,991][root][INFO] - ===> Epoch[1495](4488/3): Loss -0.8486, Sem 0.0410, dir -0.9833, norm 0.0937, swav 0.0000 LR: 1.284e-02 Score 98.514 Data time: 0.2222, Forward time: 2.3156, Backward time: 3.1050, DDP time: 0.0036, Total iter time: 4.7374 [2020-11-08 19:42:37,663][root][INFO] - ===> Epoch[1495](4489/3): Loss -0.8475, Sem 0.0453, dir -0.9854, norm 0.0927, swav 0.0000 LR: 1.281e-02 Score 98.322 Data time: 0.1846, Forward time: 2.3151, Backward time: 3.1033, DDP time: 0.0036, Total iter time: 4.5642 [2020-11-08 19:42:43,195][root][INFO] - ===> Epoch[1496](4490/3): Loss -0.8618, Sem 0.0435, dir -0.9870, norm 0.0817, swav 0.0000 LR: 1.279e-02 Score 98.394 Data time: 0.1675, Forward time: 2.3141, Backward time: 3.1038, DDP time: 0.0036, Total iter time: 5.4264 [2020-11-08 19:42:48,864][root][INFO] - ===> Epoch[1496](4491/3): Loss -0.8589, Sem 0.0439, dir -0.9865, norm 0.0837, swav 0.0000 LR: 1.277e-02 Score 98.351 Data time: 0.2201, Forward time: 2.3145, Backward time: 3.1031, DDP time: 0.0036, Total iter time: 5.5745 [2020-11-08 19:42:54,251][root][INFO] - ===> Epoch[1496](4492/3): Loss -0.8563, Sem 0.0408, dir -0.9852, norm 0.0881, swav 0.0000 LR: 1.275e-02 Score 98.521 Data time: 0.1491, Forward time: 2.3132, Backward time: 3.1037, DDP time: 0.0036, Total iter time: 5.2700 [2020-11-08 19:42:59,358][root][INFO] - ===> Epoch[1497](4493/3): Loss -0.8586, Sem 0.0387, dir -0.9827, norm 0.0854, swav 0.0000 LR: 1.272e-02 Score 98.571 Data time: 0.2413, Forward time: 2.3137, Backward time: 3.1018, DDP time: 0.0036, Total iter time: 5.0280 [2020-11-08 19:43:04,970][root][INFO] - ===> Epoch[1497](4494/3): Loss -0.8549, Sem 0.0445, dir -0.9864, norm 0.0871, swav 0.0000 LR: 1.270e-02 Score 98.362 Data time: 0.3067, Forward time: 2.3149, Backward time: 3.1002, DDP time: 0.0036, Total iter time: 5.4893 [2020-11-08 19:43:10,690][root][INFO] - ===> Epoch[1497](4495/3): Loss -0.8468, Sem 0.0428, dir -0.9839, norm 0.0943, swav 0.0000 LR: 1.268e-02 Score 98.386 Data time: 0.2731, Forward time: 2.3162, Backward time: 3.0987, DDP time: 0.0036, Total iter time: 5.5947 [2020-11-08 19:43:19,078][root][INFO] - ===> Epoch[1498](4496/3): Loss -0.8519, Sem 0.0408, dir -0.9858, norm 0.0931, swav 0.0000 LR: 1.265e-02 Score 98.518 Data time: 0.2846, Forward time: 2.3165, Backward time: 3.1032, DDP time: 0.0036, Total iter time: 8.2627 [2020-11-08 19:43:25,287][root][INFO] - ===> Epoch[1498](4497/3): Loss -0.8579, Sem 0.0417, dir -0.9850, norm 0.0853, swav 0.0000 LR: 1.263e-02 Score 98.458 Data time: 0.1870, Forward time: 2.3160, Backward time: 3.1044, DDP time: 0.0036, Total iter time: 6.1138 [2020-11-08 19:43:30,372][root][INFO] - ===> Epoch[1498](4498/3): Loss -0.8481, Sem 0.0482, dir -0.9860, norm 0.0898, swav 0.0000 LR: 1.261e-02 Score 98.199 Data time: 0.1887, Forward time: 2.3156, Backward time: 3.1035, DDP time: 0.0036, Total iter time: 5.0007 [2020-11-08 19:43:36,069][root][INFO] - ===> Epoch[1499](4499/3): Loss -0.8501, Sem 0.0433, dir -0.9827, norm 0.0892, swav 0.0000 LR: 1.259e-02 Score 98.418 Data time: 0.1527, Forward time: 2.3143, Backward time: 3.1045, DDP time: 0.0036, Total iter time: 5.5726 [2020-11-08 19:43:42,428][root][INFO] - ===> Epoch[1499](4500/3): Loss -0.8624, Sem 0.0390, dir -0.9872, norm 0.0858, swav 0.0000 LR: 1.256e-02 Score 98.559 Data time: 0.1698, Forward time: 2.3131, Backward time: 3.1068, DDP time: 0.0036, Total iter time: 6.2512 [2020-11-08 19:43:43,072][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 19:43:43,250][root][INFO] - ===> Start testing [2020-11-08 19:45:11,910][root][INFO] - 101/312: Data time: 0.0045, Iter time: 0.2014 Loss 0.085 (AVG: 1.089) Score 97.803 (AVG: 84.352) mIOU 58.980 mAP 68.516 mAcc 68.802 IOU: 80.038 95.292 42.211 75.534 88.813 79.951 58.774 48.396 34.560 70.842 30.496 46.446 47.502 46.797 42.985 54.771 80.059 41.969 86.774 27.381 mAP: 78.123 94.626 57.604 70.711 87.839 84.193 62.550 63.293 55.818 65.567 40.402 46.725 60.434 53.748 54.838 86.941 92.069 80.418 85.869 48.547 mAcc: 94.914 99.105 57.132 78.768 96.547 90.240 70.424 59.411 45.644 74.618 41.428 59.844 80.210 53.275 46.920 63.456 90.036 49.062 91.820 33.195 [2020-11-08 19:46:47,407][root][INFO] - 201/312: Data time: 0.0053, Iter time: 0.2508 Loss 0.258 (AVG: 1.181) Score 94.122 (AVG: 83.983) mIOU 59.133 mAP 68.027 mAcc 68.832 IOU: 77.635 95.577 46.834 71.747 88.166 79.915 60.229 48.131 41.446 72.290 24.998 54.969 47.499 45.306 37.153 56.382 79.894 44.881 84.837 24.778 mAP: 76.920 94.661 58.813 74.971 87.859 81.074 63.878 62.501 56.248 58.386 41.257 49.169 59.187 56.325 46.894 87.877 92.006 77.020 83.354 52.148 mAcc: 94.885 98.950 59.045 79.714 94.678 90.094 73.515 58.922 50.801 76.224 31.356 63.962 80.032 52.015 45.608 65.595 91.213 51.543 90.222 28.263 [2020-11-08 19:48:35,342][root][INFO] - 301/312: Data time: 0.0056, Iter time: 0.4020 Loss 0.192 (AVG: 1.161) Score 95.649 (AVG: 84.182) mIOU 59.203 mAP 67.297 mAcc 68.951 IOU: 77.691 95.673 46.535 69.832 87.463 80.665 63.079 49.453 43.388 72.889 21.751 56.559 46.282 53.956 34.298 52.415 76.216 46.467 84.387 25.062 mAP: 76.476 94.891 55.612 70.469 86.882 81.273 65.045 60.605 56.866 57.539 37.655 53.925 60.397 58.442 42.447 85.779 92.870 75.816 81.447 51.507 mAcc: 94.976 98.838 57.034 77.886 94.982 89.344 74.236 61.204 52.983 76.614 27.939 66.237 78.378 61.470 39.994 62.399 92.156 53.785 89.844 28.730 [2020-11-08 19:48:43,391][root][INFO] - 312/312: Data time: 0.0036, Iter time: 0.3269 Loss 0.896 (AVG: 1.148) Score 82.526 (AVG: 84.291) mIOU 59.376 mAP 67.524 mAcc 69.221 IOU: 77.843 95.722 47.266 69.832 87.489 80.716 63.090 49.655 43.505 72.505 22.118 56.223 45.836 53.791 35.467 53.648 76.110 47.111 84.372 25.212 mAP: 76.798 94.932 56.241 70.469 87.065 81.497 65.073 60.949 56.765 57.539 39.037 53.260 60.397 58.442 43.583 85.812 93.085 75.744 81.961 51.840 mAcc: 95.013 98.848 57.862 77.886 95.046 89.187 74.072 61.367 53.150 76.614 28.370 65.804 78.378 61.470 41.784 63.892 92.439 54.345 90.099 28.802 [2020-11-08 19:48:43,392][root][INFO] - Finished test. Elapsed time: 300.1405 [2020-11-08 19:48:54,810][root][INFO] - [2020-11-08 19:48:54,810][root][INFO] - ################################################################ [2020-11-08 19:48:54,810][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 19:48:54,810][root][INFO] - ################################################################ [2020-11-08 19:48:54,810][root][INFO] - cabinet : 0.150 0.316 0.526 [2020-11-08 19:48:54,810][root][INFO] - bed : 0.334 0.665 0.784 [2020-11-08 19:48:54,811][root][INFO] - chair : 0.698 0.854 0.898 [2020-11-08 19:48:54,811][root][INFO] - sofa : 0.401 0.670 0.841 [2020-11-08 19:48:54,811][root][INFO] - table : 0.383 0.565 0.673 [2020-11-08 19:48:54,811][root][INFO] - door : 0.185 0.363 0.488 [2020-11-08 19:48:54,811][root][INFO] - window : 0.092 0.211 0.405 [2020-11-08 19:48:54,811][root][INFO] - bookshelf : 0.142 0.400 0.667 [2020-11-08 19:48:54,811][root][INFO] - picture : 0.116 0.187 0.285 [2020-11-08 19:48:54,811][root][INFO] - counter : 0.034 0.134 0.515 [2020-11-08 19:48:54,811][root][INFO] - desk : 0.039 0.143 0.438 [2020-11-08 19:48:54,811][root][INFO] - curtain : 0.112 0.222 0.372 [2020-11-08 19:48:54,811][root][INFO] - refrigerator : 0.224 0.295 0.348 [2020-11-08 19:48:54,811][root][INFO] - shower curtain : 0.338 0.593 0.593 [2020-11-08 19:48:54,811][root][INFO] - toilet : 0.779 0.896 0.973 [2020-11-08 19:48:54,811][root][INFO] - sink : 0.173 0.445 0.740 [2020-11-08 19:48:54,811][root][INFO] - bathtub : 0.619 0.772 0.871 [2020-11-08 19:48:54,811][root][INFO] - otherfurniture : 0.256 0.384 0.480 [2020-11-08 19:48:54,811][root][INFO] - ---------------------------------------------------------------- [2020-11-08 19:48:54,811][root][INFO] - average : 0.282 0.451 0.605 [2020-11-08 19:48:54,811][root][INFO] - [2020-11-08 19:48:55,040][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 19:48:55,721][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 19:48:55,920][root][INFO] - Current best mIoU: 59.376 at iter 4500 [2020-11-08 19:49:00,566][root][INFO] - ===> Epoch[1499](4501/3): Loss -0.8508, Sem 0.0453, dir -0.9858, norm 0.0897, swav 0.0000 LR: 1.254e-02 Score 98.365 Data time: 0.2338, Forward time: 2.3131, Backward time: 3.1047, DDP time: 0.0036, Total iter time: 4.6400 [2020-11-08 19:49:06,169][root][INFO] - ===> Epoch[1500](4502/3): Loss -0.8564, Sem 0.0410, dir -0.9842, norm 0.0868, swav 0.0000 LR: 1.252e-02 Score 98.488 Data time: 0.2031, Forward time: 2.3130, Backward time: 3.1044, DDP time: 0.0036, Total iter time: 5.4944 [2020-11-08 19:49:11,981][root][INFO] - ===> Epoch[1500](4503/3): Loss -0.8475, Sem 0.0421, dir -0.9833, norm 0.0937, swav 0.0000 LR: 1.250e-02 Score 98.448 Data time: 0.2300, Forward time: 2.3131, Backward time: 3.1043, DDP time: 0.0036, Total iter time: 5.6862 [2020-11-08 19:49:18,045][root][INFO] - ===> Epoch[1500](4504/3): Loss -0.8574, Sem 0.0409, dir -0.9853, norm 0.0870, swav 0.0000 LR: 1.247e-02 Score 98.518 Data time: 0.2869, Forward time: 2.3144, Backward time: 3.1033, DDP time: 0.0036, Total iter time: 5.9554 [2020-11-08 19:49:23,606][root][INFO] - ===> Epoch[1501](4505/3): Loss -0.8540, Sem 0.0477, dir -0.9868, norm 0.0850, swav 0.0000 LR: 1.245e-02 Score 98.205 Data time: 0.2787, Forward time: 2.3155, Backward time: 3.1017, DDP time: 0.0036, Total iter time: 5.4410 [2020-11-08 19:49:28,823][root][INFO] - ===> Epoch[1501](4506/3): Loss -0.8475, Sem 0.0418, dir -0.9831, norm 0.0938, swav 0.0000 LR: 1.243e-02 Score 98.455 Data time: 0.2010, Forward time: 2.3149, Backward time: 3.1011, DDP time: 0.0036, Total iter time: 5.1014 [2020-11-08 19:49:34,511][root][INFO] - ===> Epoch[1501](4507/3): Loss -0.8585, Sem 0.0440, dir -0.9871, norm 0.0847, swav 0.0000 LR: 1.241e-02 Score 98.363 Data time: 0.2386, Forward time: 2.3159, Backward time: 3.1000, DDP time: 0.0036, Total iter time: 5.5990 [2020-11-08 19:49:40,590][root][INFO] - ===> Epoch[1502](4508/3): Loss -0.8567, Sem 0.0422, dir -0.9853, norm 0.0864, swav 0.0000 LR: 1.238e-02 Score 98.444 Data time: 0.1920, Forward time: 2.3148, Backward time: 3.1014, DDP time: 0.0036, Total iter time: 5.9474 [2020-11-08 19:49:46,303][root][INFO] - ===> Epoch[1502](4509/3): Loss -0.8547, Sem 0.0441, dir -0.9840, norm 0.0852, swav 0.0000 LR: 1.236e-02 Score 98.362 Data time: 0.1476, Forward time: 2.3132, Backward time: 3.1029, DDP time: 0.0036, Total iter time: 5.6304 [2020-11-08 19:49:52,237][root][INFO] - ===> Epoch[1502](4510/3): Loss -0.8515, Sem 0.0415, dir -0.9857, norm 0.0927, swav 0.0000 LR: 1.234e-02 Score 98.467 Data time: 0.2605, Forward time: 2.3140, Backward time: 3.1024, DDP time: 0.0036, Total iter time: 5.8413 [2020-11-08 19:49:59,103][root][INFO] - ===> Epoch[1503](4511/3): Loss -0.8511, Sem 0.0436, dir -0.9853, norm 0.0906, swav 0.0000 LR: 1.231e-02 Score 98.386 Data time: 0.2369, Forward time: 2.3147, Backward time: 3.1037, DDP time: 0.0036, Total iter time: 6.7258 [2020-11-08 19:50:04,763][root][INFO] - ===> Epoch[1503](4512/3): Loss -0.8669, Sem 0.0391, dir -0.9877, norm 0.0816, swav 0.0000 LR: 1.229e-02 Score 98.556 Data time: 0.2045, Forward time: 2.3144, Backward time: 3.1037, DDP time: 0.0036, Total iter time: 5.5400 [2020-11-08 19:50:11,210][root][INFO] - ===> Epoch[1503](4513/3): Loss -0.8530, Sem 0.0437, dir -0.9840, norm 0.0873, swav 0.0000 LR: 1.227e-02 Score 98.407 Data time: 0.3173, Forward time: 2.3162, Backward time: 3.1029, DDP time: 0.0036, Total iter time: 6.3303 [2020-11-08 19:50:17,239][root][INFO] - ===> Epoch[1504](4514/3): Loss -0.8464, Sem 0.0442, dir -0.9848, norm 0.0942, swav 0.0000 LR: 1.225e-02 Score 98.404 Data time: 0.1239, Forward time: 2.3145, Backward time: 3.1052, DDP time: 0.0036, Total iter time: 5.8933 [2020-11-08 19:50:22,514][root][INFO] - ===> Epoch[1504](4515/3): Loss -0.8534, Sem 0.0430, dir -0.9847, norm 0.0883, swav 0.0000 LR: 1.222e-02 Score 98.405 Data time: 0.2360, Forward time: 2.3150, Backward time: 3.1039, DDP time: 0.0036, Total iter time: 5.1969 [2020-11-08 19:50:28,018][root][INFO] - ===> Epoch[1504](4516/3): Loss -0.8537, Sem 0.0435, dir -0.9843, norm 0.0871, swav 0.0000 LR: 1.220e-02 Score 98.420 Data time: 0.2064, Forward time: 2.3142, Backward time: 3.1040, DDP time: 0.0036, Total iter time: 5.3964 [2020-11-08 19:50:34,035][root][INFO] - ===> Epoch[1505](4517/3): Loss -0.8474, Sem 0.0455, dir -0.9845, norm 0.0917, swav 0.0000 LR: 1.218e-02 Score 98.323 Data time: 0.1985, Forward time: 2.3138, Backward time: 3.1047, DDP time: 0.0036, Total iter time: 5.9243 [2020-11-08 19:50:40,214][root][INFO] - ===> Epoch[1505](4518/3): Loss -0.8685, Sem 0.0371, dir -0.9855, norm 0.0798, swav 0.0000 LR: 1.216e-02 Score 98.647 Data time: 0.1930, Forward time: 2.3136, Backward time: 3.1057, DDP time: 0.0036, Total iter time: 6.0852 [2020-11-08 19:50:45,912][root][INFO] - ===> Epoch[1505](4519/3): Loss -0.8559, Sem 0.0442, dir -0.9861, norm 0.0861, swav 0.0000 LR: 1.213e-02 Score 98.398 Data time: 0.2164, Forward time: 2.3136, Backward time: 3.1054, DDP time: 0.0036, Total iter time: 5.5803 [2020-11-08 19:50:51,270][root][INFO] - ===> Epoch[1506](4520/3): Loss -0.8502, Sem 0.0461, dir -0.9853, norm 0.0889, swav 0.0000 LR: 1.211e-02 Score 98.303 Data time: 0.2590, Forward time: 2.3143, Backward time: 3.1036, DDP time: 0.0036, Total iter time: 5.2279 [2020-11-08 19:50:56,556][root][INFO] - ===> Epoch[1506](4521/3): Loss -0.8540, Sem 0.0459, dir -0.9853, norm 0.0854, swav 0.0000 LR: 1.209e-02 Score 98.309 Data time: 0.2434, Forward time: 2.3152, Backward time: 3.1018, DDP time: 0.0036, Total iter time: 5.1683 [2020-11-08 19:51:01,843][root][INFO] - ===> Epoch[1506](4522/3): Loss -0.8540, Sem 0.0430, dir -0.9856, norm 0.0886, swav 0.0000 LR: 1.206e-02 Score 98.397 Data time: 0.1729, Forward time: 2.3141, Backward time: 3.1019, DDP time: 0.0036, Total iter time: 5.1731 [2020-11-08 19:51:08,184][root][INFO] - ===> Epoch[1507](4523/3): Loss -0.8603, Sem 0.0381, dir -0.9864, norm 0.0880, swav 0.0000 LR: 1.204e-02 Score 98.591 Data time: 0.3116, Forward time: 2.3158, Backward time: 3.1012, DDP time: 0.0036, Total iter time: 6.2791 [2020-11-08 19:51:13,710][root][INFO] - ===> Epoch[1507](4524/3): Loss -0.8498, Sem 0.0485, dir -0.9862, norm 0.0878, swav 0.0000 LR: 1.202e-02 Score 98.188 Data time: 0.2001, Forward time: 2.3158, Backward time: 3.1006, DDP time: 0.0036, Total iter time: 5.4231 [2020-11-08 19:51:19,097][root][INFO] - ===> Epoch[1507](4525/3): Loss -0.8558, Sem 0.0403, dir -0.9833, norm 0.0873, swav 0.0000 LR: 1.200e-02 Score 98.524 Data time: 0.2420, Forward time: 2.3166, Backward time: 3.0991, DDP time: 0.0036, Total iter time: 5.2818 [2020-11-08 19:51:24,717][root][INFO] - ===> Epoch[1508](4526/3): Loss -0.8414, Sem 0.0477, dir -0.9845, norm 0.0954, swav 0.0000 LR: 1.197e-02 Score 98.238 Data time: 0.1846, Forward time: 2.3161, Backward time: 3.0993, DDP time: 0.0036, Total iter time: 5.5184 [2020-11-08 19:51:30,736][root][INFO] - ===> Epoch[1508](4527/3): Loss -0.8558, Sem 0.0400, dir -0.9839, norm 0.0881, swav 0.0000 LR: 1.195e-02 Score 98.533 Data time: 0.1999, Forward time: 2.3160, Backward time: 3.0998, DDP time: 0.0036, Total iter time: 5.9348 [2020-11-08 19:51:36,534][root][INFO] - ===> Epoch[1508](4528/3): Loss -0.8535, Sem 0.0405, dir -0.9866, norm 0.0925, swav 0.0000 LR: 1.193e-02 Score 98.471 Data time: 0.1664, Forward time: 2.3152, Backward time: 3.1006, DDP time: 0.0036, Total iter time: 5.6814 [2020-11-08 19:51:41,312][root][INFO] - ===> Epoch[1509](4529/3): Loss -0.8532, Sem 0.0427, dir -0.9846, norm 0.0887, swav 0.0000 LR: 1.191e-02 Score 98.441 Data time: 0.1655, Forward time: 2.3141, Backward time: 3.0999, DDP time: 0.0036, Total iter time: 4.6651 [2020-11-08 19:51:47,568][root][INFO] - ===> Epoch[1509](4530/3): Loss -0.8495, Sem 0.0448, dir -0.9850, norm 0.0906, swav 0.0000 LR: 1.188e-02 Score 98.352 Data time: 0.1647, Forward time: 2.3130, Backward time: 3.1018, DDP time: 0.0036, Total iter time: 6.1749 [2020-11-08 19:51:53,222][root][INFO] - ===> Epoch[1509](4531/3): Loss -0.8580, Sem 0.0419, dir -0.9849, norm 0.0850, swav 0.0000 LR: 1.186e-02 Score 98.451 Data time: 0.1715, Forward time: 2.3121, Backward time: 3.1024, DDP time: 0.0036, Total iter time: 5.5550 [2020-11-08 19:52:00,126][root][INFO] - ===> Epoch[1510](4532/3): Loss -0.8534, Sem 0.0454, dir -0.9863, norm 0.0875, swav 0.0000 LR: 1.184e-02 Score 98.318 Data time: 0.2254, Forward time: 2.3123, Backward time: 3.1040, DDP time: 0.0036, Total iter time: 6.7927 [2020-11-08 19:52:05,577][root][INFO] - ===> Epoch[1510](4533/3): Loss -0.8505, Sem 0.0421, dir -0.9870, norm 0.0943, swav 0.0000 LR: 1.181e-02 Score 98.457 Data time: 0.1719, Forward time: 2.3117, Backward time: 3.1040, DDP time: 0.0036, Total iter time: 5.3215 [2020-11-08 19:52:10,775][root][INFO] - ===> Epoch[1510](4534/3): Loss -0.8497, Sem 0.0469, dir -0.9850, norm 0.0884, swav 0.0000 LR: 1.179e-02 Score 98.258 Data time: 0.1686, Forward time: 2.3106, Backward time: 3.1040, DDP time: 0.0036, Total iter time: 5.1140 [2020-11-08 19:52:17,460][root][INFO] - ===> Epoch[1511](4535/3): Loss -0.8578, Sem 0.0400, dir -0.9841, norm 0.0864, swav 0.0000 LR: 1.177e-02 Score 98.527 Data time: 0.2934, Forward time: 2.3117, Backward time: 3.1046, DDP time: 0.0036, Total iter time: 6.6051 [2020-11-08 19:52:24,343][root][INFO] - ===> Epoch[1511](4536/3): Loss -0.8611, Sem 0.0426, dir -0.9870, norm 0.0833, swav 0.0000 LR: 1.175e-02 Score 98.431 Data time: 0.2060, Forward time: 2.3119, Backward time: 3.1062, DDP time: 0.0036, Total iter time: 6.7598 [2020-11-08 19:52:30,580][root][INFO] - ===> Epoch[1511](4537/3): Loss -0.8448, Sem 0.0481, dir -0.9834, norm 0.0906, swav 0.0000 LR: 1.172e-02 Score 98.241 Data time: 0.2222, Forward time: 2.3113, Backward time: 3.1073, DDP time: 0.0036, Total iter time: 6.1089 [2020-11-08 19:52:35,473][root][INFO] - ===> Epoch[1512](4538/3): Loss -0.8641, Sem 0.0373, dir -0.9875, norm 0.0861, swav 0.0000 LR: 1.170e-02 Score 98.632 Data time: 0.1790, Forward time: 2.3104, Backward time: 3.1067, DDP time: 0.0036, Total iter time: 4.7941 [2020-11-08 19:52:41,538][root][INFO] - ===> Epoch[1512](4539/3): Loss -0.8447, Sem 0.0476, dir -0.9833, norm 0.0910, swav 0.0000 LR: 1.168e-02 Score 98.223 Data time: 0.2715, Forward time: 2.3115, Backward time: 3.1060, DDP time: 0.0036, Total iter time: 5.9627 [2020-11-08 19:52:48,197][root][INFO] - ===> Epoch[1512](4540/3): Loss -0.8539, Sem 0.0421, dir -0.9864, norm 0.0904, swav 0.0000 LR: 1.165e-02 Score 98.461 Data time: 0.2131, Forward time: 2.3115, Backward time: 3.1074, DDP time: 0.0036, Total iter time: 6.5149 [2020-11-08 19:52:54,741][root][INFO] - ===> Epoch[1513](4541/3): Loss -0.8616, Sem 0.0421, dir -0.9852, norm 0.0816, swav 0.0000 LR: 1.163e-02 Score 98.428 Data time: 0.2202, Forward time: 2.3117, Backward time: 3.1084, DDP time: 0.0036, Total iter time: 6.4413 [2020-11-08 19:52:59,995][root][INFO] - ===> Epoch[1513](4542/3): Loss -0.8538, Sem 0.0428, dir -0.9853, norm 0.0887, swav 0.0000 LR: 1.161e-02 Score 98.419 Data time: 0.2303, Forward time: 2.3115, Backward time: 3.1076, DDP time: 0.0036, Total iter time: 5.1410 [2020-11-08 19:53:05,075][root][INFO] - ===> Epoch[1513](4543/3): Loss -0.8595, Sem 0.0401, dir -0.9861, norm 0.0865, swav 0.0000 LR: 1.159e-02 Score 98.501 Data time: 0.2211, Forward time: 2.3115, Backward time: 3.1061, DDP time: 0.0036, Total iter time: 4.9601 [2020-11-08 19:53:10,616][root][INFO] - ===> Epoch[1514](4544/3): Loss -0.8611, Sem 0.0433, dir -0.9866, norm 0.0822, swav 0.0000 LR: 1.156e-02 Score 98.396 Data time: 0.1884, Forward time: 2.3112, Backward time: 3.1060, DDP time: 0.0036, Total iter time: 5.4217 [2020-11-08 19:53:16,580][root][INFO] - ===> Epoch[1514](4545/3): Loss -0.8392, Sem 0.0449, dir -0.9813, norm 0.0972, swav 0.0000 LR: 1.154e-02 Score 98.335 Data time: 0.2362, Forward time: 2.3118, Backward time: 3.1056, DDP time: 0.0036, Total iter time: 5.8667 [2020-11-08 19:53:23,243][root][INFO] - ===> Epoch[1514](4546/3): Loss -0.8651, Sem 0.0400, dir -0.9863, norm 0.0812, swav 0.0000 LR: 1.152e-02 Score 98.504 Data time: 0.1881, Forward time: 2.3113, Backward time: 3.1076, DDP time: 0.0036, Total iter time: 6.5282 [2020-11-08 19:53:27,756][root][INFO] - ===> Epoch[1515](4547/3): Loss -0.8419, Sem 0.0483, dir -0.9835, norm 0.0934, swav 0.0000 LR: 1.149e-02 Score 98.246 Data time: 0.1991, Forward time: 2.3110, Backward time: 3.1055, DDP time: 0.0036, Total iter time: 4.3920 [2020-11-08 19:53:32,840][root][INFO] - ===> Epoch[1515](4548/3): Loss -0.8596, Sem 0.0405, dir -0.9856, norm 0.0855, swav 0.0000 LR: 1.147e-02 Score 98.489 Data time: 0.2028, Forward time: 2.3105, Backward time: 3.1048, DDP time: 0.0036, Total iter time: 4.9783 [2020-11-08 19:53:39,500][root][INFO] - ===> Epoch[1515](4549/3): Loss -0.8664, Sem 0.0389, dir -0.9874, norm 0.0821, swav 0.0000 LR: 1.145e-02 Score 98.564 Data time: 0.2855, Forward time: 2.3116, Backward time: 3.1051, DDP time: 0.0036, Total iter time: 6.5573 [2020-11-08 19:53:45,277][root][INFO] - ===> Epoch[1516](4550/3): Loss -0.8484, Sem 0.0440, dir -0.9851, norm 0.0927, swav 0.0000 LR: 1.143e-02 Score 98.371 Data time: 0.2617, Forward time: 2.3125, Backward time: 3.1041, DDP time: 0.0036, Total iter time: 5.6467 [2020-11-08 19:53:50,917][root][INFO] - ===> Epoch[1516](4551/3): Loss -0.8565, Sem 0.0448, dir -0.9876, norm 0.0863, swav 0.0000 LR: 1.140e-02 Score 98.316 Data time: 0.2060, Forward time: 2.3125, Backward time: 3.1039, DDP time: 0.0036, Total iter time: 5.5017 [2020-11-08 19:53:56,634][root][INFO] - ===> Epoch[1516](4552/3): Loss -0.8437, Sem 0.0424, dir -0.9812, norm 0.0951, swav 0.0000 LR: 1.138e-02 Score 98.434 Data time: 0.2099, Forward time: 2.3125, Backward time: 3.1035, DDP time: 0.0036, Total iter time: 5.5918 [2020-11-08 19:54:02,616][root][INFO] - ===> Epoch[1517](4553/3): Loss -0.8554, Sem 0.0419, dir -0.9854, norm 0.0881, swav 0.0000 LR: 1.136e-02 Score 98.517 Data time: 0.1367, Forward time: 2.3111, Backward time: 3.1051, DDP time: 0.0036, Total iter time: 5.8208 [2020-11-08 19:54:08,337][root][INFO] - ===> Epoch[1517](4554/3): Loss -0.8505, Sem 0.0442, dir -0.9860, norm 0.0913, swav 0.0000 LR: 1.133e-02 Score 98.382 Data time: 0.1739, Forward time: 2.3103, Backward time: 3.1056, DDP time: 0.0036, Total iter time: 5.6378 [2020-11-08 19:54:15,203][root][INFO] - ===> Epoch[1517](4555/3): Loss -0.8504, Sem 0.0440, dir -0.9837, norm 0.0893, swav 0.0000 LR: 1.131e-02 Score 98.391 Data time: 0.1810, Forward time: 2.3099, Backward time: 3.1080, DDP time: 0.0036, Total iter time: 6.7657 [2020-11-08 19:54:23,018][root][INFO] - ===> Epoch[1518](4556/3): Loss -0.8488, Sem 0.0445, dir -0.9850, norm 0.0917, swav 0.0000 LR: 1.129e-02 Score 98.359 Data time: 0.1830, Forward time: 2.3091, Backward time: 3.1121, DDP time: 0.0036, Total iter time: 7.7002 [2020-11-08 19:54:28,724][root][INFO] - ===> Epoch[1518](4557/3): Loss -0.8538, Sem 0.0439, dir -0.9858, norm 0.0881, swav 0.0000 LR: 1.126e-02 Score 98.360 Data time: 0.2490, Forward time: 2.3098, Backward time: 3.1114, DDP time: 0.0037, Total iter time: 5.6305 [2020-11-08 19:54:34,340][root][INFO] - ===> Epoch[1518](4558/3): Loss -0.8664, Sem 0.0371, dir -0.9857, norm 0.0822, swav 0.0000 LR: 1.124e-02 Score 98.630 Data time: 0.2775, Forward time: 2.3107, Backward time: 3.1099, DDP time: 0.0037, Total iter time: 5.4909 [2020-11-08 19:54:39,980][root][INFO] - ===> Epoch[1519](4559/3): Loss -0.8609, Sem 0.0412, dir -0.9855, norm 0.0835, swav 0.0000 LR: 1.122e-02 Score 98.477 Data time: 0.2814, Forward time: 2.3118, Backward time: 3.1085, DDP time: 0.0037, Total iter time: 5.5338 [2020-11-08 19:54:46,278][root][INFO] - ===> Epoch[1519](4560/3): Loss -0.8467, Sem 0.0440, dir -0.9834, norm 0.0927, swav 0.0000 LR: 1.120e-02 Score 98.380 Data time: 0.2330, Forward time: 2.3122, Backward time: 3.1087, DDP time: 0.0037, Total iter time: 6.1794 [2020-11-08 19:54:53,304][root][INFO] - ===> Epoch[1519](4561/3): Loss -0.8597, Sem 0.0434, dir -0.9866, norm 0.0836, swav 0.0000 LR: 1.117e-02 Score 98.420 Data time: 0.2124, Forward time: 2.3125, Backward time: 3.1105, DDP time: 0.0037, Total iter time: 6.8964 [2020-11-08 19:54:58,971][root][INFO] - ===> Epoch[1520](4562/3): Loss -0.8527, Sem 0.0407, dir -0.9846, norm 0.0912, swav 0.0000 LR: 1.115e-02 Score 98.517 Data time: 0.1776, Forward time: 2.3119, Backward time: 3.1109, DDP time: 0.0037, Total iter time: 5.5584 [2020-11-08 19:55:04,691][root][INFO] - ===> Epoch[1520](4563/3): Loss -0.8412, Sem 0.0476, dir -0.9826, norm 0.0938, swav 0.0000 LR: 1.113e-02 Score 98.244 Data time: 0.2054, Forward time: 2.3117, Backward time: 3.1109, DDP time: 0.0037, Total iter time: 5.6241 [2020-11-08 19:55:10,300][root][INFO] - ===> Epoch[1520](4564/3): Loss -0.8507, Sem 0.0413, dir -0.9858, norm 0.0938, swav 0.0000 LR: 1.110e-02 Score 98.487 Data time: 0.1862, Forward time: 2.3112, Backward time: 3.1111, DDP time: 0.0037, Total iter time: 5.4819 [2020-11-08 19:55:17,276][root][INFO] - ===> Epoch[1521](4565/3): Loss -0.8527, Sem 0.0429, dir -0.9862, norm 0.0906, swav 0.0000 LR: 1.108e-02 Score 98.400 Data time: 0.1780, Forward time: 2.3103, Backward time: 3.1140, DDP time: 0.0037, Total iter time: 6.8903 [2020-11-08 19:55:23,360][root][INFO] - ===> Epoch[1521](4566/3): Loss -0.8550, Sem 0.0414, dir -0.9832, norm 0.0868, swav 0.0000 LR: 1.106e-02 Score 98.488 Data time: 0.3111, Forward time: 2.3115, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 5.9978 [2020-11-08 19:55:29,844][root][INFO] - ===> Epoch[1521](4567/3): Loss -0.8665, Sem 0.0393, dir -0.9868, norm 0.0810, swav 0.0000 LR: 1.104e-02 Score 98.543 Data time: 0.3159, Forward time: 2.3133, Backward time: 3.1125, DDP time: 0.0037, Total iter time: 6.3694 [2020-11-08 19:55:35,241][root][INFO] - ===> Epoch[1522](4568/3): Loss -0.8646, Sem 0.0385, dir -0.9826, norm 0.0795, swav 0.0000 LR: 1.101e-02 Score 98.584 Data time: 0.1068, Forward time: 2.3115, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 5.2637 [2020-11-08 19:55:41,133][root][INFO] - ===> Epoch[1522](4569/3): Loss -0.8593, Sem 0.0433, dir -0.9871, norm 0.0846, swav 0.0000 LR: 1.099e-02 Score 98.402 Data time: 0.1998, Forward time: 2.3110, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 5.8065 [2020-11-08 19:55:47,252][root][INFO] - ===> Epoch[1522](4570/3): Loss -0.8499, Sem 0.0422, dir -0.9860, norm 0.0939, swav 0.0000 LR: 1.097e-02 Score 98.449 Data time: 0.1619, Forward time: 2.3101, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 6.0107 [2020-11-08 19:55:52,758][root][INFO] - ===> Epoch[1523](4571/3): Loss -0.8491, Sem 0.0477, dir -0.9848, norm 0.0881, swav 0.0000 LR: 1.094e-02 Score 98.232 Data time: 0.2365, Forward time: 2.3106, Backward time: 3.1146, DDP time: 0.0037, Total iter time: 5.4248 [2020-11-08 19:55:58,290][root][INFO] - ===> Epoch[1523](4572/3): Loss -0.8528, Sem 0.0423, dir -0.9844, norm 0.0894, swav 0.0000 LR: 1.092e-02 Score 98.440 Data time: 0.2194, Forward time: 2.3107, Backward time: 3.1140, DDP time: 0.0037, Total iter time: 5.4112 [2020-11-08 19:56:04,432][root][INFO] - ===> Epoch[1523](4573/3): Loss -0.8465, Sem 0.0456, dir -0.9860, norm 0.0940, swav 0.0000 LR: 1.090e-02 Score 98.323 Data time: 0.2455, Forward time: 2.3113, Backward time: 3.1140, DDP time: 0.0037, Total iter time: 6.0300 [2020-11-08 19:56:09,261][root][INFO] - ===> Epoch[1524](4574/3): Loss -0.8565, Sem 0.0464, dir -0.9866, norm 0.0837, swav 0.0000 LR: 1.087e-02 Score 98.301 Data time: 0.2216, Forward time: 2.3116, Backward time: 3.1120, DDP time: 0.0036, Total iter time: 4.6947 [2020-11-08 19:56:14,020][root][INFO] - ===> Epoch[1524](4575/3): Loss -0.8553, Sem 0.0380, dir -0.9826, norm 0.0893, swav 0.0000 LR: 1.085e-02 Score 98.590 Data time: 0.2077, Forward time: 2.3112, Backward time: 3.1106, DDP time: 0.0036, Total iter time: 4.6502 [2020-11-08 19:56:19,176][root][INFO] - ===> Epoch[1524](4576/3): Loss -0.8640, Sem 0.0421, dir -0.9863, norm 0.0802, swav 0.0000 LR: 1.083e-02 Score 98.436 Data time: 0.2310, Forward time: 2.3114, Backward time: 3.1093, DDP time: 0.0036, Total iter time: 5.0479 [2020-11-08 19:56:25,189][root][INFO] - ===> Epoch[1525](4577/3): Loss -0.8412, Sem 0.0452, dir -0.9844, norm 0.0980, swav 0.0000 LR: 1.081e-02 Score 98.351 Data time: 0.1797, Forward time: 2.3109, Backward time: 3.1101, DDP time: 0.0036, Total iter time: 5.8980 [2020-11-08 19:56:30,455][root][INFO] - ===> Epoch[1525](4578/3): Loss -0.8561, Sem 0.0403, dir -0.9835, norm 0.0871, swav 0.0000 LR: 1.078e-02 Score 98.480 Data time: 0.1509, Forward time: 2.3099, Backward time: 3.1103, DDP time: 0.0036, Total iter time: 5.1519 [2020-11-08 19:56:36,421][root][INFO] - ===> Epoch[1525](4579/3): Loss -0.8542, Sem 0.0429, dir -0.9856, norm 0.0885, swav 0.0000 LR: 1.076e-02 Score 98.437 Data time: 0.1663, Forward time: 2.3089, Backward time: 3.1116, DDP time: 0.0036, Total iter time: 5.9124 [2020-11-08 19:56:41,674][root][INFO] - ===> Epoch[1526](4580/3): Loss -0.8546, Sem 0.0439, dir -0.9859, norm 0.0874, swav 0.0000 LR: 1.074e-02 Score 98.364 Data time: 0.2232, Forward time: 2.3086, Backward time: 3.1109, DDP time: 0.0036, Total iter time: 5.1612 [2020-11-08 19:56:46,471][root][INFO] - ===> Epoch[1526](4581/3): Loss -0.8506, Sem 0.0445, dir -0.9862, norm 0.0912, swav 0.0000 LR: 1.071e-02 Score 98.344 Data time: 0.1865, Forward time: 2.3080, Backward time: 3.1099, DDP time: 0.0036, Total iter time: 4.6808 [2020-11-08 19:56:51,761][root][INFO] - ===> Epoch[1526](4582/3): Loss -0.8597, Sem 0.0403, dir -0.9840, norm 0.0839, swav 0.0000 LR: 1.069e-02 Score 98.531 Data time: 0.1861, Forward time: 2.3073, Backward time: 3.1096, DDP time: 0.0037, Total iter time: 5.1788 [2020-11-08 19:56:56,955][root][INFO] - ===> Epoch[1527](4583/3): Loss -0.8500, Sem 0.0486, dir -0.9866, norm 0.0880, swav 0.0000 LR: 1.067e-02 Score 98.200 Data time: 0.2255, Forward time: 2.3075, Backward time: 3.1084, DDP time: 0.0037, Total iter time: 5.0856 [2020-11-08 19:57:04,545][root][INFO] - ===> Epoch[1527](4584/3): Loss -0.8543, Sem 0.0434, dir -0.9844, norm 0.0867, swav 0.0000 LR: 1.064e-02 Score 98.386 Data time: 0.1649, Forward time: 2.3068, Backward time: 3.1120, DDP time: 0.0037, Total iter time: 7.4640 [2020-11-08 19:57:09,846][root][INFO] - ===> Epoch[1527](4585/3): Loss -0.8508, Sem 0.0407, dir -0.9836, norm 0.0921, swav 0.0000 LR: 1.062e-02 Score 98.507 Data time: 0.1735, Forward time: 2.3061, Backward time: 3.1117, DDP time: 0.0037, Total iter time: 5.1970 [2020-11-08 19:57:16,254][root][INFO] - ===> Epoch[1528](4586/3): Loss -0.8515, Sem 0.0443, dir -0.9852, norm 0.0895, swav 0.0000 LR: 1.060e-02 Score 98.360 Data time: 0.2063, Forward time: 2.3063, Backward time: 3.1126, DDP time: 0.0037, Total iter time: 6.3289 [2020-11-08 19:57:21,189][root][INFO] - ===> Epoch[1528](4587/3): Loss -0.8563, Sem 0.0391, dir -0.9865, norm 0.0912, swav 0.0000 LR: 1.057e-02 Score 98.546 Data time: 0.1956, Forward time: 2.3060, Backward time: 3.1114, DDP time: 0.0037, Total iter time: 4.8105 [2020-11-08 19:57:26,858][root][INFO] - ===> Epoch[1528](4588/3): Loss -0.8458, Sem 0.0462, dir -0.9826, norm 0.0906, swav 0.0000 LR: 1.055e-02 Score 98.301 Data time: 0.1803, Forward time: 2.3051, Backward time: 3.1121, DDP time: 0.0037, Total iter time: 5.5605 [2020-11-08 19:57:32,080][root][INFO] - ===> Epoch[1529](4589/3): Loss -0.8572, Sem 0.0432, dir -0.9869, norm 0.0865, swav 0.0000 LR: 1.053e-02 Score 98.422 Data time: 0.2295, Forward time: 2.3055, Backward time: 3.1108, DDP time: 0.0037, Total iter time: 5.1406 [2020-11-08 19:57:38,765][root][INFO] - ===> Epoch[1529](4590/3): Loss -0.8493, Sem 0.0430, dir -0.9843, norm 0.0920, swav 0.0000 LR: 1.051e-02 Score 98.398 Data time: 0.1589, Forward time: 2.3045, Backward time: 3.1132, DDP time: 0.0037, Total iter time: 6.5503 [2020-11-08 19:57:45,495][root][INFO] - ===> Epoch[1529](4591/3): Loss -0.8497, Sem 0.0412, dir -0.9846, norm 0.0937, swav 0.0000 LR: 1.048e-02 Score 98.472 Data time: 0.2666, Forward time: 2.3053, Backward time: 3.1140, DDP time: 0.0037, Total iter time: 6.6668 [2020-11-08 19:57:51,080][root][INFO] - ===> Epoch[1530](4592/3): Loss -0.8509, Sem 0.0466, dir -0.9858, norm 0.0883, swav 0.0000 LR: 1.046e-02 Score 98.256 Data time: 0.2311, Forward time: 2.3056, Backward time: 3.1133, DDP time: 0.0037, Total iter time: 5.4654 [2020-11-08 19:57:56,968][root][INFO] - ===> Epoch[1530](4593/3): Loss -0.8492, Sem 0.0409, dir -0.9839, norm 0.0938, swav 0.0000 LR: 1.044e-02 Score 98.504 Data time: 0.2471, Forward time: 2.3063, Backward time: 3.1127, DDP time: 0.0037, Total iter time: 5.7790 [2020-11-08 19:58:01,878][root][INFO] - ===> Epoch[1530](4594/3): Loss -0.8597, Sem 0.0461, dir -0.9871, norm 0.0813, swav 0.0000 LR: 1.041e-02 Score 98.294 Data time: 0.2563, Forward time: 2.3066, Backward time: 3.1109, DDP time: 0.0036, Total iter time: 4.8073 [2020-11-08 19:58:08,193][root][INFO] - ===> Epoch[1531](4595/3): Loss -0.8582, Sem 0.0379, dir -0.9833, norm 0.0871, swav 0.0000 LR: 1.039e-02 Score 98.588 Data time: 0.3408, Forward time: 2.3081, Backward time: 3.1102, DDP time: 0.0036, Total iter time: 6.2220 [2020-11-08 19:58:14,386][root][INFO] - ===> Epoch[1531](4596/3): Loss -0.8416, Sem 0.0448, dir -0.9838, norm 0.0974, swav 0.0000 LR: 1.037e-02 Score 98.354 Data time: 0.1340, Forward time: 2.3069, Backward time: 3.1120, DDP time: 0.0036, Total iter time: 6.0777 [2020-11-08 19:58:19,492][root][INFO] - ===> Epoch[1531](4597/3): Loss -0.8561, Sem 0.0407, dir -0.9855, norm 0.0887, swav 0.0000 LR: 1.034e-02 Score 98.466 Data time: 0.2128, Forward time: 2.3068, Backward time: 3.1111, DDP time: 0.0036, Total iter time: 5.0405 [2020-11-08 19:58:25,440][root][INFO] - ===> Epoch[1532](4598/3): Loss -0.8576, Sem 0.0427, dir -0.9858, norm 0.0855, swav 0.0000 LR: 1.032e-02 Score 98.434 Data time: 0.1839, Forward time: 2.3064, Backward time: 3.1117, DDP time: 0.0036, Total iter time: 5.8317 [2020-11-08 19:58:29,968][root][INFO] - ===> Epoch[1532](4599/3): Loss -0.8559, Sem 0.0422, dir -0.9850, norm 0.0870, swav 0.0000 LR: 1.030e-02 Score 98.451 Data time: 0.2039, Forward time: 2.3059, Backward time: 3.1101, DDP time: 0.0036, Total iter time: 4.4220 [2020-11-08 19:58:35,833][root][INFO] - ===> Epoch[1532](4600/3): Loss -0.8557, Sem 0.0451, dir -0.9865, norm 0.0857, swav 0.0000 LR: 1.027e-02 Score 98.335 Data time: 0.2605, Forward time: 2.3070, Backward time: 3.1091, DDP time: 0.0036, Total iter time: 5.7827 [2020-11-08 19:58:41,138][root][INFO] - ===> Epoch[1533](4601/3): Loss -0.8561, Sem 0.0391, dir -0.9843, norm 0.0891, swav 0.0000 LR: 1.025e-02 Score 98.547 Data time: 0.1918, Forward time: 2.3068, Backward time: 3.1085, DDP time: 0.0036, Total iter time: 5.1617 [2020-11-08 19:58:46,811][root][INFO] - ===> Epoch[1533](4602/3): Loss -0.8580, Sem 0.0436, dir -0.9874, norm 0.0858, swav 0.0000 LR: 1.023e-02 Score 98.389 Data time: 0.2266, Forward time: 2.3068, Backward time: 3.1082, DDP time: 0.0036, Total iter time: 5.5658 [2020-11-08 19:58:52,261][root][INFO] - ===> Epoch[1533](4603/3): Loss -0.8623, Sem 0.0411, dir -0.9866, norm 0.0833, swav 0.0000 LR: 1.020e-02 Score 98.468 Data time: 0.2630, Forward time: 2.3076, Backward time: 3.1068, DDP time: 0.0036, Total iter time: 5.3315 [2020-11-08 19:58:59,719][root][INFO] - ===> Epoch[1534](4604/3): Loss -0.8520, Sem 0.0441, dir -0.9838, norm 0.0877, swav 0.0000 LR: 1.018e-02 Score 98.402 Data time: 0.2989, Forward time: 2.3080, Backward time: 3.1090, DDP time: 0.0036, Total iter time: 7.3298 [2020-11-08 19:59:06,615][root][INFO] - ===> Epoch[1534](4605/3): Loss -0.8505, Sem 0.0439, dir -0.9854, norm 0.0909, swav 0.0000 LR: 1.016e-02 Score 98.383 Data time: 0.1876, Forward time: 2.3078, Backward time: 3.1108, DDP time: 0.0036, Total iter time: 6.7638 [2020-11-08 19:59:11,989][root][INFO] - ===> Epoch[1534](4606/3): Loss -0.8535, Sem 0.0444, dir -0.9859, norm 0.0879, swav 0.0000 LR: 1.013e-02 Score 98.362 Data time: 0.1425, Forward time: 2.3064, Backward time: 3.1116, DDP time: 0.0036, Total iter time: 5.2819 [2020-11-08 19:59:18,682][root][INFO] - ===> Epoch[1535](4607/3): Loss -0.8561, Sem 0.0430, dir -0.9875, norm 0.0884, swav 0.0000 LR: 1.011e-02 Score 98.398 Data time: 0.2242, Forward time: 2.3061, Backward time: 3.1133, DDP time: 0.0036, Total iter time: 6.6213 [2020-11-08 19:59:23,532][root][INFO] - ===> Epoch[1535](4608/3): Loss -0.8572, Sem 0.0431, dir -0.9825, norm 0.0821, swav 0.0000 LR: 1.009e-02 Score 98.423 Data time: 0.1521, Forward time: 2.3050, Backward time: 3.1127, DDP time: 0.0036, Total iter time: 4.7339 [2020-11-08 19:59:29,287][root][INFO] - ===> Epoch[1535](4609/3): Loss -0.8468, Sem 0.0437, dir -0.9827, norm 0.0921, swav 0.0000 LR: 1.006e-02 Score 98.381 Data time: 0.2031, Forward time: 2.3048, Backward time: 3.1128, DDP time: 0.0036, Total iter time: 5.6758 [2020-11-08 19:59:36,224][root][INFO] - ===> Epoch[1536](4610/3): Loss -0.8564, Sem 0.0413, dir -0.9862, norm 0.0884, swav 0.0000 LR: 1.004e-02 Score 98.462 Data time: 0.1924, Forward time: 2.3045, Backward time: 3.1149, DDP time: 0.0036, Total iter time: 6.8319 [2020-11-08 19:59:41,786][root][INFO] - ===> Epoch[1536](4611/3): Loss -0.8554, Sem 0.0412, dir -0.9844, norm 0.0879, swav 0.0000 LR: 1.002e-02 Score 98.472 Data time: 0.2011, Forward time: 2.3043, Backward time: 3.1147, DDP time: 0.0036, Total iter time: 5.4540 [2020-11-08 19:59:47,286][root][INFO] - ===> Epoch[1536](4612/3): Loss -0.8600, Sem 0.0417, dir -0.9859, norm 0.0842, swav 0.0000 LR: 9.995e-03 Score 98.470 Data time: 0.1799, Forward time: 2.3038, Backward time: 3.1147, DDP time: 0.0036, Total iter time: 5.4010 [2020-11-08 19:59:53,931][root][INFO] - ===> Epoch[1537](4613/3): Loss -0.8523, Sem 0.0449, dir -0.9858, norm 0.0886, swav 0.0000 LR: 9.972e-03 Score 98.334 Data time: 0.1676, Forward time: 2.3030, Backward time: 3.1168, DDP time: 0.0037, Total iter time: 6.5305 [2020-11-08 19:59:58,640][root][INFO] - ===> Epoch[1537](4614/3): Loss -0.8441, Sem 0.0468, dir -0.9835, norm 0.0926, swav 0.0000 LR: 9.949e-03 Score 98.279 Data time: 0.2040, Forward time: 2.3027, Backward time: 3.1154, DDP time: 0.0037, Total iter time: 4.6091 [2020-11-08 20:00:04,651][root][INFO] - ===> Epoch[1537](4615/3): Loss -0.8613, Sem 0.0430, dir -0.9869, norm 0.0827, swav 0.0000 LR: 9.925e-03 Score 98.422 Data time: 0.2840, Forward time: 2.3037, Backward time: 3.1147, DDP time: 0.0037, Total iter time: 5.8844 [2020-11-08 20:00:10,608][root][INFO] - ===> Epoch[1538](4616/3): Loss -0.8552, Sem 0.0435, dir -0.9854, norm 0.0867, swav 0.0000 LR: 9.902e-03 Score 98.365 Data time: 0.2710, Forward time: 2.3047, Backward time: 3.1140, DDP time: 0.0037, Total iter time: 5.8461 [2020-11-08 20:00:16,923][root][INFO] - ===> Epoch[1538](4617/3): Loss -0.8481, Sem 0.0489, dir -0.9852, norm 0.0882, swav 0.0000 LR: 9.879e-03 Score 98.208 Data time: 0.3133, Forward time: 2.3060, Backward time: 3.1134, DDP time: 0.0036, Total iter time: 6.1962 [2020-11-08 20:00:22,191][root][INFO] - ===> Epoch[1538](4618/3): Loss -0.8530, Sem 0.0429, dir -0.9839, norm 0.0880, swav 0.0000 LR: 9.856e-03 Score 98.443 Data time: 0.2064, Forward time: 2.3062, Backward time: 3.1123, DDP time: 0.0036, Total iter time: 5.1455 [2020-11-08 20:00:27,000][root][INFO] - ===> Epoch[1539](4619/3): Loss -0.8677, Sem 0.0404, dir -0.9884, norm 0.0803, swav 0.0000 LR: 9.832e-03 Score 98.499 Data time: 0.1553, Forward time: 2.3052, Backward time: 3.1118, DDP time: 0.0037, Total iter time: 4.7161 [2020-11-08 20:00:34,725][root][INFO] - ===> Epoch[1539](4620/3): Loss -0.8450, Sem 0.0475, dir -0.9851, norm 0.0926, swav 0.0000 LR: 9.809e-03 Score 98.252 Data time: 0.1828, Forward time: 2.3045, Backward time: 3.1155, DDP time: 0.0037, Total iter time: 7.6616 [2020-11-08 20:00:40,289][root][INFO] - ===> Epoch[1539](4621/3): Loss -0.8572, Sem 0.0425, dir -0.9854, norm 0.0857, swav 0.0000 LR: 9.786e-03 Score 98.413 Data time: 0.2665, Forward time: 2.3053, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 5.4645 [2020-11-08 20:00:46,497][root][INFO] - ===> Epoch[1540](4622/3): Loss -0.8482, Sem 0.0462, dir -0.9840, norm 0.0897, swav 0.0000 LR: 9.762e-03 Score 98.304 Data time: 0.2405, Forward time: 2.3057, Backward time: 3.1145, DDP time: 0.0037, Total iter time: 6.0896 [2020-11-08 20:00:52,418][root][INFO] - ===> Epoch[1540](4623/3): Loss -0.8539, Sem 0.0415, dir -0.9861, norm 0.0907, swav 0.0000 LR: 9.739e-03 Score 98.484 Data time: 0.2755, Forward time: 2.3067, Backward time: 3.1136, DDP time: 0.0036, Total iter time: 5.7871 [2020-11-08 20:00:58,110][root][INFO] - ===> Epoch[1540](4624/3): Loss -0.8521, Sem 0.0407, dir -0.9825, norm 0.0898, swav 0.0000 LR: 9.716e-03 Score 98.505 Data time: 0.2191, Forward time: 2.3069, Backward time: 3.1131, DDP time: 0.0036, Total iter time: 5.5489 [2020-11-08 20:01:02,946][root][INFO] - ===> Epoch[1541](4625/3): Loss -0.8573, Sem 0.0447, dir -0.9872, norm 0.0851, swav 0.0000 LR: 9.692e-03 Score 98.331 Data time: 0.1308, Forward time: 2.3055, Backward time: 3.1132, DDP time: 0.0036, Total iter time: 4.7199 [2020-11-08 20:01:09,243][root][INFO] - ===> Epoch[1541](4626/3): Loss -0.8561, Sem 0.0449, dir -0.9860, norm 0.0850, swav 0.0000 LR: 9.669e-03 Score 98.350 Data time: 0.1641, Forward time: 2.3044, Backward time: 3.1151, DDP time: 0.0037, Total iter time: 6.2121 [2020-11-08 20:01:15,499][root][INFO] - ===> Epoch[1541](4627/3): Loss -0.8579, Sem 0.0392, dir -0.9847, norm 0.0875, swav 0.0000 LR: 9.646e-03 Score 98.559 Data time: 0.2519, Forward time: 2.3052, Backward time: 3.1151, DDP time: 0.0037, Total iter time: 6.1894 [2020-11-08 20:01:21,259][root][INFO] - ===> Epoch[1542](4628/3): Loss -0.8421, Sem 0.0453, dir -0.9857, norm 0.0983, swav 0.0000 LR: 9.622e-03 Score 98.334 Data time: 0.2420, Forward time: 2.3055, Backward time: 3.1147, DDP time: 0.0037, Total iter time: 5.6547 [2020-11-08 20:01:27,123][root][INFO] - ===> Epoch[1542](4629/3): Loss -0.8617, Sem 0.0398, dir -0.9857, norm 0.0842, swav 0.0000 LR: 9.599e-03 Score 98.532 Data time: 0.2578, Forward time: 2.3060, Backward time: 3.1142, DDP time: 0.0037, Total iter time: 5.7439 [2020-11-08 20:01:33,528][root][INFO] - ===> Epoch[1542](4630/3): Loss -0.8598, Sem 0.0427, dir -0.9864, norm 0.0838, swav 0.0000 LR: 9.576e-03 Score 98.406 Data time: 0.2796, Forward time: 2.3071, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 6.2671 [2020-11-08 20:01:39,267][root][INFO] - ===> Epoch[1543](4631/3): Loss -0.8600, Sem 0.0417, dir -0.9877, norm 0.0861, swav 0.0000 LR: 9.552e-03 Score 98.448 Data time: 0.1900, Forward time: 2.3070, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 5.6287 [2020-11-08 20:01:45,553][root][INFO] - ===> Epoch[1543](4632/3): Loss -0.8551, Sem 0.0434, dir -0.9847, norm 0.0862, swav 0.0000 LR: 9.529e-03 Score 98.393 Data time: 0.1631, Forward time: 2.3064, Backward time: 3.1151, DDP time: 0.0037, Total iter time: 6.1721 [2020-11-08 20:01:50,567][root][INFO] - ===> Epoch[1543](4633/3): Loss -0.8507, Sem 0.0443, dir -0.9835, norm 0.0885, swav 0.0000 LR: 9.506e-03 Score 98.390 Data time: 0.1749, Forward time: 2.3055, Backward time: 3.1147, DDP time: 0.0037, Total iter time: 4.9168 [2020-11-08 20:01:56,812][root][INFO] - ===> Epoch[1544](4634/3): Loss -0.8500, Sem 0.0439, dir -0.9870, norm 0.0931, swav 0.0000 LR: 9.482e-03 Score 98.346 Data time: 0.2485, Forward time: 2.3061, Backward time: 3.1147, DDP time: 0.0037, Total iter time: 6.1335 [2020-11-08 20:02:04,775][root][INFO] - ===> Epoch[1544](4635/3): Loss -0.8595, Sem 0.0411, dir -0.9859, norm 0.0852, swav 0.0000 LR: 9.459e-03 Score 98.481 Data time: 0.2285, Forward time: 2.3065, Backward time: 3.1176, DDP time: 0.0037, Total iter time: 7.8363 [2020-11-08 20:02:11,082][root][INFO] - ===> Epoch[1544](4636/3): Loss -0.8531, Sem 0.0428, dir -0.9852, norm 0.0893, swav 0.0000 LR: 9.435e-03 Score 98.413 Data time: 0.2894, Forward time: 2.3077, Backward time: 3.1170, DDP time: 0.0037, Total iter time: 6.1798 [2020-11-08 20:02:16,463][root][INFO] - ===> Epoch[1545](4637/3): Loss -0.8636, Sem 0.0424, dir -0.9869, norm 0.0809, swav 0.0000 LR: 9.412e-03 Score 98.433 Data time: 0.2446, Forward time: 2.3080, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 5.2284 [2020-11-08 20:02:21,513][root][INFO] - ===> Epoch[1545](4638/3): Loss -0.8534, Sem 0.0415, dir -0.9861, norm 0.0912, swav 0.0000 LR: 9.389e-03 Score 98.443 Data time: 0.2206, Forward time: 2.3081, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 4.9348 [2020-11-08 20:02:27,741][root][INFO] - ===> Epoch[1545](4639/3): Loss -0.8568, Sem 0.0388, dir -0.9851, norm 0.0896, swav 0.0000 LR: 9.365e-03 Score 98.574 Data time: 0.2280, Forward time: 2.3081, Backward time: 3.1150, DDP time: 0.0037, Total iter time: 6.1226 [2020-11-08 20:02:32,995][root][INFO] - ===> Epoch[1546](4640/3): Loss -0.8518, Sem 0.0464, dir -0.9840, norm 0.0857, swav 0.0000 LR: 9.342e-03 Score 98.288 Data time: 0.2646, Forward time: 2.3087, Backward time: 3.1135, DDP time: 0.0037, Total iter time: 5.1402 [2020-11-08 20:02:38,447][root][INFO] - ===> Epoch[1546](4641/3): Loss -0.8529, Sem 0.0420, dir -0.9841, norm 0.0892, swav 0.0000 LR: 9.318e-03 Score 98.453 Data time: 0.2674, Forward time: 2.3094, Backward time: 3.1122, DDP time: 0.0037, Total iter time: 5.3213 [2020-11-08 20:02:44,095][root][INFO] - ===> Epoch[1546](4642/3): Loss -0.8554, Sem 0.0433, dir -0.9852, norm 0.0866, swav 0.0000 LR: 9.295e-03 Score 98.394 Data time: 0.1795, Forward time: 2.3090, Backward time: 3.1124, DDP time: 0.0037, Total iter time: 5.5168 [2020-11-08 20:02:50,168][root][INFO] - ===> Epoch[1547](4643/3): Loss -0.8564, Sem 0.0443, dir -0.9870, norm 0.0863, swav 0.0000 LR: 9.272e-03 Score 98.365 Data time: 0.1933, Forward time: 2.3084, Backward time: 3.1133, DDP time: 0.0037, Total iter time: 5.9830 [2020-11-08 20:02:56,163][root][INFO] - ===> Epoch[1547](4644/3): Loss -0.8590, Sem 0.0385, dir -0.9862, norm 0.0887, swav 0.0000 LR: 9.248e-03 Score 98.576 Data time: 0.2170, Forward time: 2.3087, Backward time: 3.1133, DDP time: 0.0037, Total iter time: 5.9070 [2020-11-08 20:03:00,887][root][INFO] - ===> Epoch[1547](4645/3): Loss -0.8480, Sem 0.0460, dir -0.9829, norm 0.0889, swav 0.0000 LR: 9.225e-03 Score 98.322 Data time: 0.1716, Forward time: 2.3080, Backward time: 3.1124, DDP time: 0.0037, Total iter time: 4.6086 [2020-11-08 20:03:06,915][root][INFO] - ===> Epoch[1548](4646/3): Loss -0.8527, Sem 0.0404, dir -0.9860, norm 0.0929, swav 0.0000 LR: 9.201e-03 Score 98.512 Data time: 0.2120, Forward time: 2.3081, Backward time: 3.1128, DDP time: 0.0037, Total iter time: 5.9578 [2020-11-08 20:03:12,195][root][INFO] - ===> Epoch[1548](4647/3): Loss -0.8524, Sem 0.0466, dir -0.9844, norm 0.0854, swav 0.0000 LR: 9.178e-03 Score 98.277 Data time: 0.2091, Forward time: 2.3081, Backward time: 3.1119, DDP time: 0.0037, Total iter time: 5.1644 [2020-11-08 20:03:18,011][root][INFO] - ===> Epoch[1548](4648/3): Loss -0.8577, Sem 0.0443, dir -0.9873, norm 0.0853, swav 0.0000 LR: 9.154e-03 Score 98.373 Data time: 0.1786, Forward time: 2.3076, Backward time: 3.1123, DDP time: 0.0037, Total iter time: 5.7244 [2020-11-08 20:03:23,573][root][INFO] - ===> Epoch[1549](4649/3): Loss -0.8493, Sem 0.0440, dir -0.9824, norm 0.0891, swav 0.0000 LR: 9.131e-03 Score 98.399 Data time: 0.1953, Forward time: 2.3073, Backward time: 3.1124, DDP time: 0.0037, Total iter time: 5.4772 [2020-11-08 20:03:29,907][root][INFO] - ===> Epoch[1549](4650/3): Loss -0.8640, Sem 0.0431, dir -0.9875, norm 0.0803, swav 0.0000 LR: 9.107e-03 Score 98.364 Data time: 0.1753, Forward time: 2.3066, Backward time: 3.1138, DDP time: 0.0037, Total iter time: 6.2290 [2020-11-08 20:03:34,732][root][INFO] - ===> Epoch[1549](4651/3): Loss -0.8547, Sem 0.0414, dir -0.9847, norm 0.0886, swav 0.0000 LR: 9.084e-03 Score 98.465 Data time: 0.2430, Forward time: 2.3068, Backward time: 3.1122, DDP time: 0.0037, Total iter time: 4.7092 [2020-11-08 20:03:41,428][root][INFO] - ===> Epoch[1550](4652/3): Loss -0.8527, Sem 0.0436, dir -0.9854, norm 0.0890, swav 0.0000 LR: 9.060e-03 Score 98.391 Data time: 0.2035, Forward time: 2.3065, Backward time: 3.1137, DDP time: 0.0037, Total iter time: 6.5597 [2020-11-08 20:03:47,110][root][INFO] - ===> Epoch[1550](4653/3): Loss -0.8569, Sem 0.0440, dir -0.9863, norm 0.0854, swav 0.0000 LR: 9.037e-03 Score 98.373 Data time: 0.2863, Forward time: 2.3074, Backward time: 3.1126, DDP time: 0.0036, Total iter time: 5.5796 [2020-11-08 20:03:52,705][root][INFO] - ===> Epoch[1550](4654/3): Loss -0.8611, Sem 0.0462, dir -0.9872, norm 0.0800, swav 0.0000 LR: 9.013e-03 Score 98.267 Data time: 0.2217, Forward time: 2.3078, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 5.4823 [2020-11-08 20:03:59,441][root][INFO] - ===> Epoch[1551](4655/3): Loss -0.8550, Sem 0.0388, dir -0.9834, norm 0.0896, swav 0.0000 LR: 8.990e-03 Score 98.578 Data time: 0.1358, Forward time: 2.3068, Backward time: 3.1142, DDP time: 0.0036, Total iter time: 6.6230 [2020-11-08 20:04:05,554][root][INFO] - ===> Epoch[1551](4656/3): Loss -0.8624, Sem 0.0425, dir -0.9866, norm 0.0817, swav 0.0000 LR: 8.966e-03 Score 98.412 Data time: 0.1154, Forward time: 2.3053, Backward time: 3.1161, DDP time: 0.0037, Total iter time: 6.0600 [2020-11-08 20:04:11,605][root][INFO] - ===> Epoch[1551](4657/3): Loss -0.8601, Sem 0.0426, dir -0.9859, norm 0.0832, swav 0.0000 LR: 8.943e-03 Score 98.425 Data time: 0.1380, Forward time: 2.3042, Backward time: 3.1177, DDP time: 0.0037, Total iter time: 6.0171 [2020-11-08 20:04:17,857][root][INFO] - ===> Epoch[1552](4658/3): Loss -0.8624, Sem 0.0381, dir -0.9864, norm 0.0860, swav 0.0000 LR: 8.919e-03 Score 98.599 Data time: 0.2093, Forward time: 2.3040, Backward time: 3.1185, DDP time: 0.0037, Total iter time: 6.1761 [2020-11-08 20:04:23,740][root][INFO] - ===> Epoch[1552](4659/3): Loss -0.8553, Sem 0.0431, dir -0.9832, norm 0.0848, swav 0.0000 LR: 8.896e-03 Score 98.405 Data time: 0.1880, Forward time: 2.3038, Backward time: 3.1188, DDP time: 0.0037, Total iter time: 5.7677 [2020-11-08 20:04:29,503][root][INFO] - ===> Epoch[1552](4660/3): Loss -0.8596, Sem 0.0433, dir -0.9865, norm 0.0837, swav 0.0000 LR: 8.872e-03 Score 98.379 Data time: 0.1618, Forward time: 2.3029, Backward time: 3.1196, DDP time: 0.0037, Total iter time: 5.6663 [2020-11-08 20:04:37,451][root][INFO] - ===> Epoch[1553](4661/3): Loss -0.8427, Sem 0.0466, dir -0.9836, norm 0.0943, swav 0.0000 LR: 8.849e-03 Score 98.282 Data time: 0.1912, Forward time: 2.3026, Backward time: 3.1232, DDP time: 0.0037, Total iter time: 7.8979 [2020-11-08 20:04:42,418][root][INFO] - ===> Epoch[1553](4662/3): Loss -0.8689, Sem 0.0386, dir -0.9886, norm 0.0811, swav 0.0000 LR: 8.825e-03 Score 98.535 Data time: 0.2313, Forward time: 2.3023, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 4.8520 [2020-11-08 20:04:48,162][root][INFO] - ===> Epoch[1553](4663/3): Loss -0.8428, Sem 0.0439, dir -0.9834, norm 0.0967, swav 0.0000 LR: 8.801e-03 Score 98.393 Data time: 0.1973, Forward time: 2.3022, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 5.6216 [2020-11-08 20:04:54,347][root][INFO] - ===> Epoch[1554](4664/3): Loss -0.8613, Sem 0.0414, dir -0.9868, norm 0.0840, swav 0.0000 LR: 8.778e-03 Score 98.468 Data time: 0.1943, Forward time: 2.3018, Backward time: 3.1230, DDP time: 0.0037, Total iter time: 6.0666 [2020-11-08 20:04:58,754][root][INFO] - ===> Epoch[1554](4665/3): Loss -0.8651, Sem 0.0420, dir -0.9868, norm 0.0797, swav 0.0000 LR: 8.754e-03 Score 98.450 Data time: 0.2042, Forward time: 2.3017, Backward time: 3.1210, DDP time: 0.0037, Total iter time: 4.3041 [2020-11-08 20:05:04,714][root][INFO] - ===> Epoch[1554](4666/3): Loss -0.8578, Sem 0.0400, dir -0.9832, norm 0.0854, swav 0.0000 LR: 8.731e-03 Score 98.519 Data time: 0.1372, Forward time: 2.3004, Backward time: 3.1224, DDP time: 0.0037, Total iter time: 5.8525 [2020-11-08 20:05:11,914][root][INFO] - ===> Epoch[1555](4667/3): Loss -0.8525, Sem 0.0435, dir -0.9862, norm 0.0901, swav 0.0000 LR: 8.707e-03 Score 98.406 Data time: 0.2420, Forward time: 2.3008, Backward time: 3.1240, DDP time: 0.0037, Total iter time: 7.1196 [2020-11-08 20:05:18,183][root][INFO] - ===> Epoch[1555](4668/3): Loss -0.8509, Sem 0.0465, dir -0.9840, norm 0.0867, swav 0.0000 LR: 8.683e-03 Score 98.308 Data time: 0.1876, Forward time: 2.3004, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 6.1412 [2020-11-08 20:05:24,876][root][INFO] - ===> Epoch[1555](4669/3): Loss -0.8526, Sem 0.0435, dir -0.9856, norm 0.0896, swav 0.0000 LR: 8.660e-03 Score 98.396 Data time: 0.2663, Forward time: 2.3013, Backward time: 3.1255, DDP time: 0.0037, Total iter time: 6.5947 [2020-11-08 20:05:30,036][root][INFO] - ===> Epoch[1556](4670/3): Loss -0.8504, Sem 0.0431, dir -0.9876, norm 0.0941, swav 0.0000 LR: 8.636e-03 Score 98.408 Data time: 0.2046, Forward time: 2.3015, Backward time: 3.1242, DDP time: 0.0037, Total iter time: 5.0292 [2020-11-08 20:05:35,003][root][INFO] - ===> Epoch[1556](4671/3): Loss -0.8578, Sem 0.0411, dir -0.9867, norm 0.0878, swav 0.0000 LR: 8.613e-03 Score 98.487 Data time: 0.1696, Forward time: 2.3007, Backward time: 3.1238, DDP time: 0.0037, Total iter time: 4.8633 [2020-11-08 20:05:40,911][root][INFO] - ===> Epoch[1556](4672/3): Loss -0.8485, Sem 0.0471, dir -0.9840, norm 0.0885, swav 0.0000 LR: 8.589e-03 Score 98.276 Data time: 0.2799, Forward time: 2.3015, Backward time: 3.1231, DDP time: 0.0037, Total iter time: 5.8177 [2020-11-08 20:05:48,286][root][INFO] - ===> Epoch[1557](4673/3): Loss -0.8537, Sem 0.0416, dir -0.9866, norm 0.0914, swav 0.0000 LR: 8.565e-03 Score 98.459 Data time: 0.1335, Forward time: 2.3003, Backward time: 3.1265, DDP time: 0.0037, Total iter time: 7.2557 [2020-11-08 20:05:53,472][root][INFO] - ===> Epoch[1557](4674/3): Loss -0.8613, Sem 0.0400, dir -0.9858, norm 0.0844, swav 0.0000 LR: 8.542e-03 Score 98.531 Data time: 0.2241, Forward time: 2.3007, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 5.1135 [2020-11-08 20:05:58,473][root][INFO] - ===> Epoch[1557](4675/3): Loss -0.8481, Sem 0.0451, dir -0.9831, norm 0.0899, swav 0.0000 LR: 8.518e-03 Score 98.329 Data time: 0.1905, Forward time: 2.3006, Backward time: 3.1243, DDP time: 0.0037, Total iter time: 4.9042 [2020-11-08 20:06:03,465][root][INFO] - ===> Epoch[1558](4676/3): Loss -0.8611, Sem 0.0409, dir -0.9849, norm 0.0829, swav 0.0000 LR: 8.494e-03 Score 98.476 Data time: 0.2215, Forward time: 2.3002, Backward time: 3.1235, DDP time: 0.0037, Total iter time: 4.8986 [2020-11-08 20:06:08,905][root][INFO] - ===> Epoch[1558](4677/3): Loss -0.8501, Sem 0.0458, dir -0.9854, norm 0.0895, swav 0.0000 LR: 8.471e-03 Score 98.333 Data time: 0.1942, Forward time: 2.2998, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 5.3364 [2020-11-08 20:06:14,769][root][INFO] - ===> Epoch[1558](4678/3): Loss -0.8569, Sem 0.0430, dir -0.9867, norm 0.0868, swav 0.0000 LR: 8.447e-03 Score 98.412 Data time: 0.2194, Forward time: 2.2999, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 5.7584 [2020-11-08 20:06:19,874][root][INFO] - ===> Epoch[1559](4679/3): Loss -0.8672, Sem 0.0390, dir -0.9840, norm 0.0778, swav 0.0000 LR: 8.423e-03 Score 98.568 Data time: 0.2303, Forward time: 2.3000, Backward time: 3.1221, DDP time: 0.0037, Total iter time: 4.9894 [2020-11-08 20:06:25,398][root][INFO] - ===> Epoch[1559](4680/3): Loss -0.8494, Sem 0.0446, dir -0.9861, norm 0.0921, swav 0.0000 LR: 8.400e-03 Score 98.348 Data time: 0.2610, Forward time: 2.3008, Backward time: 3.1209, DDP time: 0.0037, Total iter time: 5.4027 [2020-11-08 20:06:30,761][root][INFO] - ===> Epoch[1559](4681/3): Loss -0.8450, Sem 0.0472, dir -0.9847, norm 0.0925, swav 0.0000 LR: 8.376e-03 Score 98.248 Data time: 0.2213, Forward time: 2.3010, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 5.2443 [2020-11-08 20:06:36,387][root][INFO] - ===> Epoch[1560](4682/3): Loss -0.8603, Sem 0.0378, dir -0.9848, norm 0.0867, swav 0.0000 LR: 8.352e-03 Score 98.611 Data time: 0.1913, Forward time: 2.3006, Backward time: 3.1200, DDP time: 0.0037, Total iter time: 5.5028 [2020-11-08 20:06:41,478][root][INFO] - ===> Epoch[1560](4683/3): Loss -0.8705, Sem 0.0430, dir -0.9879, norm 0.0743, swav 0.0000 LR: 8.329e-03 Score 98.397 Data time: 0.2222, Forward time: 2.3008, Backward time: 3.1188, DDP time: 0.0037, Total iter time: 4.9786 [2020-11-08 20:06:46,988][root][INFO] - ===> Epoch[1560](4684/3): Loss -0.8444, Sem 0.0463, dir -0.9841, norm 0.0933, swav 0.0000 LR: 8.305e-03 Score 98.285 Data time: 0.2140, Forward time: 2.3011, Backward time: 3.1181, DDP time: 0.0037, Total iter time: 5.4069 [2020-11-08 20:06:52,398][root][INFO] - ===> Epoch[1561](4685/3): Loss -0.8596, Sem 0.0406, dir -0.9857, norm 0.0854, swav 0.0000 LR: 8.281e-03 Score 98.491 Data time: 0.2121, Forward time: 2.3010, Backward time: 3.1176, DDP time: 0.0037, Total iter time: 5.3056 [2020-11-08 20:06:58,132][root][INFO] - ===> Epoch[1561](4686/3): Loss -0.8688, Sem 0.0403, dir -0.9881, norm 0.0790, swav 0.0000 LR: 8.257e-03 Score 98.508 Data time: 0.2547, Forward time: 2.3017, Backward time: 3.1168, DDP time: 0.0037, Total iter time: 5.6143 [2020-11-08 20:07:05,016][root][INFO] - ===> Epoch[1561](4687/3): Loss -0.8568, Sem 0.0438, dir -0.9852, norm 0.0845, swav 0.0000 LR: 8.234e-03 Score 98.382 Data time: 0.2186, Forward time: 2.3017, Backward time: 3.1183, DDP time: 0.0037, Total iter time: 6.7763 [2020-11-08 20:07:10,763][root][INFO] - ===> Epoch[1562](4688/3): Loss -0.8474, Sem 0.0459, dir -0.9853, norm 0.0921, swav 0.0000 LR: 8.210e-03 Score 98.331 Data time: 0.2068, Forward time: 2.3016, Backward time: 3.1182, DDP time: 0.0037, Total iter time: 5.6340 [2020-11-08 20:07:16,328][root][INFO] - ===> Epoch[1562](4689/3): Loss -0.8491, Sem 0.0450, dir -0.9852, norm 0.0911, swav 0.0000 LR: 8.186e-03 Score 98.319 Data time: 0.1837, Forward time: 2.3011, Backward time: 3.1184, DDP time: 0.0037, Total iter time: 5.4525 [2020-11-08 20:07:16,579][submitit][WARNING] - Caught signal 10 on learnfair2367: this job is timed-out. [2020-11-08 20:07:16,580][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=7). [2020-11-08 20:07:16,610][submitit][WARNING] - Caught signal 10 on learnfair2367: this job is timed-out. [2020-11-08 20:07:16,612][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=2). [2020-11-08 20:07:16,626][submitit][WARNING] - Caught signal 10 on learnfair2367: this job is timed-out. [2020-11-08 20:07:16,627][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=5). [2020-11-08 20:07:16,647][submitit][WARNING] - Caught signal 10 on learnfair2367: this job is timed-out. [2020-11-08 20:07:16,647][submitit][WARNING] - Caught signal 10 on learnfair2367: this job is timed-out. [2020-11-08 20:07:16,648][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=4). [2020-11-08 20:07:16,648][submitit][INFO] - Calling checkpoint method. [2020-11-08 20:07:16,664][submitit][WARNING] - Caught signal 10 on learnfair2367: this job is timed-out. [2020-11-08 20:07:16,666][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=1). [2020-11-08 20:07:16,673][submitit][WARNING] - Caught signal 10 on learnfair2367: this job is timed-out. [2020-11-08 20:07:16,675][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=6). [2020-11-08 20:07:16,769][submitit][WARNING] - Caught signal 10 on learnfair2367: this job is timed-out. [2020-11-08 20:07:16,770][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=3). [2020-11-08 20:07:16,938][submitit][INFO] - Requeued job 32568794_22 (1 remaining timeouts) [2020-11-08 20:07:16,939][submitit][INFO] - Exiting gracefully after preemption/timeout. [2020-11-08 20:07:16,942][submitit][WARNING] - Bypassing signal 15 [2020-11-08 20:07:16,981][submitit][WARNING] - Bypassing signal 15 [2020-11-08 20:07:17,027][submitit][WARNING] - Bypassing signal 15 [2020-11-08 20:07:17,057][submitit][WARNING] - Bypassing signal 15 [2020-11-08 20:07:17,130][submitit][WARNING] - Bypassing signal 15 [2020-11-08 20:07:17,155][submitit][WARNING] - Bypassing signal 15 [2020-11-08 20:07:17,163][submitit][WARNING] - Bypassing signal 15 [2020-11-08 20:07:17,389][submitit][WARNING] - Bypassing signal 15 [2020-11-08 20:36:40,295][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:40,295][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:40,296][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:40,298][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:40,317][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:40,318][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:40,321][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:40,323][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:40,332][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:40,333][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:40,333][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:40,333][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:40,350][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:40,356][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:40,357][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:40,357][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:49,707][root][INFO] - ===> Configurations [2020-11-08 20:36:49,723][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/10/1.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://learnfair2216:10100 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 20:36:49,723][root][INFO] - ===> Initializing dataloader [2020-11-08 20:36:49,744][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 20:36:49,755][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 20:36:49,755][root][INFO] - ===> Building model [2020-11-08 20:36:50,055][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 20:36:50,055][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 20:36:50,059][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 20:36:51,464][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, 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block4.0.norm1.bn.weight, block4.0.norm1.bn.bias, block4.0.norm1.bn.running_mean, block4.0.norm1.bn.running_var, block4.0.norm1.bn.num_batches_tracked, block4.0.conv2.kernel, block4.0.norm2.bn.weight, block4.0.norm2.bn.bias, block4.0.norm2.bn.running_mean, block4.0.norm2.bn.running_var, block4.0.norm2.bn.num_batches_tracked, block4.0.downsample.0.kernel, block4.0.downsample.1.bn.weight, block4.0.downsample.1.bn.bias, block4.0.downsample.1.bn.running_mean, block4.0.downsample.1.bn.running_var, block4.0.downsample.1.bn.num_batches_tracked, block4.1.conv1.kernel, block4.1.norm1.bn.weight, block4.1.norm1.bn.bias, block4.1.norm1.bn.running_mean, block4.1.norm1.bn.running_var, block4.1.norm1.bn.num_batches_tracked, block4.1.conv2.kernel, block4.1.norm2.bn.weight, block4.1.norm2.bn.bias, block4.1.norm2.bn.running_mean, block4.1.norm2.bn.running_var, block4.1.norm2.bn.num_batches_tracked, block4.2.conv1.kernel, block4.2.norm1.bn.weight, block4.2.norm1.bn.bias, block4.2.norm1.bn.running_mean, block4.2.norm1.bn.running_var, block4.2.norm1.bn.num_batches_tracked, block4.2.conv2.kernel, block4.2.norm2.bn.weight, block4.2.norm2.bn.bias, block4.2.norm2.bn.running_mean, block4.2.norm2.bn.running_var, block4.2.norm2.bn.num_batches_tracked, block4.3.conv1.kernel, block4.3.norm1.bn.weight, block4.3.norm1.bn.bias, block4.3.norm1.bn.running_mean, block4.3.norm1.bn.running_var, block4.3.norm1.bn.num_batches_tracked, block4.3.conv2.kernel, block4.3.norm2.bn.weight, block4.3.norm2.bn.bias, block4.3.norm2.bn.running_mean, block4.3.norm2.bn.running_var, block4.3.norm2.bn.num_batches_tracked, block4.4.conv1.kernel, block4.4.norm1.bn.weight, block4.4.norm1.bn.bias, block4.4.norm1.bn.running_mean, block4.4.norm1.bn.running_var, block4.4.norm1.bn.num_batches_tracked, block4.4.conv2.kernel, block4.4.norm2.bn.weight, block4.4.norm2.bn.bias, block4.4.norm2.bn.running_mean, block4.4.norm2.bn.running_var, block4.4.norm2.bn.num_batches_tracked, block4.5.conv1.kernel, block4.5.norm1.bn.weight, block4.5.norm1.bn.bias, block4.5.norm1.bn.running_mean, block4.5.norm1.bn.running_var, block4.5.norm1.bn.num_batches_tracked, block4.5.conv2.kernel, block4.5.norm2.bn.weight, block4.5.norm2.bn.bias, block4.5.norm2.bn.running_mean, block4.5.norm2.bn.running_var, block4.5.norm2.bn.num_batches_tracked, convtr4p16s2.kernel, bntr4.bn.weight, bntr4.bn.bias, bntr4.bn.running_mean, bntr4.bn.running_var, bntr4.bn.num_batches_tracked, block5.0.conv1.kernel, block5.0.norm1.bn.weight, block5.0.norm1.bn.bias, block5.0.norm1.bn.running_mean, block5.0.norm1.bn.running_var, block5.0.norm1.bn.num_batches_tracked, block5.0.conv2.kernel, block5.0.norm2.bn.weight, block5.0.norm2.bn.bias, block5.0.norm2.bn.running_mean, block5.0.norm2.bn.running_var, block5.0.norm2.bn.num_batches_tracked, block5.0.downsample.0.kernel, block5.0.downsample.1.bn.weight, block5.0.downsample.1.bn.bias, block5.0.downsample.1.bn.running_mean, block5.0.downsample.1.bn.running_var, block5.0.downsample.1.bn.num_batches_tracked, block5.1.conv1.kernel, block5.1.norm1.bn.weight, block5.1.norm1.bn.bias, block5.1.norm1.bn.running_mean, block5.1.norm1.bn.running_var, block5.1.norm1.bn.num_batches_tracked, block5.1.conv2.kernel, block5.1.norm2.bn.weight, block5.1.norm2.bn.bias, block5.1.norm2.bn.running_mean, block5.1.norm2.bn.running_var, block5.1.norm2.bn.num_batches_tracked, convtr5p8s2.kernel, bntr5.bn.weight, bntr5.bn.bias, bntr5.bn.running_mean, bntr5.bn.running_var, bntr5.bn.num_batches_tracked, block6.0.conv1.kernel, block6.0.norm1.bn.weight, block6.0.norm1.bn.bias, block6.0.norm1.bn.running_mean, block6.0.norm1.bn.running_var, block6.0.norm1.bn.num_batches_tracked, block6.0.conv2.kernel, block6.0.norm2.bn.weight, block6.0.norm2.bn.bias, block6.0.norm2.bn.running_mean, block6.0.norm2.bn.running_var, block6.0.norm2.bn.num_batches_tracked, block6.0.downsample.0.kernel, block6.0.downsample.1.bn.weight, block6.0.downsample.1.bn.bias, block6.0.downsample.1.bn.running_mean, block6.0.downsample.1.bn.running_var, block6.0.downsample.1.bn.num_batches_tracked, block6.1.conv1.kernel, block6.1.norm1.bn.weight, block6.1.norm1.bn.bias, block6.1.norm1.bn.running_mean, block6.1.norm1.bn.running_var, block6.1.norm1.bn.num_batches_tracked, block6.1.conv2.kernel, block6.1.norm2.bn.weight, block6.1.norm2.bn.bias, block6.1.norm2.bn.running_mean, block6.1.norm2.bn.running_var, block6.1.norm2.bn.num_batches_tracked, convtr6p4s2.kernel, bntr6.bn.weight, bntr6.bn.bias, bntr6.bn.running_mean, bntr6.bn.running_var, bntr6.bn.num_batches_tracked, block7.0.conv1.kernel, block7.0.norm1.bn.weight, block7.0.norm1.bn.bias, block7.0.norm1.bn.running_mean, block7.0.norm1.bn.running_var, block7.0.norm1.bn.num_batches_tracked, block7.0.conv2.kernel, block7.0.norm2.bn.weight, block7.0.norm2.bn.bias, block7.0.norm2.bn.running_mean, block7.0.norm2.bn.running_var, block7.0.norm2.bn.num_batches_tracked, block7.0.downsample.0.kernel, block7.0.downsample.1.bn.weight, block7.0.downsample.1.bn.bias, block7.0.downsample.1.bn.running_mean, block7.0.downsample.1.bn.running_var, block7.0.downsample.1.bn.num_batches_tracked, block7.1.conv1.kernel, block7.1.norm1.bn.weight, block7.1.norm1.bn.bias, block7.1.norm1.bn.running_mean, block7.1.norm1.bn.running_var, block7.1.norm1.bn.num_batches_tracked, block7.1.conv2.kernel, block7.1.norm2.bn.weight, block7.1.norm2.bn.bias, block7.1.norm2.bn.running_mean, block7.1.norm2.bn.running_var, block7.1.norm2.bn.num_batches_tracked, convtr7p2s2.kernel, bntr7.bn.weight, bntr7.bn.bias, bntr7.bn.running_mean, bntr7.bn.running_var, bntr7.bn.num_batches_tracked, block8.0.conv1.kernel, block8.0.norm1.bn.weight, block8.0.norm1.bn.bias, block8.0.norm1.bn.running_mean, block8.0.norm1.bn.running_var, block8.0.norm1.bn.num_batches_tracked, block8.0.conv2.kernel, block8.0.norm2.bn.weight, block8.0.norm2.bn.bias, block8.0.norm2.bn.running_mean, block8.0.norm2.bn.running_var, block8.0.norm2.bn.num_batches_tracked, block8.0.downsample.0.kernel, block8.0.downsample.1.bn.weight, block8.0.downsample.1.bn.bias, block8.0.downsample.1.bn.running_mean, block8.0.downsample.1.bn.running_var, block8.0.downsample.1.bn.num_batches_tracked, block8.1.conv1.kernel, block8.1.norm1.bn.weight, block8.1.norm1.bn.bias, block8.1.norm1.bn.running_mean, block8.1.norm1.bn.running_var, block8.1.norm1.bn.num_batches_tracked, block8.1.conv2.kernel, block8.1.norm2.bn.weight, block8.1.norm2.bn.bias, block8.1.norm2.bn.running_mean, block8.1.norm2.bn.running_var, block8.1.norm2.bn.num_batches_tracked [2020-11-08 20:36:51,665][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 20:36:51,670][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-08 20:36:53,168][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 1499) [2020-11-08 20:37:01,378][root][INFO] - ===> Epoch[1499](4501/3): Loss -0.8479, Sem 0.0408, dir -0.9855, norm 0.0967, swav 0.0000 LR: 1.254e-02 Score 98.496 Data time: 2.8870, Forward time: 2.6921, Backward time: 2.5408, DDP time: 0.0046, Total iter time: 8.1587 [2020-11-08 20:37:08,356][root][INFO] - ===> Epoch[1499](4502/3): Loss -0.8564, Sem 0.0448, dir -0.9844, norm 0.0832, swav 0.0000 LR: 1.252e-02 Score 98.354 Data time: 0.1828, Forward time: 2.4728, Backward time: 3.3641, DDP time: 0.0043, Total iter time: 6.7493 [2020-11-08 20:37:13,816][root][INFO] - ===> Epoch[1499](4503/3): Loss -0.8466, Sem 0.0430, dir -0.9823, norm 0.0927, swav 0.0000 LR: 1.250e-02 Score 98.397 Data time: 0.2342, Forward time: 2.3366, Backward time: 3.1541, DDP time: 0.0040, Total iter time: 5.0994 [2020-11-08 20:37:20,333][root][INFO] - ===> Epoch[1500](4504/3): Loss -0.8646, Sem 0.0406, dir -0.9868, norm 0.0816, swav 0.0000 LR: 1.247e-02 Score 98.529 Data time: 0.3137, Forward time: 2.5573, Backward time: 3.0237, DDP time: 0.0033, Total iter time: 6.1772 [2020-11-08 20:37:26,293][root][INFO] - ===> Epoch[1500](4505/3): Loss -0.8472, Sem 0.0478, dir -0.9862, norm 0.0913, swav 0.0000 LR: 1.245e-02 Score 98.231 Data time: 0.2738, Forward time: 2.6571, Backward time: 2.8845, DDP time: 0.0030, Total iter time: 5.6703 [2020-11-08 20:37:32,652][root][INFO] - ===> Epoch[1500](4506/3): Loss -0.8504, Sem 0.0417, dir -0.9839, norm 0.0918, swav 0.0000 LR: 1.243e-02 Score 98.459 Data time: 0.2232, Forward time: 2.5850, Backward time: 2.9936, DDP time: 0.0032, Total iter time: 6.0846 [2020-11-08 20:37:39,129][root][INFO] - ===> Epoch[1501](4507/3): Loss -0.8595, Sem 0.0430, dir -0.9870, norm 0.0845, swav 0.0000 LR: 1.241e-02 Score 98.397 Data time: 0.3202, Forward time: 2.6849, Backward time: 2.9436, DDP time: 0.0029, Total iter time: 6.2602 [2020-11-08 20:37:45,911][root][INFO] - ===> Epoch[1501](4508/3): Loss -0.8617, Sem 0.0392, dir -0.9855, norm 0.0846, swav 0.0000 LR: 1.238e-02 Score 98.549 Data time: 0.1691, Forward time: 2.6097, Backward time: 3.0971, DDP time: 0.0030, Total iter time: 6.5575 [2020-11-08 20:37:51,211][root][INFO] - ===> Epoch[1501](4509/3): Loss -0.8500, Sem 0.0458, dir -0.9838, norm 0.0881, swav 0.0000 LR: 1.236e-02 Score 98.301 Data time: 0.1307, Forward time: 2.4730, Backward time: 3.1427, DDP time: 0.0031, Total iter time: 5.1397 [2020-11-08 20:37:57,338][root][INFO] - ===> Epoch[1502](4510/3): Loss -0.8501, Sem 0.0430, dir -0.9851, norm 0.0920, swav 0.0000 LR: 1.234e-02 Score 98.412 Data time: 0.2632, Forward time: 2.5096, Backward time: 3.1186, DDP time: 0.0032, Total iter time: 6.0333 [2020-11-08 20:38:04,218][root][INFO] - ===> Epoch[1502](4511/3): Loss -0.8495, Sem 0.0435, dir -0.9853, norm 0.0923, swav 0.0000 LR: 1.231e-02 Score 98.401 Data time: 0.2562, Forward time: 2.5468, Backward time: 3.1516, DDP time: 0.0032, Total iter time: 6.7253 [2020-11-08 20:38:09,643][root][INFO] - ===> Epoch[1502](4512/3): Loss -0.8569, Sem 0.0412, dir -0.9864, norm 0.0884, swav 0.0000 LR: 1.229e-02 Score 98.497 Data time: 0.2200, Forward time: 2.5233, Backward time: 3.1168, DDP time: 0.0033, Total iter time: 5.2704 [2020-11-08 20:38:16,327][root][INFO] - ===> Epoch[1503](4513/3): Loss -0.8505, Sem 0.0464, dir -0.9845, norm 0.0875, swav 0.0000 LR: 1.227e-02 Score 98.280 Data time: 0.3278, Forward time: 2.5875, Backward time: 3.0956, DDP time: 0.0031, Total iter time: 6.5390 [2020-11-08 20:38:22,821][root][INFO] - ===> Epoch[1503](4514/3): Loss -0.8510, Sem 0.0427, dir -0.9854, norm 0.0916, swav 0.0000 LR: 1.225e-02 Score 98.445 Data time: 0.1237, Forward time: 2.5135, Backward time: 3.2079, DDP time: 0.0030, Total iter time: 6.3555 [2020-11-08 20:38:28,790][root][INFO] - ===> Epoch[1503](4515/3): Loss -0.8580, Sem 0.0422, dir -0.9865, norm 0.0863, swav 0.0000 LR: 1.222e-02 Score 98.435 Data time: 0.2310, Forward time: 2.5223, Backward time: 3.1905, DDP time: 0.0030, Total iter time: 5.8696 [2020-11-08 20:38:34,697][root][INFO] - ===> Epoch[1504](4516/3): Loss -0.8474, Sem 0.0436, dir -0.9848, norm 0.0938, swav 0.0000 LR: 1.220e-02 Score 98.381 Data time: 0.1770, Forward time: 2.4868, Backward time: 3.2125, DDP time: 0.0031, Total iter time: 5.7800 [2020-11-08 20:38:40,798][root][INFO] - ===> Epoch[1504](4517/3): Loss -0.8556, Sem 0.0420, dir -0.9866, norm 0.0890, swav 0.0000 LR: 1.218e-02 Score 98.450 Data time: 0.1980, Forward time: 2.4682, Backward time: 3.2298, DDP time: 0.0031, Total iter time: 6.0223 [2020-11-08 20:38:47,764][root][INFO] - ===> Epoch[1504](4518/3): Loss -0.8512, Sem 0.0403, dir -0.9830, norm 0.0915, swav 0.0000 LR: 1.216e-02 Score 98.535 Data time: 0.2147, Forward time: 2.4664, Backward time: 3.2783, DDP time: 0.0032, Total iter time: 6.8588 [2020-11-08 20:38:53,544][root][INFO] - ===> Epoch[1505](4519/3): Loss -0.8563, Sem 0.0421, dir -0.9861, norm 0.0876, swav 0.0000 LR: 1.213e-02 Score 98.448 Data time: 0.2232, Forward time: 2.4637, Backward time: 3.2613, DDP time: 0.0032, Total iter time: 5.6599 [2020-11-08 20:38:59,412][root][INFO] - ===> Epoch[1505](4520/3): Loss -0.8483, Sem 0.0450, dir -0.9856, norm 0.0923, swav 0.0000 LR: 1.211e-02 Score 98.338 Data time: 0.2915, Forward time: 2.4898, Backward time: 3.2169, DDP time: 0.0033, Total iter time: 5.7519 [2020-11-08 20:39:04,811][root][INFO] - ===> Epoch[1505](4521/3): Loss -0.8530, Sem 0.0467, dir -0.9850, norm 0.0853, swav 0.0000 LR: 1.209e-02 Score 98.261 Data time: 0.2417, Forward time: 2.5056, Backward time: 3.1683, DDP time: 0.0032, Total iter time: 5.2700 [2020-11-08 20:39:10,320][root][INFO] - ===> Epoch[1506](4522/3): Loss -0.8494, Sem 0.0439, dir -0.9856, norm 0.0924, swav 0.0000 LR: 1.206e-02 Score 98.376 Data time: 0.1606, Forward time: 2.4703, Backward time: 3.1778, DDP time: 0.0032, Total iter time: 5.3875 [2020-11-08 20:39:16,731][root][INFO] - ===> Epoch[1506](4523/3): Loss -0.8571, Sem 0.0382, dir -0.9866, norm 0.0914, swav 0.0000 LR: 1.204e-02 Score 98.597 Data time: 0.3331, Forward time: 2.5053, Backward time: 3.1562, DDP time: 0.0033, Total iter time: 6.3224 [2020-11-08 20:39:21,646][root][INFO] - ===> Epoch[1506](4524/3): Loss -0.8530, Sem 0.0481, dir -0.9868, norm 0.0857, swav 0.0000 LR: 1.202e-02 Score 98.205 Data time: 0.2234, Forward time: 2.5058, Backward time: 3.1089, DDP time: 0.0033, Total iter time: 4.7897 [2020-11-08 20:39:26,699][root][INFO] - ===> Epoch[1507](4525/3): Loss -0.8597, Sem 0.0385, dir -0.9845, norm 0.0863, swav 0.0000 LR: 1.200e-02 Score 98.567 Data time: 0.2833, Forward time: 2.5077, Backward time: 3.0684, DDP time: 0.0033, Total iter time: 4.9569 [2020-11-08 20:39:32,445][root][INFO] - ===> Epoch[1507](4526/3): Loss -0.8435, Sem 0.0489, dir -0.9851, norm 0.0926, swav 0.0000 LR: 1.197e-02 Score 98.219 Data time: 0.1950, Forward time: 2.4970, Backward time: 3.0708, DDP time: 0.0033, Total iter time: 5.6367 [2020-11-08 20:39:37,835][root][INFO] - ===> Epoch[1507](4527/3): Loss -0.8595, Sem 0.0408, dir -0.9842, norm 0.0839, swav 0.0000 LR: 1.195e-02 Score 98.490 Data time: 0.1886, Forward time: 2.4839, Backward time: 3.0649, DDP time: 0.0033, Total iter time: 5.3140 [2020-11-08 20:39:44,050][root][INFO] - ===> Epoch[1508](4528/3): Loss -0.8486, Sem 0.0417, dir -0.9863, norm 0.0959, swav 0.0000 LR: 1.193e-02 Score 98.438 Data time: 0.1695, Forward time: 2.4618, Backward time: 3.0962, DDP time: 0.0034, Total iter time: 6.0932 [2020-11-08 20:39:49,391][root][INFO] - ===> Epoch[1508](4529/3): Loss -0.8515, Sem 0.0425, dir -0.9842, norm 0.0903, swav 0.0000 LR: 1.191e-02 Score 98.459 Data time: 0.1554, Forward time: 2.4380, Backward time: 3.0973, DDP time: 0.0034, Total iter time: 5.2592 [2020-11-08 20:39:56,113][root][INFO] - ===> Epoch[1508](4530/3): Loss -0.8486, Sem 0.0442, dir -0.9849, norm 0.0921, swav 0.0000 LR: 1.188e-02 Score 98.365 Data time: 0.1788, Forward time: 2.4222, Backward time: 3.1403, DDP time: 0.0034, Total iter time: 6.6677 [2020-11-08 20:40:01,590][root][INFO] - ===> Epoch[1509](4531/3): Loss -0.8483, Sem 0.0434, dir -0.9843, norm 0.0926, swav 0.0000 LR: 1.186e-02 Score 98.399 Data time: 0.2016, Forward time: 2.4008, Backward time: 3.1422, DDP time: 0.0034, Total iter time: 5.3635 [2020-11-08 20:40:08,463][root][INFO] - ===> Epoch[1509](4532/3): Loss -0.8589, Sem 0.0433, dir -0.9867, norm 0.0845, swav 0.0000 LR: 1.184e-02 Score 98.403 Data time: 0.2134, Forward time: 2.3996, Backward time: 3.1721, DDP time: 0.0034, Total iter time: 6.7830 [2020-11-08 20:40:13,874][root][INFO] - ===> Epoch[1509](4533/3): Loss -0.8569, Sem 0.0404, dir -0.9872, norm 0.0900, swav 0.0000 LR: 1.181e-02 Score 98.496 Data time: 0.1787, Forward time: 2.3913, Backward time: 3.1641, DDP time: 0.0035, Total iter time: 5.2794 [2020-11-08 20:40:19,405][root][INFO] - ===> Epoch[1510](4534/3): Loss -0.8489, Sem 0.0480, dir -0.9844, norm 0.0875, swav 0.0000 LR: 1.179e-02 Score 98.249 Data time: 0.1638, Forward time: 2.3717, Backward time: 3.1716, DDP time: 0.0035, Total iter time: 5.4245 [2020-11-08 20:40:26,568][root][INFO] - ===> Epoch[1510](4535/3): Loss -0.8577, Sem 0.0396, dir -0.9839, norm 0.0866, swav 0.0000 LR: 1.177e-02 Score 98.523 Data time: 0.2699, Forward time: 2.3881, Backward time: 3.1879, DDP time: 0.0035, Total iter time: 7.0631 [2020-11-08 20:40:33,268][root][INFO] - ===> Epoch[1510](4536/3): Loss -0.8490, Sem 0.0454, dir -0.9857, norm 0.0912, swav 0.0000 LR: 1.175e-02 Score 98.330 Data time: 0.2022, Forward time: 2.3925, Backward time: 3.2014, DDP time: 0.0035, Total iter time: 6.5608 [2020-11-08 20:40:39,335][root][INFO] - ===> Epoch[1511](4537/3): Loss -0.8424, Sem 0.0480, dir -0.9838, norm 0.0934, swav 0.0000 LR: 1.172e-02 Score 98.236 Data time: 0.1803, Forward time: 2.3810, Backward time: 3.2142, DDP time: 0.0035, Total iter time: 5.9440 [2020-11-08 20:40:44,225][root][INFO] - ===> Epoch[1511](4538/3): Loss -0.8667, Sem 0.0372, dir -0.9877, norm 0.0838, swav 0.0000 LR: 1.170e-02 Score 98.638 Data time: 0.1862, Forward time: 2.3654, Backward time: 3.2016, DDP time: 0.0035, Total iter time: 4.7890 [2020-11-08 20:40:50,430][root][INFO] - ===> Epoch[1511](4539/3): Loss -0.8413, Sem 0.0477, dir -0.9834, norm 0.0944, swav 0.0000 LR: 1.168e-02 Score 98.230 Data time: 0.2715, Forward time: 2.3800, Backward time: 3.1938, DDP time: 0.0035, Total iter time: 6.1316 [2020-11-08 20:40:56,468][root][INFO] - ===> Epoch[1512](4540/3): Loss -0.8631, Sem 0.0398, dir -0.9863, norm 0.0834, swav 0.0000 LR: 1.165e-02 Score 98.529 Data time: 0.2037, Forward time: 2.3747, Backward time: 3.2000, DDP time: 0.0035, Total iter time: 5.9201 [2020-11-08 20:41:02,282][root][INFO] - ===> Epoch[1512](4541/3): Loss -0.8553, Sem 0.0436, dir -0.9845, norm 0.0856, swav 0.0000 LR: 1.163e-02 Score 98.391 Data time: 0.2091, Forward time: 2.3714, Backward time: 3.1983, DDP time: 0.0035, Total iter time: 5.7266 [2020-11-08 20:41:07,555][root][INFO] - ===> Epoch[1512](4542/3): Loss -0.8463, Sem 0.0449, dir -0.9852, norm 0.0940, swav 0.0000 LR: 1.161e-02 Score 98.365 Data time: 0.1965, Forward time: 2.3683, Backward time: 3.1859, DDP time: 0.0036, Total iter time: 5.1610 [2020-11-08 20:41:12,605][root][INFO] - ===> Epoch[1513](4543/3): Loss -0.8632, Sem 0.0401, dir -0.9871, norm 0.0838, swav 0.0000 LR: 1.159e-02 Score 98.504 Data time: 0.2042, Forward time: 2.3630, Backward time: 3.1648, DDP time: 0.0036, Total iter time: 4.7879 [2020-11-08 20:41:18,293][root][INFO] - ===> Epoch[1513](4544/3): Loss -0.8567, Sem 0.0445, dir -0.9870, norm 0.0858, swav 0.0000 LR: 1.156e-02 Score 98.341 Data time: 0.2414, Forward time: 2.3595, Backward time: 3.1624, DDP time: 0.0036, Total iter time: 5.5815 [2020-11-08 20:41:24,710][root][INFO] - ===> Epoch[1513](4545/3): Loss -0.8477, Sem 0.0439, dir -0.9825, norm 0.0909, swav 0.0000 LR: 1.154e-02 Score 98.370 Data time: 0.2864, Forward time: 2.3696, Backward time: 3.1619, DDP time: 0.0036, Total iter time: 6.3000 [2020-11-08 20:41:31,571][root][INFO] - ===> Epoch[1514](4546/3): Loss -0.8583, Sem 0.0417, dir -0.9849, norm 0.0849, swav 0.0000 LR: 1.152e-02 Score 98.456 Data time: 0.2000, Forward time: 2.3640, Backward time: 3.1866, DDP time: 0.0036, Total iter time: 6.7317 [2020-11-08 20:41:36,434][root][INFO] - ===> Epoch[1514](4547/3): Loss -0.8410, Sem 0.0484, dir -0.9843, norm 0.0949, swav 0.0000 LR: 1.149e-02 Score 98.226 Data time: 0.2166, Forward time: 2.3653, Backward time: 3.1631, DDP time: 0.0036, Total iter time: 4.7470 [2020-11-08 20:41:41,479][root][INFO] - ===> Epoch[1514](4548/3): Loss -0.8622, Sem 0.0391, dir -0.9857, norm 0.0844, swav 0.0000 LR: 1.147e-02 Score 98.545 Data time: 0.2475, Forward time: 2.3581, Backward time: 3.1512, DDP time: 0.0036, Total iter time: 4.9302 [2020-11-08 20:41:48,362][root][INFO] - ===> Epoch[1515](4549/3): Loss -0.8615, Sem 0.0404, dir -0.9862, norm 0.0843, swav 0.0000 LR: 1.145e-02 Score 98.532 Data time: 0.2931, Forward time: 2.3736, Backward time: 3.1547, DDP time: 0.0036, Total iter time: 6.7743 [2020-11-08 20:41:53,638][root][INFO] - ===> Epoch[1515](4550/3): Loss -0.8438, Sem 0.0470, dir -0.9849, norm 0.0940, swav 0.0000 LR: 1.143e-02 Score 98.281 Data time: 0.2234, Forward time: 2.3739, Backward time: 3.1416, DDP time: 0.0036, Total iter time: 5.1467 [2020-11-08 20:41:59,087][root][INFO] - ===> Epoch[1515](4551/3): Loss -0.8638, Sem 0.0438, dir -0.9886, norm 0.0809, swav 0.0000 LR: 1.140e-02 Score 98.362 Data time: 0.2491, Forward time: 2.3707, Backward time: 3.1351, DDP time: 0.0036, Total iter time: 5.3342 [2020-11-08 20:42:04,313][root][INFO] - ===> Epoch[1516](4552/3): Loss -0.8478, Sem 0.0408, dir -0.9813, norm 0.0926, swav 0.0000 LR: 1.138e-02 Score 98.484 Data time: 0.2000, Forward time: 2.3692, Backward time: 3.1248, DDP time: 0.0036, Total iter time: 5.1387 [2020-11-08 20:42:10,177][root][INFO] - ===> Epoch[1516](4553/3): Loss -0.8567, Sem 0.0409, dir -0.9856, norm 0.0880, swav 0.0000 LR: 1.136e-02 Score 98.501 Data time: 0.1313, Forward time: 2.3523, Backward time: 3.1411, DDP time: 0.0036, Total iter time: 5.7413 [2020-11-08 20:42:16,118][root][INFO] - ===> Epoch[1516](4554/3): Loss -0.8530, Sem 0.0432, dir -0.9865, norm 0.0902, swav 0.0000 LR: 1.133e-02 Score 98.413 Data time: 0.1689, Forward time: 2.3421, Backward time: 3.1517, DDP time: 0.0036, Total iter time: 5.8792 [2020-11-08 20:42:23,344][root][INFO] - ===> Epoch[1517](4555/3): Loss -0.8596, Sem 0.0401, dir -0.9840, norm 0.0843, swav 0.0000 LR: 1.131e-02 Score 98.518 Data time: 0.2018, Forward time: 2.3366, Backward time: 3.1804, DDP time: 0.0036, Total iter time: 7.1220 [2020-11-08 20:42:30,828][root][INFO] - ===> Epoch[1517](4556/3): Loss -0.8495, Sem 0.0456, dir -0.9851, norm 0.0900, swav 0.0000 LR: 1.129e-02 Score 98.318 Data time: 0.1724, Forward time: 2.3276, Backward time: 3.2162, DDP time: 0.0036, Total iter time: 7.3763 [2020-11-08 20:42:35,940][root][INFO] - ===> Epoch[1517](4557/3): Loss -0.8545, Sem 0.0434, dir -0.9848, norm 0.0869, swav 0.0000 LR: 1.126e-02 Score 98.385 Data time: 0.2404, Forward time: 2.3289, Backward time: 3.2009, DDP time: 0.0036, Total iter time: 5.0235 [2020-11-08 20:42:41,909][root][INFO] - ===> Epoch[1518](4558/3): Loss -0.8628, Sem 0.0383, dir -0.9864, norm 0.0852, swav 0.0000 LR: 1.124e-02 Score 98.578 Data time: 0.2847, Forward time: 2.3410, Backward time: 3.1873, DDP time: 0.0036, Total iter time: 5.8178 [2020-11-08 20:42:47,736][root][INFO] - ===> Epoch[1518](4559/3): Loss -0.8623, Sem 0.0416, dir -0.9869, norm 0.0830, swav 0.0000 LR: 1.122e-02 Score 98.446 Data time: 0.2904, Forward time: 2.3530, Backward time: 3.1732, DDP time: 0.0037, Total iter time: 5.7147 [2020-11-08 20:42:54,564][root][INFO] - ===> Epoch[1518](4560/3): Loss -0.8415, Sem 0.0436, dir -0.9828, norm 0.0977, swav 0.0000 LR: 1.120e-02 Score 98.388 Data time: 0.2635, Forward time: 2.3614, Backward time: 3.1785, DDP time: 0.0037, Total iter time: 6.6963 [2020-11-08 20:43:01,532][root][INFO] - ===> Epoch[1519](4561/3): Loss -0.8698, Sem 0.0397, dir -0.9877, norm 0.0782, swav 0.0000 LR: 1.117e-02 Score 98.517 Data time: 0.2681, Forward time: 2.3652, Backward time: 3.1896, DDP time: 0.0037, Total iter time: 6.8329 [2020-11-08 20:43:07,102][root][INFO] - ===> Epoch[1519](4562/3): Loss -0.8481, Sem 0.0422, dir -0.9841, norm 0.0938, swav 0.0000 LR: 1.115e-02 Score 98.467 Data time: 0.1905, Forward time: 2.3584, Backward time: 3.1903, DDP time: 0.0037, Total iter time: 5.4650 [2020-11-08 20:43:13,089][root][INFO] - ===> Epoch[1519](4563/3): Loss -0.8483, Sem 0.0461, dir -0.9835, norm 0.0891, swav 0.0000 LR: 1.113e-02 Score 98.291 Data time: 0.2261, Forward time: 2.3600, Backward time: 3.1902, DDP time: 0.0037, Total iter time: 5.9162 [2020-11-08 20:43:19,523][root][INFO] - ===> Epoch[1520](4564/3): Loss -0.8573, Sem 0.0387, dir -0.9864, norm 0.0904, swav 0.0000 LR: 1.110e-02 Score 98.591 Data time: 0.1972, Forward time: 2.3569, Backward time: 3.1994, DDP time: 0.0037, Total iter time: 6.2945 [2020-11-08 20:43:25,617][root][INFO] - ===> Epoch[1520](4565/3): Loss -0.8539, Sem 0.0440, dir -0.9868, norm 0.0889, swav 0.0000 LR: 1.108e-02 Score 98.358 Data time: 0.2100, Forward time: 2.3466, Backward time: 3.2111, DDP time: 0.0037, Total iter time: 5.9967 [2020-11-08 20:43:31,250][root][INFO] - ===> Epoch[1520](4566/3): Loss -0.8456, Sem 0.0436, dir -0.9812, norm 0.0920, swav 0.0000 LR: 1.106e-02 Score 98.445 Data time: 0.2914, Forward time: 2.3537, Backward time: 3.1992, DDP time: 0.0037, Total iter time: 5.5477 [2020-11-08 20:43:38,407][root][INFO] - ===> Epoch[1521](4567/3): Loss -0.8623, Sem 0.0408, dir -0.9861, norm 0.0829, swav 0.0000 LR: 1.104e-02 Score 98.500 Data time: 0.3375, Forward time: 2.3700, Backward time: 3.1996, DDP time: 0.0037, Total iter time: 7.0387 [2020-11-08 20:43:44,133][root][INFO] - ===> Epoch[1521](4568/3): Loss -0.8515, Sem 0.0418, dir -0.9815, norm 0.0882, swav 0.0000 LR: 1.101e-02 Score 98.463 Data time: 0.1118, Forward time: 2.3551, Backward time: 3.2129, DDP time: 0.0036, Total iter time: 5.5880 [2020-11-08 20:43:50,457][root][INFO] - ===> Epoch[1521](4569/3): Loss -0.8613, Sem 0.0422, dir -0.9877, norm 0.0841, swav 0.0000 LR: 1.099e-02 Score 98.413 Data time: 0.2093, Forward time: 2.3537, Backward time: 3.2196, DDP time: 0.0036, Total iter time: 6.2518 [2020-11-08 20:43:56,638][root][INFO] - ===> Epoch[1522](4570/3): Loss -0.8457, Sem 0.0446, dir -0.9858, norm 0.0955, swav 0.0000 LR: 1.097e-02 Score 98.374 Data time: 0.1588, Forward time: 2.3434, Backward time: 3.2319, DDP time: 0.0036, Total iter time: 6.0800 [2020-11-08 20:44:01,950][root][INFO] - ===> Epoch[1522](4571/3): Loss -0.8550, Sem 0.0462, dir -0.9853, norm 0.0841, swav 0.0000 LR: 1.094e-02 Score 98.308 Data time: 0.2378, Forward time: 2.3476, Backward time: 3.2184, DDP time: 0.0036, Total iter time: 5.2416 [2020-11-08 20:44:07,620][root][INFO] - ===> Epoch[1522](4572/3): Loss -0.8507, Sem 0.0423, dir -0.9841, norm 0.0911, swav 0.0000 LR: 1.092e-02 Score 98.422 Data time: 0.2498, Forward time: 2.3505, Backward time: 3.2112, DDP time: 0.0036, Total iter time: 5.5555 [2020-11-08 20:44:13,714][root][INFO] - ===> Epoch[1523](4573/3): Loss -0.8477, Sem 0.0450, dir -0.9861, norm 0.0934, swav 0.0000 LR: 1.090e-02 Score 98.325 Data time: 0.2322, Forward time: 2.3548, Backward time: 3.2086, DDP time: 0.0036, Total iter time: 5.9761 [2020-11-08 20:44:18,735][root][INFO] - ===> Epoch[1523](4574/3): Loss -0.8528, Sem 0.0457, dir -0.9867, norm 0.0881, swav 0.0000 LR: 1.087e-02 Score 98.310 Data time: 0.2353, Forward time: 2.3575, Backward time: 3.1933, DDP time: 0.0036, Total iter time: 4.8906 [2020-11-08 20:44:24,009][root][INFO] - ===> Epoch[1523](4575/3): Loss -0.8642, Sem 0.0358, dir -0.9835, norm 0.0835, swav 0.0000 LR: 1.085e-02 Score 98.671 Data time: 0.2136, Forward time: 2.3555, Backward time: 3.1863, DDP time: 0.0036, Total iter time: 5.1555 [2020-11-08 20:44:29,061][root][INFO] - ===> Epoch[1524](4576/3): Loss -0.8581, Sem 0.0445, dir -0.9858, norm 0.0832, swav 0.0000 LR: 1.083e-02 Score 98.358 Data time: 0.2324, Forward time: 2.3584, Backward time: 3.1722, DDP time: 0.0036, Total iter time: 4.9567 [2020-11-08 20:44:34,852][root][INFO] - ===> Epoch[1524](4577/3): Loss -0.8484, Sem 0.0447, dir -0.9848, norm 0.0917, swav 0.0000 LR: 1.081e-02 Score 98.362 Data time: 0.1983, Forward time: 2.3544, Backward time: 3.1742, DDP time: 0.0036, Total iter time: 5.6714 [2020-11-08 20:44:40,407][root][INFO] - ===> Epoch[1524](4578/3): Loss -0.8698, Sem 0.0379, dir -0.9860, norm 0.0783, swav 0.0000 LR: 1.078e-02 Score 98.565 Data time: 0.1593, Forward time: 2.3463, Backward time: 3.1778, DDP time: 0.0036, Total iter time: 5.4492 [2020-11-08 20:44:46,275][root][INFO] - ===> Epoch[1525](4579/3): Loss -0.8562, Sem 0.0421, dir -0.9856, norm 0.0874, swav 0.0000 LR: 1.076e-02 Score 98.457 Data time: 0.2147, Forward time: 2.3425, Backward time: 3.1811, DDP time: 0.0036, Total iter time: 5.7911 [2020-11-08 20:44:52,018][root][INFO] - ===> Epoch[1525](4580/3): Loss -0.8581, Sem 0.0440, dir -0.9857, norm 0.0836, swav 0.0000 LR: 1.074e-02 Score 98.342 Data time: 0.2145, Forward time: 2.3415, Backward time: 3.1801, DDP time: 0.0036, Total iter time: 5.6473 [2020-11-08 20:44:56,623][root][INFO] - ===> Epoch[1525](4581/3): Loss -0.8494, Sem 0.0445, dir -0.9861, norm 0.0923, swav 0.0000 LR: 1.071e-02 Score 98.346 Data time: 0.1702, Forward time: 2.3348, Backward time: 3.1709, DDP time: 0.0036, Total iter time: 4.4821 [2020-11-08 20:45:02,048][root][INFO] - ===> Epoch[1526](4582/3): Loss -0.8592, Sem 0.0396, dir -0.9839, norm 0.0852, swav 0.0000 LR: 1.069e-02 Score 98.554 Data time: 0.1949, Forward time: 2.3311, Backward time: 3.1687, DDP time: 0.0036, Total iter time: 5.3420 [2020-11-08 20:45:07,248][root][INFO] - ===> Epoch[1526](4583/3): Loss -0.8510, Sem 0.0473, dir -0.9855, norm 0.0873, swav 0.0000 LR: 1.067e-02 Score 98.226 Data time: 0.2205, Forward time: 2.3316, Backward time: 3.1603, DDP time: 0.0036, Total iter time: 5.0998 [2020-11-08 20:45:14,455][root][INFO] - ===> Epoch[1526](4584/3): Loss -0.8398, Sem 0.0465, dir -0.9837, norm 0.0974, swav 0.0000 LR: 1.064e-02 Score 98.272 Data time: 0.1684, Forward time: 2.3266, Backward time: 3.1802, DDP time: 0.0036, Total iter time: 7.0895 [2020-11-08 20:45:19,820][root][INFO] - ===> Epoch[1527](4585/3): Loss -0.8527, Sem 0.0407, dir -0.9844, norm 0.0910, swav 0.0000 LR: 1.062e-02 Score 98.514 Data time: 0.1817, Forward time: 2.3205, Backward time: 3.1804, DDP time: 0.0036, Total iter time: 5.2697 [2020-11-08 20:45:26,389][root][INFO] - ===> Epoch[1527](4586/3): Loss -0.8585, Sem 0.0451, dir -0.9857, norm 0.0822, swav 0.0000 LR: 1.060e-02 Score 98.330 Data time: 0.2325, Forward time: 2.3206, Backward time: 3.1875, DDP time: 0.0036, Total iter time: 6.4587 [2020-11-08 20:45:31,127][root][INFO] - ===> Epoch[1527](4587/3): Loss -0.8664, Sem 0.0383, dir -0.9877, norm 0.0830, swav 0.0000 LR: 1.057e-02 Score 98.595 Data time: 0.2165, Forward time: 2.3177, Backward time: 3.1772, DDP time: 0.0036, Total iter time: 4.6188 [2020-11-08 20:45:36,251][root][INFO] - ===> Epoch[1528](4588/3): Loss -0.8477, Sem 0.0450, dir -0.9835, norm 0.0908, swav 0.0000 LR: 1.055e-02 Score 98.349 Data time: 0.1565, Forward time: 2.3085, Backward time: 3.1781, DDP time: 0.0036, Total iter time: 5.0307 [2020-11-08 20:45:41,389][root][INFO] - ===> Epoch[1528](4589/3): Loss -0.8626, Sem 0.0425, dir -0.9870, norm 0.0819, swav 0.0000 LR: 1.053e-02 Score 98.462 Data time: 0.2276, Forward time: 2.3094, Backward time: 3.1686, DDP time: 0.0036, Total iter time: 5.0618 [2020-11-08 20:45:47,731][root][INFO] - ===> Epoch[1528](4590/3): Loss -0.8526, Sem 0.0431, dir -0.9842, norm 0.0885, swav 0.0000 LR: 1.051e-02 Score 98.393 Data time: 0.1583, Forward time: 2.3024, Backward time: 3.1805, DDP time: 0.0036, Total iter time: 6.2178 [2020-11-08 20:45:54,143][root][INFO] - ===> Epoch[1529](4591/3): Loss -0.8501, Sem 0.0415, dir -0.9856, norm 0.0940, swav 0.0000 LR: 1.048e-02 Score 98.464 Data time: 0.2621, Forward time: 2.3084, Backward time: 3.1797, DDP time: 0.0036, Total iter time: 6.3230 [2020-11-08 20:45:59,446][root][INFO] - ===> Epoch[1529](4592/3): Loss -0.8532, Sem 0.0481, dir -0.9856, norm 0.0843, swav 0.0000 LR: 1.046e-02 Score 98.190 Data time: 0.2686, Forward time: 2.3097, Backward time: 3.1716, DDP time: 0.0036, Total iter time: 5.1798 [2020-11-08 20:46:05,227][root][INFO] - ===> Epoch[1529](4593/3): Loss -0.8462, Sem 0.0426, dir -0.9833, norm 0.0945, swav 0.0000 LR: 1.044e-02 Score 98.449 Data time: 0.2555, Forward time: 2.3138, Backward time: 3.1660, DDP time: 0.0036, Total iter time: 5.6513 [2020-11-08 20:46:10,812][root][INFO] - ===> Epoch[1530](4594/3): Loss -0.8581, Sem 0.0472, dir -0.9873, norm 0.0820, swav 0.0000 LR: 1.041e-02 Score 98.270 Data time: 0.3019, Forward time: 2.3203, Backward time: 3.1560, DDP time: 0.0036, Total iter time: 5.4599 [2020-11-08 20:46:16,605][root][INFO] - ===> Epoch[1530](4595/3): Loss -0.8524, Sem 0.0401, dir -0.9828, norm 0.0903, swav 0.0000 LR: 1.039e-02 Score 98.526 Data time: 0.2708, Forward time: 2.3278, Backward time: 3.1475, DDP time: 0.0036, Total iter time: 5.6734 [2020-11-08 20:46:22,061][root][INFO] - ===> Epoch[1530](4596/3): Loss -0.8549, Sem 0.0434, dir -0.9862, norm 0.0879, swav 0.0000 LR: 1.037e-02 Score 98.427 Data time: 0.1469, Forward time: 2.3204, Backward time: 3.1506, DDP time: 0.0036, Total iter time: 5.3325 [2020-11-08 20:46:27,370][root][INFO] - ===> Epoch[1531](4597/3): Loss -0.8538, Sem 0.0417, dir -0.9860, norm 0.0905, swav 0.0000 LR: 1.034e-02 Score 98.452 Data time: 0.2202, Forward time: 2.3215, Backward time: 3.1442, DDP time: 0.0036, Total iter time: 5.2094 [2020-11-08 20:46:33,471][root][INFO] - ===> Epoch[1531](4598/3): Loss -0.8607, Sem 0.0424, dir -0.9865, norm 0.0833, swav 0.0000 LR: 1.032e-02 Score 98.471 Data time: 0.2337, Forward time: 2.3208, Backward time: 3.1470, DDP time: 0.0036, Total iter time: 5.9948 [2020-11-08 20:46:37,720][root][INFO] - ===> Epoch[1531](4599/3): Loss -0.8452, Sem 0.0436, dir -0.9835, norm 0.0946, swav 0.0000 LR: 1.030e-02 Score 98.413 Data time: 0.1980, Forward time: 2.3171, Backward time: 3.1348, DDP time: 0.0036, Total iter time: 4.1249 [2020-11-08 20:46:43,980][root][INFO] - ===> Epoch[1532](4600/3): Loss -0.8506, Sem 0.0453, dir -0.9861, norm 0.0903, swav 0.0000 LR: 1.027e-02 Score 98.319 Data time: 0.2860, Forward time: 2.3230, Backward time: 3.1329, DDP time: 0.0036, Total iter time: 6.1651 [2020-11-08 20:46:49,396][root][INFO] - ===> Epoch[1532](4601/3): Loss -0.8557, Sem 0.0397, dir -0.9849, norm 0.0895, swav 0.0000 LR: 1.025e-02 Score 98.510 Data time: 0.2025, Forward time: 2.3211, Backward time: 3.1302, DDP time: 0.0036, Total iter time: 5.2614 [2020-11-08 20:46:54,791][root][INFO] - ===> Epoch[1532](4602/3): Loss -0.8548, Sem 0.0457, dir -0.9863, norm 0.0858, swav 0.0000 LR: 1.023e-02 Score 98.300 Data time: 0.2351, Forward time: 2.3210, Backward time: 3.1257, DDP time: 0.0036, Total iter time: 5.2803 [2020-11-08 20:47:00,556][root][INFO] - ===> Epoch[1533](4603/3): Loss -0.8619, Sem 0.0415, dir -0.9868, norm 0.0834, swav 0.0000 LR: 1.020e-02 Score 98.470 Data time: 0.2874, Forward time: 2.3280, Backward time: 3.1177, DDP time: 0.0036, Total iter time: 5.6395 [2020-11-08 20:47:07,892][root][INFO] - ===> Epoch[1533](4604/3): Loss -0.8480, Sem 0.0460, dir -0.9834, norm 0.0895, swav 0.0000 LR: 1.018e-02 Score 98.327 Data time: 0.2187, Forward time: 2.3279, Backward time: 3.1313, DDP time: 0.0036, Total iter time: 7.2022 [2020-11-08 20:47:14,770][root][INFO] - ===> Epoch[1533](4605/3): Loss -0.8466, Sem 0.0447, dir -0.9855, norm 0.0942, swav 0.0000 LR: 1.016e-02 Score 98.349 Data time: 0.1998, Forward time: 2.3256, Backward time: 3.1426, DDP time: 0.0036, Total iter time: 6.7510 [2020-11-08 20:47:20,046][root][INFO] - ===> Epoch[1534](4606/3): Loss -0.8534, Sem 0.0436, dir -0.9855, norm 0.0886, swav 0.0000 LR: 1.013e-02 Score 98.392 Data time: 0.1423, Forward time: 2.3182, Backward time: 3.1447, DDP time: 0.0036, Total iter time: 5.1656 [2020-11-08 20:47:26,604][root][INFO] - ===> Epoch[1534](4607/3): Loss -0.8555, Sem 0.0429, dir -0.9875, norm 0.0891, swav 0.0000 LR: 1.011e-02 Score 98.403 Data time: 0.1994, Forward time: 2.3177, Backward time: 3.1520, DDP time: 0.0036, Total iter time: 6.4925 [2020-11-08 20:47:31,516][root][INFO] - ===> Epoch[1534](4608/3): Loss -0.8571, Sem 0.0407, dir -0.9831, norm 0.0853, swav 0.0000 LR: 1.009e-02 Score 98.500 Data time: 0.1549, Forward time: 2.3129, Backward time: 3.1472, DDP time: 0.0036, Total iter time: 4.7855 [2020-11-08 20:47:37,104][root][INFO] - ===> Epoch[1535](4609/3): Loss -0.8449, Sem 0.0440, dir -0.9825, norm 0.0935, swav 0.0000 LR: 1.006e-02 Score 98.377 Data time: 0.2102, Forward time: 2.3126, Backward time: 3.1454, DDP time: 0.0036, Total iter time: 5.5035 [2020-11-08 20:47:43,787][root][INFO] - ===> Epoch[1535](4610/3): Loss -0.8640, Sem 0.0391, dir -0.9869, norm 0.0838, swav 0.0000 LR: 1.004e-02 Score 98.536 Data time: 0.2112, Forward time: 2.3110, Backward time: 3.1540, DDP time: 0.0036, Total iter time: 6.5725 [2020-11-08 20:47:50,073][root][INFO] - ===> Epoch[1535](4611/3): Loss -0.8627, Sem 0.0388, dir -0.9859, norm 0.0844, swav 0.0000 LR: 1.002e-02 Score 98.571 Data time: 0.2606, Forward time: 2.3139, Backward time: 3.1545, DDP time: 0.0036, Total iter time: 6.1699 [2020-11-08 20:47:55,767][root][INFO] - ===> Epoch[1536](4612/3): Loss -0.8519, Sem 0.0424, dir -0.9854, norm 0.0911, swav 0.0000 LR: 9.995e-03 Score 98.429 Data time: 0.2072, Forward time: 2.3145, Backward time: 3.1523, DDP time: 0.0036, Total iter time: 5.5654 [2020-11-08 20:48:02,411][root][INFO] - ===> Epoch[1536](4613/3): Loss -0.8534, Sem 0.0440, dir -0.9851, norm 0.0877, swav 0.0000 LR: 9.972e-03 Score 98.377 Data time: 0.1996, Forward time: 2.3123, Backward time: 3.1610, DDP time: 0.0036, Total iter time: 6.5156 [2020-11-08 20:48:07,552][root][INFO] - ===> Epoch[1536](4614/3): Loss -0.8436, Sem 0.0465, dir -0.9839, norm 0.0938, swav 0.0000 LR: 9.949e-03 Score 98.287 Data time: 0.2294, Forward time: 2.3130, Backward time: 3.1539, DDP time: 0.0036, Total iter time: 5.0149 [2020-11-08 20:48:13,807][root][INFO] - ===> Epoch[1537](4615/3): Loss -0.8592, Sem 0.0433, dir -0.9869, norm 0.0844, swav 0.0000 LR: 9.925e-03 Score 98.401 Data time: 0.2933, Forward time: 2.3187, Backward time: 3.1512, DDP time: 0.0036, Total iter time: 6.1306 [2020-11-08 20:48:20,102][root][INFO] - ===> Epoch[1537](4616/3): Loss -0.8559, Sem 0.0424, dir -0.9846, norm 0.0863, swav 0.0000 LR: 9.902e-03 Score 98.416 Data time: 0.2892, Forward time: 2.3255, Backward time: 3.1477, DDP time: 0.0036, Total iter time: 6.1756 [2020-11-08 20:48:26,699][root][INFO] - ===> Epoch[1537](4617/3): Loss -0.8572, Sem 0.0447, dir -0.9856, norm 0.0837, swav 0.0000 LR: 9.879e-03 Score 98.340 Data time: 0.3584, Forward time: 2.3341, Backward time: 3.1445, DDP time: 0.0036, Total iter time: 6.4786 [2020-11-08 20:48:32,502][root][INFO] - ===> Epoch[1538](4618/3): Loss -0.8564, Sem 0.0392, dir -0.9839, norm 0.0884, swav 0.0000 LR: 9.856e-03 Score 98.533 Data time: 0.2379, Forward time: 2.3365, Backward time: 3.1412, DDP time: 0.0036, Total iter time: 5.6589 [2020-11-08 20:48:36,981][root][INFO] - ===> Epoch[1538](4619/3): Loss -0.8602, Sem 0.0410, dir -0.9877, norm 0.0866, swav 0.0000 LR: 9.832e-03 Score 98.491 Data time: 0.1746, Forward time: 2.3320, Backward time: 3.1344, DDP time: 0.0036, Total iter time: 4.3764 [2020-11-08 20:48:43,608][root][INFO] - ===> Epoch[1538](4620/3): Loss -0.8433, Sem 0.0488, dir -0.9853, norm 0.0932, swav 0.0000 LR: 9.809e-03 Score 98.225 Data time: 0.1857, Forward time: 2.3273, Backward time: 3.1453, DDP time: 0.0036, Total iter time: 6.5396 [2020-11-08 20:48:49,163][root][INFO] - ===> Epoch[1539](4621/3): Loss -0.8507, Sem 0.0440, dir -0.9847, norm 0.0900, swav 0.0000 LR: 9.786e-03 Score 98.381 Data time: 0.2896, Forward time: 2.3319, Backward time: 3.1381, DDP time: 0.0036, Total iter time: 5.4573 [2020-11-08 20:48:55,279][root][INFO] - ===> Epoch[1539](4622/3): Loss -0.8487, Sem 0.0451, dir -0.9841, norm 0.0904, swav 0.0000 LR: 9.762e-03 Score 98.345 Data time: 0.2657, Forward time: 2.3349, Backward time: 3.1367, DDP time: 0.0036, Total iter time: 5.9806 [2020-11-08 20:49:01,026][root][INFO] - ===> Epoch[1539](4623/3): Loss -0.8578, Sem 0.0408, dir -0.9867, norm 0.0881, swav 0.0000 LR: 9.739e-03 Score 98.505 Data time: 0.2760, Forward time: 2.3402, Backward time: 3.1302, DDP time: 0.0036, Total iter time: 5.6225 [2020-11-08 20:49:06,146][root][INFO] - ===> Epoch[1540](4624/3): Loss -0.8648, Sem 0.0382, dir -0.9843, norm 0.0813, swav 0.0000 LR: 9.716e-03 Score 98.595 Data time: 0.2099, Forward time: 2.3395, Backward time: 3.1248, DDP time: 0.0036, Total iter time: 4.9733 [2020-11-08 20:49:10,999][root][INFO] - ===> Epoch[1540](4625/3): Loss -0.8550, Sem 0.0459, dir -0.9874, norm 0.0866, swav 0.0000 LR: 9.692e-03 Score 98.306 Data time: 0.1325, Forward time: 2.3324, Backward time: 3.1242, DDP time: 0.0036, Total iter time: 4.7388 [2020-11-08 20:49:17,036][root][INFO] - ===> Epoch[1540](4626/3): Loss -0.8516, Sem 0.0453, dir -0.9858, norm 0.0890, swav 0.0000 LR: 9.669e-03 Score 98.330 Data time: 0.1668, Forward time: 2.3268, Backward time: 3.1313, DDP time: 0.0036, Total iter time: 5.9623 [2020-11-08 20:49:23,353][root][INFO] - ===> Epoch[1541](4627/3): Loss -0.8583, Sem 0.0401, dir -0.9845, norm 0.0860, swav 0.0000 LR: 9.646e-03 Score 98.516 Data time: 0.2647, Forward time: 2.3315, Backward time: 3.1302, DDP time: 0.0036, Total iter time: 6.2137 [2020-11-08 20:49:28,504][root][INFO] - ===> Epoch[1541](4628/3): Loss -0.8476, Sem 0.0447, dir -0.9860, norm 0.0937, swav 0.0000 LR: 9.622e-03 Score 98.356 Data time: 0.2482, Forward time: 2.3322, Backward time: 3.1238, DDP time: 0.0036, Total iter time: 5.0245 [2020-11-08 20:49:34,352][root][INFO] - ===> Epoch[1541](4629/3): Loss -0.8657, Sem 0.0378, dir -0.9858, norm 0.0823, swav 0.0000 LR: 9.599e-03 Score 98.609 Data time: 0.2830, Forward time: 2.3367, Backward time: 3.1191, DDP time: 0.0036, Total iter time: 5.7279 [2020-11-08 20:49:40,625][root][INFO] - ===> Epoch[1542](4630/3): Loss -0.8599, Sem 0.0430, dir -0.9870, norm 0.0841, swav 0.0000 LR: 9.576e-03 Score 98.399 Data time: 0.3122, Forward time: 2.3433, Backward time: 3.1154, DDP time: 0.0036, Total iter time: 6.1513 [2020-11-08 20:49:46,652][root][INFO] - ===> Epoch[1542](4631/3): Loss -0.8678, Sem 0.0399, dir -0.9881, norm 0.0804, swav 0.0000 LR: 9.552e-03 Score 98.515 Data time: 0.2009, Forward time: 2.3426, Backward time: 3.1172, DDP time: 0.0036, Total iter time: 5.9113 [2020-11-08 20:49:53,087][root][INFO] - ===> Epoch[1542](4632/3): Loss -0.8611, Sem 0.0407, dir -0.9855, norm 0.0837, swav 0.0000 LR: 9.529e-03 Score 98.490 Data time: 0.1887, Forward time: 2.3402, Backward time: 3.1238, DDP time: 0.0036, Total iter time: 6.3244 [2020-11-08 20:49:57,883][root][INFO] - ===> Epoch[1543](4633/3): Loss -0.8544, Sem 0.0443, dir -0.9840, norm 0.0852, swav 0.0000 LR: 9.506e-03 Score 98.395 Data time: 0.1759, Forward time: 2.3344, Backward time: 3.1211, DDP time: 0.0036, Total iter time: 4.7104 [2020-11-08 20:50:03,778][root][INFO] - ===> Epoch[1543](4634/3): Loss -0.8580, Sem 0.0418, dir -0.9874, norm 0.0876, swav 0.0000 LR: 9.482e-03 Score 98.431 Data time: 0.2673, Forward time: 2.3380, Backward time: 3.1179, DDP time: 0.0036, Total iter time: 5.7971 [2020-11-08 20:50:10,614][root][INFO] - ===> Epoch[1543](4635/3): Loss -0.8529, Sem 0.0438, dir -0.9846, norm 0.0879, swav 0.0000 LR: 9.459e-03 Score 98.389 Data time: 0.2657, Forward time: 2.3377, Backward time: 3.1247, DDP time: 0.0036, Total iter time: 6.7111 [2020-11-08 20:50:17,110][root][INFO] - ===> Epoch[1544](4636/3): Loss -0.8501, Sem 0.0439, dir -0.9844, norm 0.0905, swav 0.0000 LR: 9.435e-03 Score 98.395 Data time: 0.3063, Forward time: 2.3433, Backward time: 3.1232, DDP time: 0.0036, Total iter time: 6.3857 [2020-11-08 20:50:22,313][root][INFO] - ===> Epoch[1544](4637/3): Loss -0.8610, Sem 0.0435, dir -0.9869, norm 0.0825, swav 0.0000 LR: 9.412e-03 Score 98.398 Data time: 0.2607, Forward time: 2.3450, Backward time: 3.1160, DDP time: 0.0036, Total iter time: 5.0564 [2020-11-08 20:50:27,046][root][INFO] - ===> Epoch[1544](4638/3): Loss -0.8450, Sem 0.0428, dir -0.9854, norm 0.0976, swav 0.0000 LR: 9.389e-03 Score 98.413 Data time: 0.2062, Forward time: 2.3437, Backward time: 3.1088, DDP time: 0.0036, Total iter time: 4.6205 [2020-11-08 20:50:33,259][root][INFO] - ===> Epoch[1545](4639/3): Loss -0.8545, Sem 0.0403, dir -0.9846, norm 0.0898, swav 0.0000 LR: 9.365e-03 Score 98.523 Data time: 0.2550, Forward time: 2.3438, Backward time: 3.1110, DDP time: 0.0036, Total iter time: 6.1136 [2020-11-08 20:50:38,461][root][INFO] - ===> Epoch[1545](4640/3): Loss -0.8569, Sem 0.0444, dir -0.9845, norm 0.0833, swav 0.0000 LR: 9.342e-03 Score 98.352 Data time: 0.2715, Forward time: 2.3464, Backward time: 3.1037, DDP time: 0.0036, Total iter time: 5.0879 [2020-11-08 20:50:44,089][root][INFO] - ===> Epoch[1545](4641/3): Loss -0.8489, Sem 0.0438, dir -0.9834, norm 0.0907, swav 0.0000 LR: 9.318e-03 Score 98.392 Data time: 0.2910, Forward time: 2.3503, Backward time: 3.0980, DDP time: 0.0036, Total iter time: 5.4913 [2020-11-08 20:50:49,990][root][INFO] - ===> Epoch[1546](4642/3): Loss -0.8532, Sem 0.0419, dir -0.9852, norm 0.0900, swav 0.0000 LR: 9.295e-03 Score 98.462 Data time: 0.2087, Forward time: 2.3503, Backward time: 3.0984, DDP time: 0.0036, Total iter time: 5.7887 [2020-11-08 20:50:56,273][root][INFO] - ===> Epoch[1546](4643/3): Loss -0.8558, Sem 0.0438, dir -0.9876, norm 0.0879, swav 0.0000 LR: 9.272e-03 Score 98.377 Data time: 0.2155, Forward time: 2.3490, Backward time: 3.1024, DDP time: 0.0036, Total iter time: 6.1655 [2020-11-08 20:51:02,889][root][INFO] - ===> Epoch[1546](4644/3): Loss -0.8542, Sem 0.0393, dir -0.9864, norm 0.0930, swav 0.0000 LR: 9.248e-03 Score 98.548 Data time: 0.2353, Forward time: 2.3502, Backward time: 3.1062, DDP time: 0.0036, Total iter time: 6.5048 [2020-11-08 20:51:08,117][root][INFO] - ===> Epoch[1547](4645/3): Loss -0.8507, Sem 0.0459, dir -0.9832, norm 0.0866, swav 0.0000 LR: 9.225e-03 Score 98.311 Data time: 0.1774, Forward time: 2.3473, Backward time: 3.1050, DDP time: 0.0036, Total iter time: 5.1083 [2020-11-08 20:51:14,262][root][INFO] - ===> Epoch[1547](4646/3): Loss -0.8580, Sem 0.0390, dir -0.9860, norm 0.0890, swav 0.0000 LR: 9.201e-03 Score 98.569 Data time: 0.2418, Forward time: 2.3481, Backward time: 3.1059, DDP time: 0.0036, Total iter time: 6.0728 [2020-11-08 20:51:19,439][root][INFO] - ===> Epoch[1547](4647/3): Loss -0.8493, Sem 0.0463, dir -0.9835, norm 0.0878, swav 0.0000 LR: 9.178e-03 Score 98.287 Data time: 0.2376, Forward time: 2.3495, Backward time: 3.1001, DDP time: 0.0036, Total iter time: 5.0662 [2020-11-08 20:51:24,985][root][INFO] - ===> Epoch[1548](4648/3): Loss -0.8600, Sem 0.0436, dir -0.9873, norm 0.0837, swav 0.0000 LR: 9.154e-03 Score 98.405 Data time: 0.2027, Forward time: 2.3482, Backward time: 3.0989, DDP time: 0.0036, Total iter time: 5.4512 [2020-11-08 20:51:30,886][root][INFO] - ===> Epoch[1548](4649/3): Loss -0.8435, Sem 0.0470, dir -0.9833, norm 0.0928, swav 0.0000 LR: 9.131e-03 Score 98.289 Data time: 0.2036, Forward time: 2.3457, Backward time: 3.1017, DDP time: 0.0036, Total iter time: 5.8073 [2020-11-08 20:51:37,394][root][INFO] - ===> Epoch[1548](4650/3): Loss -0.8549, Sem 0.0442, dir -0.9870, norm 0.0879, swav 0.0000 LR: 9.107e-03 Score 98.331 Data time: 0.1945, Forward time: 2.3434, Backward time: 3.1085, DDP time: 0.0036, Total iter time: 6.4263 [2020-11-08 20:51:42,220][root][INFO] - ===> Epoch[1549](4651/3): Loss -0.8583, Sem 0.0408, dir -0.9855, norm 0.0863, swav 0.0000 LR: 9.084e-03 Score 98.488 Data time: 0.2338, Forward time: 2.3447, Backward time: 3.1009, DDP time: 0.0036, Total iter time: 4.7337 [2020-11-08 20:51:48,934][root][INFO] - ===> Epoch[1549](4652/3): Loss -0.8538, Sem 0.0439, dir -0.9850, norm 0.0873, swav 0.0000 LR: 9.060e-03 Score 98.381 Data time: 0.2179, Forward time: 2.3434, Backward time: 3.1075, DDP time: 0.0036, Total iter time: 6.6052 [2020-11-08 20:51:54,575][root][INFO] - ===> Epoch[1549](4653/3): Loss -0.8550, Sem 0.0445, dir -0.9865, norm 0.0870, swav 0.0000 LR: 9.037e-03 Score 98.369 Data time: 0.3230, Forward time: 2.3469, Backward time: 3.1023, DDP time: 0.0036, Total iter time: 5.5294 [2020-11-08 20:52:00,370][root][INFO] - ===> Epoch[1550](4654/3): Loss -0.8641, Sem 0.0452, dir -0.9879, norm 0.0787, swav 0.0000 LR: 9.013e-03 Score 98.307 Data time: 0.2176, Forward time: 2.3475, Backward time: 3.1013, DDP time: 0.0036, Total iter time: 5.6802 [2020-11-08 20:52:06,959][root][INFO] - ===> Epoch[1550](4655/3): Loss -0.8545, Sem 0.0387, dir -0.9829, norm 0.0896, swav 0.0000 LR: 8.990e-03 Score 98.561 Data time: 0.1502, Forward time: 2.3435, Backward time: 3.1100, DDP time: 0.0036, Total iter time: 6.4968 [2020-11-08 20:52:12,987][root][INFO] - ===> Epoch[1550](4656/3): Loss -0.8511, Sem 0.0424, dir -0.9856, norm 0.0921, swav 0.0000 LR: 8.966e-03 Score 98.404 Data time: 0.1293, Forward time: 2.3379, Backward time: 3.1171, DDP time: 0.0036, Total iter time: 5.9614 [2020-11-08 20:52:18,480][root][INFO] - ===> Epoch[1551](4657/3): Loss -0.8625, Sem 0.0430, dir -0.9864, norm 0.0810, swav 0.0000 LR: 8.943e-03 Score 98.411 Data time: 0.1599, Forward time: 2.3331, Backward time: 3.1201, DDP time: 0.0036, Total iter time: 5.4392 [2020-11-08 20:52:24,887][root][INFO] - ===> Epoch[1551](4658/3): Loss -0.8562, Sem 0.0377, dir -0.9862, norm 0.0923, swav 0.0000 LR: 8.919e-03 Score 98.611 Data time: 0.2313, Forward time: 2.3333, Backward time: 3.1233, DDP time: 0.0036, Total iter time: 6.3238 [2020-11-08 20:52:30,943][root][INFO] - ===> Epoch[1551](4659/3): Loss -0.8560, Sem 0.0429, dir -0.9844, norm 0.0855, swav 0.0000 LR: 8.896e-03 Score 98.404 Data time: 0.2032, Forward time: 2.3333, Backward time: 3.1245, DDP time: 0.0036, Total iter time: 5.9424 [2020-11-08 20:52:36,636][root][INFO] - ===> Epoch[1552](4660/3): Loss -0.8581, Sem 0.0446, dir -0.9859, norm 0.0832, swav 0.0000 LR: 8.872e-03 Score 98.322 Data time: 0.1575, Forward time: 2.3297, Backward time: 3.1272, DDP time: 0.0036, Total iter time: 5.5799 [2020-11-08 20:52:44,140][root][INFO] - ===> Epoch[1552](4661/3): Loss -0.8473, Sem 0.0459, dir -0.9840, norm 0.0908, swav 0.0000 LR: 8.849e-03 Score 98.286 Data time: 0.1921, Forward time: 2.3277, Backward time: 3.1391, DDP time: 0.0036, Total iter time: 7.4141 [2020-11-08 20:52:49,017][root][INFO] - ===> Epoch[1552](4662/3): Loss -0.8623, Sem 0.0405, dir -0.9871, norm 0.0843, swav 0.0000 LR: 8.825e-03 Score 98.489 Data time: 0.2123, Forward time: 2.3266, Backward time: 3.1344, DDP time: 0.0036, Total iter time: 4.7707 [2020-11-08 20:52:54,735][root][INFO] - ===> Epoch[1553](4663/3): Loss -0.8466, Sem 0.0443, dir -0.9841, norm 0.0932, swav 0.0000 LR: 8.801e-03 Score 98.384 Data time: 0.2432, Forward time: 2.3277, Backward time: 3.1320, DDP time: 0.0036, Total iter time: 5.5838 [2020-11-08 20:53:01,808][root][INFO] - ===> Epoch[1553](4664/3): Loss -0.8590, Sem 0.0421, dir -0.9866, norm 0.0855, swav 0.0000 LR: 8.778e-03 Score 98.466 Data time: 0.2228, Forward time: 2.3278, Backward time: 3.1389, DDP time: 0.0036, Total iter time: 6.9317 [2020-11-08 20:53:06,486][root][INFO] - ===> Epoch[1553](4665/3): Loss -0.8641, Sem 0.0410, dir -0.9871, norm 0.0820, swav 0.0000 LR: 8.754e-03 Score 98.486 Data time: 0.2433, Forward time: 2.3286, Backward time: 3.1309, DDP time: 0.0036, Total iter time: 4.5424 [2020-11-08 20:53:12,807][root][INFO] - ===> Epoch[1554](4666/3): Loss -0.8554, Sem 0.0401, dir -0.9825, norm 0.0870, swav 0.0000 LR: 8.731e-03 Score 98.526 Data time: 0.1691, Forward time: 2.3253, Backward time: 3.1369, DDP time: 0.0036, Total iter time: 6.2137 [2020-11-08 20:53:19,470][root][INFO] - ===> Epoch[1554](4667/3): Loss -0.8592, Sem 0.0411, dir -0.9864, norm 0.0862, swav 0.0000 LR: 8.707e-03 Score 98.482 Data time: 0.2796, Forward time: 2.3282, Backward time: 3.1387, DDP time: 0.0036, Total iter time: 6.5810 [2020-11-08 20:53:25,820][root][INFO] - ===> Epoch[1554](4668/3): Loss -0.8488, Sem 0.0470, dir -0.9837, norm 0.0879, swav 0.0000 LR: 8.683e-03 Score 98.284 Data time: 0.2149, Forward time: 2.3276, Backward time: 3.1419, DDP time: 0.0036, Total iter time: 6.2264 [2020-11-08 20:53:32,307][root][INFO] - ===> Epoch[1555](4669/3): Loss -0.8570, Sem 0.0430, dir -0.9863, norm 0.0864, swav 0.0000 LR: 8.660e-03 Score 98.423 Data time: 0.3172, Forward time: 2.3305, Backward time: 3.1420, DDP time: 0.0036, Total iter time: 6.3909 [2020-11-08 20:53:36,913][root][INFO] - ===> Epoch[1555](4670/3): Loss -0.8596, Sem 0.0443, dir -0.9877, norm 0.0838, swav 0.0000 LR: 8.636e-03 Score 98.367 Data time: 0.1931, Forward time: 2.3294, Backward time: 3.1354, DDP time: 0.0036, Total iter time: 4.4825 [2020-11-08 20:53:41,732][root][INFO] - ===> Epoch[1555](4671/3): Loss -0.8518, Sem 0.0410, dir -0.9862, norm 0.0933, swav 0.0000 LR: 8.613e-03 Score 98.507 Data time: 0.1569, Forward time: 2.3259, Backward time: 3.1331, DDP time: 0.0036, Total iter time: 4.7330 [2020-11-08 20:53:47,601][root][INFO] - ===> Epoch[1556](4672/3): Loss -0.8470, Sem 0.0464, dir -0.9838, norm 0.0903, swav 0.0000 LR: 8.589e-03 Score 98.282 Data time: 0.2842, Forward time: 2.3287, Backward time: 3.1301, DDP time: 0.0036, Total iter time: 5.7605 [2020-11-08 20:53:54,787][root][INFO] - ===> Epoch[1556](4673/3): Loss -0.8491, Sem 0.0432, dir -0.9857, norm 0.0933, swav 0.0000 LR: 8.565e-03 Score 98.426 Data time: 0.1379, Forward time: 2.3233, Backward time: 3.1439, DDP time: 0.0036, Total iter time: 7.0510 [2020-11-08 20:53:59,765][root][INFO] - ===> Epoch[1556](4674/3): Loss -0.8618, Sem 0.0406, dir -0.9859, norm 0.0836, swav 0.0000 LR: 8.542e-03 Score 98.511 Data time: 0.2329, Forward time: 2.3243, Backward time: 3.1374, DDP time: 0.0036, Total iter time: 4.9033 [2020-11-08 20:54:04,653][root][INFO] - ===> Epoch[1557](4675/3): Loss -0.8476, Sem 0.0451, dir -0.9829, norm 0.0902, swav 0.0000 LR: 8.518e-03 Score 98.324 Data time: 0.2104, Forward time: 2.3235, Backward time: 3.1328, DDP time: 0.0036, Total iter time: 4.7589 [2020-11-08 20:54:10,127][root][INFO] - ===> Epoch[1557](4676/3): Loss -0.8580, Sem 0.0420, dir -0.9845, norm 0.0845, swav 0.0000 LR: 8.494e-03 Score 98.437 Data time: 0.1981, Forward time: 2.3225, Backward time: 3.1317, DDP time: 0.0036, Total iter time: 5.3531 [2020-11-08 20:54:15,868][root][INFO] - ===> Epoch[1557](4677/3): Loss -0.8525, Sem 0.0453, dir -0.9860, norm 0.0882, swav 0.0000 LR: 8.471e-03 Score 98.338 Data time: 0.2244, Forward time: 2.3225, Backward time: 3.1309, DDP time: 0.0036, Total iter time: 5.6074 [2020-11-08 20:54:22,112][root][INFO] - ===> Epoch[1558](4678/3): Loss -0.8558, Sem 0.0437, dir -0.9865, norm 0.0869, swav 0.0000 LR: 8.447e-03 Score 98.403 Data time: 0.2564, Forward time: 2.3239, Backward time: 3.1314, DDP time: 0.0036, Total iter time: 6.1168 [2020-11-08 20:54:26,764][root][INFO] - ===> Epoch[1558](4679/3): Loss -0.8633, Sem 0.0408, dir -0.9839, norm 0.0798, swav 0.0000 LR: 8.423e-03 Score 98.475 Data time: 0.2226, Forward time: 2.3241, Backward time: 3.1247, DDP time: 0.0037, Total iter time: 4.5218 [2020-11-08 20:54:32,531][root][INFO] - ===> Epoch[1558](4680/3): Loss -0.8421, Sem 0.0455, dir -0.9852, norm 0.0976, swav 0.0000 LR: 8.400e-03 Score 98.315 Data time: 0.2930, Forward time: 2.3276, Backward time: 3.1207, DDP time: 0.0036, Total iter time: 5.6546 [2020-11-08 20:54:38,142][root][INFO] - ===> Epoch[1559](4681/3): Loss -0.8480, Sem 0.0445, dir -0.9849, norm 0.0924, swav 0.0000 LR: 8.376e-03 Score 98.346 Data time: 0.2450, Forward time: 2.3292, Backward time: 3.1176, DDP time: 0.0036, Total iter time: 5.4756 [2020-11-08 20:54:43,726][root][INFO] - ===> Epoch[1559](4682/3): Loss -0.8641, Sem 0.0368, dir -0.9848, norm 0.0840, swav 0.0000 LR: 8.352e-03 Score 98.646 Data time: 0.2031, Forward time: 2.3282, Backward time: 3.1167, DDP time: 0.0036, Total iter time: 5.4533 [2020-11-08 20:54:49,059][root][INFO] - ===> Epoch[1559](4683/3): Loss -0.8546, Sem 0.0471, dir -0.9867, norm 0.0849, swav 0.0000 LR: 8.329e-03 Score 98.250 Data time: 0.2335, Forward time: 2.3296, Backward time: 3.1126, DDP time: 0.0036, Total iter time: 5.2257 [2020-11-08 20:54:53,883][root][INFO] - ===> Epoch[1560](4684/3): Loss -0.8441, Sem 0.0484, dir -0.9842, norm 0.0917, swav 0.0000 LR: 8.305e-03 Score 98.216 Data time: 0.2038, Forward time: 2.3290, Backward time: 3.1078, DDP time: 0.0036, Total iter time: 4.7109 [2020-11-08 20:54:59,846][root][INFO] - ===> Epoch[1560](4685/3): Loss -0.8532, Sem 0.0410, dir -0.9854, norm 0.0911, swav 0.0000 LR: 8.281e-03 Score 98.477 Data time: 0.2254, Forward time: 2.3289, Backward time: 3.1086, DDP time: 0.0036, Total iter time: 5.8517 [2020-11-08 20:55:05,761][root][INFO] - ===> Epoch[1560](4686/3): Loss -0.8676, Sem 0.0380, dir -0.9879, norm 0.0823, swav 0.0000 LR: 8.257e-03 Score 98.597 Data time: 0.2889, Forward time: 2.3327, Backward time: 3.1048, DDP time: 0.0037, Total iter time: 5.7957 [2020-11-08 20:55:12,820][root][INFO] - ===> Epoch[1561](4687/3): Loss -0.8473, Sem 0.0462, dir -0.9839, norm 0.0904, swav 0.0000 LR: 8.234e-03 Score 98.305 Data time: 0.2033, Forward time: 2.3319, Backward time: 3.1118, DDP time: 0.0037, Total iter time: 6.9469 [2020-11-08 20:55:18,288][root][INFO] - ===> Epoch[1561](4688/3): Loss -0.8464, Sem 0.0464, dir -0.9850, norm 0.0923, swav 0.0000 LR: 8.210e-03 Score 98.301 Data time: 0.2332, Forward time: 2.3321, Backward time: 3.1094, DDP time: 0.0037, Total iter time: 5.3718 [2020-11-08 20:55:24,385][root][INFO] - ===> Epoch[1561](4689/3): Loss -0.8500, Sem 0.0450, dir -0.9859, norm 0.0909, swav 0.0000 LR: 8.186e-03 Score 98.302 Data time: 0.2078, Forward time: 2.3323, Backward time: 3.1106, DDP time: 0.0037, Total iter time: 5.9861 [2020-11-08 20:55:31,133][root][INFO] - ===> Epoch[1562](4690/3): Loss -0.8667, Sem 0.0384, dir -0.9849, norm 0.0798, swav 0.0000 LR: 8.162e-03 Score 98.569 Data time: 0.2313, Forward time: 2.3326, Backward time: 3.1148, DDP time: 0.0037, Total iter time: 6.6464 [2020-11-08 20:55:36,647][root][INFO] - ===> Epoch[1562](4691/3): Loss -0.8525, Sem 0.0467, dir -0.9865, norm 0.0873, swav 0.0000 LR: 8.139e-03 Score 98.278 Data time: 0.2153, Forward time: 2.3322, Backward time: 3.1135, DDP time: 0.0037, Total iter time: 5.4024 [2020-11-08 20:55:42,516][root][INFO] - ===> Epoch[1562](4692/3): Loss -0.8566, Sem 0.0397, dir -0.9838, norm 0.0874, swav 0.0000 LR: 8.115e-03 Score 98.518 Data time: 0.2601, Forward time: 2.3352, Backward time: 3.1107, DDP time: 0.0037, Total iter time: 5.7716 [2020-11-08 20:55:47,521][root][INFO] - ===> Epoch[1563](4693/3): Loss -0.8444, Sem 0.0450, dir -0.9851, norm 0.0958, swav 0.0000 LR: 8.091e-03 Score 98.344 Data time: 0.1993, Forward time: 2.3347, Backward time: 3.1071, DDP time: 0.0037, Total iter time: 4.8796 [2020-11-08 20:55:53,141][root][INFO] - ===> Epoch[1563](4694/3): Loss -0.8507, Sem 0.0440, dir -0.9835, norm 0.0888, swav 0.0000 LR: 8.067e-03 Score 98.369 Data time: 0.2187, Forward time: 2.3340, Backward time: 3.1067, DDP time: 0.0037, Total iter time: 5.5292 [2020-11-08 20:55:59,042][root][INFO] - ===> Epoch[1563](4695/3): Loss -0.8611, Sem 0.0406, dir -0.9875, norm 0.0858, swav 0.0000 LR: 8.043e-03 Score 98.510 Data time: 0.2556, Forward time: 2.3339, Backward time: 3.1065, DDP time: 0.0037, Total iter time: 5.7784 [2020-11-08 20:56:04,416][root][INFO] - ===> Epoch[1564](4696/3): Loss -0.8713, Sem 0.0366, dir -0.9889, norm 0.0809, swav 0.0000 LR: 8.019e-03 Score 98.629 Data time: 0.1666, Forward time: 2.3318, Backward time: 3.1064, DDP time: 0.0037, Total iter time: 5.2635 [2020-11-08 20:56:10,336][root][INFO] - ===> Epoch[1564](4697/3): Loss -0.8448, Sem 0.0467, dir -0.9821, norm 0.0906, swav 0.0000 LR: 7.996e-03 Score 98.274 Data time: 0.1590, Forward time: 2.3280, Backward time: 3.1106, DDP time: 0.0037, Total iter time: 5.8167 [2020-11-08 20:56:15,441][root][INFO] - ===> Epoch[1564](4698/3): Loss -0.8466, Sem 0.0444, dir -0.9833, norm 0.0923, swav 0.0000 LR: 7.972e-03 Score 98.370 Data time: 0.2445, Forward time: 2.3293, Backward time: 3.1059, DDP time: 0.0036, Total iter time: 5.0095 [2020-11-08 20:56:22,233][root][INFO] - ===> Epoch[1565](4699/3): Loss -0.8541, Sem 0.0445, dir -0.9840, norm 0.0854, swav 0.0000 LR: 7.948e-03 Score 98.362 Data time: 0.2777, Forward time: 2.3314, Backward time: 3.1082, DDP time: 0.0036, Total iter time: 6.6767 [2020-11-08 20:56:28,564][root][INFO] - ===> Epoch[1565](4700/3): Loss -0.8502, Sem 0.0445, dir -0.9864, norm 0.0917, swav 0.0000 LR: 7.924e-03 Score 98.353 Data time: 0.2215, Forward time: 2.3321, Backward time: 3.1098, DDP time: 0.0036, Total iter time: 6.1977 [2020-11-08 20:56:33,646][root][INFO] - ===> Epoch[1565](4701/3): Loss -0.8477, Sem 0.0441, dir -0.9823, norm 0.0905, swav 0.0000 LR: 7.900e-03 Score 98.374 Data time: 0.2129, Forward time: 2.3308, Backward time: 3.1074, DDP time: 0.0036, Total iter time: 4.9614 [2020-11-08 20:56:40,046][root][INFO] - ===> Epoch[1566](4702/3): Loss -0.8703, Sem 0.0380, dir -0.9871, norm 0.0787, swav 0.0000 LR: 7.876e-03 Score 98.606 Data time: 0.1765, Forward time: 2.3280, Backward time: 3.1127, DDP time: 0.0037, Total iter time: 6.2944 [2020-11-08 20:56:46,155][root][INFO] - ===> Epoch[1566](4703/3): Loss -0.8590, Sem 0.0455, dir -0.9870, norm 0.0825, swav 0.0000 LR: 7.853e-03 Score 98.258 Data time: 0.2637, Forward time: 2.3294, Backward time: 3.1128, DDP time: 0.0037, Total iter time: 6.0379 [2020-11-08 20:56:52,240][root][INFO] - ===> Epoch[1566](4704/3): Loss -0.8582, Sem 0.0405, dir -0.9848, norm 0.0861, swav 0.0000 LR: 7.829e-03 Score 98.512 Data time: 0.1774, Forward time: 2.3281, Backward time: 3.1151, DDP time: 0.0037, Total iter time: 5.9532 [2020-11-08 20:56:58,589][root][INFO] - ===> Epoch[1567](4705/3): Loss -0.8522, Sem 0.0441, dir -0.9852, norm 0.0889, swav 0.0000 LR: 7.805e-03 Score 98.370 Data time: 0.1578, Forward time: 2.3252, Backward time: 3.1205, DDP time: 0.0037, Total iter time: 6.2420 [2020-11-08 20:57:06,246][root][INFO] - ===> Epoch[1567](4706/3): Loss -0.8445, Sem 0.0473, dir -0.9852, norm 0.0934, swav 0.0000 LR: 7.781e-03 Score 98.270 Data time: 0.1691, Forward time: 2.3223, Backward time: 3.1319, DDP time: 0.0037, Total iter time: 7.5453 [2020-11-08 20:57:11,929][root][INFO] - ===> Epoch[1567](4707/3): Loss -0.8606, Sem 0.0377, dir -0.9827, norm 0.0843, swav 0.0000 LR: 7.757e-03 Score 98.603 Data time: 0.2038, Forward time: 2.3214, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 5.5779 [2020-11-08 20:57:17,529][root][INFO] - ===> Epoch[1568](4708/3): Loss -0.8487, Sem 0.0428, dir -0.9829, norm 0.0913, swav 0.0000 LR: 7.733e-03 Score 98.407 Data time: 0.2481, Forward time: 2.3231, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 5.4869 [2020-11-08 20:57:22,806][root][INFO] - ===> Epoch[1568](4709/3): Loss -0.8597, Sem 0.0431, dir -0.9861, norm 0.0833, swav 0.0000 LR: 7.709e-03 Score 98.409 Data time: 0.1944, Forward time: 2.3228, Backward time: 3.1267, DDP time: 0.0037, Total iter time: 5.1442 [2020-11-08 20:57:28,939][root][INFO] - ===> Epoch[1568](4710/3): Loss -0.8603, Sem 0.0430, dir -0.9868, norm 0.0835, swav 0.0000 LR: 7.685e-03 Score 98.403 Data time: 0.1134, Forward time: 2.3175, Backward time: 3.1338, DDP time: 0.0037, Total iter time: 6.0037 [2020-11-08 20:57:34,244][root][INFO] - ===> Epoch[1569](4711/3): Loss -0.8665, Sem 0.0387, dir -0.9869, norm 0.0817, swav 0.0000 LR: 7.661e-03 Score 98.560 Data time: 0.1804, Forward time: 2.3172, Backward time: 3.1323, DDP time: 0.0037, Total iter time: 5.2734 [2020-11-08 20:57:39,699][root][INFO] - ===> Epoch[1569](4712/3): Loss -0.8576, Sem 0.0441, dir -0.9870, norm 0.0853, swav 0.0000 LR: 7.637e-03 Score 98.371 Data time: 0.1328, Forward time: 2.3131, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 5.3529 [2020-11-08 20:57:45,698][root][INFO] - ===> Epoch[1569](4713/3): Loss -0.8553, Sem 0.0406, dir -0.9821, norm 0.0862, swav 0.0000 LR: 7.613e-03 Score 98.493 Data time: 0.2454, Forward time: 2.3139, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 5.9195 [2020-11-08 20:57:51,720][root][INFO] - ===> Epoch[1570](4714/3): Loss -0.8560, Sem 0.0428, dir -0.9860, norm 0.0872, swav 0.0000 LR: 7.589e-03 Score 98.421 Data time: 0.1910, Forward time: 2.3129, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 5.8953 [2020-11-08 20:57:57,117][root][INFO] - ===> Epoch[1570](4715/3): Loss -0.8633, Sem 0.0413, dir -0.9871, norm 0.0825, swav 0.0000 LR: 7.565e-03 Score 98.501 Data time: 0.1955, Forward time: 2.3116, Backward time: 3.1361, DDP time: 0.0037, Total iter time: 5.2831 [2020-11-08 20:58:01,919][root][INFO] - ===> Epoch[1570](4716/3): Loss -0.8559, Sem 0.0417, dir -0.9842, norm 0.0866, swav 0.0000 LR: 7.541e-03 Score 98.458 Data time: 0.2305, Forward time: 2.3126, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 4.7005 [2020-11-08 20:58:07,648][root][INFO] - ===> Epoch[1571](4717/3): Loss -0.8552, Sem 0.0461, dir -0.9865, norm 0.0852, swav 0.0000 LR: 7.517e-03 Score 98.304 Data time: 0.1722, Forward time: 2.3109, Backward time: 3.1314, DDP time: 0.0037, Total iter time: 5.6153 [2020-11-08 20:58:13,657][root][INFO] - ===> Epoch[1571](4718/3): Loss -0.8618, Sem 0.0403, dir -0.9852, norm 0.0831, swav 0.0000 LR: 7.493e-03 Score 98.498 Data time: 0.1976, Forward time: 2.3106, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 5.9164 [2020-11-08 20:58:19,930][root][INFO] - ===> Epoch[1571](4719/3): Loss -0.8565, Sem 0.0419, dir -0.9879, norm 0.0895, swav 0.0000 LR: 7.469e-03 Score 98.461 Data time: 0.1356, Forward time: 2.3069, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 6.1468 [2020-11-08 20:58:26,564][root][INFO] - ===> Epoch[1572](4720/3): Loss -0.8563, Sem 0.0417, dir -0.9844, norm 0.0864, swav 0.0000 LR: 7.445e-03 Score 98.444 Data time: 0.2192, Forward time: 2.3051, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 6.5612 [2020-11-08 20:58:32,070][root][INFO] - ===> Epoch[1572](4721/3): Loss -0.8519, Sem 0.0459, dir -0.9839, norm 0.0861, swav 0.0000 LR: 7.421e-03 Score 98.265 Data time: 0.2663, Forward time: 2.3073, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 5.3759 [2020-11-08 20:58:38,528][root][INFO] - ===> Epoch[1572](4722/3): Loss -0.8555, Sem 0.0421, dir -0.9866, norm 0.0890, swav 0.0000 LR: 7.397e-03 Score 98.473 Data time: 0.1832, Forward time: 2.3059, Backward time: 3.1433, DDP time: 0.0037, Total iter time: 6.3230 [2020-11-08 20:58:43,199][root][INFO] - ===> Epoch[1573](4723/3): Loss -0.8582, Sem 0.0397, dir -0.9863, norm 0.0884, swav 0.0000 LR: 7.373e-03 Score 98.522 Data time: 0.2146, Forward time: 2.3059, Backward time: 3.1383, DDP time: 0.0037, Total iter time: 4.5606 [2020-11-08 20:58:49,616][root][INFO] - ===> Epoch[1573](4724/3): Loss -0.8607, Sem 0.0403, dir -0.9851, norm 0.0841, swav 0.0000 LR: 7.349e-03 Score 98.505 Data time: 0.1670, Forward time: 2.3042, Backward time: 3.1425, DDP time: 0.0037, Total iter time: 6.3024 [2020-11-08 20:58:54,680][root][INFO] - ===> Epoch[1573](4725/3): Loss -0.8604, Sem 0.0421, dir -0.9860, norm 0.0835, swav 0.0000 LR: 7.325e-03 Score 98.425 Data time: 0.1919, Forward time: 2.3026, Backward time: 3.1407, DDP time: 0.0037, Total iter time: 4.9598 [2020-11-08 20:59:00,372][root][INFO] - ===> Epoch[1574](4726/3): Loss -0.8558, Sem 0.0414, dir -0.9844, norm 0.0872, swav 0.0000 LR: 7.301e-03 Score 98.459 Data time: 0.2330, Forward time: 2.3035, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.5782 [2020-11-08 20:59:06,889][root][INFO] - ===> Epoch[1574](4727/3): Loss -0.8643, Sem 0.0429, dir -0.9873, norm 0.0801, swav 0.0000 LR: 7.277e-03 Score 98.387 Data time: 0.2182, Forward time: 2.3039, Backward time: 3.1416, DDP time: 0.0037, Total iter time: 6.4027 [2020-11-08 20:59:13,326][root][INFO] - ===> Epoch[1574](4728/3): Loss -0.8549, Sem 0.0412, dir -0.9860, norm 0.0900, swav 0.0000 LR: 7.253e-03 Score 98.476 Data time: 0.2031, Forward time: 2.3031, Backward time: 3.1449, DDP time: 0.0037, Total iter time: 6.3129 [2020-11-08 20:59:19,973][root][INFO] - ===> Epoch[1575](4729/3): Loss -0.8594, Sem 0.0424, dir -0.9850, norm 0.0832, swav 0.0000 LR: 7.229e-03 Score 98.466 Data time: 0.1819, Forward time: 2.3013, Backward time: 3.1500, DDP time: 0.0037, Total iter time: 6.5355 [2020-11-08 20:59:25,810][root][INFO] - ===> Epoch[1575](4730/3): Loss -0.8462, Sem 0.0448, dir -0.9851, norm 0.0941, swav 0.0000 LR: 7.205e-03 Score 98.344 Data time: 0.2233, Forward time: 2.3013, Backward time: 3.1500, DDP time: 0.0037, Total iter time: 5.7595 [2020-11-08 20:59:31,981][root][INFO] - ===> Epoch[1575](4731/3): Loss -0.8544, Sem 0.0400, dir -0.9843, norm 0.0899, swav 0.0000 LR: 7.181e-03 Score 98.525 Data time: 0.1704, Forward time: 2.2995, Backward time: 3.1532, DDP time: 0.0037, Total iter time: 6.0602 [2020-11-08 20:59:37,304][root][INFO] - ===> Epoch[1576](4732/3): Loss -0.8520, Sem 0.0448, dir -0.9851, norm 0.0883, swav 0.0000 LR: 7.157e-03 Score 98.347 Data time: 0.2062, Forward time: 2.2972, Backward time: 3.1532, DDP time: 0.0037, Total iter time: 5.2177 [2020-11-08 20:59:43,979][root][INFO] - ===> Epoch[1576](4733/3): Loss -0.8484, Sem 0.0471, dir -0.9853, norm 0.0899, swav 0.0000 LR: 7.133e-03 Score 98.268 Data time: 0.2141, Forward time: 2.2957, Backward time: 3.1580, DDP time: 0.0037, Total iter time: 6.5785 [2020-11-08 20:59:49,723][root][INFO] - ===> Epoch[1576](4734/3): Loss -0.8634, Sem 0.0419, dir -0.9880, norm 0.0826, swav 0.0000 LR: 7.108e-03 Score 98.444 Data time: 0.2069, Forward time: 2.2940, Backward time: 3.1591, DDP time: 0.0037, Total iter time: 5.6282 [2020-11-08 20:59:56,113][root][INFO] - ===> Epoch[1577](4735/3): Loss -0.8583, Sem 0.0423, dir -0.9842, norm 0.0836, swav 0.0000 LR: 7.084e-03 Score 98.429 Data time: 0.2606, Forward time: 2.2955, Backward time: 3.1598, DDP time: 0.0037, Total iter time: 6.2791 [2020-11-08 21:00:02,535][root][INFO] - ===> Epoch[1577](4736/3): Loss -0.8561, Sem 0.0422, dir -0.9872, norm 0.0889, swav 0.0000 LR: 7.060e-03 Score 98.442 Data time: 0.2358, Forward time: 2.2967, Backward time: 3.1606, DDP time: 0.0037, Total iter time: 6.2830 [2020-11-08 21:00:06,951][root][INFO] - ===> Epoch[1577](4737/3): Loss -0.8576, Sem 0.0441, dir -0.9865, norm 0.0848, swav 0.0000 LR: 7.036e-03 Score 98.360 Data time: 0.2051, Forward time: 2.2959, Backward time: 3.1555, DDP time: 0.0037, Total iter time: 4.2907 [2020-11-08 21:00:11,860][root][INFO] - ===> Epoch[1578](4738/3): Loss -0.8539, Sem 0.0402, dir -0.9808, norm 0.0866, swav 0.0000 LR: 7.012e-03 Score 98.550 Data time: 0.2851, Forward time: 2.2968, Backward time: 3.1506, DDP time: 0.0037, Total iter time: 4.8035 [2020-11-08 21:00:17,919][root][INFO] - ===> Epoch[1578](4739/3): Loss -0.8555, Sem 0.0441, dir -0.9869, norm 0.0873, swav 0.0000 LR: 6.988e-03 Score 98.354 Data time: 0.1947, Forward time: 2.2952, Backward time: 3.1529, DDP time: 0.0037, Total iter time: 5.9441 [2020-11-08 21:00:24,233][root][INFO] - ===> Epoch[1578](4740/3): Loss -0.8611, Sem 0.0419, dir -0.9863, norm 0.0833, swav 0.0000 LR: 6.963e-03 Score 98.444 Data time: 0.2278, Forward time: 2.2955, Backward time: 3.1544, DDP time: 0.0037, Total iter time: 6.1919 [2020-11-08 21:00:29,189][root][INFO] - ===> Epoch[1579](4741/3): Loss -0.8647, Sem 0.0385, dir -0.9846, norm 0.0813, swav 0.0000 LR: 6.939e-03 Score 98.577 Data time: 0.2257, Forward time: 2.2959, Backward time: 3.1504, DDP time: 0.0037, Total iter time: 4.8251 [2020-11-08 21:00:35,176][root][INFO] - ===> Epoch[1579](4742/3): Loss -0.8487, Sem 0.0446, dir -0.9850, norm 0.0917, swav 0.0000 LR: 6.915e-03 Score 98.347 Data time: 0.2170, Forward time: 2.2959, Backward time: 3.1507, DDP time: 0.0037, Total iter time: 5.8527 [2020-11-08 21:00:39,515][root][INFO] - ===> Epoch[1579](4743/3): Loss -0.8611, Sem 0.0426, dir -0.9870, norm 0.0833, swav 0.0000 LR: 6.891e-03 Score 98.416 Data time: 0.1572, Forward time: 2.2934, Backward time: 3.1471, DDP time: 0.0037, Total iter time: 4.2115 [2020-11-08 21:00:45,449][root][INFO] - ===> Epoch[1580](4744/3): Loss -0.8577, Sem 0.0426, dir -0.9849, norm 0.0845, swav 0.0000 LR: 6.866e-03 Score 98.435 Data time: 0.2275, Forward time: 2.2941, Backward time: 3.1470, DDP time: 0.0037, Total iter time: 5.8655 [2020-11-08 21:00:52,287][root][INFO] - ===> Epoch[1580](4745/3): Loss -0.8556, Sem 0.0421, dir -0.9862, norm 0.0885, swav 0.0000 LR: 6.842e-03 Score 98.434 Data time: 0.2325, Forward time: 2.2948, Backward time: 3.1501, DDP time: 0.0037, Total iter time: 6.7197 [2020-11-08 21:00:56,968][root][INFO] - ===> Epoch[1580](4746/3): Loss -0.8489, Sem 0.0426, dir -0.9840, norm 0.0925, swav 0.0000 LR: 6.818e-03 Score 98.413 Data time: 0.2318, Forward time: 2.2953, Backward time: 3.1451, DDP time: 0.0037, Total iter time: 4.5693 [2020-11-08 21:01:02,637][root][INFO] - ===> Epoch[1581](4747/3): Loss -0.8591, Sem 0.0414, dir -0.9857, norm 0.0852, swav 0.0000 LR: 6.794e-03 Score 98.451 Data time: 0.2637, Forward time: 2.2976, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 5.5592 [2020-11-08 21:01:08,078][root][INFO] - ===> Epoch[1581](4748/3): Loss -0.8488, Sem 0.0435, dir -0.9837, norm 0.0913, swav 0.0000 LR: 6.769e-03 Score 98.399 Data time: 0.2575, Forward time: 2.2998, Backward time: 3.1378, DDP time: 0.0037, Total iter time: 5.3074 [2020-11-08 21:01:13,863][root][INFO] - ===> Epoch[1581](4749/3): Loss -0.8614, Sem 0.0414, dir -0.9866, norm 0.0837, swav 0.0000 LR: 6.745e-03 Score 98.472 Data time: 0.2115, Forward time: 2.3000, Backward time: 3.1375, DDP time: 0.0037, Total iter time: 5.6712 [2020-11-08 21:01:20,011][root][INFO] - ===> Epoch[1582](4750/3): Loss -0.8562, Sem 0.0448, dir -0.9860, norm 0.0850, swav 0.0000 LR: 6.721e-03 Score 98.337 Data time: 0.2119, Forward time: 2.2999, Backward time: 3.1388, DDP time: 0.0037, Total iter time: 6.0436 [2020-11-08 21:01:25,547][root][INFO] - ===> Epoch[1582](4751/3): Loss -0.8491, Sem 0.0426, dir -0.9835, norm 0.0918, swav 0.0000 LR: 6.697e-03 Score 98.420 Data time: 0.2172, Forward time: 2.3000, Backward time: 3.1376, DDP time: 0.0037, Total iter time: 5.4253 [2020-11-08 21:01:30,484][root][INFO] - ===> Epoch[1582](4752/3): Loss -0.8589, Sem 0.0420, dir -0.9855, norm 0.0846, swav 0.0000 LR: 6.672e-03 Score 98.455 Data time: 0.2260, Forward time: 2.2992, Backward time: 3.1348, DDP time: 0.0037, Total iter time: 4.8212 [2020-11-08 21:01:35,828][root][INFO] - ===> Epoch[1583](4753/3): Loss -0.8535, Sem 0.0462, dir -0.9863, norm 0.0866, swav 0.0000 LR: 6.648e-03 Score 98.295 Data time: 0.2070, Forward time: 2.2981, Backward time: 3.1339, DDP time: 0.0037, Total iter time: 5.2546 [2020-11-08 21:01:41,609][root][INFO] - ===> Epoch[1583](4754/3): Loss -0.8530, Sem 0.0432, dir -0.9868, norm 0.0905, swav 0.0000 LR: 6.624e-03 Score 98.404 Data time: 0.2833, Forward time: 2.3007, Backward time: 3.1311, DDP time: 0.0037, Total iter time: 5.6956 [2020-11-08 21:01:47,570][root][INFO] - ===> Epoch[1583](4755/3): Loss -0.8615, Sem 0.0383, dir -0.9840, norm 0.0842, swav 0.0000 LR: 6.599e-03 Score 98.587 Data time: 0.2139, Forward time: 2.3014, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 5.8368 [2020-11-08 21:01:53,087][root][INFO] - ===> Epoch[1584](4756/3): Loss -0.8540, Sem 0.0444, dir -0.9866, norm 0.0882, swav 0.0000 LR: 6.575e-03 Score 98.327 Data time: 0.2047, Forward time: 2.3006, Backward time: 3.1305, DDP time: 0.0037, Total iter time: 5.3978 [2020-11-08 21:01:58,520][root][INFO] - ===> Epoch[1584](4757/3): Loss -0.8620, Sem 0.0415, dir -0.9866, norm 0.0830, swav 0.0000 LR: 6.551e-03 Score 98.485 Data time: 0.2481, Forward time: 2.3017, Backward time: 3.1278, DDP time: 0.0037, Total iter time: 5.3220 [2020-11-08 21:02:03,367][root][INFO] - ===> Epoch[1584](4758/3): Loss -0.8550, Sem 0.0438, dir -0.9849, norm 0.0860, swav 0.0000 LR: 6.526e-03 Score 98.386 Data time: 0.2116, Forward time: 2.3014, Backward time: 3.1244, DDP time: 0.0037, Total iter time: 4.7111 [2020-11-08 21:02:11,295][root][INFO] - ===> Epoch[1585](4759/3): Loss -0.8611, Sem 0.0438, dir -0.9866, norm 0.0818, swav 0.0000 LR: 6.502e-03 Score 98.354 Data time: 0.1862, Forward time: 2.3002, Backward time: 3.1334, DDP time: 0.0037, Total iter time: 7.8142 [2020-11-08 21:02:16,826][root][INFO] - ===> Epoch[1585](4760/3): Loss -0.8538, Sem 0.0406, dir -0.9842, norm 0.0898, swav 0.0000 LR: 6.477e-03 Score 98.521 Data time: 0.1858, Forward time: 2.2990, Backward time: 3.1335, DDP time: 0.0037, Total iter time: 5.4472 [2020-11-08 21:02:22,182][root][INFO] - ===> Epoch[1585](4761/3): Loss -0.8483, Sem 0.0458, dir -0.9848, norm 0.0907, swav 0.0000 LR: 6.453e-03 Score 98.293 Data time: 0.2076, Forward time: 2.2987, Backward time: 3.1320, DDP time: 0.0037, Total iter time: 5.2803 [2020-11-08 21:02:27,355][root][INFO] - ===> Epoch[1586](4762/3): Loss -0.8563, Sem 0.0394, dir -0.9849, norm 0.0892, swav 0.0000 LR: 6.429e-03 Score 98.532 Data time: 0.2197, Forward time: 2.2989, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 5.0768 [2020-11-08 21:02:33,427][root][INFO] - ===> Epoch[1586](4763/3): Loss -0.8565, Sem 0.0426, dir -0.9866, norm 0.0875, swav 0.0000 LR: 6.404e-03 Score 98.423 Data time: 0.2498, Forward time: 2.3002, Backward time: 3.1291, DDP time: 0.0037, Total iter time: 5.9598 [2020-11-08 21:02:39,323][root][INFO] - ===> Epoch[1586](4764/3): Loss -0.8529, Sem 0.0446, dir -0.9857, norm 0.0882, swav 0.0000 LR: 6.380e-03 Score 98.326 Data time: 0.2628, Forward time: 2.3011, Backward time: 3.1283, DDP time: 0.0037, Total iter time: 5.7764 [2020-11-08 21:02:44,732][root][INFO] - ===> Epoch[1587](4765/3): Loss -0.8531, Sem 0.0422, dir -0.9845, norm 0.0892, swav 0.0000 LR: 6.355e-03 Score 98.442 Data time: 0.1516, Forward time: 2.2992, Backward time: 3.1287, DDP time: 0.0037, Total iter time: 5.2830 [2020-11-08 21:02:50,962][root][INFO] - ===> Epoch[1587](4766/3): Loss -0.8596, Sem 0.0397, dir -0.9831, norm 0.0839, swav 0.0000 LR: 6.331e-03 Score 98.532 Data time: 0.1995, Forward time: 2.2982, Backward time: 3.1312, DDP time: 0.0037, Total iter time: 6.1368 [2020-11-08 21:02:56,658][root][INFO] - ===> Epoch[1587](4767/3): Loss -0.8616, Sem 0.0431, dir -0.9874, norm 0.0827, swav 0.0000 LR: 6.306e-03 Score 98.408 Data time: 0.2023, Forward time: 2.2977, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 5.5744 [2020-11-08 21:03:02,788][root][INFO] - ===> Epoch[1588](4768/3): Loss -0.8623, Sem 0.0369, dir -0.9845, norm 0.0853, swav 0.0000 LR: 6.282e-03 Score 98.642 Data time: 0.1378, Forward time: 2.2952, Backward time: 3.1346, DDP time: 0.0037, Total iter time: 6.0274 [2020-11-08 21:03:09,117][root][INFO] - ===> Epoch[1588](4769/3): Loss -0.8615, Sem 0.0436, dir -0.9868, norm 0.0817, swav 0.0000 LR: 6.258e-03 Score 98.370 Data time: 0.1520, Forward time: 2.2927, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 6.2510 [2020-11-08 21:03:14,364][root][INFO] - ===> Epoch[1588](4770/3): Loss -0.8490, Sem 0.0452, dir -0.9859, norm 0.0917, swav 0.0000 LR: 6.233e-03 Score 98.322 Data time: 0.1794, Forward time: 2.2902, Backward time: 3.1394, DDP time: 0.0037, Total iter time: 5.1369 [2020-11-08 21:03:21,690][root][INFO] - ===> Epoch[1589](4771/3): Loss -0.8526, Sem 0.0437, dir -0.9851, norm 0.0889, swav 0.0000 LR: 6.209e-03 Score 98.367 Data time: 0.2128, Forward time: 2.2895, Backward time: 3.1456, DDP time: 0.0037, Total iter time: 7.2349 [2020-11-08 21:03:27,058][root][INFO] - ===> Epoch[1589](4772/3): Loss -0.8565, Sem 0.0385, dir -0.9857, norm 0.0907, swav 0.0000 LR: 6.184e-03 Score 98.561 Data time: 0.2625, Forward time: 2.2912, Backward time: 3.1421, DDP time: 0.0037, Total iter time: 5.2503 [2020-11-08 21:03:31,791][root][INFO] - ===> Epoch[1589](4773/3): Loss -0.8639, Sem 0.0434, dir -0.9878, norm 0.0805, swav 0.0000 LR: 6.160e-03 Score 98.390 Data time: 0.2405, Forward time: 2.2919, Backward time: 3.1375, DDP time: 0.0037, Total iter time: 4.6152 [2020-11-08 21:03:37,720][root][INFO] - ===> Epoch[1590](4774/3): Loss -0.8532, Sem 0.0442, dir -0.9845, norm 0.0871, swav 0.0000 LR: 6.135e-03 Score 98.352 Data time: 0.2356, Forward time: 2.2922, Backward time: 3.1375, DDP time: 0.0037, Total iter time: 5.8120 [2020-11-08 21:03:42,287][root][INFO] - ===> Epoch[1590](4775/3): Loss -0.8586, Sem 0.0417, dir -0.9861, norm 0.0858, swav 0.0000 LR: 6.110e-03 Score 98.468 Data time: 0.1880, Forward time: 2.2914, Backward time: 3.1338, DDP time: 0.0037, Total iter time: 4.4328 [2020-11-08 21:03:47,633][root][INFO] - ===> Epoch[1590](4776/3): Loss -0.8524, Sem 0.0454, dir -0.9858, norm 0.0880, swav 0.0000 LR: 6.086e-03 Score 98.368 Data time: 0.1562, Forward time: 2.2890, Backward time: 3.1344, DDP time: 0.0037, Total iter time: 5.2346 [2020-11-08 21:03:53,628][root][INFO] - ===> Epoch[1591](4777/3): Loss -0.8488, Sem 0.0436, dir -0.9859, norm 0.0935, swav 0.0000 LR: 6.061e-03 Score 98.359 Data time: 0.2042, Forward time: 2.2887, Backward time: 3.1354, DDP time: 0.0037, Total iter time: 5.9192 [2020-11-08 21:04:00,197][root][INFO] - ===> Epoch[1591](4778/3): Loss -0.8586, Sem 0.0404, dir -0.9853, norm 0.0863, swav 0.0000 LR: 6.037e-03 Score 98.513 Data time: 0.1287, Forward time: 2.2854, Backward time: 3.1419, DDP time: 0.0037, Total iter time: 6.4442 [2020-11-08 21:04:06,798][root][INFO] - ===> Epoch[1591](4779/3): Loss -0.8489, Sem 0.0446, dir -0.9831, norm 0.0896, swav 0.0000 LR: 6.012e-03 Score 98.342 Data time: 0.2203, Forward time: 2.2859, Backward time: 3.1442, DDP time: 0.0037, Total iter time: 6.5180 [2020-11-08 21:04:12,376][root][INFO] - ===> Epoch[1592](4780/3): Loss -0.8636, Sem 0.0439, dir -0.9873, norm 0.0799, swav 0.0000 LR: 5.988e-03 Score 98.371 Data time: 0.1477, Forward time: 2.2838, Backward time: 3.1455, DDP time: 0.0037, Total iter time: 5.4623 [2020-11-08 21:04:18,567][root][INFO] - ===> Epoch[1592](4781/3): Loss -0.8666, Sem 0.0375, dir -0.9868, norm 0.0828, swav 0.0000 LR: 5.963e-03 Score 98.621 Data time: 0.1695, Forward time: 2.2815, Backward time: 3.1491, DDP time: 0.0037, Total iter time: 6.1061 [2020-11-08 21:04:23,944][root][INFO] - ===> Epoch[1592](4782/3): Loss -0.8482, Sem 0.0469, dir -0.9840, norm 0.0888, swav 0.0000 LR: 5.938e-03 Score 98.246 Data time: 0.2762, Forward time: 2.2823, Backward time: 3.1467, DDP time: 0.0037, Total iter time: 5.2810 [2020-11-08 21:04:29,612][root][INFO] - ===> Epoch[1593](4783/3): Loss -0.8641, Sem 0.0421, dir -0.9878, norm 0.0817, swav 0.0000 LR: 5.914e-03 Score 98.431 Data time: 0.2425, Forward time: 2.2838, Backward time: 3.1446, DDP time: 0.0037, Total iter time: 5.5196 [2020-11-08 21:04:34,601][root][INFO] - ===> Epoch[1593](4784/3): Loss -0.8607, Sem 0.0395, dir -0.9856, norm 0.0854, swav 0.0000 LR: 5.889e-03 Score 98.556 Data time: 0.1890, Forward time: 2.2828, Backward time: 3.1427, DDP time: 0.0037, Total iter time: 4.8543 [2020-11-08 21:04:39,781][root][INFO] - ===> Epoch[1593](4785/3): Loss -0.8563, Sem 0.0440, dir -0.9861, norm 0.0858, swav 0.0000 LR: 5.864e-03 Score 98.375 Data time: 0.1931, Forward time: 2.2824, Backward time: 3.1409, DDP time: 0.0037, Total iter time: 5.0725 [2020-11-08 21:04:45,180][root][INFO] - ===> Epoch[1594](4786/3): Loss -0.8597, Sem 0.0434, dir -0.9875, norm 0.0844, swav 0.0000 LR: 5.840e-03 Score 98.391 Data time: 0.2221, Forward time: 2.2822, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 5.2769 [2020-11-08 21:04:50,487][root][INFO] - ===> Epoch[1594](4787/3): Loss -0.8512, Sem 0.0447, dir -0.9850, norm 0.0892, swav 0.0000 LR: 5.815e-03 Score 98.340 Data time: 0.1753, Forward time: 2.2812, Backward time: 3.1386, DDP time: 0.0037, Total iter time: 5.1976 [2020-11-08 21:04:57,577][root][INFO] - ===> Epoch[1594](4788/3): Loss -0.8578, Sem 0.0418, dir -0.9844, norm 0.0847, swav 0.0000 LR: 5.790e-03 Score 98.455 Data time: 0.2200, Forward time: 2.2810, Backward time: 3.1431, DDP time: 0.0037, Total iter time: 7.0019 [2020-11-08 21:05:03,031][root][INFO] - ===> Epoch[1595](4789/3): Loss -0.8587, Sem 0.0406, dir -0.9879, norm 0.0886, swav 0.0000 LR: 5.766e-03 Score 98.493 Data time: 0.2321, Forward time: 2.2818, Backward time: 3.1410, DDP time: 0.0037, Total iter time: 5.3355 [2020-11-08 21:05:08,121][root][INFO] - ===> Epoch[1595](4790/3): Loss -0.8525, Sem 0.0423, dir -0.9827, norm 0.0879, swav 0.0000 LR: 5.741e-03 Score 98.448 Data time: 0.2338, Forward time: 2.2830, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 4.9803 [2020-11-08 21:05:13,243][root][INFO] - ===> Epoch[1595](4791/3): Loss -0.8587, Sem 0.0410, dir -0.9828, norm 0.0831, swav 0.0000 LR: 5.716e-03 Score 98.492 Data time: 0.1847, Forward time: 2.2823, Backward time: 3.1359, DDP time: 0.0037, Total iter time: 5.0196 [2020-11-08 21:05:18,648][root][INFO] - ===> Epoch[1596](4792/3): Loss -0.8532, Sem 0.0447, dir -0.9861, norm 0.0881, swav 0.0000 LR: 5.691e-03 Score 98.327 Data time: 0.2081, Forward time: 2.2816, Backward time: 3.1352, DDP time: 0.0037, Total iter time: 5.2952 [2020-11-08 21:05:25,017][root][INFO] - ===> Epoch[1596](4793/3): Loss -0.8593, Sem 0.0416, dir -0.9879, norm 0.0870, swav 0.0000 LR: 5.667e-03 Score 98.444 Data time: 0.1971, Forward time: 2.2817, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 6.2701 [2020-11-08 21:05:31,300][root][INFO] - ===> Epoch[1596](4794/3): Loss -0.8529, Sem 0.0474, dir -0.9853, norm 0.0850, swav 0.0000 LR: 5.642e-03 Score 98.281 Data time: 0.2069, Forward time: 2.2811, Backward time: 3.1390, DDP time: 0.0037, Total iter time: 6.1565 [2020-11-08 21:05:36,972][root][INFO] - ===> Epoch[1597](4795/3): Loss -0.8511, Sem 0.0420, dir -0.9828, norm 0.0896, swav 0.0000 LR: 5.617e-03 Score 98.499 Data time: 0.1892, Forward time: 2.2806, Backward time: 3.1391, DDP time: 0.0037, Total iter time: 5.5691 [2020-11-08 21:05:42,373][root][INFO] - ===> Epoch[1597](4796/3): Loss -0.8480, Sem 0.0456, dir -0.9826, norm 0.0889, swav 0.0000 LR: 5.592e-03 Score 98.335 Data time: 0.1909, Forward time: 2.2795, Backward time: 3.1388, DDP time: 0.0037, Total iter time: 5.2950 [2020-11-08 21:05:48,144][root][INFO] - ===> Epoch[1597](4797/3): Loss -0.8655, Sem 0.0397, dir -0.9873, norm 0.0821, swav 0.0000 LR: 5.568e-03 Score 98.541 Data time: 0.1980, Forward time: 2.2784, Backward time: 3.1399, DDP time: 0.0037, Total iter time: 5.6949 [2020-11-08 21:05:55,087][root][INFO] - ===> Epoch[1598](4798/3): Loss -0.8575, Sem 0.0427, dir -0.9868, norm 0.0866, swav 0.0000 LR: 5.543e-03 Score 98.415 Data time: 0.4158, Forward time: 2.2825, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 6.8617 [2020-11-08 21:06:02,128][root][INFO] - ===> Epoch[1598](4799/3): Loss -0.8568, Sem 0.0414, dir -0.9835, norm 0.0853, swav 0.0000 LR: 5.518e-03 Score 98.473 Data time: 0.1948, Forward time: 2.2821, Backward time: 3.1434, DDP time: 0.0037, Total iter time: 6.8975 [2020-11-08 21:06:07,329][root][INFO] - ===> Epoch[1598](4800/3): Loss -0.8496, Sem 0.0468, dir -0.9863, norm 0.0899, swav 0.0000 LR: 5.493e-03 Score 98.321 Data time: 0.2697, Forward time: 2.2834, Backward time: 3.1401, DDP time: 0.0037, Total iter time: 5.1057 [2020-11-08 21:06:13,862][root][INFO] - ===> Epoch[1599](4801/3): Loss -0.8528, Sem 0.0443, dir -0.9853, norm 0.0883, swav 0.0000 LR: 5.468e-03 Score 98.376 Data time: 0.2039, Forward time: 2.2837, Backward time: 3.1422, DDP time: 0.0037, Total iter time: 6.4327 [2020-11-08 21:06:18,682][root][INFO] - ===> Epoch[1599](4802/3): Loss -0.8638, Sem 0.0423, dir -0.9845, norm 0.0783, swav 0.0000 LR: 5.443e-03 Score 98.441 Data time: 0.1530, Forward time: 2.2817, Backward time: 3.1410, DDP time: 0.0037, Total iter time: 4.7150 [2020-11-08 21:06:25,204][root][INFO] - ===> Epoch[1599](4803/3): Loss -0.8620, Sem 0.0404, dir -0.9865, norm 0.0842, swav 0.0000 LR: 5.419e-03 Score 98.493 Data time: 0.2245, Forward time: 2.2818, Backward time: 3.1432, DDP time: 0.0037, Total iter time: 6.4373 [2020-11-08 21:06:30,519][root][INFO] - ===> Epoch[1600](4804/3): Loss -0.8520, Sem 0.0440, dir -0.9851, norm 0.0892, swav 0.0000 LR: 5.394e-03 Score 98.381 Data time: 0.2570, Forward time: 2.2830, Backward time: 3.1403, DDP time: 0.0037, Total iter time: 5.2103 [2020-11-08 21:06:36,181][root][INFO] - ===> Epoch[1600](4805/3): Loss -0.8618, Sem 0.0413, dir -0.9853, norm 0.0822, swav 0.0000 LR: 5.369e-03 Score 98.463 Data time: 0.2311, Forward time: 2.2835, Backward time: 3.1393, DDP time: 0.0037, Total iter time: 5.5420 [2020-11-08 21:06:41,658][root][INFO] - ===> Epoch[1600](4806/3): Loss -0.8537, Sem 0.0438, dir -0.9853, norm 0.0878, swav 0.0000 LR: 5.344e-03 Score 98.374 Data time: 0.2700, Forward time: 2.2853, Backward time: 3.1363, DDP time: 0.0037, Total iter time: 5.3556 [2020-11-08 21:06:46,425][root][INFO] - ===> Epoch[1601](4807/3): Loss -0.8672, Sem 0.0401, dir -0.9869, norm 0.0797, swav 0.0000 LR: 5.319e-03 Score 98.542 Data time: 0.1512, Forward time: 2.2836, Backward time: 3.1347, DDP time: 0.0037, Total iter time: 4.6329 [2020-11-08 21:06:52,624][root][INFO] - ===> Epoch[1601](4808/3): Loss -0.8566, Sem 0.0445, dir -0.9848, norm 0.0837, swav 0.0000 LR: 5.294e-03 Score 98.363 Data time: 0.1456, Forward time: 2.2817, Backward time: 3.1380, DDP time: 0.0037, Total iter time: 6.1331 [2020-11-08 21:06:57,345][root][INFO] - ===> Epoch[1601](4809/3): Loss -0.8621, Sem 0.0399, dir -0.9856, norm 0.0836, swav 0.0000 LR: 5.269e-03 Score 98.525 Data time: 0.1795, Forward time: 2.2806, Backward time: 3.1358, DDP time: 0.0037, Total iter time: 4.6200 [2020-11-08 21:07:05,073][root][INFO] - ===> Epoch[1602](4810/3): Loss -0.8458, Sem 0.0464, dir -0.9854, norm 0.0933, swav 0.0000 LR: 5.244e-03 Score 98.277 Data time: 0.2262, Forward time: 2.2804, Backward time: 3.1417, DDP time: 0.0037, Total iter time: 7.6117 [2020-11-08 21:07:10,634][root][INFO] - ===> Epoch[1602](4811/3): Loss -0.8651, Sem 0.0412, dir -0.9843, norm 0.0780, swav 0.0000 LR: 5.219e-03 Score 98.479 Data time: 0.2811, Forward time: 2.2815, Backward time: 3.1397, DDP time: 0.0037, Total iter time: 5.4204 [2020-11-08 21:07:17,173][root][INFO] - ===> Epoch[1602](4812/3): Loss -0.8570, Sem 0.0396, dir -0.9863, norm 0.0897, swav 0.0000 LR: 5.194e-03 Score 98.533 Data time: 0.3642, Forward time: 2.2848, Backward time: 3.1382, DDP time: 0.0037, Total iter time: 6.4006 [2020-11-08 21:07:22,532][root][INFO] - ===> Epoch[1603](4813/3): Loss -0.8528, Sem 0.0446, dir -0.9851, norm 0.0876, swav 0.0000 LR: 5.169e-03 Score 98.329 Data time: 0.2297, Forward time: 2.2859, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 5.2151 [2020-11-08 21:07:28,400][root][INFO] - ===> Epoch[1603](4814/3): Loss -0.8597, Sem 0.0407, dir -0.9874, norm 0.0871, swav 0.0000 LR: 5.144e-03 Score 98.501 Data time: 0.1851, Forward time: 2.2846, Backward time: 3.1368, DDP time: 0.0037, Total iter time: 5.7544 [2020-11-08 21:07:33,791][root][INFO] - ===> Epoch[1603](4815/3): Loss -0.8539, Sem 0.0444, dir -0.9846, norm 0.0862, swav 0.0000 LR: 5.119e-03 Score 98.371 Data time: 0.2888, Forward time: 2.2861, Backward time: 3.1339, DDP time: 0.0037, Total iter time: 5.2826 [2020-11-08 21:07:39,245][root][INFO] - ===> Epoch[1604](4816/3): Loss -0.8544, Sem 0.0464, dir -0.9857, norm 0.0849, swav 0.0000 LR: 5.094e-03 Score 98.292 Data time: 0.2490, Forward time: 2.2873, Backward time: 3.1313, DDP time: 0.0037, Total iter time: 5.3140 [2020-11-08 21:07:44,761][root][INFO] - ===> Epoch[1604](4817/3): Loss -0.8663, Sem 0.0393, dir -0.9880, norm 0.0824, swav 0.0000 LR: 5.069e-03 Score 98.555 Data time: 0.2806, Forward time: 2.2891, Backward time: 3.1285, DDP time: 0.0037, Total iter time: 5.3816 [2020-11-08 21:07:50,100][root][INFO] - ===> Epoch[1604](4818/3): Loss -0.8642, Sem 0.0403, dir -0.9855, norm 0.0810, swav 0.0000 LR: 5.044e-03 Score 98.515 Data time: 0.2384, Forward time: 2.2904, Backward time: 3.1257, DDP time: 0.0037, Total iter time: 5.1968 [2020-11-08 21:07:57,780][root][INFO] - ===> Epoch[1605](4819/3): Loss -0.8594, Sem 0.0429, dir -0.9869, norm 0.0845, swav 0.0000 LR: 5.019e-03 Score 98.395 Data time: 0.2211, Forward time: 2.2905, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 7.5389 [2020-11-08 21:08:04,587][root][INFO] - ===> Epoch[1605](4820/3): Loss -0.8502, Sem 0.0418, dir -0.9838, norm 0.0918, swav 0.0000 LR: 4.994e-03 Score 98.430 Data time: 0.2930, Forward time: 2.2936, Backward time: 3.1310, DDP time: 0.0037, Total iter time: 6.6990 [2020-11-08 21:08:10,151][root][INFO] - ===> Epoch[1605](4821/3): Loss -0.8574, Sem 0.0429, dir -0.9869, norm 0.0866, swav 0.0000 LR: 4.969e-03 Score 98.419 Data time: 0.2537, Forward time: 2.2936, Backward time: 3.1297, DDP time: 0.0037, Total iter time: 5.4327 [2020-11-08 21:08:15,551][root][INFO] - ===> Epoch[1606](4822/3): Loss -0.8613, Sem 0.0418, dir -0.9851, norm 0.0820, swav 0.0000 LR: 4.943e-03 Score 98.448 Data time: 0.1755, Forward time: 2.2923, Backward time: 3.1298, DDP time: 0.0037, Total iter time: 5.2764 [2020-11-08 21:08:21,161][root][INFO] - ===> Epoch[1606](4823/3): Loss -0.8561, Sem 0.0387, dir -0.9817, norm 0.0869, swav 0.0000 LR: 4.918e-03 Score 98.574 Data time: 0.2067, Forward time: 2.2915, Backward time: 3.1300, DDP time: 0.0037, Total iter time: 5.5262 [2020-11-08 21:08:27,685][root][INFO] - ===> Epoch[1606](4824/3): Loss -0.8563, Sem 0.0437, dir -0.9864, norm 0.0865, swav 0.0000 LR: 4.893e-03 Score 98.390 Data time: 0.3359, Forward time: 2.2948, Backward time: 3.1287, DDP time: 0.0037, Total iter time: 6.4144 [2020-11-08 21:08:34,010][root][INFO] - ===> Epoch[1607](4825/3): Loss -0.8576, Sem 0.0447, dir -0.9865, norm 0.0842, swav 0.0000 LR: 4.868e-03 Score 98.353 Data time: 0.2570, Forward time: 2.2969, Backward time: 3.1280, DDP time: 0.0037, Total iter time: 6.2046 [2020-11-08 21:08:41,079][root][INFO] - ===> Epoch[1607](4826/3): Loss -0.8537, Sem 0.0453, dir -0.9859, norm 0.0869, swav 0.0000 LR: 4.843e-03 Score 98.335 Data time: 0.1997, Forward time: 2.2960, Backward time: 3.1324, DDP time: 0.0037, Total iter time: 6.9323 [2020-11-08 21:08:47,358][root][INFO] - ===> Epoch[1607](4827/3): Loss -0.8628, Sem 0.0407, dir -0.9855, norm 0.0819, swav 0.0000 LR: 4.818e-03 Score 98.503 Data time: 0.2563, Forward time: 2.2976, Backward time: 3.1322, DDP time: 0.0037, Total iter time: 6.1733 [2020-11-08 21:08:52,483][root][INFO] - ===> Epoch[1608](4828/3): Loss -0.8624, Sem 0.0378, dir -0.9858, norm 0.0856, swav 0.0000 LR: 4.792e-03 Score 98.613 Data time: 0.2364, Forward time: 2.2987, Backward time: 3.1289, DDP time: 0.0037, Total iter time: 4.9694 [2020-11-08 21:08:57,192][root][INFO] - ===> Epoch[1608](4829/3): Loss -0.8422, Sem 0.0490, dir -0.9850, norm 0.0938, swav 0.0000 LR: 4.767e-03 Score 98.190 Data time: 0.1563, Forward time: 2.2973, Backward time: 3.1271, DDP time: 0.0037, Total iter time: 4.5888 [2020-11-08 21:09:04,792][root][INFO] - ===> Epoch[1608](4830/3): Loss -0.8569, Sem 0.0405, dir -0.9860, norm 0.0885, swav 0.0000 LR: 4.742e-03 Score 98.506 Data time: 0.1878, Forward time: 2.2962, Backward time: 3.1334, DDP time: 0.0037, Total iter time: 7.5301 [2020-11-08 21:09:11,960][root][INFO] - ===> Epoch[1609](4831/3): Loss -0.8570, Sem 0.0424, dir -0.9866, norm 0.0872, swav 0.0000 LR: 4.717e-03 Score 98.438 Data time: 0.1571, Forward time: 2.2944, Backward time: 3.1392, DDP time: 0.0037, Total iter time: 7.0908 [2020-11-08 21:09:17,390][root][INFO] - ===> Epoch[1609](4832/3): Loss -0.8586, Sem 0.0451, dir -0.9861, norm 0.0824, swav 0.0000 LR: 4.691e-03 Score 98.331 Data time: 0.2408, Forward time: 2.2952, Backward time: 3.1374, DDP time: 0.0037, Total iter time: 5.3766 [2020-11-08 21:09:23,460][root][INFO] - ===> Epoch[1609](4833/3): Loss -0.8600, Sem 0.0397, dir -0.9820, norm 0.0823, swav 0.0000 LR: 4.666e-03 Score 98.511 Data time: 0.2711, Forward time: 2.2968, Backward time: 3.1364, DDP time: 0.0037, Total iter time: 5.9604 [2020-11-08 21:09:28,475][root][INFO] - ===> Epoch[1610](4834/3): Loss -0.8483, Sem 0.0449, dir -0.9863, norm 0.0930, swav 0.0000 LR: 4.641e-03 Score 98.335 Data time: 0.1763, Forward time: 2.2956, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 4.8879 [2020-11-08 21:09:33,855][root][INFO] - ===> Epoch[1610](4835/3): Loss -0.8626, Sem 0.0384, dir -0.9862, norm 0.0852, swav 0.0000 LR: 4.615e-03 Score 98.598 Data time: 0.2659, Forward time: 2.2967, Backward time: 3.1326, DDP time: 0.0037, Total iter time: 5.2573 [2020-11-08 21:09:40,513][root][INFO] - ===> Epoch[1610](4836/3): Loss -0.8629, Sem 0.0413, dir -0.9863, norm 0.0821, swav 0.0000 LR: 4.590e-03 Score 98.474 Data time: 0.2250, Forward time: 2.2971, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 6.5404 [2020-11-08 21:09:45,959][root][INFO] - ===> Epoch[1611](4837/3): Loss -0.8423, Sem 0.0468, dir -0.9852, norm 0.0961, swav 0.0000 LR: 4.565e-03 Score 98.264 Data time: 0.1491, Forward time: 2.2954, Backward time: 3.1351, DDP time: 0.0037, Total iter time: 5.3092 [2020-11-08 21:09:51,447][root][INFO] - ===> Epoch[1611](4838/3): Loss -0.8689, Sem 0.0409, dir -0.9866, norm 0.0768, swav 0.0000 LR: 4.539e-03 Score 98.494 Data time: 0.1464, Forward time: 2.2931, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 5.3989 [2020-11-08 21:09:57,221][root][INFO] - ===> Epoch[1611](4839/3): Loss -0.8554, Sem 0.0424, dir -0.9853, norm 0.0874, swav 0.0000 LR: 4.514e-03 Score 98.436 Data time: 0.2492, Forward time: 2.2939, Backward time: 3.1353, DDP time: 0.0037, Total iter time: 5.6852 [2020-11-08 21:10:02,778][root][INFO] - ===> Epoch[1612](4840/3): Loss -0.8610, Sem 0.0433, dir -0.9855, norm 0.0812, swav 0.0000 LR: 4.489e-03 Score 98.384 Data time: 0.2859, Forward time: 2.2957, Backward time: 3.1327, DDP time: 0.0037, Total iter time: 5.4275 [2020-11-08 21:10:09,236][root][INFO] - ===> Epoch[1612](4841/3): Loss -0.8630, Sem 0.0418, dir -0.9868, norm 0.0820, swav 0.0000 LR: 4.463e-03 Score 98.464 Data time: 0.1877, Forward time: 2.2950, Backward time: 3.1350, DDP time: 0.0037, Total iter time: 6.3261 [2020-11-08 21:10:15,508][root][INFO] - ===> Epoch[1612](4842/3): Loss -0.8487, Sem 0.0441, dir -0.9850, norm 0.0923, swav 0.0000 LR: 4.438e-03 Score 98.373 Data time: 0.2751, Forward time: 2.2966, Backward time: 3.1345, DDP time: 0.0037, Total iter time: 6.1656 [2020-11-08 21:10:19,972][root][INFO] - ===> Epoch[1613](4843/3): Loss -0.8547, Sem 0.0448, dir -0.9865, norm 0.0871, swav 0.0000 LR: 4.412e-03 Score 98.327 Data time: 0.1871, Forward time: 2.2963, Backward time: 3.1308, DDP time: 0.0037, Total iter time: 4.3237 [2020-11-08 21:10:25,622][root][INFO] - ===> Epoch[1613](4844/3): Loss -0.8579, Sem 0.0396, dir -0.9851, norm 0.0875, swav 0.0000 LR: 4.387e-03 Score 98.522 Data time: 0.2470, Forward time: 2.2967, Backward time: 3.1299, DDP time: 0.0037, Total iter time: 5.5390 [2020-11-08 21:10:31,284][root][INFO] - ===> Epoch[1613](4845/3): Loss -0.8590, Sem 0.0438, dir -0.9857, norm 0.0830, swav 0.0000 LR: 4.361e-03 Score 98.390 Data time: 0.2577, Forward time: 2.2986, Backward time: 3.1276, DDP time: 0.0037, Total iter time: 5.5429 [2020-11-08 21:10:36,728][root][INFO] - ===> Epoch[1614](4846/3): Loss -0.8593, Sem 0.0401, dir -0.9859, norm 0.0865, swav 0.0000 LR: 4.336e-03 Score 98.510 Data time: 0.1915, Forward time: 2.2975, Backward time: 3.1275, DDP time: 0.0037, Total iter time: 5.3322 [2020-11-08 21:10:42,719][root][INFO] - ===> Epoch[1614](4847/3): Loss -0.8535, Sem 0.0439, dir -0.9835, norm 0.0862, swav 0.0000 LR: 4.310e-03 Score 98.396 Data time: 0.2203, Forward time: 2.2973, Backward time: 3.1280, DDP time: 0.0037, Total iter time: 5.8872 [2020-11-08 21:10:49,307][root][INFO] - ===> Epoch[1614](4848/3): Loss -0.8636, Sem 0.0424, dir -0.9854, norm 0.0794, swav 0.0000 LR: 4.285e-03 Score 98.399 Data time: 0.3322, Forward time: 2.3004, Backward time: 3.1270, DDP time: 0.0037, Total iter time: 6.4743 [2020-11-08 21:10:54,232][root][INFO] - ===> Epoch[1615](4849/3): Loss -0.8596, Sem 0.0397, dir -0.9868, norm 0.0875, swav 0.0000 LR: 4.259e-03 Score 98.545 Data time: 0.2231, Forward time: 2.3013, Backward time: 3.1235, DDP time: 0.0037, Total iter time: 4.7852 [2020-11-08 21:11:00,996][root][INFO] - ===> Epoch[1615](4850/3): Loss -0.8598, Sem 0.0429, dir -0.9864, norm 0.0837, swav 0.0000 LR: 4.234e-03 Score 98.420 Data time: 0.1804, Forward time: 2.3002, Backward time: 3.1271, DDP time: 0.0037, Total iter time: 6.6491 [2020-11-08 21:11:06,673][root][INFO] - ===> Epoch[1615](4851/3): Loss -0.8559, Sem 0.0418, dir -0.9836, norm 0.0859, swav 0.0000 LR: 4.208e-03 Score 98.444 Data time: 0.1694, Forward time: 2.2987, Backward time: 3.1283, DDP time: 0.0037, Total iter time: 5.5847 [2020-11-08 21:11:12,690][root][INFO] - ===> Epoch[1616](4852/3): Loss -0.8493, Sem 0.0439, dir -0.9855, norm 0.0924, swav 0.0000 LR: 4.182e-03 Score 98.364 Data time: 0.2341, Forward time: 2.2995, Backward time: 3.1281, DDP time: 0.0037, Total iter time: 5.9251 [2020-11-08 21:11:19,260][root][INFO] - ===> Epoch[1616](4853/3): Loss -0.8686, Sem 0.0394, dir -0.9877, norm 0.0796, swav 0.0000 LR: 4.157e-03 Score 98.530 Data time: 0.2990, Forward time: 2.3014, Backward time: 3.1281, DDP time: 0.0037, Total iter time: 6.4350 [2020-11-08 21:11:26,023][root][INFO] - ===> Epoch[1616](4854/3): Loss -0.8630, Sem 0.0411, dir -0.9857, norm 0.0816, swav 0.0000 LR: 4.131e-03 Score 98.479 Data time: 0.3673, Forward time: 2.3046, Backward time: 3.1271, DDP time: 0.0036, Total iter time: 6.6299 [2020-11-08 21:11:32,061][root][INFO] - ===> Epoch[1617](4855/3): Loss -0.8606, Sem 0.0412, dir -0.9863, norm 0.0844, swav 0.0000 LR: 4.106e-03 Score 98.478 Data time: 0.1874, Forward time: 2.3040, Backward time: 3.1282, DDP time: 0.0036, Total iter time: 5.8724 [2020-11-08 21:11:38,840][root][INFO] - ===> Epoch[1617](4856/3): Loss -0.8579, Sem 0.0435, dir -0.9867, norm 0.0853, swav 0.0000 LR: 4.080e-03 Score 98.386 Data time: 0.1919, Forward time: 2.3024, Backward time: 3.1323, DDP time: 0.0036, Total iter time: 6.6885 [2020-11-08 21:11:46,493][root][INFO] - ===> Epoch[1617](4857/3): Loss -0.8480, Sem 0.0428, dir -0.9851, norm 0.0943, swav 0.0000 LR: 4.054e-03 Score 98.432 Data time: 0.4791, Forward time: 2.3065, Backward time: 3.1329, DDP time: 0.0036, Total iter time: 7.5775 [2020-11-08 21:11:52,218][root][INFO] - ===> Epoch[1618](4858/3): Loss -0.8605, Sem 0.0392, dir -0.9854, norm 0.0857, swav 0.0000 LR: 4.029e-03 Score 98.559 Data time: 0.2844, Forward time: 2.3085, Backward time: 3.1305, DDP time: 0.0036, Total iter time: 5.6087 [2020-11-08 21:11:58,563][root][INFO] - ===> Epoch[1618](4859/3): Loss -0.8582, Sem 0.0421, dir -0.9832, norm 0.0829, swav 0.0000 LR: 4.003e-03 Score 98.463 Data time: 0.3607, Forward time: 2.3112, Backward time: 3.1289, DDP time: 0.0036, Total iter time: 6.2291 [2020-11-08 21:12:04,231][root][INFO] - ===> Epoch[1618](4860/3): Loss -0.8579, Sem 0.0428, dir -0.9867, norm 0.0860, swav 0.0000 LR: 3.977e-03 Score 98.405 Data time: 0.2928, Forward time: 2.3127, Backward time: 3.1268, DDP time: 0.0036, Total iter time: 5.5378 [2020-11-08 21:12:10,885][root][INFO] - ===> Epoch[1619](4861/3): Loss -0.8563, Sem 0.0409, dir -0.9838, norm 0.0866, swav 0.0000 LR: 3.951e-03 Score 98.475 Data time: 0.3254, Forward time: 2.3156, Backward time: 3.1259, DDP time: 0.0036, Total iter time: 6.5263 [2020-11-08 21:12:16,513][root][INFO] - ===> Epoch[1619](4862/3): Loss -0.8575, Sem 0.0442, dir -0.9872, norm 0.0855, swav 0.0000 LR: 3.926e-03 Score 98.362 Data time: 0.2447, Forward time: 2.3160, Backward time: 3.1248, DDP time: 0.0036, Total iter time: 5.4724 [2020-11-08 21:12:22,556][root][INFO] - ===> Epoch[1619](4863/3): Loss -0.8496, Sem 0.0431, dir -0.9859, norm 0.0932, swav 0.0000 LR: 3.900e-03 Score 98.429 Data time: 0.3017, Forward time: 2.3181, Backward time: 3.1231, DDP time: 0.0036, Total iter time: 5.9472 [2020-11-08 21:12:30,164][root][INFO] - ===> Epoch[1620](4864/3): Loss -0.8622, Sem 0.0428, dir -0.9870, norm 0.0820, swav 0.0000 LR: 3.874e-03 Score 98.425 Data time: 0.2268, Forward time: 2.3188, Backward time: 3.1271, DDP time: 0.0036, Total iter time: 7.4752 [2020-11-08 21:12:35,540][root][INFO] - ===> Epoch[1620](4865/3): Loss -0.8630, Sem 0.0392, dir -0.9851, norm 0.0828, swav 0.0000 LR: 3.848e-03 Score 98.545 Data time: 0.1495, Forward time: 2.3171, Backward time: 3.1276, DDP time: 0.0036, Total iter time: 5.2824 [2020-11-08 21:12:39,906][root][INFO] - ===> Epoch[1620](4866/3): Loss -0.8573, Sem 0.0427, dir -0.9860, norm 0.0860, swav 0.0000 LR: 3.822e-03 Score 98.425 Data time: 0.1758, Forward time: 2.3156, Backward time: 3.1255, DDP time: 0.0036, Total iter time: 4.3249 [2020-11-08 21:12:45,841][root][INFO] - ===> Epoch[1621](4867/3): Loss -0.8534, Sem 0.0456, dir -0.9861, norm 0.0871, swav 0.0000 LR: 3.796e-03 Score 98.313 Data time: 0.2990, Forward time: 2.3176, Backward time: 3.1237, DDP time: 0.0036, Total iter time: 5.8408 [2020-11-08 21:12:51,393][root][INFO] - ===> Epoch[1621](4868/3): Loss -0.8565, Sem 0.0410, dir -0.9844, norm 0.0869, swav 0.0000 LR: 3.770e-03 Score 98.490 Data time: 0.1647, Forward time: 2.3165, Backward time: 3.1240, DDP time: 0.0036, Total iter time: 5.4311 [2020-11-08 21:12:57,295][root][INFO] - ===> Epoch[1621](4869/3): Loss -0.8537, Sem 0.0434, dir -0.9849, norm 0.0878, swav 0.0000 LR: 3.745e-03 Score 98.396 Data time: 0.2175, Forward time: 2.3163, Backward time: 3.1245, DDP time: 0.0036, Total iter time: 5.8259 [2020-11-08 21:13:03,471][root][INFO] - ===> Epoch[1622](4870/3): Loss -0.8650, Sem 0.0396, dir -0.9879, norm 0.0833, swav 0.0000 LR: 3.719e-03 Score 98.526 Data time: 0.3468, Forward time: 2.3186, Backward time: 3.1229, DDP time: 0.0036, Total iter time: 6.0567 [2020-11-08 21:13:10,021][root][INFO] - ===> Epoch[1622](4871/3): Loss -0.8623, Sem 0.0386, dir -0.9845, norm 0.0836, swav 0.0000 LR: 3.693e-03 Score 98.583 Data time: 0.2382, Forward time: 2.3189, Backward time: 3.1243, DDP time: 0.0036, Total iter time: 6.4327 [2020-11-08 21:13:16,033][root][INFO] - ===> Epoch[1622](4872/3): Loss -0.8583, Sem 0.0428, dir -0.9861, norm 0.0849, swav 0.0000 LR: 3.667e-03 Score 98.410 Data time: 0.3181, Forward time: 2.3210, Backward time: 3.1225, DDP time: 0.0036, Total iter time: 5.8853 [2020-11-08 21:13:21,994][root][INFO] - ===> Epoch[1623](4873/3): Loss -0.8457, Sem 0.0478, dir -0.9856, norm 0.0922, swav 0.0000 LR: 3.641e-03 Score 98.276 Data time: 0.2974, Forward time: 2.3229, Backward time: 3.1209, DDP time: 0.0036, Total iter time: 5.8479 [2020-11-08 21:13:27,028][root][INFO] - ===> Epoch[1623](4874/3): Loss -0.8604, Sem 0.0439, dir -0.9874, norm 0.0831, swav 0.0000 LR: 3.615e-03 Score 98.349 Data time: 0.2012, Forward time: 2.3225, Backward time: 3.1192, DDP time: 0.0036, Total iter time: 4.9139 [2020-11-08 21:13:32,818][root][INFO] - ===> Epoch[1623](4875/3): Loss -0.8637, Sem 0.0409, dir -0.9849, norm 0.0804, swav 0.0000 LR: 3.589e-03 Score 98.499 Data time: 0.1866, Forward time: 2.3219, Backward time: 3.1197, DDP time: 0.0036, Total iter time: 5.6973 [2020-11-08 21:13:38,155][root][INFO] - ===> Epoch[1624](4876/3): Loss -0.8501, Sem 0.0445, dir -0.9829, norm 0.0883, swav 0.0000 LR: 3.563e-03 Score 98.349 Data time: 0.1117, Forward time: 2.3190, Backward time: 3.1217, DDP time: 0.0036, Total iter time: 5.2486 [2020-11-08 21:13:43,960][root][INFO] - ===> Epoch[1624](4877/3): Loss -0.8688, Sem 0.0395, dir -0.9872, norm 0.0789, swav 0.0000 LR: 3.536e-03 Score 98.536 Data time: 0.2140, Forward time: 2.3178, Backward time: 3.1229, DDP time: 0.0036, Total iter time: 5.7524 [2020-11-08 21:13:49,831][root][INFO] - ===> Epoch[1624](4878/3): Loss -0.8525, Sem 0.0438, dir -0.9866, norm 0.0903, swav 0.0000 LR: 3.510e-03 Score 98.365 Data time: 0.2437, Forward time: 2.3190, Backward time: 3.1220, DDP time: 0.0036, Total iter time: 5.7819 [2020-11-08 21:13:54,588][root][INFO] - ===> Epoch[1625](4879/3): Loss -0.8592, Sem 0.0406, dir -0.9868, norm 0.0870, swav 0.0000 LR: 3.484e-03 Score 98.484 Data time: 0.1900, Forward time: 2.3183, Backward time: 3.1198, DDP time: 0.0036, Total iter time: 4.6288 [2020-11-08 21:13:59,854][root][INFO] - ===> Epoch[1625](4880/3): Loss -0.8681, Sem 0.0414, dir -0.9865, norm 0.0771, swav 0.0000 LR: 3.458e-03 Score 98.444 Data time: 0.2495, Forward time: 2.3190, Backward time: 3.1177, DDP time: 0.0036, Total iter time: 5.1578 [2020-11-08 21:14:07,039][root][INFO] - ===> Epoch[1625](4881/3): Loss -0.8539, Sem 0.0432, dir -0.9843, norm 0.0872, swav 0.0000 LR: 3.432e-03 Score 98.414 Data time: 0.2026, Forward time: 2.3189, Backward time: 3.1211, DDP time: 0.0036, Total iter time: 7.0476 [2020-11-08 21:14:12,224][root][INFO] - ===> Epoch[1626](4882/3): Loss -0.8633, Sem 0.0401, dir -0.9878, norm 0.0844, swav 0.0000 LR: 3.406e-03 Score 98.495 Data time: 0.1593, Forward time: 2.3168, Backward time: 3.1215, DDP time: 0.0036, Total iter time: 5.0527 [2020-11-08 21:14:18,651][root][INFO] - ===> Epoch[1626](4883/3): Loss -0.8596, Sem 0.0409, dir -0.9849, norm 0.0844, swav 0.0000 LR: 3.380e-03 Score 98.468 Data time: 0.2592, Forward time: 2.3178, Backward time: 3.1220, DDP time: 0.0036, Total iter time: 6.3592 [2020-11-08 21:14:24,650][root][INFO] - ===> Epoch[1626](4884/3): Loss -0.8657, Sem 0.0401, dir -0.9871, norm 0.0814, swav 0.0000 LR: 3.353e-03 Score 98.501 Data time: 0.2686, Forward time: 2.3196, Backward time: 3.1205, DDP time: 0.0036, Total iter time: 5.8456 [2020-11-08 21:14:29,788][root][INFO] - ===> Epoch[1627](4885/3): Loss -0.8541, Sem 0.0444, dir -0.9838, norm 0.0852, swav 0.0000 LR: 3.327e-03 Score 98.363 Data time: 0.1739, Forward time: 2.3187, Backward time: 3.1195, DDP time: 0.0036, Total iter time: 4.9978 [2020-11-08 21:14:34,762][root][INFO] - ===> Epoch[1627](4886/3): Loss -0.8420, Sem 0.0466, dir -0.9846, norm 0.0959, swav 0.0000 LR: 3.301e-03 Score 98.277 Data time: 0.2127, Forward time: 2.3182, Backward time: 3.1179, DDP time: 0.0036, Total iter time: 4.8729 [2020-11-08 21:14:40,724][root][INFO] - ===> Epoch[1627](4887/3): Loss -0.8611, Sem 0.0406, dir -0.9865, norm 0.0848, swav 0.0000 LR: 3.275e-03 Score 98.513 Data time: 0.2745, Forward time: 2.3183, Backward time: 3.1181, DDP time: 0.0036, Total iter time: 5.8531 [2020-11-08 21:14:45,706][root][INFO] - ===> Epoch[1628](4888/3): Loss -0.8631, Sem 0.0377, dir -0.9841, norm 0.0833, swav 0.0000 LR: 3.248e-03 Score 98.617 Data time: 0.2103, Forward time: 2.3177, Backward time: 3.1165, DDP time: 0.0036, Total iter time: 4.8581 [2020-11-08 21:14:51,404][root][INFO] - ===> Epoch[1628](4889/3): Loss -0.8513, Sem 0.0429, dir -0.9836, norm 0.0894, swav 0.0000 LR: 3.222e-03 Score 98.411 Data time: 0.2664, Forward time: 2.3189, Backward time: 3.1150, DDP time: 0.0036, Total iter time: 5.6143 [2020-11-08 21:14:57,394][root][INFO] - ===> Epoch[1628](4890/3): Loss -0.8629, Sem 0.0437, dir -0.9873, norm 0.0807, swav 0.0000 LR: 3.195e-03 Score 98.388 Data time: 0.1381, Forward time: 2.3172, Backward time: 3.1171, DDP time: 0.0036, Total iter time: 5.8646 [2020-11-08 21:15:01,787][root][INFO] - ===> Epoch[1629](4891/3): Loss -0.8605, Sem 0.0407, dir -0.9830, norm 0.0818, swav 0.0000 LR: 3.169e-03 Score 98.535 Data time: 0.1835, Forward time: 2.3159, Backward time: 3.1149, DDP time: 0.0036, Total iter time: 4.3118 [2020-11-08 21:15:06,502][root][INFO] - ===> Epoch[1629](4892/3): Loss -0.8563, Sem 0.0433, dir -0.9863, norm 0.0867, swav 0.0000 LR: 3.143e-03 Score 98.377 Data time: 0.2121, Forward time: 2.3157, Backward time: 3.1124, DDP time: 0.0036, Total iter time: 4.6108 [2020-11-08 21:15:12,563][root][INFO] - ===> Epoch[1629](4893/3): Loss -0.8525, Sem 0.0444, dir -0.9855, norm 0.0886, swav 0.0000 LR: 3.116e-03 Score 98.366 Data time: 0.1722, Forward time: 2.3143, Backward time: 3.1143, DDP time: 0.0036, Total iter time: 5.9390 [2020-11-08 21:15:18,841][root][INFO] - ===> Epoch[1630](4894/3): Loss -0.8474, Sem 0.0432, dir -0.9838, norm 0.0931, swav 0.0000 LR: 3.090e-03 Score 98.423 Data time: 0.2051, Forward time: 2.3135, Backward time: 3.1163, DDP time: 0.0036, Total iter time: 6.2035 [2020-11-08 21:15:24,238][root][INFO] - ===> Epoch[1630](4895/3): Loss -0.8615, Sem 0.0419, dir -0.9868, norm 0.0833, swav 0.0000 LR: 3.063e-03 Score 98.417 Data time: 0.2972, Forward time: 2.3146, Backward time: 3.1140, DDP time: 0.0036, Total iter time: 5.2943 [2020-11-08 21:15:29,619][root][INFO] - ===> Epoch[1630](4896/3): Loss -0.8635, Sem 0.0410, dir -0.9871, norm 0.0826, swav 0.0000 LR: 3.037e-03 Score 98.472 Data time: 0.1511, Forward time: 2.3133, Backward time: 3.1143, DDP time: 0.0036, Total iter time: 5.2588 [2020-11-08 21:15:34,819][root][INFO] - ===> Epoch[1631](4897/3): Loss -0.8555, Sem 0.0454, dir -0.9864, norm 0.0856, swav 0.0000 LR: 3.010e-03 Score 98.331 Data time: 0.1686, Forward time: 2.3118, Backward time: 3.1143, DDP time: 0.0036, Total iter time: 5.1020 [2020-11-08 21:15:40,921][root][INFO] - ===> Epoch[1631](4898/3): Loss -0.8563, Sem 0.0391, dir -0.9838, norm 0.0883, swav 0.0000 LR: 2.984e-03 Score 98.565 Data time: 0.2056, Forward time: 2.3113, Backward time: 3.1153, DDP time: 0.0036, Total iter time: 5.9700 [2020-11-08 21:15:46,721][root][INFO] - ===> Epoch[1631](4899/3): Loss -0.8511, Sem 0.0430, dir -0.9845, norm 0.0904, swav 0.0000 LR: 2.957e-03 Score 98.395 Data time: 0.2203, Forward time: 2.3114, Backward time: 3.1152, DDP time: 0.0036, Total iter time: 5.6985 [2020-11-08 21:15:53,198][root][INFO] - ===> Epoch[1632](4900/3): Loss -0.8570, Sem 0.0449, dir -0.9867, norm 0.0848, swav 0.0000 LR: 2.930e-03 Score 98.344 Data time: 0.1918, Forward time: 2.3106, Backward time: 3.1174, DDP time: 0.0036, Total iter time: 6.3524 [2020-11-08 21:15:58,763][root][INFO] - ===> Epoch[1632](4901/3): Loss -0.8591, Sem 0.0395, dir -0.9838, norm 0.0852, swav 0.0000 LR: 2.904e-03 Score 98.533 Data time: 0.1607, Forward time: 2.3090, Backward time: 3.1182, DDP time: 0.0036, Total iter time: 5.4377 [2020-11-08 21:16:03,895][root][INFO] - ===> Epoch[1632](4902/3): Loss -0.8585, Sem 0.0438, dir -0.9866, norm 0.0843, swav 0.0000 LR: 2.877e-03 Score 98.368 Data time: 0.1398, Forward time: 2.3065, Backward time: 3.1193, DDP time: 0.0036, Total iter time: 5.0289 [2020-11-08 21:16:09,664][root][INFO] - ===> Epoch[1633](4903/3): Loss -0.8600, Sem 0.0450, dir -0.9871, norm 0.0821, swav 0.0000 LR: 2.850e-03 Score 98.334 Data time: 0.2240, Forward time: 2.3068, Backward time: 3.1189, DDP time: 0.0036, Total iter time: 5.6960 [2020-11-08 21:16:14,334][root][INFO] - ===> Epoch[1633](4904/3): Loss -0.8500, Sem 0.0461, dir -0.9859, norm 0.0898, swav 0.0000 LR: 2.824e-03 Score 98.314 Data time: 0.2141, Forward time: 2.3069, Backward time: 3.1161, DDP time: 0.0036, Total iter time: 4.5387 [2020-11-08 21:16:19,490][root][INFO] - ===> Epoch[1633](4905/3): Loss -0.8562, Sem 0.0408, dir -0.9847, norm 0.0876, swav 0.0000 LR: 2.797e-03 Score 98.491 Data time: 0.1935, Forward time: 2.3058, Backward time: 3.1156, DDP time: 0.0036, Total iter time: 5.0538 [2020-11-08 21:16:25,860][root][INFO] - ===> Epoch[1634](4906/3): Loss -0.8557, Sem 0.0410, dir -0.9851, norm 0.0885, swav 0.0000 LR: 2.770e-03 Score 98.486 Data time: 0.1390, Forward time: 2.3037, Backward time: 3.1190, DDP time: 0.0036, Total iter time: 6.2471 [2020-11-08 21:16:31,808][root][INFO] - ===> Epoch[1634](4907/3): Loss -0.8588, Sem 0.0425, dir -0.9850, norm 0.0837, swav 0.0000 LR: 2.743e-03 Score 98.448 Data time: 0.1849, Forward time: 2.3027, Backward time: 3.1204, DDP time: 0.0036, Total iter time: 5.8780 [2020-11-08 21:16:37,032][root][INFO] - ===> Epoch[1634](4908/3): Loss -0.8576, Sem 0.0466, dir -0.9870, norm 0.0828, swav 0.0000 LR: 2.716e-03 Score 98.293 Data time: 0.2042, Forward time: 2.3022, Backward time: 3.1195, DDP time: 0.0036, Total iter time: 5.1199 [2020-11-08 21:16:44,325][root][INFO] - ===> Epoch[1635](4909/3): Loss -0.8547, Sem 0.0428, dir -0.9854, norm 0.0879, swav 0.0000 LR: 2.689e-03 Score 98.418 Data time: 0.1913, Forward time: 2.3019, Backward time: 3.1233, DDP time: 0.0036, Total iter time: 7.1861 [2020-11-08 21:16:49,862][root][INFO] - ===> Epoch[1635](4910/3): Loss -0.8650, Sem 0.0400, dir -0.9865, norm 0.0815, swav 0.0000 LR: 2.663e-03 Score 98.522 Data time: 0.1821, Forward time: 2.3007, Backward time: 3.1238, DDP time: 0.0036, Total iter time: 5.4170 [2020-11-08 21:16:55,002][root][INFO] - ===> Epoch[1635](4911/3): Loss -0.8584, Sem 0.0402, dir -0.9873, norm 0.0887, swav 0.0000 LR: 2.636e-03 Score 98.515 Data time: 0.2382, Forward time: 2.3015, Backward time: 3.1215, DDP time: 0.0036, Total iter time: 5.0526 [2020-11-08 21:17:00,649][root][INFO] - ===> Epoch[1636](4912/3): Loss -0.8474, Sem 0.0446, dir -0.9842, norm 0.0922, swav 0.0000 LR: 2.609e-03 Score 98.351 Data time: 0.2156, Forward time: 2.3005, Backward time: 3.1219, DDP time: 0.0036, Total iter time: 5.5184 [2020-11-08 21:17:05,800][root][INFO] - ===> Epoch[1636](4913/3): Loss -0.8690, Sem 0.0429, dir -0.9867, norm 0.0748, swav 0.0000 LR: 2.582e-03 Score 98.382 Data time: 0.2381, Forward time: 2.3012, Backward time: 3.1197, DDP time: 0.0036, Total iter time: 5.0533 [2020-11-08 21:17:11,540][root][INFO] - ===> Epoch[1636](4914/3): Loss -0.8689, Sem 0.0384, dir -0.9875, norm 0.0803, swav 0.0000 LR: 2.555e-03 Score 98.602 Data time: 0.1431, Forward time: 2.2994, Backward time: 3.1211, DDP time: 0.0036, Total iter time: 5.6122 [2020-11-08 21:17:17,665][root][INFO] - ===> Epoch[1637](4915/3): Loss -0.8510, Sem 0.0405, dir -0.9826, norm 0.0911, swav 0.0000 LR: 2.528e-03 Score 98.507 Data time: 0.1821, Forward time: 2.2982, Backward time: 3.1231, DDP time: 0.0036, Total iter time: 6.0432 [2020-11-08 21:17:23,470][root][INFO] - ===> Epoch[1637](4916/3): Loss -0.8599, Sem 0.0396, dir -0.9861, norm 0.0866, swav 0.0000 LR: 2.500e-03 Score 98.536 Data time: 0.2955, Forward time: 2.2998, Backward time: 3.1215, DDP time: 0.0036, Total iter time: 5.7088 [2020-11-08 21:17:29,524][root][INFO] - ===> Epoch[1637](4917/3): Loss -0.8562, Sem 0.0451, dir -0.9845, norm 0.0831, swav 0.0000 LR: 2.473e-03 Score 98.338 Data time: 0.2343, Forward time: 2.3002, Backward time: 3.1213, DDP time: 0.0036, Total iter time: 5.9332 [2020-11-08 21:17:34,385][root][INFO] - ===> Epoch[1638](4918/3): Loss -0.8645, Sem 0.0434, dir -0.9876, norm 0.0797, swav 0.0000 LR: 2.446e-03 Score 98.375 Data time: 0.1554, Forward time: 2.2988, Backward time: 3.1205, DDP time: 0.0036, Total iter time: 4.7431 [2020-11-08 21:17:40,919][root][INFO] - ===> Epoch[1638](4919/3): Loss -0.8600, Sem 0.0406, dir -0.9874, norm 0.0868, swav 0.0000 LR: 2.419e-03 Score 98.495 Data time: 0.1448, Forward time: 2.2971, Backward time: 3.1240, DDP time: 0.0036, Total iter time: 6.4688 [2020-11-08 21:17:46,505][root][INFO] - ===> Epoch[1638](4920/3): Loss -0.8615, Sem 0.0400, dir -0.9852, norm 0.0837, swav 0.0000 LR: 2.392e-03 Score 98.523 Data time: 0.2227, Forward time: 2.2968, Backward time: 3.1239, DDP time: 0.0036, Total iter time: 5.5437 [2020-11-08 21:17:52,470][root][INFO] - ===> Epoch[1639](4921/3): Loss -0.8522, Sem 0.0438, dir -0.9838, norm 0.0878, swav 0.0000 LR: 2.364e-03 Score 98.373 Data time: 0.2027, Forward time: 2.2964, Backward time: 3.1246, DDP time: 0.0036, Total iter time: 5.8388 [2020-11-08 21:17:58,228][root][INFO] - ===> Epoch[1639](4922/3): Loss -0.8636, Sem 0.0392, dir -0.9865, norm 0.0838, swav 0.0000 LR: 2.337e-03 Score 98.545 Data time: 0.2675, Forward time: 2.2979, Backward time: 3.1229, DDP time: 0.0036, Total iter time: 5.6583 [2020-11-08 21:18:02,855][root][INFO] - ===> Epoch[1639](4923/3): Loss -0.8640, Sem 0.0416, dir -0.9867, norm 0.0811, swav 0.0000 LR: 2.310e-03 Score 98.457 Data time: 0.1871, Forward time: 2.2976, Backward time: 3.1205, DDP time: 0.0036, Total iter time: 4.4909 [2020-11-08 21:18:08,112][root][INFO] - ===> Epoch[1640](4924/3): Loss -0.8638, Sem 0.0394, dir -0.9858, norm 0.0826, swav 0.0000 LR: 2.282e-03 Score 98.545 Data time: 0.1980, Forward time: 2.2973, Backward time: 3.1196, DDP time: 0.0036, Total iter time: 5.1465 [2020-11-08 21:18:14,162][root][INFO] - ===> Epoch[1640](4925/3): Loss -0.8485, Sem 0.0478, dir -0.9853, norm 0.0890, swav 0.0000 LR: 2.255e-03 Score 98.235 Data time: 0.1891, Forward time: 2.2966, Backward time: 3.1207, DDP time: 0.0036, Total iter time: 5.9187 [2020-11-08 21:18:21,546][root][INFO] - ===> Epoch[1640](4926/3): Loss -0.8584, Sem 0.0431, dir -0.9858, norm 0.0843, swav 0.0000 LR: 2.228e-03 Score 98.398 Data time: 0.2245, Forward time: 2.2972, Backward time: 3.1236, DDP time: 0.0036, Total iter time: 7.2542 [2020-11-08 21:18:27,102][root][INFO] - ===> Epoch[1641](4927/3): Loss -0.8559, Sem 0.0430, dir -0.9860, norm 0.0871, swav 0.0000 LR: 2.200e-03 Score 98.436 Data time: 0.1858, Forward time: 2.2966, Backward time: 3.1234, DDP time: 0.0036, Total iter time: 5.4232 [2020-11-08 21:18:33,191][root][INFO] - ===> Epoch[1641](4928/3): Loss -0.8539, Sem 0.0387, dir -0.9834, norm 0.0908, swav 0.0000 LR: 2.173e-03 Score 98.573 Data time: 0.2497, Forward time: 2.2973, Backward time: 3.1231, DDP time: 0.0036, Total iter time: 5.9915 [2020-11-08 21:18:39,267][root][INFO] - ===> Epoch[1641](4929/3): Loss -0.8539, Sem 0.0463, dir -0.9865, norm 0.0864, swav 0.0000 LR: 2.145e-03 Score 98.279 Data time: 0.2857, Forward time: 2.2988, Backward time: 3.1221, DDP time: 0.0036, Total iter time: 5.9520 [2020-11-08 21:18:45,045][root][INFO] - ===> Epoch[1642](4930/3): Loss -0.8668, Sem 0.0377, dir -0.9875, norm 0.0830, swav 0.0000 LR: 2.117e-03 Score 98.603 Data time: 0.2043, Forward time: 2.2994, Backward time: 3.1215, DDP time: 0.0036, Total iter time: 5.6460 [2020-11-08 21:18:50,529][root][INFO] - ===> Epoch[1642](4931/3): Loss -0.8529, Sem 0.0449, dir -0.9844, norm 0.0866, swav 0.0000 LR: 2.090e-03 Score 98.355 Data time: 0.1778, Forward time: 2.2982, Backward time: 3.1218, DDP time: 0.0036, Total iter time: 5.3536 [2020-11-08 21:18:56,965][root][INFO] - ===> Epoch[1642](4932/3): Loss -0.8538, Sem 0.0417, dir -0.9858, norm 0.0903, swav 0.0000 LR: 2.062e-03 Score 98.451 Data time: 0.2363, Forward time: 2.2989, Backward time: 3.1226, DDP time: 0.0036, Total iter time: 6.3438 [2020-11-08 21:19:03,097][root][INFO] - ===> Epoch[1643](4933/3): Loss -0.8620, Sem 0.0419, dir -0.9844, norm 0.0805, swav 0.0000 LR: 2.034e-03 Score 98.478 Data time: 0.2358, Forward time: 2.2994, Backward time: 3.1227, DDP time: 0.0036, Total iter time: 6.0010 [2020-11-08 21:19:08,258][root][INFO] - ===> Epoch[1643](4934/3): Loss -0.8522, Sem 0.0470, dir -0.9858, norm 0.0866, swav 0.0000 LR: 2.007e-03 Score 98.238 Data time: 0.1743, Forward time: 2.2984, Backward time: 3.1222, DDP time: 0.0036, Total iter time: 5.0409 [2020-11-08 21:19:14,567][root][INFO] - ===> Epoch[1643](4935/3): Loss -0.8568, Sem 0.0416, dir -0.9860, norm 0.0876, swav 0.0000 LR: 1.979e-03 Score 98.473 Data time: 0.2431, Forward time: 2.2988, Backward time: 3.1229, DDP time: 0.0036, Total iter time: 6.2107 [2020-11-08 21:19:20,175][root][INFO] - ===> Epoch[1644](4936/3): Loss -0.8605, Sem 0.0392, dir -0.9855, norm 0.0858, swav 0.0000 LR: 1.951e-03 Score 98.550 Data time: 0.1737, Forward time: 2.2976, Backward time: 3.1235, DDP time: 0.0036, Total iter time: 5.4655 [2020-11-08 21:19:26,280][root][INFO] - ===> Epoch[1644](4937/3): Loss -0.8507, Sem 0.0459, dir -0.9860, norm 0.0894, swav 0.0000 LR: 1.923e-03 Score 98.295 Data time: 0.3154, Forward time: 2.2995, Backward time: 3.1222, DDP time: 0.0036, Total iter time: 6.0048 [2020-11-08 21:19:33,002][root][INFO] - ===> Epoch[1644](4938/3): Loss -0.8610, Sem 0.0415, dir -0.9856, norm 0.0831, swav 0.0000 LR: 1.895e-03 Score 98.452 Data time: 0.2583, Forward time: 2.3004, Backward time: 3.1231, DDP time: 0.0036, Total iter time: 6.5768 [2020-11-08 21:19:39,112][root][INFO] - ===> Epoch[1645](4939/3): Loss -0.8631, Sem 0.0411, dir -0.9855, norm 0.0812, swav 0.0000 LR: 1.867e-03 Score 98.460 Data time: 0.2917, Forward time: 2.3021, Backward time: 3.1220, DDP time: 0.0036, Total iter time: 5.9821 [2020-11-08 21:19:44,488][root][INFO] - ===> Epoch[1645](4940/3): Loss -0.8555, Sem 0.0464, dir -0.9861, norm 0.0842, swav 0.0000 LR: 1.839e-03 Score 98.308 Data time: 0.2648, Forward time: 2.3032, Backward time: 3.1199, DDP time: 0.0036, Total iter time: 5.2339 [2020-11-08 21:19:50,470][root][INFO] - ===> Epoch[1645](4941/3): Loss -0.8666, Sem 0.0408, dir -0.9875, norm 0.0801, swav 0.0000 LR: 1.811e-03 Score 98.497 Data time: 0.3001, Forward time: 2.3049, Backward time: 3.1184, DDP time: 0.0036, Total iter time: 5.8758 [2020-11-08 21:19:56,185][root][INFO] - ===> Epoch[1646](4942/3): Loss -0.8671, Sem 0.0396, dir -0.9879, norm 0.0812, swav 0.0000 LR: 1.783e-03 Score 98.527 Data time: 0.2942, Forward time: 2.3064, Backward time: 3.1166, DDP time: 0.0036, Total iter time: 5.6042 [2020-11-08 21:20:01,535][root][INFO] - ===> Epoch[1646](4943/3): Loss -0.8568, Sem 0.0405, dir -0.9821, norm 0.0849, swav 0.0000 LR: 1.755e-03 Score 98.491 Data time: 0.2569, Forward time: 2.3076, Backward time: 3.1144, DDP time: 0.0036, Total iter time: 5.2376 [2020-11-08 21:20:09,090][root][INFO] - ===> Epoch[1646](4944/3): Loss -0.8607, Sem 0.0415, dir -0.9857, norm 0.0835, swav 0.0000 LR: 1.727e-03 Score 98.472 Data time: 0.2119, Forward time: 2.3074, Backward time: 3.1183, DDP time: 0.0036, Total iter time: 7.4545 [2020-11-08 21:20:16,159][root][INFO] - ===> Epoch[1647](4945/3): Loss -0.8534, Sem 0.0451, dir -0.9873, norm 0.0888, swav 0.0000 LR: 1.698e-03 Score 98.354 Data time: 0.2223, Forward time: 2.3074, Backward time: 3.1210, DDP time: 0.0036, Total iter time: 6.9731 [2020-11-08 21:20:21,340][root][INFO] - ===> Epoch[1647](4946/3): Loss -0.8577, Sem 0.0429, dir -0.9853, norm 0.0847, swav 0.0000 LR: 1.670e-03 Score 98.427 Data time: 0.1409, Forward time: 2.3055, Backward time: 3.1214, DDP time: 0.0036, Total iter time: 5.0514 [2020-11-08 21:20:27,443][root][INFO] - ===> Epoch[1647](4947/3): Loss -0.8720, Sem 0.0394, dir -0.9887, norm 0.0773, swav 0.0000 LR: 1.642e-03 Score 98.507 Data time: 0.1968, Forward time: 2.3051, Backward time: 3.1225, DDP time: 0.0036, Total iter time: 6.0303 [2020-11-08 21:20:33,500][root][INFO] - ===> Epoch[1648](4948/3): Loss -0.8598, Sem 0.0429, dir -0.9862, norm 0.0835, swav 0.0000 LR: 1.613e-03 Score 98.416 Data time: 0.1759, Forward time: 2.3040, Backward time: 3.1241, DDP time: 0.0036, Total iter time: 5.9587 [2020-11-08 21:20:40,594][root][INFO] - ===> Epoch[1648](4949/3): Loss -0.8607, Sem 0.0404, dir -0.9859, norm 0.0848, swav 0.0000 LR: 1.585e-03 Score 98.512 Data time: 0.2609, Forward time: 2.3051, Backward time: 3.1258, DDP time: 0.0036, Total iter time: 7.0103 [2020-11-08 21:20:44,681][root][INFO] - ===> Epoch[1648](4950/3): Loss -0.8637, Sem 0.0407, dir -0.9850, norm 0.0807, swav 0.0000 LR: 1.556e-03 Score 98.465 Data time: 0.1780, Forward time: 2.3042, Backward time: 3.1229, DDP time: 0.0037, Total iter time: 3.9516 [2020-11-08 21:20:51,175][root][INFO] - ===> Epoch[1649](4951/3): Loss -0.8634, Sem 0.0418, dir -0.9863, norm 0.0811, swav 0.0000 LR: 1.527e-03 Score 98.434 Data time: 0.1421, Forward time: 2.3024, Backward time: 3.1262, DDP time: 0.0037, Total iter time: 6.3971 [2020-11-08 21:20:56,059][root][INFO] - ===> Epoch[1649](4952/3): Loss -0.8554, Sem 0.0450, dir -0.9872, norm 0.0867, swav 0.0000 LR: 1.499e-03 Score 98.358 Data time: 0.1952, Forward time: 2.3019, Backward time: 3.1248, DDP time: 0.0037, Total iter time: 4.8176 [2020-11-08 21:21:01,309][root][INFO] - ===> Epoch[1649](4953/3): Loss -0.8691, Sem 0.0391, dir -0.9849, norm 0.0767, swav 0.0000 LR: 1.470e-03 Score 98.574 Data time: 0.2826, Forward time: 2.3025, Backward time: 3.1229, DDP time: 0.0037, Total iter time: 5.1337 [2020-11-08 21:21:07,681][root][INFO] - ===> Epoch[1650](4954/3): Loss -0.8521, Sem 0.0433, dir -0.9840, norm 0.0887, swav 0.0000 LR: 1.441e-03 Score 98.390 Data time: 0.3558, Forward time: 2.3044, Backward time: 3.1219, DDP time: 0.0036, Total iter time: 6.2397 [2020-11-08 21:21:12,264][root][INFO] - ===> Epoch[1650](4955/3): Loss -0.8522, Sem 0.0417, dir -0.9857, norm 0.0918, swav 0.0000 LR: 1.412e-03 Score 98.467 Data time: 0.1703, Forward time: 2.3034, Backward time: 3.1202, DDP time: 0.0036, Total iter time: 4.4327 [2020-11-08 21:21:18,127][root][INFO] - ===> Epoch[1650](4956/3): Loss -0.8599, Sem 0.0419, dir -0.9882, norm 0.0864, swav 0.0000 LR: 1.383e-03 Score 98.444 Data time: 0.1921, Forward time: 2.3025, Backward time: 3.1212, DDP time: 0.0036, Total iter time: 5.7659 [2020-11-08 21:21:24,112][root][INFO] - ===> Epoch[1651](4957/3): Loss -0.8585, Sem 0.0414, dir -0.9846, norm 0.0847, swav 0.0000 LR: 1.354e-03 Score 98.461 Data time: 0.2869, Forward time: 2.3038, Backward time: 3.1202, DDP time: 0.0036, Total iter time: 5.8810 [2020-11-08 21:21:29,681][root][INFO] - ===> Epoch[1651](4958/3): Loss -0.8598, Sem 0.0375, dir -0.9842, norm 0.0870, swav 0.0000 LR: 1.325e-03 Score 98.610 Data time: 0.2243, Forward time: 2.3041, Backward time: 3.1193, DDP time: 0.0036, Total iter time: 5.4213 [2020-11-08 21:21:36,055][root][INFO] - ===> Epoch[1651](4959/3): Loss -0.8647, Sem 0.0424, dir -0.9867, norm 0.0796, swav 0.0000 LR: 1.296e-03 Score 98.471 Data time: 0.2450, Forward time: 2.3045, Backward time: 3.1200, DDP time: 0.0036, Total iter time: 6.2418 [2020-11-08 21:21:41,707][root][INFO] - ===> Epoch[1652](4960/3): Loss -0.8667, Sem 0.0442, dir -0.9882, norm 0.0772, swav 0.0000 LR: 1.267e-03 Score 98.346 Data time: 0.1876, Forward time: 2.3041, Backward time: 3.1200, DDP time: 0.0036, Total iter time: 5.5281 [2020-11-08 21:21:46,504][root][INFO] - ===> Epoch[1652](4961/3): Loss -0.8603, Sem 0.0438, dir -0.9871, norm 0.0830, swav 0.0000 LR: 1.238e-03 Score 98.355 Data time: 0.2145, Forward time: 2.3029, Backward time: 3.1189, DDP time: 0.0036, Total iter time: 4.6712 [2020-11-08 21:21:52,574][root][INFO] - ===> Epoch[1652](4962/3): Loss -0.8614, Sem 0.0400, dir -0.9867, norm 0.0853, swav 0.0000 LR: 1.208e-03 Score 98.498 Data time: 0.1916, Forward time: 2.3022, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 5.9593 [2020-11-08 21:21:57,490][root][INFO] - ===> Epoch[1653](4963/3): Loss -0.8627, Sem 0.0412, dir -0.9867, norm 0.0828, swav 0.0000 LR: 1.179e-03 Score 98.492 Data time: 0.2108, Forward time: 2.3019, Backward time: 3.1186, DDP time: 0.0037, Total iter time: 4.8012 [2020-11-08 21:22:05,087][root][INFO] - ===> Epoch[1653](4964/3): Loss -0.8607, Sem 0.0420, dir -0.9862, norm 0.0835, swav 0.0000 LR: 1.150e-03 Score 98.432 Data time: 0.2751, Forward time: 2.3034, Backward time: 3.1207, DDP time: 0.0037, Total iter time: 7.4738 [2020-11-08 21:22:09,861][root][INFO] - ===> Epoch[1653](4965/3): Loss -0.8645, Sem 0.0398, dir -0.9864, norm 0.0820, swav 0.0000 LR: 1.120e-03 Score 98.519 Data time: 0.1815, Forward time: 2.3027, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 4.6373 [2020-11-08 21:22:15,805][root][INFO] - ===> Epoch[1654](4966/3): Loss -0.8593, Sem 0.0400, dir -0.9877, norm 0.0884, swav 0.0000 LR: 1.090e-03 Score 98.518 Data time: 0.1614, Forward time: 2.3015, Backward time: 3.1203, DDP time: 0.0037, Total iter time: 5.8669 [2020-11-08 21:22:21,780][root][INFO] - ===> Epoch[1654](4967/3): Loss -0.8614, Sem 0.0419, dir -0.9853, norm 0.0819, swav 0.0000 LR: 1.060e-03 Score 98.449 Data time: 0.2145, Forward time: 2.3004, Backward time: 3.1216, DDP time: 0.0037, Total iter time: 5.8691 [2020-11-08 21:22:29,011][root][INFO] - ===> Epoch[1654](4968/3): Loss -0.8506, Sem 0.0467, dir -0.9850, norm 0.0877, swav 0.0000 LR: 1.031e-03 Score 98.247 Data time: 0.2495, Forward time: 2.3011, Backward time: 3.1238, DDP time: 0.0037, Total iter time: 7.1167 [2020-11-08 21:22:35,452][root][INFO] - ===> Epoch[1655](4969/3): Loss -0.8551, Sem 0.0412, dir -0.9836, norm 0.0873, swav 0.0000 LR: 1.001e-03 Score 98.461 Data time: 0.2060, Forward time: 2.3013, Backward time: 3.1248, DDP time: 0.0037, Total iter time: 6.2976 [2020-11-08 21:22:40,409][root][INFO] - ===> Epoch[1655](4970/3): Loss -0.8580, Sem 0.0438, dir -0.9866, norm 0.0848, swav 0.0000 LR: 9.705e-04 Score 98.377 Data time: 0.1317, Forward time: 2.2993, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 4.8373 [2020-11-08 21:22:45,820][root][INFO] - ===> Epoch[1655](4971/3): Loss -0.8562, Sem 0.0415, dir -0.9856, norm 0.0879, swav 0.0000 LR: 9.404e-04 Score 98.481 Data time: 0.2501, Forward time: 2.2998, Backward time: 3.1239, DDP time: 0.0037, Total iter time: 5.3065 [2020-11-08 21:22:51,515][root][INFO] - ===> Epoch[1656](4972/3): Loss -0.8568, Sem 0.0416, dir -0.9834, norm 0.0850, swav 0.0000 LR: 9.101e-04 Score 98.452 Data time: 0.2215, Forward time: 2.2998, Backward time: 3.1236, DDP time: 0.0037, Total iter time: 5.5849 [2020-11-08 21:22:56,835][root][INFO] - ===> Epoch[1656](4973/3): Loss -0.8614, Sem 0.0415, dir -0.9874, norm 0.0844, swav 0.0000 LR: 8.797e-04 Score 98.436 Data time: 0.2457, Forward time: 2.2998, Backward time: 3.1225, DDP time: 0.0037, Total iter time: 5.2034 [2020-11-08 21:23:03,336][root][INFO] - ===> Epoch[1656](4974/3): Loss -0.8586, Sem 0.0426, dir -0.9875, norm 0.0863, swav 0.0000 LR: 8.492e-04 Score 98.434 Data time: 0.3514, Forward time: 2.3018, Backward time: 3.1218, DDP time: 0.0037, Total iter time: 6.3672 [2020-11-08 21:23:07,945][root][INFO] - ===> Epoch[1657](4975/3): Loss -0.8646, Sem 0.0398, dir -0.9841, norm 0.0796, swav 0.0000 LR: 8.185e-04 Score 98.529 Data time: 0.1428, Forward time: 2.3008, Backward time: 3.1204, DDP time: 0.0037, Total iter time: 4.4922 [2020-11-08 21:23:12,678][root][INFO] - ===> Epoch[1657](4976/3): Loss -0.8540, Sem 0.0424, dir -0.9864, norm 0.0900, swav 0.0000 LR: 7.878e-04 Score 98.423 Data time: 0.1481, Forward time: 2.2991, Backward time: 3.1199, DDP time: 0.0037, Total iter time: 4.6343 [2020-11-08 21:23:18,617][root][INFO] - ===> Epoch[1657](4977/3): Loss -0.8580, Sem 0.0396, dir -0.9857, norm 0.0881, swav 0.0000 LR: 7.569e-04 Score 98.516 Data time: 0.2510, Forward time: 2.2999, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 5.8366 [2020-11-08 21:23:23,921][root][INFO] - ===> Epoch[1658](4978/3): Loss -0.8564, Sem 0.0445, dir -0.9838, norm 0.0828, swav 0.0000 LR: 7.258e-04 Score 98.348 Data time: 0.2339, Forward time: 2.3001, Backward time: 3.1180, DDP time: 0.0037, Total iter time: 5.1768 [2020-11-08 21:23:29,338][root][INFO] - ===> Epoch[1658](4979/3): Loss -0.8582, Sem 0.0419, dir -0.9841, norm 0.0841, swav 0.0000 LR: 6.947e-04 Score 98.473 Data time: 0.2291, Forward time: 2.3004, Backward time: 3.1169, DDP time: 0.0037, Total iter time: 5.2744 [2020-11-08 21:23:34,271][root][INFO] - ===> Epoch[1658](4980/3): Loss -0.8662, Sem 0.0407, dir -0.9877, norm 0.0808, swav 0.0000 LR: 6.633e-04 Score 98.488 Data time: 0.1638, Forward time: 2.2994, Backward time: 3.1160, DDP time: 0.0037, Total iter time: 4.8115 [2020-11-08 21:23:40,326][root][INFO] - ===> Epoch[1659](4981/3): Loss -0.8611, Sem 0.0430, dir -0.9861, norm 0.0820, swav 0.0000 LR: 6.318e-04 Score 98.413 Data time: 0.1198, Forward time: 2.2973, Backward time: 3.1190, DDP time: 0.0037, Total iter time: 5.9842 [2020-11-08 21:23:46,297][root][INFO] - ===> Epoch[1659](4982/3): Loss -0.8529, Sem 0.0439, dir -0.9869, norm 0.0901, swav 0.0000 LR: 6.001e-04 Score 98.382 Data time: 0.2527, Forward time: 2.2984, Backward time: 3.1183, DDP time: 0.0037, Total iter time: 5.8997 [2020-11-08 21:23:51,934][root][INFO] - ===> Epoch[1659](4983/3): Loss -0.8558, Sem 0.0392, dir -0.9805, norm 0.0855, swav 0.0000 LR: 5.683e-04 Score 98.547 Data time: 0.1697, Forward time: 2.2975, Backward time: 3.1188, DDP time: 0.0037, Total iter time: 5.5163 [2020-11-08 21:23:57,009][root][INFO] - ===> Epoch[1660](4984/3): Loss -0.8628, Sem 0.0422, dir -0.9871, norm 0.0821, swav 0.0000 LR: 5.362e-04 Score 98.437 Data time: 0.1778, Forward time: 2.2964, Backward time: 3.1183, DDP time: 0.0037, Total iter time: 4.9649 [2020-11-08 21:24:02,394][root][INFO] - ===> Epoch[1660](4985/3): Loss -0.8574, Sem 0.0409, dir -0.9869, norm 0.0887, swav 0.0000 LR: 5.039e-04 Score 98.485 Data time: 0.2557, Forward time: 2.2971, Backward time: 3.1168, DDP time: 0.0037, Total iter time: 5.2749 [2020-11-08 21:24:08,993][root][INFO] - ===> Epoch[1660](4986/3): Loss -0.8592, Sem 0.0419, dir -0.9872, norm 0.0861, swav 0.0000 LR: 4.714e-04 Score 98.443 Data time: 0.1689, Forward time: 2.2962, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 6.4838 [2020-11-08 21:24:14,401][root][INFO] - ===> Epoch[1661](4987/3): Loss -0.8569, Sem 0.0413, dir -0.9845, norm 0.0863, swav 0.0000 LR: 4.386e-04 Score 98.469 Data time: 0.1353, Forward time: 2.2947, Backward time: 3.1200, DDP time: 0.0037, Total iter time: 5.3151 [2020-11-08 21:24:19,036][root][INFO] - ===> Epoch[1661](4988/3): Loss -0.8528, Sem 0.0482, dir -0.9844, norm 0.0834, swav 0.0000 LR: 4.056e-04 Score 98.224 Data time: 0.1651, Forward time: 2.2933, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 4.5455 [2020-11-08 21:24:24,919][root][INFO] - ===> Epoch[1661](4989/3): Loss -0.8545, Sem 0.0443, dir -0.9865, norm 0.0877, swav 0.0000 LR: 3.723e-04 Score 98.351 Data time: 0.2835, Forward time: 2.2947, Backward time: 3.1177, DDP time: 0.0037, Total iter time: 5.7962 [2020-11-08 21:24:31,279][root][INFO] - ===> Epoch[1662](4990/3): Loss -0.8610, Sem 0.0404, dir -0.9849, norm 0.0835, swav 0.0000 LR: 3.386e-04 Score 98.544 Data time: 0.2045, Forward time: 2.2946, Backward time: 3.1188, DDP time: 0.0037, Total iter time: 6.2227 [2020-11-08 21:24:37,595][root][INFO] - ===> Epoch[1662](4991/3): Loss -0.8535, Sem 0.0430, dir -0.9847, norm 0.0883, swav 0.0000 LR: 3.045e-04 Score 98.411 Data time: 0.2369, Forward time: 2.2950, Backward time: 3.1194, DDP time: 0.0037, Total iter time: 6.2133 [2020-11-08 21:24:42,628][root][INFO] - ===> Epoch[1662](4992/3): Loss -0.8651, Sem 0.0408, dir -0.9874, norm 0.0814, swav 0.0000 LR: 2.700e-04 Score 98.478 Data time: 0.2454, Forward time: 2.2951, Backward time: 3.1177, DDP time: 0.0037, Total iter time: 4.9076 [2020-11-08 21:24:48,757][root][INFO] - ===> Epoch[1663](4993/3): Loss -0.8611, Sem 0.0455, dir -0.9877, norm 0.0811, swav 0.0000 LR: 2.351e-04 Score 98.306 Data time: 0.2928, Forward time: 2.2968, Backward time: 3.1166, DDP time: 0.0037, Total iter time: 6.0190 [2020-11-08 21:24:55,162][root][INFO] - ===> Epoch[1663](4994/3): Loss -0.8678, Sem 0.0374, dir -0.9865, norm 0.0813, swav 0.0000 LR: 1.995e-04 Score 98.606 Data time: 0.1264, Forward time: 2.2952, Backward time: 3.1196, DDP time: 0.0037, Total iter time: 6.2816 [2020-11-08 21:25:00,875][root][INFO] - ===> Epoch[1663](4995/3): Loss -0.8562, Sem 0.0425, dir -0.9849, norm 0.0862, swav 0.0000 LR: 1.632e-04 Score 98.430 Data time: 0.2150, Forward time: 2.2952, Backward time: 3.1195, DDP time: 0.0037, Total iter time: 5.5904 [2020-11-08 21:25:07,393][root][INFO] - ===> Epoch[1664](4996/3): Loss -0.8531, Sem 0.0442, dir -0.9835, norm 0.0862, swav 0.0000 LR: 1.260e-04 Score 98.358 Data time: 0.2240, Forward time: 2.2949, Backward time: 3.1211, DDP time: 0.0037, Total iter time: 6.3891 [2020-11-08 21:25:14,272][root][INFO] - ===> Epoch[1664](4997/3): Loss -0.8614, Sem 0.0437, dir -0.9869, norm 0.0818, swav 0.0000 LR: 8.745e-05 Score 98.375 Data time: 0.2237, Forward time: 2.2951, Backward time: 3.1229, DDP time: 0.0037, Total iter time: 6.7781 [2020-11-08 21:25:19,097][root][INFO] - ===> Epoch[1664](4998/3): Loss -0.8692, Sem 0.0387, dir -0.9869, norm 0.0790, swav 0.0000 LR: 4.687e-05 Score 98.589 Data time: 0.2643, Forward time: 2.2955, Backward time: 3.1205, DDP time: 0.0037, Total iter time: 4.7030 [2020-11-08 21:25:24,803][root][INFO] - ===> Epoch[1665](4999/3): Loss -0.8657, Sem 0.0408, dir -0.9868, norm 0.0803, swav 0.0000 LR: 0.000e+00 Score 98.452 Data time: 0.2705, Forward time: 2.2969, Backward time: 3.1189, DDP time: 0.0037, Total iter time: 5.5878 [2020-11-08 21:25:31,748][submitit][INFO] - Job completed successfully [2020-11-08 21:25:31,750][submitit][INFO] - Job completed successfully [2020-11-08 21:25:31,790][submitit][INFO] - Job completed successfully [2020-11-08 21:25:31,811][submitit][INFO] - Job completed successfully [2020-11-08 21:25:31,855][submitit][INFO] - Job completed successfully [2020-11-08 21:25:31,881][submitit][INFO] - Job completed successfully [2020-11-08 21:25:32,033][submitit][INFO] - Job completed successfully [2020-11-08 21:25:32,319][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 21:25:32,472][root][INFO] - ===> Start testing [2020-11-08 21:27:09,385][root][INFO] - 101/312: Data time: 0.0049, Iter time: 0.1463 Loss 0.148 (AVG: 1.166) Score 95.630 (AVG: 84.569) mIOU 58.259 mAP 68.155 mAcc 68.546 IOU: 76.459 95.826 48.365 56.106 91.218 82.613 70.231 50.732 42.311 72.269 24.288 59.774 40.410 42.726 38.027 49.664 79.390 41.764 78.885 24.129 mAP: 77.173 94.805 57.608 59.776 88.634 85.546 67.218 63.871 58.870 61.846 34.768 58.092 60.298 53.611 45.259 89.528 97.336 71.090 82.550 55.217 mAcc: 95.071 98.927 59.759 74.420 95.811 87.909 80.144 60.261 53.348 75.182 29.749 70.334 77.373 50.534 41.054 63.734 94.472 49.864 86.141 26.827 [2020-11-08 21:28:30,320][root][INFO] - 201/312: Data time: 0.0083, Iter time: 0.1207 Loss 0.002 (AVG: 1.214) Score 99.953 (AVG: 83.845) mIOU 58.442 mAP 67.620 mAcc 68.401 IOU: 76.807 95.671 47.428 64.427 88.562 78.044 63.819 50.727 43.380 72.144 23.089 53.399 42.552 49.955 36.700 50.106 81.236 44.324 82.919 23.551 mAP: 77.260 95.052 55.027 69.186 87.877 83.234 65.681 62.854 56.820 62.996 35.700 49.938 59.847 51.018 48.279 87.709 95.868 73.884 80.247 53.931 mAcc: 94.821 98.974 59.617 76.529 94.706 86.450 75.114 63.389 51.542 76.472 29.506 62.115 76.291 57.101 41.750 61.279 94.849 51.684 89.325 26.499 [2020-11-08 21:30:00,171][root][INFO] - 301/312: Data time: 0.0071, Iter time: 0.3612 Loss 0.281 (AVG: 1.143) Score 94.705 (AVG: 84.372) mIOU 59.427 mAP 67.496 mAcc 69.199 IOU: 78.054 95.618 46.557 69.740 87.955 81.357 63.915 49.485 43.762 74.308 22.290 55.160 46.020 53.717 32.254 54.902 77.247 45.605 84.766 25.825 mAP: 76.851 94.803 56.450 70.658 87.594 81.137 65.681 61.533 56.891 58.899 39.089 52.144 59.532 57.483 42.279 85.667 95.044 74.148 81.795 52.248 mAcc: 94.884 98.945 57.907 78.266 94.617 88.425 76.107 62.569 53.055 78.475 27.971 63.816 76.358 61.186 38.169 65.993 94.518 52.453 90.584 29.688 [2020-11-08 21:30:10,665][root][INFO] - 312/312: Data time: 0.0028, Iter time: 0.1981 Loss 0.183 (AVG: 1.142) Score 95.863 (AVG: 84.392) mIOU 59.524 mAP 67.365 mAcc 69.330 IOU: 78.044 95.549 47.344 69.853 87.961 81.780 63.776 50.195 43.597 73.335 21.784 55.427 46.029 53.725 35.042 54.862 76.381 45.548 84.672 25.579 mAP: 76.808 94.694 56.388 70.060 87.658 81.547 65.687 61.209 56.404 57.766 38.701 52.745 59.376 57.920 42.549 85.667 93.853 74.588 81.795 51.882 mAcc: 94.754 98.925 58.678 77.978 94.639 88.927 75.939 63.111 53.102 77.367 27.410 64.540 76.932 61.257 41.073 65.993 92.967 53.020 90.584 29.406 [2020-11-08 21:30:10,667][root][INFO] - Finished test. Elapsed time: 278.1929 [2020-11-08 21:30:20,938][root][INFO] - [2020-11-08 21:30:20,939][root][INFO] - ################################################################ [2020-11-08 21:30:20,939][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 21:30:20,939][root][INFO] - ################################################################ [2020-11-08 21:30:20,939][root][INFO] - cabinet : 0.158 0.329 0.554 [2020-11-08 21:30:20,939][root][INFO] - bed : 0.312 0.649 0.797 [2020-11-08 21:30:20,939][root][INFO] - chair : 0.685 0.850 0.897 [2020-11-08 21:30:20,939][root][INFO] - sofa : 0.394 0.662 0.836 [2020-11-08 21:30:20,940][root][INFO] - table : 0.387 0.565 0.677 [2020-11-08 21:30:20,940][root][INFO] - door : 0.184 0.362 0.486 [2020-11-08 21:30:20,940][root][INFO] - window : 0.095 0.208 0.405 [2020-11-08 21:30:20,940][root][INFO] - bookshelf : 0.142 0.405 0.667 [2020-11-08 21:30:20,940][root][INFO] - picture : 0.113 0.187 0.260 [2020-11-08 21:30:20,940][root][INFO] - counter : 0.032 0.130 0.596 [2020-11-08 21:30:20,940][root][INFO] - desk : 0.043 0.156 0.467 [2020-11-08 21:30:20,940][root][INFO] - curtain : 0.109 0.213 0.384 [2020-11-08 21:30:20,940][root][INFO] - refrigerator : 0.226 0.295 0.341 [2020-11-08 21:30:20,940][root][INFO] - shower curtain : 0.351 0.604 0.605 [2020-11-08 21:30:20,940][root][INFO] - toilet : 0.776 0.925 0.974 [2020-11-08 21:30:20,940][root][INFO] - sink : 0.180 0.468 0.754 [2020-11-08 21:30:20,940][root][INFO] - bathtub : 0.632 0.772 0.871 [2020-11-08 21:30:20,940][root][INFO] - otherfurniture : 0.255 0.375 0.483 [2020-11-08 21:30:20,940][root][INFO] - ---------------------------------------------------------------- [2020-11-08 21:30:20,940][root][INFO] - average : 0.282 0.453 0.614 [2020-11-08 21:30:20,940][root][INFO] - [2020-11-08 21:30:21,144][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 21:30:21,968][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 21:30:22,182][root][INFO] - Current best mIoU: 59.524 at iter 5000 [2020-11-08 21:30:22,402][submitit][INFO] - Job completed successfully