[2020-11-14 14:03:52,770][root][INFO] - ===> Configurations [2020-11-14 14:03:52,782][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_100k/1/weights/checkpoint_10000.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: 0.8 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: 20000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: null voxel_size: 0.05 data_dir: data sampled_inds: 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://learnfair2461:10100 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 save_groundtruth: false save_gt_dir: outputs/gt 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/scannet_sem load_bn: all_bn resume_config: null instance: false swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-14 14:03:52,783][root][INFO] - ===> Initializing dataloader [2020-11-14 14:03:52,786][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-14 14:03:52,789][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-14 14:03:52,789][root][INFO] - ===> Building model [2020-11-14 14:03:53,083][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37846644 [2020-11-14 14:03:53,083][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() ) [2020-11-14 14:03:53,087][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_100k/1/weights/checkpoint_10000.pth [2020-11-14 14:03:53,863][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, 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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, 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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, 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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 [2020-11-14 14:03:54,047][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-14 14:03:54,047][root][INFO] - => no weights.pth [2020-11-14 14:04:05,383][root][INFO] - ===> Epoch[1](1/26): Loss 3.1552, Sem 3.1552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.000e-01 Score 2.666 Data time: 4.5546, Forward time: 3.8580, Backward time: 2.8113, DDP time: 0.0018, Total iter time: 11.2756 [2020-11-14 14:04:11,124][root][INFO] - ===> Epoch[1](2/26): Loss 3.5610, Sem 3.5610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.999e-01 Score 46.667 Data time: 0.1636, Forward time: 2.9480, Backward time: 3.0138, DDP time: 0.0027, Total iter time: 5.5308 [2020-11-14 14:04:16,808][root][INFO] - ===> Epoch[1](3/26): Loss 2.7918, Sem 2.7918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.999e-01 Score 29.255 Data time: 0.1845, Forward time: 2.6539, Backward time: 3.0387, DDP time: 0.0035, Total iter time: 5.4260 [2020-11-14 14:04:22,306][root][INFO] - ===> Epoch[1](4/26): Loss 2.5575, Sem 2.5575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.999e-01 Score 22.609 Data time: 0.2214, Forward time: 2.6394, Backward time: 2.8835, DDP time: 0.0039, Total iter time: 5.3557 [2020-11-14 14:04:27,746][root][INFO] - ===> Epoch[1](5/26): Loss 2.0939, Sem 2.0939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.998e-01 Score 43.578 Data time: 0.2388, Forward time: 2.6821, Backward time: 2.7505, DDP time: 0.0034, Total iter time: 5.3227 [2020-11-14 14:04:33,139][root][INFO] - ===> Epoch[1](6/26): Loss 1.8815, Sem 1.8815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.998e-01 Score 52.734 Data time: 0.2431, Forward time: 2.6987, Backward time: 2.6411, DDP time: 0.0035, Total iter time: 5.2304 [2020-11-14 14:04:38,681][root][INFO] - ===> Epoch[1](7/26): Loss 1.8538, Sem 1.8538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.997e-01 Score 57.458 Data time: 0.2371, Forward time: 2.7209, Backward time: 2.5821, DDP time: 0.0036, Total iter time: 5.4092 [2020-11-14 14:04:44,693][root][INFO] - ===> Epoch[1](8/26): Loss 1.8327, Sem 1.8327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.997e-01 Score 57.603 Data time: 0.2077, Forward time: 2.6722, Backward time: 2.6666, DDP time: 0.0036, Total iter time: 5.8791 [2020-11-14 14:04:50,971][root][INFO] - ===> Epoch[1](9/26): Loss 1.7911, Sem 1.7911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.997e-01 Score 57.228 Data time: 0.2057, Forward time: 2.6458, Backward time: 2.7542, DDP time: 0.0037, Total iter time: 6.1868 [2020-11-14 14:04:57,351][root][INFO] - ===> Epoch[1](10/26): Loss 1.6687, Sem 1.6687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.996e-01 Score 56.446 Data time: 0.1816, Forward time: 2.5832, Backward time: 2.8725, DDP time: 0.0037, Total iter time: 6.2706 [2020-11-14 14:05:03,325][root][INFO] - ===> Epoch[1](11/26): Loss 1.5709, Sem 1.5709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.996e-01 Score 58.813 Data time: 0.1868, Forward time: 2.5694, Backward time: 2.9042, DDP time: 0.0037, Total iter time: 5.9097 [2020-11-14 14:05:08,764][root][INFO] - ===> Epoch[1](12/26): Loss 1.5571, Sem 1.5571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.996e-01 Score 58.381 Data time: 0.1490, Forward time: 2.5076, Backward time: 2.9350, DDP time: 0.0038, Total iter time: 5.3530 [2020-11-14 14:05:14,040][root][INFO] - ===> Epoch[1](13/26): Loss 1.7348, Sem 1.7348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.995e-01 Score 54.446 Data time: 0.1925, Forward time: 2.5014, Backward time: 2.9050, DDP time: 0.0037, Total iter time: 5.2123 [2020-11-14 14:05:19,416][root][INFO] - ===> Epoch[1](14/26): Loss 1.5921, Sem 1.5921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.995e-01 Score 58.686 Data time: 0.1973, Forward time: 2.4897, Backward time: 2.8852, DDP time: 0.0037, Total iter time: 5.2767 [2020-11-14 14:05:25,497][root][INFO] - ===> Epoch[1](15/26): Loss 1.6270, Sem 1.6270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.995e-01 Score 56.414 Data time: 0.1878, Forward time: 2.4720, Backward time: 2.9253, DDP time: 0.0038, Total iter time: 5.9854 [2020-11-14 14:05:31,623][root][INFO] - ===> Epoch[1](16/26): Loss 1.5635, Sem 1.5635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.994e-01 Score 58.433 Data time: 0.2519, Forward time: 2.4971, Backward time: 2.9207, DDP time: 0.0038, Total iter time: 6.0272 [2020-11-14 14:05:37,950][root][INFO] - ===> Epoch[1](17/26): Loss 1.4443, Sem 1.4443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.994e-01 Score 63.678 Data time: 0.2129, Forward time: 2.5081, Backward time: 2.9403, DDP time: 0.0039, Total iter time: 6.2067 [2020-11-14 14:05:44,223][root][INFO] - ===> Epoch[1](18/26): Loss 1.5599, Sem 1.5599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.994e-01 Score 58.623 Data time: 0.1901, Forward time: 2.4925, Backward time: 2.9793, DDP time: 0.0039, Total iter time: 6.1619 [2020-11-14 14:05:50,597][root][INFO] - ===> Epoch[1](19/26): Loss 1.5039, Sem 1.5039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.993e-01 Score 59.976 Data time: 0.2570, Forward time: 2.5115, Backward time: 2.9856, DDP time: 0.0039, Total iter time: 6.2756 [2020-11-14 14:05:55,460][root][INFO] - ===> Epoch[1](20/26): Loss 1.5419, Sem 1.5419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.993e-01 Score 59.848 Data time: 0.1898, Forward time: 2.5033, Backward time: 2.9461, DDP time: 0.0039, Total iter time: 4.7557 [2020-11-14 14:06:00,421][root][INFO] - ===> Epoch[1](21/26): Loss 1.4980, Sem 1.4980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.992e-01 Score 60.015 Data time: 0.2052, Forward time: 2.4974, Backward time: 2.9119, DDP time: 0.0040, Total iter time: 4.8554 [2020-11-14 14:06:04,908][root][INFO] - ===> Epoch[1](22/26): Loss 1.4886, Sem 1.4886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.992e-01 Score 60.547 Data time: 0.1722, Forward time: 2.4763, Backward time: 2.8769, DDP time: 0.0040, Total iter time: 4.3819 [2020-11-14 14:06:10,355][root][INFO] - ===> Epoch[1](23/26): Loss 1.4998, Sem 1.4998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.992e-01 Score 59.786 Data time: 0.2292, Forward time: 2.4833, Backward time: 2.8587, DDP time: 0.0039, Total iter time: 5.3499 [2020-11-14 14:06:16,995][root][INFO] - ===> Epoch[1](24/26): Loss 1.4043, Sem 1.4043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.991e-01 Score 60.869 Data time: 0.1528, Forward time: 2.4670, Backward time: 2.9129, DDP time: 0.0039, Total iter time: 6.5152 [2020-11-14 14:06:21,943][root][INFO] - ===> Epoch[1](25/26): Loss 1.4035, Sem 1.4035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.991e-01 Score 62.191 Data time: 0.1598, Forward time: 2.4507, Backward time: 2.8999, DDP time: 0.0039, Total iter time: 4.8599 [2020-11-14 14:06:28,278][root][INFO] - ===> Epoch[1](26/26): Loss 1.4739, Sem 1.4739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.991e-01 Score 60.452 Data time: 0.1144, Forward time: 2.4114, Backward time: 2.9626, DDP time: 0.0039, Total iter time: 6.2369 [2020-11-14 14:06:33,110][root][INFO] - ===> Epoch[2](27/26): Loss 1.4096, Sem 1.4096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.990e-01 Score 61.319 Data time: 0.1351, Forward time: 2.3816, Backward time: 2.9621, DDP time: 0.0039, Total iter time: 4.7789 [2020-11-14 14:06:39,476][root][INFO] - ===> Epoch[2](28/26): Loss 1.4404, Sem 1.4404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.990e-01 Score 62.282 Data time: 0.2167, Forward time: 2.3765, Backward time: 2.9887, DDP time: 0.0039, Total iter time: 6.3154 [2020-11-14 14:06:45,350][root][INFO] - ===> Epoch[2](29/26): Loss 1.4531, Sem 1.4531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.990e-01 Score 60.380 Data time: 0.2830, Forward time: 2.4003, Backward time: 2.9693, DDP time: 0.0038, Total iter time: 5.7870 [2020-11-14 14:06:50,466][root][INFO] - ===> Epoch[2](30/26): Loss 1.4009, Sem 1.4009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.989e-01 Score 61.916 Data time: 0.1942, Forward time: 2.3962, Backward time: 2.9529, DDP time: 0.0038, Total iter time: 4.9940 [2020-11-14 14:06:56,158][root][INFO] - ===> Epoch[2](31/26): Loss 1.3762, Sem 1.3762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.989e-01 Score 62.496 Data time: 0.1282, Forward time: 2.3729, Backward time: 2.9767, DDP time: 0.0038, Total iter time: 5.5930 [2020-11-14 14:07:02,440][root][INFO] - ===> Epoch[2](32/26): Loss 1.3175, Sem 1.3175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.988e-01 Score 64.325 Data time: 0.1377, Forward time: 2.3465, Backward time: 3.0187, DDP time: 0.0038, Total iter time: 6.2077 [2020-11-14 14:07:08,133][root][INFO] - ===> Epoch[2](33/26): Loss 1.4435, Sem 1.4435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.988e-01 Score 61.335 Data time: 0.2300, Forward time: 2.3524, Backward time: 3.0125, DDP time: 0.0038, Total iter time: 5.6278 [2020-11-14 14:07:15,960][root][INFO] - ===> Epoch[2](34/26): Loss 1.3768, Sem 1.3768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.988e-01 Score 61.430 Data time: 0.2163, Forward time: 2.3499, Backward time: 3.0731, DDP time: 0.0038, Total iter time: 7.7172 [2020-11-14 14:07:21,338][root][INFO] - ===> Epoch[2](35/26): Loss 1.3160, Sem 1.3160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.987e-01 Score 64.718 Data time: 0.2059, Forward time: 2.3484, Backward time: 3.0631, DDP time: 0.0038, Total iter time: 5.2663 [2020-11-14 14:07:27,215][root][INFO] - ===> Epoch[2](36/26): Loss 1.3639, Sem 1.3639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.987e-01 Score 62.348 Data time: 0.2596, Forward time: 2.3655, Backward time: 3.0484, DDP time: 0.0038, Total iter time: 5.7819 [2020-11-14 14:07:32,609][root][INFO] - ===> Epoch[2](37/26): Loss 1.2451, Sem 1.2451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.987e-01 Score 65.544 Data time: 0.2190, Forward time: 2.3700, Backward time: 3.0339, DDP time: 0.0038, Total iter time: 5.2830 [2020-11-14 14:07:38,492][root][INFO] - ===> Epoch[2](38/26): Loss 1.3448, Sem 1.3448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.986e-01 Score 62.762 Data time: 0.2165, Forward time: 2.3737, Backward time: 3.0329, DDP time: 0.0038, Total iter time: 5.7836 [2020-11-14 14:07:43,300][root][INFO] - ===> Epoch[2](39/26): Loss 1.2588, Sem 1.2588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.986e-01 Score 66.582 Data time: 0.1480, Forward time: 2.3601, Backward time: 3.0234, DDP time: 0.0039, Total iter time: 4.7147 [2020-11-14 14:07:49,431][root][INFO] - ===> Epoch[2](40/26): Loss 1.4567, Sem 1.4567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.986e-01 Score 59.146 Data time: 0.1673, Forward time: 2.3477, Backward time: 3.0457, DDP time: 0.0039, Total iter time: 6.0708 [2020-11-14 14:07:54,613][root][INFO] - ===> Epoch[2](41/26): Loss 1.3514, Sem 1.3514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.985e-01 Score 62.682 Data time: 0.1960, Forward time: 2.3458, Backward time: 3.0343, DDP time: 0.0039, Total iter time: 5.0881 [2020-11-14 14:07:59,810][root][INFO] - ===> Epoch[2](42/26): Loss 1.3770, Sem 1.3770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.985e-01 Score 63.507 Data time: 0.1144, Forward time: 2.3234, Backward time: 3.0448, DDP time: 0.0039, Total iter time: 5.1022 [2020-11-14 14:08:04,866][root][INFO] - ===> Epoch[2](43/26): Loss 1.2773, Sem 1.2773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.985e-01 Score 66.594 Data time: 0.2293, Forward time: 2.3207, Backward time: 3.0328, DDP time: 0.0039, Total iter time: 5.0052 [2020-11-14 14:08:09,743][root][INFO] - ===> Epoch[2](44/26): Loss 1.2221, Sem 1.2221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.984e-01 Score 66.212 Data time: 0.2286, Forward time: 2.3264, Backward time: 3.0092, DDP time: 0.0039, Total iter time: 4.8068 [2020-11-14 14:08:15,332][root][INFO] - ===> Epoch[2](45/26): Loss 1.3758, Sem 1.3758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.984e-01 Score 60.392 Data time: 0.1834, Forward time: 2.3261, Backward time: 3.0076, DDP time: 0.0039, Total iter time: 5.4805 [2020-11-14 14:08:21,725][root][INFO] - ===> Epoch[2](46/26): Loss 1.1805, Sem 1.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.983e-01 Score 67.445 Data time: 0.2111, Forward time: 2.3295, Backward time: 3.0185, DDP time: 0.0039, Total iter time: 6.2825 [2020-11-14 14:08:27,671][root][INFO] - ===> Epoch[2](47/26): Loss 1.2461, Sem 1.2461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.983e-01 Score 65.238 Data time: 0.2385, Forward time: 2.3211, Backward time: 3.0291, DDP time: 0.0039, Total iter time: 5.8239 [2020-11-14 14:08:33,439][root][INFO] - ===> Epoch[2](48/26): Loss 1.2692, Sem 1.2692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.983e-01 Score 63.291 Data time: 0.2458, Forward time: 2.3295, Backward time: 3.0220, DDP time: 0.0039, Total iter time: 5.6930 [2020-11-14 14:08:38,921][root][INFO] - ===> Epoch[2](49/26): Loss 1.2500, Sem 1.2500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.982e-01 Score 64.867 Data time: 0.2296, Forward time: 2.3331, Backward time: 3.0129, DDP time: 0.0039, Total iter time: 5.3597 [2020-11-14 14:08:44,845][root][INFO] - ===> Epoch[2](50/26): Loss 1.2984, Sem 1.2984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.982e-01 Score 62.429 Data time: 0.2273, Forward time: 2.3347, Backward time: 3.0149, DDP time: 0.0039, Total iter time: 5.8350 [2020-11-14 14:08:50,092][root][INFO] - ===> Epoch[2](51/26): Loss 1.2869, Sem 1.2869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.982e-01 Score 63.310 Data time: 0.1975, Forward time: 2.3337, Backward time: 3.0075, DDP time: 0.0039, Total iter time: 5.1641 [2020-11-14 14:08:54,987][root][INFO] - ===> Epoch[2](52/26): Loss 1.3081, Sem 1.3081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.981e-01 Score 64.998 Data time: 0.2222, Forward time: 2.3388, Backward time: 2.9876, DDP time: 0.0039, Total iter time: 4.8057 [2020-11-14 14:09:00,279][root][INFO] - ===> Epoch[3](53/26): Loss 1.3501, Sem 1.3501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.981e-01 Score 60.557 Data time: 0.1873, Forward time: 2.3334, Backward time: 2.9855, DDP time: 0.0039, Total iter time: 5.2033 [2020-11-14 14:09:06,441][root][INFO] - ===> Epoch[3](54/26): Loss 1.3377, Sem 1.3377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.981e-01 Score 61.819 Data time: 0.3395, Forward time: 2.3492, Backward time: 2.9773, DDP time: 0.0039, Total iter time: 6.0787 [2020-11-14 14:09:12,538][root][INFO] - ===> Epoch[3](55/26): Loss 1.2297, Sem 1.2297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.980e-01 Score 65.355 Data time: 0.2528, Forward time: 2.3556, Backward time: 2.9776, DDP time: 0.0039, Total iter time: 5.9830 [2020-11-14 14:09:18,496][root][INFO] - ===> Epoch[3](56/26): Loss 1.3001, Sem 1.3001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.980e-01 Score 62.166 Data time: 0.2276, Forward time: 2.3603, Backward time: 2.9768, DDP time: 0.0039, Total iter time: 5.8447 [2020-11-14 14:09:24,519][root][INFO] - ===> Epoch[3](57/26): Loss 1.2829, Sem 1.2829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.979e-01 Score 63.485 Data time: 0.2866, Forward time: 2.3744, Backward time: 2.9679, DDP time: 0.0039, Total iter time: 5.9313 [2020-11-14 14:09:29,431][root][INFO] - ===> Epoch[3](58/26): Loss 1.3218, Sem 1.3218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.979e-01 Score 62.644 Data time: 0.2166, Forward time: 2.3775, Backward time: 2.9513, DDP time: 0.0039, Total iter time: 4.7995 [2020-11-14 14:09:34,951][root][INFO] - ===> Epoch[3](59/26): Loss 1.1881, Sem 1.1881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.979e-01 Score 66.265 Data time: 0.2186, Forward time: 2.3770, Backward time: 2.9484, DDP time: 0.0039, Total iter time: 5.4082 [2020-11-14 14:09:41,299][root][INFO] - ===> Epoch[3](60/26): Loss 1.3709, Sem 1.3709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.978e-01 Score 60.396 Data time: 0.1839, Forward time: 2.3726, Backward time: 2.9635, DDP time: 0.0039, Total iter time: 6.2528 [2020-11-14 14:09:47,836][root][INFO] - ===> Epoch[3](61/26): Loss 1.2935, Sem 1.2935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.978e-01 Score 63.476 Data time: 0.2204, Forward time: 2.3740, Backward time: 2.9754, DDP time: 0.0039, Total iter time: 6.4607 [2020-11-14 14:09:53,466][root][INFO] - ===> Epoch[3](62/26): Loss 1.2755, Sem 1.2755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.978e-01 Score 64.161 Data time: 0.1569, Forward time: 2.3657, Backward time: 2.9825, DDP time: 0.0039, Total iter time: 5.5359 [2020-11-14 14:09:59,511][root][INFO] - ===> Epoch[3](63/26): Loss 1.1547, Sem 1.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.977e-01 Score 67.786 Data time: 0.2415, Forward time: 2.3699, Backward time: 2.9838, DDP time: 0.0040, Total iter time: 5.9845 [2020-11-14 14:10:04,827][root][INFO] - ===> Epoch[3](64/26): Loss 1.3145, Sem 1.3145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.977e-01 Score 61.896 Data time: 0.2009, Forward time: 2.3667, Backward time: 2.9803, DDP time: 0.0040, Total iter time: 5.1993 [2020-11-14 14:10:09,579][root][INFO] - ===> Epoch[3](65/26): Loss 1.3995, Sem 1.3995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.977e-01 Score 61.788 Data time: 0.2020, Forward time: 2.3644, Backward time: 2.9685, DDP time: 0.0040, Total iter time: 4.6664 [2020-11-14 14:10:14,150][root][INFO] - ===> Epoch[3](66/26): Loss 1.1072, Sem 1.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.976e-01 Score 68.419 Data time: 0.2001, Forward time: 2.3613, Backward time: 2.9551, DDP time: 0.0040, Total iter time: 4.4804 [2020-11-14 14:10:19,555][root][INFO] - ===> Epoch[3](67/26): Loss 1.2466, Sem 1.2466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.976e-01 Score 64.938 Data time: 0.1279, Forward time: 2.3475, Backward time: 2.9669, DDP time: 0.0039, Total iter time: 5.3141 [2020-11-14 14:10:25,804][root][INFO] - ===> Epoch[3](68/26): Loss 1.1303, Sem 1.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.976e-01 Score 67.505 Data time: 0.2757, Forward time: 2.3515, Backward time: 2.9709, DDP time: 0.0039, Total iter time: 6.1978 [2020-11-14 14:10:30,672][root][INFO] - ===> Epoch[3](69/26): Loss 1.2068, Sem 1.2068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.975e-01 Score 63.968 Data time: 0.1988, Forward time: 2.3516, Backward time: 2.9596, DDP time: 0.0039, Total iter time: 4.7715 [2020-11-14 14:10:36,450][root][INFO] - ===> Epoch[3](70/26): Loss 1.2177, Sem 1.2177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.975e-01 Score 65.429 Data time: 0.1777, Forward time: 2.3474, Backward time: 2.9652, DDP time: 0.0039, Total iter time: 5.6846 [2020-11-14 14:10:42,083][root][INFO] - ===> Epoch[3](71/26): Loss 1.2480, Sem 1.2480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.974e-01 Score 63.303 Data time: 0.1941, Forward time: 2.3459, Backward time: 2.9666, DDP time: 0.0039, Total iter time: 5.5600 [2020-11-14 14:10:46,870][root][INFO] - ===> Epoch[3](72/26): Loss 1.1318, Sem 1.1318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.974e-01 Score 67.642 Data time: 0.2141, Forward time: 2.3472, Backward time: 2.9526, DDP time: 0.0040, Total iter time: 4.6808 [2020-11-14 14:10:53,076][root][INFO] - ===> Epoch[3](73/26): Loss 1.2035, Sem 1.2035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.974e-01 Score 65.223 Data time: 0.2107, Forward time: 2.3533, Backward time: 2.9542, DDP time: 0.0040, Total iter time: 6.1103 [2020-11-14 14:10:58,624][root][INFO] - ===> Epoch[3](74/26): Loss 1.3137, Sem 1.3137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.973e-01 Score 63.224 Data time: 0.1213, Forward time: 2.3404, Backward time: 2.9665, DDP time: 0.0039, Total iter time: 5.4018 [2020-11-14 14:11:03,878][root][INFO] - ===> Epoch[3](75/26): Loss 1.2207, Sem 1.2207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.973e-01 Score 64.058 Data time: 0.1754, Forward time: 2.3337, Backward time: 2.9687, DDP time: 0.0040, Total iter time: 5.2205 [2020-11-14 14:11:10,414][root][INFO] - ===> Epoch[3](76/26): Loss 1.2397, Sem 1.2397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.973e-01 Score 63.606 Data time: 0.2836, Forward time: 2.3444, Backward time: 2.9693, DDP time: 0.0040, Total iter time: 6.4684 [2020-11-14 14:11:15,595][root][INFO] - ===> Epoch[3](77/26): Loss 1.2882, Sem 1.2882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.972e-01 Score 63.599 Data time: 0.1671, Forward time: 2.3413, Backward time: 2.9660, DDP time: 0.0040, Total iter time: 5.0682 [2020-11-14 14:11:21,723][root][INFO] - ===> Epoch[3](78/26): Loss 1.2068, Sem 1.2068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.972e-01 Score 65.747 Data time: 0.2220, Forward time: 2.3418, Backward time: 2.9709, DDP time: 0.0040, Total iter time: 6.0370 [2020-11-14 14:11:27,029][root][INFO] - ===> Epoch[4](79/26): Loss 1.2629, Sem 1.2629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.972e-01 Score 62.853 Data time: 0.2505, Forward time: 2.3467, Backward time: 2.9605, DDP time: 0.0040, Total iter time: 5.2080 [2020-11-14 14:11:33,014][root][INFO] - ===> Epoch[4](80/26): Loss 1.2154, Sem 1.2154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.971e-01 Score 65.110 Data time: 0.2839, Forward time: 2.3564, Backward time: 2.9545, DDP time: 0.0040, Total iter time: 5.8937 [2020-11-14 14:11:39,048][root][INFO] - ===> Epoch[4](81/26): Loss 1.3039, Sem 1.3039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.971e-01 Score 62.203 Data time: 0.2823, Forward time: 2.3661, Backward time: 2.9489, DDP time: 0.0039, Total iter time: 5.9340 [2020-11-14 14:11:44,436][root][INFO] - ===> Epoch[4](82/26): Loss 1.1993, Sem 1.1993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.970e-01 Score 64.653 Data time: 0.1922, Forward time: 2.3636, Backward time: 2.9476, DDP time: 0.0040, Total iter time: 5.2813 [2020-11-14 14:11:50,295][root][INFO] - ===> Epoch[4](83/26): Loss 1.2127, Sem 1.2127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.970e-01 Score 64.248 Data time: 0.1960, Forward time: 2.3633, Backward time: 2.9507, DDP time: 0.0040, Total iter time: 5.7981 [2020-11-14 14:11:56,361][root][INFO] - ===> Epoch[4](84/26): Loss 1.2208, Sem 1.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.970e-01 Score 64.868 Data time: 0.1930, Forward time: 2.3609, Backward time: 2.9577, DDP time: 0.0040, Total iter time: 5.9835 [2020-11-14 14:12:01,289][root][INFO] - ===> Epoch[4](85/26): Loss 1.1709, Sem 1.1709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.969e-01 Score 66.286 Data time: 0.2171, Forward time: 2.3632, Backward time: 2.9472, DDP time: 0.0040, Total iter time: 4.8532 [2020-11-14 14:12:07,616][root][INFO] - ===> Epoch[4](86/26): Loss 1.1584, Sem 1.1584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.969e-01 Score 67.013 Data time: 0.2484, Forward time: 2.3676, Backward time: 2.9501, DDP time: 0.0040, Total iter time: 6.2306 [2020-11-14 14:12:13,286][root][INFO] - ===> Epoch[4](87/26): Loss 1.2074, Sem 1.2074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.969e-01 Score 64.852 Data time: 0.2118, Forward time: 2.3684, Backward time: 2.9490, DDP time: 0.0040, Total iter time: 5.5600 [2020-11-14 14:12:18,299][root][INFO] - ===> Epoch[4](88/26): Loss 1.2772, Sem 1.2772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.968e-01 Score 61.820 Data time: 0.1403, Forward time: 2.3604, Backward time: 2.9498, DDP time: 0.0040, Total iter time: 4.9140 [2020-11-14 14:12:23,996][root][INFO] - ===> Epoch[4](89/26): Loss 1.1712, Sem 1.1712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.968e-01 Score 66.290 Data time: 0.1712, Forward time: 2.3552, Backward time: 2.9558, DDP time: 0.0040, Total iter time: 5.6478 [2020-11-14 14:12:29,684][root][INFO] - ===> Epoch[4](90/26): Loss 1.1916, Sem 1.1916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.968e-01 Score 66.010 Data time: 0.1650, Forward time: 2.3514, Backward time: 2.9606, DDP time: 0.0040, Total iter time: 5.6425 [2020-11-14 14:12:35,046][root][INFO] - ===> Epoch[4](91/26): Loss 1.3067, Sem 1.3067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.967e-01 Score 63.071 Data time: 0.1869, Forward time: 2.3450, Backward time: 2.9637, DDP time: 0.0040, Total iter time: 5.2992 [2020-11-14 14:12:40,934][root][INFO] - ===> Epoch[4](92/26): Loss 1.2612, Sem 1.2612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.967e-01 Score 62.483 Data time: 0.2228, Forward time: 2.3473, Backward time: 2.9641, DDP time: 0.0040, Total iter time: 5.8403 [2020-11-14 14:12:46,443][root][INFO] - ===> Epoch[4](93/26): Loss 1.2595, Sem 1.2595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.967e-01 Score 64.056 Data time: 0.2496, Forward time: 2.3517, Backward time: 2.9576, DDP time: 0.0040, Total iter time: 5.3900 [2020-11-14 14:12:51,430][root][INFO] - ===> Epoch[4](94/26): Loss 1.2729, Sem 1.2729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.966e-01 Score 62.971 Data time: 0.2108, Forward time: 2.3542, Backward time: 2.9481, DDP time: 0.0040, Total iter time: 4.8744 [2020-11-14 14:12:56,939][root][INFO] - ===> Epoch[4](95/26): Loss 1.1886, Sem 1.1886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.966e-01 Score 65.368 Data time: 0.2110, Forward time: 2.3544, Backward time: 2.9462, DDP time: 0.0040, Total iter time: 5.4059 [2020-11-14 14:13:03,626][root][INFO] - ===> Epoch[4](96/26): Loss 1.2430, Sem 1.2430, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.965e-01 Score 63.588 Data time: 0.1746, Forward time: 2.3498, Backward time: 2.9610, DDP time: 0.0040, Total iter time: 6.6036 [2020-11-14 14:13:09,587][root][INFO] - ===> Epoch[4](97/26): Loss 1.1428, Sem 1.1428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.965e-01 Score 68.185 Data time: 0.2191, Forward time: 2.3524, Backward time: 2.9611, DDP time: 0.0040, Total iter time: 5.8975 [2020-11-14 14:13:16,629][root][INFO] - ===> Epoch[4](98/26): Loss 1.1103, Sem 1.1103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.965e-01 Score 67.531 Data time: 0.2454, Forward time: 2.3558, Backward time: 2.9708, DDP time: 0.0040, Total iter time: 6.9389 [2020-11-14 14:13:22,514][root][INFO] - ===> Epoch[4](99/26): Loss 1.1283, Sem 1.1283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.964e-01 Score 67.257 Data time: 0.3105, Forward time: 2.3630, Backward time: 2.9650, DDP time: 0.0040, Total iter time: 5.7842 [2020-11-14 14:13:27,898][root][INFO] - ===> Epoch[4](100/26): Loss 1.1450, Sem 1.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.964e-01 Score 65.859 Data time: 0.2082, Forward time: 2.3639, Backward time: 2.9612, DDP time: 0.0040, Total iter time: 5.2758 [2020-11-14 14:13:32,962][root][INFO] - ===> Epoch[4](101/26): Loss 1.1393, Sem 1.1393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.964e-01 Score 66.453 Data time: 0.2025, Forward time: 2.3636, Backward time: 2.9555, DDP time: 0.0040, Total iter time: 4.9724 [2020-11-14 14:13:39,345][root][INFO] - ===> Epoch[4](102/26): Loss 1.1989, Sem 1.1989, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.963e-01 Score 64.562 Data time: 0.2215, Forward time: 2.3609, Backward time: 2.9645, DDP time: 0.0040, Total iter time: 6.3042 [2020-11-14 14:13:44,074][root][INFO] - ===> Epoch[4](103/26): Loss 1.1578, Sem 1.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.963e-01 Score 65.741 Data time: 0.1995, Forward time: 2.3610, Backward time: 2.9557, DDP time: 0.0041, Total iter time: 4.6496 [2020-11-14 14:13:49,732][root][INFO] - ===> Epoch[4](104/26): Loss 1.2042, Sem 1.2042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.963e-01 Score 65.245 Data time: 0.1216, Forward time: 2.3523, Backward time: 2.9657, DDP time: 0.0040, Total iter time: 5.5791 [2020-11-14 14:13:54,873][root][INFO] - ===> Epoch[5](105/26): Loss 1.2019, Sem 1.2019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.962e-01 Score 64.121 Data time: 0.1235, Forward time: 2.3447, Backward time: 2.9693, DDP time: 0.0040, Total iter time: 5.1007 [2020-11-14 14:14:01,561][root][INFO] - ===> Epoch[5](106/26): Loss 1.1949, Sem 1.1949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.962e-01 Score 64.565 Data time: 0.1904, Forward time: 2.3443, Backward time: 2.9796, DDP time: 0.0041, Total iter time: 6.6424 [2020-11-14 14:14:07,776][root][INFO] - ===> Epoch[5](107/26): Loss 1.1025, Sem 1.1025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.961e-01 Score 67.696 Data time: 0.1680, Forward time: 2.3401, Backward time: 2.9885, DDP time: 0.0041, Total iter time: 6.1193 [2020-11-14 14:14:13,496][root][INFO] - ===> Epoch[5](108/26): Loss 1.2047, Sem 1.2047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.961e-01 Score 64.452 Data time: 0.2213, Forward time: 2.3412, Backward time: 2.9875, DDP time: 0.0041, Total iter time: 5.6210 [2020-11-14 14:14:18,221][root][INFO] - ===> Epoch[5](109/26): Loss 1.2031, Sem 1.2031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.961e-01 Score 64.881 Data time: 0.2211, Forward time: 2.3381, Backward time: 2.9818, DDP time: 0.0041, Total iter time: 4.6312 [2020-11-14 14:14:24,391][root][INFO] - ===> Epoch[5](110/26): Loss 1.1571, Sem 1.1571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.960e-01 Score 66.193 Data time: 0.3320, Forward time: 2.3455, Backward time: 2.9782, DDP time: 0.0041, Total iter time: 6.0934 [2020-11-14 14:14:30,998][root][INFO] - ===> Epoch[5](111/26): Loss 1.2210, Sem 1.2210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.960e-01 Score 64.040 Data time: 0.2248, Forward time: 2.3481, Backward time: 2.9833, DDP time: 0.0041, Total iter time: 6.4864 [2020-11-14 14:14:36,358][root][INFO] - ===> Epoch[5](112/26): Loss 1.1999, Sem 1.1999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.960e-01 Score 64.384 Data time: 0.1880, Forward time: 2.3467, Backward time: 2.9817, DDP time: 0.0041, Total iter time: 5.2511 [2020-11-14 14:14:43,328][root][INFO] - ===> Epoch[5](113/26): Loss 1.2301, Sem 1.2301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.959e-01 Score 63.715 Data time: 0.1625, Forward time: 2.3418, Backward time: 2.9975, DDP time: 0.0041, Total iter time: 6.8875 [2020-11-14 14:14:47,893][root][INFO] - ===> Epoch[5](114/26): Loss 1.1741, Sem 1.1741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.959e-01 Score 65.959 Data time: 0.1865, Forward time: 2.3402, Backward time: 2.9900, DDP time: 0.0041, Total iter time: 4.5165 [2020-11-14 14:14:53,993][root][INFO] - ===> Epoch[5](115/26): Loss 1.1520, Sem 1.1520, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.959e-01 Score 66.430 Data time: 0.2188, Forward time: 2.3405, Backward time: 2.9932, DDP time: 0.0041, Total iter time: 6.0298 [2020-11-14 14:14:59,606][root][INFO] - ===> Epoch[5](116/26): Loss 1.1780, Sem 1.1780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.958e-01 Score 65.461 Data time: 0.2389, Forward time: 2.3446, Backward time: 2.9882, DDP time: 0.0041, Total iter time: 5.5269 [2020-11-14 14:15:05,089][root][INFO] - ===> Epoch[5](117/26): Loss 1.2775, Sem 1.2775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.958e-01 Score 61.981 Data time: 0.1604, Forward time: 2.3404, Backward time: 2.9904, DDP time: 0.0041, Total iter time: 5.3761 [2020-11-14 14:15:11,472][root][INFO] - ===> Epoch[5](118/26): Loss 1.0783, Sem 1.0783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.958e-01 Score 68.506 Data time: 0.1823, Forward time: 2.3369, Backward time: 2.9995, DDP time: 0.0041, Total iter time: 6.3030 [2020-11-14 14:15:17,914][root][INFO] - ===> Epoch[5](119/26): Loss 1.2015, Sem 1.2015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.957e-01 Score 65.170 Data time: 0.3366, Forward time: 2.3446, Backward time: 2.9973, DDP time: 0.0041, Total iter time: 6.3452 [2020-11-14 14:15:23,926][root][INFO] - ===> Epoch[5](120/26): Loss 1.2280, Sem 1.2280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.957e-01 Score 63.416 Data time: 0.1343, Forward time: 2.3394, Backward time: 3.0049, DDP time: 0.0041, Total iter time: 5.9127 [2020-11-14 14:15:31,504][root][INFO] - ===> Epoch[5](121/26): Loss 1.1152, Sem 1.1152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.956e-01 Score 67.846 Data time: 0.1533, Forward time: 2.3336, Backward time: 3.0255, DDP time: 0.0041, Total iter time: 7.4880 [2020-11-14 14:15:37,001][root][INFO] - ===> Epoch[5](122/26): Loss 1.0302, Sem 1.0302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.956e-01 Score 69.418 Data time: 0.2032, Forward time: 2.3339, Backward time: 3.0239, DDP time: 0.0041, Total iter time: 5.4588 [2020-11-14 14:15:43,523][root][INFO] - ===> Epoch[5](123/26): Loss 1.1969, Sem 1.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.956e-01 Score 65.354 Data time: 0.1392, Forward time: 2.3278, Backward time: 3.0363, DDP time: 0.0041, Total iter time: 6.4428 [2020-11-14 14:15:49,911][root][INFO] - ===> Epoch[5](124/26): Loss 1.0736, Sem 1.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.955e-01 Score 69.707 Data time: 0.2443, Forward time: 2.3328, Backward time: 3.0368, DDP time: 0.0041, Total iter time: 6.3451 [2020-11-14 14:15:54,376][root][INFO] - ===> Epoch[5](125/26): Loss 1.1924, Sem 1.1924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.955e-01 Score 65.385 Data time: 0.1961, Forward time: 2.3320, Backward time: 3.0278, DDP time: 0.0041, Total iter time: 4.3632 [2020-11-14 14:15:59,149][root][INFO] - ===> Epoch[5](126/26): Loss 1.1524, Sem 1.1524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.955e-01 Score 65.025 Data time: 0.2235, Forward time: 2.3332, Backward time: 3.0194, DDP time: 0.0041, Total iter time: 4.6980 [2020-11-14 14:16:04,437][root][INFO] - ===> Epoch[5](127/26): Loss 1.1162, Sem 1.1162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.954e-01 Score 67.646 Data time: 0.1697, Forward time: 2.3301, Backward time: 3.0187, DDP time: 0.0041, Total iter time: 5.1920 [2020-11-14 14:16:09,945][root][INFO] - ===> Epoch[5](128/26): Loss 1.0786, Sem 1.0786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.954e-01 Score 67.766 Data time: 0.1605, Forward time: 2.3249, Backward time: 3.0224, DDP time: 0.0041, Total iter time: 5.4314 [2020-11-14 14:16:16,818][root][INFO] - ===> Epoch[5](129/26): Loss 1.1474, Sem 1.1474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.954e-01 Score 65.963 Data time: 0.2239, Forward time: 2.3267, Backward time: 3.0296, DDP time: 0.0041, Total iter time: 6.8201 [2020-11-14 14:16:22,829][root][INFO] - ===> Epoch[5](130/26): Loss 1.2516, Sem 1.2516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.953e-01 Score 63.216 Data time: 0.2088, Forward time: 2.3278, Backward time: 3.0307, DDP time: 0.0041, Total iter time: 5.9137 [2020-11-14 14:16:28,044][root][INFO] - ===> Epoch[6](131/26): Loss 1.0792, Sem 1.0792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.953e-01 Score 67.778 Data time: 0.1237, Forward time: 2.3205, Backward time: 3.0351, DDP time: 0.0041, Total iter time: 5.1165 [2020-11-14 14:16:32,965][root][INFO] - ===> Epoch[6](132/26): Loss 1.1524, Sem 1.1524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.952e-01 Score 65.819 Data time: 0.1856, Forward time: 2.3196, Backward time: 3.0298, DDP time: 0.0041, Total iter time: 4.8803 [2020-11-14 14:16:38,187][root][INFO] - ===> Epoch[6](133/26): Loss 1.2842, Sem 1.2842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.952e-01 Score 62.653 Data time: 0.1708, Forward time: 2.3170, Backward time: 3.0290, DDP time: 0.0041, Total iter time: 5.1560 [2020-11-14 14:16:42,968][root][INFO] - ===> Epoch[6](134/26): Loss 1.0654, Sem 1.0654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.952e-01 Score 69.470 Data time: 0.1606, Forward time: 2.3125, Backward time: 3.0270, DDP time: 0.0042, Total iter time: 4.7114 [2020-11-14 14:16:48,624][root][INFO] - ===> Epoch[6](135/26): Loss 1.1934, Sem 1.1934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.951e-01 Score 65.267 Data time: 0.2813, Forward time: 2.3168, Backward time: 3.0222, DDP time: 0.0041, Total iter time: 5.5811 [2020-11-14 14:16:53,710][root][INFO] - ===> Epoch[6](136/26): Loss 1.2006, Sem 1.2006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.951e-01 Score 64.410 Data time: 0.2227, Forward time: 2.3180, Backward time: 3.0167, DDP time: 0.0041, Total iter time: 4.9805 [2020-11-14 14:16:59,878][root][INFO] - ===> Epoch[6](137/26): Loss 1.0473, Sem 1.0473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.951e-01 Score 69.028 Data time: 0.1267, Forward time: 2.3123, Backward time: 3.0254, DDP time: 0.0041, Total iter time: 6.0795 [2020-11-14 14:17:05,380][root][INFO] - ===> Epoch[6](138/26): Loss 1.1201, Sem 1.1201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.950e-01 Score 68.222 Data time: 0.2086, Forward time: 2.3121, Backward time: 3.0244, DDP time: 0.0041, Total iter time: 5.4380 [2020-11-14 14:17:11,015][root][INFO] - ===> Epoch[6](139/26): Loss 1.1554, Sem 1.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.950e-01 Score 66.897 Data time: 0.2111, Forward time: 2.3122, Backward time: 3.0238, DDP time: 0.0041, Total iter time: 5.5400 [2020-11-14 14:17:17,446][root][INFO] - ===> Epoch[6](140/26): Loss 1.2369, Sem 1.2369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.950e-01 Score 63.815 Data time: 0.1978, Forward time: 2.3104, Backward time: 3.0306, DDP time: 0.0041, Total iter time: 6.3516 [2020-11-14 14:17:22,892][root][INFO] - ===> Epoch[6](141/26): Loss 1.0966, Sem 1.0966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.949e-01 Score 68.162 Data time: 0.1749, Forward time: 2.3070, Backward time: 3.0322, DDP time: 0.0041, Total iter time: 5.3730 [2020-11-14 14:17:27,921][root][INFO] - ===> Epoch[6](142/26): Loss 1.1246, Sem 1.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.949e-01 Score 67.094 Data time: 0.2153, Forward time: 2.3082, Backward time: 3.0267, DDP time: 0.0042, Total iter time: 4.9748 [2020-11-14 14:17:34,873][root][INFO] - ===> Epoch[6](143/26): Loss 1.1432, Sem 1.1432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.949e-01 Score 67.465 Data time: 0.2476, Forward time: 2.3113, Backward time: 3.0318, DDP time: 0.0042, Total iter time: 6.8437 [2020-11-14 14:17:41,618][root][INFO] - ===> Epoch[6](144/26): Loss 1.1394, Sem 1.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.948e-01 Score 65.079 Data time: 0.1804, Forward time: 2.3098, Backward time: 3.0400, DDP time: 0.0042, Total iter time: 6.6396 [2020-11-14 14:17:46,967][root][INFO] - ===> Epoch[6](145/26): Loss 1.1205, Sem 1.1205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.948e-01 Score 67.140 Data time: 0.1758, Forward time: 2.3072, Backward time: 3.0404, DDP time: 0.0042, Total iter time: 5.2845 [2020-11-14 14:17:52,910][root][INFO] - ===> Epoch[6](146/26): Loss 1.0375, Sem 1.0375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.947e-01 Score 70.095 Data time: 0.2397, Forward time: 2.3094, Backward time: 3.0397, DDP time: 0.0042, Total iter time: 5.8611 [2020-11-14 14:17:59,211][root][INFO] - ===> Epoch[6](147/26): Loss 1.2868, Sem 1.2868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.947e-01 Score 61.855 Data time: 0.1800, Forward time: 2.3072, Backward time: 3.0454, DDP time: 0.0042, Total iter time: 6.1788 [2020-11-14 14:18:04,767][root][INFO] - ===> Epoch[6](148/26): Loss 1.1860, Sem 1.1860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.947e-01 Score 64.714 Data time: 0.2483, Forward time: 2.3113, Backward time: 3.0405, DDP time: 0.0041, Total iter time: 5.4867 [2020-11-14 14:18:11,415][root][INFO] - ===> Epoch[6](149/26): Loss 1.1292, Sem 1.1292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.946e-01 Score 65.829 Data time: 0.1660, Forward time: 2.3095, Backward time: 3.0482, DDP time: 0.0042, Total iter time: 6.5347 [2020-11-14 14:18:16,662][root][INFO] - ===> Epoch[6](150/26): Loss 1.1307, Sem 1.1307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.946e-01 Score 67.458 Data time: 0.1748, Forward time: 2.3052, Backward time: 3.0494, DDP time: 0.0042, Total iter time: 5.1633 [2020-11-14 14:18:22,729][root][INFO] - ===> Epoch[6](151/26): Loss 1.0594, Sem 1.0594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.946e-01 Score 68.050 Data time: 0.1483, Forward time: 2.3008, Backward time: 3.0561, DDP time: 0.0042, Total iter time: 5.9857 [2020-11-14 14:18:27,956][root][INFO] - ===> Epoch[6](152/26): Loss 1.1057, Sem 1.1057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.945e-01 Score 67.345 Data time: 0.2098, Forward time: 2.3010, Backward time: 3.0529, DDP time: 0.0042, Total iter time: 5.1549 [2020-11-14 14:18:33,078][root][INFO] - ===> Epoch[6](153/26): Loss 1.1074, Sem 1.1074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.945e-01 Score 66.006 Data time: 0.1598, Forward time: 2.2976, Backward time: 3.0526, DDP time: 0.0042, Total iter time: 5.0309 [2020-11-14 14:18:38,771][root][INFO] - ===> Epoch[6](154/26): Loss 1.0817, Sem 1.0817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.945e-01 Score 67.865 Data time: 0.2680, Forward time: 2.3013, Backward time: 3.0487, DDP time: 0.0042, Total iter time: 5.6150 [2020-11-14 14:18:44,879][root][INFO] - ===> Epoch[6](155/26): Loss 1.1069, Sem 1.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.944e-01 Score 65.563 Data time: 0.2932, Forward time: 2.3069, Backward time: 3.0454, DDP time: 0.0042, Total iter time: 5.9995 [2020-11-14 14:18:50,740][root][INFO] - ===> Epoch[6](156/26): Loss 1.1237, Sem 1.1237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.944e-01 Score 66.181 Data time: 0.2681, Forward time: 2.3119, Backward time: 3.0411, DDP time: 0.0042, Total iter time: 5.7519 [2020-11-14 14:18:57,875][root][INFO] - ===> Epoch[7](157/26): Loss 1.1296, Sem 1.1296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.943e-01 Score 67.763 Data time: 0.2567, Forward time: 2.3141, Backward time: 3.0473, DDP time: 0.0042, Total iter time: 7.0319 [2020-11-14 14:19:03,315][root][INFO] - ===> Epoch[7](158/26): Loss 1.1481, Sem 1.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.943e-01 Score 65.076 Data time: 0.1865, Forward time: 2.3127, Backward time: 3.0470, DDP time: 0.0042, Total iter time: 5.3588 [2020-11-14 14:19:08,590][root][INFO] - ===> Epoch[7](159/26): Loss 1.0432, Sem 1.0432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.943e-01 Score 69.799 Data time: 0.1681, Forward time: 2.3107, Backward time: 3.0464, DDP time: 0.0042, Total iter time: 5.1840 [2020-11-14 14:19:14,618][root][INFO] - ===> Epoch[7](160/26): Loss 1.1137, Sem 1.1137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.942e-01 Score 69.667 Data time: 0.1474, Forward time: 2.3071, Backward time: 3.0519, DDP time: 0.0042, Total iter time: 5.9595 [2020-11-14 14:19:19,319][root][INFO] - ===> Epoch[7](161/26): Loss 1.1852, Sem 1.1852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.942e-01 Score 65.531 Data time: 0.1925, Forward time: 2.3037, Backward time: 3.0491, DDP time: 0.0042, Total iter time: 4.6637 [2020-11-14 14:19:24,837][root][INFO] - ===> Epoch[7](162/26): Loss 1.1738, Sem 1.1738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.942e-01 Score 64.986 Data time: 0.2680, Forward time: 2.3066, Backward time: 3.0450, DDP time: 0.0042, Total iter time: 5.4464 [2020-11-14 14:19:30,532][root][INFO] - ===> Epoch[7](163/26): Loss 1.1114, Sem 1.1114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.941e-01 Score 66.112 Data time: 0.2502, Forward time: 2.3098, Backward time: 3.0416, DDP time: 0.0042, Total iter time: 5.5833 [2020-11-14 14:19:37,158][root][INFO] - ===> Epoch[7](164/26): Loss 1.0941, Sem 1.0941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.941e-01 Score 68.293 Data time: 0.3175, Forward time: 2.3166, Backward time: 3.0396, DDP time: 0.0042, Total iter time: 6.5217 [2020-11-14 14:19:42,448][root][INFO] - ===> Epoch[7](165/26): Loss 1.1954, Sem 1.1954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.941e-01 Score 63.916 Data time: 0.2244, Forward time: 2.3167, Backward time: 3.0366, DDP time: 0.0042, Total iter time: 5.1798 [2020-11-14 14:19:48,657][root][INFO] - ===> Epoch[7](166/26): Loss 1.0575, Sem 1.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.940e-01 Score 68.283 Data time: 0.2197, Forward time: 2.3183, Backward time: 3.0380, DDP time: 0.0042, Total iter time: 6.1180 [2020-11-14 14:19:53,429][root][INFO] - ===> Epoch[7](167/26): Loss 1.2089, Sem 1.2089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.940e-01 Score 65.611 Data time: 0.1342, Forward time: 2.3145, Backward time: 3.0360, DDP time: 0.0042, Total iter time: 4.6660 [2020-11-14 14:20:00,872][root][INFO] - ===> Epoch[7](168/26): Loss 1.1826, Sem 1.1826, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.939e-01 Score 64.890 Data time: 0.1457, Forward time: 2.3092, Backward time: 3.0513, DDP time: 0.0042, Total iter time: 7.3947 [2020-11-14 14:20:07,453][root][INFO] - ===> Epoch[7](169/26): Loss 1.1080, Sem 1.1080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.939e-01 Score 66.532 Data time: 0.2351, Forward time: 2.3113, Backward time: 3.0544, DDP time: 0.0042, Total iter time: 6.5515 [2020-11-14 14:20:12,966][root][INFO] - ===> Epoch[7](170/26): Loss 1.1271, Sem 1.1271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.939e-01 Score 69.534 Data time: 0.1906, Forward time: 2.3117, Backward time: 3.0527, DDP time: 0.0042, Total iter time: 5.3985 [2020-11-14 14:20:17,758][root][INFO] - ===> Epoch[7](171/26): Loss 1.1546, Sem 1.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.938e-01 Score 66.015 Data time: 0.1735, Forward time: 2.3088, Backward time: 3.0502, DDP time: 0.0042, Total iter time: 4.6926 [2020-11-14 14:20:23,910][root][INFO] - ===> Epoch[7](172/26): Loss 1.1516, Sem 1.1516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.938e-01 Score 66.792 Data time: 0.2263, Forward time: 2.3111, Backward time: 3.0507, DDP time: 0.0042, Total iter time: 6.0790 [2020-11-14 14:20:29,822][root][INFO] - ===> Epoch[7](173/26): Loss 1.1075, Sem 1.1075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.938e-01 Score 67.185 Data time: 0.1939, Forward time: 2.3101, Backward time: 3.0526, DDP time: 0.0042, Total iter time: 5.8015 [2020-11-14 14:20:35,004][root][INFO] - ===> Epoch[7](174/26): Loss 1.1226, Sem 1.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.937e-01 Score 66.156 Data time: 0.2157, Forward time: 2.3104, Backward time: 3.0492, DDP time: 0.0042, Total iter time: 5.0773 [2020-11-14 14:20:40,281][root][INFO] - ===> Epoch[7](175/26): Loss 1.1936, Sem 1.1936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.937e-01 Score 64.654 Data time: 0.2176, Forward time: 2.3109, Backward time: 3.0463, DDP time: 0.0042, Total iter time: 5.1809 [2020-11-14 14:20:46,349][root][INFO] - ===> Epoch[7](176/26): Loss 1.0730, Sem 1.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.937e-01 Score 67.707 Data time: 0.2568, Forward time: 2.3120, Backward time: 3.0468, DDP time: 0.0042, Total iter time: 5.9811 [2020-11-14 14:20:51,588][root][INFO] - ===> Epoch[7](177/26): Loss 1.1478, Sem 1.1478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.936e-01 Score 65.242 Data time: 0.2060, Forward time: 2.3119, Backward time: 3.0441, DDP time: 0.0042, Total iter time: 5.1304 [2020-11-14 14:20:57,472][root][INFO] - ===> Epoch[7](178/26): Loss 1.0832, Sem 1.0832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.936e-01 Score 68.796 Data time: 0.2324, Forward time: 2.3139, Backward time: 3.0430, DDP time: 0.0042, Total iter time: 5.7892 [2020-11-14 14:21:04,088][root][INFO] - ===> Epoch[7](179/26): Loss 1.2050, Sem 1.2050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.936e-01 Score 64.267 Data time: 0.1780, Forward time: 2.3121, Backward time: 3.0494, DDP time: 0.0042, Total iter time: 6.5111 [2020-11-14 14:21:09,272][root][INFO] - ===> Epoch[7](180/26): Loss 1.1508, Sem 1.1508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.935e-01 Score 65.610 Data time: 0.2274, Forward time: 2.3128, Backward time: 3.0458, DDP time: 0.0042, Total iter time: 5.0970 [2020-11-14 14:21:15,330][root][INFO] - ===> Epoch[7](181/26): Loss 1.1208, Sem 1.1208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.935e-01 Score 65.417 Data time: 0.2912, Forward time: 2.3173, Backward time: 3.0430, DDP time: 0.0042, Total iter time: 5.9666 [2020-11-14 14:21:20,392][root][INFO] - ===> Epoch[7](182/26): Loss 0.9970, Sem 0.9970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.934e-01 Score 70.151 Data time: 0.2104, Forward time: 2.3185, Backward time: 3.0383, DDP time: 0.0042, Total iter time: 4.9575 [2020-11-14 14:21:25,917][root][INFO] - ===> Epoch[8](183/26): Loss 1.1082, Sem 1.1082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.934e-01 Score 66.837 Data time: 0.1524, Forward time: 2.3149, Backward time: 3.0408, DDP time: 0.0042, Total iter time: 5.4175 [2020-11-14 14:21:31,780][root][INFO] - ===> Epoch[8](184/26): Loss 1.1041, Sem 1.1041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.934e-01 Score 67.249 Data time: 0.2503, Forward time: 2.3171, Backward time: 3.0395, DDP time: 0.0042, Total iter time: 5.8203 [2020-11-14 14:21:38,061][root][INFO] - ===> Epoch[8](185/26): Loss 1.0913, Sem 1.0913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.933e-01 Score 67.942 Data time: 0.2112, Forward time: 2.3169, Backward time: 3.0425, DDP time: 0.0042, Total iter time: 6.1959 [2020-11-14 14:21:44,398][root][INFO] - ===> Epoch[8](186/26): Loss 1.0918, Sem 1.0918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.933e-01 Score 68.617 Data time: 0.1684, Forward time: 2.3143, Backward time: 3.0482, DDP time: 0.0043, Total iter time: 6.2566 [2020-11-14 14:21:50,473][root][INFO] - ===> Epoch[8](187/26): Loss 1.0260, Sem 1.0260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.933e-01 Score 69.037 Data time: 0.2674, Forward time: 2.3183, Backward time: 3.0462, DDP time: 0.0043, Total iter time: 6.0270 [2020-11-14 14:21:55,581][root][INFO] - ===> Epoch[8](188/26): Loss 1.1525, Sem 1.1525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.932e-01 Score 65.753 Data time: 0.2658, Forward time: 2.3191, Backward time: 3.0418, DDP time: 0.0043, Total iter time: 5.0003 [2020-11-14 14:22:00,854][root][INFO] - ===> Epoch[8](189/26): Loss 1.0889, Sem 1.0889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.932e-01 Score 68.059 Data time: 0.2514, Forward time: 2.3216, Backward time: 3.0370, DDP time: 0.0042, Total iter time: 5.1798 [2020-11-14 14:22:06,827][root][INFO] - ===> Epoch[8](190/26): Loss 1.1531, Sem 1.1531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.932e-01 Score 64.115 Data time: 0.1905, Forward time: 2.3206, Backward time: 3.0391, DDP time: 0.0043, Total iter time: 5.8546 [2020-11-14 14:22:12,429][root][INFO] - ===> Epoch[8](191/26): Loss 1.0848, Sem 1.0848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.931e-01 Score 68.225 Data time: 0.2722, Forward time: 2.3224, Backward time: 3.0365, DDP time: 0.0043, Total iter time: 5.5326 [2020-11-14 14:22:18,451][root][INFO] - ===> Epoch[8](192/26): Loss 1.0733, Sem 1.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.931e-01 Score 67.226 Data time: 0.2914, Forward time: 2.3268, Backward time: 3.0334, DDP time: 0.0042, Total iter time: 5.9107 [2020-11-14 14:22:24,499][root][INFO] - ===> Epoch[8](193/26): Loss 1.1052, Sem 1.1052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.930e-01 Score 67.582 Data time: 0.2469, Forward time: 2.3296, Backward time: 3.0322, DDP time: 0.0042, Total iter time: 5.9385 [2020-11-14 14:22:30,060][root][INFO] - ===> Epoch[8](194/26): Loss 1.0943, Sem 1.0943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.930e-01 Score 68.093 Data time: 0.1695, Forward time: 2.3278, Backward time: 3.0331, DDP time: 0.0042, Total iter time: 5.4657 [2020-11-14 14:22:34,952][root][INFO] - ===> Epoch[8](195/26): Loss 1.1509, Sem 1.1509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.930e-01 Score 66.393 Data time: 0.1878, Forward time: 2.3267, Backward time: 3.0304, DDP time: 0.0043, Total iter time: 4.8417 [2020-11-14 14:22:39,968][root][INFO] - ===> Epoch[8](196/26): Loss 1.0101, Sem 1.0101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.929e-01 Score 69.783 Data time: 0.1608, Forward time: 2.3232, Backward time: 3.0305, DDP time: 0.0043, Total iter time: 4.9519 [2020-11-14 14:22:45,985][root][INFO] - ===> Epoch[8](197/26): Loss 1.0335, Sem 1.0335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.929e-01 Score 68.920 Data time: 0.1473, Forward time: 2.3208, Backward time: 3.0348, DDP time: 0.0043, Total iter time: 5.9864 [2020-11-14 14:22:51,313][root][INFO] - ===> Epoch[8](198/26): Loss 1.0193, Sem 1.0193, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.929e-01 Score 70.430 Data time: 0.1631, Forward time: 2.3184, Backward time: 3.0355, DDP time: 0.0043, Total iter time: 5.2668 [2020-11-14 14:22:56,981][root][INFO] - ===> Epoch[8](199/26): Loss 1.1071, Sem 1.1071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.928e-01 Score 66.900 Data time: 0.2510, Forward time: 2.3213, Backward time: 3.0324, DDP time: 0.0043, Total iter time: 5.5996 [2020-11-14 14:23:01,816][root][INFO] - ===> Epoch[8](200/26): Loss 1.0518, Sem 1.0518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.928e-01 Score 68.817 Data time: 0.1542, Forward time: 2.3195, Backward time: 3.0300, DDP time: 0.0043, Total iter time: 4.7320 [2020-11-14 14:23:06,989][root][INFO] - ===> Epoch[8](201/26): Loss 0.9697, Sem 0.9697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.928e-01 Score 71.417 Data time: 0.1672, Forward time: 2.3165, Backward time: 3.0304, DDP time: 0.0043, Total iter time: 5.0994 [2020-11-14 14:23:13,654][root][INFO] - ===> Epoch[8](202/26): Loss 1.0375, Sem 1.0375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.927e-01 Score 67.757 Data time: 0.2273, Forward time: 2.3172, Backward time: 3.0345, DDP time: 0.0043, Total iter time: 6.6149 [2020-11-14 14:23:19,930][root][INFO] - ===> Epoch[8](203/26): Loss 1.0556, Sem 1.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.927e-01 Score 69.044 Data time: 0.2089, Forward time: 2.3176, Backward time: 3.0366, DDP time: 0.0043, Total iter time: 6.1696 [2020-11-14 14:23:24,715][root][INFO] - ===> Epoch[8](204/26): Loss 1.1200, Sem 1.1200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.927e-01 Score 66.558 Data time: 0.1557, Forward time: 2.3150, Backward time: 3.0348, DDP time: 0.0043, Total iter time: 4.7027 [2020-11-14 14:23:29,416][root][INFO] - ===> Epoch[8](205/26): Loss 1.1512, Sem 1.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.926e-01 Score 64.565 Data time: 0.1837, Forward time: 2.3139, Backward time: 3.0313, DDP time: 0.0043, Total iter time: 4.6337 [2020-11-14 14:23:34,889][root][INFO] - ===> Epoch[8](206/26): Loss 0.9718, Sem 0.9718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.926e-01 Score 72.091 Data time: 0.1402, Forward time: 2.3104, Backward time: 3.0337, DDP time: 0.0043, Total iter time: 5.3929 [2020-11-14 14:23:40,280][root][INFO] - ===> Epoch[8](207/26): Loss 1.1197, Sem 1.1197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.925e-01 Score 65.859 Data time: 0.2582, Forward time: 2.3126, Backward time: 3.0301, DDP time: 0.0043, Total iter time: 5.3301 [2020-11-14 14:23:44,803][root][INFO] - ===> Epoch[8](208/26): Loss 1.1156, Sem 1.1156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.925e-01 Score 67.145 Data time: 0.2173, Forward time: 2.3132, Backward time: 3.0240, DDP time: 0.0043, Total iter time: 4.4155 [2020-11-14 14:23:50,398][root][INFO] - ===> Epoch[9](209/26): Loss 0.9546, Sem 0.9546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.925e-01 Score 72.465 Data time: 0.1352, Forward time: 2.3093, Backward time: 3.0271, DDP time: 0.0043, Total iter time: 5.4993 [2020-11-14 14:23:56,311][root][INFO] - ===> Epoch[9](210/26): Loss 1.1135, Sem 1.1135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.924e-01 Score 65.791 Data time: 0.1944, Forward time: 2.3093, Backward time: 3.0286, DDP time: 0.0043, Total iter time: 5.8736 [2020-11-14 14:24:02,399][root][INFO] - ===> Epoch[9](211/26): Loss 1.1086, Sem 1.1086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.924e-01 Score 66.890 Data time: 0.1926, Forward time: 2.3087, Backward time: 3.0309, DDP time: 0.0043, Total iter time: 5.9923 [2020-11-14 14:24:08,412][root][INFO] - ===> Epoch[9](212/26): Loss 1.0499, Sem 1.0499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.924e-01 Score 69.473 Data time: 0.2189, Forward time: 2.3090, Backward time: 3.0320, DDP time: 0.0043, Total iter time: 5.9440 [2020-11-14 14:24:14,213][root][INFO] - ===> Epoch[9](213/26): Loss 1.0655, Sem 1.0655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.923e-01 Score 68.097 Data time: 0.2729, Forward time: 2.3128, Backward time: 3.0285, DDP time: 0.0043, Total iter time: 5.7003 [2020-11-14 14:24:19,558][root][INFO] - ===> Epoch[9](214/26): Loss 1.1086, Sem 1.1086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.923e-01 Score 67.359 Data time: 0.1935, Forward time: 2.3124, Backward time: 3.0273, DDP time: 0.0043, Total iter time: 5.2365 [2020-11-14 14:24:25,328][root][INFO] - ===> Epoch[9](215/26): Loss 1.0611, Sem 1.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.923e-01 Score 67.819 Data time: 0.2490, Forward time: 2.3138, Backward time: 3.0260, DDP time: 0.0043, Total iter time: 5.6724 [2020-11-14 14:24:30,507][root][INFO] - ===> Epoch[9](216/26): Loss 1.0424, Sem 1.0424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.922e-01 Score 69.216 Data time: 0.1381, Forward time: 2.3106, Backward time: 3.0267, DDP time: 0.0043, Total iter time: 5.0668 [2020-11-14 14:24:36,313][root][INFO] - ===> Epoch[9](217/26): Loss 1.0357, Sem 1.0357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.922e-01 Score 69.599 Data time: 0.1644, Forward time: 2.3078, Backward time: 3.0300, DDP time: 0.0043, Total iter time: 5.7273 [2020-11-14 14:24:43,245][root][INFO] - ===> Epoch[9](218/26): Loss 1.0302, Sem 1.0302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.921e-01 Score 68.880 Data time: 0.2328, Forward time: 2.3098, Backward time: 3.0335, DDP time: 0.0043, Total iter time: 6.8629 [2020-11-14 14:24:48,790][root][INFO] - ===> Epoch[9](219/26): Loss 1.0396, Sem 1.0396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.921e-01 Score 68.799 Data time: 0.1818, Forward time: 2.3089, Backward time: 3.0335, DDP time: 0.0043, Total iter time: 5.4223 [2020-11-14 14:24:54,369][root][INFO] - ===> Epoch[9](220/26): Loss 1.0570, Sem 1.0570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.921e-01 Score 69.070 Data time: 0.1740, Forward time: 2.3057, Backward time: 3.0361, DDP time: 0.0043, Total iter time: 5.5044 [2020-11-14 14:25:00,393][root][INFO] - ===> Epoch[9](221/26): Loss 1.1183, Sem 1.1183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.920e-01 Score 66.619 Data time: 0.2046, Forward time: 2.3034, Backward time: 3.0398, DDP time: 0.0043, Total iter time: 5.9704 [2020-11-14 14:25:05,778][root][INFO] - ===> Epoch[9](222/26): Loss 1.0720, Sem 1.0720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.920e-01 Score 67.821 Data time: 0.1369, Forward time: 2.3001, Backward time: 3.0419, DDP time: 0.0043, Total iter time: 5.3298 [2020-11-14 14:25:12,653][root][INFO] - ===> Epoch[9](223/26): Loss 0.9723, Sem 0.9723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.920e-01 Score 70.584 Data time: 0.2195, Forward time: 2.3008, Backward time: 3.0464, DDP time: 0.0043, Total iter time: 6.8108 [2020-11-14 14:25:17,995][root][INFO] - ===> Epoch[9](224/26): Loss 1.1090, Sem 1.1090, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.919e-01 Score 65.553 Data time: 0.1772, Forward time: 2.2987, Backward time: 3.0467, DDP time: 0.0043, Total iter time: 5.2414 [2020-11-14 14:25:24,518][root][INFO] - ===> Epoch[9](225/26): Loss 1.0232, Sem 1.0232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.919e-01 Score 68.935 Data time: 0.2231, Forward time: 2.2995, Backward time: 3.0495, DDP time: 0.0043, Total iter time: 6.4513 [2020-11-14 14:25:29,886][root][INFO] - ===> Epoch[9](226/26): Loss 0.9620, Sem 0.9620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.919e-01 Score 72.056 Data time: 0.2511, Forward time: 2.3016, Backward time: 3.0458, DDP time: 0.0043, Total iter time: 5.2534 [2020-11-14 14:25:35,764][root][INFO] - ===> Epoch[9](227/26): Loss 0.9653, Sem 0.9653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.918e-01 Score 71.091 Data time: 0.2637, Forward time: 2.3040, Backward time: 3.0440, DDP time: 0.0043, Total iter time: 5.7674 [2020-11-14 14:25:41,323][root][INFO] - ===> Epoch[9](228/26): Loss 1.0453, Sem 1.0453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.918e-01 Score 68.109 Data time: 0.2946, Forward time: 2.3059, Backward time: 3.0410, DDP time: 0.0043, Total iter time: 5.4367 [2020-11-14 14:25:47,121][root][INFO] - ===> Epoch[9](229/26): Loss 1.0714, Sem 1.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.918e-01 Score 67.015 Data time: 0.2206, Forward time: 2.3078, Backward time: 3.0395, DDP time: 0.0043, Total iter time: 5.6981 [2020-11-14 14:25:51,495][root][INFO] - ===> Epoch[9](230/26): Loss 0.9082, Sem 0.9082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.917e-01 Score 73.043 Data time: 0.1485, Forward time: 2.3055, Backward time: 3.0362, DDP time: 0.0043, Total iter time: 4.2776 [2020-11-14 14:25:56,489][root][INFO] - ===> Epoch[9](231/26): Loss 1.0961, Sem 1.0961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.917e-01 Score 66.481 Data time: 0.1893, Forward time: 2.3045, Backward time: 3.0344, DDP time: 0.0043, Total iter time: 4.9434 [2020-11-14 14:26:02,454][root][INFO] - ===> Epoch[9](232/26): Loss 0.9886, Sem 0.9886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.916e-01 Score 69.596 Data time: 0.1679, Forward time: 2.3026, Backward time: 3.0372, DDP time: 0.0043, Total iter time: 5.8940 [2020-11-14 14:26:07,056][root][INFO] - ===> Epoch[9](233/26): Loss 1.0918, Sem 1.0918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.916e-01 Score 67.306 Data time: 0.2459, Forward time: 2.3022, Backward time: 3.0328, DDP time: 0.0043, Total iter time: 4.5247 [2020-11-14 14:26:12,997][root][INFO] - ===> Epoch[9](234/26): Loss 1.0584, Sem 1.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.916e-01 Score 68.851 Data time: 0.2308, Forward time: 2.3030, Backward time: 3.0329, DDP time: 0.0043, Total iter time: 5.8476 [2020-11-14 14:26:17,876][root][INFO] - ===> Epoch[10](235/26): Loss 1.1873, Sem 1.1873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.915e-01 Score 64.278 Data time: 0.1757, Forward time: 2.3013, Backward time: 3.0311, DDP time: 0.0043, Total iter time: 4.7639 [2020-11-14 14:26:23,626][root][INFO] - ===> Epoch[10](236/26): Loss 1.0558, Sem 1.0558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.915e-01 Score 69.259 Data time: 0.2082, Forward time: 2.3016, Backward time: 3.0312, DDP time: 0.0043, Total iter time: 5.6766 [2020-11-14 14:26:29,318][root][INFO] - ===> Epoch[10](237/26): Loss 1.0304, Sem 1.0304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.915e-01 Score 69.101 Data time: 0.1996, Forward time: 2.3010, Backward time: 3.0317, DDP time: 0.0043, Total iter time: 5.5840 [2020-11-14 14:26:36,136][root][INFO] - ===> Epoch[10](238/26): Loss 1.0701, Sem 1.0701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.914e-01 Score 68.519 Data time: 0.1813, Forward time: 2.2999, Backward time: 3.0373, DDP time: 0.0043, Total iter time: 6.7356 [2020-11-14 14:26:41,312][root][INFO] - ===> Epoch[10](239/26): Loss 0.9522, Sem 0.9522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.914e-01 Score 73.103 Data time: 0.2020, Forward time: 2.2981, Backward time: 3.0369, DDP time: 0.0043, Total iter time: 5.0813 [2020-11-14 14:26:46,398][root][INFO] - ===> Epoch[10](240/26): Loss 1.0457, Sem 1.0457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.914e-01 Score 69.600 Data time: 0.1968, Forward time: 2.2976, Backward time: 3.0350, DDP time: 0.0043, Total iter time: 5.0094 [2020-11-14 14:26:52,927][root][INFO] - ===> Epoch[10](241/26): Loss 1.1489, Sem 1.1489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.913e-01 Score 64.083 Data time: 0.2364, Forward time: 2.2988, Backward time: 3.0371, DDP time: 0.0043, Total iter time: 6.4327 [2020-11-14 14:26:59,481][root][INFO] - ===> Epoch[10](242/26): Loss 1.0586, Sem 1.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.913e-01 Score 68.352 Data time: 0.1578, Forward time: 2.2969, Backward time: 3.0422, DDP time: 0.0043, Total iter time: 6.4457 [2020-11-14 14:27:04,236][root][INFO] - ===> Epoch[10](243/26): Loss 1.0316, Sem 1.0316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.912e-01 Score 68.487 Data time: 0.2015, Forward time: 2.2951, Backward time: 3.0403, DDP time: 0.0043, Total iter time: 4.6941 [2020-11-14 14:27:08,936][root][INFO] - ===> Epoch[10](244/26): Loss 1.1095, Sem 1.1095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.912e-01 Score 66.767 Data time: 0.1684, Forward time: 2.2934, Backward time: 3.0382, DDP time: 0.0043, Total iter time: 4.6338 [2020-11-14 14:27:15,542][root][INFO] - ===> Epoch[10](245/26): Loss 1.0433, Sem 1.0433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.912e-01 Score 69.103 Data time: 0.2073, Forward time: 2.2930, Backward time: 3.0422, DDP time: 0.0043, Total iter time: 6.5382 [2020-11-14 14:27:21,407][root][INFO] - ===> Epoch[10](246/26): Loss 1.0533, Sem 1.0533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.911e-01 Score 69.443 Data time: 0.2841, Forward time: 2.2962, Backward time: 3.0396, DDP time: 0.0043, Total iter time: 5.7957 [2020-11-14 14:27:27,938][root][INFO] - ===> Epoch[10](247/26): Loss 1.0327, Sem 1.0327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.911e-01 Score 69.643 Data time: 0.3813, Forward time: 2.3006, Backward time: 3.0381, DDP time: 0.0043, Total iter time: 6.4174 [2020-11-14 14:27:34,097][root][INFO] - ===> Epoch[10](248/26): Loss 0.9916, Sem 0.9916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.911e-01 Score 70.216 Data time: 0.2596, Forward time: 2.3034, Backward time: 3.0368, DDP time: 0.0043, Total iter time: 6.0418 [2020-11-14 14:27:39,542][root][INFO] - ===> Epoch[10](249/26): Loss 0.9723, Sem 0.9723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.910e-01 Score 70.828 Data time: 0.1709, Forward time: 2.3021, Backward time: 3.0372, DDP time: 0.0043, Total iter time: 5.3441 [2020-11-14 14:27:46,280][root][INFO] - ===> Epoch[10](250/26): Loss 0.9619, Sem 0.9619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.910e-01 Score 70.319 Data time: 0.1868, Forward time: 2.3013, Backward time: 3.0419, DDP time: 0.0043, Total iter time: 6.6709 [2020-11-14 14:27:51,763][root][INFO] - ===> Epoch[10](251/26): Loss 1.0667, Sem 1.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.910e-01 Score 68.204 Data time: 0.2236, Forward time: 2.3021, Backward time: 3.0404, DDP time: 0.0043, Total iter time: 5.4220 [2020-11-14 14:27:57,030][root][INFO] - ===> Epoch[10](252/26): Loss 1.1178, Sem 1.1178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.909e-01 Score 67.603 Data time: 0.1627, Forward time: 2.3004, Backward time: 3.0405, DDP time: 0.0043, Total iter time: 5.1912 [2020-11-14 14:28:02,618][root][INFO] - ===> Epoch[10](253/26): Loss 1.0426, Sem 1.0426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.909e-01 Score 67.742 Data time: 0.2210, Forward time: 2.3013, Backward time: 3.0393, DDP time: 0.0043, Total iter time: 5.5321 [2020-11-14 14:28:08,868][root][INFO] - ===> Epoch[10](254/26): Loss 1.0343, Sem 1.0343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.909e-01 Score 69.196 Data time: 0.1185, Forward time: 2.2976, Backward time: 3.0451, DDP time: 0.0043, Total iter time: 6.1653 [2020-11-14 14:28:14,307][root][INFO] - ===> Epoch[10](255/26): Loss 1.0986, Sem 1.0986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.908e-01 Score 67.782 Data time: 0.2436, Forward time: 2.2996, Backward time: 3.0423, DDP time: 0.0043, Total iter time: 5.3880 [2020-11-14 14:28:20,033][root][INFO] - ===> Epoch[10](256/26): Loss 1.0327, Sem 1.0327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.908e-01 Score 68.055 Data time: 0.2144, Forward time: 2.2993, Backward time: 3.0423, DDP time: 0.0043, Total iter time: 5.6223 [2020-11-14 14:28:27,789][root][INFO] - ===> Epoch[10](257/26): Loss 1.0026, Sem 1.0026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.907e-01 Score 69.668 Data time: 0.2002, Forward time: 2.2989, Backward time: 3.0503, DDP time: 0.0043, Total iter time: 7.6744 [2020-11-14 14:28:33,944][root][INFO] - ===> Epoch[10](258/26): Loss 1.0371, Sem 1.0371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.907e-01 Score 68.291 Data time: 0.1951, Forward time: 2.2991, Backward time: 3.0519, DDP time: 0.0043, Total iter time: 6.0893 [2020-11-14 14:28:39,254][root][INFO] - ===> Epoch[10](259/26): Loss 0.9757, Sem 0.9757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.907e-01 Score 70.614 Data time: 0.1886, Forward time: 2.2984, Backward time: 3.0506, DDP time: 0.0043, Total iter time: 5.2074 [2020-11-14 14:28:44,276][root][INFO] - ===> Epoch[10](260/26): Loss 1.0652, Sem 1.0652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.906e-01 Score 68.190 Data time: 0.1726, Forward time: 2.2968, Backward time: 3.0497, DDP time: 0.0043, Total iter time: 4.9491 [2020-11-14 14:28:49,331][root][INFO] - ===> Epoch[11](261/26): Loss 1.1175, Sem 1.1175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.906e-01 Score 67.116 Data time: 0.2122, Forward time: 2.2967, Backward time: 3.0474, DDP time: 0.0044, Total iter time: 4.9770 [2020-11-14 14:28:55,947][root][INFO] - ===> Epoch[11](262/26): Loss 1.0850, Sem 1.0850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.906e-01 Score 67.170 Data time: 0.2076, Forward time: 2.2975, Backward time: 3.0500, DDP time: 0.0044, Total iter time: 6.5457 [2020-11-14 14:29:00,609][root][INFO] - ===> Epoch[11](263/26): Loss 1.0093, Sem 1.0093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.905e-01 Score 69.915 Data time: 0.1937, Forward time: 2.2970, Backward time: 3.0466, DDP time: 0.0044, Total iter time: 4.5485 [2020-11-14 14:29:05,579][root][INFO] - ===> Epoch[11](264/26): Loss 1.0011, Sem 1.0011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.905e-01 Score 69.983 Data time: 0.1850, Forward time: 2.2957, Backward time: 3.0452, DDP time: 0.0044, Total iter time: 4.8636 [2020-11-14 14:29:10,926][root][INFO] - ===> Epoch[11](265/26): Loss 0.9626, Sem 0.9626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.905e-01 Score 70.817 Data time: 0.2403, Forward time: 2.2969, Backward time: 3.0427, DDP time: 0.0044, Total iter time: 5.2801 [2020-11-14 14:29:16,067][root][INFO] - ===> Epoch[11](266/26): Loss 1.0471, Sem 1.0471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.904e-01 Score 69.188 Data time: 0.2080, Forward time: 2.2964, Backward time: 3.0411, DDP time: 0.0044, Total iter time: 5.0312 [2020-11-14 14:29:21,068][root][INFO] - ===> Epoch[11](267/26): Loss 1.1539, Sem 1.1539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.904e-01 Score 65.692 Data time: 0.2146, Forward time: 2.2966, Backward time: 3.0384, DDP time: 0.0044, Total iter time: 4.9230 [2020-11-14 14:29:25,768][root][INFO] - ===> Epoch[11](268/26): Loss 0.9848, Sem 0.9848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.903e-01 Score 70.287 Data time: 0.1874, Forward time: 2.2960, Backward time: 3.0354, DDP time: 0.0044, Total iter time: 4.5868 [2020-11-14 14:29:32,845][root][INFO] - ===> Epoch[11](269/26): Loss 1.0656, Sem 1.0656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.903e-01 Score 68.118 Data time: 0.1582, Forward time: 2.2935, Backward time: 3.0427, DDP time: 0.0044, Total iter time: 6.9897 [2020-11-14 14:29:38,626][root][INFO] - ===> Epoch[11](270/26): Loss 1.0008, Sem 1.0008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.903e-01 Score 70.282 Data time: 0.1803, Forward time: 2.2925, Backward time: 3.0442, DDP time: 0.0044, Total iter time: 5.7233 [2020-11-14 14:29:43,952][root][INFO] - ===> Epoch[11](271/26): Loss 1.0601, Sem 1.0601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.902e-01 Score 67.729 Data time: 0.2648, Forward time: 2.2942, Backward time: 3.0412, DDP time: 0.0044, Total iter time: 5.2585 [2020-11-14 14:29:49,398][root][INFO] - ===> Epoch[11](272/26): Loss 1.1130, Sem 1.1130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.902e-01 Score 66.604 Data time: 0.2056, Forward time: 2.2941, Backward time: 3.0403, DDP time: 0.0044, Total iter time: 5.3437 [2020-11-14 14:29:54,933][root][INFO] - ===> Epoch[11](273/26): Loss 0.9321, Sem 0.9321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.902e-01 Score 71.618 Data time: 0.2318, Forward time: 2.2949, Backward time: 3.0390, DDP time: 0.0044, Total iter time: 5.4592 [2020-11-14 14:30:00,695][root][INFO] - ===> Epoch[11](274/26): Loss 1.0776, Sem 1.0776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.901e-01 Score 68.269 Data time: 0.2162, Forward time: 2.2958, Backward time: 3.0383, DDP time: 0.0044, Total iter time: 5.6709 [2020-11-14 14:30:06,134][root][INFO] - ===> Epoch[11](275/26): Loss 1.0341, Sem 1.0341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.901e-01 Score 69.515 Data time: 0.1349, Forward time: 2.2925, Backward time: 3.0406, DDP time: 0.0044, Total iter time: 5.3373 [2020-11-14 14:30:14,008][root][INFO] - ===> Epoch[11](276/26): Loss 1.0492, Sem 1.0492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.901e-01 Score 67.983 Data time: 0.3791, Forward time: 2.2980, Backward time: 3.0428, DDP time: 0.0044, Total iter time: 7.8401 [2020-11-14 14:30:19,606][root][INFO] - ===> Epoch[11](277/26): Loss 1.1010, Sem 1.1010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.900e-01 Score 67.120 Data time: 0.1634, Forward time: 2.2968, Backward time: 3.0435, DDP time: 0.0044, Total iter time: 5.4793 [2020-11-14 14:30:25,046][root][INFO] - ===> Epoch[11](278/26): Loss 0.9451, Sem 0.9451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.900e-01 Score 71.757 Data time: 0.2732, Forward time: 2.2987, Backward time: 3.0406, DDP time: 0.0044, Total iter time: 5.3457 [2020-11-14 14:30:31,449][root][INFO] - ===> Epoch[11](279/26): Loss 1.0185, Sem 1.0185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.899e-01 Score 70.297 Data time: 0.2390, Forward time: 2.2995, Backward time: 3.0420, DDP time: 0.0044, Total iter time: 6.3021 [2020-11-14 14:30:37,544][root][INFO] - ===> Epoch[11](280/26): Loss 1.0159, Sem 1.0159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.899e-01 Score 68.864 Data time: 0.1395, Forward time: 2.2967, Backward time: 3.0466, DDP time: 0.0044, Total iter time: 6.0094 [2020-11-14 14:30:43,744][root][INFO] - ===> Epoch[11](281/26): Loss 0.9968, Sem 0.9968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.899e-01 Score 69.792 Data time: 0.2232, Forward time: 2.2972, Backward time: 3.0479, DDP time: 0.0044, Total iter time: 6.1425 [2020-11-14 14:30:50,438][root][INFO] - ===> Epoch[11](282/26): Loss 0.9973, Sem 0.9973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.898e-01 Score 69.859 Data time: 0.2620, Forward time: 2.2977, Backward time: 3.0506, DDP time: 0.0044, Total iter time: 6.6064 [2020-11-14 14:30:56,261][root][INFO] - ===> Epoch[11](283/26): Loss 0.9705, Sem 0.9705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.898e-01 Score 70.448 Data time: 0.2450, Forward time: 2.2984, Backward time: 3.0503, DDP time: 0.0044, Total iter time: 5.7428 [2020-11-14 14:31:02,079][root][INFO] - ===> Epoch[11](284/26): Loss 1.0127, Sem 1.0127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.898e-01 Score 70.181 Data time: 0.1823, Forward time: 2.2977, Backward time: 3.0511, DDP time: 0.0044, Total iter time: 5.7214 [2020-11-14 14:31:07,243][root][INFO] - ===> Epoch[11](285/26): Loss 1.0878, Sem 1.0878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.897e-01 Score 68.066 Data time: 0.1396, Forward time: 2.2947, Backward time: 3.0520, DDP time: 0.0044, Total iter time: 5.1019 [2020-11-14 14:31:12,860][root][INFO] - ===> Epoch[11](286/26): Loss 0.9420, Sem 0.9420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.897e-01 Score 71.466 Data time: 0.2278, Forward time: 2.2954, Backward time: 3.0512, DDP time: 0.0044, Total iter time: 5.5815 [2020-11-14 14:31:18,984][root][INFO] - ===> Epoch[12](287/26): Loss 0.9548, Sem 0.9548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.897e-01 Score 71.784 Data time: 0.1976, Forward time: 2.2952, Backward time: 3.0526, DDP time: 0.0044, Total iter time: 6.0148 [2020-11-14 14:31:25,188][root][INFO] - ===> Epoch[12](288/26): Loss 1.0072, Sem 1.0072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.896e-01 Score 70.216 Data time: 0.1659, Forward time: 2.2939, Backward time: 3.0557, DDP time: 0.0044, Total iter time: 6.1184 [2020-11-14 14:31:31,861][root][INFO] - ===> Epoch[12](289/26): Loss 0.9484, Sem 0.9484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.896e-01 Score 72.017 Data time: 0.1893, Forward time: 2.2932, Backward time: 3.0595, DDP time: 0.0044, Total iter time: 6.5840 [2020-11-14 14:31:36,622][root][INFO] - ===> Epoch[12](290/26): Loss 0.9679, Sem 0.9679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.896e-01 Score 70.895 Data time: 0.2254, Forward time: 2.2937, Backward time: 3.0555, DDP time: 0.0044, Total iter time: 4.6713 [2020-11-14 14:31:42,077][root][INFO] - ===> Epoch[12](291/26): Loss 0.9290, Sem 0.9290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.895e-01 Score 72.095 Data time: 0.2072, Forward time: 2.2937, Backward time: 3.0546, DDP time: 0.0044, Total iter time: 5.3667 [2020-11-14 14:31:47,675][root][INFO] - ===> Epoch[12](292/26): Loss 0.9021, Sem 0.9021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.895e-01 Score 73.711 Data time: 0.2813, Forward time: 2.2958, Backward time: 3.0520, DDP time: 0.0044, Total iter time: 5.5001 [2020-11-14 14:31:52,768][root][INFO] - ===> Epoch[12](293/26): Loss 0.9176, Sem 0.9176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.894e-01 Score 72.689 Data time: 0.1621, Forward time: 2.2951, Backward time: 3.0508, DDP time: 0.0044, Total iter time: 4.9824 [2020-11-14 14:31:57,996][root][INFO] - ===> Epoch[12](294/26): Loss 1.0100, Sem 1.0100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.894e-01 Score 71.561 Data time: 0.1648, Forward time: 2.2930, Backward time: 3.0512, DDP time: 0.0044, Total iter time: 5.1341 [2020-11-14 14:32:03,482][root][INFO] - ===> Epoch[12](295/26): Loss 0.9536, Sem 0.9536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.894e-01 Score 71.275 Data time: 0.2496, Forward time: 2.2950, Backward time: 3.0486, DDP time: 0.0044, Total iter time: 5.4133 [2020-11-14 14:32:10,554][root][INFO] - ===> Epoch[12](296/26): Loss 1.0432, Sem 1.0432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.893e-01 Score 68.850 Data time: 0.1891, Forward time: 2.2944, Backward time: 3.0535, DDP time: 0.0044, Total iter time: 6.9651 [2020-11-14 14:32:16,179][root][INFO] - ===> Epoch[12](297/26): Loss 1.1011, Sem 1.1011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.893e-01 Score 68.665 Data time: 0.1546, Forward time: 2.2924, Backward time: 3.0553, DDP time: 0.0044, Total iter time: 5.5401 [2020-11-14 14:32:22,456][root][INFO] - ===> Epoch[12](298/26): Loss 0.9108, Sem 0.9108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.893e-01 Score 73.630 Data time: 0.2328, Forward time: 2.2928, Backward time: 3.0567, DDP time: 0.0044, Total iter time: 6.1941 [2020-11-14 14:32:28,921][root][INFO] - ===> Epoch[12](299/26): Loss 1.0831, Sem 1.0831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.892e-01 Score 67.856 Data time: 0.2089, Forward time: 2.2930, Backward time: 3.0587, DDP time: 0.0044, Total iter time: 6.3842 [2020-11-14 14:32:34,574][root][INFO] - ===> Epoch[12](300/26): Loss 1.1032, Sem 1.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.892e-01 Score 66.203 Data time: 0.1673, Forward time: 2.2916, Backward time: 3.0598, DDP time: 0.0044, Total iter time: 5.5684 [2020-11-14 14:32:40,099][root][INFO] - ===> Epoch[12](301/26): Loss 0.9919, Sem 0.9919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.892e-01 Score 70.045 Data time: 0.1193, Forward time: 2.2880, Backward time: 3.0633, DDP time: 0.0044, Total iter time: 5.4615 [2020-11-14 14:32:45,565][root][INFO] - ===> Epoch[12](302/26): Loss 1.0144, Sem 1.0144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.891e-01 Score 70.534 Data time: 0.1999, Forward time: 2.2877, Backward time: 3.0631, DDP time: 0.0044, Total iter time: 5.4348 [2020-11-14 14:32:51,741][root][INFO] - ===> Epoch[12](303/26): Loss 1.0137, Sem 1.0137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.891e-01 Score 70.240 Data time: 0.2679, Forward time: 2.2899, Backward time: 3.0622, DDP time: 0.0044, Total iter time: 6.0930 [2020-11-14 14:32:56,846][root][INFO] - ===> Epoch[12](304/26): Loss 0.9714, Sem 0.9714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.890e-01 Score 70.315 Data time: 0.1522, Forward time: 2.2882, Backward time: 3.0619, DDP time: 0.0044, Total iter time: 4.9860 [2020-11-14 14:33:02,206][root][INFO] - ===> Epoch[12](305/26): Loss 0.9708, Sem 0.9708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.890e-01 Score 71.890 Data time: 0.2503, Forward time: 2.2893, Backward time: 3.0598, DDP time: 0.0044, Total iter time: 5.2897 [2020-11-14 14:33:07,823][root][INFO] - ===> Epoch[12](306/26): Loss 1.0225, Sem 1.0225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.890e-01 Score 68.947 Data time: 0.2193, Forward time: 2.2896, Backward time: 3.0590, DDP time: 0.0044, Total iter time: 5.4946 [2020-11-14 14:33:12,490][root][INFO] - ===> Epoch[12](307/26): Loss 0.9771, Sem 0.9771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.889e-01 Score 71.952 Data time: 0.1791, Forward time: 2.2881, Backward time: 3.0572, DDP time: 0.0044, Total iter time: 4.5650 [2020-11-14 14:33:18,650][root][INFO] - ===> Epoch[12](308/26): Loss 0.9696, Sem 0.9696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.889e-01 Score 70.786 Data time: 0.3055, Forward time: 2.2911, Backward time: 3.0555, DDP time: 0.0044, Total iter time: 6.0803 [2020-11-14 14:33:24,819][root][INFO] - ===> Epoch[12](309/26): Loss 0.9962, Sem 0.9962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.889e-01 Score 70.967 Data time: 0.3507, Forward time: 2.2940, Backward time: 3.0537, DDP time: 0.0044, Total iter time: 6.0549 [2020-11-14 14:33:30,180][root][INFO] - ===> Epoch[12](310/26): Loss 1.0054, Sem 1.0054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.888e-01 Score 69.533 Data time: 0.1883, Forward time: 2.2935, Backward time: 3.0531, DDP time: 0.0044, Total iter time: 5.2587 [2020-11-14 14:33:34,624][root][INFO] - ===> Epoch[12](311/26): Loss 1.0138, Sem 1.0138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.888e-01 Score 69.471 Data time: 0.1641, Forward time: 2.2917, Backward time: 3.0507, DDP time: 0.0044, Total iter time: 4.3405 [2020-11-14 14:33:40,116][root][INFO] - ===> Epoch[12](312/26): Loss 0.9150, Sem 0.9150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.888e-01 Score 72.480 Data time: 0.2207, Forward time: 2.2925, Backward time: 3.0493, DDP time: 0.0044, Total iter time: 5.4159 [2020-11-14 14:33:45,855][root][INFO] - ===> Epoch[13](313/26): Loss 0.8888, Sem 0.8888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.887e-01 Score 73.770 Data time: 0.1951, Forward time: 2.2907, Backward time: 3.0509, DDP time: 0.0044, Total iter time: 5.6207 [2020-11-14 14:33:50,348][root][INFO] - ===> Epoch[13](314/26): Loss 0.9486, Sem 0.9486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.887e-01 Score 70.449 Data time: 0.1776, Forward time: 2.2896, Backward time: 3.0483, DDP time: 0.0044, Total iter time: 4.4194 [2020-11-14 14:33:56,747][root][INFO] - ===> Epoch[13](315/26): Loss 0.9738, Sem 0.9738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.887e-01 Score 70.271 Data time: 0.2251, Forward time: 2.2885, Backward time: 3.0515, DDP time: 0.0044, Total iter time: 6.3175 [2020-11-14 14:34:03,151][root][INFO] - ===> Epoch[13](316/26): Loss 0.9197, Sem 0.9197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.886e-01 Score 73.081 Data time: 0.2407, Forward time: 2.2894, Backward time: 3.0527, DDP time: 0.0044, Total iter time: 6.3084 [2020-11-14 14:34:08,698][root][INFO] - ===> Epoch[13](317/26): Loss 0.9465, Sem 0.9465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.886e-01 Score 72.241 Data time: 0.2301, Forward time: 2.2890, Backward time: 3.0523, DDP time: 0.0044, Total iter time: 5.4203 [2020-11-14 14:34:14,080][root][INFO] - ===> Epoch[13](318/26): Loss 0.9496, Sem 0.9496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.885e-01 Score 72.274 Data time: 0.2037, Forward time: 2.2892, Backward time: 3.0511, DDP time: 0.0044, Total iter time: 5.2728 [2020-11-14 14:34:19,521][root][INFO] - ===> Epoch[13](319/26): Loss 0.9647, Sem 0.9647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.885e-01 Score 71.501 Data time: 0.1594, Forward time: 2.2874, Backward time: 3.0521, DDP time: 0.0044, Total iter time: 5.3492 [2020-11-14 14:34:26,627][root][INFO] - ===> Epoch[13](320/26): Loss 0.8438, Sem 0.8438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.885e-01 Score 75.013 Data time: 0.3344, Forward time: 2.2903, Backward time: 3.0533, DDP time: 0.0044, Total iter time: 7.0454 [2020-11-14 14:34:33,238][root][INFO] - ===> Epoch[13](321/26): Loss 0.9414, Sem 0.9414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.884e-01 Score 71.072 Data time: 0.2322, Forward time: 2.2919, Backward time: 3.0543, DDP time: 0.0044, Total iter time: 6.5007 [2020-11-14 14:34:39,299][root][INFO] - ===> Epoch[13](322/26): Loss 0.8755, Sem 0.8755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.884e-01 Score 74.344 Data time: 0.2870, Forward time: 2.2947, Backward time: 3.0525, DDP time: 0.0044, Total iter time: 5.9524 [2020-11-14 14:34:44,523][root][INFO] - ===> Epoch[13](323/26): Loss 1.0770, Sem 1.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.884e-01 Score 68.683 Data time: 0.1689, Forward time: 2.2937, Backward time: 3.0520, DDP time: 0.0044, Total iter time: 5.1174 [2020-11-14 14:34:50,707][root][INFO] - ===> Epoch[13](324/26): Loss 0.9857, Sem 0.9857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.883e-01 Score 70.249 Data time: 0.2909, Forward time: 2.2950, Backward time: 3.0521, DDP time: 0.0044, Total iter time: 6.1376 [2020-11-14 14:34:56,294][root][INFO] - ===> Epoch[13](325/26): Loss 0.8793, Sem 0.8793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.883e-01 Score 74.226 Data time: 0.2558, Forward time: 2.2968, Backward time: 3.0499, DDP time: 0.0044, Total iter time: 5.4968 [2020-11-14 14:35:00,543][root][INFO] - ===> Epoch[13](326/26): Loss 0.9150, Sem 0.9150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.883e-01 Score 71.769 Data time: 0.1900, Forward time: 2.2964, Backward time: 3.0460, DDP time: 0.0044, Total iter time: 4.1516 [2020-11-14 14:35:06,694][root][INFO] - ===> Epoch[13](327/26): Loss 0.9934, Sem 0.9934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.882e-01 Score 69.826 Data time: 0.1849, Forward time: 2.2959, Backward time: 3.0478, DDP time: 0.0044, Total iter time: 6.0803 [2020-11-14 14:35:13,033][root][INFO] - ===> Epoch[13](328/26): Loss 0.9777, Sem 0.9777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.882e-01 Score 69.739 Data time: 0.1979, Forward time: 2.2963, Backward time: 3.0494, DDP time: 0.0044, Total iter time: 6.2852 [2020-11-14 14:35:18,532][root][INFO] - ===> Epoch[13](329/26): Loss 1.0512, Sem 1.0512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.881e-01 Score 67.862 Data time: 0.1650, Forward time: 2.2953, Backward time: 3.0496, DDP time: 0.0044, Total iter time: 5.4391 [2020-11-14 14:35:24,363][root][INFO] - ===> Epoch[13](330/26): Loss 0.9232, Sem 0.9232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.881e-01 Score 72.453 Data time: 0.2045, Forward time: 2.2952, Backward time: 3.0501, DDP time: 0.0044, Total iter time: 5.7469 [2020-11-14 14:35:29,123][root][INFO] - ===> Epoch[13](331/26): Loss 0.9179, Sem 0.9179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.881e-01 Score 73.183 Data time: 0.2105, Forward time: 2.2956, Backward time: 3.0469, DDP time: 0.0044, Total iter time: 4.6693 [2020-11-14 14:35:35,353][root][INFO] - ===> Epoch[13](332/26): Loss 0.9589, Sem 0.9589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.880e-01 Score 70.881 Data time: 0.1389, Forward time: 2.2940, Backward time: 3.0501, DDP time: 0.0044, Total iter time: 6.1419 [2020-11-14 14:35:40,839][root][INFO] - ===> Epoch[13](333/26): Loss 0.9591, Sem 0.9591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.880e-01 Score 72.784 Data time: 0.1488, Forward time: 2.2922, Backward time: 3.0513, DDP time: 0.0044, Total iter time: 5.4058 [2020-11-14 14:35:47,121][root][INFO] - ===> Epoch[13](334/26): Loss 0.9449, Sem 0.9449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.880e-01 Score 71.493 Data time: 0.1943, Forward time: 2.2920, Backward time: 3.0533, DDP time: 0.0044, Total iter time: 6.2335 [2020-11-14 14:35:52,982][root][INFO] - ===> Epoch[13](335/26): Loss 1.0105, Sem 1.0105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.879e-01 Score 71.308 Data time: 0.1992, Forward time: 2.2907, Backward time: 3.0550, DDP time: 0.0044, Total iter time: 5.7819 [2020-11-14 14:35:57,665][root][INFO] - ===> Epoch[13](336/26): Loss 0.9056, Sem 0.9056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.879e-01 Score 72.346 Data time: 0.1406, Forward time: 2.2886, Backward time: 3.0543, DDP time: 0.0044, Total iter time: 4.6125 [2020-11-14 14:36:04,181][root][INFO] - ===> Epoch[13](337/26): Loss 0.9096, Sem 0.9096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.879e-01 Score 72.914 Data time: 0.2196, Forward time: 2.2892, Backward time: 3.0562, DDP time: 0.0044, Total iter time: 6.4860 [2020-11-14 14:36:10,987][root][INFO] - ===> Epoch[13](338/26): Loss 0.9730, Sem 0.9730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.878e-01 Score 71.849 Data time: 0.2554, Forward time: 2.2909, Backward time: 3.0575, DDP time: 0.0044, Total iter time: 6.7278 [2020-11-14 14:36:15,786][root][INFO] - ===> Epoch[14](339/26): Loss 0.8588, Sem 0.8588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.878e-01 Score 74.220 Data time: 0.2097, Forward time: 2.2916, Backward time: 3.0542, DDP time: 0.0044, Total iter time: 4.6926 [2020-11-14 14:36:22,049][root][INFO] - ===> Epoch[14](340/26): Loss 0.9524, Sem 0.9524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.878e-01 Score 71.093 Data time: 0.1459, Forward time: 2.2899, Backward time: 3.0575, DDP time: 0.0044, Total iter time: 6.1758 [2020-11-14 14:36:28,313][root][INFO] - ===> Epoch[14](341/26): Loss 0.8942, Sem 0.8942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.877e-01 Score 73.518 Data time: 0.2102, Forward time: 2.2891, Backward time: 3.0599, DDP time: 0.0044, Total iter time: 6.2093 [2020-11-14 14:36:33,800][root][INFO] - ===> Epoch[14](342/26): Loss 0.9504, Sem 0.9504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.877e-01 Score 71.598 Data time: 0.2135, Forward time: 2.2890, Backward time: 3.0593, DDP time: 0.0044, Total iter time: 5.4052 [2020-11-14 14:36:38,968][root][INFO] - ===> Epoch[14](343/26): Loss 0.9019, Sem 0.9019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.876e-01 Score 73.409 Data time: 0.2177, Forward time: 2.2894, Backward time: 3.0574, DDP time: 0.0044, Total iter time: 5.0812 [2020-11-14 14:36:45,287][root][INFO] - ===> Epoch[14](344/26): Loss 0.9938, Sem 0.9938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.876e-01 Score 70.283 Data time: 0.2310, Forward time: 2.2894, Backward time: 3.0590, DDP time: 0.0044, Total iter time: 6.2282 [2020-11-14 14:36:50,350][root][INFO] - ===> Epoch[14](345/26): Loss 0.9148, Sem 0.9148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.876e-01 Score 71.996 Data time: 0.1657, Forward time: 2.2879, Backward time: 3.0587, DDP time: 0.0044, Total iter time: 4.9713 [2020-11-14 14:36:55,601][root][INFO] - ===> Epoch[14](346/26): Loss 1.0098, Sem 1.0098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.875e-01 Score 70.633 Data time: 0.2352, Forward time: 2.2888, Backward time: 3.0566, DDP time: 0.0044, Total iter time: 5.1782 [2020-11-14 14:37:01,244][root][INFO] - ===> Epoch[14](347/26): Loss 0.8365, Sem 0.8365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.875e-01 Score 75.895 Data time: 0.2043, Forward time: 2.2886, Backward time: 3.0565, DDP time: 0.0044, Total iter time: 5.5193 [2020-11-14 14:37:07,318][root][INFO] - ===> Epoch[14](348/26): Loss 0.9221, Sem 0.9221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.875e-01 Score 72.319 Data time: 0.2901, Forward time: 2.2909, Backward time: 3.0550, DDP time: 0.0044, Total iter time: 5.9838 [2020-11-14 14:37:12,024][root][INFO] - ===> Epoch[14](349/26): Loss 0.9242, Sem 0.9242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.874e-01 Score 73.140 Data time: 0.1769, Forward time: 2.2902, Backward time: 3.0529, DDP time: 0.0044, Total iter time: 4.5914 [2020-11-14 14:37:17,218][root][INFO] - ===> Epoch[14](350/26): Loss 0.9710, Sem 0.9710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.874e-01 Score 70.867 Data time: 0.2322, Forward time: 2.2888, Backward time: 3.0527, DDP time: 0.0044, Total iter time: 5.0886 [2020-11-14 14:37:22,830][root][INFO] - ===> Epoch[14](351/26): Loss 0.8887, Sem 0.8887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.874e-01 Score 73.151 Data time: 0.2316, Forward time: 2.2898, Backward time: 3.0515, DDP time: 0.0044, Total iter time: 5.5439 [2020-11-14 14:37:28,110][root][INFO] - ===> Epoch[14](352/26): Loss 0.8716, Sem 0.8716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.873e-01 Score 73.225 Data time: 0.1489, Forward time: 2.2884, Backward time: 3.0517, DDP time: 0.0044, Total iter time: 5.1633 [2020-11-14 14:37:34,029][root][INFO] - ===> Epoch[14](353/26): Loss 0.9525, Sem 0.9525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.873e-01 Score 73.069 Data time: 0.2023, Forward time: 2.2879, Backward time: 3.0528, DDP time: 0.0044, Total iter time: 5.8398 [2020-11-14 14:37:39,499][root][INFO] - ===> Epoch[14](354/26): Loss 0.8872, Sem 0.8872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.872e-01 Score 73.507 Data time: 0.1871, Forward time: 2.2869, Backward time: 3.0530, DDP time: 0.0044, Total iter time: 5.3529 [2020-11-14 14:37:44,903][root][INFO] - ===> Epoch[14](355/26): Loss 0.8566, Sem 0.8566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.872e-01 Score 74.663 Data time: 0.1229, Forward time: 2.2847, Backward time: 3.0545, DDP time: 0.0044, Total iter time: 5.3203 [2020-11-14 14:37:50,145][root][INFO] - ===> Epoch[14](356/26): Loss 0.9668, Sem 0.9668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.872e-01 Score 70.982 Data time: 0.1472, Forward time: 2.2829, Backward time: 3.0551, DDP time: 0.0044, Total iter time: 5.1983 [2020-11-14 14:37:55,289][root][INFO] - ===> Epoch[14](357/26): Loss 0.9490, Sem 0.9490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.871e-01 Score 71.155 Data time: 0.2196, Forward time: 2.2834, Backward time: 3.0532, DDP time: 0.0044, Total iter time: 5.0963 [2020-11-14 14:38:01,532][root][INFO] - ===> Epoch[14](358/26): Loss 0.7756, Sem 0.7756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.871e-01 Score 77.251 Data time: 0.1623, Forward time: 2.2820, Backward time: 3.0560, DDP time: 0.0044, Total iter time: 6.1527 [2020-11-14 14:38:06,427][root][INFO] - ===> Epoch[14](359/26): Loss 0.9123, Sem 0.9123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.871e-01 Score 72.659 Data time: 0.2289, Forward time: 2.2828, Backward time: 3.0532, DDP time: 0.0044, Total iter time: 4.8335 [2020-11-14 14:38:11,624][root][INFO] - ===> Epoch[14](360/26): Loss 0.9372, Sem 0.9372, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.870e-01 Score 73.630 Data time: 0.1886, Forward time: 2.2822, Backward time: 3.0524, DDP time: 0.0044, Total iter time: 5.0951 [2020-11-14 14:38:17,827][root][INFO] - ===> Epoch[14](361/26): Loss 0.9323, Sem 0.9323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.870e-01 Score 72.382 Data time: 0.2750, Forward time: 2.2847, Backward time: 3.0512, DDP time: 0.0044, Total iter time: 6.1248 [2020-11-14 14:38:22,986][root][INFO] - ===> Epoch[14](362/26): Loss 1.0414, Sem 1.0414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.870e-01 Score 69.107 Data time: 0.2352, Forward time: 2.2857, Backward time: 3.0484, DDP time: 0.0044, Total iter time: 5.0343 [2020-11-14 14:38:27,867][root][INFO] - ===> Epoch[14](363/26): Loss 0.8843, Sem 0.8843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.869e-01 Score 73.096 Data time: 0.2036, Forward time: 2.2853, Backward time: 3.0466, DDP time: 0.0044, Total iter time: 4.7829 [2020-11-14 14:38:33,218][root][INFO] - ===> Epoch[14](364/26): Loss 0.8775, Sem 0.8775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.869e-01 Score 74.931 Data time: 0.2528, Forward time: 2.2863, Backward time: 3.0446, DDP time: 0.0044, Total iter time: 5.2616 [2020-11-14 14:38:38,488][root][INFO] - ===> Epoch[15](365/26): Loss 0.9556, Sem 0.9556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.868e-01 Score 72.608 Data time: 0.2513, Forward time: 2.2873, Backward time: 3.0422, DDP time: 0.0044, Total iter time: 5.1634 [2020-11-14 14:38:45,794][root][INFO] - ===> Epoch[15](366/26): Loss 0.9284, Sem 0.9284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.868e-01 Score 72.988 Data time: 0.3826, Forward time: 2.2911, Backward time: 3.0424, DDP time: 0.0044, Total iter time: 7.1930 [2020-11-14 14:38:50,333][root][INFO] - ===> Epoch[15](367/26): Loss 0.8365, Sem 0.8365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.868e-01 Score 76.376 Data time: 0.1904, Forward time: 2.2914, Backward time: 3.0389, DDP time: 0.0044, Total iter time: 4.4109 [2020-11-14 14:38:57,254][root][INFO] - ===> Epoch[15](368/26): Loss 0.8831, Sem 0.8831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.867e-01 Score 72.646 Data time: 0.1704, Forward time: 2.2903, Backward time: 3.0432, DDP time: 0.0044, Total iter time: 6.8193 [2020-11-14 14:39:02,373][root][INFO] - ===> Epoch[15](369/26): Loss 0.9013, Sem 0.9013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.867e-01 Score 73.293 Data time: 0.1949, Forward time: 2.2902, Backward time: 3.0419, DDP time: 0.0044, Total iter time: 5.0650 [2020-11-14 14:39:07,636][root][INFO] - ===> Epoch[15](370/26): Loss 0.8562, Sem 0.8562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.867e-01 Score 74.807 Data time: 0.2329, Forward time: 2.2908, Backward time: 3.0402, DDP time: 0.0044, Total iter time: 5.1617 [2020-11-14 14:39:12,615][root][INFO] - ===> Epoch[15](371/26): Loss 0.8954, Sem 0.8954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.866e-01 Score 73.815 Data time: 0.1859, Forward time: 2.2901, Backward time: 3.0390, DDP time: 0.0044, Total iter time: 4.8775 [2020-11-14 14:39:17,902][root][INFO] - ===> Epoch[15](372/26): Loss 0.9241, Sem 0.9241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.866e-01 Score 72.339 Data time: 0.1978, Forward time: 2.2896, Backward time: 3.0381, DDP time: 0.0044, Total iter time: 5.1891 [2020-11-14 14:39:24,213][root][INFO] - ===> Epoch[15](373/26): Loss 0.8265, Sem 0.8265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.866e-01 Score 74.290 Data time: 0.2182, Forward time: 2.2901, Backward time: 3.0392, DDP time: 0.0044, Total iter time: 6.2115 [2020-11-14 14:39:30,454][root][INFO] - ===> Epoch[15](374/26): Loss 0.8501, Sem 0.8501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.865e-01 Score 75.313 Data time: 0.1740, Forward time: 2.2891, Backward time: 3.0415, DDP time: 0.0044, Total iter time: 6.1217 [2020-11-14 14:39:35,699][root][INFO] - ===> Epoch[15](375/26): Loss 0.8667, Sem 0.8667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.865e-01 Score 74.576 Data time: 0.1839, Forward time: 2.2884, Backward time: 3.0411, DDP time: 0.0044, Total iter time: 5.1644 [2020-11-14 14:39:41,257][root][INFO] - ===> Epoch[15](376/26): Loss 0.8715, Sem 0.8715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.865e-01 Score 73.542 Data time: 0.1923, Forward time: 2.2876, Backward time: 3.0415, DDP time: 0.0044, Total iter time: 5.4644 [2020-11-14 14:39:47,327][root][INFO] - ===> Epoch[15](377/26): Loss 0.9605, Sem 0.9605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.864e-01 Score 71.058 Data time: 0.2808, Forward time: 2.2897, Backward time: 3.0405, DDP time: 0.0044, Total iter time: 6.0174 [2020-11-14 14:39:52,129][root][INFO] - ===> Epoch[15](378/26): Loss 0.9308, Sem 0.9308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.864e-01 Score 72.125 Data time: 0.2230, Forward time: 2.2902, Backward time: 3.0377, DDP time: 0.0044, Total iter time: 4.6757 [2020-11-14 14:39:58,254][root][INFO] - ===> Epoch[15](379/26): Loss 0.8340, Sem 0.8340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.863e-01 Score 73.820 Data time: 0.2091, Forward time: 2.2903, Backward time: 3.0386, DDP time: 0.0044, Total iter time: 6.0303 [2020-11-14 14:40:04,367][root][INFO] - ===> Epoch[15](380/26): Loss 0.8973, Sem 0.8973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.863e-01 Score 72.516 Data time: 0.3773, Forward time: 2.2925, Backward time: 3.0372, DDP time: 0.0044, Total iter time: 6.0201 [2020-11-14 14:40:11,140][root][INFO] - ===> Epoch[15](381/26): Loss 0.8713, Sem 0.8713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.863e-01 Score 73.333 Data time: 0.1961, Forward time: 2.2925, Backward time: 3.0398, DDP time: 0.0044, Total iter time: 6.6665 [2020-11-14 14:40:16,477][root][INFO] - ===> Epoch[15](382/26): Loss 0.7966, Sem 0.7966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.862e-01 Score 76.448 Data time: 0.1674, Forward time: 2.2914, Backward time: 3.0401, DDP time: 0.0044, Total iter time: 5.2529 [2020-11-14 14:40:22,847][root][INFO] - ===> Epoch[15](383/26): Loss 0.9103, Sem 0.9103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.862e-01 Score 73.970 Data time: 0.2193, Forward time: 2.2913, Backward time: 3.0418, DDP time: 0.0044, Total iter time: 6.3070 [2020-11-14 14:40:28,750][root][INFO] - ===> Epoch[15](384/26): Loss 0.8615, Sem 0.8615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.862e-01 Score 74.953 Data time: 0.2341, Forward time: 2.2923, Backward time: 3.0414, DDP time: 0.0044, Total iter time: 5.8131 [2020-11-14 14:40:34,808][root][INFO] - ===> Epoch[15](385/26): Loss 0.8943, Sem 0.8943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.861e-01 Score 73.840 Data time: 0.2287, Forward time: 2.2928, Backward time: 3.0417, DDP time: 0.0044, Total iter time: 5.9566 [2020-11-14 14:40:40,302][root][INFO] - ===> Epoch[15](386/26): Loss 0.8997, Sem 0.8997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.861e-01 Score 73.128 Data time: 0.2200, Forward time: 2.2933, Backward time: 3.0406, DDP time: 0.0044, Total iter time: 5.3860 [2020-11-14 14:40:45,338][root][INFO] - ===> Epoch[15](387/26): Loss 0.8275, Sem 0.8275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.861e-01 Score 76.066 Data time: 0.1438, Forward time: 2.2913, Backward time: 3.0409, DDP time: 0.0044, Total iter time: 4.9449 [2020-11-14 14:40:50,562][root][INFO] - ===> Epoch[15](388/26): Loss 0.9120, Sem 0.9120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.860e-01 Score 73.811 Data time: 0.2293, Forward time: 2.2917, Backward time: 3.0394, DDP time: 0.0044, Total iter time: 5.1689 [2020-11-14 14:40:56,545][root][INFO] - ===> Epoch[15](389/26): Loss 0.8523, Sem 0.8523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.860e-01 Score 74.321 Data time: 0.2212, Forward time: 2.2922, Backward time: 3.0395, DDP time: 0.0044, Total iter time: 5.8857 [2020-11-14 14:41:02,741][root][INFO] - ===> Epoch[15](390/26): Loss 0.8962, Sem 0.8962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.859e-01 Score 73.759 Data time: 0.1944, Forward time: 2.2922, Backward time: 3.0407, DDP time: 0.0044, Total iter time: 6.0969 [2020-11-14 14:41:08,882][root][INFO] - ===> Epoch[16](391/26): Loss 0.8214, Sem 0.8214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.859e-01 Score 74.542 Data time: 0.2236, Forward time: 2.2921, Backward time: 3.0419, DDP time: 0.0045, Total iter time: 6.0334 [2020-11-14 14:41:14,046][root][INFO] - ===> Epoch[16](392/26): Loss 0.8900, Sem 0.8900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.859e-01 Score 75.056 Data time: 0.1741, Forward time: 2.2911, Backward time: 3.0415, DDP time: 0.0045, Total iter time: 5.0659 [2020-11-14 14:41:19,193][root][INFO] - ===> Epoch[16](393/26): Loss 0.8451, Sem 0.8451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.858e-01 Score 75.018 Data time: 0.1846, Forward time: 2.2906, Backward time: 3.0407, DDP time: 0.0045, Total iter time: 5.0437 [2020-11-14 14:41:23,886][root][INFO] - ===> Epoch[16](394/26): Loss 0.9169, Sem 0.9169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.858e-01 Score 73.193 Data time: 0.1237, Forward time: 2.2886, Backward time: 3.0399, DDP time: 0.0045, Total iter time: 4.5775 [2020-11-14 14:41:30,621][root][INFO] - ===> Epoch[16](395/26): Loss 0.7801, Sem 0.7801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.858e-01 Score 76.265 Data time: 0.1316, Forward time: 2.2864, Backward time: 3.0451, DDP time: 0.0045, Total iter time: 6.6729 [2020-11-14 14:41:37,573][root][INFO] - ===> Epoch[16](396/26): Loss 0.9045, Sem 0.9045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.857e-01 Score 74.066 Data time: 0.1719, Forward time: 2.2857, Backward time: 3.0490, DDP time: 0.0045, Total iter time: 6.8990 [2020-11-14 14:41:42,984][root][INFO] - ===> Epoch[16](397/26): Loss 0.8678, Sem 0.8678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.857e-01 Score 73.474 Data time: 0.1812, Forward time: 2.2846, Backward time: 3.0493, DDP time: 0.0045, Total iter time: 5.3205 [2020-11-14 14:41:48,036][root][INFO] - ===> Epoch[16](398/26): Loss 0.9956, Sem 0.9956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.857e-01 Score 71.312 Data time: 0.2654, Forward time: 2.2854, Backward time: 3.0470, DDP time: 0.0045, Total iter time: 4.9681 [2020-11-14 14:41:55,290][root][INFO] - ===> Epoch[16](399/26): Loss 0.8305, Sem 0.8305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.856e-01 Score 75.510 Data time: 0.3752, Forward time: 2.2889, Backward time: 3.0469, DDP time: 0.0044, Total iter time: 7.1219 [2020-11-14 14:42:01,157][root][INFO] - ===> Epoch[16](400/26): Loss 0.8445, Sem 0.8445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.856e-01 Score 75.096 Data time: 0.1335, Forward time: 2.2874, Backward time: 3.0488, DDP time: 0.0045, Total iter time: 5.7364 [2020-11-14 14:42:06,909][root][INFO] - ===> Epoch[16](401/26): Loss 0.8929, Sem 0.8929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.856e-01 Score 73.523 Data time: 0.1855, Forward time: 2.2866, Backward time: 3.0498, DDP time: 0.0045, Total iter time: 5.6887 [2020-11-14 14:42:13,676][root][INFO] - ===> Epoch[16](402/26): Loss 0.7815, Sem 0.7815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.855e-01 Score 76.418 Data time: 0.1964, Forward time: 2.2865, Backward time: 3.0524, DDP time: 0.0045, Total iter time: 6.7159 [2020-11-14 14:42:19,254][root][INFO] - ===> Epoch[16](403/26): Loss 0.8936, Sem 0.8936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.855e-01 Score 73.966 Data time: 0.2043, Forward time: 2.2868, Backward time: 3.0519, DDP time: 0.0045, Total iter time: 5.4829 [2020-11-14 14:42:24,274][root][INFO] - ===> Epoch[16](404/26): Loss 0.8391, Sem 0.8391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.854e-01 Score 75.431 Data time: 0.1886, Forward time: 2.2865, Backward time: 3.0505, DDP time: 0.0045, Total iter time: 4.9349 [2020-11-14 14:42:30,896][root][INFO] - ===> Epoch[16](405/26): Loss 0.8006, Sem 0.8006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.854e-01 Score 75.851 Data time: 0.2145, Forward time: 2.2865, Backward time: 3.0527, DDP time: 0.0045, Total iter time: 6.5473 [2020-11-14 14:42:37,985][root][INFO] - ===> Epoch[16](406/26): Loss 0.8192, Sem 0.8192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.854e-01 Score 75.615 Data time: 0.2867, Forward time: 2.2877, Backward time: 3.0547, DDP time: 0.0045, Total iter time: 7.0097 [2020-11-14 14:42:43,065][root][INFO] - ===> Epoch[16](407/26): Loss 0.8135, Sem 0.8135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.853e-01 Score 75.484 Data time: 0.2149, Forward time: 2.2882, Backward time: 3.0527, DDP time: 0.0045, Total iter time: 4.9771 [2020-11-14 14:42:47,926][root][INFO] - ===> Epoch[16](408/26): Loss 0.8437, Sem 0.8437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.853e-01 Score 75.960 Data time: 0.1519, Forward time: 2.2869, Backward time: 3.0520, DDP time: 0.0045, Total iter time: 4.7666 [2020-11-14 14:42:52,832][root][INFO] - ===> Epoch[16](409/26): Loss 0.8373, Sem 0.8373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.853e-01 Score 75.582 Data time: 0.1285, Forward time: 2.2849, Backward time: 3.0523, DDP time: 0.0045, Total iter time: 4.8644 [2020-11-14 14:42:58,127][root][INFO] - ===> Epoch[16](410/26): Loss 0.8467, Sem 0.8467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.852e-01 Score 74.155 Data time: 0.1666, Forward time: 2.2837, Backward time: 3.0526, DDP time: 0.0045, Total iter time: 5.2561 [2020-11-14 14:43:03,491][root][INFO] - ===> Epoch[16](411/26): Loss 0.8207, Sem 0.8207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.852e-01 Score 75.315 Data time: 0.2108, Forward time: 2.2842, Backward time: 3.0514, DDP time: 0.0045, Total iter time: 5.3231 [2020-11-14 14:43:08,460][root][INFO] - ===> Epoch[16](412/26): Loss 0.8052, Sem 0.8052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.852e-01 Score 74.748 Data time: 0.1671, Forward time: 2.2832, Backward time: 3.0507, DDP time: 0.0045, Total iter time: 4.8646 [2020-11-14 14:43:14,545][root][INFO] - ===> Epoch[16](413/26): Loss 0.7581, Sem 0.7581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.851e-01 Score 77.449 Data time: 0.1327, Forward time: 2.2814, Backward time: 3.0535, DDP time: 0.0045, Total iter time: 6.0289 [2020-11-14 14:43:20,154][root][INFO] - ===> Epoch[16](414/26): Loss 0.8779, Sem 0.8779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.851e-01 Score 73.042 Data time: 0.2143, Forward time: 2.2816, Backward time: 3.0532, DDP time: 0.0045, Total iter time: 5.5813 [2020-11-14 14:43:25,976][root][INFO] - ===> Epoch[16](415/26): Loss 0.9094, Sem 0.9094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.850e-01 Score 73.496 Data time: 0.2833, Forward time: 2.2835, Backward time: 3.0516, DDP time: 0.0045, Total iter time: 5.7407 [2020-11-14 14:43:31,571][root][INFO] - ===> Epoch[16](416/26): Loss 0.8949, Sem 0.8949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.850e-01 Score 73.547 Data time: 0.1891, Forward time: 2.2835, Backward time: 3.0513, DDP time: 0.0045, Total iter time: 5.4839 [2020-11-14 14:43:36,854][root][INFO] - ===> Epoch[17](417/26): Loss 0.8446, Sem 0.8446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.850e-01 Score 75.414 Data time: 0.2471, Forward time: 2.2847, Backward time: 3.0492, DDP time: 0.0045, Total iter time: 5.2031 [2020-11-14 14:43:41,886][root][INFO] - ===> Epoch[17](418/26): Loss 0.8577, Sem 0.8577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.849e-01 Score 74.165 Data time: 0.1801, Forward time: 2.2842, Backward time: 3.0481, DDP time: 0.0045, Total iter time: 4.9110 [2020-11-14 14:43:47,445][root][INFO] - ===> Epoch[17](419/26): Loss 0.8649, Sem 0.8649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.849e-01 Score 73.805 Data time: 0.1316, Forward time: 2.2823, Backward time: 3.0497, DDP time: 0.0045, Total iter time: 5.4770 [2020-11-14 14:43:52,441][root][INFO] - ===> Epoch[17](420/26): Loss 0.8952, Sem 0.8952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.849e-01 Score 73.336 Data time: 0.1589, Forward time: 2.2808, Backward time: 3.0497, DDP time: 0.0045, Total iter time: 4.9492 [2020-11-14 14:43:57,466][root][INFO] - ===> Epoch[17](421/26): Loss 0.8434, Sem 0.8434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.848e-01 Score 75.048 Data time: 0.1908, Forward time: 2.2806, Backward time: 3.0484, DDP time: 0.0045, Total iter time: 4.9668 [2020-11-14 14:44:02,709][root][INFO] - ===> Epoch[17](422/26): Loss 0.8139, Sem 0.8139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.848e-01 Score 76.370 Data time: 0.1567, Forward time: 2.2794, Backward time: 3.0486, DDP time: 0.0045, Total iter time: 5.1555 [2020-11-14 14:44:09,217][root][INFO] - ===> Epoch[17](423/26): Loss 0.8484, Sem 0.8484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.848e-01 Score 74.309 Data time: 0.1678, Forward time: 2.2786, Backward time: 3.0513, DDP time: 0.0045, Total iter time: 6.4493 [2020-11-14 14:44:14,846][root][INFO] - ===> Epoch[17](424/26): Loss 0.8557, Sem 0.8557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.847e-01 Score 73.557 Data time: 0.1434, Forward time: 2.2768, Backward time: 3.0530, DDP time: 0.0045, Total iter time: 5.5520 [2020-11-14 14:44:19,020][root][INFO] - ===> Epoch[17](425/26): Loss 0.7949, Sem 0.7949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.847e-01 Score 75.392 Data time: 0.1783, Forward time: 2.2764, Backward time: 3.0501, DDP time: 0.0045, Total iter time: 4.1377 [2020-11-14 14:44:24,442][root][INFO] - ===> Epoch[17](426/26): Loss 0.8203, Sem 0.8203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.846e-01 Score 75.241 Data time: 0.2333, Forward time: 2.2773, Backward time: 3.0486, DDP time: 0.0045, Total iter time: 5.3493 [2020-11-14 14:44:29,943][root][INFO] - ===> Epoch[17](427/26): Loss 0.8616, Sem 0.8616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.846e-01 Score 74.406 Data time: 0.1578, Forward time: 2.2762, Backward time: 3.0493, DDP time: 0.0045, Total iter time: 5.3861 [2020-11-14 14:44:35,672][root][INFO] - ===> Epoch[17](428/26): Loss 0.9683, Sem 0.9683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.846e-01 Score 72.278 Data time: 0.2041, Forward time: 2.2763, Backward time: 3.0493, DDP time: 0.0045, Total iter time: 5.6745 [2020-11-14 14:44:41,548][root][INFO] - ===> Epoch[17](429/26): Loss 0.8865, Sem 0.8865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.845e-01 Score 73.464 Data time: 0.2246, Forward time: 2.2768, Backward time: 3.0491, DDP time: 0.0045, Total iter time: 5.7724 [2020-11-14 14:44:46,372][root][INFO] - ===> Epoch[17](430/26): Loss 0.7836, Sem 0.7836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.845e-01 Score 76.242 Data time: 0.1833, Forward time: 2.2763, Backward time: 3.0477, DDP time: 0.0045, Total iter time: 4.7331 [2020-11-14 14:44:53,086][root][INFO] - ===> Epoch[17](431/26): Loss 0.7946, Sem 0.7946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.845e-01 Score 77.249 Data time: 0.1900, Forward time: 2.2765, Backward time: 3.0499, DDP time: 0.0045, Total iter time: 6.6587 [2020-11-14 14:44:57,993][root][INFO] - ===> Epoch[17](432/26): Loss 0.7507, Sem 0.7507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.844e-01 Score 77.212 Data time: 0.1781, Forward time: 2.2756, Backward time: 3.0491, DDP time: 0.0045, Total iter time: 4.8265 [2020-11-14 14:45:04,255][root][INFO] - ===> Epoch[17](433/26): Loss 0.7861, Sem 0.7861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.844e-01 Score 76.176 Data time: 0.2459, Forward time: 2.2766, Backward time: 3.0492, DDP time: 0.0045, Total iter time: 6.1637 [2020-11-14 14:45:09,307][root][INFO] - ===> Epoch[17](434/26): Loss 0.7998, Sem 0.7998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.844e-01 Score 75.582 Data time: 0.1995, Forward time: 2.2768, Backward time: 3.0476, DDP time: 0.0045, Total iter time: 4.9428 [2020-11-14 14:45:14,038][root][INFO] - ===> Epoch[17](435/26): Loss 0.8686, Sem 0.8686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.843e-01 Score 73.266 Data time: 0.1862, Forward time: 2.2766, Backward time: 3.0457, DDP time: 0.0045, Total iter time: 4.6227 [2020-11-14 14:45:19,094][root][INFO] - ===> Epoch[17](436/26): Loss 0.8124, Sem 0.8124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.843e-01 Score 75.954 Data time: 0.1708, Forward time: 2.2757, Backward time: 3.0452, DDP time: 0.0045, Total iter time: 4.9605 [2020-11-14 14:45:25,233][root][INFO] - ===> Epoch[17](437/26): Loss 0.9784, Sem 0.9784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.843e-01 Score 72.220 Data time: 0.1905, Forward time: 2.2754, Backward time: 3.0466, DDP time: 0.0045, Total iter time: 6.0645 [2020-11-14 14:45:30,871][root][INFO] - ===> Epoch[17](438/26): Loss 0.7663, Sem 0.7663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.842e-01 Score 76.246 Data time: 0.1894, Forward time: 2.2750, Backward time: 3.0467, DDP time: 0.0045, Total iter time: 5.5252 [2020-11-14 14:45:35,772][root][INFO] - ===> Epoch[17](439/26): Loss 0.7675, Sem 0.7675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.842e-01 Score 76.881 Data time: 0.1301, Forward time: 2.2728, Backward time: 3.0474, DDP time: 0.0045, Total iter time: 4.8334 [2020-11-14 14:45:41,432][root][INFO] - ===> Epoch[17](440/26): Loss 0.8952, Sem 0.8952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.841e-01 Score 72.838 Data time: 0.2185, Forward time: 2.2732, Backward time: 3.0471, DDP time: 0.0045, Total iter time: 5.6231 [2020-11-14 14:45:46,317][root][INFO] - ===> Epoch[17](441/26): Loss 0.8246, Sem 0.8246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.841e-01 Score 75.296 Data time: 0.2538, Forward time: 2.2738, Backward time: 3.0447, DDP time: 0.0045, Total iter time: 4.7797 [2020-11-14 14:45:51,906][root][INFO] - ===> Epoch[17](442/26): Loss 0.8493, Sem 0.8493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.841e-01 Score 74.976 Data time: 0.2601, Forward time: 2.2753, Backward time: 3.0430, DDP time: 0.0045, Total iter time: 5.4936 [2020-11-14 14:45:58,603][root][INFO] - ===> Epoch[18](443/26): Loss 0.7950, Sem 0.7950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.840e-01 Score 76.425 Data time: 0.2077, Forward time: 2.2751, Backward time: 3.0452, DDP time: 0.0045, Total iter time: 6.5966 [2020-11-14 14:46:04,589][root][INFO] - ===> Epoch[18](444/26): Loss 0.8547, Sem 0.8547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.840e-01 Score 74.359 Data time: 0.1702, Forward time: 2.2741, Backward time: 3.0470, DDP time: 0.0045, Total iter time: 5.9064 [2020-11-14 14:46:10,430][root][INFO] - ===> Epoch[18](445/26): Loss 0.8186, Sem 0.8186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.840e-01 Score 75.834 Data time: 0.1748, Forward time: 2.2736, Backward time: 3.0478, DDP time: 0.0045, Total iter time: 5.7560 [2020-11-14 14:46:17,189][root][INFO] - ===> Epoch[18](446/26): Loss 0.7650, Sem 0.7650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.839e-01 Score 76.954 Data time: 0.2088, Forward time: 2.2728, Backward time: 3.0508, DDP time: 0.0045, Total iter time: 6.6798 [2020-11-14 14:46:22,559][root][INFO] - ===> Epoch[18](447/26): Loss 0.7406, Sem 0.7406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.839e-01 Score 78.373 Data time: 0.1935, Forward time: 2.2726, Backward time: 3.0504, DDP time: 0.0045, Total iter time: 5.3176 [2020-11-14 14:46:29,273][root][INFO] - ===> Epoch[18](448/26): Loss 0.8807, Sem 0.8807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.839e-01 Score 73.169 Data time: 0.2206, Forward time: 2.2729, Backward time: 3.0524, DDP time: 0.0045, Total iter time: 6.6302 [2020-11-14 14:46:35,227][root][INFO] - ===> Epoch[18](449/26): Loss 0.7767, Sem 0.7767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.838e-01 Score 76.560 Data time: 0.1395, Forward time: 2.2716, Backward time: 3.0543, DDP time: 0.0045, Total iter time: 5.8716 [2020-11-14 14:46:41,567][root][INFO] - ===> Epoch[18](450/26): Loss 0.7748, Sem 0.7748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.838e-01 Score 76.612 Data time: 0.1595, Forward time: 2.2705, Backward time: 3.0568, DDP time: 0.0045, Total iter time: 6.2887 [2020-11-14 14:46:46,768][root][INFO] - ===> Epoch[18](451/26): Loss 0.9078, Sem 0.9078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.837e-01 Score 73.108 Data time: 0.2274, Forward time: 2.2707, Backward time: 3.0556, DDP time: 0.0045, Total iter time: 5.1315 [2020-11-14 14:46:52,854][root][INFO] - ===> Epoch[18](452/26): Loss 0.7434, Sem 0.7434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.837e-01 Score 77.008 Data time: 0.3007, Forward time: 2.2727, Backward time: 3.0544, DDP time: 0.0045, Total iter time: 5.9994 [2020-11-14 14:46:58,468][root][INFO] - ===> Epoch[18](453/26): Loss 0.7773, Sem 0.7773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.837e-01 Score 76.893 Data time: 0.2546, Forward time: 2.2727, Backward time: 3.0541, DDP time: 0.0045, Total iter time: 5.5196 [2020-11-14 14:47:04,597][root][INFO] - ===> Epoch[18](454/26): Loss 0.7704, Sem 0.7704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.836e-01 Score 77.252 Data time: 0.1802, Forward time: 2.2721, Backward time: 3.0557, DDP time: 0.0045, Total iter time: 6.0553 [2020-11-14 14:47:10,381][root][INFO] - ===> Epoch[18](455/26): Loss 0.9186, Sem 0.9186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.836e-01 Score 72.788 Data time: 0.2411, Forward time: 2.2730, Backward time: 3.0550, DDP time: 0.0045, Total iter time: 5.7229 [2020-11-14 14:47:15,771][root][INFO] - ===> Epoch[18](456/26): Loss 0.7250, Sem 0.7250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.836e-01 Score 78.659 Data time: 0.1921, Forward time: 2.2728, Backward time: 3.0546, DDP time: 0.0045, Total iter time: 5.2863 [2020-11-14 14:47:21,054][root][INFO] - ===> Epoch[18](457/26): Loss 0.6876, Sem 0.6876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.835e-01 Score 79.890 Data time: 0.1877, Forward time: 2.2724, Backward time: 3.0542, DDP time: 0.0045, Total iter time: 5.2235 [2020-11-14 14:47:26,374][root][INFO] - ===> Epoch[18](458/26): Loss 0.7269, Sem 0.7269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.835e-01 Score 78.144 Data time: 0.1777, Forward time: 2.2711, Backward time: 3.0547, DDP time: 0.0045, Total iter time: 5.2368 [2020-11-14 14:47:32,776][root][INFO] - ===> Epoch[18](459/26): Loss 0.8224, Sem 0.8224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.835e-01 Score 75.173 Data time: 0.1737, Forward time: 2.2701, Backward time: 3.0571, DDP time: 0.0045, Total iter time: 6.3500 [2020-11-14 14:47:37,544][root][INFO] - ===> Epoch[18](460/26): Loss 0.8449, Sem 0.8449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.834e-01 Score 73.806 Data time: 0.2350, Forward time: 2.2706, Backward time: 3.0548, DDP time: 0.0045, Total iter time: 4.6991 [2020-11-14 14:47:42,853][root][INFO] - ===> Epoch[18](461/26): Loss 0.7678, Sem 0.7678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.834e-01 Score 76.090 Data time: 0.2669, Forward time: 2.2712, Backward time: 3.0533, DDP time: 0.0045, Total iter time: 5.2174 [2020-11-14 14:47:48,791][root][INFO] - ===> Epoch[18](462/26): Loss 0.7958, Sem 0.7958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.833e-01 Score 75.202 Data time: 0.2699, Forward time: 2.2728, Backward time: 3.0521, DDP time: 0.0045, Total iter time: 5.8281 [2020-11-14 14:47:54,153][root][INFO] - ===> Epoch[18](463/26): Loss 0.7754, Sem 0.7754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.833e-01 Score 76.616 Data time: 0.1675, Forward time: 2.2724, Backward time: 3.0518, DDP time: 0.0045, Total iter time: 5.2441 [2020-11-14 14:48:00,316][root][INFO] - ===> Epoch[18](464/26): Loss 0.7706, Sem 0.7706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.833e-01 Score 77.068 Data time: 0.1915, Forward time: 2.2712, Backward time: 3.0540, DDP time: 0.0045, Total iter time: 6.0890 [2020-11-14 14:48:06,679][root][INFO] - ===> Epoch[18](465/26): Loss 0.8234, Sem 0.8234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.832e-01 Score 75.938 Data time: 0.2141, Forward time: 2.2714, Backward time: 3.0553, DDP time: 0.0045, Total iter time: 6.3240 [2020-11-14 14:48:12,699][root][INFO] - ===> Epoch[18](466/26): Loss 0.8086, Sem 0.8086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.832e-01 Score 76.026 Data time: 0.1933, Forward time: 2.2712, Backward time: 3.0561, DDP time: 0.0045, Total iter time: 5.9423 [2020-11-14 14:48:19,195][root][INFO] - ===> Epoch[18](467/26): Loss 0.8907, Sem 0.8907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.832e-01 Score 74.816 Data time: 0.2521, Forward time: 2.2725, Backward time: 3.0566, DDP time: 0.0045, Total iter time: 6.4173 [2020-11-14 14:48:25,531][root][INFO] - ===> Epoch[18](468/26): Loss 0.8934, Sem 0.8934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.831e-01 Score 73.203 Data time: 0.2559, Forward time: 2.2737, Backward time: 3.0565, DDP time: 0.0045, Total iter time: 6.2058 [2020-11-14 14:48:31,094][root][INFO] - ===> Epoch[19](469/26): Loss 0.8775, Sem 0.8775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.831e-01 Score 74.178 Data time: 0.2215, Forward time: 2.2739, Backward time: 3.0559, DDP time: 0.0045, Total iter time: 5.4493 [2020-11-14 14:48:37,102][root][INFO] - ===> Epoch[19](470/26): Loss 0.8613, Sem 0.8613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.831e-01 Score 73.708 Data time: 0.2593, Forward time: 2.2746, Backward time: 3.0559, DDP time: 0.0045, Total iter time: 5.9200 [2020-11-14 14:48:43,690][root][INFO] - ===> Epoch[19](471/26): Loss 0.7793, Sem 0.7793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.830e-01 Score 76.618 Data time: 0.1960, Forward time: 2.2745, Backward time: 3.0578, DDP time: 0.0045, Total iter time: 6.4960 [2020-11-14 14:48:49,022][root][INFO] - ===> Epoch[19](472/26): Loss 0.7959, Sem 0.7959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.830e-01 Score 75.631 Data time: 0.2076, Forward time: 2.2743, Backward time: 3.0572, DDP time: 0.0045, Total iter time: 5.2370 [2020-11-14 14:48:55,396][root][INFO] - ===> Epoch[19](473/26): Loss 0.7612, Sem 0.7612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.830e-01 Score 77.078 Data time: 0.2835, Forward time: 2.2760, Backward time: 3.0569, DDP time: 0.0045, Total iter time: 6.2952 [2020-11-14 14:49:01,380][root][INFO] - ===> Epoch[19](474/26): Loss 0.8080, Sem 0.8080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.829e-01 Score 75.907 Data time: 0.2120, Forward time: 2.2762, Backward time: 3.0572, DDP time: 0.0045, Total iter time: 5.8609 [2020-11-14 14:49:06,479][root][INFO] - ===> Epoch[19](475/26): Loss 0.8537, Sem 0.8537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.829e-01 Score 75.637 Data time: 0.2659, Forward time: 2.2764, Backward time: 3.0557, DDP time: 0.0045, Total iter time: 5.0130 [2020-11-14 14:49:12,443][root][INFO] - ===> Epoch[19](476/26): Loss 0.7697, Sem 0.7697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.828e-01 Score 76.633 Data time: 0.2837, Forward time: 2.2779, Backward time: 3.0547, DDP time: 0.0045, Total iter time: 5.8753 [2020-11-14 14:49:18,133][root][INFO] - ===> Epoch[19](477/26): Loss 0.8187, Sem 0.8187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.828e-01 Score 75.610 Data time: 0.2616, Forward time: 2.2794, Backward time: 3.0532, DDP time: 0.0045, Total iter time: 5.5918 [2020-11-14 14:49:22,833][root][INFO] - ===> Epoch[19](478/26): Loss 0.9122, Sem 0.9122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.828e-01 Score 72.892 Data time: 0.2383, Forward time: 2.2793, Backward time: 3.0511, DDP time: 0.0045, Total iter time: 4.6046 [2020-11-14 14:49:29,428][root][INFO] - ===> Epoch[19](479/26): Loss 0.7113, Sem 0.7113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.827e-01 Score 78.567 Data time: 0.1866, Forward time: 2.2786, Backward time: 3.0536, DDP time: 0.0045, Total iter time: 6.5158 [2020-11-14 14:49:34,799][root][INFO] - ===> Epoch[19](480/26): Loss 0.8189, Sem 0.8189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.827e-01 Score 74.878 Data time: 0.2284, Forward time: 2.2791, Backward time: 3.0525, DDP time: 0.0045, Total iter time: 5.3077 [2020-11-14 14:49:40,271][root][INFO] - ===> Epoch[19](481/26): Loss 0.8219, Sem 0.8219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.827e-01 Score 74.581 Data time: 0.1658, Forward time: 2.2783, Backward time: 3.0529, DDP time: 0.0045, Total iter time: 5.3538 [2020-11-14 14:49:47,195][root][INFO] - ===> Epoch[19](482/26): Loss 0.7958, Sem 0.7958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.826e-01 Score 76.918 Data time: 0.1667, Forward time: 2.2775, Backward time: 3.0561, DDP time: 0.0045, Total iter time: 6.8475 [2020-11-14 14:49:52,917][root][INFO] - ===> Epoch[19](483/26): Loss 0.9248, Sem 0.9248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.826e-01 Score 71.401 Data time: 0.1476, Forward time: 2.2764, Backward time: 3.0573, DDP time: 0.0045, Total iter time: 5.6583 [2020-11-14 14:49:58,495][root][INFO] - ===> Epoch[19](484/26): Loss 0.7746, Sem 0.7746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.826e-01 Score 76.462 Data time: 0.1836, Forward time: 2.2758, Backward time: 3.0577, DDP time: 0.0045, Total iter time: 5.4997 [2020-11-14 14:50:04,428][root][INFO] - ===> Epoch[19](485/26): Loss 0.7672, Sem 0.7672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.825e-01 Score 76.559 Data time: 0.2063, Forward time: 2.2759, Backward time: 3.0581, DDP time: 0.0045, Total iter time: 5.8501 [2020-11-14 14:50:10,252][root][INFO] - ===> Epoch[19](486/26): Loss 0.7199, Sem 0.7199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.825e-01 Score 78.054 Data time: 0.1968, Forward time: 2.2755, Backward time: 3.0586, DDP time: 0.0045, Total iter time: 5.7272 [2020-11-14 14:50:15,978][root][INFO] - ===> Epoch[19](487/26): Loss 0.8075, Sem 0.8075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.824e-01 Score 75.902 Data time: 0.1908, Forward time: 2.2751, Backward time: 3.0590, DDP time: 0.0045, Total iter time: 5.6574 [2020-11-14 14:50:20,849][root][INFO] - ===> Epoch[19](488/26): Loss 0.7940, Sem 0.7940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.824e-01 Score 76.443 Data time: 0.2115, Forward time: 2.2751, Backward time: 3.0574, DDP time: 0.0045, Total iter time: 4.7819 [2020-11-14 14:50:27,608][root][INFO] - ===> Epoch[19](489/26): Loss 0.7935, Sem 0.7935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.824e-01 Score 76.105 Data time: 0.2881, Forward time: 2.2757, Backward time: 3.0588, DDP time: 0.0045, Total iter time: 6.6766 [2020-11-14 14:50:33,139][root][INFO] - ===> Epoch[19](490/26): Loss 0.7151, Sem 0.7151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.823e-01 Score 79.004 Data time: 0.2565, Forward time: 2.2770, Backward time: 3.0572, DDP time: 0.0045, Total iter time: 5.4128 [2020-11-14 14:50:37,981][root][INFO] - ===> Epoch[19](491/26): Loss 0.7695, Sem 0.7695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.823e-01 Score 77.220 Data time: 0.1834, Forward time: 2.2766, Backward time: 3.0558, DDP time: 0.0045, Total iter time: 4.7508 [2020-11-14 14:50:44,353][root][INFO] - ===> Epoch[19](492/26): Loss 0.7755, Sem 0.7755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.823e-01 Score 76.918 Data time: 0.2117, Forward time: 2.2768, Backward time: 3.0570, DDP time: 0.0045, Total iter time: 6.2954 [2020-11-14 14:50:51,223][root][INFO] - ===> Epoch[19](493/26): Loss 0.8176, Sem 0.8176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.822e-01 Score 76.016 Data time: 0.2274, Forward time: 2.2763, Backward time: 3.0596, DDP time: 0.0045, Total iter time: 6.7884 [2020-11-14 14:50:56,935][root][INFO] - ===> Epoch[19](494/26): Loss 0.7593, Sem 0.7593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.822e-01 Score 78.676 Data time: 0.1868, Forward time: 2.2755, Backward time: 3.0605, DDP time: 0.0045, Total iter time: 5.6197 [2020-11-14 14:51:01,958][root][INFO] - ===> Epoch[20](495/26): Loss 0.7368, Sem 0.7368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.822e-01 Score 77.936 Data time: 0.2171, Forward time: 2.2760, Backward time: 3.0588, DDP time: 0.0045, Total iter time: 4.9743 [2020-11-14 14:51:06,991][root][INFO] - ===> Epoch[20](496/26): Loss 0.7826, Sem 0.7826, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.821e-01 Score 76.588 Data time: 0.1920, Forward time: 2.2760, Backward time: 3.0575, DDP time: 0.0045, Total iter time: 4.9402 [2020-11-14 14:51:12,147][root][INFO] - ===> Epoch[20](497/26): Loss 0.8329, Sem 0.8329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.821e-01 Score 74.950 Data time: 0.2126, Forward time: 2.2763, Backward time: 3.0561, DDP time: 0.0045, Total iter time: 5.0502 [2020-11-14 14:51:18,401][root][INFO] - ===> Epoch[20](498/26): Loss 0.8398, Sem 0.8398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.821e-01 Score 74.784 Data time: 0.2539, Forward time: 2.2772, Backward time: 3.0562, DDP time: 0.0045, Total iter time: 6.1573 [2020-11-14 14:51:24,795][root][INFO] - ===> Epoch[20](499/26): Loss 0.7580, Sem 0.7580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.820e-01 Score 76.719 Data time: 0.2280, Forward time: 2.2778, Backward time: 3.0568, DDP time: 0.0045, Total iter time: 6.2804 [2020-11-14 14:51:30,852][root][INFO] - ===> Epoch[20](500/26): Loss 0.8353, Sem 0.8353, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.820e-01 Score 74.598 Data time: 0.1661, Forward time: 2.2769, Backward time: 3.0585, DDP time: 0.0045, Total iter time: 5.9672 [2020-11-14 14:51:31,504][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-14 14:51:31,664][root][INFO] - ===> Start testing [2020-11-14 14:52:48,057][root][INFO] - 101/312: Data time: 0.0033, Iter time: 0.2991 Loss 0.284 (AVG: 0.872) Score 93.555 (AVG: 74.855) mIOU 30.317 mAP 51.271 mAcc 40.508 IOU: 67.090 95.301 30.714 35.475 76.149 61.062 60.085 2.491 37.123 50.504 0.000 2.794 8.862 29.190 0.000 1.305 12.899 0.089 22.412 12.802 mAP: 74.516 93.907 41.486 58.597 81.905 73.572 68.973 35.482 46.089 65.134 12.416 31.073 53.176 61.286 16.623 40.721 75.796 17.286 53.885 23.503 mAcc: 90.889 98.993 45.717 55.442 81.016 89.642 71.503 2.599 65.205 70.579 0.000 2.912 9.456 68.805 0.000 1.338 13.751 0.090 25.317 16.915 [2020-11-14 14:54:07,822][root][INFO] - 201/312: Data time: 0.0041, Iter time: 0.5585 Loss 0.372 (AVG: 0.875) Score 91.626 (AVG: 75.124) mIOU 32.004 mAP 52.404 mAcc 41.671 IOU: 67.616 94.695 35.285 45.323 73.652 59.980 57.370 2.848 32.299 60.172 0.000 2.247 8.732 32.355 0.000 1.398 18.952 0.242 34.169 12.746 mAP: 74.201 94.337 45.381 64.192 80.194 74.044 62.719 31.272 45.605 62.732 12.958 35.501 51.465 64.495 15.152 51.634 74.998 22.748 59.498 24.947 mAcc: 91.483 98.743 52.598 64.830 78.784 88.237 69.964 3.016 56.556 74.366 0.000 2.353 9.280 66.595 0.000 1.428 19.892 0.244 38.357 16.689 [2020-11-14 14:55:25,427][root][INFO] - 301/312: Data time: 0.0080, Iter time: 0.3556 Loss 0.889 (AVG: 0.857) Score 71.084 (AVG: 75.514) mIOU 31.971 mAP 52.642 mAcc 41.411 IOU: 68.856 94.793 33.230 49.478 73.778 60.361 53.330 2.323 32.149 59.765 0.000 1.796 7.830 32.055 0.000 1.541 19.932 0.482 34.912 12.809 mAP: 74.928 94.411 41.362 65.691 81.289 74.071 62.451 31.676 45.145 61.686 15.192 34.367 49.852 57.202 17.891 53.414 76.090 28.395 62.328 25.403 mAcc: 92.286 98.757 50.210 68.237 79.104 87.928 68.670 2.449 55.600 73.317 0.000 1.887 8.308 61.812 0.000 1.575 21.002 0.487 39.519 17.067 [2020-11-14 14:55:33,861][root][INFO] - 312/312: Data time: 0.0020, Iter time: 0.1986 Loss 0.595 (AVG: 0.863) Score 83.732 (AVG: 75.381) mIOU 31.869 mAP 52.591 mAcc 41.413 IOU: 68.477 94.802 33.331 48.345 74.096 60.256 53.599 2.287 32.341 59.957 0.000 1.665 7.746 32.006 0.000 1.535 20.127 0.458 34.202 12.154 mAP: 74.694 94.535 42.102 66.145 81.226 73.427 62.687 31.425 44.749 61.547 15.001 33.949 49.872 57.698 18.550 52.859 76.333 27.698 61.620 25.697 mAcc: 92.173 98.767 50.852 68.451 79.459 88.013 68.473 2.409 55.767 73.307 0.000 1.752 8.259 62.411 0.000 1.568 21.321 0.462 38.940 15.866 [2020-11-14 14:55:33,862][root][INFO] - Finished test. Elapsed time: 242.1968 [2020-11-14 14:55:34,911][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-14 14:55:35,060][root][INFO] - Current best mIoU: 31.869 at iter 500 [2020-11-14 14:55:39,609][root][INFO] - ===> Epoch[20](501/26): Loss 0.7580, Sem 0.7580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.819e-01 Score 77.225 Data time: 0.2069, Forward time: 2.2768, Backward time: 3.0564, DDP time: 0.0045, Total iter time: 4.5441 [2020-11-14 14:55:44,523][root][INFO] - ===> Epoch[20](502/26): Loss 0.8703, Sem 0.8703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.819e-01 Score 74.465 Data time: 0.2641, Forward time: 2.2774, Backward time: 3.0543, DDP time: 0.0045, Total iter time: 4.8197 [2020-11-14 14:55:49,747][root][INFO] - ===> Epoch[20](503/26): Loss 0.7667, Sem 0.7667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.819e-01 Score 77.942 Data time: 0.1084, Forward time: 2.2754, Backward time: 3.0556, DDP time: 0.0045, Total iter time: 5.1227 [2020-11-14 14:55:54,060][root][INFO] - ===> Epoch[20](504/26): Loss 0.7935, Sem 0.7935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.818e-01 Score 75.978 Data time: 0.2071, Forward time: 2.2754, Backward time: 3.0531, DDP time: 0.0045, Total iter time: 4.2607 [2020-11-14 14:55:59,194][root][INFO] - ===> Epoch[20](505/26): Loss 0.7793, Sem 0.7793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.818e-01 Score 76.939 Data time: 0.1782, Forward time: 2.2742, Backward time: 3.0532, DDP time: 0.0045, Total iter time: 5.0547 [2020-11-14 14:56:04,249][root][INFO] - ===> Epoch[20](506/26): Loss 0.7067, Sem 0.7067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.818e-01 Score 79.428 Data time: 0.1667, Forward time: 2.2735, Backward time: 3.0528, DDP time: 0.0045, Total iter time: 5.0055 [2020-11-14 14:56:09,359][root][INFO] - ===> Epoch[20](507/26): Loss 0.8208, Sem 0.8208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.817e-01 Score 74.601 Data time: 0.1800, Forward time: 2.2731, Backward time: 3.0521, DDP time: 0.0045, Total iter time: 5.0262 [2020-11-14 14:56:14,810][root][INFO] - ===> Epoch[20](508/26): Loss 0.7438, Sem 0.7438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.817e-01 Score 78.126 Data time: 0.2508, Forward time: 2.2733, Backward time: 3.0514, DDP time: 0.0045, Total iter time: 5.3522 [2020-11-14 14:56:20,442][root][INFO] - ===> Epoch[20](509/26): Loss 0.7328, Sem 0.7328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.817e-01 Score 77.853 Data time: 0.1547, Forward time: 2.2723, Backward time: 3.0523, DDP time: 0.0045, Total iter time: 5.5405 [2020-11-14 14:56:28,252][root][INFO] - ===> Epoch[20](510/26): Loss 0.6516, Sem 0.6516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.816e-01 Score 80.233 Data time: 0.2124, Forward time: 2.2725, Backward time: 3.0561, DDP time: 0.0045, Total iter time: 7.7554 [2020-11-14 14:56:34,055][root][INFO] - ===> Epoch[20](511/26): Loss 0.8635, Sem 0.8635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.816e-01 Score 74.558 Data time: 0.1746, Forward time: 2.2720, Backward time: 3.0568, DDP time: 0.0045, Total iter time: 5.7034 [2020-11-14 14:56:40,119][root][INFO] - ===> Epoch[20](512/26): Loss 0.8150, Sem 0.8150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.815e-01 Score 74.992 Data time: 0.1554, Forward time: 2.2709, Backward time: 3.0586, DDP time: 0.0045, Total iter time: 5.9888 [2020-11-14 14:56:46,964][root][INFO] - ===> Epoch[20](513/26): Loss 0.8825, Sem 0.8825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.815e-01 Score 71.942 Data time: 0.2261, Forward time: 2.2715, Backward time: 3.0602, DDP time: 0.0045, Total iter time: 6.7932 [2020-11-14 14:56:52,478][root][INFO] - ===> Epoch[20](514/26): Loss 0.8551, Sem 0.8551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.815e-01 Score 74.316 Data time: 0.1977, Forward time: 2.2713, Backward time: 3.0601, DDP time: 0.0045, Total iter time: 5.4259 [2020-11-14 14:56:58,788][root][INFO] - ===> Epoch[20](515/26): Loss 0.7207, Sem 0.7207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.814e-01 Score 77.760 Data time: 0.2356, Forward time: 2.2720, Backward time: 3.0605, DDP time: 0.0045, Total iter time: 6.2257 [2020-11-14 14:57:05,432][root][INFO] - ===> Epoch[20](516/26): Loss 0.7156, Sem 0.7156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.814e-01 Score 78.039 Data time: 0.1911, Forward time: 2.2718, Backward time: 3.0624, DDP time: 0.0045, Total iter time: 6.5367 [2020-11-14 14:57:11,632][root][INFO] - ===> Epoch[20](517/26): Loss 0.8002, Sem 0.8002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.814e-01 Score 76.400 Data time: 0.1628, Forward time: 2.2707, Backward time: 3.0643, DDP time: 0.0045, Total iter time: 6.1176 [2020-11-14 14:57:17,240][root][INFO] - ===> Epoch[20](518/26): Loss 0.8754, Sem 0.8754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.813e-01 Score 73.161 Data time: 0.2164, Forward time: 2.2710, Backward time: 3.0640, DDP time: 0.0045, Total iter time: 5.5623 [2020-11-14 14:57:22,639][root][INFO] - ===> Epoch[20](519/26): Loss 0.7929, Sem 0.7929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.813e-01 Score 75.949 Data time: 0.2336, Forward time: 2.2716, Backward time: 3.0628, DDP time: 0.0045, Total iter time: 5.2971 [2020-11-14 14:57:28,467][root][INFO] - ===> Epoch[20](520/26): Loss 0.7476, Sem 0.7476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.813e-01 Score 76.703 Data time: 0.1731, Forward time: 2.2710, Backward time: 3.0637, DDP time: 0.0045, Total iter time: 5.7193 [2020-11-14 14:57:34,721][root][INFO] - ===> Epoch[21](521/26): Loss 0.7568, Sem 0.7568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.812e-01 Score 77.975 Data time: 0.1897, Forward time: 2.2705, Backward time: 3.0652, DDP time: 0.0045, Total iter time: 6.1745 [2020-11-14 14:57:41,502][root][INFO] - ===> Epoch[21](522/26): Loss 0.7272, Sem 0.7272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.812e-01 Score 78.163 Data time: 0.2524, Forward time: 2.2716, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 6.6888 [2020-11-14 14:57:47,773][root][INFO] - ===> Epoch[21](523/26): Loss 0.8557, Sem 0.8557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.811e-01 Score 73.982 Data time: 0.1708, Forward time: 2.2710, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 6.1562 [2020-11-14 14:57:55,538][root][INFO] - ===> Epoch[21](524/26): Loss 0.6858, Sem 0.6858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.811e-01 Score 78.985 Data time: 0.2194, Forward time: 2.2703, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 7.6678 [2020-11-14 14:58:01,130][root][INFO] - ===> Epoch[21](525/26): Loss 0.7677, Sem 0.7677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.811e-01 Score 77.288 Data time: 0.2050, Forward time: 2.2702, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 5.5118 [2020-11-14 14:58:06,512][root][INFO] - ===> Epoch[21](526/26): Loss 0.7961, Sem 0.7961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.810e-01 Score 76.576 Data time: 0.1588, Forward time: 2.2692, Backward time: 3.0723, DDP time: 0.0045, Total iter time: 5.2835 [2020-11-14 14:58:11,648][root][INFO] - ===> Epoch[21](527/26): Loss 0.7937, Sem 0.7937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.810e-01 Score 76.290 Data time: 0.2156, Forward time: 2.2688, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 5.0752 [2020-11-14 14:58:16,616][root][INFO] - ===> Epoch[21](528/26): Loss 0.7951, Sem 0.7951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.810e-01 Score 75.395 Data time: 0.2089, Forward time: 2.2688, Backward time: 3.0699, DDP time: 0.0045, Total iter time: 4.8917 [2020-11-14 14:58:20,970][root][INFO] - ===> Epoch[21](529/26): Loss 0.6477, Sem 0.6477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.809e-01 Score 80.634 Data time: 0.2071, Forward time: 2.2689, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 4.2701 [2020-11-14 14:58:26,166][root][INFO] - ===> Epoch[21](530/26): Loss 0.7381, Sem 0.7381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.809e-01 Score 77.085 Data time: 0.1661, Forward time: 2.2679, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.0983 [2020-11-14 14:58:31,433][root][INFO] - ===> Epoch[21](531/26): Loss 0.7911, Sem 0.7911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.809e-01 Score 76.062 Data time: 0.2193, Forward time: 2.2686, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.2182 [2020-11-14 14:58:37,705][root][INFO] - ===> Epoch[21](532/26): Loss 0.6504, Sem 0.6504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.808e-01 Score 79.713 Data time: 0.2110, Forward time: 2.2689, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 6.1604 [2020-11-14 14:58:43,373][root][INFO] - ===> Epoch[21](533/26): Loss 0.7837, Sem 0.7837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.808e-01 Score 75.907 Data time: 0.2361, Forward time: 2.2695, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.5692 [2020-11-14 14:58:48,443][root][INFO] - ===> Epoch[21](534/26): Loss 0.7860, Sem 0.7860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.808e-01 Score 76.623 Data time: 0.2071, Forward time: 2.2697, Backward time: 3.0648, DDP time: 0.0045, Total iter time: 4.9686 [2020-11-14 14:58:54,164][root][INFO] - ===> Epoch[21](535/26): Loss 0.5839, Sem 0.5839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.807e-01 Score 82.918 Data time: 0.1871, Forward time: 2.2692, Backward time: 3.0653, DDP time: 0.0045, Total iter time: 5.6402 [2020-11-14 14:59:00,486][root][INFO] - ===> Epoch[21](536/26): Loss 0.7457, Sem 0.7457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.807e-01 Score 77.626 Data time: 0.2250, Forward time: 2.2695, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 6.2354 [2020-11-14 14:59:07,433][root][INFO] - ===> Epoch[21](537/26): Loss 0.7331, Sem 0.7331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.806e-01 Score 79.502 Data time: 0.2689, Forward time: 2.2702, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 6.8493 [2020-11-14 14:59:13,065][root][INFO] - ===> Epoch[21](538/26): Loss 0.7120, Sem 0.7120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.806e-01 Score 77.798 Data time: 0.2312, Forward time: 2.2709, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 5.5191 [2020-11-14 14:59:18,936][root][INFO] - ===> Epoch[21](539/26): Loss 0.7222, Sem 0.7222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.806e-01 Score 78.953 Data time: 0.1936, Forward time: 2.2707, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.7812 [2020-11-14 14:59:23,856][root][INFO] - ===> Epoch[21](540/26): Loss 0.7820, Sem 0.7820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.805e-01 Score 76.119 Data time: 0.2571, Forward time: 2.2709, Backward time: 3.0654, DDP time: 0.0045, Total iter time: 4.8404 [2020-11-14 14:59:30,026][root][INFO] - ===> Epoch[21](541/26): Loss 0.7669, Sem 0.7669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.805e-01 Score 76.858 Data time: 0.1857, Forward time: 2.2704, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 6.0800 [2020-11-14 14:59:34,760][root][INFO] - ===> Epoch[21](542/26): Loss 0.6281, Sem 0.6281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.805e-01 Score 81.497 Data time: 0.1554, Forward time: 2.2695, Backward time: 3.0659, DDP time: 0.0045, Total iter time: 4.6538 [2020-11-14 14:59:41,183][root][INFO] - ===> Epoch[21](543/26): Loss 0.7440, Sem 0.7440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.804e-01 Score 77.349 Data time: 0.1572, Forward time: 2.2687, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 6.3668 [2020-11-14 14:59:45,978][root][INFO] - ===> Epoch[21](544/26): Loss 0.8218, Sem 0.8218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.804e-01 Score 74.640 Data time: 0.1562, Forward time: 2.2675, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 4.7046 [2020-11-14 14:59:50,983][root][INFO] - ===> Epoch[21](545/26): Loss 0.8380, Sem 0.8380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.804e-01 Score 75.904 Data time: 0.2335, Forward time: 2.2677, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 4.9437 [2020-11-14 14:59:56,171][root][INFO] - ===> Epoch[21](546/26): Loss 0.7907, Sem 0.7907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.803e-01 Score 76.337 Data time: 0.2500, Forward time: 2.2684, Backward time: 3.0643, DDP time: 0.0045, Total iter time: 5.0809 [2020-11-14 15:00:01,397][root][INFO] - ===> Epoch[22](547/26): Loss 0.7685, Sem 0.7685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.803e-01 Score 76.491 Data time: 0.1694, Forward time: 2.2679, Backward time: 3.0640, DDP time: 0.0045, Total iter time: 5.1002 [2020-11-14 15:00:06,765][root][INFO] - ===> Epoch[22](548/26): Loss 0.7896, Sem 0.7896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.802e-01 Score 76.244 Data time: 0.2480, Forward time: 2.2688, Backward time: 3.0625, DDP time: 0.0045, Total iter time: 5.2903 [2020-11-14 15:00:11,971][root][INFO] - ===> Epoch[22](549/26): Loss 0.6487, Sem 0.6487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.802e-01 Score 80.274 Data time: 0.1886, Forward time: 2.2685, Backward time: 3.0619, DDP time: 0.0045, Total iter time: 5.0879 [2020-11-14 15:00:18,596][root][INFO] - ===> Epoch[22](550/26): Loss 0.7388, Sem 0.7388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.802e-01 Score 77.074 Data time: 0.2033, Forward time: 2.2687, Backward time: 3.0634, DDP time: 0.0045, Total iter time: 6.5641 [2020-11-14 15:00:24,844][root][INFO] - ===> Epoch[22](551/26): Loss 0.7751, Sem 0.7751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.801e-01 Score 76.219 Data time: 0.2165, Forward time: 2.2696, Backward time: 3.0635, DDP time: 0.0045, Total iter time: 6.1521 [2020-11-14 15:00:30,279][root][INFO] - ===> Epoch[22](552/26): Loss 0.8278, Sem 0.8278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.801e-01 Score 75.948 Data time: 0.1586, Forward time: 2.2687, Backward time: 3.0639, DDP time: 0.0045, Total iter time: 5.3282 [2020-11-14 15:00:35,509][root][INFO] - ===> Epoch[22](553/26): Loss 0.7682, Sem 0.7682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.801e-01 Score 75.519 Data time: 0.1679, Forward time: 2.2678, Backward time: 3.0640, DDP time: 0.0045, Total iter time: 5.1674 [2020-11-14 15:00:41,328][root][INFO] - ===> Epoch[22](554/26): Loss 0.7373, Sem 0.7373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.800e-01 Score 76.689 Data time: 0.1906, Forward time: 2.2673, Backward time: 3.0647, DDP time: 0.0045, Total iter time: 5.7501 [2020-11-14 15:00:46,724][root][INFO] - ===> Epoch[22](555/26): Loss 0.7917, Sem 0.7917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.800e-01 Score 75.753 Data time: 0.2180, Forward time: 2.2677, Backward time: 3.0639, DDP time: 0.0045, Total iter time: 5.3268 [2020-11-14 15:00:52,296][root][INFO] - ===> Epoch[22](556/26): Loss 0.6457, Sem 0.6457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.800e-01 Score 80.549 Data time: 0.2103, Forward time: 2.2681, Backward time: 3.0633, DDP time: 0.0045, Total iter time: 5.4836 [2020-11-14 15:00:58,077][root][INFO] - ===> Epoch[22](557/26): Loss 0.6882, Sem 0.6882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.799e-01 Score 79.150 Data time: 0.1167, Forward time: 2.2665, Backward time: 3.0653, DDP time: 0.0045, Total iter time: 5.7045 [2020-11-14 15:01:02,860][root][INFO] - ===> Epoch[22](558/26): Loss 0.7423, Sem 0.7423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.799e-01 Score 77.494 Data time: 0.1686, Forward time: 2.2660, Backward time: 3.0644, DDP time: 0.0045, Total iter time: 4.7251 [2020-11-14 15:01:08,117][root][INFO] - ===> Epoch[22](559/26): Loss 0.7701, Sem 0.7701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.798e-01 Score 77.328 Data time: 0.0983, Forward time: 2.2643, Backward time: 3.0655, DDP time: 0.0045, Total iter time: 5.2049 [2020-11-14 15:01:15,555][root][INFO] - ===> Epoch[22](560/26): Loss 0.7500, Sem 0.7500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.798e-01 Score 77.666 Data time: 0.1149, Forward time: 2.2629, Backward time: 3.0700, DDP time: 0.0045, Total iter time: 7.4079 [2020-11-14 15:01:20,769][root][INFO] - ===> Epoch[22](561/26): Loss 0.6547, Sem 0.6547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.798e-01 Score 79.991 Data time: 0.1260, Forward time: 2.2617, Backward time: 3.0705, DDP time: 0.0045, Total iter time: 5.2053 [2020-11-14 15:01:27,229][root][INFO] - ===> Epoch[22](562/26): Loss 0.7367, Sem 0.7367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.797e-01 Score 78.139 Data time: 0.2551, Forward time: 2.2626, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 6.4067 [2020-11-14 15:01:32,348][root][INFO] - ===> Epoch[22](563/26): Loss 0.7693, Sem 0.7693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.797e-01 Score 77.374 Data time: 0.2050, Forward time: 2.2628, Backward time: 3.0697, DDP time: 0.0045, Total iter time: 5.0281 [2020-11-14 15:01:36,998][root][INFO] - ===> Epoch[22](564/26): Loss 0.7480, Sem 0.7480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.797e-01 Score 76.711 Data time: 0.1421, Forward time: 2.2618, Backward time: 3.0689, DDP time: 0.0045, Total iter time: 4.5515 [2020-11-14 15:01:42,131][root][INFO] - ===> Epoch[22](565/26): Loss 0.7351, Sem 0.7351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.796e-01 Score 77.559 Data time: 0.2613, Forward time: 2.2625, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.0702 [2020-11-14 15:01:46,996][root][INFO] - ===> Epoch[22](566/26): Loss 0.7148, Sem 0.7148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.796e-01 Score 78.770 Data time: 0.1876, Forward time: 2.2622, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 4.7637 [2020-11-14 15:01:51,605][root][INFO] - ===> Epoch[22](567/26): Loss 0.8290, Sem 0.8290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.796e-01 Score 75.599 Data time: 0.2209, Forward time: 2.2625, Backward time: 3.0641, DDP time: 0.0045, Total iter time: 4.5392 [2020-11-14 15:01:57,989][root][INFO] - ===> Epoch[22](568/26): Loss 0.6847, Sem 0.6847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.795e-01 Score 79.790 Data time: 0.1910, Forward time: 2.2624, Backward time: 3.0653, DDP time: 0.0045, Total iter time: 6.2842 [2020-11-14 15:02:02,840][root][INFO] - ===> Epoch[22](569/26): Loss 0.7811, Sem 0.7811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.795e-01 Score 76.868 Data time: 0.1826, Forward time: 2.2620, Backward time: 3.0642, DDP time: 0.0045, Total iter time: 4.7644 [2020-11-14 15:02:07,907][root][INFO] - ===> Epoch[22](570/26): Loss 0.7191, Sem 0.7191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.795e-01 Score 77.596 Data time: 0.1749, Forward time: 2.2617, Backward time: 3.0636, DDP time: 0.0045, Total iter time: 4.9895 [2020-11-14 15:02:14,928][root][INFO] - ===> Epoch[22](571/26): Loss 0.7775, Sem 0.7775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.794e-01 Score 76.850 Data time: 0.1381, Forward time: 2.2605, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.9215 [2020-11-14 15:02:21,025][root][INFO] - ===> Epoch[22](572/26): Loss 0.8195, Sem 0.8195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.794e-01 Score 75.202 Data time: 0.1859, Forward time: 2.2598, Backward time: 3.0683, DDP time: 0.0045, Total iter time: 6.0150 [2020-11-14 15:02:25,986][root][INFO] - ===> Epoch[23](573/26): Loss 0.7844, Sem 0.7844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.793e-01 Score 76.225 Data time: 0.2206, Forward time: 2.2603, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 4.8842 [2020-11-14 15:02:32,741][root][INFO] - ===> Epoch[23](574/26): Loss 0.7068, Sem 0.7068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.793e-01 Score 79.210 Data time: 0.3492, Forward time: 2.2624, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 6.6684 [2020-11-14 15:02:38,407][root][INFO] - ===> Epoch[23](575/26): Loss 0.6469, Sem 0.6469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.793e-01 Score 81.134 Data time: 0.2518, Forward time: 2.2636, Backward time: 3.0650, DDP time: 0.0045, Total iter time: 5.5468 [2020-11-14 15:02:44,694][root][INFO] - ===> Epoch[23](576/26): Loss 0.7836, Sem 0.7836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.792e-01 Score 75.873 Data time: 0.2561, Forward time: 2.2646, Backward time: 3.0649, DDP time: 0.0045, Total iter time: 6.1828 [2020-11-14 15:02:50,375][root][INFO] - ===> Epoch[23](577/26): Loss 0.7398, Sem 0.7398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.792e-01 Score 77.280 Data time: 0.2778, Forward time: 2.2659, Backward time: 3.0637, DDP time: 0.0045, Total iter time: 5.6013 [2020-11-14 15:02:56,059][root][INFO] - ===> Epoch[23](578/26): Loss 0.7929, Sem 0.7929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.792e-01 Score 75.875 Data time: 0.2538, Forward time: 2.2667, Backward time: 3.0628, DDP time: 0.0045, Total iter time: 5.5856 [2020-11-14 15:03:02,164][root][INFO] - ===> Epoch[23](579/26): Loss 0.7558, Sem 0.7558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.791e-01 Score 76.100 Data time: 0.1946, Forward time: 2.2667, Backward time: 3.0635, DDP time: 0.0045, Total iter time: 6.0159 [2020-11-14 15:03:08,604][root][INFO] - ===> Epoch[23](580/26): Loss 0.7529, Sem 0.7529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.791e-01 Score 76.720 Data time: 0.1755, Forward time: 2.2661, Backward time: 3.0654, DDP time: 0.0045, Total iter time: 6.3466 [2020-11-14 15:03:16,240][root][INFO] - ===> Epoch[23](581/26): Loss 0.7487, Sem 0.7487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.791e-01 Score 77.353 Data time: 0.2074, Forward time: 2.2663, Backward time: 3.0683, DDP time: 0.0045, Total iter time: 7.5742 [2020-11-14 15:03:22,262][root][INFO] - ===> Epoch[23](582/26): Loss 0.7643, Sem 0.7643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.790e-01 Score 76.374 Data time: 0.2325, Forward time: 2.2672, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.9153 [2020-11-14 15:03:27,061][root][INFO] - ===> Epoch[23](583/26): Loss 0.7120, Sem 0.7120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.790e-01 Score 78.697 Data time: 0.1315, Forward time: 2.2661, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 4.6881 [2020-11-14 15:03:31,517][root][INFO] - ===> Epoch[23](584/26): Loss 0.7936, Sem 0.7936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.789e-01 Score 75.673 Data time: 0.1779, Forward time: 2.2655, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 4.4031 [2020-11-14 15:03:37,029][root][INFO] - ===> Epoch[23](585/26): Loss 0.7499, Sem 0.7499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.789e-01 Score 76.663 Data time: 0.2375, Forward time: 2.2660, Backward time: 3.0654, DDP time: 0.0045, Total iter time: 5.4294 [2020-11-14 15:03:44,183][root][INFO] - ===> Epoch[23](586/26): Loss 0.8201, Sem 0.8201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.789e-01 Score 74.488 Data time: 0.1963, Forward time: 2.2660, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 7.0577 [2020-11-14 15:03:50,054][root][INFO] - ===> Epoch[23](587/26): Loss 0.7134, Sem 0.7134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.788e-01 Score 78.390 Data time: 0.2906, Forward time: 2.2672, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.7851 [2020-11-14 15:03:57,456][root][INFO] - ===> Epoch[23](588/26): Loss 0.7902, Sem 0.7902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.788e-01 Score 76.364 Data time: 0.2131, Forward time: 2.2676, Backward time: 3.0691, DDP time: 0.0045, Total iter time: 7.2802 [2020-11-14 15:04:02,184][root][INFO] - ===> Epoch[23](589/26): Loss 0.7934, Sem 0.7934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.788e-01 Score 75.796 Data time: 0.1841, Forward time: 2.2673, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 4.6153 [2020-11-14 15:04:06,990][root][INFO] - ===> Epoch[23](590/26): Loss 0.6843, Sem 0.6843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.787e-01 Score 79.327 Data time: 0.1983, Forward time: 2.2672, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 4.7374 [2020-11-14 15:04:12,793][root][INFO] - ===> Epoch[23](591/26): Loss 0.7591, Sem 0.7591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.787e-01 Score 76.693 Data time: 0.2163, Forward time: 2.2673, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 5.7037 [2020-11-14 15:04:18,071][root][INFO] - ===> Epoch[23](592/26): Loss 0.7256, Sem 0.7256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.787e-01 Score 78.169 Data time: 0.2485, Forward time: 2.2677, Backward time: 3.0654, DDP time: 0.0045, Total iter time: 5.1718 [2020-11-14 15:04:24,311][root][INFO] - ===> Epoch[23](593/26): Loss 0.7326, Sem 0.7326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.786e-01 Score 78.304 Data time: 0.1027, Forward time: 2.2660, Backward time: 3.0683, DDP time: 0.0045, Total iter time: 6.1393 [2020-11-14 15:04:30,170][root][INFO] - ===> Epoch[23](594/26): Loss 0.7497, Sem 0.7497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.786e-01 Score 76.729 Data time: 0.1527, Forward time: 2.2649, Backward time: 3.0698, DDP time: 0.0045, Total iter time: 5.8146 [2020-11-14 15:04:35,301][root][INFO] - ===> Epoch[23](595/26): Loss 0.6766, Sem 0.6766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.785e-01 Score 79.472 Data time: 0.2004, Forward time: 2.2643, Backward time: 3.0695, DDP time: 0.0045, Total iter time: 5.0881 [2020-11-14 15:04:40,870][root][INFO] - ===> Epoch[23](596/26): Loss 0.7558, Sem 0.7558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.785e-01 Score 77.482 Data time: 0.1693, Forward time: 2.2637, Backward time: 3.0699, DDP time: 0.0045, Total iter time: 5.4926 [2020-11-14 15:04:45,925][root][INFO] - ===> Epoch[23](597/26): Loss 0.8168, Sem 0.8168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.785e-01 Score 76.589 Data time: 0.2088, Forward time: 2.2635, Backward time: 3.0691, DDP time: 0.0045, Total iter time: 4.9642 [2020-11-14 15:04:52,245][root][INFO] - ===> Epoch[23](598/26): Loss 0.7220, Sem 0.7220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.784e-01 Score 78.385 Data time: 0.2042, Forward time: 2.2635, Backward time: 3.0701, DDP time: 0.0045, Total iter time: 6.2304 [2020-11-14 15:04:58,056][root][INFO] - ===> Epoch[24](599/26): Loss 0.7813, Sem 0.7813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.784e-01 Score 76.472 Data time: 0.2772, Forward time: 2.2646, Backward time: 3.0690, DDP time: 0.0045, Total iter time: 5.7037 [2020-11-14 15:05:02,847][root][INFO] - ===> Epoch[24](600/26): Loss 0.7506, Sem 0.7506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.784e-01 Score 77.417 Data time: 0.1890, Forward time: 2.2644, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 4.6725 [2020-11-14 15:05:08,101][root][INFO] - ===> Epoch[24](601/26): Loss 0.6884, Sem 0.6884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.783e-01 Score 79.424 Data time: 0.2346, Forward time: 2.2650, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 5.1634 [2020-11-14 15:05:12,390][root][INFO] - ===> Epoch[24](602/26): Loss 0.6873, Sem 0.6873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.783e-01 Score 79.006 Data time: 0.1365, Forward time: 2.2639, Backward time: 3.0653, DDP time: 0.0045, Total iter time: 4.1765 [2020-11-14 15:05:17,419][root][INFO] - ===> Epoch[24](603/26): Loss 0.7128, Sem 0.7128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.783e-01 Score 79.917 Data time: 0.1811, Forward time: 2.2634, Backward time: 3.0647, DDP time: 0.0045, Total iter time: 4.9562 [2020-11-14 15:05:23,870][root][INFO] - ===> Epoch[24](604/26): Loss 0.7503, Sem 0.7503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.782e-01 Score 77.588 Data time: 0.2143, Forward time: 2.2637, Backward time: 3.0656, DDP time: 0.0045, Total iter time: 6.3796 [2020-11-14 15:05:29,646][root][INFO] - ===> Epoch[24](605/26): Loss 0.7204, Sem 0.7204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.782e-01 Score 77.787 Data time: 0.2535, Forward time: 2.2647, Backward time: 3.0647, DDP time: 0.0045, Total iter time: 5.6770 [2020-11-14 15:05:35,148][root][INFO] - ===> Epoch[24](606/26): Loss 0.7429, Sem 0.7429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.782e-01 Score 77.839 Data time: 0.2000, Forward time: 2.2649, Backward time: 3.0642, DDP time: 0.0045, Total iter time: 5.3703 [2020-11-14 15:05:40,020][root][INFO] - ===> Epoch[24](607/26): Loss 0.7043, Sem 0.7043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.781e-01 Score 77.359 Data time: 0.1836, Forward time: 2.2645, Backward time: 3.0632, DDP time: 0.0045, Total iter time: 4.7791 [2020-11-14 15:05:46,099][root][INFO] - ===> Epoch[24](608/26): Loss 0.7164, Sem 0.7164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.781e-01 Score 78.931 Data time: 0.2031, Forward time: 2.2644, Backward time: 3.0640, DDP time: 0.0045, Total iter time: 6.0045 [2020-11-14 15:05:53,014][root][INFO] - ===> Epoch[24](609/26): Loss 0.7192, Sem 0.7192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.780e-01 Score 77.600 Data time: 0.2161, Forward time: 2.2647, Backward time: 3.0655, DDP time: 0.0045, Total iter time: 6.8157 [2020-11-14 15:05:57,955][root][INFO] - ===> Epoch[24](610/26): Loss 0.7526, Sem 0.7526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.780e-01 Score 77.224 Data time: 0.1752, Forward time: 2.2643, Backward time: 3.0648, DDP time: 0.0045, Total iter time: 4.8316 [2020-11-14 15:06:03,135][root][INFO] - ===> Epoch[24](611/26): Loss 0.7382, Sem 0.7382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.780e-01 Score 77.525 Data time: 0.2303, Forward time: 2.2649, Backward time: 3.0633, DDP time: 0.0045, Total iter time: 5.0802 [2020-11-14 15:06:08,998][root][INFO] - ===> Epoch[24](612/26): Loss 0.6623, Sem 0.6623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.779e-01 Score 79.872 Data time: 0.1908, Forward time: 2.2645, Backward time: 3.0639, DDP time: 0.0045, Total iter time: 5.7556 [2020-11-14 15:06:14,995][root][INFO] - ===> Epoch[24](613/26): Loss 0.7591, Sem 0.7591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.779e-01 Score 76.373 Data time: 0.2880, Forward time: 2.2659, Backward time: 3.0630, DDP time: 0.0045, Total iter time: 5.9134 [2020-11-14 15:06:20,092][root][INFO] - ===> Epoch[24](614/26): Loss 0.7365, Sem 0.7365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.779e-01 Score 77.408 Data time: 0.2098, Forward time: 2.2664, Backward time: 3.0616, DDP time: 0.0045, Total iter time: 4.9923 [2020-11-14 15:06:25,157][root][INFO] - ===> Epoch[24](615/26): Loss 0.6240, Sem 0.6240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.778e-01 Score 80.572 Data time: 0.1764, Forward time: 2.2660, Backward time: 3.0610, DDP time: 0.0045, Total iter time: 4.9422 [2020-11-14 15:06:31,287][root][INFO] - ===> Epoch[24](616/26): Loss 0.7195, Sem 0.7195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.778e-01 Score 78.730 Data time: 0.1693, Forward time: 2.2653, Backward time: 3.0623, DDP time: 0.0045, Total iter time: 6.0349 [2020-11-14 15:06:36,641][root][INFO] - ===> Epoch[24](617/26): Loss 0.7120, Sem 0.7120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.778e-01 Score 78.390 Data time: 0.1361, Forward time: 2.2641, Backward time: 3.0630, DDP time: 0.0045, Total iter time: 5.2692 [2020-11-14 15:06:41,181][root][INFO] - ===> Epoch[24](618/26): Loss 0.6534, Sem 0.6534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.777e-01 Score 80.506 Data time: 0.1707, Forward time: 2.2635, Backward time: 3.0619, DDP time: 0.0045, Total iter time: 4.5003 [2020-11-14 15:06:47,058][root][INFO] - ===> Epoch[24](619/26): Loss 0.7516, Sem 0.7516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.777e-01 Score 77.337 Data time: 0.2533, Forward time: 2.2644, Backward time: 3.0612, DDP time: 0.0045, Total iter time: 5.8141 [2020-11-14 15:06:52,987][root][INFO] - ===> Epoch[24](620/26): Loss 0.6992, Sem 0.6992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.776e-01 Score 78.276 Data time: 0.2192, Forward time: 2.2643, Backward time: 3.0616, DDP time: 0.0045, Total iter time: 5.8284 [2020-11-14 15:06:58,445][root][INFO] - ===> Epoch[24](621/26): Loss 0.8029, Sem 0.8029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.776e-01 Score 76.016 Data time: 0.2163, Forward time: 2.2647, Backward time: 3.0609, DDP time: 0.0045, Total iter time: 5.3823 [2020-11-14 15:07:02,941][root][INFO] - ===> Epoch[24](622/26): Loss 0.6351, Sem 0.6351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.776e-01 Score 80.119 Data time: 0.1754, Forward time: 2.2643, Backward time: 3.0594, DDP time: 0.0045, Total iter time: 4.4017 [2020-11-14 15:07:09,154][root][INFO] - ===> Epoch[24](623/26): Loss 0.7366, Sem 0.7366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.775e-01 Score 76.939 Data time: 0.1950, Forward time: 2.2642, Backward time: 3.0603, DDP time: 0.0045, Total iter time: 6.1110 [2020-11-14 15:07:14,864][root][INFO] - ===> Epoch[24](624/26): Loss 0.6898, Sem 0.6898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.775e-01 Score 79.220 Data time: 0.1560, Forward time: 2.2632, Backward time: 3.0614, DDP time: 0.0045, Total iter time: 5.6207 [2020-11-14 15:07:21,377][root][INFO] - ===> Epoch[25](625/26): Loss 0.6945, Sem 0.6945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.775e-01 Score 78.819 Data time: 0.2922, Forward time: 2.2645, Backward time: 3.0612, DDP time: 0.0045, Total iter time: 6.4473 [2020-11-14 15:07:27,213][root][INFO] - ===> Epoch[25](626/26): Loss 0.7373, Sem 0.7373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.774e-01 Score 77.184 Data time: 0.2401, Forward time: 2.2651, Backward time: 3.0608, DDP time: 0.0045, Total iter time: 5.7269 [2020-11-14 15:07:32,738][root][INFO] - ===> Epoch[25](627/26): Loss 0.7341, Sem 0.7341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.774e-01 Score 77.867 Data time: 0.1877, Forward time: 2.2649, Backward time: 3.0608, DDP time: 0.0045, Total iter time: 5.4266 [2020-11-14 15:07:37,392][root][INFO] - ===> Epoch[25](628/26): Loss 0.7388, Sem 0.7388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.774e-01 Score 78.218 Data time: 0.2105, Forward time: 2.2649, Backward time: 3.0592, DDP time: 0.0045, Total iter time: 4.5838 [2020-11-14 15:07:42,303][root][INFO] - ===> Epoch[25](629/26): Loss 0.7452, Sem 0.7452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.773e-01 Score 77.206 Data time: 0.2099, Forward time: 2.2649, Backward time: 3.0579, DDP time: 0.0045, Total iter time: 4.8228 [2020-11-14 15:07:48,051][root][INFO] - ===> Epoch[25](630/26): Loss 0.7362, Sem 0.7362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.773e-01 Score 77.681 Data time: 0.1903, Forward time: 2.2648, Backward time: 3.0582, DDP time: 0.0045, Total iter time: 5.6668 [2020-11-14 15:07:53,009][root][INFO] - ===> Epoch[25](631/26): Loss 0.5835, Sem 0.5835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.772e-01 Score 81.085 Data time: 0.2034, Forward time: 2.2645, Backward time: 3.0573, DDP time: 0.0045, Total iter time: 4.8620 [2020-11-14 15:07:59,755][root][INFO] - ===> Epoch[25](632/26): Loss 0.7810, Sem 0.7810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.772e-01 Score 76.258 Data time: 0.2066, Forward time: 2.2650, Backward time: 3.0585, DDP time: 0.0046, Total iter time: 6.6712 [2020-11-14 15:08:06,129][root][INFO] - ===> Epoch[25](633/26): Loss 0.7184, Sem 0.7184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.772e-01 Score 77.968 Data time: 0.1963, Forward time: 2.2650, Backward time: 3.0595, DDP time: 0.0046, Total iter time: 6.2469 [2020-11-14 15:08:12,832][root][INFO] - ===> Epoch[25](634/26): Loss 0.7270, Sem 0.7270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.771e-01 Score 76.715 Data time: 0.1359, Forward time: 2.2639, Backward time: 3.0620, DDP time: 0.0046, Total iter time: 6.5980 [2020-11-14 15:08:18,414][root][INFO] - ===> Epoch[25](635/26): Loss 0.6942, Sem 0.6942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.771e-01 Score 77.249 Data time: 0.1787, Forward time: 2.2633, Backward time: 3.0625, DDP time: 0.0046, Total iter time: 5.5040 [2020-11-14 15:08:23,054][root][INFO] - ===> Epoch[25](636/26): Loss 0.6372, Sem 0.6372, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.771e-01 Score 80.175 Data time: 0.2221, Forward time: 2.2635, Backward time: 3.0607, DDP time: 0.0045, Total iter time: 4.5605 [2020-11-14 15:08:28,603][root][INFO] - ===> Epoch[25](637/26): Loss 0.6774, Sem 0.6774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.770e-01 Score 79.343 Data time: 0.2222, Forward time: 2.2643, Backward time: 3.0597, DDP time: 0.0045, Total iter time: 5.4504 [2020-11-14 15:08:34,633][root][INFO] - ===> Epoch[25](638/26): Loss 0.6411, Sem 0.6411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.770e-01 Score 80.301 Data time: 0.1267, Forward time: 2.2631, Backward time: 3.0616, DDP time: 0.0045, Total iter time: 5.9090 [2020-11-14 15:08:40,617][root][INFO] - ===> Epoch[25](639/26): Loss 0.7000, Sem 0.7000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.770e-01 Score 78.005 Data time: 0.1654, Forward time: 2.2623, Backward time: 3.0629, DDP time: 0.0045, Total iter time: 5.9039 [2020-11-14 15:08:46,606][root][INFO] - ===> Epoch[25](640/26): Loss 0.6723, Sem 0.6723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.769e-01 Score 78.795 Data time: 0.1789, Forward time: 2.2619, Backward time: 3.0638, DDP time: 0.0045, Total iter time: 5.9153 [2020-11-14 15:08:52,769][root][INFO] - ===> Epoch[25](641/26): Loss 0.7072, Sem 0.7072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.769e-01 Score 77.851 Data time: 0.1937, Forward time: 2.2617, Backward time: 3.0646, DDP time: 0.0045, Total iter time: 6.0565 [2020-11-14 15:08:58,533][root][INFO] - ===> Epoch[25](642/26): Loss 0.7012, Sem 0.7012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.769e-01 Score 79.458 Data time: 0.2436, Forward time: 2.2623, Backward time: 3.0641, DDP time: 0.0045, Total iter time: 5.6560 [2020-11-14 15:09:04,019][root][INFO] - ===> Epoch[25](643/26): Loss 0.6356, Sem 0.6356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.768e-01 Score 80.706 Data time: 0.1831, Forward time: 2.2621, Backward time: 3.0640, DDP time: 0.0045, Total iter time: 5.3780 [2020-11-14 15:09:09,392][root][INFO] - ===> Epoch[25](644/26): Loss 0.7281, Sem 0.7281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.768e-01 Score 78.785 Data time: 0.1918, Forward time: 2.2620, Backward time: 3.0636, DDP time: 0.0046, Total iter time: 5.2802 [2020-11-14 15:09:13,865][root][INFO] - ===> Epoch[25](645/26): Loss 0.6560, Sem 0.6560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.767e-01 Score 79.115 Data time: 0.1759, Forward time: 2.2617, Backward time: 3.0621, DDP time: 0.0046, Total iter time: 4.3760 [2020-11-14 15:09:19,811][root][INFO] - ===> Epoch[25](646/26): Loss 0.6599, Sem 0.6599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.767e-01 Score 80.072 Data time: 0.1645, Forward time: 2.2611, Backward time: 3.0631, DDP time: 0.0046, Total iter time: 5.8464 [2020-11-14 15:09:24,824][root][INFO] - ===> Epoch[25](647/26): Loss 0.6737, Sem 0.6737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.767e-01 Score 80.012 Data time: 0.1831, Forward time: 2.2609, Backward time: 3.0623, DDP time: 0.0046, Total iter time: 4.9331 [2020-11-14 15:09:29,921][root][INFO] - ===> Epoch[25](648/26): Loss 0.7623, Sem 0.7623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.766e-01 Score 77.764 Data time: 0.1789, Forward time: 2.2606, Backward time: 3.0617, DDP time: 0.0046, Total iter time: 4.9977 [2020-11-14 15:09:35,623][root][INFO] - ===> Epoch[25](649/26): Loss 0.7040, Sem 0.7040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.766e-01 Score 77.531 Data time: 0.1826, Forward time: 2.2604, Backward time: 3.0620, DDP time: 0.0046, Total iter time: 5.6073 [2020-11-14 15:09:41,126][root][INFO] - ===> Epoch[25](650/26): Loss 0.6819, Sem 0.6819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.766e-01 Score 79.660 Data time: 0.1848, Forward time: 2.2599, Backward time: 3.0622, DDP time: 0.0046, Total iter time: 5.3961 [2020-11-14 15:09:47,289][root][INFO] - ===> Epoch[26](651/26): Loss 0.7337, Sem 0.7337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.765e-01 Score 78.428 Data time: 0.2267, Forward time: 2.2602, Backward time: 3.0626, DDP time: 0.0046, Total iter time: 6.0730 [2020-11-14 15:09:52,787][root][INFO] - ===> Epoch[26](652/26): Loss 0.7456, Sem 0.7456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.765e-01 Score 76.475 Data time: 0.1813, Forward time: 2.2599, Backward time: 3.0626, DDP time: 0.0046, Total iter time: 5.3713 [2020-11-14 15:09:58,061][root][INFO] - ===> Epoch[26](653/26): Loss 0.6358, Sem 0.6358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.765e-01 Score 80.070 Data time: 0.2326, Forward time: 2.2604, Backward time: 3.0614, DDP time: 0.0046, Total iter time: 5.1666 [2020-11-14 15:10:03,062][root][INFO] - ===> Epoch[26](654/26): Loss 0.6926, Sem 0.6926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.764e-01 Score 78.158 Data time: 0.1737, Forward time: 2.2601, Backward time: 3.0607, DDP time: 0.0046, Total iter time: 4.8857 [2020-11-14 15:10:08,202][root][INFO] - ===> Epoch[26](655/26): Loss 0.6849, Sem 0.6849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.764e-01 Score 78.978 Data time: 0.2348, Forward time: 2.2607, Backward time: 3.0593, DDP time: 0.0045, Total iter time: 5.0622 [2020-11-14 15:10:13,954][root][INFO] - ===> Epoch[26](656/26): Loss 0.6624, Sem 0.6624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.763e-01 Score 79.333 Data time: 0.2204, Forward time: 2.2610, Backward time: 3.0591, DDP time: 0.0045, Total iter time: 5.6470 [2020-11-14 15:10:19,761][root][INFO] - ===> Epoch[26](657/26): Loss 0.6564, Sem 0.6564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.763e-01 Score 79.806 Data time: 0.2446, Forward time: 2.2615, Backward time: 3.0587, DDP time: 0.0045, Total iter time: 5.7048 [2020-11-14 15:10:24,885][root][INFO] - ===> Epoch[26](658/26): Loss 0.6626, Sem 0.6626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.763e-01 Score 80.008 Data time: 0.1884, Forward time: 2.2616, Backward time: 3.0579, DDP time: 0.0045, Total iter time: 5.0211 [2020-11-14 15:10:30,352][root][INFO] - ===> Epoch[26](659/26): Loss 0.6479, Sem 0.6479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.762e-01 Score 79.852 Data time: 0.1242, Forward time: 2.2603, Backward time: 3.0590, DDP time: 0.0045, Total iter time: 5.3739 [2020-11-14 15:10:34,884][root][INFO] - ===> Epoch[26](660/26): Loss 0.6559, Sem 0.6559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.762e-01 Score 79.217 Data time: 0.2000, Forward time: 2.2594, Backward time: 3.0582, DDP time: 0.0045, Total iter time: 4.4804 [2020-11-14 15:10:40,301][root][INFO] - ===> Epoch[26](661/26): Loss 0.6902, Sem 0.6902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.762e-01 Score 78.443 Data time: 0.2316, Forward time: 2.2601, Backward time: 3.0572, DDP time: 0.0045, Total iter time: 5.3491 [2020-11-14 15:10:45,488][root][INFO] - ===> Epoch[26](662/26): Loss 0.7040, Sem 0.7040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.761e-01 Score 78.911 Data time: 0.2116, Forward time: 2.2601, Backward time: 3.0565, DDP time: 0.0045, Total iter time: 5.0773 [2020-11-14 15:10:52,380][root][INFO] - ===> Epoch[26](663/26): Loss 0.6727, Sem 0.6727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.761e-01 Score 79.473 Data time: 0.3379, Forward time: 2.2620, Backward time: 3.0562, DDP time: 0.0045, Total iter time: 6.7904 [2020-11-14 15:10:58,653][root][INFO] - ===> Epoch[26](664/26): Loss 0.7223, Sem 0.7223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.761e-01 Score 78.275 Data time: 0.2361, Forward time: 2.2631, Backward time: 3.0560, DDP time: 0.0045, Total iter time: 6.1507 [2020-11-14 15:11:04,186][root][INFO] - ===> Epoch[26](665/26): Loss 0.7478, Sem 0.7478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.760e-01 Score 76.630 Data time: 0.1748, Forward time: 2.2626, Backward time: 3.0562, DDP time: 0.0045, Total iter time: 5.4135 [2020-11-14 15:11:10,059][root][INFO] - ===> Epoch[26](666/26): Loss 0.6050, Sem 0.6050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.760e-01 Score 81.703 Data time: 0.2715, Forward time: 2.2637, Backward time: 3.0554, DDP time: 0.0045, Total iter time: 5.7968 [2020-11-14 15:11:15,771][root][INFO] - ===> Epoch[26](667/26): Loss 0.6681, Sem 0.6681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.759e-01 Score 79.719 Data time: 0.2256, Forward time: 2.2643, Backward time: 3.0548, DDP time: 0.0045, Total iter time: 5.6273 [2020-11-14 15:11:22,113][root][INFO] - ===> Epoch[26](668/26): Loss 0.7014, Sem 0.7014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.759e-01 Score 79.120 Data time: 0.1168, Forward time: 2.2630, Backward time: 3.0574, DDP time: 0.0045, Total iter time: 6.2616 [2020-11-14 15:11:28,222][root][INFO] - ===> Epoch[26](669/26): Loss 0.6456, Sem 0.6456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.759e-01 Score 80.164 Data time: 0.2085, Forward time: 2.2633, Backward time: 3.0578, DDP time: 0.0045, Total iter time: 6.0738 [2020-11-14 15:11:33,939][root][INFO] - ===> Epoch[26](670/26): Loss 0.6872, Sem 0.6872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.758e-01 Score 78.529 Data time: 0.1541, Forward time: 2.2624, Backward time: 3.0588, DDP time: 0.0045, Total iter time: 5.6576 [2020-11-14 15:11:39,740][root][INFO] - ===> Epoch[26](671/26): Loss 0.6681, Sem 0.6681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.758e-01 Score 80.118 Data time: 0.1826, Forward time: 2.2622, Backward time: 3.0592, DDP time: 0.0045, Total iter time: 5.7480 [2020-11-14 15:11:46,173][root][INFO] - ===> Epoch[26](672/26): Loss 0.6393, Sem 0.6393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.758e-01 Score 79.455 Data time: 0.2132, Forward time: 2.2616, Backward time: 3.0608, DDP time: 0.0045, Total iter time: 6.3442 [2020-11-14 15:11:51,570][root][INFO] - ===> Epoch[26](673/26): Loss 0.5893, Sem 0.5893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.757e-01 Score 82.017 Data time: 0.2374, Forward time: 2.2625, Backward time: 3.0596, DDP time: 0.0045, Total iter time: 5.3355 [2020-11-14 15:11:57,261][root][INFO] - ===> Epoch[26](674/26): Loss 0.7193, Sem 0.7193, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.757e-01 Score 78.798 Data time: 0.2428, Forward time: 2.2633, Backward time: 3.0588, DDP time: 0.0045, Total iter time: 5.5931 [2020-11-14 15:12:03,211][root][INFO] - ===> Epoch[26](675/26): Loss 0.7612, Sem 0.7612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.757e-01 Score 78.069 Data time: 0.1967, Forward time: 2.2634, Backward time: 3.0591, DDP time: 0.0045, Total iter time: 5.8458 [2020-11-14 15:12:09,842][root][INFO] - ===> Epoch[26](676/26): Loss 0.7346, Sem 0.7346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.756e-01 Score 78.075 Data time: 0.1775, Forward time: 2.2631, Backward time: 3.0607, DDP time: 0.0045, Total iter time: 6.5355 [2020-11-14 15:12:14,725][root][INFO] - ===> Epoch[27](677/26): Loss 0.7021, Sem 0.7021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.756e-01 Score 78.067 Data time: 0.2331, Forward time: 2.2634, Backward time: 3.0593, DDP time: 0.0045, Total iter time: 4.7974 [2020-11-14 15:12:20,256][root][INFO] - ===> Epoch[27](678/26): Loss 0.6267, Sem 0.6267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.756e-01 Score 81.192 Data time: 0.2623, Forward time: 2.2643, Backward time: 3.0581, DDP time: 0.0045, Total iter time: 5.4347 [2020-11-14 15:12:27,071][root][INFO] - ===> Epoch[27](679/26): Loss 0.6795, Sem 0.6795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.755e-01 Score 78.699 Data time: 0.1915, Forward time: 2.2642, Backward time: 3.0598, DDP time: 0.0045, Total iter time: 6.7062 [2020-11-14 15:12:32,515][root][INFO] - ===> Epoch[27](680/26): Loss 0.7064, Sem 0.7064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.755e-01 Score 77.862 Data time: 0.1623, Forward time: 2.2636, Backward time: 3.0601, DDP time: 0.0045, Total iter time: 5.3786 [2020-11-14 15:12:38,637][root][INFO] - ===> Epoch[27](681/26): Loss 0.6411, Sem 0.6411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.754e-01 Score 79.514 Data time: 0.1272, Forward time: 2.2624, Backward time: 3.0619, DDP time: 0.0045, Total iter time: 6.0614 [2020-11-14 15:12:43,850][root][INFO] - ===> Epoch[27](682/26): Loss 0.6987, Sem 0.6987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.754e-01 Score 78.949 Data time: 0.1687, Forward time: 2.2615, Backward time: 3.0623, DDP time: 0.0045, Total iter time: 5.1858 [2020-11-14 15:12:49,519][root][INFO] - ===> Epoch[27](683/26): Loss 0.6437, Sem 0.6437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.754e-01 Score 79.338 Data time: 0.1066, Forward time: 2.2599, Backward time: 3.0639, DDP time: 0.0045, Total iter time: 5.5969 [2020-11-14 15:12:54,948][root][INFO] - ===> Epoch[27](684/26): Loss 0.6347, Sem 0.6347, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.753e-01 Score 80.941 Data time: 0.1793, Forward time: 2.2593, Backward time: 3.0642, DDP time: 0.0045, Total iter time: 5.4054 [2020-11-14 15:13:00,514][root][INFO] - ===> Epoch[27](685/26): Loss 0.6479, Sem 0.6479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.753e-01 Score 80.607 Data time: 0.1604, Forward time: 2.2586, Backward time: 3.0648, DDP time: 0.0045, Total iter time: 5.5011 [2020-11-14 15:13:06,162][root][INFO] - ===> Epoch[27](686/26): Loss 0.7160, Sem 0.7160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.753e-01 Score 77.816 Data time: 0.2038, Forward time: 2.2586, Backward time: 3.0648, DDP time: 0.0045, Total iter time: 5.5713 [2020-11-14 15:13:11,400][root][INFO] - ===> Epoch[27](687/26): Loss 0.6145, Sem 0.6145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.752e-01 Score 81.364 Data time: 0.1854, Forward time: 2.2585, Backward time: 3.0642, DDP time: 0.0045, Total iter time: 5.1544 [2020-11-14 15:13:16,589][root][INFO] - ===> Epoch[27](688/26): Loss 0.7479, Sem 0.7479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.752e-01 Score 76.382 Data time: 0.1892, Forward time: 2.2584, Backward time: 3.0637, DDP time: 0.0045, Total iter time: 5.1225 [2020-11-14 15:13:22,104][root][INFO] - ===> Epoch[27](689/26): Loss 0.6490, Sem 0.6490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.752e-01 Score 79.745 Data time: 0.1971, Forward time: 2.2585, Backward time: 3.0634, DDP time: 0.0045, Total iter time: 5.4178 [2020-11-14 15:13:27,891][root][INFO] - ===> Epoch[27](690/26): Loss 0.7211, Sem 0.7211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.751e-01 Score 77.311 Data time: 0.1270, Forward time: 2.2572, Backward time: 3.0650, DDP time: 0.0045, Total iter time: 5.6978 [2020-11-14 15:13:33,883][root][INFO] - ===> Epoch[27](691/26): Loss 0.7218, Sem 0.7218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.751e-01 Score 78.839 Data time: 0.2413, Forward time: 2.2577, Backward time: 3.0649, DDP time: 0.0045, Total iter time: 5.9353 [2020-11-14 15:13:39,635][root][INFO] - ===> Epoch[27](692/26): Loss 0.6111, Sem 0.6111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.750e-01 Score 80.690 Data time: 0.2270, Forward time: 2.2582, Backward time: 3.0646, DDP time: 0.0045, Total iter time: 5.6578 [2020-11-14 15:13:45,602][root][INFO] - ===> Epoch[27](693/26): Loss 0.6007, Sem 0.6007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.750e-01 Score 82.289 Data time: 0.2263, Forward time: 2.2586, Backward time: 3.0645, DDP time: 0.0045, Total iter time: 5.8617 [2020-11-14 15:13:51,987][root][INFO] - ===> Epoch[27](694/26): Loss 0.6207, Sem 0.6207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.750e-01 Score 81.300 Data time: 0.2169, Forward time: 2.2590, Backward time: 3.0651, DDP time: 0.0045, Total iter time: 6.2872 [2020-11-14 15:13:57,329][root][INFO] - ===> Epoch[27](695/26): Loss 0.6119, Sem 0.6119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.749e-01 Score 80.572 Data time: 0.1986, Forward time: 2.2589, Backward time: 3.0646, DDP time: 0.0045, Total iter time: 5.2184 [2020-11-14 15:14:03,862][root][INFO] - ===> Epoch[27](696/26): Loss 0.6921, Sem 0.6921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.749e-01 Score 77.523 Data time: 0.2196, Forward time: 2.2595, Backward time: 3.0652, DDP time: 0.0045, Total iter time: 6.4377 [2020-11-14 15:14:09,873][root][INFO] - ===> Epoch[27](697/26): Loss 0.5922, Sem 0.5922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.749e-01 Score 82.457 Data time: 0.1512, Forward time: 2.2588, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 5.9078 [2020-11-14 15:14:15,452][root][INFO] - ===> Epoch[27](698/26): Loss 0.6936, Sem 0.6936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.748e-01 Score 77.974 Data time: 0.1893, Forward time: 2.2586, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 5.5122 [2020-11-14 15:14:22,047][root][INFO] - ===> Epoch[27](699/26): Loss 0.7032, Sem 0.7032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.748e-01 Score 79.277 Data time: 0.1559, Forward time: 2.2578, Backward time: 3.0684, DDP time: 0.0045, Total iter time: 6.5073 [2020-11-14 15:14:27,562][root][INFO] - ===> Epoch[27](700/26): Loss 0.6173, Sem 0.6173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.748e-01 Score 80.875 Data time: 0.2177, Forward time: 2.2583, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.4384 [2020-11-14 15:14:33,714][root][INFO] - ===> Epoch[27](701/26): Loss 0.6026, Sem 0.6026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.747e-01 Score 81.407 Data time: 0.2271, Forward time: 2.2587, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 6.0425 [2020-11-14 15:14:39,270][root][INFO] - ===> Epoch[27](702/26): Loss 0.6330, Sem 0.6330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.747e-01 Score 79.697 Data time: 0.2424, Forward time: 2.2596, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.4562 [2020-11-14 15:14:44,260][root][INFO] - ===> Epoch[28](703/26): Loss 0.6802, Sem 0.6802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.746e-01 Score 80.421 Data time: 0.2095, Forward time: 2.2591, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 4.8982 [2020-11-14 15:14:49,271][root][INFO] - ===> Epoch[28](704/26): Loss 0.7581, Sem 0.7581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.746e-01 Score 76.700 Data time: 0.1752, Forward time: 2.2588, Backward time: 3.0657, DDP time: 0.0045, Total iter time: 4.9563 [2020-11-14 15:14:55,008][root][INFO] - ===> Epoch[28](705/26): Loss 0.6941, Sem 0.6941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.746e-01 Score 78.219 Data time: 0.1682, Forward time: 2.2583, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 5.6909 [2020-11-14 15:15:02,006][root][INFO] - ===> Epoch[28](706/26): Loss 0.6367, Sem 0.6367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.745e-01 Score 80.002 Data time: 0.1819, Forward time: 2.2581, Backward time: 3.0684, DDP time: 0.0045, Total iter time: 6.9338 [2020-11-14 15:15:07,503][root][INFO] - ===> Epoch[28](707/26): Loss 0.7481, Sem 0.7481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.745e-01 Score 76.802 Data time: 0.1522, Forward time: 2.2573, Backward time: 3.0690, DDP time: 0.0045, Total iter time: 5.4284 [2020-11-14 15:15:13,542][root][INFO] - ===> Epoch[28](708/26): Loss 0.6155, Sem 0.6155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.745e-01 Score 81.093 Data time: 0.2376, Forward time: 2.2579, Backward time: 3.0689, DDP time: 0.0045, Total iter time: 5.9903 [2020-11-14 15:15:18,834][root][INFO] - ===> Epoch[28](709/26): Loss 0.6461, Sem 0.6461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.744e-01 Score 79.566 Data time: 0.1941, Forward time: 2.2577, Backward time: 3.0685, DDP time: 0.0045, Total iter time: 5.1970 [2020-11-14 15:15:24,063][root][INFO] - ===> Epoch[28](710/26): Loss 0.6467, Sem 0.6467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.744e-01 Score 80.744 Data time: 0.2471, Forward time: 2.2584, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.1579 [2020-11-14 15:15:29,972][root][INFO] - ===> Epoch[28](711/26): Loss 0.6282, Sem 0.6282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.744e-01 Score 81.292 Data time: 0.2417, Forward time: 2.2588, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.8089 [2020-11-14 15:15:35,290][root][INFO] - ===> Epoch[28](712/26): Loss 0.7976, Sem 0.7976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.743e-01 Score 76.779 Data time: 0.1627, Forward time: 2.2580, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.2182 [2020-11-14 15:15:42,587][root][INFO] - ===> Epoch[28](713/26): Loss 0.6872, Sem 0.6872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.743e-01 Score 79.210 Data time: 0.1779, Forward time: 2.2574, Backward time: 3.0701, DDP time: 0.0045, Total iter time: 7.2587 [2020-11-14 15:15:47,514][root][INFO] - ===> Epoch[28](714/26): Loss 0.7429, Sem 0.7429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.743e-01 Score 76.765 Data time: 0.1981, Forward time: 2.2575, Backward time: 3.0691, DDP time: 0.0045, Total iter time: 4.8813 [2020-11-14 15:15:52,820][root][INFO] - ===> Epoch[28](715/26): Loss 0.7245, Sem 0.7245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.742e-01 Score 79.410 Data time: 0.2080, Forward time: 2.2579, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.2321 [2020-11-14 15:15:57,522][root][INFO] - ===> Epoch[28](716/26): Loss 0.6865, Sem 0.6865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.742e-01 Score 79.438 Data time: 0.1622, Forward time: 2.2574, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 4.6071 [2020-11-14 15:16:02,146][root][INFO] - ===> Epoch[28](717/26): Loss 0.5756, Sem 0.5756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.741e-01 Score 82.471 Data time: 0.1474, Forward time: 2.2567, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 4.5761 [2020-11-14 15:16:08,217][root][INFO] - ===> Epoch[28](718/26): Loss 0.5911, Sem 0.5911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.741e-01 Score 81.736 Data time: 0.1631, Forward time: 2.2560, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 6.0354 [2020-11-14 15:16:13,920][root][INFO] - ===> Epoch[28](719/26): Loss 0.6434, Sem 0.6434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.741e-01 Score 80.229 Data time: 0.1865, Forward time: 2.2560, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.6743 [2020-11-14 15:16:20,415][root][INFO] - ===> Epoch[28](720/26): Loss 0.7100, Sem 0.7100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.740e-01 Score 78.459 Data time: 0.1721, Forward time: 2.2557, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 6.4250 [2020-11-14 15:16:26,204][root][INFO] - ===> Epoch[28](721/26): Loss 0.6721, Sem 0.6721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.740e-01 Score 79.518 Data time: 0.1777, Forward time: 2.2552, Backward time: 3.0702, DDP time: 0.0046, Total iter time: 5.7096 [2020-11-14 15:16:33,377][root][INFO] - ===> Epoch[28](722/26): Loss 0.6524, Sem 0.6524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.740e-01 Score 80.519 Data time: 0.3244, Forward time: 2.2565, Backward time: 3.0708, DDP time: 0.0046, Total iter time: 7.1135 [2020-11-14 15:16:38,713][root][INFO] - ===> Epoch[28](723/26): Loss 0.6294, Sem 0.6294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.739e-01 Score 80.115 Data time: 0.2087, Forward time: 2.2570, Backward time: 3.0699, DDP time: 0.0045, Total iter time: 5.2081 [2020-11-14 15:16:44,193][root][INFO] - ===> Epoch[28](724/26): Loss 0.6085, Sem 0.6085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.739e-01 Score 81.256 Data time: 0.2188, Forward time: 2.2570, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 5.3715 [2020-11-14 15:16:49,177][root][INFO] - ===> Epoch[28](725/26): Loss 0.6639, Sem 0.6639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.739e-01 Score 80.001 Data time: 0.1128, Forward time: 2.2560, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 4.8749 [2020-11-14 15:16:54,188][root][INFO] - ===> Epoch[28](726/26): Loss 0.7413, Sem 0.7413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.738e-01 Score 77.675 Data time: 0.1432, Forward time: 2.2549, Backward time: 3.0699, DDP time: 0.0046, Total iter time: 4.9496 [2020-11-14 15:17:00,624][root][INFO] - ===> Epoch[28](727/26): Loss 0.6682, Sem 0.6682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.738e-01 Score 79.888 Data time: 0.2052, Forward time: 2.2550, Backward time: 3.0708, DDP time: 0.0046, Total iter time: 6.3883 [2020-11-14 15:17:06,217][root][INFO] - ===> Epoch[28](728/26): Loss 0.7421, Sem 0.7421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.737e-01 Score 77.350 Data time: 0.2288, Forward time: 2.2550, Backward time: 3.0707, DDP time: 0.0046, Total iter time: 5.4967 [2020-11-14 15:17:12,298][root][INFO] - ===> Epoch[29](729/26): Loss 0.6309, Sem 0.6309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.737e-01 Score 80.042 Data time: 0.2075, Forward time: 2.2554, Backward time: 3.0708, DDP time: 0.0046, Total iter time: 5.9775 [2020-11-14 15:17:17,931][root][INFO] - ===> Epoch[29](730/26): Loss 0.6084, Sem 0.6084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.737e-01 Score 81.668 Data time: 0.1445, Forward time: 2.2546, Backward time: 3.0716, DDP time: 0.0046, Total iter time: 5.5261 [2020-11-14 15:17:24,233][root][INFO] - ===> Epoch[29](731/26): Loss 0.6859, Sem 0.6859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.736e-01 Score 78.274 Data time: 0.1926, Forward time: 2.2544, Backward time: 3.0726, DDP time: 0.0046, Total iter time: 6.2379 [2020-11-14 15:17:29,879][root][INFO] - ===> Epoch[29](732/26): Loss 0.6890, Sem 0.6890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.736e-01 Score 78.869 Data time: 0.1912, Forward time: 2.2541, Backward time: 3.0728, DDP time: 0.0046, Total iter time: 5.5734 [2020-11-14 15:17:36,172][root][INFO] - ===> Epoch[29](733/26): Loss 0.6431, Sem 0.6431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.736e-01 Score 79.736 Data time: 0.1770, Forward time: 2.2539, Backward time: 3.0738, DDP time: 0.0046, Total iter time: 6.2128 [2020-11-14 15:17:42,181][root][INFO] - ===> Epoch[29](734/26): Loss 0.6150, Sem 0.6150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.735e-01 Score 81.608 Data time: 0.2795, Forward time: 2.2546, Backward time: 3.0735, DDP time: 0.0046, Total iter time: 5.9265 [2020-11-14 15:17:47,709][root][INFO] - ===> Epoch[29](735/26): Loss 0.6681, Sem 0.6681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.735e-01 Score 80.602 Data time: 0.2258, Forward time: 2.2549, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 5.4077 [2020-11-14 15:17:53,282][root][INFO] - ===> Epoch[29](736/26): Loss 0.6345, Sem 0.6345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.735e-01 Score 79.883 Data time: 0.2590, Forward time: 2.2555, Backward time: 3.0722, DDP time: 0.0046, Total iter time: 5.4840 [2020-11-14 15:17:59,093][root][INFO] - ===> Epoch[29](737/26): Loss 0.5631, Sem 0.5631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.734e-01 Score 81.845 Data time: 0.2096, Forward time: 2.2557, Backward time: 3.0721, DDP time: 0.0046, Total iter time: 5.6984 [2020-11-14 15:18:04,527][root][INFO] - ===> Epoch[29](738/26): Loss 0.7189, Sem 0.7189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.734e-01 Score 77.554 Data time: 0.2448, Forward time: 2.2562, Backward time: 3.0713, DDP time: 0.0046, Total iter time: 5.3505 [2020-11-14 15:18:12,107][root][INFO] - ===> Epoch[29](739/26): Loss 0.6697, Sem 0.6697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.733e-01 Score 79.313 Data time: 0.1775, Forward time: 2.2559, Backward time: 3.0740, DDP time: 0.0046, Total iter time: 7.4787 [2020-11-14 15:18:16,968][root][INFO] - ===> Epoch[29](740/26): Loss 0.5289, Sem 0.5289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.733e-01 Score 83.263 Data time: 0.1709, Forward time: 2.2553, Backward time: 3.0735, DDP time: 0.0046, Total iter time: 4.7731 [2020-11-14 15:18:23,289][root][INFO] - ===> Epoch[29](741/26): Loss 0.6720, Sem 0.6720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.733e-01 Score 79.664 Data time: 0.1875, Forward time: 2.2551, Backward time: 3.0745, DDP time: 0.0046, Total iter time: 6.2477 [2020-11-14 15:18:28,322][root][INFO] - ===> Epoch[29](742/26): Loss 0.6298, Sem 0.6298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.732e-01 Score 79.930 Data time: 0.1618, Forward time: 2.2541, Backward time: 3.0747, DDP time: 0.0046, Total iter time: 4.9468 [2020-11-14 15:18:34,179][root][INFO] - ===> Epoch[29](743/26): Loss 0.6623, Sem 0.6623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.732e-01 Score 80.080 Data time: 0.1411, Forward time: 2.2531, Backward time: 3.0760, DDP time: 0.0046, Total iter time: 5.7866 [2020-11-14 15:18:39,844][root][INFO] - ===> Epoch[29](744/26): Loss 0.6600, Sem 0.6600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.732e-01 Score 80.684 Data time: 0.2213, Forward time: 2.2535, Backward time: 3.0756, DDP time: 0.0046, Total iter time: 5.6219 [2020-11-14 15:18:45,825][root][INFO] - ===> Epoch[29](745/26): Loss 0.7445, Sem 0.7445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.731e-01 Score 77.441 Data time: 0.1706, Forward time: 2.2529, Backward time: 3.0765, DDP time: 0.0046, Total iter time: 5.8692 [2020-11-14 15:18:52,946][root][INFO] - ===> Epoch[29](746/26): Loss 0.7540, Sem 0.7540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.731e-01 Score 76.092 Data time: 0.2493, Forward time: 2.2535, Backward time: 3.0777, DDP time: 0.0046, Total iter time: 7.0455 [2020-11-14 15:18:58,573][root][INFO] - ===> Epoch[29](747/26): Loss 0.5922, Sem 0.5922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.731e-01 Score 81.884 Data time: 0.2319, Forward time: 2.2539, Backward time: 3.0772, DDP time: 0.0046, Total iter time: 5.5028 [2020-11-14 15:19:04,206][root][INFO] - ===> Epoch[29](748/26): Loss 0.7226, Sem 0.7226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.730e-01 Score 78.400 Data time: 0.1523, Forward time: 2.2533, Backward time: 3.0777, DDP time: 0.0046, Total iter time: 5.5301 [2020-11-14 15:19:10,863][root][INFO] - ===> Epoch[29](749/26): Loss 0.6411, Sem 0.6411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.730e-01 Score 80.471 Data time: 0.2917, Forward time: 2.2545, Backward time: 3.0778, DDP time: 0.0046, Total iter time: 6.5828 [2020-11-14 15:19:17,210][root][INFO] - ===> Epoch[29](750/26): Loss 0.6541, Sem 0.6541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.730e-01 Score 80.824 Data time: 0.1859, Forward time: 2.2544, Backward time: 3.0786, DDP time: 0.0046, Total iter time: 6.2386 [2020-11-14 15:19:22,828][root][INFO] - ===> Epoch[29](751/26): Loss 0.5493, Sem 0.5493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.729e-01 Score 83.288 Data time: 0.2177, Forward time: 2.2541, Backward time: 3.0787, DDP time: 0.0046, Total iter time: 5.5360 [2020-11-14 15:19:28,220][root][INFO] - ===> Epoch[29](752/26): Loss 0.6575, Sem 0.6575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.729e-01 Score 78.983 Data time: 0.2051, Forward time: 2.2544, Backward time: 3.0781, DDP time: 0.0046, Total iter time: 5.3200 [2020-11-14 15:19:34,001][root][INFO] - ===> Epoch[29](753/26): Loss 0.7151, Sem 0.7151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.728e-01 Score 78.928 Data time: 0.1924, Forward time: 2.2541, Backward time: 3.0785, DDP time: 0.0046, Total iter time: 5.6945 [2020-11-14 15:19:41,504][root][INFO] - ===> Epoch[29](754/26): Loss 0.5536, Sem 0.5536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.728e-01 Score 82.832 Data time: 0.2420, Forward time: 2.2547, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 7.4215 [2020-11-14 15:19:46,366][root][INFO] - ===> Epoch[30](755/26): Loss 0.6411, Sem 0.6411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.728e-01 Score 80.922 Data time: 0.2037, Forward time: 2.2546, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 4.7557 [2020-11-14 15:19:52,128][root][INFO] - ===> Epoch[30](756/26): Loss 0.6390, Sem 0.6390, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.727e-01 Score 80.066 Data time: 0.2261, Forward time: 2.2546, Backward time: 3.0793, DDP time: 0.0046, Total iter time: 5.6738 [2020-11-14 15:19:57,841][root][INFO] - ===> Epoch[30](757/26): Loss 0.6320, Sem 0.6320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.727e-01 Score 80.678 Data time: 0.2099, Forward time: 2.2543, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 5.6217 [2020-11-14 15:20:03,369][root][INFO] - ===> Epoch[30](758/26): Loss 0.6525, Sem 0.6525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.727e-01 Score 80.204 Data time: 0.1535, Forward time: 2.2536, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 5.4385 [2020-11-14 15:20:09,319][root][INFO] - ===> Epoch[30](759/26): Loss 0.5954, Sem 0.5954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.726e-01 Score 82.646 Data time: 0.2587, Forward time: 2.2534, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 5.8753 [2020-11-14 15:20:15,692][root][INFO] - ===> Epoch[30](760/26): Loss 0.6353, Sem 0.6353, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.726e-01 Score 80.663 Data time: 0.3433, Forward time: 2.2547, Backward time: 3.0799, DDP time: 0.0046, Total iter time: 6.2796 [2020-11-14 15:20:21,521][root][INFO] - ===> Epoch[30](761/26): Loss 0.6175, Sem 0.6175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.726e-01 Score 80.555 Data time: 0.2425, Forward time: 2.2555, Backward time: 3.0793, DDP time: 0.0046, Total iter time: 5.7114 [2020-11-14 15:20:28,953][root][INFO] - ===> Epoch[30](762/26): Loss 0.7080, Sem 0.7080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.725e-01 Score 78.912 Data time: 0.2725, Forward time: 2.2561, Backward time: 3.0808, DDP time: 0.0046, Total iter time: 7.3212 [2020-11-14 15:20:35,589][root][INFO] - ===> Epoch[30](763/26): Loss 0.6410, Sem 0.6410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.725e-01 Score 78.878 Data time: 0.3637, Forward time: 2.2576, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 6.5283 [2020-11-14 15:20:41,036][root][INFO] - ===> Epoch[30](764/26): Loss 0.6500, Sem 0.6500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.724e-01 Score 80.091 Data time: 0.2186, Forward time: 2.2574, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 5.3315 [2020-11-14 15:20:46,762][root][INFO] - ===> Epoch[30](765/26): Loss 0.6370, Sem 0.6370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.724e-01 Score 79.921 Data time: 0.2195, Forward time: 2.2576, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 5.6406 [2020-11-14 15:20:51,666][root][INFO] - ===> Epoch[30](766/26): Loss 0.5988, Sem 0.5988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.724e-01 Score 81.179 Data time: 0.1981, Forward time: 2.2577, Backward time: 3.0789, DDP time: 0.0046, Total iter time: 4.8201 [2020-11-14 15:20:56,697][root][INFO] - ===> Epoch[30](767/26): Loss 0.5974, Sem 0.5974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.723e-01 Score 81.605 Data time: 0.1804, Forward time: 2.2574, Backward time: 3.0783, DDP time: 0.0046, Total iter time: 4.9493 [2020-11-14 15:21:02,201][root][INFO] - ===> Epoch[30](768/26): Loss 0.6295, Sem 0.6295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.723e-01 Score 80.256 Data time: 0.2055, Forward time: 2.2572, Backward time: 3.0781, DDP time: 0.0046, Total iter time: 5.4269 [2020-11-14 15:21:06,907][root][INFO] - ===> Epoch[30](769/26): Loss 0.6334, Sem 0.6334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.723e-01 Score 80.708 Data time: 0.1973, Forward time: 2.2573, Backward time: 3.0768, DDP time: 0.0046, Total iter time: 4.6218 [2020-11-14 15:21:13,400][root][INFO] - ===> Epoch[30](770/26): Loss 0.6866, Sem 0.6866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.722e-01 Score 78.175 Data time: 0.1393, Forward time: 2.2566, Backward time: 3.0785, DDP time: 0.0046, Total iter time: 6.3943 [2020-11-14 15:21:18,682][root][INFO] - ===> Epoch[30](771/26): Loss 0.7078, Sem 0.7078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.722e-01 Score 78.285 Data time: 0.1210, Forward time: 2.2556, Backward time: 3.0790, DDP time: 0.0046, Total iter time: 5.2617 [2020-11-14 15:21:23,509][root][INFO] - ===> Epoch[30](772/26): Loss 0.5933, Sem 0.5933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.722e-01 Score 81.430 Data time: 0.2223, Forward time: 2.2559, Backward time: 3.0777, DDP time: 0.0046, Total iter time: 4.7875 [2020-11-14 15:21:29,297][root][INFO] - ===> Epoch[30](773/26): Loss 0.6263, Sem 0.6263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.721e-01 Score 81.529 Data time: 0.2655, Forward time: 2.2567, Backward time: 3.0770, DDP time: 0.0046, Total iter time: 5.6892 [2020-11-14 15:21:35,114][root][INFO] - ===> Epoch[30](774/26): Loss 0.6115, Sem 0.6115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.721e-01 Score 80.649 Data time: 0.1767, Forward time: 2.2563, Backward time: 3.0775, DDP time: 0.0046, Total iter time: 5.7126 [2020-11-14 15:21:40,672][root][INFO] - ===> Epoch[30](775/26): Loss 0.6009, Sem 0.6009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.720e-01 Score 82.080 Data time: 0.1637, Forward time: 2.2556, Backward time: 3.0780, DDP time: 0.0046, Total iter time: 5.4836 [2020-11-14 15:21:47,307][root][INFO] - ===> Epoch[30](776/26): Loss 0.6243, Sem 0.6243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.720e-01 Score 81.218 Data time: 0.2150, Forward time: 2.2558, Backward time: 3.0791, DDP time: 0.0046, Total iter time: 6.5722 [2020-11-14 15:21:53,729][root][INFO] - ===> Epoch[30](777/26): Loss 0.6446, Sem 0.6446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.720e-01 Score 80.687 Data time: 0.2138, Forward time: 2.2560, Backward time: 3.0798, DDP time: 0.0046, Total iter time: 6.3461 [2020-11-14 15:21:59,284][root][INFO] - ===> Epoch[30](778/26): Loss 0.6541, Sem 0.6541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.719e-01 Score 79.919 Data time: 0.2395, Forward time: 2.2563, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 5.4507 [2020-11-14 15:22:05,146][root][INFO] - ===> Epoch[30](779/26): Loss 0.6607, Sem 0.6607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.719e-01 Score 79.056 Data time: 0.2078, Forward time: 2.2564, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.7624 [2020-11-14 15:22:11,054][root][INFO] - ===> Epoch[30](780/26): Loss 0.6548, Sem 0.6548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.719e-01 Score 80.123 Data time: 0.2000, Forward time: 2.2563, Backward time: 3.0796, DDP time: 0.0046, Total iter time: 5.8337 [2020-11-14 15:22:16,973][root][INFO] - ===> Epoch[31](781/26): Loss 0.6110, Sem 0.6110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.718e-01 Score 81.557 Data time: 0.2029, Forward time: 2.2563, Backward time: 3.0798, DDP time: 0.0046, Total iter time: 5.8506 [2020-11-14 15:22:24,182][root][INFO] - ===> Epoch[31](782/26): Loss 0.5803, Sem 0.5803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.718e-01 Score 81.874 Data time: 0.2399, Forward time: 2.2563, Backward time: 3.0816, DDP time: 0.0046, Total iter time: 7.1283 [2020-11-14 15:22:29,153][root][INFO] - ===> Epoch[31](783/26): Loss 0.6067, Sem 0.6067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.718e-01 Score 81.786 Data time: 0.2209, Forward time: 2.2569, Backward time: 3.0803, DDP time: 0.0046, Total iter time: 4.8956 [2020-11-14 15:22:34,037][root][INFO] - ===> Epoch[31](784/26): Loss 0.6108, Sem 0.6108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.717e-01 Score 80.713 Data time: 0.1842, Forward time: 2.2564, Backward time: 3.0797, DDP time: 0.0046, Total iter time: 4.7880 [2020-11-14 15:22:40,837][root][INFO] - ===> Epoch[31](785/26): Loss 0.6627, Sem 0.6627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.717e-01 Score 79.663 Data time: 0.3717, Forward time: 2.2580, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 6.7457 [2020-11-14 15:22:47,169][root][INFO] - ===> Epoch[31](786/26): Loss 0.6532, Sem 0.6532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.716e-01 Score 79.275 Data time: 0.1920, Forward time: 2.2582, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 6.2344 [2020-11-14 15:22:53,942][root][INFO] - ===> Epoch[31](787/26): Loss 0.6532, Sem 0.6532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.716e-01 Score 79.883 Data time: 0.1765, Forward time: 2.2578, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 6.7015 [2020-11-14 15:23:00,211][root][INFO] - ===> Epoch[31](788/26): Loss 0.6589, Sem 0.6589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.716e-01 Score 81.580 Data time: 0.1678, Forward time: 2.2572, Backward time: 3.0830, DDP time: 0.0046, Total iter time: 6.1948 [2020-11-14 15:23:07,304][root][INFO] - ===> Epoch[31](789/26): Loss 0.6082, Sem 0.6082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.715e-01 Score 80.004 Data time: 0.2147, Forward time: 2.2570, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 7.0463 [2020-11-14 15:23:13,736][root][INFO] - ===> Epoch[31](790/26): Loss 0.7141, Sem 0.7141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.715e-01 Score 78.793 Data time: 0.1962, Forward time: 2.2569, Backward time: 3.0859, DDP time: 0.0046, Total iter time: 6.3680 [2020-11-14 15:23:18,412][root][INFO] - ===> Epoch[31](791/26): Loss 0.6857, Sem 0.6857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.715e-01 Score 80.414 Data time: 0.1798, Forward time: 2.2567, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 4.6109 [2020-11-14 15:23:23,336][root][INFO] - ===> Epoch[31](792/26): Loss 0.6443, Sem 0.6443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.714e-01 Score 80.519 Data time: 0.1652, Forward time: 2.2562, Backward time: 3.0844, DDP time: 0.0046, Total iter time: 4.8744 [2020-11-14 15:23:29,062][root][INFO] - ===> Epoch[31](793/26): Loss 0.5719, Sem 0.5719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.714e-01 Score 83.267 Data time: 0.2427, Forward time: 2.2570, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 5.6682 [2020-11-14 15:23:36,029][root][INFO] - ===> Epoch[31](794/26): Loss 0.6207, Sem 0.6207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.714e-01 Score 81.030 Data time: 0.2095, Forward time: 2.2572, Backward time: 3.0850, DDP time: 0.0046, Total iter time: 6.8616 [2020-11-14 15:23:41,963][root][INFO] - ===> Epoch[31](795/26): Loss 0.6713, Sem 0.6713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.713e-01 Score 79.421 Data time: 0.1752, Forward time: 2.2570, Backward time: 3.0856, DDP time: 0.0046, Total iter time: 5.8384 [2020-11-14 15:23:48,379][root][INFO] - ===> Epoch[31](796/26): Loss 0.6705, Sem 0.6705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.713e-01 Score 79.564 Data time: 0.1726, Forward time: 2.2565, Backward time: 3.0868, DDP time: 0.0046, Total iter time: 6.3285 [2020-11-14 15:23:54,103][root][INFO] - ===> Epoch[31](797/26): Loss 0.6595, Sem 0.6595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.713e-01 Score 80.830 Data time: 0.1914, Forward time: 2.2564, Backward time: 3.0870, DDP time: 0.0046, Total iter time: 5.6600 [2020-11-14 15:23:59,384][root][INFO] - ===> Epoch[31](798/26): Loss 0.7110, Sem 0.7110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.712e-01 Score 79.033 Data time: 0.2046, Forward time: 2.2564, Backward time: 3.0865, DDP time: 0.0046, Total iter time: 5.1942 [2020-11-14 15:24:04,223][root][INFO] - ===> Epoch[31](799/26): Loss 0.5418, Sem 0.5418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.712e-01 Score 83.645 Data time: 0.2164, Forward time: 2.2568, Backward time: 3.0851, DDP time: 0.0046, Total iter time: 4.7441 [2020-11-14 15:24:09,761][root][INFO] - ===> Epoch[31](800/26): Loss 0.5935, Sem 0.5935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.711e-01 Score 81.099 Data time: 0.2058, Forward time: 2.2568, Backward time: 3.0849, DDP time: 0.0046, Total iter time: 5.4430 [2020-11-14 15:24:15,051][root][INFO] - ===> Epoch[31](801/26): Loss 0.6164, Sem 0.6164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.711e-01 Score 81.081 Data time: 0.2621, Forward time: 2.2574, Backward time: 3.0837, DDP time: 0.0046, Total iter time: 5.1770 [2020-11-14 15:24:19,957][root][INFO] - ===> Epoch[31](802/26): Loss 0.5737, Sem 0.5737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.711e-01 Score 81.899 Data time: 0.2243, Forward time: 2.2573, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 4.8020 [2020-11-14 15:24:25,273][root][INFO] - ===> Epoch[31](803/26): Loss 0.6090, Sem 0.6090, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.710e-01 Score 80.911 Data time: 0.1608, Forward time: 2.2568, Backward time: 3.0828, DDP time: 0.0046, Total iter time: 5.2328 [2020-11-14 15:24:30,086][root][INFO] - ===> Epoch[31](804/26): Loss 0.6136, Sem 0.6136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.710e-01 Score 80.445 Data time: 0.2128, Forward time: 2.2569, Backward time: 3.0817, DDP time: 0.0046, Total iter time: 4.7692 [2020-11-14 15:24:36,231][root][INFO] - ===> Epoch[31](805/26): Loss 0.5861, Sem 0.5861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.710e-01 Score 81.883 Data time: 0.2785, Forward time: 2.2579, Backward time: 3.0812, DDP time: 0.0046, Total iter time: 6.0311 [2020-11-14 15:24:42,282][root][INFO] - ===> Epoch[31](806/26): Loss 0.5803, Sem 0.5803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.709e-01 Score 83.143 Data time: 0.2052, Forward time: 2.2580, Backward time: 3.0814, DDP time: 0.0046, Total iter time: 5.9368 [2020-11-14 15:24:48,520][root][INFO] - ===> Epoch[32](807/26): Loss 0.4956, Sem 0.4956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.709e-01 Score 84.600 Data time: 0.1701, Forward time: 2.2577, Backward time: 3.0824, DDP time: 0.0046, Total iter time: 6.1472 [2020-11-14 15:24:53,455][root][INFO] - ===> Epoch[32](808/26): Loss 0.6428, Sem 0.6428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.709e-01 Score 80.947 Data time: 0.1636, Forward time: 2.2571, Backward time: 3.0821, DDP time: 0.0046, Total iter time: 4.8712 [2020-11-14 15:24:57,380][root][INFO] - ===> Epoch[32](809/26): Loss 0.5773, Sem 0.5773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.708e-01 Score 82.692 Data time: 0.1600, Forward time: 2.2566, Backward time: 3.0806, DDP time: 0.0046, Total iter time: 3.8663 [2020-11-14 15:25:03,639][root][INFO] - ===> Epoch[32](810/26): Loss 0.5360, Sem 0.5360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.708e-01 Score 83.257 Data time: 0.1718, Forward time: 2.2560, Backward time: 3.0818, DDP time: 0.0046, Total iter time: 6.2140 [2020-11-14 15:25:08,967][root][INFO] - ===> Epoch[32](811/26): Loss 0.6048, Sem 0.6048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.707e-01 Score 82.183 Data time: 0.2390, Forward time: 2.2559, Backward time: 3.0814, DDP time: 0.0046, Total iter time: 5.2507 [2020-11-14 15:25:15,185][root][INFO] - ===> Epoch[32](812/26): Loss 0.6386, Sem 0.6386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.707e-01 Score 79.759 Data time: 0.2377, Forward time: 2.2564, Backward time: 3.0815, DDP time: 0.0046, Total iter time: 6.1375 [2020-11-14 15:25:20,708][root][INFO] - ===> Epoch[32](813/26): Loss 0.6108, Sem 0.6108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.707e-01 Score 81.271 Data time: 0.2291, Forward time: 2.2571, Backward time: 3.0806, DDP time: 0.0046, Total iter time: 5.3902 [2020-11-14 15:25:25,954][root][INFO] - ===> Epoch[32](814/26): Loss 0.5937, Sem 0.5937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.706e-01 Score 81.187 Data time: 0.1386, Forward time: 2.2563, Backward time: 3.0809, DDP time: 0.0046, Total iter time: 5.1637 [2020-11-14 15:25:31,242][root][INFO] - ===> Epoch[32](815/26): Loss 0.6321, Sem 0.6321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.706e-01 Score 80.464 Data time: 0.2308, Forward time: 2.2565, Backward time: 3.0803, DDP time: 0.0046, Total iter time: 5.2239 [2020-11-14 15:25:36,696][root][INFO] - ===> Epoch[32](816/26): Loss 0.6119, Sem 0.6119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.706e-01 Score 81.103 Data time: 0.2389, Forward time: 2.2570, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 5.3668 [2020-11-14 15:25:42,065][root][INFO] - ===> Epoch[32](817/26): Loss 0.7042, Sem 0.7042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.705e-01 Score 79.110 Data time: 0.2013, Forward time: 2.2569, Backward time: 3.0791, DDP time: 0.0046, Total iter time: 5.2511 [2020-11-14 15:25:47,211][root][INFO] - ===> Epoch[32](818/26): Loss 0.6641, Sem 0.6641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.705e-01 Score 80.665 Data time: 0.1739, Forward time: 2.2565, Backward time: 3.0788, DDP time: 0.0046, Total iter time: 5.0621 [2020-11-14 15:25:53,485][root][INFO] - ===> Epoch[32](819/26): Loss 0.5408, Sem 0.5408, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.705e-01 Score 82.783 Data time: 0.2808, Forward time: 2.2569, Backward time: 3.0791, DDP time: 0.0046, Total iter time: 6.1936 [2020-11-14 15:25:58,467][root][INFO] - ===> Epoch[32](820/26): Loss 0.6325, Sem 0.6325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.704e-01 Score 80.479 Data time: 0.2273, Forward time: 2.2572, Backward time: 3.0779, DDP time: 0.0046, Total iter time: 4.8915 [2020-11-14 15:26:04,439][root][INFO] - ===> Epoch[32](821/26): Loss 0.6029, Sem 0.6029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.704e-01 Score 80.689 Data time: 0.2609, Forward time: 2.2580, Backward time: 3.0775, DDP time: 0.0046, Total iter time: 5.8677 [2020-11-14 15:26:09,843][root][INFO] - ===> Epoch[32](822/26): Loss 0.5873, Sem 0.5873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.703e-01 Score 82.176 Data time: 0.2166, Forward time: 2.2582, Backward time: 3.0768, DDP time: 0.0046, Total iter time: 5.2775 [2020-11-14 15:26:16,126][root][INFO] - ===> Epoch[32](823/26): Loss 0.6400, Sem 0.6400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.703e-01 Score 80.771 Data time: 0.1491, Forward time: 2.2577, Backward time: 3.0780, DDP time: 0.0046, Total iter time: 6.1973 [2020-11-14 15:26:22,409][root][INFO] - ===> Epoch[32](824/26): Loss 0.5853, Sem 0.5853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.703e-01 Score 82.346 Data time: 0.2280, Forward time: 2.2576, Backward time: 3.0788, DDP time: 0.0046, Total iter time: 6.1904 [2020-11-14 15:26:29,684][root][INFO] - ===> Epoch[32](825/26): Loss 0.6218, Sem 0.6218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.702e-01 Score 81.074 Data time: 0.2301, Forward time: 2.2578, Backward time: 3.0804, DDP time: 0.0046, Total iter time: 7.1761 [2020-11-14 15:26:35,460][root][INFO] - ===> Epoch[32](826/26): Loss 0.6313, Sem 0.6313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.702e-01 Score 80.913 Data time: 0.2157, Forward time: 2.2581, Backward time: 3.0802, DDP time: 0.0046, Total iter time: 5.6754 [2020-11-14 15:26:40,309][root][INFO] - ===> Epoch[32](827/26): Loss 0.5435, Sem 0.5435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.702e-01 Score 83.021 Data time: 0.1856, Forward time: 2.2577, Backward time: 3.0795, DDP time: 0.0046, Total iter time: 4.7538 [2020-11-14 15:26:44,819][root][INFO] - ===> Epoch[32](828/26): Loss 0.6454, Sem 0.6454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.701e-01 Score 79.778 Data time: 0.1755, Forward time: 2.2576, Backward time: 3.0783, DDP time: 0.0046, Total iter time: 4.4295 [2020-11-14 15:26:49,729][root][INFO] - ===> Epoch[32](829/26): Loss 0.6092, Sem 0.6092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.701e-01 Score 81.732 Data time: 0.1751, Forward time: 2.2571, Backward time: 3.0778, DDP time: 0.0046, Total iter time: 4.8190 [2020-11-14 15:26:55,351][root][INFO] - ===> Epoch[32](830/26): Loss 0.6089, Sem 0.6089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.701e-01 Score 80.708 Data time: 0.1648, Forward time: 2.2566, Backward time: 3.0783, DDP time: 0.0046, Total iter time: 5.5470 [2020-11-14 15:27:01,520][root][INFO] - ===> Epoch[32](831/26): Loss 0.6030, Sem 0.6030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.700e-01 Score 81.498 Data time: 0.2583, Forward time: 2.2571, Backward time: 3.0783, DDP time: 0.0046, Total iter time: 6.1005 [2020-11-14 15:27:08,203][root][INFO] - ===> Epoch[32](832/26): Loss 0.5482, Sem 0.5482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.700e-01 Score 82.106 Data time: 0.2755, Forward time: 2.2576, Backward time: 3.0789, DDP time: 0.0046, Total iter time: 6.5814 [2020-11-14 15:27:14,196][root][INFO] - ===> Epoch[33](833/26): Loss 0.5531, Sem 0.5531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.700e-01 Score 82.219 Data time: 0.2841, Forward time: 2.2585, Backward time: 3.0782, DDP time: 0.0046, Total iter time: 5.8982 [2020-11-14 15:27:20,586][root][INFO] - ===> Epoch[33](834/26): Loss 0.5883, Sem 0.5883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.699e-01 Score 81.569 Data time: 0.2214, Forward time: 2.2590, Backward time: 3.0786, DDP time: 0.0046, Total iter time: 6.2835 [2020-11-14 15:27:26,077][root][INFO] - ===> Epoch[33](835/26): Loss 0.5861, Sem 0.5861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.699e-01 Score 81.222 Data time: 0.2652, Forward time: 2.2598, Backward time: 3.0775, DDP time: 0.0046, Total iter time: 5.3815 [2020-11-14 15:27:32,251][root][INFO] - ===> Epoch[33](836/26): Loss 0.5915, Sem 0.5915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.698e-01 Score 82.218 Data time: 0.1945, Forward time: 2.2598, Backward time: 3.0780, DDP time: 0.0046, Total iter time: 6.0774 [2020-11-14 15:27:37,956][root][INFO] - ===> Epoch[33](837/26): Loss 0.5777, Sem 0.5777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.698e-01 Score 83.040 Data time: 0.2328, Forward time: 2.2603, Backward time: 3.0776, DDP time: 0.0046, Total iter time: 5.6241 [2020-11-14 15:27:43,707][root][INFO] - ===> Epoch[33](838/26): Loss 0.5034, Sem 0.5034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.698e-01 Score 84.491 Data time: 0.1841, Forward time: 2.2599, Backward time: 3.0780, DDP time: 0.0046, Total iter time: 5.6564 [2020-11-14 15:27:49,676][root][INFO] - ===> Epoch[33](839/26): Loss 0.5355, Sem 0.5355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.697e-01 Score 82.992 Data time: 0.2729, Forward time: 2.2609, Backward time: 3.0774, DDP time: 0.0046, Total iter time: 5.9139 [2020-11-14 15:27:54,930][root][INFO] - ===> Epoch[33](840/26): Loss 0.6358, Sem 0.6358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.697e-01 Score 80.705 Data time: 0.1789, Forward time: 2.2604, Backward time: 3.0773, DDP time: 0.0046, Total iter time: 5.1519 [2020-11-14 15:28:00,335][root][INFO] - ===> Epoch[33](841/26): Loss 0.5318, Sem 0.5318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.697e-01 Score 82.565 Data time: 0.1972, Forward time: 2.2603, Backward time: 3.0771, DDP time: 0.0046, Total iter time: 5.3503 [2020-11-14 15:28:06,193][root][INFO] - ===> Epoch[33](842/26): Loss 0.6644, Sem 0.6644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.696e-01 Score 80.506 Data time: 0.1236, Forward time: 2.2593, Backward time: 3.0784, DDP time: 0.0046, Total iter time: 5.7639 [2020-11-14 15:28:11,844][root][INFO] - ===> Epoch[33](843/26): Loss 0.6209, Sem 0.6209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.696e-01 Score 80.359 Data time: 0.1979, Forward time: 2.2591, Backward time: 3.0786, DDP time: 0.0046, Total iter time: 5.5955 [2020-11-14 15:28:17,896][root][INFO] - ===> Epoch[33](844/26): Loss 0.6018, Sem 0.6018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.696e-01 Score 81.228 Data time: 0.1895, Forward time: 2.2589, Backward time: 3.0792, DDP time: 0.0046, Total iter time: 5.9800 [2020-11-14 15:28:23,721][root][INFO] - ===> Epoch[33](845/26): Loss 0.6138, Sem 0.6138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.695e-01 Score 81.672 Data time: 0.1190, Forward time: 2.2579, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 5.7366 [2020-11-14 15:28:29,541][root][INFO] - ===> Epoch[33](846/26): Loss 0.5587, Sem 0.5587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.695e-01 Score 82.481 Data time: 0.2282, Forward time: 2.2581, Backward time: 3.0805, DDP time: 0.0046, Total iter time: 5.7745 [2020-11-14 15:28:35,156][root][INFO] - ===> Epoch[33](847/26): Loss 0.5993, Sem 0.5993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.694e-01 Score 81.076 Data time: 0.1651, Forward time: 2.2577, Backward time: 3.0808, DDP time: 0.0046, Total iter time: 5.5330 [2020-11-14 15:28:39,822][root][INFO] - ===> Epoch[33](848/26): Loss 0.5865, Sem 0.5865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.694e-01 Score 82.209 Data time: 0.2082, Forward time: 2.2576, Backward time: 3.0797, DDP time: 0.0046, Total iter time: 4.5919 [2020-11-14 15:28:46,024][root][INFO] - ===> Epoch[33](849/26): Loss 0.5934, Sem 0.5934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.694e-01 Score 81.772 Data time: 0.2334, Forward time: 2.2582, Backward time: 3.0798, DDP time: 0.0046, Total iter time: 6.1336 [2020-11-14 15:28:51,826][root][INFO] - ===> Epoch[33](850/26): Loss 0.5665, Sem 0.5665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.693e-01 Score 83.107 Data time: 0.2013, Forward time: 2.2580, Backward time: 3.0800, DDP time: 0.0046, Total iter time: 5.7071 [2020-11-14 15:28:56,711][root][INFO] - ===> Epoch[33](851/26): Loss 0.5326, Sem 0.5326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.693e-01 Score 83.742 Data time: 0.2019, Forward time: 2.2576, Backward time: 3.0794, DDP time: 0.0046, Total iter time: 4.8046 [2020-11-14 15:29:03,151][root][INFO] - ===> Epoch[33](852/26): Loss 0.5821, Sem 0.5821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.693e-01 Score 83.016 Data time: 0.2933, Forward time: 2.2589, Backward time: 3.0790, DDP time: 0.0046, Total iter time: 6.3732 [2020-11-14 15:29:09,092][root][INFO] - ===> Epoch[33](853/26): Loss 0.6460, Sem 0.6460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.692e-01 Score 81.316 Data time: 0.2049, Forward time: 2.2591, Backward time: 3.0790, DDP time: 0.0046, Total iter time: 5.8117 [2020-11-14 15:29:14,551][root][INFO] - ===> Epoch[33](854/26): Loss 0.5267, Sem 0.5267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.692e-01 Score 83.683 Data time: 0.2371, Forward time: 2.2596, Backward time: 3.0782, DDP time: 0.0046, Total iter time: 5.3652 [2020-11-14 15:29:19,471][root][INFO] - ===> Epoch[33](855/26): Loss 0.6454, Sem 0.6454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.692e-01 Score 81.677 Data time: 0.2407, Forward time: 2.2596, Backward time: 3.0773, DDP time: 0.0046, Total iter time: 4.8187 [2020-11-14 15:29:25,921][root][INFO] - ===> Epoch[33](856/26): Loss 0.5742, Sem 0.5742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.691e-01 Score 82.471 Data time: 0.3179, Forward time: 2.2608, Backward time: 3.0769, DDP time: 0.0046, Total iter time: 6.3474 [2020-11-14 15:29:31,986][root][INFO] - ===> Epoch[33](857/26): Loss 0.5793, Sem 0.5793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.691e-01 Score 82.345 Data time: 0.2433, Forward time: 2.2614, Backward time: 3.0766, DDP time: 0.0046, Total iter time: 5.9513 [2020-11-14 15:29:38,662][root][INFO] - ===> Epoch[33](858/26): Loss 0.5945, Sem 0.5945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.690e-01 Score 81.192 Data time: 0.1705, Forward time: 2.2611, Backward time: 3.0780, DDP time: 0.0046, Total iter time: 6.5652 [2020-11-14 15:29:43,920][root][INFO] - ===> Epoch[34](859/26): Loss 0.5048, Sem 0.5048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.690e-01 Score 84.929 Data time: 0.1801, Forward time: 2.2608, Backward time: 3.0778, DDP time: 0.0046, Total iter time: 5.1715 [2020-11-14 15:29:49,160][root][INFO] - ===> Epoch[34](860/26): Loss 0.6811, Sem 0.6811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.690e-01 Score 80.315 Data time: 0.2139, Forward time: 2.2608, Backward time: 3.0773, DDP time: 0.0046, Total iter time: 5.1661 [2020-11-14 15:29:54,386][root][INFO] - ===> Epoch[34](861/26): Loss 0.5125, Sem 0.5125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.689e-01 Score 84.527 Data time: 0.2367, Forward time: 2.2613, Backward time: 3.0763, DDP time: 0.0046, Total iter time: 5.1340 [2020-11-14 15:30:01,005][root][INFO] - ===> Epoch[34](862/26): Loss 0.6272, Sem 0.6272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.689e-01 Score 80.803 Data time: 0.2270, Forward time: 2.2615, Backward time: 3.0771, DDP time: 0.0046, Total iter time: 6.4960 [2020-11-14 15:30:08,299][root][INFO] - ===> Epoch[34](863/26): Loss 0.4784, Sem 0.4784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.689e-01 Score 86.150 Data time: 0.3729, Forward time: 2.2631, Backward time: 3.0771, DDP time: 0.0046, Total iter time: 7.2000 [2020-11-14 15:30:13,347][root][INFO] - ===> Epoch[34](864/26): Loss 0.5312, Sem 0.5312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.688e-01 Score 83.910 Data time: 0.1881, Forward time: 2.2630, Backward time: 3.0765, DDP time: 0.0046, Total iter time: 4.9206 [2020-11-14 15:30:18,679][root][INFO] - ===> Epoch[34](865/26): Loss 0.5761, Sem 0.5761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.688e-01 Score 82.883 Data time: 0.2659, Forward time: 2.2636, Backward time: 3.0755, DDP time: 0.0046, Total iter time: 5.2408 [2020-11-14 15:30:25,069][root][INFO] - ===> Epoch[34](866/26): Loss 0.5517, Sem 0.5517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.688e-01 Score 84.091 Data time: 0.2000, Forward time: 2.2635, Backward time: 3.0763, DDP time: 0.0046, Total iter time: 6.2804 [2020-11-14 15:30:30,518][root][INFO] - ===> Epoch[34](867/26): Loss 0.6088, Sem 0.6088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.687e-01 Score 81.492 Data time: 0.2163, Forward time: 2.2637, Backward time: 3.0758, DDP time: 0.0046, Total iter time: 5.3796 [2020-11-14 15:30:36,363][root][INFO] - ===> Epoch[34](868/26): Loss 0.5854, Sem 0.5854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.687e-01 Score 81.919 Data time: 0.2624, Forward time: 2.2644, Backward time: 3.0752, DDP time: 0.0046, Total iter time: 5.7498 [2020-11-14 15:30:40,948][root][INFO] - ===> Epoch[34](869/26): Loss 0.5936, Sem 0.5936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.686e-01 Score 81.459 Data time: 0.1802, Forward time: 2.2642, Backward time: 3.0742, DDP time: 0.0046, Total iter time: 4.4741 [2020-11-14 15:30:46,592][root][INFO] - ===> Epoch[34](870/26): Loss 0.6472, Sem 0.6472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.686e-01 Score 79.204 Data time: 0.2062, Forward time: 2.2643, Backward time: 3.0740, DDP time: 0.0046, Total iter time: 5.5624 [2020-11-14 15:30:51,313][root][INFO] - ===> Epoch[34](871/26): Loss 0.6019, Sem 0.6019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.686e-01 Score 81.847 Data time: 0.2009, Forward time: 2.2643, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 4.6332 [2020-11-14 15:30:57,657][root][INFO] - ===> Epoch[34](872/26): Loss 0.5714, Sem 0.5714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.685e-01 Score 82.142 Data time: 0.2307, Forward time: 2.2647, Backward time: 3.0733, DDP time: 0.0046, Total iter time: 6.2577 [2020-11-14 15:31:03,926][root][INFO] - ===> Epoch[34](873/26): Loss 0.5782, Sem 0.5782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.685e-01 Score 81.741 Data time: 0.1665, Forward time: 2.2641, Backward time: 3.0744, DDP time: 0.0046, Total iter time: 6.1634 [2020-11-14 15:31:09,052][root][INFO] - ===> Epoch[34](874/26): Loss 0.6240, Sem 0.6240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.685e-01 Score 80.178 Data time: 0.2474, Forward time: 2.2643, Backward time: 3.0736, DDP time: 0.0046, Total iter time: 5.0569 [2020-11-14 15:31:15,188][root][INFO] - ===> Epoch[34](875/26): Loss 0.5615, Sem 0.5615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.684e-01 Score 82.843 Data time: 0.2939, Forward time: 2.2654, Backward time: 3.0729, DDP time: 0.0046, Total iter time: 6.0505 [2020-11-14 15:31:21,110][root][INFO] - ===> Epoch[34](876/26): Loss 0.6029, Sem 0.6029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.684e-01 Score 81.173 Data time: 0.1704, Forward time: 2.2650, Backward time: 3.0735, DDP time: 0.0046, Total iter time: 5.8005 [2020-11-14 15:31:26,772][root][INFO] - ===> Epoch[34](877/26): Loss 0.5751, Sem 0.5751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.684e-01 Score 82.173 Data time: 0.2032, Forward time: 2.2650, Backward time: 3.0735, DDP time: 0.0046, Total iter time: 5.6061 [2020-11-14 15:31:31,706][root][INFO] - ===> Epoch[34](878/26): Loss 0.6346, Sem 0.6346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.683e-01 Score 80.850 Data time: 0.2070, Forward time: 2.2652, Backward time: 3.0725, DDP time: 0.0046, Total iter time: 4.8564 [2020-11-14 15:31:37,809][root][INFO] - ===> Epoch[34](879/26): Loss 0.6469, Sem 0.6469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.683e-01 Score 80.160 Data time: 0.1551, Forward time: 2.2647, Backward time: 3.0734, DDP time: 0.0046, Total iter time: 6.0087 [2020-11-14 15:31:43,435][root][INFO] - ===> Epoch[34](880/26): Loss 0.5885, Sem 0.5885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.683e-01 Score 81.794 Data time: 0.1561, Forward time: 2.2641, Backward time: 3.0740, DDP time: 0.0046, Total iter time: 5.5545 [2020-11-14 15:31:48,466][root][INFO] - ===> Epoch[34](881/26): Loss 0.5399, Sem 0.5399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.682e-01 Score 82.774 Data time: 0.2159, Forward time: 2.2644, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 4.9898 [2020-11-14 15:31:54,768][root][INFO] - ===> Epoch[34](882/26): Loss 0.5747, Sem 0.5747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.682e-01 Score 82.389 Data time: 0.1700, Forward time: 2.2640, Backward time: 3.0740, DDP time: 0.0046, Total iter time: 6.2055 [2020-11-14 15:32:01,043][root][INFO] - ===> Epoch[34](883/26): Loss 0.5531, Sem 0.5531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.681e-01 Score 83.196 Data time: 0.1709, Forward time: 2.2636, Backward time: 3.0750, DDP time: 0.0046, Total iter time: 6.2186 [2020-11-14 15:32:05,862][root][INFO] - ===> Epoch[34](884/26): Loss 0.5334, Sem 0.5334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.681e-01 Score 84.516 Data time: 0.2150, Forward time: 2.2639, Backward time: 3.0738, DDP time: 0.0046, Total iter time: 4.7452 [2020-11-14 15:32:12,626][root][INFO] - ===> Epoch[35](885/26): Loss 0.6275, Sem 0.6275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.681e-01 Score 80.784 Data time: 0.1915, Forward time: 2.2638, Backward time: 3.0751, DDP time: 0.0046, Total iter time: 6.6555 [2020-11-14 15:32:18,306][root][INFO] - ===> Epoch[35](886/26): Loss 0.5547, Sem 0.5547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.680e-01 Score 83.223 Data time: 0.2452, Forward time: 2.2641, Backward time: 3.0747, DDP time: 0.0046, Total iter time: 5.5898 [2020-11-14 15:32:23,683][root][INFO] - ===> Epoch[35](887/26): Loss 0.5174, Sem 0.5174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.680e-01 Score 84.030 Data time: 0.2487, Forward time: 2.2646, Backward time: 3.0737, DDP time: 0.0046, Total iter time: 5.2847 [2020-11-14 15:32:29,190][root][INFO] - ===> Epoch[35](888/26): Loss 0.5839, Sem 0.5839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.680e-01 Score 81.800 Data time: 0.2577, Forward time: 2.2653, Backward time: 3.0728, DDP time: 0.0046, Total iter time: 5.4164 [2020-11-14 15:32:35,919][root][INFO] - ===> Epoch[35](889/26): Loss 0.5091, Sem 0.5091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.679e-01 Score 84.956 Data time: 0.1710, Forward time: 2.2650, Backward time: 3.0742, DDP time: 0.0046, Total iter time: 6.6295 [2020-11-14 15:32:41,617][root][INFO] - ===> Epoch[35](890/26): Loss 0.5938, Sem 0.5938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.679e-01 Score 81.088 Data time: 0.2263, Forward time: 2.2652, Backward time: 3.0740, DDP time: 0.0046, Total iter time: 5.6281 [2020-11-14 15:32:46,923][root][INFO] - ===> Epoch[35](891/26): Loss 0.6119, Sem 0.6119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.679e-01 Score 80.788 Data time: 0.1905, Forward time: 2.2651, Backward time: 3.0737, DDP time: 0.0046, Total iter time: 5.2192 [2020-11-14 15:32:52,169][root][INFO] - ===> Epoch[35](892/26): Loss 0.6008, Sem 0.6008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.678e-01 Score 81.255 Data time: 0.1858, Forward time: 2.2650, Backward time: 3.0734, DDP time: 0.0046, Total iter time: 5.1859 [2020-11-14 15:32:57,559][root][INFO] - ===> Epoch[35](893/26): Loss 0.5399, Sem 0.5399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.678e-01 Score 83.353 Data time: 0.2030, Forward time: 2.2650, Backward time: 3.0729, DDP time: 0.0046, Total iter time: 5.2929 [2020-11-14 15:33:02,444][root][INFO] - ===> Epoch[35](894/26): Loss 0.5663, Sem 0.5663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.677e-01 Score 82.573 Data time: 0.1976, Forward time: 2.2651, Backward time: 3.0721, DDP time: 0.0046, Total iter time: 4.8227 [2020-11-14 15:33:07,950][root][INFO] - ===> Epoch[35](895/26): Loss 0.5834, Sem 0.5834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.677e-01 Score 81.699 Data time: 0.2304, Forward time: 2.2654, Backward time: 3.0715, DDP time: 0.0046, Total iter time: 5.4184 [2020-11-14 15:33:14,198][root][INFO] - ===> Epoch[35](896/26): Loss 0.5333, Sem 0.5333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.677e-01 Score 83.869 Data time: 0.1834, Forward time: 2.2652, Backward time: 3.0723, DDP time: 0.0046, Total iter time: 6.1348 [2020-11-14 15:33:19,491][root][INFO] - ===> Epoch[35](897/26): Loss 0.5669, Sem 0.5669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.676e-01 Score 83.218 Data time: 0.2030, Forward time: 2.2650, Backward time: 3.0720, DDP time: 0.0046, Total iter time: 5.2118 [2020-11-14 15:33:24,184][root][INFO] - ===> Epoch[35](898/26): Loss 0.6130, Sem 0.6130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.676e-01 Score 81.593 Data time: 0.2272, Forward time: 2.2652, Backward time: 3.0707, DDP time: 0.0046, Total iter time: 4.6216 [2020-11-14 15:33:29,303][root][INFO] - ===> Epoch[35](899/26): Loss 0.6063, Sem 0.6063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.676e-01 Score 82.067 Data time: 0.1671, Forward time: 2.2648, Backward time: 3.0705, DDP time: 0.0046, Total iter time: 5.0243 [2020-11-14 15:33:35,887][root][INFO] - ===> Epoch[35](900/26): Loss 0.5844, Sem 0.5844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.675e-01 Score 81.595 Data time: 0.1582, Forward time: 2.2643, Backward time: 3.0720, DDP time: 0.0046, Total iter time: 6.5274 [2020-11-14 15:33:42,186][root][INFO] - ===> Epoch[35](901/26): Loss 0.5299, Sem 0.5299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.675e-01 Score 83.349 Data time: 0.2045, Forward time: 2.2643, Backward time: 3.0726, DDP time: 0.0046, Total iter time: 6.2198 [2020-11-14 15:33:47,780][root][INFO] - ===> Epoch[35](902/26): Loss 0.5089, Sem 0.5089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.675e-01 Score 83.871 Data time: 0.1904, Forward time: 2.2644, Backward time: 3.0725, DDP time: 0.0046, Total iter time: 5.5010 [2020-11-14 15:33:53,209][root][INFO] - ===> Epoch[35](903/26): Loss 0.5631, Sem 0.5631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.674e-01 Score 82.811 Data time: 0.1950, Forward time: 2.2644, Backward time: 3.0722, DDP time: 0.0046, Total iter time: 5.3467 [2020-11-14 15:33:59,467][root][INFO] - ===> Epoch[35](904/26): Loss 0.6462, Sem 0.6462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.674e-01 Score 80.121 Data time: 0.2322, Forward time: 2.2643, Backward time: 3.0728, DDP time: 0.0046, Total iter time: 6.1596 [2020-11-14 15:34:04,688][root][INFO] - ===> Epoch[35](905/26): Loss 0.6319, Sem 0.6319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.673e-01 Score 81.662 Data time: 0.2146, Forward time: 2.2644, Backward time: 3.0721, DDP time: 0.0046, Total iter time: 5.1466 [2020-11-14 15:34:10,714][root][INFO] - ===> Epoch[35](906/26): Loss 0.5540, Sem 0.5540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.673e-01 Score 82.619 Data time: 0.3058, Forward time: 2.2653, Backward time: 3.0715, DDP time: 0.0046, Total iter time: 5.9420 [2020-11-14 15:34:16,409][root][INFO] - ===> Epoch[35](907/26): Loss 0.5282, Sem 0.5282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.673e-01 Score 82.903 Data time: 0.2606, Forward time: 2.2660, Backward time: 3.0708, DDP time: 0.0046, Total iter time: 5.5735 [2020-11-14 15:34:21,753][root][INFO] - ===> Epoch[35](908/26): Loss 0.5615, Sem 0.5615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.672e-01 Score 82.460 Data time: 0.1928, Forward time: 2.2659, Backward time: 3.0704, DDP time: 0.0046, Total iter time: 5.2333 [2020-11-14 15:34:26,519][root][INFO] - ===> Epoch[35](909/26): Loss 0.5677, Sem 0.5677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.672e-01 Score 82.184 Data time: 0.1591, Forward time: 2.2654, Backward time: 3.0699, DDP time: 0.0046, Total iter time: 4.6550 [2020-11-14 15:34:32,109][root][INFO] - ===> Epoch[35](910/26): Loss 0.6120, Sem 0.6120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.672e-01 Score 81.203 Data time: 0.1327, Forward time: 2.2644, Backward time: 3.0707, DDP time: 0.0046, Total iter time: 5.5148 [2020-11-14 15:34:38,650][root][INFO] - ===> Epoch[36](911/26): Loss 0.5256, Sem 0.5256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.671e-01 Score 83.819 Data time: 0.3610, Forward time: 2.2656, Backward time: 3.0704, DDP time: 0.0046, Total iter time: 6.4937 [2020-11-14 15:34:43,709][root][INFO] - ===> Epoch[36](912/26): Loss 0.6407, Sem 0.6407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.671e-01 Score 81.300 Data time: 0.1901, Forward time: 2.2657, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 4.9515 [2020-11-14 15:34:49,698][root][INFO] - ===> Epoch[36](913/26): Loss 0.5593, Sem 0.5593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.671e-01 Score 81.823 Data time: 0.2082, Forward time: 2.2656, Backward time: 3.0699, DDP time: 0.0046, Total iter time: 5.8831 [2020-11-14 15:34:55,946][root][INFO] - ===> Epoch[36](914/26): Loss 0.5263, Sem 0.5263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.670e-01 Score 83.420 Data time: 0.2112, Forward time: 2.2651, Backward time: 3.0710, DDP time: 0.0046, Total iter time: 6.1523 [2020-11-14 15:35:02,505][root][INFO] - ===> Epoch[36](915/26): Loss 0.6568, Sem 0.6568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.670e-01 Score 80.258 Data time: 0.3290, Forward time: 2.2663, Backward time: 3.0707, DDP time: 0.0046, Total iter time: 6.5032 [2020-11-14 15:35:10,443][root][INFO] - ===> Epoch[36](916/26): Loss 0.5191, Sem 0.5191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.669e-01 Score 84.079 Data time: 0.2420, Forward time: 2.2670, Backward time: 3.0723, DDP time: 0.0046, Total iter time: 7.8379 [2020-11-14 15:35:16,516][root][INFO] - ===> Epoch[36](917/26): Loss 0.5790, Sem 0.5790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.669e-01 Score 82.797 Data time: 0.1664, Forward time: 2.2665, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 5.9639 [2020-11-14 15:35:21,560][root][INFO] - ===> Epoch[36](918/26): Loss 0.6264, Sem 0.6264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.669e-01 Score 81.030 Data time: 0.2468, Forward time: 2.2668, Backward time: 3.0721, DDP time: 0.0046, Total iter time: 4.9778 [2020-11-14 15:35:27,062][root][INFO] - ===> Epoch[36](919/26): Loss 0.5503, Sem 0.5503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.668e-01 Score 83.845 Data time: 0.2527, Forward time: 2.2675, Backward time: 3.0712, DDP time: 0.0046, Total iter time: 5.3946 [2020-11-14 15:35:32,748][root][INFO] - ===> Epoch[36](920/26): Loss 0.6127, Sem 0.6127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.668e-01 Score 81.834 Data time: 0.1668, Forward time: 2.2670, Backward time: 3.0716, DDP time: 0.0046, Total iter time: 5.5856 [2020-11-14 15:35:38,910][root][INFO] - ===> Epoch[36](921/26): Loss 0.6364, Sem 0.6364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.668e-01 Score 80.284 Data time: 0.2156, Forward time: 2.2671, Backward time: 3.0720, DDP time: 0.0046, Total iter time: 6.0934 [2020-11-14 15:35:45,121][root][INFO] - ===> Epoch[36](922/26): Loss 0.5440, Sem 0.5440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.667e-01 Score 83.245 Data time: 0.2680, Forward time: 2.2678, Backward time: 3.0719, DDP time: 0.0046, Total iter time: 6.1096 [2020-11-14 15:35:50,953][root][INFO] - ===> Epoch[36](923/26): Loss 0.5573, Sem 0.5573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.667e-01 Score 82.205 Data time: 0.2728, Forward time: 2.2686, Backward time: 3.0711, DDP time: 0.0046, Total iter time: 5.7146 [2020-11-14 15:35:56,079][root][INFO] - ===> Epoch[36](924/26): Loss 0.5761, Sem 0.5761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.667e-01 Score 82.739 Data time: 0.2023, Forward time: 2.2685, Backward time: 3.0704, DDP time: 0.0046, Total iter time: 5.0056 [2020-11-14 15:36:01,118][root][INFO] - ===> Epoch[36](925/26): Loss 0.5907, Sem 0.5907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.666e-01 Score 81.789 Data time: 0.2470, Forward time: 2.2686, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 4.9618 [2020-11-14 15:36:06,697][root][INFO] - ===> Epoch[36](926/26): Loss 0.6471, Sem 0.6471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.666e-01 Score 80.613 Data time: 0.1866, Forward time: 2.2684, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 5.4788 [2020-11-14 15:36:12,480][root][INFO] - ===> Epoch[36](927/26): Loss 0.5807, Sem 0.5807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.666e-01 Score 82.631 Data time: 0.2271, Forward time: 2.2685, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 5.6902 [2020-11-14 15:36:21,003][root][INFO] - ===> Epoch[36](928/26): Loss 0.6279, Sem 0.6279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.665e-01 Score 80.418 Data time: 0.3661, Forward time: 2.2698, Backward time: 3.0712, DDP time: 0.0046, Total iter time: 8.4279 [2020-11-14 15:36:26,428][root][INFO] - ===> Epoch[36](929/26): Loss 0.6203, Sem 0.6203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.665e-01 Score 81.019 Data time: 0.1918, Forward time: 2.2699, Backward time: 3.0707, DDP time: 0.0046, Total iter time: 5.2972 [2020-11-14 15:36:32,213][root][INFO] - ===> Epoch[36](930/26): Loss 0.5502, Sem 0.5502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.664e-01 Score 83.869 Data time: 0.2539, Forward time: 2.2706, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 5.6996 [2020-11-14 15:36:36,562][root][INFO] - ===> Epoch[36](931/26): Loss 0.5837, Sem 0.5837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.664e-01 Score 82.077 Data time: 0.1635, Forward time: 2.2702, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 4.2456 [2020-11-14 15:36:43,338][root][INFO] - ===> Epoch[36](932/26): Loss 0.6477, Sem 0.6477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.664e-01 Score 80.453 Data time: 0.2151, Forward time: 2.2703, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 6.7013 [2020-11-14 15:36:48,407][root][INFO] - ===> Epoch[36](933/26): Loss 0.5981, Sem 0.5981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.663e-01 Score 82.070 Data time: 0.2305, Forward time: 2.2707, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 4.9881 [2020-11-14 15:36:54,393][root][INFO] - ===> Epoch[36](934/26): Loss 0.5516, Sem 0.5516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.663e-01 Score 83.542 Data time: 0.1883, Forward time: 2.2704, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 5.8856 [2020-11-14 15:36:59,457][root][INFO] - ===> Epoch[36](935/26): Loss 0.5414, Sem 0.5414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.663e-01 Score 82.998 Data time: 0.2267, Forward time: 2.2706, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.9822 [2020-11-14 15:37:07,178][root][INFO] - ===> Epoch[36](936/26): Loss 0.6005, Sem 0.6005, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.662e-01 Score 81.219 Data time: 0.2157, Forward time: 2.2708, Backward time: 3.0707, DDP time: 0.0046, Total iter time: 7.6361 [2020-11-14 15:37:12,333][root][INFO] - ===> Epoch[37](937/26): Loss 0.6163, Sem 0.6163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.662e-01 Score 80.936 Data time: 0.1476, Forward time: 2.2702, Backward time: 3.0707, DDP time: 0.0046, Total iter time: 5.0476 [2020-11-14 15:37:18,962][root][INFO] - ===> Epoch[37](938/26): Loss 0.6120, Sem 0.6120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.662e-01 Score 82.601 Data time: 0.2124, Forward time: 2.2701, Backward time: 3.0717, DDP time: 0.0046, Total iter time: 6.5676 [2020-11-14 15:37:25,508][root][INFO] - ===> Epoch[37](939/26): Loss 0.5437, Sem 0.5437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.661e-01 Score 82.356 Data time: 0.2301, Forward time: 2.2704, Backward time: 3.0722, DDP time: 0.0046, Total iter time: 6.4675 [2020-11-14 15:37:32,326][root][INFO] - ===> Epoch[37](940/26): Loss 0.5686, Sem 0.5686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.661e-01 Score 83.480 Data time: 0.1997, Forward time: 2.2702, Backward time: 3.0736, DDP time: 0.0046, Total iter time: 6.7134 [2020-11-14 15:37:38,278][root][INFO] - ===> Epoch[37](941/26): Loss 0.5551, Sem 0.5551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.660e-01 Score 82.858 Data time: 0.2789, Forward time: 2.2709, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 5.8622 [2020-11-14 15:37:44,286][root][INFO] - ===> Epoch[37](942/26): Loss 0.4866, Sem 0.4866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.660e-01 Score 85.508 Data time: 0.2226, Forward time: 2.2714, Backward time: 3.0729, DDP time: 0.0046, Total iter time: 5.8923 [2020-11-14 15:37:49,549][root][INFO] - ===> Epoch[37](943/26): Loss 0.5638, Sem 0.5638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.660e-01 Score 83.221 Data time: 0.1609, Forward time: 2.2710, Backward time: 3.0728, DDP time: 0.0046, Total iter time: 5.1553 [2020-11-14 15:37:54,457][root][INFO] - ===> Epoch[37](944/26): Loss 0.5116, Sem 0.5116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.659e-01 Score 84.448 Data time: 0.2018, Forward time: 2.2709, Backward time: 3.0721, DDP time: 0.0046, Total iter time: 4.8328 [2020-11-14 15:38:00,142][root][INFO] - ===> Epoch[37](945/26): Loss 0.5697, Sem 0.5697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.659e-01 Score 82.686 Data time: 0.1818, Forward time: 2.2706, Backward time: 3.0723, DDP time: 0.0046, Total iter time: 5.5915 [2020-11-14 15:38:04,988][root][INFO] - ===> Epoch[37](946/26): Loss 0.5780, Sem 0.5780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.659e-01 Score 82.140 Data time: 0.2048, Forward time: 2.2705, Backward time: 3.0714, DDP time: 0.0046, Total iter time: 4.7734 [2020-11-14 15:38:11,114][root][INFO] - ===> Epoch[37](947/26): Loss 0.5793, Sem 0.5793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.658e-01 Score 82.634 Data time: 0.2565, Forward time: 2.2706, Backward time: 3.0717, DDP time: 0.0046, Total iter time: 6.0446 [2020-11-14 15:38:15,683][root][INFO] - ===> Epoch[37](948/26): Loss 0.5122, Sem 0.5122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.658e-01 Score 84.192 Data time: 0.1878, Forward time: 2.2705, Backward time: 3.0706, DDP time: 0.0046, Total iter time: 4.4781 [2020-11-14 15:38:21,498][root][INFO] - ===> Epoch[37](949/26): Loss 0.6740, Sem 0.6740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.658e-01 Score 80.075 Data time: 0.1927, Forward time: 2.2704, Backward time: 3.0709, DDP time: 0.0046, Total iter time: 5.7251 [2020-11-14 15:38:26,824][root][INFO] - ===> Epoch[37](950/26): Loss 0.5423, Sem 0.5423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.657e-01 Score 82.928 Data time: 0.2178, Forward time: 2.2706, Backward time: 3.0703, DDP time: 0.0046, Total iter time: 5.2450 [2020-11-14 15:38:32,467][root][INFO] - ===> Epoch[37](951/26): Loss 0.4966, Sem 0.4966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.657e-01 Score 84.892 Data time: 0.2417, Forward time: 2.2709, Backward time: 3.0699, DDP time: 0.0046, Total iter time: 5.5490 [2020-11-14 15:38:38,356][root][INFO] - ===> Epoch[37](952/26): Loss 0.6270, Sem 0.6270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.656e-01 Score 80.720 Data time: 0.2085, Forward time: 2.2710, Backward time: 3.0700, DDP time: 0.0046, Total iter time: 5.7934 [2020-11-14 15:38:44,245][root][INFO] - ===> Epoch[37](953/26): Loss 0.5422, Sem 0.5422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.656e-01 Score 82.805 Data time: 0.1845, Forward time: 2.2707, Backward time: 3.0704, DDP time: 0.0046, Total iter time: 5.8065 [2020-11-14 15:38:50,137][root][INFO] - ===> Epoch[37](954/26): Loss 0.5563, Sem 0.5563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.656e-01 Score 83.995 Data time: 0.2134, Forward time: 2.2704, Backward time: 3.0709, DDP time: 0.0046, Total iter time: 5.8193 [2020-11-14 15:38:55,657][root][INFO] - ===> Epoch[37](955/26): Loss 0.5470, Sem 0.5470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.655e-01 Score 83.070 Data time: 0.1799, Forward time: 2.2701, Backward time: 3.0710, DDP time: 0.0046, Total iter time: 5.4471 [2020-11-14 15:39:00,396][root][INFO] - ===> Epoch[37](956/26): Loss 0.6304, Sem 0.6304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.655e-01 Score 80.158 Data time: 0.1977, Forward time: 2.2699, Backward time: 3.0702, DDP time: 0.0046, Total iter time: 4.6535 [2020-11-14 15:39:05,206][root][INFO] - ===> Epoch[37](957/26): Loss 0.5682, Sem 0.5682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.655e-01 Score 83.916 Data time: 0.2165, Forward time: 2.2699, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 4.7308 [2020-11-14 15:39:11,584][root][INFO] - ===> Epoch[37](958/26): Loss 0.4922, Sem 0.4922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.654e-01 Score 85.282 Data time: 0.2385, Forward time: 2.2702, Backward time: 3.0698, DDP time: 0.0046, Total iter time: 6.2868 [2020-11-14 15:39:17,990][root][INFO] - ===> Epoch[37](959/26): Loss 0.5457, Sem 0.5457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.654e-01 Score 82.957 Data time: 0.2094, Forward time: 2.2703, Backward time: 3.0703, DDP time: 0.0046, Total iter time: 6.2955 [2020-11-14 15:39:23,052][root][INFO] - ===> Epoch[37](960/26): Loss 0.5794, Sem 0.5794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.654e-01 Score 82.482 Data time: 0.1372, Forward time: 2.2694, Backward time: 3.0705, DDP time: 0.0046, Total iter time: 4.9658 [2020-11-14 15:39:28,213][root][INFO] - ===> Epoch[37](961/26): Loss 0.6328, Sem 0.6328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.653e-01 Score 80.777 Data time: 0.2158, Forward time: 2.2696, Backward time: 3.0698, DDP time: 0.0046, Total iter time: 5.1266 [2020-11-14 15:39:34,125][root][INFO] - ===> Epoch[37](962/26): Loss 0.5388, Sem 0.5388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.653e-01 Score 83.049 Data time: 0.2281, Forward time: 2.2693, Backward time: 3.0702, DDP time: 0.0046, Total iter time: 5.8126 [2020-11-14 15:39:40,885][root][INFO] - ===> Epoch[38](963/26): Loss 0.5695, Sem 0.5695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.652e-01 Score 82.610 Data time: 0.2388, Forward time: 2.2696, Backward time: 3.0710, DDP time: 0.0046, Total iter time: 6.6760 [2020-11-14 15:39:46,739][root][INFO] - ===> Epoch[38](964/26): Loss 0.5639, Sem 0.5639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.652e-01 Score 82.191 Data time: 0.2599, Forward time: 2.2704, Backward time: 3.0703, DDP time: 0.0046, Total iter time: 5.7543 [2020-11-14 15:39:53,831][root][INFO] - ===> Epoch[38](965/26): Loss 0.5252, Sem 0.5252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.652e-01 Score 83.391 Data time: 0.1762, Forward time: 2.2702, Backward time: 3.0719, DDP time: 0.0046, Total iter time: 6.9831 [2020-11-14 15:39:58,975][root][INFO] - ===> Epoch[38](966/26): Loss 0.5352, Sem 0.5352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.651e-01 Score 83.480 Data time: 0.2382, Forward time: 2.2704, Backward time: 3.0712, DDP time: 0.0046, Total iter time: 5.0674 [2020-11-14 15:40:04,078][root][INFO] - ===> Epoch[38](967/26): Loss 0.6194, Sem 0.6194, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.651e-01 Score 82.511 Data time: 0.1915, Forward time: 2.2703, Backward time: 3.0707, DDP time: 0.0046, Total iter time: 5.0021 [2020-11-14 15:40:10,178][root][INFO] - ===> Epoch[38](968/26): Loss 0.4930, Sem 0.4930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.651e-01 Score 84.248 Data time: 0.2231, Forward time: 2.2701, Backward time: 3.0712, DDP time: 0.0046, Total iter time: 6.0266 [2020-11-14 15:40:15,776][root][INFO] - ===> Epoch[38](969/26): Loss 0.4902, Sem 0.4902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.650e-01 Score 84.533 Data time: 0.1901, Forward time: 2.2700, Backward time: 3.0711, DDP time: 0.0046, Total iter time: 5.5071 [2020-11-14 15:40:22,238][root][INFO] - ===> Epoch[38](970/26): Loss 0.5257, Sem 0.5257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.650e-01 Score 83.705 Data time: 0.1937, Forward time: 2.2698, Backward time: 3.0721, DDP time: 0.0046, Total iter time: 6.3846 [2020-11-14 15:40:28,874][root][INFO] - ===> Epoch[38](971/26): Loss 0.6015, Sem 0.6015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.650e-01 Score 81.823 Data time: 0.1956, Forward time: 2.2698, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 6.5662 [2020-11-14 15:40:33,741][root][INFO] - ===> Epoch[38](972/26): Loss 0.4704, Sem 0.4704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.649e-01 Score 85.587 Data time: 0.2042, Forward time: 2.2697, Backward time: 3.0723, DDP time: 0.0046, Total iter time: 4.7748 [2020-11-14 15:40:40,340][root][INFO] - ===> Epoch[38](973/26): Loss 0.4921, Sem 0.4921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.649e-01 Score 85.774 Data time: 0.1870, Forward time: 2.2696, Backward time: 3.0732, DDP time: 0.0046, Total iter time: 6.5097 [2020-11-14 15:40:45,399][root][INFO] - ===> Epoch[38](974/26): Loss 0.5660, Sem 0.5660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.649e-01 Score 82.749 Data time: 0.1418, Forward time: 2.2688, Backward time: 3.0734, DDP time: 0.0046, Total iter time: 4.9816 [2020-11-14 15:40:50,986][root][INFO] - ===> Epoch[38](975/26): Loss 0.5724, Sem 0.5724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.648e-01 Score 81.930 Data time: 0.1825, Forward time: 2.2686, Backward time: 3.0735, DDP time: 0.0046, Total iter time: 5.5459 [2020-11-14 15:40:55,841][root][INFO] - ===> Epoch[38](976/26): Loss 0.5671, Sem 0.5671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.648e-01 Score 81.952 Data time: 0.2224, Forward time: 2.2684, Backward time: 3.0729, DDP time: 0.0046, Total iter time: 4.7886 [2020-11-14 15:41:01,735][root][INFO] - ===> Epoch[38](977/26): Loss 0.5331, Sem 0.5331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.647e-01 Score 83.766 Data time: 0.2799, Forward time: 2.2692, Backward time: 3.0723, DDP time: 0.0046, Total iter time: 5.8080 [2020-11-14 15:41:07,423][root][INFO] - ===> Epoch[38](978/26): Loss 0.5627, Sem 0.5627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.647e-01 Score 83.363 Data time: 0.2804, Forward time: 2.2699, Backward time: 3.0715, DDP time: 0.0046, Total iter time: 5.5941 [2020-11-14 15:41:13,752][root][INFO] - ===> Epoch[38](979/26): Loss 0.5920, Sem 0.5920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.647e-01 Score 81.781 Data time: 0.3471, Forward time: 2.2709, Backward time: 3.0711, DDP time: 0.0046, Total iter time: 6.2287 [2020-11-14 15:41:19,311][root][INFO] - ===> Epoch[38](980/26): Loss 0.5679, Sem 0.5679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.646e-01 Score 82.726 Data time: 0.1604, Forward time: 2.2706, Backward time: 3.0712, DDP time: 0.0046, Total iter time: 5.4494 [2020-11-14 15:41:25,296][root][INFO] - ===> Epoch[38](981/26): Loss 0.5527, Sem 0.5527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.646e-01 Score 82.765 Data time: 0.2505, Forward time: 2.2709, Backward time: 3.0712, DDP time: 0.0046, Total iter time: 5.9338 [2020-11-14 15:41:30,997][root][INFO] - ===> Epoch[38](982/26): Loss 0.5414, Sem 0.5414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.646e-01 Score 83.452 Data time: 0.2477, Forward time: 2.2714, Backward time: 3.0707, DDP time: 0.0046, Total iter time: 5.6058 [2020-11-14 15:41:35,823][root][INFO] - ===> Epoch[38](983/26): Loss 0.5200, Sem 0.5200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.645e-01 Score 84.446 Data time: 0.1661, Forward time: 2.2711, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 4.7274 [2020-11-14 15:41:40,494][root][INFO] - ===> Epoch[38](984/26): Loss 0.6844, Sem 0.6844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.645e-01 Score 79.105 Data time: 0.1445, Forward time: 2.2706, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 4.6177 [2020-11-14 15:41:46,137][root][INFO] - ===> Epoch[38](985/26): Loss 0.4817, Sem 0.4817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.645e-01 Score 85.265 Data time: 0.1921, Forward time: 2.2706, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 5.5760 [2020-11-14 15:41:51,910][root][INFO] - ===> Epoch[38](986/26): Loss 0.5425, Sem 0.5425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.644e-01 Score 83.331 Data time: 0.1778, Forward time: 2.2703, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 5.6830 [2020-11-14 15:41:58,117][root][INFO] - ===> Epoch[38](987/26): Loss 0.6705, Sem 0.6705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.644e-01 Score 80.252 Data time: 0.2699, Forward time: 2.2709, Backward time: 3.0699, DDP time: 0.0046, Total iter time: 6.1393 [2020-11-14 15:42:02,693][root][INFO] - ===> Epoch[38](988/26): Loss 0.4891, Sem 0.4891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.643e-01 Score 84.610 Data time: 0.1524, Forward time: 2.2704, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 4.4618 [2020-11-14 15:42:07,890][root][INFO] - ===> Epoch[39](989/26): Loss 0.4917, Sem 0.4917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.643e-01 Score 84.327 Data time: 0.1984, Forward time: 2.2702, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.1526 [2020-11-14 15:42:13,274][root][INFO] - ===> Epoch[39](990/26): Loss 0.5040, Sem 0.5040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.643e-01 Score 85.341 Data time: 0.1765, Forward time: 2.2699, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.3142 [2020-11-14 15:42:18,727][root][INFO] - ===> Epoch[39](991/26): Loss 0.5594, Sem 0.5594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.642e-01 Score 82.630 Data time: 0.2108, Forward time: 2.2699, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.3828 [2020-11-14 15:42:25,036][root][INFO] - ===> Epoch[39](992/26): Loss 0.5853, Sem 0.5853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.642e-01 Score 81.582 Data time: 0.2246, Forward time: 2.2704, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 6.2064 [2020-11-14 15:42:30,745][root][INFO] - ===> Epoch[39](993/26): Loss 0.6003, Sem 0.6003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.642e-01 Score 82.014 Data time: 0.2671, Forward time: 2.2711, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.6227 [2020-11-14 15:42:38,729][root][INFO] - ===> Epoch[39](994/26): Loss 0.6228, Sem 0.6228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.641e-01 Score 80.333 Data time: 0.2169, Forward time: 2.2713, Backward time: 3.0703, DDP time: 0.0046, Total iter time: 7.8745 [2020-11-14 15:42:43,881][root][INFO] - ===> Epoch[39](995/26): Loss 0.5546, Sem 0.5546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.641e-01 Score 82.188 Data time: 0.1867, Forward time: 2.2711, Backward time: 3.0700, DDP time: 0.0046, Total iter time: 5.0636 [2020-11-14 15:42:49,058][root][INFO] - ===> Epoch[39](996/26): Loss 0.5133, Sem 0.5133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.641e-01 Score 83.852 Data time: 0.2438, Forward time: 2.2714, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.1003 [2020-11-14 15:42:54,389][root][INFO] - ===> Epoch[39](997/26): Loss 0.5145, Sem 0.5145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.640e-01 Score 83.723 Data time: 0.1842, Forward time: 2.2712, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.2419 [2020-11-14 15:43:00,981][root][INFO] - ===> Epoch[39](998/26): Loss 0.5858, Sem 0.5858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.640e-01 Score 82.031 Data time: 0.1811, Forward time: 2.2708, Backward time: 3.0702, DDP time: 0.0046, Total iter time: 6.5171 [2020-11-14 15:43:05,867][root][INFO] - ===> Epoch[39](999/26): Loss 0.6089, Sem 0.6089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.639e-01 Score 81.771 Data time: 0.1900, Forward time: 2.2707, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 4.8307 [2020-11-14 15:43:10,643][root][INFO] - ===> Epoch[39](1000/26): Loss 0.5411, Sem 0.5411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.639e-01 Score 83.251 Data time: 0.1600, Forward time: 2.2702, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 4.6848 [2020-11-14 15:43:11,300][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-14 15:43:11,458][root][INFO] - ===> Start testing [2020-11-14 15:44:27,870][root][INFO] - 101/312: Data time: 0.0051, Iter time: 0.2871 Loss 0.806 (AVG: 0.637) Score 78.072 (AVG: 81.432) mIOU 51.265 mAP 67.426 mAcc 59.858 IOU: 71.910 95.938 50.238 61.647 83.034 72.093 62.838 40.489 24.026 65.337 2.371 38.839 47.261 59.052 18.547 31.502 77.768 18.360 76.654 27.406 mAP: 78.275 95.571 52.264 66.820 84.962 85.895 73.547 58.038 46.448 65.816 33.785 56.370 66.983 72.442 57.230 90.070 92.559 59.444 76.324 35.672 mAcc: 94.718 98.596 62.957 68.186 87.833 90.032 65.906 58.490 25.013 69.919 2.388 41.551 82.084 74.980 18.587 38.060 84.512 19.024 80.173 34.148 [2020-11-14 15:45:44,892][root][INFO] - 201/312: Data time: 0.0059, Iter time: 0.5834 Loss 0.444 (AVG: 0.640) Score 86.350 (AVG: 81.216) mIOU 51.587 mAP 67.235 mAcc 60.429 IOU: 72.133 95.719 47.020 64.254 82.636 73.809 55.635 41.508 26.545 69.356 1.727 34.608 43.772 58.245 15.681 40.727 79.683 25.379 79.363 23.942 mAP: 78.663 95.845 52.941 70.474 85.906 83.963 71.156 57.216 49.035 66.507 28.624 52.820 66.946 75.956 51.891 86.492 92.984 62.278 79.351 35.642 mAcc: 94.131 98.559 57.900 68.373 87.871 91.872 57.695 61.810 27.626 79.096 1.743 38.338 80.773 76.564 15.715 45.096 85.078 27.161 83.207 29.972 [2020-11-14 15:47:05,363][root][INFO] - 301/312: Data time: 0.0049, Iter time: 0.3547 Loss 1.245 (AVG: 0.641) Score 73.351 (AVG: 81.077) mIOU 50.573 mAP 66.713 mAcc 59.399 IOU: 72.096 95.713 44.492 61.858 81.967 69.803 56.545 41.120 27.218 69.340 1.374 30.631 44.614 56.471 11.998 37.896 77.086 26.774 79.920 24.551 mAP: 78.235 95.723 52.265 65.589 86.128 81.011 68.091 58.556 50.151 65.465 28.614 57.703 67.315 77.212 46.595 85.661 91.779 63.539 79.070 35.550 mAcc: 93.560 98.577 55.067 65.054 87.239 90.700 59.182 61.953 28.307 79.482 1.384 34.020 78.321 74.237 12.130 41.275 83.204 28.565 84.379 31.347 [2020-11-14 15:47:14,237][root][INFO] - 312/312: Data time: 0.0021, Iter time: 0.3818 Loss 0.560 (AVG: 0.640) Score 89.732 (AVG: 81.052) mIOU 50.514 mAP 66.612 mAcc 59.415 IOU: 72.104 95.684 44.210 62.520 81.848 68.459 56.661 40.987 27.230 69.162 1.325 29.881 43.662 57.803 11.829 38.705 77.076 26.486 80.061 24.587 mAP: 78.125 95.749 52.353 66.438 86.254 80.166 67.697 58.161 49.894 66.052 29.719 56.832 66.698 75.950 45.618 85.826 91.880 63.480 79.652 35.694 mAcc: 93.558 98.587 54.790 65.812 87.089 90.768 59.277 61.815 28.287 79.108 1.335 33.099 77.983 75.072 12.010 42.089 83.418 28.237 84.683 31.291 [2020-11-14 15:47:14,237][root][INFO] - Finished test. Elapsed time: 242.7782 [2020-11-14 15:47:14,994][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-14 15:47:15,142][root][INFO] - Current best mIoU: 50.514 at iter 1000 [2020-11-14 15:47:18,482][root][INFO] - ===> Epoch[39](1001/26): Loss 0.5290, Sem 0.5290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.639e-01 Score 83.360 Data time: 0.1588, Forward time: 2.2694, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 3.3342 [2020-11-14 15:47:23,640][root][INFO] - ===> Epoch[39](1002/26): Loss 0.5867, Sem 0.5867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.638e-01 Score 82.063 Data time: 0.1960, Forward time: 2.2693, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.1053 [2020-11-14 15:47:30,195][root][INFO] - ===> Epoch[39](1003/26): Loss 0.5460, Sem 0.5460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.638e-01 Score 83.896 Data time: 0.2398, Forward time: 2.2697, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 6.4701 [2020-11-14 15:47:35,999][root][INFO] - ===> Epoch[39](1004/26): Loss 0.5244, Sem 0.5244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.638e-01 Score 83.990 Data time: 0.2871, Forward time: 2.2705, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.7020 [2020-11-14 15:47:41,370][root][INFO] - ===> Epoch[39](1005/26): Loss 0.5051, Sem 0.5051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.637e-01 Score 85.010 Data time: 0.2260, Forward time: 2.2707, Backward time: 3.0665, DDP time: 0.0046, Total iter time: 5.2691 [2020-11-14 15:47:48,040][root][INFO] - ===> Epoch[39](1006/26): Loss 0.5070, Sem 0.5070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.637e-01 Score 84.971 Data time: 0.2071, Forward time: 2.2707, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.5975 [2020-11-14 15:47:54,130][root][INFO] - ===> Epoch[39](1007/26): Loss 0.4944, Sem 0.4944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.637e-01 Score 84.182 Data time: 0.2685, Forward time: 2.2715, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.9938 [2020-11-14 15:48:00,974][root][INFO] - ===> Epoch[39](1008/26): Loss 0.5465, Sem 0.5465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.636e-01 Score 83.599 Data time: 0.1464, Forward time: 2.2710, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.7212 [2020-11-14 15:48:06,626][root][INFO] - ===> Epoch[39](1009/26): Loss 0.5796, Sem 0.5796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.636e-01 Score 82.765 Data time: 0.1270, Forward time: 2.2702, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.5855 [2020-11-14 15:48:11,772][root][INFO] - ===> Epoch[39](1010/26): Loss 0.5371, Sem 0.5371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.635e-01 Score 83.630 Data time: 0.2221, Forward time: 2.2705, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.1249 [2020-11-14 15:48:16,509][root][INFO] - ===> Epoch[39](1011/26): Loss 0.5167, Sem 0.5167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.635e-01 Score 84.784 Data time: 0.2157, Forward time: 2.2707, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 4.6401 [2020-11-14 15:48:23,176][root][INFO] - ===> Epoch[39](1012/26): Loss 0.5415, Sem 0.5415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.635e-01 Score 83.767 Data time: 0.2588, Forward time: 2.2707, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 6.5981 [2020-11-14 15:48:28,194][root][INFO] - ===> Epoch[39](1013/26): Loss 0.5130, Sem 0.5130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.634e-01 Score 84.378 Data time: 0.1757, Forward time: 2.2704, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 4.9239 [2020-11-14 15:48:32,905][root][INFO] - ===> Epoch[39](1014/26): Loss 0.5551, Sem 0.5551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.634e-01 Score 82.515 Data time: 0.2314, Forward time: 2.2706, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 4.6286 [2020-11-14 15:48:38,831][root][INFO] - ===> Epoch[40](1015/26): Loss 0.4666, Sem 0.4666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.634e-01 Score 86.293 Data time: 0.2762, Forward time: 2.2713, Backward time: 3.0662, DDP time: 0.0046, Total iter time: 5.8514 [2020-11-14 15:48:45,230][root][INFO] - ===> Epoch[40](1016/26): Loss 0.5275, Sem 0.5275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.633e-01 Score 83.281 Data time: 0.1884, Forward time: 2.2712, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 6.3003 [2020-11-14 15:48:50,697][root][INFO] - ===> Epoch[40](1017/26): Loss 0.5101, Sem 0.5101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.633e-01 Score 84.693 Data time: 0.2234, Forward time: 2.2712, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.3865 [2020-11-14 15:48:55,879][root][INFO] - ===> Epoch[40](1018/26): Loss 0.4778, Sem 0.4778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.633e-01 Score 85.413 Data time: 0.2319, Forward time: 2.2716, Backward time: 3.0659, DDP time: 0.0046, Total iter time: 5.0876 [2020-11-14 15:49:02,643][root][INFO] - ===> Epoch[40](1019/26): Loss 0.5625, Sem 0.5625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.632e-01 Score 82.528 Data time: 0.1864, Forward time: 2.2714, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 6.6466 [2020-11-14 15:49:08,287][root][INFO] - ===> Epoch[40](1020/26): Loss 0.6116, Sem 0.6116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.632e-01 Score 81.471 Data time: 0.2356, Forward time: 2.2718, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 5.5741 [2020-11-14 15:49:13,458][root][INFO] - ===> Epoch[40](1021/26): Loss 0.5261, Sem 0.5261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.632e-01 Score 83.967 Data time: 0.2481, Forward time: 2.2722, Backward time: 3.0657, DDP time: 0.0046, Total iter time: 5.0731 [2020-11-14 15:49:20,400][root][INFO] - ===> Epoch[40](1022/26): Loss 0.5162, Sem 0.5162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.631e-01 Score 83.495 Data time: 0.1976, Forward time: 2.2722, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 6.8526 [2020-11-14 15:49:25,403][root][INFO] - ===> Epoch[40](1023/26): Loss 0.4691, Sem 0.4691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.631e-01 Score 85.197 Data time: 0.1245, Forward time: 2.2714, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 4.9323 [2020-11-14 15:49:30,782][root][INFO] - ===> Epoch[40](1024/26): Loss 0.5765, Sem 0.5765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.630e-01 Score 81.104 Data time: 0.2051, Forward time: 2.2714, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.3347 [2020-11-14 15:49:36,631][root][INFO] - ===> Epoch[40](1025/26): Loss 0.4564, Sem 0.4564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.630e-01 Score 85.425 Data time: 0.1912, Forward time: 2.2711, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.7755 [2020-11-14 15:49:41,761][root][INFO] - ===> Epoch[40](1026/26): Loss 0.6046, Sem 0.6046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.630e-01 Score 81.879 Data time: 0.2323, Forward time: 2.2715, Backward time: 3.0664, DDP time: 0.0046, Total iter time: 5.0549 [2020-11-14 15:49:48,405][root][INFO] - ===> Epoch[40](1027/26): Loss 0.5275, Sem 0.5275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.629e-01 Score 83.726 Data time: 0.1930, Forward time: 2.2715, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 6.5458 [2020-11-14 15:49:54,486][root][INFO] - ===> Epoch[40](1028/26): Loss 0.4990, Sem 0.4990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.629e-01 Score 83.945 Data time: 0.1653, Forward time: 2.2711, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 6.0092 [2020-11-14 15:50:00,656][root][INFO] - ===> Epoch[40](1029/26): Loss 0.5665, Sem 0.5665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.629e-01 Score 81.972 Data time: 0.3010, Forward time: 2.2720, Backward time: 3.0676, DDP time: 0.0046, Total iter time: 6.1134 [2020-11-14 15:50:05,950][root][INFO] - ===> Epoch[40](1030/26): Loss 0.5142, Sem 0.5142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.628e-01 Score 84.119 Data time: 0.1874, Forward time: 2.2719, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.1782 [2020-11-14 15:50:12,822][root][INFO] - ===> Epoch[40](1031/26): Loss 0.4785, Sem 0.4785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.628e-01 Score 85.421 Data time: 0.1958, Forward time: 2.2718, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 6.7744 [2020-11-14 15:50:18,932][root][INFO] - ===> Epoch[40](1032/26): Loss 0.5224, Sem 0.5224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.628e-01 Score 84.193 Data time: 0.1327, Forward time: 2.2710, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 6.0143 [2020-11-14 15:50:25,390][root][INFO] - ===> Epoch[40](1033/26): Loss 0.5342, Sem 0.5342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.627e-01 Score 83.164 Data time: 0.2361, Forward time: 2.2713, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 6.4011 [2020-11-14 15:50:30,683][root][INFO] - ===> Epoch[40](1034/26): Loss 0.5219, Sem 0.5219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.627e-01 Score 83.630 Data time: 0.1633, Forward time: 2.2710, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 5.1880 [2020-11-14 15:50:37,555][root][INFO] - ===> Epoch[40](1035/26): Loss 0.5593, Sem 0.5593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.626e-01 Score 82.773 Data time: 0.1559, Forward time: 2.2705, Backward time: 3.0717, DDP time: 0.0046, Total iter time: 6.7981 [2020-11-14 15:50:42,866][root][INFO] - ===> Epoch[40](1036/26): Loss 0.5201, Sem 0.5201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.626e-01 Score 83.741 Data time: 0.1867, Forward time: 2.2703, Backward time: 3.0715, DDP time: 0.0046, Total iter time: 5.2422 [2020-11-14 15:50:48,419][root][INFO] - ===> Epoch[40](1037/26): Loss 0.5053, Sem 0.5053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.626e-01 Score 85.112 Data time: 0.1551, Forward time: 2.2698, Backward time: 3.0719, DDP time: 0.0046, Total iter time: 5.4666 [2020-11-14 15:50:53,862][root][INFO] - ===> Epoch[40](1038/26): Loss 0.5686, Sem 0.5686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.625e-01 Score 82.531 Data time: 0.1560, Forward time: 2.2693, Backward time: 3.0722, DDP time: 0.0046, Total iter time: 5.3757 [2020-11-14 15:50:59,212][root][INFO] - ===> Epoch[40](1039/26): Loss 0.5510, Sem 0.5510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.625e-01 Score 83.242 Data time: 0.2067, Forward time: 2.2693, Backward time: 3.0719, DDP time: 0.0046, Total iter time: 5.3019 [2020-11-14 15:51:04,813][root][INFO] - ===> Epoch[40](1040/26): Loss 0.4895, Sem 0.4895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.625e-01 Score 84.535 Data time: 0.2363, Forward time: 2.2696, Backward time: 3.0714, DDP time: 0.0046, Total iter time: 5.4896 [2020-11-14 15:51:10,242][root][INFO] - ===> Epoch[41](1041/26): Loss 0.5210, Sem 0.5210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.624e-01 Score 84.289 Data time: 0.2066, Forward time: 2.2696, Backward time: 3.0711, DDP time: 0.0046, Total iter time: 5.3031 [2020-11-14 15:51:17,759][root][INFO] - ===> Epoch[41](1042/26): Loss 0.6179, Sem 0.6179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.624e-01 Score 80.486 Data time: 0.1846, Forward time: 2.2694, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 7.4199 [2020-11-14 15:51:23,597][root][INFO] - ===> Epoch[41](1043/26): Loss 0.6334, Sem 0.6334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.624e-01 Score 80.879 Data time: 0.2325, Forward time: 2.2700, Backward time: 3.0725, DDP time: 0.0046, Total iter time: 5.7523 [2020-11-14 15:51:29,606][root][INFO] - ===> Epoch[41](1044/26): Loss 0.5708, Sem 0.5708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.623e-01 Score 82.135 Data time: 0.1254, Forward time: 2.2693, Backward time: 3.0736, DDP time: 0.0046, Total iter time: 5.8898 [2020-11-14 15:51:35,758][root][INFO] - ===> Epoch[41](1045/26): Loss 0.5591, Sem 0.5591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.623e-01 Score 83.161 Data time: 0.2043, Forward time: 2.2693, Backward time: 3.0740, DDP time: 0.0046, Total iter time: 6.0865 [2020-11-14 15:51:42,685][root][INFO] - ===> Epoch[41](1046/26): Loss 0.5870, Sem 0.5870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.622e-01 Score 81.830 Data time: 0.2608, Forward time: 2.2699, Backward time: 3.0745, DDP time: 0.0046, Total iter time: 6.8336 [2020-11-14 15:51:48,383][root][INFO] - ===> Epoch[41](1047/26): Loss 0.5319, Sem 0.5319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.622e-01 Score 84.461 Data time: 0.2357, Forward time: 2.2705, Backward time: 3.0739, DDP time: 0.0046, Total iter time: 5.5678 [2020-11-14 15:51:53,774][root][INFO] - ===> Epoch[41](1048/26): Loss 0.5070, Sem 0.5070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.622e-01 Score 84.946 Data time: 0.2183, Forward time: 2.2709, Backward time: 3.0732, DDP time: 0.0046, Total iter time: 5.2741 [2020-11-14 15:51:59,234][root][INFO] - ===> Epoch[41](1049/26): Loss 0.5768, Sem 0.5768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.621e-01 Score 82.971 Data time: 0.1897, Forward time: 2.2707, Backward time: 3.0731, DDP time: 0.0046, Total iter time: 5.3348 [2020-11-14 15:52:04,106][root][INFO] - ===> Epoch[41](1050/26): Loss 0.5377, Sem 0.5377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.621e-01 Score 83.899 Data time: 0.2089, Forward time: 2.2708, Backward time: 3.0722, DDP time: 0.0046, Total iter time: 4.8040 [2020-11-14 15:52:08,672][root][INFO] - ===> Epoch[41](1051/26): Loss 0.5262, Sem 0.5262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.621e-01 Score 83.564 Data time: 0.2620, Forward time: 2.2709, Backward time: 3.0710, DDP time: 0.0046, Total iter time: 4.4628 [2020-11-14 15:52:13,889][root][INFO] - ===> Epoch[41](1052/26): Loss 0.5695, Sem 0.5695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.620e-01 Score 82.953 Data time: 0.1748, Forward time: 2.2705, Backward time: 3.0709, DDP time: 0.0046, Total iter time: 5.1152 [2020-11-14 15:52:18,699][root][INFO] - ===> Epoch[41](1053/26): Loss 0.5794, Sem 0.5794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.620e-01 Score 82.331 Data time: 0.2071, Forward time: 2.2705, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 4.7274 [2020-11-14 15:52:24,926][root][INFO] - ===> Epoch[41](1054/26): Loss 0.4916, Sem 0.4916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.620e-01 Score 85.516 Data time: 0.2660, Forward time: 2.2710, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 6.1195 [2020-11-14 15:52:30,683][root][INFO] - ===> Epoch[41](1055/26): Loss 0.5412, Sem 0.5412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.619e-01 Score 83.450 Data time: 0.2560, Forward time: 2.2717, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.6352 [2020-11-14 15:52:37,451][root][INFO] - ===> Epoch[41](1056/26): Loss 0.5227, Sem 0.5227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.619e-01 Score 83.830 Data time: 0.2598, Forward time: 2.2724, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 6.6523 [2020-11-14 15:52:42,940][root][INFO] - ===> Epoch[41](1057/26): Loss 0.6579, Sem 0.6579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.618e-01 Score 80.528 Data time: 0.1765, Forward time: 2.2723, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 5.3720 [2020-11-14 15:52:48,032][root][INFO] - ===> Epoch[41](1058/26): Loss 0.4946, Sem 0.4946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.618e-01 Score 83.669 Data time: 0.2012, Forward time: 2.2721, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.0009 [2020-11-14 15:52:54,875][root][INFO] - ===> Epoch[41](1059/26): Loss 0.6250, Sem 0.6250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.618e-01 Score 81.183 Data time: 0.2229, Forward time: 2.2724, Backward time: 3.0699, DDP time: 0.0046, Total iter time: 6.7445 [2020-11-14 15:53:00,769][root][INFO] - ===> Epoch[41](1060/26): Loss 0.5075, Sem 0.5075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.617e-01 Score 84.016 Data time: 0.1959, Forward time: 2.2723, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 5.8022 [2020-11-14 15:53:06,277][root][INFO] - ===> Epoch[41](1061/26): Loss 0.5436, Sem 0.5436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.617e-01 Score 83.131 Data time: 0.1749, Forward time: 2.2722, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 5.4244 [2020-11-14 15:53:12,303][root][INFO] - ===> Epoch[41](1062/26): Loss 0.5316, Sem 0.5316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.617e-01 Score 83.983 Data time: 0.1525, Forward time: 2.2717, Backward time: 3.0708, DDP time: 0.0046, Total iter time: 5.9363 [2020-11-14 15:53:18,313][root][INFO] - ===> Epoch[41](1063/26): Loss 0.5288, Sem 0.5288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.616e-01 Score 83.377 Data time: 0.1898, Forward time: 2.2716, Backward time: 3.0713, DDP time: 0.0046, Total iter time: 5.9354 [2020-11-14 15:53:23,441][root][INFO] - ===> Epoch[41](1064/26): Loss 0.5633, Sem 0.5633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.616e-01 Score 83.281 Data time: 0.2116, Forward time: 2.2716, Backward time: 3.0707, DDP time: 0.0046, Total iter time: 5.0314 [2020-11-14 15:53:28,971][root][INFO] - ===> Epoch[41](1065/26): Loss 0.5269, Sem 0.5269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.616e-01 Score 83.220 Data time: 0.1937, Forward time: 2.2716, Backward time: 3.0705, DDP time: 0.0046, Total iter time: 5.4232 [2020-11-14 15:53:35,808][root][INFO] - ===> Epoch[41](1066/26): Loss 0.5544, Sem 0.5544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.615e-01 Score 82.198 Data time: 0.2395, Forward time: 2.2720, Backward time: 3.0711, DDP time: 0.0046, Total iter time: 6.7226 [2020-11-14 15:53:40,883][root][INFO] - ===> Epoch[42](1067/26): Loss 0.5767, Sem 0.5767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.615e-01 Score 82.548 Data time: 0.2126, Forward time: 2.2723, Backward time: 3.0703, DDP time: 0.0046, Total iter time: 4.9737 [2020-11-14 15:53:46,127][root][INFO] - ===> Epoch[42](1068/26): Loss 0.4876, Sem 0.4876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.614e-01 Score 85.270 Data time: 0.1589, Forward time: 2.2719, Backward time: 3.0702, DDP time: 0.0046, Total iter time: 5.1380 [2020-11-14 15:53:50,566][root][INFO] - ===> Epoch[42](1069/26): Loss 0.5150, Sem 0.5150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.614e-01 Score 84.112 Data time: 0.1859, Forward time: 2.2717, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 4.3615 [2020-11-14 15:53:55,398][root][INFO] - ===> Epoch[42](1070/26): Loss 0.4639, Sem 0.4639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.614e-01 Score 85.790 Data time: 0.2108, Forward time: 2.2717, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 4.7284 [2020-11-14 15:54:01,206][root][INFO] - ===> Epoch[42](1071/26): Loss 0.5548, Sem 0.5548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.613e-01 Score 83.481 Data time: 0.2443, Forward time: 2.2724, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.7158 [2020-11-14 15:54:05,894][root][INFO] - ===> Epoch[42](1072/26): Loss 0.5909, Sem 0.5909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.613e-01 Score 81.803 Data time: 0.1907, Forward time: 2.2723, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 4.5546 [2020-11-14 15:54:12,994][root][INFO] - ===> Epoch[42](1073/26): Loss 0.5091, Sem 0.5091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.613e-01 Score 83.870 Data time: 0.2265, Forward time: 2.2726, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 7.0086 [2020-11-14 15:54:18,904][root][INFO] - ===> Epoch[42](1074/26): Loss 0.4852, Sem 0.4852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.612e-01 Score 85.675 Data time: 0.2088, Forward time: 2.2728, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.7983 [2020-11-14 15:54:24,254][root][INFO] - ===> Epoch[42](1075/26): Loss 0.5031, Sem 0.5031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.612e-01 Score 84.287 Data time: 0.1616, Forward time: 2.2725, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.2586 [2020-11-14 15:54:29,992][root][INFO] - ===> Epoch[42](1076/26): Loss 0.5902, Sem 0.5902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.612e-01 Score 81.123 Data time: 0.1392, Forward time: 2.2719, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.6702 [2020-11-14 15:54:35,688][root][INFO] - ===> Epoch[42](1077/26): Loss 0.5461, Sem 0.5461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.611e-01 Score 82.388 Data time: 0.1682, Forward time: 2.2715, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.6330 [2020-11-14 15:54:41,003][root][INFO] - ===> Epoch[42](1078/26): Loss 0.5163, Sem 0.5163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.611e-01 Score 83.505 Data time: 0.2036, Forward time: 2.2715, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.2339 [2020-11-14 15:54:46,960][root][INFO] - ===> Epoch[42](1079/26): Loss 0.4775, Sem 0.4775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.611e-01 Score 85.315 Data time: 0.2529, Forward time: 2.2720, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.8517 [2020-11-14 15:54:52,582][root][INFO] - ===> Epoch[42](1080/26): Loss 0.5090, Sem 0.5090, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.610e-01 Score 84.521 Data time: 0.1672, Forward time: 2.2717, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.5147 [2020-11-14 15:54:58,738][root][INFO] - ===> Epoch[42](1081/26): Loss 0.5171, Sem 0.5171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.610e-01 Score 84.434 Data time: 0.2876, Forward time: 2.2726, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 6.0696 [2020-11-14 15:55:04,651][root][INFO] - ===> Epoch[42](1082/26): Loss 0.4763, Sem 0.4763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.609e-01 Score 85.123 Data time: 0.1638, Forward time: 2.2722, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.8014 [2020-11-14 15:55:09,721][root][INFO] - ===> Epoch[42](1083/26): Loss 0.5025, Sem 0.5025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.609e-01 Score 84.206 Data time: 0.1974, Forward time: 2.2722, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.9868 [2020-11-14 15:55:16,007][root][INFO] - ===> Epoch[42](1084/26): Loss 0.6132, Sem 0.6132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.609e-01 Score 82.033 Data time: 0.1985, Forward time: 2.2721, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.1825 [2020-11-14 15:55:22,659][root][INFO] - ===> Epoch[42](1085/26): Loss 0.4205, Sem 0.4205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.608e-01 Score 87.326 Data time: 0.2166, Forward time: 2.2723, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 6.5636 [2020-11-14 15:55:28,359][root][INFO] - ===> Epoch[42](1086/26): Loss 0.4913, Sem 0.4913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.608e-01 Score 85.475 Data time: 0.1923, Forward time: 2.2723, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 5.5902 [2020-11-14 15:55:34,714][root][INFO] - ===> Epoch[42](1087/26): Loss 0.6152, Sem 0.6152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.608e-01 Score 80.949 Data time: 0.2173, Forward time: 2.2725, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 6.2510 [2020-11-14 15:55:40,577][root][INFO] - ===> Epoch[42](1088/26): Loss 0.4581, Sem 0.4581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.607e-01 Score 85.440 Data time: 0.3002, Forward time: 2.2731, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.7510 [2020-11-14 15:55:46,099][root][INFO] - ===> Epoch[42](1089/26): Loss 0.5510, Sem 0.5510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.607e-01 Score 82.891 Data time: 0.1402, Forward time: 2.2727, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.3994 [2020-11-14 15:55:51,525][root][INFO] - ===> Epoch[42](1090/26): Loss 0.5140, Sem 0.5140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.607e-01 Score 83.946 Data time: 0.1597, Forward time: 2.2722, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 5.3581 [2020-11-14 15:55:56,952][root][INFO] - ===> Epoch[42](1091/26): Loss 0.5365, Sem 0.5365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.606e-01 Score 83.747 Data time: 0.1970, Forward time: 2.2723, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.3622 [2020-11-14 15:56:03,262][root][INFO] - ===> Epoch[42](1092/26): Loss 0.4936, Sem 0.4936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.606e-01 Score 84.213 Data time: 0.2037, Forward time: 2.2722, Backward time: 3.0699, DDP time: 0.0046, Total iter time: 6.2325 [2020-11-14 15:56:08,161][root][INFO] - ===> Epoch[43](1093/26): Loss 0.5510, Sem 0.5510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.605e-01 Score 83.274 Data time: 0.2239, Forward time: 2.2725, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 4.8094 [2020-11-14 15:56:13,958][root][INFO] - ===> Epoch[43](1094/26): Loss 0.4907, Sem 0.4907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.605e-01 Score 84.536 Data time: 0.1272, Forward time: 2.2718, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 5.7081 [2020-11-14 15:56:19,889][root][INFO] - ===> Epoch[43](1095/26): Loss 0.5518, Sem 0.5518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.605e-01 Score 82.582 Data time: 0.1886, Forward time: 2.2717, Backward time: 3.0700, DDP time: 0.0046, Total iter time: 5.8873 [2020-11-14 15:56:25,921][root][INFO] - ===> Epoch[43](1096/26): Loss 0.4916, Sem 0.4916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.604e-01 Score 85.259 Data time: 0.1862, Forward time: 2.2716, Backward time: 3.0704, DDP time: 0.0046, Total iter time: 5.9669 [2020-11-14 15:56:30,676][root][INFO] - ===> Epoch[43](1097/26): Loss 0.5089, Sem 0.5089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.604e-01 Score 83.572 Data time: 0.1716, Forward time: 2.2714, Backward time: 3.0698, DDP time: 0.0046, Total iter time: 4.6730 [2020-11-14 15:56:36,587][root][INFO] - ===> Epoch[43](1098/26): Loss 0.5890, Sem 0.5890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.604e-01 Score 82.021 Data time: 0.1479, Forward time: 2.2709, Backward time: 3.0705, DDP time: 0.0046, Total iter time: 5.8525 [2020-11-14 15:56:41,288][root][INFO] - ===> Epoch[43](1099/26): Loss 0.5157, Sem 0.5157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.603e-01 Score 84.044 Data time: 0.1605, Forward time: 2.2706, Backward time: 3.0700, DDP time: 0.0046, Total iter time: 4.6345 [2020-11-14 15:56:46,047][root][INFO] - ===> Epoch[43](1100/26): Loss 0.5209, Sem 0.5209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.603e-01 Score 84.556 Data time: 0.1743, Forward time: 2.2702, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 4.6763 [2020-11-14 15:56:51,032][root][INFO] - ===> Epoch[43](1101/26): Loss 0.4934, Sem 0.4934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.603e-01 Score 85.076 Data time: 0.2083, Forward time: 2.2703, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.8987 [2020-11-14 15:56:57,485][root][INFO] - ===> Epoch[43](1102/26): Loss 0.4677, Sem 0.4677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.602e-01 Score 85.860 Data time: 0.2167, Forward time: 2.2705, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 6.3793 [2020-11-14 15:57:03,597][root][INFO] - ===> Epoch[43](1103/26): Loss 0.4897, Sem 0.4897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.602e-01 Score 85.493 Data time: 0.1496, Forward time: 2.2701, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 6.0160 [2020-11-14 15:57:09,005][root][INFO] - ===> Epoch[43](1104/26): Loss 0.5252, Sem 0.5252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.601e-01 Score 84.882 Data time: 0.2015, Forward time: 2.2699, Backward time: 3.0700, DDP time: 0.0046, Total iter time: 5.3357 [2020-11-14 15:57:14,031][root][INFO] - ===> Epoch[43](1105/26): Loss 0.5097, Sem 0.5097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.601e-01 Score 84.605 Data time: 0.1762, Forward time: 2.2697, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 4.9542 [2020-11-14 15:57:19,798][root][INFO] - ===> Epoch[43](1106/26): Loss 0.5515, Sem 0.5515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.601e-01 Score 82.792 Data time: 0.2083, Forward time: 2.2696, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 5.6977 [2020-11-14 15:57:25,823][root][INFO] - ===> Epoch[43](1107/26): Loss 0.4728, Sem 0.4728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.600e-01 Score 85.477 Data time: 0.2401, Forward time: 2.2697, Backward time: 3.0699, DDP time: 0.0046, Total iter time: 5.9363 [2020-11-14 15:57:30,932][root][INFO] - ===> Epoch[43](1108/26): Loss 0.4649, Sem 0.4649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.600e-01 Score 85.402 Data time: 0.1904, Forward time: 2.2695, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 5.0163 [2020-11-14 15:57:35,479][root][INFO] - ===> Epoch[43](1109/26): Loss 0.4606, Sem 0.4606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.600e-01 Score 86.122 Data time: 0.2129, Forward time: 2.2696, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 4.4689 [2020-11-14 15:57:41,154][root][INFO] - ===> Epoch[43](1110/26): Loss 0.4979, Sem 0.4979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.599e-01 Score 84.945 Data time: 0.2243, Forward time: 2.2700, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.5859 [2020-11-14 15:57:46,681][root][INFO] - ===> Epoch[43](1111/26): Loss 0.5276, Sem 0.5276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.599e-01 Score 83.792 Data time: 0.2074, Forward time: 2.2702, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 5.4162 [2020-11-14 15:57:52,006][root][INFO] - ===> Epoch[43](1112/26): Loss 0.5464, Sem 0.5464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.599e-01 Score 83.217 Data time: 0.1739, Forward time: 2.2701, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 5.2532 [2020-11-14 15:57:57,294][root][INFO] - ===> Epoch[43](1113/26): Loss 0.5204, Sem 0.5204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.598e-01 Score 83.625 Data time: 0.1667, Forward time: 2.2697, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 5.2051 [2020-11-14 15:58:02,931][root][INFO] - ===> Epoch[43](1114/26): Loss 0.4860, Sem 0.4860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.598e-01 Score 84.212 Data time: 0.2553, Forward time: 2.2702, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.5620 [2020-11-14 15:58:08,366][root][INFO] - ===> Epoch[43](1115/26): Loss 0.4893, Sem 0.4893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.597e-01 Score 84.747 Data time: 0.2007, Forward time: 2.2704, Backward time: 3.0665, DDP time: 0.0046, Total iter time: 5.3142 [2020-11-14 15:58:13,661][root][INFO] - ===> Epoch[43](1116/26): Loss 0.4302, Sem 0.4302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.597e-01 Score 87.430 Data time: 0.2229, Forward time: 2.2707, Backward time: 3.0658, DDP time: 0.0046, Total iter time: 5.1993 [2020-11-14 15:58:19,263][root][INFO] - ===> Epoch[43](1117/26): Loss 0.5426, Sem 0.5426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.597e-01 Score 83.043 Data time: 0.2480, Forward time: 2.2713, Backward time: 3.0651, DDP time: 0.0046, Total iter time: 5.5011 [2020-11-14 15:58:25,046][root][INFO] - ===> Epoch[43](1118/26): Loss 0.5335, Sem 0.5335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.596e-01 Score 84.063 Data time: 0.1614, Forward time: 2.2711, Backward time: 3.0654, DDP time: 0.0046, Total iter time: 5.6756 [2020-11-14 15:58:30,384][root][INFO] - ===> Epoch[44](1119/26): Loss 0.5253, Sem 0.5253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.596e-01 Score 84.962 Data time: 0.2081, Forward time: 2.2714, Backward time: 3.0649, DDP time: 0.0046, Total iter time: 5.2814 [2020-11-14 15:58:37,835][root][INFO] - ===> Epoch[44](1120/26): Loss 0.5438, Sem 0.5438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.596e-01 Score 83.718 Data time: 0.1976, Forward time: 2.2715, Backward time: 3.0663, DDP time: 0.0046, Total iter time: 7.3494 [2020-11-14 15:58:43,244][root][INFO] - ===> Epoch[44](1121/26): Loss 0.4954, Sem 0.4954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.595e-01 Score 85.454 Data time: 0.1806, Forward time: 2.2714, Backward time: 3.0662, DDP time: 0.0046, Total iter time: 5.3176 [2020-11-14 15:58:48,273][root][INFO] - ===> Epoch[44](1122/26): Loss 0.4455, Sem 0.4455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.595e-01 Score 86.599 Data time: 0.1659, Forward time: 2.2710, Backward time: 3.0659, DDP time: 0.0046, Total iter time: 4.9542 [2020-11-14 15:58:54,043][root][INFO] - ===> Epoch[44](1123/26): Loss 0.5713, Sem 0.5713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.595e-01 Score 83.074 Data time: 0.1859, Forward time: 2.2710, Backward time: 3.0660, DDP time: 0.0046, Total iter time: 5.7058 [2020-11-14 15:58:59,649][root][INFO] - ===> Epoch[44](1124/26): Loss 0.5754, Sem 0.5754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.594e-01 Score 82.795 Data time: 0.2004, Forward time: 2.2711, Backward time: 3.0659, DDP time: 0.0046, Total iter time: 5.5065 [2020-11-14 15:59:05,176][root][INFO] - ===> Epoch[44](1125/26): Loss 0.5124, Sem 0.5124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.594e-01 Score 84.133 Data time: 0.1619, Forward time: 2.2708, Backward time: 3.0661, DDP time: 0.0046, Total iter time: 5.4309 [2020-11-14 15:59:10,836][root][INFO] - ===> Epoch[44](1126/26): Loss 0.5155, Sem 0.5155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.593e-01 Score 84.020 Data time: 0.1932, Forward time: 2.2708, Backward time: 3.0660, DDP time: 0.0046, Total iter time: 5.5767 [2020-11-14 15:59:16,573][root][INFO] - ===> Epoch[44](1127/26): Loss 0.4679, Sem 0.4679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.593e-01 Score 85.187 Data time: 0.1699, Forward time: 2.2704, Backward time: 3.0664, DDP time: 0.0046, Total iter time: 5.6564 [2020-11-14 15:59:21,836][root][INFO] - ===> Epoch[44](1128/26): Loss 0.5670, Sem 0.5670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.593e-01 Score 82.746 Data time: 0.2013, Forward time: 2.2704, Backward time: 3.0661, DDP time: 0.0046, Total iter time: 5.1792 [2020-11-14 15:59:28,126][root][INFO] - ===> Epoch[44](1129/26): Loss 0.5205, Sem 0.5205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.592e-01 Score 84.650 Data time: 0.1928, Forward time: 2.2704, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 6.2022 [2020-11-14 15:59:34,115][root][INFO] - ===> Epoch[44](1130/26): Loss 0.5794, Sem 0.5794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.592e-01 Score 83.023 Data time: 0.2097, Forward time: 2.2706, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 5.9122 [2020-11-14 15:59:40,998][root][INFO] - ===> Epoch[44](1131/26): Loss 0.5142, Sem 0.5142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.592e-01 Score 84.551 Data time: 0.1969, Forward time: 2.2707, Backward time: 3.0676, DDP time: 0.0046, Total iter time: 6.7692 [2020-11-14 15:59:45,424][root][INFO] - ===> Epoch[44](1132/26): Loss 0.5257, Sem 0.5257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.591e-01 Score 84.291 Data time: 0.1788, Forward time: 2.2706, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 4.3352 [2020-11-14 15:59:51,992][root][INFO] - ===> Epoch[44](1133/26): Loss 0.4692, Sem 0.4692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.591e-01 Score 85.236 Data time: 0.3605, Forward time: 2.2716, Backward time: 3.0663, DDP time: 0.0046, Total iter time: 6.4886 [2020-11-14 15:59:57,199][root][INFO] - ===> Epoch[44](1134/26): Loss 0.5027, Sem 0.5027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.591e-01 Score 84.226 Data time: 0.2150, Forward time: 2.2718, Backward time: 3.0656, DDP time: 0.0046, Total iter time: 5.1160 [2020-11-14 16:00:05,527][root][INFO] - ===> Epoch[44](1135/26): Loss 0.6160, Sem 0.6160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.590e-01 Score 80.260 Data time: 0.1906, Forward time: 2.2715, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 8.2286 [2020-11-14 16:00:10,976][root][INFO] - ===> Epoch[44](1136/26): Loss 0.5132, Sem 0.5132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.590e-01 Score 84.057 Data time: 0.1766, Forward time: 2.2714, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.3691 [2020-11-14 16:00:17,050][root][INFO] - ===> Epoch[44](1137/26): Loss 0.4733, Sem 0.4733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.590e-01 Score 85.779 Data time: 0.1758, Forward time: 2.2712, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.9845 [2020-11-14 16:00:22,592][root][INFO] - ===> Epoch[44](1138/26): Loss 0.4920, Sem 0.4920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.589e-01 Score 84.433 Data time: 0.1916, Forward time: 2.2710, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.4633 [2020-11-14 16:00:28,602][root][INFO] - ===> Epoch[44](1139/26): Loss 0.5148, Sem 0.5148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.589e-01 Score 83.910 Data time: 0.2836, Forward time: 2.2717, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.9265 [2020-11-14 16:00:35,003][root][INFO] - ===> Epoch[44](1140/26): Loss 0.5094, Sem 0.5094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.588e-01 Score 83.872 Data time: 0.2413, Forward time: 2.2722, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 6.2788 [2020-11-14 16:00:40,662][root][INFO] - ===> Epoch[44](1141/26): Loss 0.5376, Sem 0.5376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.588e-01 Score 83.314 Data time: 0.1675, Forward time: 2.2721, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.5686 [2020-11-14 16:00:47,302][root][INFO] - ===> Epoch[44](1142/26): Loss 0.5348, Sem 0.5348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.588e-01 Score 84.492 Data time: 0.1948, Forward time: 2.2720, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.5617 [2020-11-14 16:00:52,178][root][INFO] - ===> Epoch[44](1143/26): Loss 0.5248, Sem 0.5248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.587e-01 Score 83.372 Data time: 0.2071, Forward time: 2.2719, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 4.7975 [2020-11-14 16:00:57,901][root][INFO] - ===> Epoch[44](1144/26): Loss 0.4630, Sem 0.4630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.587e-01 Score 85.933 Data time: 0.1824, Forward time: 2.2718, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.6245 [2020-11-14 16:01:02,560][root][INFO] - ===> Epoch[45](1145/26): Loss 0.4379, Sem 0.4379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.587e-01 Score 86.588 Data time: 0.1576, Forward time: 2.2714, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.5715 [2020-11-14 16:01:10,466][root][INFO] - ===> Epoch[45](1146/26): Loss 0.5015, Sem 0.5015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.586e-01 Score 84.628 Data time: 0.1593, Forward time: 2.2711, Backward time: 3.0704, DDP time: 0.0046, Total iter time: 7.8508 [2020-11-14 16:01:15,897][root][INFO] - ===> Epoch[45](1147/26): Loss 0.5383, Sem 0.5383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.586e-01 Score 84.698 Data time: 0.1908, Forward time: 2.2710, Backward time: 3.0702, DDP time: 0.0046, Total iter time: 5.3613 [2020-11-14 16:01:21,781][root][INFO] - ===> Epoch[45](1148/26): Loss 0.4631, Sem 0.4631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.586e-01 Score 85.948 Data time: 0.2309, Forward time: 2.2712, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 5.7892 [2020-11-14 16:01:27,072][root][INFO] - ===> Epoch[45](1149/26): Loss 0.6012, Sem 0.6012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.585e-01 Score 81.395 Data time: 0.2361, Forward time: 2.2715, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 5.1897 [2020-11-14 16:01:33,105][root][INFO] - ===> Epoch[45](1150/26): Loss 0.4634, Sem 0.4634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.585e-01 Score 85.514 Data time: 0.1506, Forward time: 2.2711, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 5.9184 [2020-11-14 16:01:39,163][root][INFO] - ===> Epoch[45](1151/26): Loss 0.5072, Sem 0.5072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.584e-01 Score 84.014 Data time: 0.1288, Forward time: 2.2705, Backward time: 3.0711, DDP time: 0.0046, Total iter time: 5.9758 [2020-11-14 16:01:44,677][root][INFO] - ===> Epoch[45](1152/26): Loss 0.4790, Sem 0.4790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.584e-01 Score 85.324 Data time: 0.1627, Forward time: 2.2703, Backward time: 3.0712, DDP time: 0.0046, Total iter time: 5.4804 [2020-11-14 16:01:50,128][root][INFO] - ===> Epoch[45](1153/26): Loss 0.4925, Sem 0.4925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.584e-01 Score 84.602 Data time: 0.1703, Forward time: 2.2699, Backward time: 3.0714, DDP time: 0.0046, Total iter time: 5.3739 [2020-11-14 16:01:56,509][root][INFO] - ===> Epoch[45](1154/26): Loss 0.6052, Sem 0.6052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.583e-01 Score 81.447 Data time: 0.2358, Forward time: 2.2702, Backward time: 3.0716, DDP time: 0.0046, Total iter time: 6.3117 [2020-11-14 16:02:02,285][root][INFO] - ===> Epoch[45](1155/26): Loss 0.4662, Sem 0.4662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.583e-01 Score 85.717 Data time: 0.2525, Forward time: 2.2706, Backward time: 3.0713, DDP time: 0.0046, Total iter time: 5.6686 [2020-11-14 16:02:06,768][root][INFO] - ===> Epoch[45](1156/26): Loss 0.4915, Sem 0.4915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.583e-01 Score 84.618 Data time: 0.1988, Forward time: 2.2707, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 4.3746 [2020-11-14 16:02:11,563][root][INFO] - ===> Epoch[45](1157/26): Loss 0.5104, Sem 0.5104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.582e-01 Score 84.374 Data time: 0.2076, Forward time: 2.2706, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 4.7047 [2020-11-14 16:02:16,407][root][INFO] - ===> Epoch[45](1158/26): Loss 0.4436, Sem 0.4436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.582e-01 Score 86.664 Data time: 0.2062, Forward time: 2.2707, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 4.7455 [2020-11-14 16:02:21,440][root][INFO] - ===> Epoch[45](1159/26): Loss 0.4795, Sem 0.4795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.582e-01 Score 85.468 Data time: 0.1819, Forward time: 2.2705, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 4.9274 [2020-11-14 16:02:26,134][root][INFO] - ===> Epoch[45](1160/26): Loss 0.4915, Sem 0.4915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.581e-01 Score 84.877 Data time: 0.1721, Forward time: 2.2702, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 4.6075 [2020-11-14 16:02:31,903][root][INFO] - ===> Epoch[45](1161/26): Loss 0.4646, Sem 0.4646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.581e-01 Score 85.738 Data time: 0.2618, Forward time: 2.2708, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.6871 [2020-11-14 16:02:37,458][root][INFO] - ===> Epoch[45](1162/26): Loss 0.5001, Sem 0.5001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.580e-01 Score 84.376 Data time: 0.1684, Forward time: 2.2704, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.4329 [2020-11-14 16:02:43,011][root][INFO] - ===> Epoch[45](1163/26): Loss 0.4955, Sem 0.4955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.580e-01 Score 85.209 Data time: 0.2714, Forward time: 2.2710, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 5.4852 [2020-11-14 16:02:49,164][root][INFO] - ===> Epoch[45](1164/26): Loss 0.4817, Sem 0.4817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.580e-01 Score 86.017 Data time: 0.1980, Forward time: 2.2711, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 6.0572 [2020-11-14 16:02:54,847][root][INFO] - ===> Epoch[45](1165/26): Loss 0.4835, Sem 0.4835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.579e-01 Score 85.213 Data time: 0.2092, Forward time: 2.2711, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.5774 [2020-11-14 16:03:00,860][root][INFO] - ===> Epoch[45](1166/26): Loss 0.4788, Sem 0.4788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.579e-01 Score 85.035 Data time: 0.2316, Forward time: 2.2713, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.9344 [2020-11-14 16:03:07,412][root][INFO] - ===> Epoch[45](1167/26): Loss 0.4784, Sem 0.4784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.579e-01 Score 85.445 Data time: 0.2969, Forward time: 2.2720, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 6.4358 [2020-11-14 16:03:14,330][root][INFO] - ===> Epoch[45](1168/26): Loss 0.5028, Sem 0.5028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.578e-01 Score 84.567 Data time: 0.2489, Forward time: 2.2727, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 6.8166 [2020-11-14 16:03:19,848][root][INFO] - ===> Epoch[45](1169/26): Loss 0.4067, Sem 0.4067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.578e-01 Score 88.117 Data time: 0.1541, Forward time: 2.2724, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.3987 [2020-11-14 16:03:26,022][root][INFO] - ===> Epoch[45](1170/26): Loss 0.5094, Sem 0.5094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.578e-01 Score 84.855 Data time: 0.1897, Forward time: 2.2723, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 6.0858 [2020-11-14 16:03:33,002][root][INFO] - ===> Epoch[46](1171/26): Loss 0.4743, Sem 0.4743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.577e-01 Score 84.885 Data time: 0.1728, Forward time: 2.2720, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.9020 [2020-11-14 16:03:38,334][root][INFO] - ===> Epoch[46](1172/26): Loss 0.4778, Sem 0.4778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.577e-01 Score 85.286 Data time: 0.1627, Forward time: 2.2716, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 5.2697 [2020-11-14 16:03:43,874][root][INFO] - ===> Epoch[46](1173/26): Loss 0.4539, Sem 0.4539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.576e-01 Score 85.623 Data time: 0.2296, Forward time: 2.2717, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.4730 [2020-11-14 16:03:49,303][root][INFO] - ===> Epoch[46](1174/26): Loss 0.4759, Sem 0.4759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.576e-01 Score 85.369 Data time: 0.2117, Forward time: 2.2719, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.3309 [2020-11-14 16:03:54,149][root][INFO] - ===> Epoch[46](1175/26): Loss 0.4836, Sem 0.4836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.576e-01 Score 84.484 Data time: 0.2141, Forward time: 2.2718, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 4.7380 [2020-11-14 16:03:59,516][root][INFO] - ===> Epoch[46](1176/26): Loss 0.4944, Sem 0.4944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.575e-01 Score 85.235 Data time: 0.2035, Forward time: 2.2720, Backward time: 3.0676, DDP time: 0.0046, Total iter time: 5.2781 [2020-11-14 16:04:05,028][root][INFO] - ===> Epoch[46](1177/26): Loss 0.4934, Sem 0.4934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.575e-01 Score 84.328 Data time: 0.1401, Forward time: 2.2713, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.4070 [2020-11-14 16:04:10,477][root][INFO] - ===> Epoch[46](1178/26): Loss 0.5767, Sem 0.5767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.575e-01 Score 82.484 Data time: 0.2421, Forward time: 2.2718, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.4013 [2020-11-14 16:04:16,193][root][INFO] - ===> Epoch[46](1179/26): Loss 0.4659, Sem 0.4659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.574e-01 Score 85.625 Data time: 0.1362, Forward time: 2.2713, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.6091 [2020-11-14 16:04:21,495][root][INFO] - ===> Epoch[46](1180/26): Loss 0.5595, Sem 0.5595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.574e-01 Score 83.160 Data time: 0.1570, Forward time: 2.2708, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.2417 [2020-11-14 16:04:26,349][root][INFO] - ===> Epoch[46](1181/26): Loss 0.4738, Sem 0.4738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.574e-01 Score 85.819 Data time: 0.2215, Forward time: 2.2711, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 4.8023 [2020-11-14 16:04:32,314][root][INFO] - ===> Epoch[46](1182/26): Loss 0.5305, Sem 0.5305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.573e-01 Score 83.496 Data time: 0.1834, Forward time: 2.2709, Backward time: 3.0676, DDP time: 0.0046, Total iter time: 5.8694 [2020-11-14 16:04:37,982][root][INFO] - ===> Epoch[46](1183/26): Loss 0.4626, Sem 0.4626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.573e-01 Score 85.973 Data time: 0.1900, Forward time: 2.2707, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 5.5809 [2020-11-14 16:04:45,096][root][INFO] - ===> Epoch[46](1184/26): Loss 0.5081, Sem 0.5081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.572e-01 Score 84.693 Data time: 0.1501, Forward time: 2.2704, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 7.0516 [2020-11-14 16:04:51,593][root][INFO] - ===> Epoch[46](1185/26): Loss 0.5404, Sem 0.5404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.572e-01 Score 82.961 Data time: 0.1538, Forward time: 2.2699, Backward time: 3.0703, DDP time: 0.0046, Total iter time: 6.4177 [2020-11-14 16:04:56,660][root][INFO] - ===> Epoch[46](1186/26): Loss 0.5346, Sem 0.5346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.572e-01 Score 83.672 Data time: 0.2241, Forward time: 2.2702, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 5.0138 [2020-11-14 16:05:02,318][root][INFO] - ===> Epoch[46](1187/26): Loss 0.4974, Sem 0.4974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.571e-01 Score 85.257 Data time: 0.2044, Forward time: 2.2702, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 5.5471 [2020-11-14 16:05:09,015][root][INFO] - ===> Epoch[46](1188/26): Loss 0.4608, Sem 0.4608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.571e-01 Score 86.467 Data time: 0.2459, Forward time: 2.2703, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 6.6187 [2020-11-14 16:05:15,358][root][INFO] - ===> Epoch[46](1189/26): Loss 0.4433, Sem 0.4433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.571e-01 Score 86.103 Data time: 0.2648, Forward time: 2.2707, Backward time: 3.0702, DDP time: 0.0046, Total iter time: 6.2485 [2020-11-14 16:05:20,514][root][INFO] - ===> Epoch[46](1190/26): Loss 0.5550, Sem 0.5550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.570e-01 Score 83.522 Data time: 0.1643, Forward time: 2.2704, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 5.0301 [2020-11-14 16:05:26,273][root][INFO] - ===> Epoch[46](1191/26): Loss 0.4946, Sem 0.4946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.570e-01 Score 85.073 Data time: 0.2434, Forward time: 2.2708, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 5.6906 [2020-11-14 16:05:31,175][root][INFO] - ===> Epoch[46](1192/26): Loss 0.4427, Sem 0.4427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.570e-01 Score 85.693 Data time: 0.2643, Forward time: 2.2710, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.7983 [2020-11-14 16:05:37,605][root][INFO] - ===> Epoch[46](1193/26): Loss 0.4704, Sem 0.4704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.569e-01 Score 85.575 Data time: 0.1622, Forward time: 2.2707, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 6.3331 [2020-11-14 16:05:43,077][root][INFO] - ===> Epoch[46](1194/26): Loss 0.4866, Sem 0.4866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.569e-01 Score 84.867 Data time: 0.1404, Forward time: 2.2701, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 5.4007 [2020-11-14 16:05:48,550][root][INFO] - ===> Epoch[46](1195/26): Loss 0.5551, Sem 0.5551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.569e-01 Score 83.089 Data time: 0.2134, Forward time: 2.2699, Backward time: 3.0700, DDP time: 0.0046, Total iter time: 5.4321 [2020-11-14 16:05:53,289][root][INFO] - ===> Epoch[46](1196/26): Loss 0.4936, Sem 0.4936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.568e-01 Score 85.257 Data time: 0.2559, Forward time: 2.2700, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 4.6465 [2020-11-14 16:05:58,730][root][INFO] - ===> Epoch[47](1197/26): Loss 0.4289, Sem 0.4289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.568e-01 Score 86.649 Data time: 0.1920, Forward time: 2.2698, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.3330 [2020-11-14 16:06:04,046][root][INFO] - ===> Epoch[47](1198/26): Loss 0.4900, Sem 0.4900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.567e-01 Score 85.018 Data time: 0.1881, Forward time: 2.2696, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.2178 [2020-11-14 16:06:09,972][root][INFO] - ===> Epoch[47](1199/26): Loss 0.5371, Sem 0.5371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.567e-01 Score 83.271 Data time: 0.2143, Forward time: 2.2698, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.8396 [2020-11-14 16:06:15,575][root][INFO] - ===> Epoch[47](1200/26): Loss 0.4523, Sem 0.4523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.567e-01 Score 87.026 Data time: 0.1439, Forward time: 2.2693, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.4923 [2020-11-14 16:06:20,927][root][INFO] - ===> Epoch[47](1201/26): Loss 0.4772, Sem 0.4772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.566e-01 Score 85.605 Data time: 0.1936, Forward time: 2.2693, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.2778 [2020-11-14 16:06:27,479][root][INFO] - ===> Epoch[47](1202/26): Loss 0.5241, Sem 0.5241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.566e-01 Score 83.548 Data time: 0.1597, Forward time: 2.2688, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 6.4604 [2020-11-14 16:06:35,722][root][INFO] - ===> Epoch[47](1203/26): Loss 0.5083, Sem 0.5083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.566e-01 Score 84.754 Data time: 0.2549, Forward time: 2.2694, Backward time: 3.0716, DDP time: 0.0046, Total iter time: 8.1908 [2020-11-14 16:06:41,906][root][INFO] - ===> Epoch[47](1204/26): Loss 0.4773, Sem 0.4773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.565e-01 Score 84.701 Data time: 0.2259, Forward time: 2.2696, Backward time: 3.0717, DDP time: 0.0046, Total iter time: 6.0688 [2020-11-14 16:06:47,069][root][INFO] - ===> Epoch[47](1205/26): Loss 0.4864, Sem 0.4864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.565e-01 Score 84.278 Data time: 0.2118, Forward time: 2.2697, Backward time: 3.0712, DDP time: 0.0046, Total iter time: 5.0561 [2020-11-14 16:06:53,657][root][INFO] - ===> Epoch[47](1206/26): Loss 0.5325, Sem 0.5325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.565e-01 Score 83.522 Data time: 0.2928, Forward time: 2.2705, Backward time: 3.0710, DDP time: 0.0046, Total iter time: 6.5111 [2020-11-14 16:06:59,121][root][INFO] - ===> Epoch[47](1207/26): Loss 0.4377, Sem 0.4377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.564e-01 Score 86.965 Data time: 0.2031, Forward time: 2.2707, Backward time: 3.0705, DDP time: 0.0046, Total iter time: 5.3426 [2020-11-14 16:07:05,169][root][INFO] - ===> Epoch[47](1208/26): Loss 0.4834, Sem 0.4834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.564e-01 Score 85.114 Data time: 0.1567, Forward time: 2.2702, Backward time: 3.0713, DDP time: 0.0046, Total iter time: 5.9567 [2020-11-14 16:07:11,505][root][INFO] - ===> Epoch[47](1209/26): Loss 0.4354, Sem 0.4354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.563e-01 Score 86.595 Data time: 0.2814, Forward time: 2.2707, Backward time: 3.0713, DDP time: 0.0046, Total iter time: 6.2791 [2020-11-14 16:07:16,843][root][INFO] - ===> Epoch[47](1210/26): Loss 0.4675, Sem 0.4675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.563e-01 Score 85.544 Data time: 0.2500, Forward time: 2.2712, Backward time: 3.0705, DDP time: 0.0046, Total iter time: 5.2224 [2020-11-14 16:07:23,662][root][INFO] - ===> Epoch[47](1211/26): Loss 0.4663, Sem 0.4663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.563e-01 Score 86.088 Data time: 0.2076, Forward time: 2.2712, Backward time: 3.0714, DDP time: 0.0046, Total iter time: 6.7353 [2020-11-14 16:07:29,073][root][INFO] - ===> Epoch[47](1212/26): Loss 0.4732, Sem 0.4732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.562e-01 Score 85.554 Data time: 0.1952, Forward time: 2.2712, Backward time: 3.0712, DDP time: 0.0046, Total iter time: 5.3312 [2020-11-14 16:07:36,000][root][INFO] - ===> Epoch[47](1213/26): Loss 0.4721, Sem 0.4721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.562e-01 Score 84.943 Data time: 0.2128, Forward time: 2.2713, Backward time: 3.0720, DDP time: 0.0046, Total iter time: 6.8328 [2020-11-14 16:07:43,403][root][INFO] - ===> Epoch[47](1214/26): Loss 0.4508, Sem 0.4508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.562e-01 Score 86.030 Data time: 0.1996, Forward time: 2.2714, Backward time: 3.0733, DDP time: 0.0046, Total iter time: 7.2948 [2020-11-14 16:07:49,811][root][INFO] - ===> Epoch[47](1215/26): Loss 0.5775, Sem 0.5775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.561e-01 Score 83.723 Data time: 0.2228, Forward time: 2.2716, Backward time: 3.0736, DDP time: 0.0046, Total iter time: 6.3246 [2020-11-14 16:07:55,017][root][INFO] - ===> Epoch[47](1216/26): Loss 0.4060, Sem 0.4060, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.561e-01 Score 87.634 Data time: 0.1597, Forward time: 2.2713, Backward time: 3.0735, DDP time: 0.0046, Total iter time: 5.0988 [2020-11-14 16:07:59,429][root][INFO] - ===> Epoch[47](1217/26): Loss 0.5943, Sem 0.5943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.561e-01 Score 82.094 Data time: 0.1715, Forward time: 2.2708, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 4.3473 [2020-11-14 16:08:04,334][root][INFO] - ===> Epoch[47](1218/26): Loss 0.4469, Sem 0.4469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.560e-01 Score 85.924 Data time: 0.2157, Forward time: 2.2710, Backward time: 3.0722, DDP time: 0.0046, Total iter time: 4.8643 [2020-11-14 16:08:09,992][root][INFO] - ===> Epoch[47](1219/26): Loss 0.4546, Sem 0.4546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.560e-01 Score 85.703 Data time: 0.2015, Forward time: 2.2710, Backward time: 3.0722, DDP time: 0.0046, Total iter time: 5.5623 [2020-11-14 16:08:15,352][root][INFO] - ===> Epoch[47](1220/26): Loss 0.5122, Sem 0.5122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.559e-01 Score 84.041 Data time: 0.1591, Forward time: 2.2708, Backward time: 3.0721, DDP time: 0.0046, Total iter time: 5.2771 [2020-11-14 16:08:21,633][root][INFO] - ===> Epoch[47](1221/26): Loss 0.4932, Sem 0.4932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.559e-01 Score 85.315 Data time: 0.1463, Forward time: 2.2702, Backward time: 3.0731, DDP time: 0.0046, Total iter time: 6.2050 [2020-11-14 16:08:27,685][root][INFO] - ===> Epoch[47](1222/26): Loss 0.4614, Sem 0.4614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.559e-01 Score 86.268 Data time: 0.2575, Forward time: 2.2707, Backward time: 3.0729, DDP time: 0.0046, Total iter time: 5.9816 [2020-11-14 16:08:33,360][root][INFO] - ===> Epoch[48](1223/26): Loss 0.4844, Sem 0.4844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.558e-01 Score 85.014 Data time: 0.2050, Forward time: 2.2705, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 5.5792 [2020-11-14 16:08:38,269][root][INFO] - ===> Epoch[48](1224/26): Loss 0.5588, Sem 0.5588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.558e-01 Score 83.103 Data time: 0.1308, Forward time: 2.2700, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 4.8344 [2020-11-14 16:08:43,174][root][INFO] - ===> Epoch[48](1225/26): Loss 0.4841, Sem 0.4841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.558e-01 Score 84.669 Data time: 0.1438, Forward time: 2.2694, Backward time: 3.0729, DDP time: 0.0046, Total iter time: 4.8693 [2020-11-14 16:08:49,402][root][INFO] - ===> Epoch[48](1226/26): Loss 0.6241, Sem 0.6241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.557e-01 Score 81.815 Data time: 0.1317, Forward time: 2.2688, Backward time: 3.0741, DDP time: 0.0046, Total iter time: 6.1952 [2020-11-14 16:08:54,626][root][INFO] - ===> Epoch[48](1227/26): Loss 0.4464, Sem 0.4464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.557e-01 Score 85.886 Data time: 0.2297, Forward time: 2.2690, Backward time: 3.0734, DDP time: 0.0046, Total iter time: 5.1874 [2020-11-14 16:09:01,740][root][INFO] - ===> Epoch[48](1228/26): Loss 0.4903, Sem 0.4903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.557e-01 Score 84.533 Data time: 0.1870, Forward time: 2.2689, Backward time: 3.0746, DDP time: 0.0046, Total iter time: 7.0102 [2020-11-14 16:09:07,110][root][INFO] - ===> Epoch[48](1229/26): Loss 0.5597, Sem 0.5597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.556e-01 Score 82.647 Data time: 0.2357, Forward time: 2.2693, Backward time: 3.0740, DDP time: 0.0046, Total iter time: 5.2887 [2020-11-14 16:09:12,302][root][INFO] - ===> Epoch[48](1230/26): Loss 0.4716, Sem 0.4716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.556e-01 Score 85.544 Data time: 0.1745, Forward time: 2.2691, Backward time: 3.0738, DDP time: 0.0046, Total iter time: 5.0917 [2020-11-14 16:09:18,478][root][INFO] - ===> Epoch[48](1231/26): Loss 0.4952, Sem 0.4952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.555e-01 Score 84.986 Data time: 0.1909, Forward time: 2.2689, Backward time: 3.0743, DDP time: 0.0046, Total iter time: 6.1069 [2020-11-14 16:09:23,453][root][INFO] - ===> Epoch[48](1232/26): Loss 0.4788, Sem 0.4788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.555e-01 Score 85.995 Data time: 0.2428, Forward time: 2.2692, Backward time: 3.0735, DDP time: 0.0046, Total iter time: 4.8957 [2020-11-14 16:09:29,447][root][INFO] - ===> Epoch[48](1233/26): Loss 0.4949, Sem 0.4949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.555e-01 Score 84.386 Data time: 0.1595, Forward time: 2.2687, Backward time: 3.0742, DDP time: 0.0046, Total iter time: 5.8999 [2020-11-14 16:09:36,967][root][INFO] - ===> Epoch[48](1234/26): Loss 0.4353, Sem 0.4353, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.554e-01 Score 86.169 Data time: 0.2140, Forward time: 2.2689, Backward time: 3.0754, DDP time: 0.0046, Total iter time: 7.4591 [2020-11-14 16:09:42,867][root][INFO] - ===> Epoch[48](1235/26): Loss 0.4671, Sem 0.4671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.554e-01 Score 85.560 Data time: 0.2344, Forward time: 2.2690, Backward time: 3.0754, DDP time: 0.0046, Total iter time: 5.8063 [2020-11-14 16:09:49,219][root][INFO] - ===> Epoch[48](1236/26): Loss 0.4672, Sem 0.4672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.554e-01 Score 86.145 Data time: 0.1829, Forward time: 2.2689, Backward time: 3.0760, DDP time: 0.0046, Total iter time: 6.2400 [2020-11-14 16:09:53,975][root][INFO] - ===> Epoch[48](1237/26): Loss 0.5080, Sem 0.5080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.553e-01 Score 84.905 Data time: 0.2090, Forward time: 2.2690, Backward time: 3.0751, DDP time: 0.0046, Total iter time: 4.6719 [2020-11-14 16:10:00,419][root][INFO] - ===> Epoch[48](1238/26): Loss 0.5464, Sem 0.5464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.553e-01 Score 84.159 Data time: 0.1614, Forward time: 2.2688, Backward time: 3.0759, DDP time: 0.0046, Total iter time: 6.3674 [2020-11-14 16:10:06,812][root][INFO] - ===> Epoch[48](1239/26): Loss 0.4460, Sem 0.4460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.553e-01 Score 86.005 Data time: 0.2002, Forward time: 2.2687, Backward time: 3.0765, DDP time: 0.0046, Total iter time: 6.3012 [2020-11-14 16:10:12,090][root][INFO] - ===> Epoch[48](1240/26): Loss 0.4665, Sem 0.4665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.552e-01 Score 85.702 Data time: 0.1783, Forward time: 2.2685, Backward time: 3.0763, DDP time: 0.0046, Total iter time: 5.1969 [2020-11-14 16:10:17,814][root][INFO] - ===> Epoch[48](1241/26): Loss 0.5150, Sem 0.5150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.552e-01 Score 84.549 Data time: 0.2608, Forward time: 2.2691, Backward time: 3.0757, DDP time: 0.0046, Total iter time: 5.6306 [2020-11-14 16:10:23,532][root][INFO] - ===> Epoch[48](1242/26): Loss 0.4524, Sem 0.4524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.551e-01 Score 86.172 Data time: 0.1981, Forward time: 2.2692, Backward time: 3.0756, DDP time: 0.0046, Total iter time: 5.6043 [2020-11-14 16:10:28,895][root][INFO] - ===> Epoch[48](1243/26): Loss 0.6141, Sem 0.6141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.551e-01 Score 81.612 Data time: 0.2390, Forward time: 2.2696, Backward time: 3.0749, DDP time: 0.0046, Total iter time: 5.2593 [2020-11-14 16:10:33,555][root][INFO] - ===> Epoch[48](1244/26): Loss 0.5457, Sem 0.5457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.551e-01 Score 83.236 Data time: 0.1763, Forward time: 2.2696, Backward time: 3.0742, DDP time: 0.0046, Total iter time: 4.5481 [2020-11-14 16:10:38,957][root][INFO] - ===> Epoch[48](1245/26): Loss 0.4873, Sem 0.4873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.550e-01 Score 85.099 Data time: 0.1968, Forward time: 2.2696, Backward time: 3.0739, DDP time: 0.0046, Total iter time: 5.3006 [2020-11-14 16:10:43,854][root][INFO] - ===> Epoch[48](1246/26): Loss 0.4732, Sem 0.4732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.550e-01 Score 85.196 Data time: 0.1772, Forward time: 2.2693, Backward time: 3.0734, DDP time: 0.0046, Total iter time: 4.8057 [2020-11-14 16:10:49,571][root][INFO] - ===> Epoch[48](1247/26): Loss 0.4649, Sem 0.4649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.550e-01 Score 85.612 Data time: 0.1605, Forward time: 2.2689, Backward time: 3.0739, DDP time: 0.0046, Total iter time: 5.6458 [2020-11-14 16:10:55,399][root][INFO] - ===> Epoch[48](1248/26): Loss 0.4851, Sem 0.4851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.549e-01 Score 85.092 Data time: 0.2116, Forward time: 2.2691, Backward time: 3.0738, DDP time: 0.0046, Total iter time: 5.7538 [2020-11-14 16:11:00,086][root][INFO] - ===> Epoch[49](1249/26): Loss 0.4191, Sem 0.4191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.549e-01 Score 86.523 Data time: 0.1507, Forward time: 2.2687, Backward time: 3.0734, DDP time: 0.0046, Total iter time: 4.5766 [2020-11-14 16:11:07,590][root][INFO] - ===> Epoch[49](1250/26): Loss 0.4495, Sem 0.4495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.549e-01 Score 85.625 Data time: 0.1922, Forward time: 2.2687, Backward time: 3.0748, DDP time: 0.0046, Total iter time: 7.4430 [2020-11-14 16:11:13,075][root][INFO] - ===> Epoch[49](1251/26): Loss 0.5224, Sem 0.5224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.548e-01 Score 83.909 Data time: 0.1318, Forward time: 2.2681, Backward time: 3.0752, DDP time: 0.0046, Total iter time: 5.3963 [2020-11-14 16:11:18,527][root][INFO] - ===> Epoch[49](1252/26): Loss 0.4960, Sem 0.4960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.548e-01 Score 84.751 Data time: 0.2274, Forward time: 2.2685, Backward time: 3.0746, DDP time: 0.0046, Total iter time: 5.4059 [2020-11-14 16:11:23,916][root][INFO] - ===> Epoch[49](1253/26): Loss 0.5289, Sem 0.5289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.547e-01 Score 83.997 Data time: 0.1984, Forward time: 2.2686, Backward time: 3.0743, DDP time: 0.0046, Total iter time: 5.2997 [2020-11-14 16:11:28,843][root][INFO] - ===> Epoch[49](1254/26): Loss 0.5293, Sem 0.5293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.547e-01 Score 83.688 Data time: 0.1448, Forward time: 2.2681, Backward time: 3.0742, DDP time: 0.0046, Total iter time: 4.8187 [2020-11-14 16:11:34,603][root][INFO] - ===> Epoch[49](1255/26): Loss 0.5486, Sem 0.5486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.547e-01 Score 83.079 Data time: 0.2026, Forward time: 2.2683, Backward time: 3.0741, DDP time: 0.0046, Total iter time: 5.7177 [2020-11-14 16:11:40,783][root][INFO] - ===> Epoch[49](1256/26): Loss 0.4888, Sem 0.4888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.546e-01 Score 85.121 Data time: 0.2501, Forward time: 2.2689, Backward time: 3.0739, DDP time: 0.0046, Total iter time: 6.0822 [2020-11-14 16:11:47,357][root][INFO] - ===> Epoch[49](1257/26): Loss 0.4391, Sem 0.4391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.546e-01 Score 86.603 Data time: 0.1942, Forward time: 2.2689, Backward time: 3.0745, DDP time: 0.0046, Total iter time: 6.4664 [2020-11-14 16:11:53,917][root][INFO] - ===> Epoch[49](1258/26): Loss 0.4775, Sem 0.4775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.546e-01 Score 84.940 Data time: 0.2041, Forward time: 2.2688, Backward time: 3.0752, DDP time: 0.0046, Total iter time: 6.4684 [2020-11-14 16:11:59,265][root][INFO] - ===> Epoch[49](1259/26): Loss 0.4606, Sem 0.4606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.545e-01 Score 86.039 Data time: 0.2315, Forward time: 2.2692, Backward time: 3.0746, DDP time: 0.0046, Total iter time: 5.2556 [2020-11-14 16:12:05,549][root][INFO] - ===> Epoch[49](1260/26): Loss 0.4585, Sem 0.4585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.545e-01 Score 85.664 Data time: 0.1376, Forward time: 2.2687, Backward time: 3.0755, DDP time: 0.0046, Total iter time: 6.1745 [2020-11-14 16:12:10,272][root][INFO] - ===> Epoch[49](1261/26): Loss 0.5087, Sem 0.5087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.545e-01 Score 84.856 Data time: 0.1053, Forward time: 2.2680, Backward time: 3.0756, DDP time: 0.0046, Total iter time: 4.6725 [2020-11-14 16:12:16,490][root][INFO] - ===> Epoch[49](1262/26): Loss 0.5081, Sem 0.5081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.544e-01 Score 84.692 Data time: 0.1556, Forward time: 2.2677, Backward time: 3.0764, DDP time: 0.0046, Total iter time: 6.1744 [2020-11-14 16:12:21,518][root][INFO] - ===> Epoch[49](1263/26): Loss 0.4198, Sem 0.4198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.544e-01 Score 86.617 Data time: 0.2081, Forward time: 2.2677, Backward time: 3.0758, DDP time: 0.0046, Total iter time: 4.9548 [2020-11-14 16:12:26,115][root][INFO] - ===> Epoch[49](1264/26): Loss 0.5209, Sem 0.5209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.544e-01 Score 84.939 Data time: 0.1504, Forward time: 2.2672, Backward time: 3.0755, DDP time: 0.0046, Total iter time: 4.5016 [2020-11-14 16:12:32,499][root][INFO] - ===> Epoch[49](1265/26): Loss 0.5556, Sem 0.5556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.543e-01 Score 82.875 Data time: 0.3323, Forward time: 2.2679, Backward time: 3.0752, DDP time: 0.0046, Total iter time: 6.3278 [2020-11-14 16:12:39,677][root][INFO] - ===> Epoch[49](1266/26): Loss 0.5068, Sem 0.5068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.543e-01 Score 84.505 Data time: 0.3834, Forward time: 2.2691, Backward time: 3.0751, DDP time: 0.0046, Total iter time: 7.0660 [2020-11-14 16:12:44,881][root][INFO] - ===> Epoch[49](1267/26): Loss 0.4424, Sem 0.4424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.542e-01 Score 86.540 Data time: 0.1674, Forward time: 2.2690, Backward time: 3.0748, DDP time: 0.0046, Total iter time: 5.0801 [2020-11-14 16:12:50,583][root][INFO] - ===> Epoch[49](1268/26): Loss 0.4664, Sem 0.4664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.542e-01 Score 85.345 Data time: 0.1774, Forward time: 2.2687, Backward time: 3.0750, DDP time: 0.0046, Total iter time: 5.6058 [2020-11-14 16:12:56,339][root][INFO] - ===> Epoch[49](1269/26): Loss 0.5545, Sem 0.5545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.542e-01 Score 83.525 Data time: 0.2125, Forward time: 2.2688, Backward time: 3.0750, DDP time: 0.0046, Total iter time: 5.6824 [2020-11-14 16:13:01,493][root][INFO] - ===> Epoch[49](1270/26): Loss 0.4356, Sem 0.4356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.541e-01 Score 86.161 Data time: 0.2338, Forward time: 2.2692, Backward time: 3.0742, DDP time: 0.0046, Total iter time: 5.0660 [2020-11-14 16:13:07,526][root][INFO] - ===> Epoch[49](1271/26): Loss 0.4483, Sem 0.4483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.541e-01 Score 86.088 Data time: 0.2073, Forward time: 2.2693, Backward time: 3.0744, DDP time: 0.0046, Total iter time: 5.9089 [2020-11-14 16:13:13,878][root][INFO] - ===> Epoch[49](1272/26): Loss 0.5222, Sem 0.5222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.541e-01 Score 83.909 Data time: 0.1995, Forward time: 2.2689, Backward time: 3.0752, DDP time: 0.0046, Total iter time: 6.2648 [2020-11-14 16:13:19,430][root][INFO] - ===> Epoch[49](1273/26): Loss 0.4654, Sem 0.4654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.540e-01 Score 85.484 Data time: 0.2223, Forward time: 2.2692, Backward time: 3.0748, DDP time: 0.0046, Total iter time: 5.4923 [2020-11-14 16:13:24,960][root][INFO] - ===> Epoch[49](1274/26): Loss 0.4399, Sem 0.4399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.540e-01 Score 86.859 Data time: 0.2108, Forward time: 2.2692, Backward time: 3.0747, DDP time: 0.0046, Total iter time: 5.4162 [2020-11-14 16:13:30,540][root][INFO] - ===> Epoch[50](1275/26): Loss 0.4982, Sem 0.4982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.540e-01 Score 84.037 Data time: 0.1807, Forward time: 2.2691, Backward time: 3.0746, DDP time: 0.0046, Total iter time: 5.4866 [2020-11-14 16:13:36,223][root][INFO] - ===> Epoch[50](1276/26): Loss 0.4557, Sem 0.4557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.539e-01 Score 86.149 Data time: 0.1429, Forward time: 2.2687, Backward time: 3.0751, DDP time: 0.0046, Total iter time: 5.5903 [2020-11-14 16:13:41,236][root][INFO] - ===> Epoch[50](1277/26): Loss 0.4946, Sem 0.4946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.539e-01 Score 85.110 Data time: 0.1883, Forward time: 2.2682, Backward time: 3.0751, DDP time: 0.0046, Total iter time: 4.9508 [2020-11-14 16:13:46,706][root][INFO] - ===> Epoch[50](1278/26): Loss 0.4478, Sem 0.4478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.538e-01 Score 86.883 Data time: 0.2601, Forward time: 2.2686, Backward time: 3.0744, DDP time: 0.0046, Total iter time: 5.4018 [2020-11-14 16:13:53,286][root][INFO] - ===> Epoch[50](1279/26): Loss 0.4372, Sem 0.4372, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.538e-01 Score 86.813 Data time: 0.2799, Forward time: 2.2692, Backward time: 3.0745, DDP time: 0.0046, Total iter time: 6.4763 [2020-11-14 16:13:58,560][root][INFO] - ===> Epoch[50](1280/26): Loss 0.4692, Sem 0.4692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.538e-01 Score 86.280 Data time: 0.1979, Forward time: 2.2692, Backward time: 3.0742, DDP time: 0.0046, Total iter time: 5.1469 [2020-11-14 16:14:03,412][root][INFO] - ===> Epoch[50](1281/26): Loss 0.4841, Sem 0.4841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.537e-01 Score 84.752 Data time: 0.2185, Forward time: 2.2693, Backward time: 3.0734, DDP time: 0.0046, Total iter time: 4.7672 [2020-11-14 16:14:10,452][root][INFO] - ===> Epoch[50](1282/26): Loss 0.4738, Sem 0.4738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.537e-01 Score 85.116 Data time: 0.3368, Forward time: 2.2701, Backward time: 3.0736, DDP time: 0.0046, Total iter time: 6.9467 [2020-11-14 16:14:16,588][root][INFO] - ===> Epoch[50](1283/26): Loss 0.4586, Sem 0.4586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.537e-01 Score 85.664 Data time: 0.1844, Forward time: 2.2701, Backward time: 3.0739, DDP time: 0.0046, Total iter time: 6.0209 [2020-11-14 16:14:21,664][root][INFO] - ===> Epoch[50](1284/26): Loss 0.4727, Sem 0.4727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.536e-01 Score 85.720 Data time: 0.1386, Forward time: 2.2696, Backward time: 3.0738, DDP time: 0.0046, Total iter time: 4.9809 [2020-11-14 16:14:27,170][root][INFO] - ===> Epoch[50](1285/26): Loss 0.4385, Sem 0.4385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.536e-01 Score 85.977 Data time: 0.1577, Forward time: 2.2691, Backward time: 3.0742, DDP time: 0.0046, Total iter time: 5.4415 [2020-11-14 16:14:33,002][root][INFO] - ===> Epoch[50](1286/26): Loss 0.4181, Sem 0.4181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.536e-01 Score 86.979 Data time: 0.2540, Forward time: 2.2695, Backward time: 3.0739, DDP time: 0.0046, Total iter time: 5.7650 [2020-11-14 16:14:39,084][root][INFO] - ===> Epoch[50](1287/26): Loss 0.5073, Sem 0.5073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.535e-01 Score 84.590 Data time: 0.2053, Forward time: 2.2696, Backward time: 3.0740, DDP time: 0.0046, Total iter time: 5.9677 [2020-11-14 16:14:45,517][root][INFO] - ===> Epoch[50](1288/26): Loss 0.4924, Sem 0.4924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.535e-01 Score 84.713 Data time: 0.1825, Forward time: 2.2693, Backward time: 3.0748, DDP time: 0.0046, Total iter time: 6.3394 [2020-11-14 16:14:51,115][root][INFO] - ===> Epoch[50](1289/26): Loss 0.4622, Sem 0.4622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.534e-01 Score 85.235 Data time: 0.2342, Forward time: 2.2695, Backward time: 3.0745, DDP time: 0.0046, Total iter time: 5.5224 [2020-11-14 16:14:57,018][root][INFO] - ===> Epoch[50](1290/26): Loss 0.4879, Sem 0.4879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.534e-01 Score 85.058 Data time: 0.2483, Forward time: 2.2699, Backward time: 3.0743, DDP time: 0.0046, Total iter time: 5.8156 [2020-11-14 16:15:02,073][root][INFO] - ===> Epoch[50](1291/26): Loss 0.4670, Sem 0.4670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.534e-01 Score 85.739 Data time: 0.2029, Forward time: 2.2700, Backward time: 3.0737, DDP time: 0.0046, Total iter time: 4.9578 [2020-11-14 16:15:07,601][root][INFO] - ===> Epoch[50](1292/26): Loss 0.4397, Sem 0.4397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.533e-01 Score 86.171 Data time: 0.2338, Forward time: 2.2703, Backward time: 3.0732, DDP time: 0.0046, Total iter time: 5.4320 [2020-11-14 16:15:13,860][root][INFO] - ===> Epoch[50](1293/26): Loss 0.5023, Sem 0.5023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.533e-01 Score 84.274 Data time: 0.2179, Forward time: 2.2704, Backward time: 3.0736, DDP time: 0.0046, Total iter time: 6.1539 [2020-11-14 16:15:20,435][root][INFO] - ===> Epoch[50](1294/26): Loss 0.4612, Sem 0.4612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.533e-01 Score 85.481 Data time: 0.2779, Forward time: 2.2711, Backward time: 3.0735, DDP time: 0.0046, Total iter time: 6.4908 [2020-11-14 16:15:26,011][root][INFO] - ===> Epoch[50](1295/26): Loss 0.4596, Sem 0.4596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.532e-01 Score 85.728 Data time: 0.2241, Forward time: 2.2714, Backward time: 3.0731, DDP time: 0.0046, Total iter time: 5.4452 [2020-11-14 16:15:32,286][root][INFO] - ===> Epoch[50](1296/26): Loss 0.4366, Sem 0.4366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.532e-01 Score 86.384 Data time: 0.2904, Forward time: 2.2718, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 6.1772 [2020-11-14 16:15:37,719][root][INFO] - ===> Epoch[50](1297/26): Loss 0.4594, Sem 0.4594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.532e-01 Score 86.565 Data time: 0.1621, Forward time: 2.2715, Backward time: 3.0732, DDP time: 0.0046, Total iter time: 5.3421 [2020-11-14 16:15:43,299][root][INFO] - ===> Epoch[50](1298/26): Loss 0.5492, Sem 0.5492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.531e-01 Score 84.713 Data time: 0.2205, Forward time: 2.2716, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 5.5227 [2020-11-14 16:15:49,157][root][INFO] - ===> Epoch[50](1299/26): Loss 0.5063, Sem 0.5063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.531e-01 Score 84.216 Data time: 0.2094, Forward time: 2.2717, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 5.7690 [2020-11-14 16:15:54,843][root][INFO] - ===> Epoch[50](1300/26): Loss 0.4746, Sem 0.4746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.530e-01 Score 85.162 Data time: 0.1934, Forward time: 2.2717, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 5.5847 [2020-11-14 16:15:59,630][root][INFO] - ===> Epoch[51](1301/26): Loss 0.4246, Sem 0.4246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.530e-01 Score 86.998 Data time: 0.2070, Forward time: 2.2719, Backward time: 3.0722, DDP time: 0.0046, Total iter time: 4.7306 [2020-11-14 16:16:06,483][root][INFO] - ===> Epoch[51](1302/26): Loss 0.5192, Sem 0.5192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.530e-01 Score 83.831 Data time: 0.2022, Forward time: 2.2719, Backward time: 3.0730, DDP time: 0.0046, Total iter time: 6.7510 [2020-11-14 16:16:12,686][root][INFO] - ===> Epoch[51](1303/26): Loss 0.5210, Sem 0.5210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.529e-01 Score 84.454 Data time: 0.2960, Forward time: 2.2727, Backward time: 3.0726, DDP time: 0.0046, Total iter time: 6.1216 [2020-11-14 16:16:19,051][root][INFO] - ===> Epoch[51](1304/26): Loss 0.5529, Sem 0.5529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.529e-01 Score 83.992 Data time: 0.2322, Forward time: 2.2730, Backward time: 3.0727, DDP time: 0.0046, Total iter time: 6.2283 [2020-11-14 16:16:24,580][root][INFO] - ===> Epoch[51](1305/26): Loss 0.4600, Sem 0.4600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.529e-01 Score 85.940 Data time: 0.2245, Forward time: 2.2730, Backward time: 3.0725, DDP time: 0.0046, Total iter time: 5.4447 [2020-11-14 16:16:30,626][root][INFO] - ===> Epoch[51](1306/26): Loss 0.4847, Sem 0.4847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.528e-01 Score 85.610 Data time: 0.2781, Forward time: 2.2737, Backward time: 3.0721, DDP time: 0.0046, Total iter time: 5.9611 [2020-11-14 16:16:36,460][root][INFO] - ===> Epoch[51](1307/26): Loss 0.4677, Sem 0.4677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.528e-01 Score 85.778 Data time: 0.2041, Forward time: 2.2738, Backward time: 3.0720, DDP time: 0.0046, Total iter time: 5.7238 [2020-11-14 16:16:41,541][root][INFO] - ===> Epoch[51](1308/26): Loss 0.4567, Sem 0.4567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.528e-01 Score 85.996 Data time: 0.2196, Forward time: 2.2739, Backward time: 3.0714, DDP time: 0.0046, Total iter time: 4.9948 [2020-11-14 16:16:46,920][root][INFO] - ===> Epoch[51](1309/26): Loss 0.5027, Sem 0.5027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.527e-01 Score 84.769 Data time: 0.2228, Forward time: 2.2740, Backward time: 3.0710, DDP time: 0.0046, Total iter time: 5.2884 [2020-11-14 16:16:51,776][root][INFO] - ===> Epoch[51](1310/26): Loss 0.4350, Sem 0.4350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.527e-01 Score 86.243 Data time: 0.2243, Forward time: 2.2742, Backward time: 3.0702, DDP time: 0.0046, Total iter time: 4.7655 [2020-11-14 16:16:58,017][root][INFO] - ===> Epoch[51](1311/26): Loss 0.4270, Sem 0.4270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.526e-01 Score 86.339 Data time: 0.1926, Forward time: 2.2742, Backward time: 3.0706, DDP time: 0.0046, Total iter time: 6.1495 [2020-11-14 16:17:03,302][root][INFO] - ===> Epoch[51](1312/26): Loss 0.4717, Sem 0.4717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.526e-01 Score 85.830 Data time: 0.2105, Forward time: 2.2742, Backward time: 3.0703, DDP time: 0.0046, Total iter time: 5.1899 [2020-11-14 16:17:09,702][root][INFO] - ===> Epoch[51](1313/26): Loss 0.4755, Sem 0.4755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.526e-01 Score 85.473 Data time: 0.2041, Forward time: 2.2742, Backward time: 3.0708, DDP time: 0.0046, Total iter time: 6.3030 [2020-11-14 16:17:14,785][root][INFO] - ===> Epoch[51](1314/26): Loss 0.4531, Sem 0.4531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.525e-01 Score 86.243 Data time: 0.2032, Forward time: 2.2743, Backward time: 3.0703, DDP time: 0.0046, Total iter time: 4.9756 [2020-11-14 16:17:20,624][root][INFO] - ===> Epoch[51](1315/26): Loss 0.5190, Sem 0.5190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.525e-01 Score 84.732 Data time: 0.2631, Forward time: 2.2748, Backward time: 3.0698, DDP time: 0.0046, Total iter time: 5.7477 [2020-11-14 16:17:25,610][root][INFO] - ===> Epoch[51](1316/26): Loss 0.4558, Sem 0.4558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.525e-01 Score 86.036 Data time: 0.1648, Forward time: 2.2747, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 4.8722 [2020-11-14 16:17:31,736][root][INFO] - ===> Epoch[51](1317/26): Loss 0.5021, Sem 0.5021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.524e-01 Score 85.023 Data time: 0.1686, Forward time: 2.2745, Backward time: 3.0699, DDP time: 0.0046, Total iter time: 6.0579 [2020-11-14 16:17:37,732][root][INFO] - ===> Epoch[51](1318/26): Loss 0.4543, Sem 0.4543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.524e-01 Score 86.114 Data time: 0.1665, Forward time: 2.2742, Backward time: 3.0704, DDP time: 0.0046, Total iter time: 5.9125 [2020-11-14 16:17:44,286][root][INFO] - ===> Epoch[51](1319/26): Loss 0.5394, Sem 0.5394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.524e-01 Score 83.585 Data time: 0.2466, Forward time: 2.2745, Backward time: 3.0707, DDP time: 0.0046, Total iter time: 6.4962 [2020-11-14 16:17:49,701][root][INFO] - ===> Epoch[51](1320/26): Loss 0.5286, Sem 0.5286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.523e-01 Score 84.256 Data time: 0.1952, Forward time: 2.2746, Backward time: 3.0705, DDP time: 0.0046, Total iter time: 5.3264 [2020-11-14 16:17:55,467][root][INFO] - ===> Epoch[51](1321/26): Loss 0.4815, Sem 0.4815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.523e-01 Score 85.163 Data time: 0.2257, Forward time: 2.2748, Backward time: 3.0703, DDP time: 0.0046, Total iter time: 5.6809 [2020-11-14 16:18:01,174][root][INFO] - ===> Epoch[51](1322/26): Loss 0.5489, Sem 0.5489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.522e-01 Score 82.970 Data time: 0.2030, Forward time: 2.2748, Backward time: 3.0702, DDP time: 0.0046, Total iter time: 5.6223 [2020-11-14 16:18:06,346][root][INFO] - ===> Epoch[51](1323/26): Loss 0.4145, Sem 0.4145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.522e-01 Score 86.456 Data time: 0.1835, Forward time: 2.2746, Backward time: 3.0701, DDP time: 0.0046, Total iter time: 5.1042 [2020-11-14 16:18:11,524][root][INFO] - ===> Epoch[51](1324/26): Loss 0.5189, Sem 0.5189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.522e-01 Score 84.673 Data time: 0.2284, Forward time: 2.2749, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 5.1110 [2020-11-14 16:18:17,453][root][INFO] - ===> Epoch[51](1325/26): Loss 0.5300, Sem 0.5300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.521e-01 Score 84.149 Data time: 0.1854, Forward time: 2.2747, Backward time: 3.0698, DDP time: 0.0046, Total iter time: 5.8106 [2020-11-14 16:18:24,053][root][INFO] - ===> Epoch[51](1326/26): Loss 0.4672, Sem 0.4672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.521e-01 Score 85.952 Data time: 0.2666, Forward time: 2.2755, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 6.5273 [2020-11-14 16:18:29,123][root][INFO] - ===> Epoch[52](1327/26): Loss 0.5282, Sem 0.5282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.521e-01 Score 84.187 Data time: 0.1772, Forward time: 2.2753, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 4.9591 [2020-11-14 16:18:34,282][root][INFO] - ===> Epoch[52](1328/26): Loss 0.4865, Sem 0.4865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.520e-01 Score 84.099 Data time: 0.1753, Forward time: 2.2752, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.0597 [2020-11-14 16:18:39,254][root][INFO] - ===> Epoch[52](1329/26): Loss 0.5260, Sem 0.5260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.520e-01 Score 85.387 Data time: 0.1339, Forward time: 2.2746, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 4.8781 [2020-11-14 16:18:46,320][root][INFO] - ===> Epoch[52](1330/26): Loss 0.4561, Sem 0.4561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.520e-01 Score 86.119 Data time: 0.3490, Forward time: 2.2753, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 7.0318 [2020-11-14 16:18:51,687][root][INFO] - ===> Epoch[52](1331/26): Loss 0.5292, Sem 0.5292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.519e-01 Score 84.464 Data time: 0.1706, Forward time: 2.2752, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.2638 [2020-11-14 16:18:57,663][root][INFO] - ===> Epoch[52](1332/26): Loss 0.4945, Sem 0.4945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.519e-01 Score 84.817 Data time: 0.1818, Forward time: 2.2751, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 5.9009 [2020-11-14 16:19:03,186][root][INFO] - ===> Epoch[52](1333/26): Loss 0.4816, Sem 0.4816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.519e-01 Score 85.001 Data time: 0.2346, Forward time: 2.2750, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 5.4516 [2020-11-14 16:19:08,901][root][INFO] - ===> Epoch[52](1334/26): Loss 0.4815, Sem 0.4815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.518e-01 Score 85.090 Data time: 0.2484, Forward time: 2.2754, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.6249 [2020-11-14 16:19:14,927][root][INFO] - ===> Epoch[52](1335/26): Loss 0.4669, Sem 0.4669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.518e-01 Score 86.387 Data time: 0.2060, Forward time: 2.2756, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.9318 [2020-11-14 16:19:21,182][root][INFO] - ===> Epoch[52](1336/26): Loss 0.4711, Sem 0.4711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.517e-01 Score 85.176 Data time: 0.1319, Forward time: 2.2751, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 6.1719 [2020-11-14 16:19:27,043][root][INFO] - ===> Epoch[52](1337/26): Loss 0.4282, Sem 0.4282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.517e-01 Score 86.794 Data time: 0.2205, Forward time: 2.2750, Backward time: 3.0701, DDP time: 0.0047, Total iter time: 5.8021 [2020-11-14 16:19:33,576][root][INFO] - ===> Epoch[52](1338/26): Loss 0.4290, Sem 0.4290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.517e-01 Score 87.638 Data time: 0.1750, Forward time: 2.2748, Backward time: 3.0709, DDP time: 0.0047, Total iter time: 6.4540 [2020-11-14 16:19:38,392][root][INFO] - ===> Epoch[52](1339/26): Loss 0.5344, Sem 0.5344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.516e-01 Score 84.147 Data time: 0.1667, Forward time: 2.2745, Backward time: 3.0706, DDP time: 0.0047, Total iter time: 4.7509 [2020-11-14 16:19:44,581][root][INFO] - ===> Epoch[52](1340/26): Loss 0.5463, Sem 0.5463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.516e-01 Score 84.590 Data time: 0.1560, Forward time: 2.2742, Backward time: 3.0713, DDP time: 0.0047, Total iter time: 6.1234 [2020-11-14 16:19:49,610][root][INFO] - ===> Epoch[52](1341/26): Loss 0.5014, Sem 0.5014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.516e-01 Score 84.594 Data time: 0.1833, Forward time: 2.2740, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 4.9378 [2020-11-14 16:19:55,512][root][INFO] - ===> Epoch[52](1342/26): Loss 0.4849, Sem 0.4849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.515e-01 Score 85.617 Data time: 0.2252, Forward time: 2.2742, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 5.8126 [2020-11-14 16:20:00,505][root][INFO] - ===> Epoch[52](1343/26): Loss 0.5128, Sem 0.5128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.515e-01 Score 84.084 Data time: 0.2220, Forward time: 2.2742, Backward time: 3.0704, DDP time: 0.0047, Total iter time: 4.8859 [2020-11-14 16:20:06,302][root][INFO] - ===> Epoch[52](1344/26): Loss 0.4285, Sem 0.4285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.515e-01 Score 87.251 Data time: 0.2437, Forward time: 2.2748, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 5.7089 [2020-11-14 16:20:11,483][root][INFO] - ===> Epoch[52](1345/26): Loss 0.5590, Sem 0.5590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.514e-01 Score 82.753 Data time: 0.1690, Forward time: 2.2744, Backward time: 3.0698, DDP time: 0.0047, Total iter time: 5.0735 [2020-11-14 16:20:17,856][root][INFO] - ===> Epoch[52](1346/26): Loss 0.4280, Sem 0.4280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.514e-01 Score 86.815 Data time: 0.2488, Forward time: 2.2746, Backward time: 3.0701, DDP time: 0.0047, Total iter time: 6.3115 [2020-11-14 16:20:24,005][root][INFO] - ===> Epoch[52](1347/26): Loss 0.4856, Sem 0.4856, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.513e-01 Score 84.742 Data time: 0.1918, Forward time: 2.2745, Backward time: 3.0704, DDP time: 0.0047, Total iter time: 6.0557 [2020-11-14 16:20:29,127][root][INFO] - ===> Epoch[52](1348/26): Loss 0.4409, Sem 0.4409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.513e-01 Score 86.174 Data time: 0.2125, Forward time: 2.2744, Backward time: 3.0701, DDP time: 0.0047, Total iter time: 5.0329 [2020-11-14 16:20:34,170][root][INFO] - ===> Epoch[52](1349/26): Loss 0.4101, Sem 0.4101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.513e-01 Score 87.714 Data time: 0.1965, Forward time: 2.2744, Backward time: 3.0697, DDP time: 0.0047, Total iter time: 4.9730 [2020-11-14 16:20:39,394][root][INFO] - ===> Epoch[52](1350/26): Loss 0.5657, Sem 0.5657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.512e-01 Score 83.086 Data time: 0.1869, Forward time: 2.2742, Backward time: 3.0695, DDP time: 0.0047, Total iter time: 5.1393 [2020-11-14 16:20:45,057][root][INFO] - ===> Epoch[52](1351/26): Loss 0.4314, Sem 0.4314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.512e-01 Score 87.052 Data time: 0.2019, Forward time: 2.2741, Backward time: 3.0696, DDP time: 0.0047, Total iter time: 5.5938 [2020-11-14 16:20:52,175][root][INFO] - ===> Epoch[52](1352/26): Loss 0.5028, Sem 0.5028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.512e-01 Score 85.615 Data time: 0.2031, Forward time: 2.2742, Backward time: 3.0705, DDP time: 0.0047, Total iter time: 7.0390 [2020-11-14 16:20:56,971][root][INFO] - ===> Epoch[53](1353/26): Loss 0.5319, Sem 0.5319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.511e-01 Score 84.712 Data time: 0.2155, Forward time: 2.2744, Backward time: 3.0697, DDP time: 0.0047, Total iter time: 4.7001 [2020-11-14 16:21:01,669][root][INFO] - ===> Epoch[53](1354/26): Loss 0.4484, Sem 0.4484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.511e-01 Score 85.871 Data time: 0.2045, Forward time: 2.2745, Backward time: 3.0689, DDP time: 0.0047, Total iter time: 4.5921 [2020-11-14 16:21:06,894][root][INFO] - ===> Epoch[53](1355/26): Loss 0.4869, Sem 0.4869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.511e-01 Score 84.920 Data time: 0.1480, Forward time: 2.2738, Backward time: 3.0693, DDP time: 0.0047, Total iter time: 5.1335 [2020-11-14 16:21:12,229][root][INFO] - ===> Epoch[53](1356/26): Loss 0.4952, Sem 0.4952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.510e-01 Score 84.599 Data time: 0.1684, Forward time: 2.2736, Backward time: 3.0693, DDP time: 0.0047, Total iter time: 5.2955 [2020-11-14 16:21:20,487][root][INFO] - ===> Epoch[53](1357/26): Loss 0.5135, Sem 0.5135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.510e-01 Score 84.670 Data time: 0.2428, Forward time: 2.2740, Backward time: 3.0707, DDP time: 0.0047, Total iter time: 8.1596 [2020-11-14 16:21:26,735][root][INFO] - ===> Epoch[53](1358/26): Loss 0.5221, Sem 0.5221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.509e-01 Score 84.128 Data time: 0.2324, Forward time: 2.2740, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 6.1135 [2020-11-14 16:21:32,198][root][INFO] - ===> Epoch[53](1359/26): Loss 0.4718, Sem 0.4718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.509e-01 Score 85.190 Data time: 0.2368, Forward time: 2.2739, Backward time: 3.0709, DDP time: 0.0047, Total iter time: 5.3820 [2020-11-14 16:21:36,957][root][INFO] - ===> Epoch[53](1360/26): Loss 0.4791, Sem 0.4791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.509e-01 Score 85.694 Data time: 0.2037, Forward time: 2.2741, Backward time: 3.0701, DDP time: 0.0047, Total iter time: 4.7037 [2020-11-14 16:21:42,547][root][INFO] - ===> Epoch[53](1361/26): Loss 0.4381, Sem 0.4381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.508e-01 Score 86.749 Data time: 0.1623, Forward time: 2.2738, Backward time: 3.0703, DDP time: 0.0047, Total iter time: 5.4848 [2020-11-14 16:21:48,112][root][INFO] - ===> Epoch[53](1362/26): Loss 0.5068, Sem 0.5068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.508e-01 Score 84.913 Data time: 0.2503, Forward time: 2.2741, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 5.4931 [2020-11-14 16:21:53,460][root][INFO] - ===> Epoch[53](1363/26): Loss 0.4829, Sem 0.4829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.508e-01 Score 84.993 Data time: 0.2069, Forward time: 2.2741, Backward time: 3.0696, DDP time: 0.0047, Total iter time: 5.2525 [2020-11-14 16:21:59,039][root][INFO] - ===> Epoch[53](1364/26): Loss 0.4632, Sem 0.4632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.507e-01 Score 85.151 Data time: 0.1784, Forward time: 2.2739, Backward time: 3.0697, DDP time: 0.0047, Total iter time: 5.4858 [2020-11-14 16:22:05,279][root][INFO] - ===> Epoch[53](1365/26): Loss 0.4382, Sem 0.4382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.507e-01 Score 86.498 Data time: 0.1314, Forward time: 2.2734, Backward time: 3.0706, DDP time: 0.0047, Total iter time: 6.1505 [2020-11-14 16:22:11,090][root][INFO] - ===> Epoch[53](1366/26): Loss 0.4529, Sem 0.4529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.507e-01 Score 85.193 Data time: 0.1863, Forward time: 2.2734, Backward time: 3.0707, DDP time: 0.0047, Total iter time: 5.7508 [2020-11-14 16:22:16,825][root][INFO] - ===> Epoch[53](1367/26): Loss 0.4716, Sem 0.4716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.506e-01 Score 84.716 Data time: 0.1651, Forward time: 2.2731, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 5.6373 [2020-11-14 16:22:22,577][root][INFO] - ===> Epoch[53](1368/26): Loss 0.5069, Sem 0.5069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.506e-01 Score 84.610 Data time: 0.2211, Forward time: 2.2732, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 5.6758 [2020-11-14 16:22:27,567][root][INFO] - ===> Epoch[53](1369/26): Loss 0.4682, Sem 0.4682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.505e-01 Score 84.937 Data time: 0.2056, Forward time: 2.2733, Backward time: 3.0703, DDP time: 0.0047, Total iter time: 4.8902 [2020-11-14 16:22:32,153][root][INFO] - ===> Epoch[53](1370/26): Loss 0.4606, Sem 0.4606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.505e-01 Score 85.200 Data time: 0.1906, Forward time: 2.2733, Backward time: 3.0695, DDP time: 0.0047, Total iter time: 4.4872 [2020-11-14 16:22:36,966][root][INFO] - ===> Epoch[53](1371/26): Loss 0.4110, Sem 0.4110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.505e-01 Score 87.778 Data time: 0.2278, Forward time: 2.2735, Backward time: 3.0687, DDP time: 0.0047, Total iter time: 4.7112 [2020-11-14 16:22:42,883][root][INFO] - ===> Epoch[53](1372/26): Loss 0.4338, Sem 0.4338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.504e-01 Score 85.989 Data time: 0.2019, Forward time: 2.2736, Backward time: 3.0688, DDP time: 0.0047, Total iter time: 5.8087 [2020-11-14 16:22:48,636][root][INFO] - ===> Epoch[53](1373/26): Loss 0.5175, Sem 0.5175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.504e-01 Score 85.443 Data time: 0.1228, Forward time: 2.2729, Backward time: 3.0696, DDP time: 0.0047, Total iter time: 5.6589 [2020-11-14 16:22:56,910][root][INFO] - ===> Epoch[53](1374/26): Loss 0.4864, Sem 0.4864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.504e-01 Score 85.031 Data time: 0.2145, Forward time: 2.2731, Backward time: 3.0712, DDP time: 0.0047, Total iter time: 8.2249 [2020-11-14 16:23:02,743][root][INFO] - ===> Epoch[53](1375/26): Loss 0.4830, Sem 0.4830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.503e-01 Score 85.387 Data time: 0.2348, Forward time: 2.2732, Backward time: 3.0712, DDP time: 0.0047, Total iter time: 5.7294 [2020-11-14 16:23:08,215][root][INFO] - ===> Epoch[53](1376/26): Loss 0.4559, Sem 0.4559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.503e-01 Score 86.251 Data time: 0.1943, Forward time: 2.2731, Backward time: 3.0711, DDP time: 0.0047, Total iter time: 5.3757 [2020-11-14 16:23:13,370][root][INFO] - ===> Epoch[53](1377/26): Loss 0.4993, Sem 0.4993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.503e-01 Score 84.563 Data time: 0.1686, Forward time: 2.2729, Backward time: 3.0708, DDP time: 0.0047, Total iter time: 5.0578 [2020-11-14 16:23:19,611][root][INFO] - ===> Epoch[53](1378/26): Loss 0.5103, Sem 0.5103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.502e-01 Score 84.449 Data time: 0.2453, Forward time: 2.2732, Backward time: 3.0709, DDP time: 0.0047, Total iter time: 6.1595 [2020-11-14 16:23:26,379][root][INFO] - ===> Epoch[54](1379/26): Loss 0.4836, Sem 0.4836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.502e-01 Score 84.848 Data time: 0.3393, Forward time: 2.2740, Backward time: 3.0708, DDP time: 0.0047, Total iter time: 6.6595 [2020-11-14 16:23:32,645][root][INFO] - ===> Epoch[54](1380/26): Loss 0.4128, Sem 0.4128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.501e-01 Score 87.435 Data time: 0.1569, Forward time: 2.2738, Backward time: 3.0714, DDP time: 0.0047, Total iter time: 6.1354 [2020-11-14 16:23:38,429][root][INFO] - ===> Epoch[54](1381/26): Loss 0.5435, Sem 0.5435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.501e-01 Score 82.988 Data time: 0.2597, Forward time: 2.2741, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 5.6938 [2020-11-14 16:23:43,365][root][INFO] - ===> Epoch[54](1382/26): Loss 0.4935, Sem 0.4935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.501e-01 Score 85.773 Data time: 0.2400, Forward time: 2.2743, Backward time: 3.0703, DDP time: 0.0047, Total iter time: 4.8304 [2020-11-14 16:23:48,280][root][INFO] - ===> Epoch[54](1383/26): Loss 0.4673, Sem 0.4673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.500e-01 Score 85.631 Data time: 0.2328, Forward time: 2.2745, Backward time: 3.0695, DDP time: 0.0047, Total iter time: 4.8225 [2020-11-14 16:23:56,040][root][INFO] - ===> Epoch[54](1384/26): Loss 0.5446, Sem 0.5446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.500e-01 Score 84.171 Data time: 0.1354, Forward time: 2.2740, Backward time: 3.0714, DDP time: 0.0047, Total iter time: 7.6605 [2020-11-14 16:24:02,061][root][INFO] - ===> Epoch[54](1385/26): Loss 0.4378, Sem 0.4378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.500e-01 Score 86.240 Data time: 0.1554, Forward time: 2.2736, Backward time: 3.0720, DDP time: 0.0047, Total iter time: 5.9594 [2020-11-14 16:24:07,792][root][INFO] - ===> Epoch[54](1386/26): Loss 0.5192, Sem 0.5192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.499e-01 Score 84.386 Data time: 0.1715, Forward time: 2.2734, Backward time: 3.0723, DDP time: 0.0047, Total iter time: 5.6759 [2020-11-14 16:24:13,292][root][INFO] - ===> Epoch[54](1387/26): Loss 0.4824, Sem 0.4824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.499e-01 Score 85.595 Data time: 0.2390, Forward time: 2.2737, Backward time: 3.0718, DDP time: 0.0047, Total iter time: 5.4159 [2020-11-14 16:24:18,941][root][INFO] - ===> Epoch[54](1388/26): Loss 0.4133, Sem 0.4133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.499e-01 Score 86.967 Data time: 0.2047, Forward time: 2.2737, Backward time: 3.0718, DDP time: 0.0047, Total iter time: 5.5547 [2020-11-14 16:24:24,902][root][INFO] - ===> Epoch[54](1389/26): Loss 0.4337, Sem 0.4337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.498e-01 Score 86.695 Data time: 0.2298, Forward time: 2.2741, Backward time: 3.0716, DDP time: 0.0047, Total iter time: 5.8876 [2020-11-14 16:24:30,361][root][INFO] - ===> Epoch[54](1390/26): Loss 0.4399, Sem 0.4399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.498e-01 Score 86.287 Data time: 0.1820, Forward time: 2.2740, Backward time: 3.0715, DDP time: 0.0047, Total iter time: 5.3495 [2020-11-14 16:24:35,233][root][INFO] - ===> Epoch[54](1391/26): Loss 0.5082, Sem 0.5082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.497e-01 Score 84.880 Data time: 0.1946, Forward time: 2.2739, Backward time: 3.0709, DDP time: 0.0047, Total iter time: 4.7774 [2020-11-14 16:24:42,331][root][INFO] - ===> Epoch[54](1392/26): Loss 0.4766, Sem 0.4766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.497e-01 Score 85.472 Data time: 0.2296, Forward time: 2.2744, Backward time: 3.0715, DDP time: 0.0047, Total iter time: 7.0021 [2020-11-14 16:24:48,010][root][INFO] - ===> Epoch[54](1393/26): Loss 0.4809, Sem 0.4809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.497e-01 Score 85.118 Data time: 0.2475, Forward time: 2.2749, Backward time: 3.0709, DDP time: 0.0047, Total iter time: 5.5524 [2020-11-14 16:24:52,978][root][INFO] - ===> Epoch[54](1394/26): Loss 0.5368, Sem 0.5368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.496e-01 Score 84.029 Data time: 0.2260, Forward time: 2.2751, Backward time: 3.0702, DDP time: 0.0047, Total iter time: 4.8646 [2020-11-14 16:24:57,664][root][INFO] - ===> Epoch[54](1395/26): Loss 0.4448, Sem 0.4448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.496e-01 Score 86.098 Data time: 0.1416, Forward time: 2.2747, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 4.5800 [2020-11-14 16:25:03,429][root][INFO] - ===> Epoch[54](1396/26): Loss 0.3817, Sem 0.3817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.496e-01 Score 88.058 Data time: 0.1208, Forward time: 2.2741, Backward time: 3.0705, DDP time: 0.0047, Total iter time: 5.7052 [2020-11-14 16:25:09,360][root][INFO] - ===> Epoch[54](1397/26): Loss 0.4768, Sem 0.4768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.495e-01 Score 85.332 Data time: 0.1559, Forward time: 2.2737, Backward time: 3.0711, DDP time: 0.0047, Total iter time: 5.8850 [2020-11-14 16:25:14,534][root][INFO] - ===> Epoch[54](1398/26): Loss 0.5308, Sem 0.5308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.495e-01 Score 84.575 Data time: 0.2373, Forward time: 2.2740, Backward time: 3.0704, DDP time: 0.0047, Total iter time: 5.0971 [2020-11-14 16:25:20,563][root][INFO] - ===> Epoch[54](1399/26): Loss 0.4308, Sem 0.4308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.495e-01 Score 86.926 Data time: 0.1563, Forward time: 2.2737, Backward time: 3.0709, DDP time: 0.0047, Total iter time: 5.9015 [2020-11-14 16:25:25,295][root][INFO] - ===> Epoch[54](1400/26): Loss 0.4520, Sem 0.4520, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.494e-01 Score 85.749 Data time: 0.1771, Forward time: 2.2735, Backward time: 3.0704, DDP time: 0.0047, Total iter time: 4.6641 [2020-11-14 16:25:30,558][root][INFO] - ===> Epoch[54](1401/26): Loss 0.4911, Sem 0.4911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.494e-01 Score 84.468 Data time: 0.1654, Forward time: 2.2731, Backward time: 3.0705, DDP time: 0.0047, Total iter time: 5.1673 [2020-11-14 16:25:36,309][root][INFO] - ===> Epoch[54](1402/26): Loss 0.4575, Sem 0.4575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.493e-01 Score 86.113 Data time: 0.2647, Forward time: 2.2735, Backward time: 3.0701, DDP time: 0.0047, Total iter time: 5.6767 [2020-11-14 16:25:42,761][root][INFO] - ===> Epoch[54](1403/26): Loss 0.4867, Sem 0.4867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.493e-01 Score 84.873 Data time: 0.1534, Forward time: 2.2732, Backward time: 3.0709, DDP time: 0.0047, Total iter time: 6.3248 [2020-11-14 16:25:47,592][root][INFO] - ===> Epoch[54](1404/26): Loss 0.4937, Sem 0.4937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.493e-01 Score 84.757 Data time: 0.1842, Forward time: 2.2731, Backward time: 3.0704, DDP time: 0.0047, Total iter time: 4.7712 [2020-11-14 16:25:53,403][root][INFO] - ===> Epoch[55](1405/26): Loss 0.3947, Sem 0.3947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.492e-01 Score 88.157 Data time: 0.1630, Forward time: 2.2729, Backward time: 3.0707, DDP time: 0.0047, Total iter time: 5.7375 [2020-11-14 16:25:58,697][root][INFO] - ===> Epoch[55](1406/26): Loss 0.4795, Sem 0.4795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.492e-01 Score 85.725 Data time: 0.1636, Forward time: 2.2725, Backward time: 3.0708, DDP time: 0.0047, Total iter time: 5.2159 [2020-11-14 16:26:05,081][root][INFO] - ===> Epoch[55](1407/26): Loss 0.4987, Sem 0.4987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.492e-01 Score 84.673 Data time: 0.2576, Forward time: 2.2730, Backward time: 3.0709, DDP time: 0.0047, Total iter time: 6.3176 [2020-11-14 16:26:10,446][root][INFO] - ===> Epoch[55](1408/26): Loss 0.4540, Sem 0.4540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.491e-01 Score 86.294 Data time: 0.2271, Forward time: 2.2732, Backward time: 3.0704, DDP time: 0.0047, Total iter time: 5.2604 [2020-11-14 16:26:16,019][root][INFO] - ===> Epoch[55](1409/26): Loss 0.4184, Sem 0.4184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.491e-01 Score 87.175 Data time: 0.2154, Forward time: 2.2735, Backward time: 3.0700, DDP time: 0.0047, Total iter time: 5.4929 [2020-11-14 16:26:21,615][root][INFO] - ===> Epoch[55](1410/26): Loss 0.5071, Sem 0.5071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.491e-01 Score 84.772 Data time: 0.2503, Forward time: 2.2739, Backward time: 3.0695, DDP time: 0.0047, Total iter time: 5.4919 [2020-11-14 16:26:27,818][root][INFO] - ===> Epoch[55](1411/26): Loss 0.4683, Sem 0.4683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.490e-01 Score 85.134 Data time: 0.3356, Forward time: 2.2746, Backward time: 3.0691, DDP time: 0.0047, Total iter time: 6.1057 [2020-11-14 16:26:32,926][root][INFO] - ===> Epoch[55](1412/26): Loss 0.4506, Sem 0.4506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.490e-01 Score 86.188 Data time: 0.1238, Forward time: 2.2741, Backward time: 3.0691, DDP time: 0.0047, Total iter time: 4.9969 [2020-11-14 16:26:40,539][root][INFO] - ===> Epoch[55](1413/26): Loss 0.4864, Sem 0.4864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.490e-01 Score 84.664 Data time: 0.1927, Forward time: 2.2741, Backward time: 3.0705, DDP time: 0.0047, Total iter time: 7.5607 [2020-11-14 16:26:46,085][root][INFO] - ===> Epoch[55](1414/26): Loss 0.4812, Sem 0.4812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.489e-01 Score 84.219 Data time: 0.1647, Forward time: 2.2738, Backward time: 3.0707, DDP time: 0.0047, Total iter time: 5.4776 [2020-11-14 16:26:51,415][root][INFO] - ===> Epoch[55](1415/26): Loss 0.4675, Sem 0.4675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.489e-01 Score 85.481 Data time: 0.2197, Forward time: 2.2740, Backward time: 3.0702, DDP time: 0.0047, Total iter time: 5.2748 [2020-11-14 16:26:57,558][root][INFO] - ===> Epoch[55](1416/26): Loss 0.4206, Sem 0.4206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.488e-01 Score 86.241 Data time: 0.1687, Forward time: 2.2738, Backward time: 3.0707, DDP time: 0.0047, Total iter time: 6.0230 [2020-11-14 16:27:04,389][root][INFO] - ===> Epoch[55](1417/26): Loss 0.5204, Sem 0.5204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.488e-01 Score 83.496 Data time: 0.2387, Forward time: 2.2740, Backward time: 3.0713, DDP time: 0.0047, Total iter time: 6.7612 [2020-11-14 16:27:10,865][root][INFO] - ===> Epoch[55](1418/26): Loss 0.4972, Sem 0.4972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.488e-01 Score 85.217 Data time: 0.3406, Forward time: 2.2747, Backward time: 3.0711, DDP time: 0.0047, Total iter time: 6.3921 [2020-11-14 16:27:16,952][root][INFO] - ===> Epoch[55](1419/26): Loss 0.4925, Sem 0.4925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.487e-01 Score 84.997 Data time: 0.1716, Forward time: 2.2747, Backward time: 3.0713, DDP time: 0.0047, Total iter time: 5.9560 [2020-11-14 16:27:22,215][root][INFO] - ===> Epoch[55](1420/26): Loss 0.4475, Sem 0.4475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.487e-01 Score 86.051 Data time: 0.1320, Forward time: 2.2742, Backward time: 3.0716, DDP time: 0.0047, Total iter time: 5.1788 [2020-11-14 16:27:28,572][root][INFO] - ===> Epoch[55](1421/26): Loss 0.4656, Sem 0.4656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.487e-01 Score 85.493 Data time: 0.2141, Forward time: 2.2744, Backward time: 3.0719, DDP time: 0.0047, Total iter time: 6.3280 [2020-11-14 16:27:34,485][root][INFO] - ===> Epoch[55](1422/26): Loss 0.4439, Sem 0.4439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.486e-01 Score 85.669 Data time: 0.2622, Forward time: 2.2749, Backward time: 3.0715, DDP time: 0.0047, Total iter time: 5.8091 [2020-11-14 16:27:41,562][root][INFO] - ===> Epoch[55](1423/26): Loss 0.4397, Sem 0.4397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.486e-01 Score 86.082 Data time: 0.1562, Forward time: 2.2745, Backward time: 3.0728, DDP time: 0.0047, Total iter time: 6.9751 [2020-11-14 16:27:46,923][root][INFO] - ===> Epoch[55](1424/26): Loss 0.4304, Sem 0.4304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.486e-01 Score 86.848 Data time: 0.2540, Forward time: 2.2749, Backward time: 3.0722, DDP time: 0.0047, Total iter time: 5.3103 [2020-11-14 16:27:52,298][root][INFO] - ===> Epoch[55](1425/26): Loss 0.5088, Sem 0.5088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.485e-01 Score 84.487 Data time: 0.2513, Forward time: 2.2750, Backward time: 3.0717, DDP time: 0.0047, Total iter time: 5.2909 [2020-11-14 16:27:58,597][root][INFO] - ===> Epoch[55](1426/26): Loss 0.4479, Sem 0.4479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.485e-01 Score 85.619 Data time: 0.2846, Forward time: 2.2754, Backward time: 3.0717, DDP time: 0.0047, Total iter time: 6.2278 [2020-11-14 16:28:03,979][root][INFO] - ===> Epoch[55](1427/26): Loss 0.4285, Sem 0.4285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.484e-01 Score 86.698 Data time: 0.1723, Forward time: 2.2753, Backward time: 3.0717, DDP time: 0.0047, Total iter time: 5.2910 [2020-11-14 16:28:09,841][root][INFO] - ===> Epoch[55](1428/26): Loss 0.4334, Sem 0.4334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.484e-01 Score 86.824 Data time: 0.1785, Forward time: 2.2751, Backward time: 3.0720, DDP time: 0.0047, Total iter time: 5.7870 [2020-11-14 16:28:16,476][root][INFO] - ===> Epoch[55](1429/26): Loss 0.4652, Sem 0.4652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.484e-01 Score 84.872 Data time: 0.1956, Forward time: 2.2748, Backward time: 3.0729, DDP time: 0.0047, Total iter time: 6.5704 [2020-11-14 16:28:21,799][root][INFO] - ===> Epoch[55](1430/26): Loss 0.4191, Sem 0.4191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.483e-01 Score 86.623 Data time: 0.1853, Forward time: 2.2747, Backward time: 3.0727, DDP time: 0.0047, Total iter time: 5.2494 [2020-11-14 16:28:27,506][root][INFO] - ===> Epoch[56](1431/26): Loss 0.4609, Sem 0.4609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.483e-01 Score 85.900 Data time: 0.1483, Forward time: 2.2743, Backward time: 3.0731, DDP time: 0.0047, Total iter time: 5.6200 [2020-11-14 16:28:32,339][root][INFO] - ===> Epoch[56](1432/26): Loss 0.4604, Sem 0.4604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.483e-01 Score 86.728 Data time: 0.2003, Forward time: 2.2743, Backward time: 3.0726, DDP time: 0.0047, Total iter time: 4.7735 [2020-11-14 16:28:38,123][root][INFO] - ===> Epoch[56](1433/26): Loss 0.4735, Sem 0.4735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.482e-01 Score 85.947 Data time: 0.2202, Forward time: 2.2743, Backward time: 3.0726, DDP time: 0.0047, Total iter time: 5.6907 [2020-11-14 16:28:43,445][root][INFO] - ===> Epoch[56](1434/26): Loss 0.5324, Sem 0.5324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.482e-01 Score 84.237 Data time: 0.2414, Forward time: 2.2747, Backward time: 3.0719, DDP time: 0.0047, Total iter time: 5.2163 [2020-11-14 16:28:48,335][root][INFO] - ===> Epoch[56](1435/26): Loss 0.4122, Sem 0.4122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.482e-01 Score 87.252 Data time: 0.2358, Forward time: 2.2749, Backward time: 3.0712, DDP time: 0.0047, Total iter time: 4.7902 [2020-11-14 16:28:53,738][root][INFO] - ===> Epoch[56](1436/26): Loss 0.5325, Sem 0.5325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.481e-01 Score 84.015 Data time: 0.2004, Forward time: 2.2750, Backward time: 3.0709, DDP time: 0.0047, Total iter time: 5.3044 [2020-11-14 16:28:59,959][root][INFO] - ===> Epoch[56](1437/26): Loss 0.4829, Sem 0.4829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.481e-01 Score 85.685 Data time: 0.1268, Forward time: 2.2744, Backward time: 3.0718, DDP time: 0.0047, Total iter time: 6.1252 [2020-11-14 16:29:05,245][root][INFO] - ===> Epoch[56](1438/26): Loss 0.4930, Sem 0.4930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.480e-01 Score 85.048 Data time: 0.2035, Forward time: 2.2744, Backward time: 3.0715, DDP time: 0.0047, Total iter time: 5.2399 [2020-11-14 16:29:10,612][root][INFO] - ===> Epoch[56](1439/26): Loss 0.4772, Sem 0.4772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.480e-01 Score 86.066 Data time: 0.2706, Forward time: 2.2747, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 5.2922 [2020-11-14 16:29:17,281][root][INFO] - ===> Epoch[56](1440/26): Loss 0.4533, Sem 0.4533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.480e-01 Score 85.724 Data time: 0.1556, Forward time: 2.2744, Backward time: 3.0719, DDP time: 0.0047, Total iter time: 6.5772 [2020-11-14 16:29:23,710][root][INFO] - ===> Epoch[56](1441/26): Loss 0.4516, Sem 0.4516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.479e-01 Score 86.698 Data time: 0.1424, Forward time: 2.2739, Backward time: 3.0729, DDP time: 0.0047, Total iter time: 6.3498 [2020-11-14 16:29:29,419][root][INFO] - ===> Epoch[56](1442/26): Loss 0.5156, Sem 0.5156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.479e-01 Score 83.991 Data time: 0.1211, Forward time: 2.2734, Backward time: 3.0734, DDP time: 0.0047, Total iter time: 5.6649 [2020-11-14 16:29:33,714][root][INFO] - ===> Epoch[56](1443/26): Loss 0.4255, Sem 0.4255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.479e-01 Score 86.652 Data time: 0.1946, Forward time: 2.2732, Backward time: 3.0727, DDP time: 0.0047, Total iter time: 4.2624 [2020-11-14 16:29:38,516][root][INFO] - ===> Epoch[56](1444/26): Loss 0.4624, Sem 0.4624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.478e-01 Score 86.034 Data time: 0.1927, Forward time: 2.2730, Backward time: 3.0723, DDP time: 0.0047, Total iter time: 4.7236 [2020-11-14 16:29:43,855][root][INFO] - ===> Epoch[56](1445/26): Loss 0.4490, Sem 0.4490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.478e-01 Score 86.276 Data time: 0.1932, Forward time: 2.2729, Backward time: 3.0721, DDP time: 0.0047, Total iter time: 5.2542 [2020-11-14 16:29:49,802][root][INFO] - ===> Epoch[56](1446/26): Loss 0.4627, Sem 0.4627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.478e-01 Score 85.712 Data time: 0.2268, Forward time: 2.2730, Backward time: 3.0722, DDP time: 0.0047, Total iter time: 5.8530 [2020-11-14 16:29:55,293][root][INFO] - ===> Epoch[56](1447/26): Loss 0.4855, Sem 0.4855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.477e-01 Score 85.078 Data time: 0.1923, Forward time: 2.2730, Backward time: 3.0721, DDP time: 0.0047, Total iter time: 5.3823 [2020-11-14 16:30:02,411][root][INFO] - ===> Epoch[56](1448/26): Loss 0.4420, Sem 0.4420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.477e-01 Score 85.788 Data time: 0.1952, Forward time: 2.2728, Backward time: 3.0732, DDP time: 0.0047, Total iter time: 7.0160 [2020-11-14 16:30:09,065][root][INFO] - ===> Epoch[56](1449/26): Loss 0.3878, Sem 0.3878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.476e-01 Score 87.947 Data time: 0.1876, Forward time: 2.2728, Backward time: 3.0738, DDP time: 0.0047, Total iter time: 6.5824 [2020-11-14 16:30:14,848][root][INFO] - ===> Epoch[56](1450/26): Loss 0.4378, Sem 0.4378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.476e-01 Score 86.722 Data time: 0.1882, Forward time: 2.2726, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 5.6701 [2020-11-14 16:30:20,651][root][INFO] - ===> Epoch[56](1451/26): Loss 0.4070, Sem 0.4070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.476e-01 Score 86.892 Data time: 0.1944, Forward time: 2.2726, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 5.7274 [2020-11-14 16:30:27,227][root][INFO] - ===> Epoch[56](1452/26): Loss 0.4297, Sem 0.4297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.475e-01 Score 87.110 Data time: 0.2217, Forward time: 2.2727, Backward time: 3.0745, DDP time: 0.0047, Total iter time: 6.4897 [2020-11-14 16:30:32,577][root][INFO] - ===> Epoch[56](1453/26): Loss 0.5030, Sem 0.5030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.475e-01 Score 84.878 Data time: 0.2034, Forward time: 2.2728, Backward time: 3.0742, DDP time: 0.0047, Total iter time: 5.2477 [2020-11-14 16:30:37,902][root][INFO] - ===> Epoch[56](1454/26): Loss 0.4658, Sem 0.4658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.475e-01 Score 85.074 Data time: 0.2076, Forward time: 2.2727, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 5.2323 [2020-11-14 16:30:43,113][root][INFO] - ===> Epoch[56](1455/26): Loss 0.4556, Sem 0.4556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.474e-01 Score 85.833 Data time: 0.2282, Forward time: 2.2726, Backward time: 3.0738, DDP time: 0.0047, Total iter time: 5.1227 [2020-11-14 16:30:48,823][root][INFO] - ===> Epoch[56](1456/26): Loss 0.4311, Sem 0.4311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.474e-01 Score 86.822 Data time: 0.2752, Forward time: 2.2731, Backward time: 3.0733, DDP time: 0.0047, Total iter time: 5.6197 [2020-11-14 16:30:54,238][root][INFO] - ===> Epoch[57](1457/26): Loss 0.5123, Sem 0.5123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.474e-01 Score 84.325 Data time: 0.1546, Forward time: 2.2728, Backward time: 3.0734, DDP time: 0.0047, Total iter time: 5.3098 [2020-11-14 16:30:59,841][root][INFO] - ===> Epoch[57](1458/26): Loss 0.4442, Sem 0.4442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.473e-01 Score 85.630 Data time: 0.2565, Forward time: 2.2728, Backward time: 3.0733, DDP time: 0.0047, Total iter time: 5.5366 [2020-11-14 16:31:05,222][root][INFO] - ===> Epoch[57](1459/26): Loss 0.3789, Sem 0.3789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.473e-01 Score 88.146 Data time: 0.2046, Forward time: 2.2729, Backward time: 3.0730, DDP time: 0.0047, Total iter time: 5.2953 [2020-11-14 16:31:10,442][root][INFO] - ===> Epoch[57](1460/26): Loss 0.4902, Sem 0.4902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.472e-01 Score 84.512 Data time: 0.2091, Forward time: 2.2731, Backward time: 3.0725, DDP time: 0.0047, Total iter time: 5.1152 [2020-11-14 16:31:15,186][root][INFO] - ===> Epoch[57](1461/26): Loss 0.4114, Sem 0.4114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.472e-01 Score 87.098 Data time: 0.2083, Forward time: 2.2732, Backward time: 3.0717, DDP time: 0.0047, Total iter time: 4.6526 [2020-11-14 16:31:20,207][root][INFO] - ===> Epoch[57](1462/26): Loss 0.4201, Sem 0.4201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.472e-01 Score 86.464 Data time: 0.2018, Forward time: 2.2732, Backward time: 3.0713, DDP time: 0.0047, Total iter time: 4.9242 [2020-11-14 16:31:25,523][root][INFO] - ===> Epoch[57](1463/26): Loss 0.4889, Sem 0.4889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.471e-01 Score 86.049 Data time: 0.1622, Forward time: 2.2729, Backward time: 3.0714, DDP time: 0.0047, Total iter time: 5.2395 [2020-11-14 16:31:32,147][root][INFO] - ===> Epoch[57](1464/26): Loss 0.4145, Sem 0.4145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.471e-01 Score 87.817 Data time: 0.1809, Forward time: 2.2727, Backward time: 3.0722, DDP time: 0.0047, Total iter time: 6.5805 [2020-11-14 16:31:37,905][root][INFO] - ===> Epoch[57](1465/26): Loss 0.4533, Sem 0.4533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.471e-01 Score 86.232 Data time: 0.2433, Forward time: 2.2730, Backward time: 3.0719, DDP time: 0.0047, Total iter time: 5.6719 [2020-11-14 16:31:43,837][root][INFO] - ===> Epoch[57](1466/26): Loss 0.4196, Sem 0.4196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.470e-01 Score 87.182 Data time: 0.1907, Forward time: 2.2729, Backward time: 3.0722, DDP time: 0.0047, Total iter time: 5.8504 [2020-11-14 16:31:50,432][root][INFO] - ===> Epoch[57](1467/26): Loss 0.4236, Sem 0.4236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.470e-01 Score 86.718 Data time: 0.1921, Forward time: 2.2729, Backward time: 3.0728, DDP time: 0.0047, Total iter time: 6.5388 [2020-11-14 16:31:56,042][root][INFO] - ===> Epoch[57](1468/26): Loss 0.4386, Sem 0.4386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.470e-01 Score 86.656 Data time: 0.2152, Forward time: 2.2729, Backward time: 3.0728, DDP time: 0.0047, Total iter time: 5.5236 [2020-11-14 16:32:01,811][root][INFO] - ===> Epoch[57](1469/26): Loss 0.4537, Sem 0.4537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.469e-01 Score 85.484 Data time: 0.2096, Forward time: 2.2727, Backward time: 3.0729, DDP time: 0.0047, Total iter time: 5.6826 [2020-11-14 16:32:07,000][root][INFO] - ===> Epoch[57](1470/26): Loss 0.5069, Sem 0.5069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.469e-01 Score 84.471 Data time: 0.2553, Forward time: 2.2730, Backward time: 3.0723, DDP time: 0.0047, Total iter time: 5.1263 [2020-11-14 16:32:12,403][root][INFO] - ===> Epoch[57](1471/26): Loss 0.4245, Sem 0.4245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.468e-01 Score 87.145 Data time: 0.1716, Forward time: 2.2728, Backward time: 3.0723, DDP time: 0.0047, Total iter time: 5.2922 [2020-11-14 16:32:17,699][root][INFO] - ===> Epoch[57](1472/26): Loss 0.3528, Sem 0.3528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.468e-01 Score 89.414 Data time: 0.1885, Forward time: 2.2727, Backward time: 3.0721, DDP time: 0.0047, Total iter time: 5.2208 [2020-11-14 16:32:22,734][root][INFO] - ===> Epoch[57](1473/26): Loss 0.4132, Sem 0.4132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.468e-01 Score 87.750 Data time: 0.2064, Forward time: 2.2727, Backward time: 3.0717, DDP time: 0.0047, Total iter time: 4.9573 [2020-11-14 16:32:28,130][root][INFO] - ===> Epoch[57](1474/26): Loss 0.4203, Sem 0.4203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.467e-01 Score 87.082 Data time: 0.2298, Forward time: 2.2727, Backward time: 3.0715, DDP time: 0.0047, Total iter time: 5.2905 [2020-11-14 16:32:33,507][root][INFO] - ===> Epoch[57](1475/26): Loss 0.4397, Sem 0.4397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.467e-01 Score 86.720 Data time: 0.1667, Forward time: 2.2724, Backward time: 3.0715, DDP time: 0.0047, Total iter time: 5.2846 [2020-11-14 16:32:39,466][root][INFO] - ===> Epoch[57](1476/26): Loss 0.4204, Sem 0.4204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.467e-01 Score 86.409 Data time: 0.1811, Forward time: 2.2722, Backward time: 3.0719, DDP time: 0.0047, Total iter time: 5.8849 [2020-11-14 16:32:45,229][root][INFO] - ===> Epoch[57](1477/26): Loss 0.4502, Sem 0.4502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.466e-01 Score 86.944 Data time: 0.2536, Forward time: 2.2724, Backward time: 3.0717, DDP time: 0.0047, Total iter time: 5.6931 [2020-11-14 16:32:50,860][root][INFO] - ===> Epoch[57](1478/26): Loss 0.3808, Sem 0.3808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.466e-01 Score 88.336 Data time: 0.1997, Forward time: 2.2724, Backward time: 3.0716, DDP time: 0.0047, Total iter time: 5.5248 [2020-11-14 16:32:56,571][root][INFO] - ===> Epoch[57](1479/26): Loss 0.4304, Sem 0.4304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.466e-01 Score 86.860 Data time: 0.1797, Forward time: 2.2722, Backward time: 3.0719, DDP time: 0.0047, Total iter time: 5.6115 [2020-11-14 16:33:02,322][root][INFO] - ===> Epoch[57](1480/26): Loss 0.4413, Sem 0.4413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.465e-01 Score 85.813 Data time: 0.2453, Forward time: 2.2724, Backward time: 3.0717, DDP time: 0.0047, Total iter time: 5.6620 [2020-11-14 16:33:09,026][root][INFO] - ===> Epoch[57](1481/26): Loss 0.4587, Sem 0.4587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.465e-01 Score 85.661 Data time: 0.3735, Forward time: 2.2731, Backward time: 3.0716, DDP time: 0.0047, Total iter time: 6.5968 [2020-11-14 16:33:14,920][root][INFO] - ===> Epoch[57](1482/26): Loss 0.4935, Sem 0.4935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.464e-01 Score 84.783 Data time: 0.2674, Forward time: 2.2737, Backward time: 3.0711, DDP time: 0.0047, Total iter time: 5.7790 [2020-11-14 16:33:20,439][root][INFO] - ===> Epoch[58](1483/26): Loss 0.4345, Sem 0.4345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.464e-01 Score 86.455 Data time: 0.2054, Forward time: 2.2736, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 5.4118 [2020-11-14 16:33:25,792][root][INFO] - ===> Epoch[58](1484/26): Loss 0.4775, Sem 0.4775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.464e-01 Score 85.069 Data time: 0.1981, Forward time: 2.2736, Backward time: 3.0708, DDP time: 0.0047, Total iter time: 5.2648 [2020-11-14 16:33:31,972][root][INFO] - ===> Epoch[58](1485/26): Loss 0.4556, Sem 0.4556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.463e-01 Score 85.538 Data time: 0.1991, Forward time: 2.2736, Backward time: 3.0711, DDP time: 0.0047, Total iter time: 6.0927 [2020-11-14 16:33:37,985][root][INFO] - ===> Epoch[58](1486/26): Loss 0.4195, Sem 0.4195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.463e-01 Score 86.949 Data time: 0.1979, Forward time: 2.2736, Backward time: 3.0713, DDP time: 0.0047, Total iter time: 5.9170 [2020-11-14 16:33:43,266][root][INFO] - ===> Epoch[58](1487/26): Loss 0.4595, Sem 0.4595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.463e-01 Score 85.523 Data time: 0.1949, Forward time: 2.2736, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 5.1949 [2020-11-14 16:33:48,826][root][INFO] - ===> Epoch[58](1488/26): Loss 0.4351, Sem 0.4351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.462e-01 Score 86.131 Data time: 0.1644, Forward time: 2.2734, Backward time: 3.0712, DDP time: 0.0047, Total iter time: 5.4707 [2020-11-14 16:33:55,744][root][INFO] - ===> Epoch[58](1489/26): Loss 0.4842, Sem 0.4842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.462e-01 Score 85.664 Data time: 0.2130, Forward time: 2.2734, Backward time: 3.0719, DDP time: 0.0047, Total iter time: 6.8348 [2020-11-14 16:34:02,367][root][INFO] - ===> Epoch[58](1490/26): Loss 0.4493, Sem 0.4493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.462e-01 Score 85.772 Data time: 0.3650, Forward time: 2.2742, Backward time: 3.0717, DDP time: 0.0047, Total iter time: 6.5445 [2020-11-14 16:34:07,384][root][INFO] - ===> Epoch[58](1491/26): Loss 0.4557, Sem 0.4557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.461e-01 Score 86.324 Data time: 0.2224, Forward time: 2.2744, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 4.8870 [2020-11-14 16:34:12,959][root][INFO] - ===> Epoch[58](1492/26): Loss 0.4423, Sem 0.4423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.461e-01 Score 86.498 Data time: 0.2489, Forward time: 2.2748, Backward time: 3.0705, DDP time: 0.0047, Total iter time: 5.4883 [2020-11-14 16:34:17,727][root][INFO] - ===> Epoch[58](1493/26): Loss 0.4471, Sem 0.4471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.460e-01 Score 86.388 Data time: 0.1897, Forward time: 2.2748, Backward time: 3.0700, DDP time: 0.0047, Total iter time: 4.6683 [2020-11-14 16:34:23,393][root][INFO] - ===> Epoch[58](1494/26): Loss 0.4605, Sem 0.4605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.460e-01 Score 86.742 Data time: 0.2311, Forward time: 2.2748, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 5.5676 [2020-11-14 16:34:30,417][root][INFO] - ===> Epoch[58](1495/26): Loss 0.5277, Sem 0.5277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.460e-01 Score 84.094 Data time: 0.3346, Forward time: 2.2756, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 6.9095 [2020-11-14 16:34:35,872][root][INFO] - ===> Epoch[58](1496/26): Loss 0.4912, Sem 0.4912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.459e-01 Score 85.279 Data time: 0.2294, Forward time: 2.2756, Backward time: 3.0697, DDP time: 0.0047, Total iter time: 5.3328 [2020-11-14 16:34:42,087][root][INFO] - ===> Epoch[58](1497/26): Loss 0.5049, Sem 0.5049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.459e-01 Score 84.765 Data time: 0.2027, Forward time: 2.2757, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 6.1158 [2020-11-14 16:34:47,677][root][INFO] - ===> Epoch[58](1498/26): Loss 0.4807, Sem 0.4807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.459e-01 Score 85.349 Data time: 0.1947, Forward time: 2.2757, Backward time: 3.0698, DDP time: 0.0047, Total iter time: 5.4841 [2020-11-14 16:34:52,947][root][INFO] - ===> Epoch[58](1499/26): Loss 0.4400, Sem 0.4400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.458e-01 Score 87.276 Data time: 0.2350, Forward time: 2.2760, Backward time: 3.0692, DDP time: 0.0047, Total iter time: 5.1757 [2020-11-14 16:34:58,678][root][INFO] - ===> Epoch[58](1500/26): Loss 0.4630, Sem 0.4630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.458e-01 Score 85.643 Data time: 0.1749, Forward time: 2.2758, Backward time: 3.0694, DDP time: 0.0047, Total iter time: 5.6204 [2020-11-14 16:34:59,332][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-14 16:34:59,479][root][INFO] - ===> Start testing [2020-11-14 16:36:14,182][root][INFO] - 101/312: Data time: 0.0079, Iter time: 0.3212 Loss 0.096 (AVG: 0.581) Score 97.690 (AVG: 83.011) mIOU 59.190 mAP 70.346 mAcc 68.869 IOU: 76.796 94.912 48.887 63.596 82.551 78.777 56.775 30.372 40.834 66.210 4.867 61.946 54.003 63.819 52.932 69.984 70.344 44.758 85.947 35.483 mAP: 80.011 97.402 56.384 61.571 87.830 82.646 63.885 62.110 57.507 70.306 37.231 53.956 66.808 85.075 50.104 90.991 93.336 75.168 84.115 50.478 mAcc: 94.096 98.316 68.058 74.007 85.108 80.694 77.019 32.472 46.612 77.608 5.306 72.740 88.502 85.837 62.595 79.558 70.656 46.565 87.353 44.274 [2020-11-14 16:37:35,781][root][INFO] - 201/312: Data time: 0.0054, Iter time: 0.4287 Loss 0.638 (AVG: 0.597) Score 88.614 (AVG: 82.888) mIOU 55.827 mAP 68.670 mAcc 65.478 IOU: 77.451 95.124 51.044 66.617 81.109 76.508 56.876 32.438 41.678 64.920 8.378 55.240 49.140 61.472 46.907 39.319 58.046 43.019 76.337 34.920 mAP: 81.359 96.515 55.472 64.122 86.905 83.494 61.741 61.274 59.100 66.997 37.442 50.965 62.548 80.519 52.615 84.278 92.932 70.618 80.334 44.175 mAcc: 94.531 98.489 71.221 76.948 83.839 79.685 75.948 34.863 47.333 79.961 8.761 67.669 87.849 79.172 55.559 43.922 58.226 44.504 77.850 43.225 [2020-11-14 16:38:52,626][root][INFO] - 301/312: Data time: 0.0075, Iter time: 0.1779 Loss 0.227 (AVG: 0.582) Score 94.095 (AVG: 83.329) mIOU 55.417 mAP 69.233 mAcc 65.005 IOU: 77.820 95.403 51.541 71.473 80.630 78.117 56.433 33.522 38.197 67.504 9.933 53.514 46.199 61.895 38.290 39.618 58.278 43.307 72.067 34.599 mAP: 81.376 96.779 57.269 72.588 87.654 82.657 62.802 61.601 57.254 66.314 40.398 53.180 63.262 81.978 46.840 87.810 92.509 71.450 76.291 44.651 mAcc: 94.833 98.576 71.773 81.292 83.218 80.930 76.385 36.086 44.308 81.409 10.514 63.715 87.222 82.233 44.108 43.535 58.598 44.977 73.587 42.803 [2020-11-14 16:39:00,656][root][INFO] - 312/312: Data time: 0.0021, Iter time: 0.3216 Loss 0.535 (AVG: 0.581) Score 82.539 (AVG: 83.344) mIOU 55.266 mAP 68.861 mAcc 64.858 IOU: 77.833 95.398 51.307 72.093 80.976 78.117 56.271 33.327 39.556 67.439 9.785 53.442 46.103 61.984 37.837 37.435 57.072 43.149 72.040 34.157 mAP: 81.447 96.802 56.718 72.064 87.760 82.657 62.443 61.355 58.210 66.314 39.962 52.880 62.915 82.052 46.323 85.649 90.891 70.643 76.291 43.850 mAcc: 94.849 98.553 70.651 81.682 83.538 80.930 76.138 35.929 45.664 81.409 10.351 63.603 87.135 82.627 44.991 40.912 57.367 45.004 73.587 42.242 [2020-11-14 16:39:00,656][root][INFO] - Finished test. Elapsed time: 241.1762 [2020-11-14 16:39:01,375][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-14 16:39:01,509][root][INFO] - Current best mIoU: 55.266 at iter 1500 [2020-11-14 16:39:04,950][root][INFO] - ===> Epoch[58](1501/26): Loss 0.4805, Sem 0.4805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.458e-01 Score 85.838 Data time: 0.1328, Forward time: 2.2753, Backward time: 3.0685, DDP time: 0.0047, Total iter time: 3.4340 [2020-11-14 16:39:10,347][root][INFO] - ===> Epoch[58](1502/26): Loss 0.4175, Sem 0.4175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.457e-01 Score 86.811 Data time: 0.1957, Forward time: 2.2752, Backward time: 3.0683, DDP time: 0.0047, Total iter time: 5.3181 [2020-11-14 16:39:15,870][root][INFO] - ===> Epoch[58](1503/26): Loss 0.4688, Sem 0.4688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.457e-01 Score 85.431 Data time: 0.1469, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0047, Total iter time: 5.4353 [2020-11-14 16:39:20,452][root][INFO] - ===> Epoch[58](1504/26): Loss 0.3951, Sem 0.3951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.456e-01 Score 87.839 Data time: 0.1624, Forward time: 2.2745, Backward time: 3.0682, DDP time: 0.0047, Total iter time: 4.5038 [2020-11-14 16:39:26,297][root][INFO] - ===> Epoch[58](1505/26): Loss 0.4097, Sem 0.4097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.456e-01 Score 87.103 Data time: 0.1982, Forward time: 2.2745, Backward time: 3.0683, DDP time: 0.0047, Total iter time: 5.7746 [2020-11-14 16:39:31,501][root][INFO] - ===> Epoch[58](1506/26): Loss 0.4860, Sem 0.4860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.456e-01 Score 84.843 Data time: 0.2188, Forward time: 2.2744, Backward time: 3.0680, DDP time: 0.0047, Total iter time: 5.0885 [2020-11-14 16:39:37,123][root][INFO] - ===> Epoch[58](1507/26): Loss 0.4939, Sem 0.4939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.455e-01 Score 85.556 Data time: 0.2573, Forward time: 2.2749, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 5.5136 [2020-11-14 16:39:43,452][root][INFO] - ===> Epoch[58](1508/26): Loss 0.4088, Sem 0.4088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.455e-01 Score 87.492 Data time: 0.3391, Forward time: 2.2755, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 6.2029 [2020-11-14 16:39:50,235][root][INFO] - ===> Epoch[59](1509/26): Loss 0.5059, Sem 0.5059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.455e-01 Score 85.195 Data time: 0.2027, Forward time: 2.2756, Backward time: 3.0678, DDP time: 0.0047, Total iter time: 6.6527 [2020-11-14 16:39:55,228][root][INFO] - ===> Epoch[59](1510/26): Loss 0.4554, Sem 0.4554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.454e-01 Score 86.767 Data time: 0.2261, Forward time: 2.2757, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 4.8840 [2020-11-14 16:40:00,529][root][INFO] - ===> Epoch[59](1511/26): Loss 0.4147, Sem 0.4147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.454e-01 Score 87.673 Data time: 0.2508, Forward time: 2.2760, Backward time: 3.0666, DDP time: 0.0047, Total iter time: 5.1955 [2020-11-14 16:40:05,705][root][INFO] - ===> Epoch[59](1512/26): Loss 0.4249, Sem 0.4249, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.454e-01 Score 86.663 Data time: 0.1902, Forward time: 2.2759, Backward time: 3.0664, DDP time: 0.0047, Total iter time: 5.0552 [2020-11-14 16:40:11,479][root][INFO] - ===> Epoch[59](1513/26): Loss 0.4162, Sem 0.4162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.453e-01 Score 87.669 Data time: 0.1971, Forward time: 2.2759, Backward time: 3.0664, DDP time: 0.0047, Total iter time: 5.6635 [2020-11-14 16:40:17,403][root][INFO] - ===> Epoch[59](1514/26): Loss 0.3930, Sem 0.3930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.453e-01 Score 87.598 Data time: 0.1602, Forward time: 2.2756, Backward time: 3.0669, DDP time: 0.0047, Total iter time: 5.8281 [2020-11-14 16:40:24,971][root][INFO] - ===> Epoch[59](1515/26): Loss 0.5305, Sem 0.5305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.453e-01 Score 84.253 Data time: 0.1771, Forward time: 2.2753, Backward time: 3.0683, DDP time: 0.0047, Total iter time: 7.4936 [2020-11-14 16:40:30,217][root][INFO] - ===> Epoch[59](1516/26): Loss 0.3792, Sem 0.3792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.452e-01 Score 88.601 Data time: 0.2174, Forward time: 2.2755, Backward time: 3.0678, DDP time: 0.0047, Total iter time: 5.1531 [2020-11-14 16:40:35,372][root][INFO] - ===> Epoch[59](1517/26): Loss 0.5023, Sem 0.5023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.452e-01 Score 84.662 Data time: 0.1713, Forward time: 2.2754, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 5.0381 [2020-11-14 16:40:42,333][root][INFO] - ===> Epoch[59](1518/26): Loss 0.4364, Sem 0.4364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.451e-01 Score 86.510 Data time: 0.1664, Forward time: 2.2752, Backward time: 3.0686, DDP time: 0.0047, Total iter time: 6.8687 [2020-11-14 16:40:47,945][root][INFO] - ===> Epoch[59](1519/26): Loss 0.5399, Sem 0.5399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.451e-01 Score 83.679 Data time: 0.1782, Forward time: 2.2751, Backward time: 3.0687, DDP time: 0.0047, Total iter time: 5.5206 [2020-11-14 16:40:54,167][root][INFO] - ===> Epoch[59](1520/26): Loss 0.5253, Sem 0.5253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.451e-01 Score 84.270 Data time: 0.1822, Forward time: 2.2750, Backward time: 3.0691, DDP time: 0.0047, Total iter time: 6.1425 [2020-11-14 16:40:59,057][root][INFO] - ===> Epoch[59](1521/26): Loss 0.5394, Sem 0.5394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.450e-01 Score 83.053 Data time: 0.2168, Forward time: 2.2752, Backward time: 3.0684, DDP time: 0.0047, Total iter time: 4.7907 [2020-11-14 16:41:04,223][root][INFO] - ===> Epoch[59](1522/26): Loss 0.4445, Sem 0.4445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.450e-01 Score 85.628 Data time: 0.1671, Forward time: 2.2750, Backward time: 3.0682, DDP time: 0.0047, Total iter time: 5.0739 [2020-11-14 16:41:10,623][root][INFO] - ===> Epoch[59](1523/26): Loss 0.4966, Sem 0.4966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.450e-01 Score 84.720 Data time: 0.1949, Forward time: 2.2750, Backward time: 3.0687, DDP time: 0.0047, Total iter time: 6.3097 [2020-11-14 16:41:16,693][root][INFO] - ===> Epoch[59](1524/26): Loss 0.5187, Sem 0.5187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.449e-01 Score 83.973 Data time: 0.1699, Forward time: 2.2747, Backward time: 3.0691, DDP time: 0.0047, Total iter time: 5.9779 [2020-11-14 16:41:23,028][root][INFO] - ===> Epoch[59](1525/26): Loss 0.4432, Sem 0.4432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.449e-01 Score 86.323 Data time: 0.2036, Forward time: 2.2747, Backward time: 3.0696, DDP time: 0.0047, Total iter time: 6.2569 [2020-11-14 16:41:28,938][root][INFO] - ===> Epoch[59](1526/26): Loss 0.4559, Sem 0.4559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.449e-01 Score 85.773 Data time: 0.2289, Forward time: 2.2750, Backward time: 3.0694, DDP time: 0.0047, Total iter time: 5.8091 [2020-11-14 16:41:35,385][root][INFO] - ===> Epoch[59](1527/26): Loss 0.4698, Sem 0.4698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.448e-01 Score 86.098 Data time: 0.3486, Forward time: 2.2756, Backward time: 3.0691, DDP time: 0.0047, Total iter time: 6.3232 [2020-11-14 16:41:41,570][root][INFO] - ===> Epoch[59](1528/26): Loss 0.4771, Sem 0.4771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.448e-01 Score 85.277 Data time: 0.2728, Forward time: 2.2762, Backward time: 3.0688, DDP time: 0.0047, Total iter time: 6.0606 [2020-11-14 16:41:47,202][root][INFO] - ===> Epoch[59](1529/26): Loss 0.4939, Sem 0.4939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.447e-01 Score 85.457 Data time: 0.2610, Forward time: 2.2765, Backward time: 3.0685, DDP time: 0.0047, Total iter time: 5.5326 [2020-11-14 16:41:53,496][root][INFO] - ===> Epoch[59](1530/26): Loss 0.4405, Sem 0.4405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.447e-01 Score 86.714 Data time: 0.1691, Forward time: 2.2763, Backward time: 3.0690, DDP time: 0.0047, Total iter time: 6.2027 [2020-11-14 16:41:59,535][root][INFO] - ===> Epoch[59](1531/26): Loss 0.3804, Sem 0.3804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.447e-01 Score 88.761 Data time: 0.1745, Forward time: 2.2761, Backward time: 3.0694, DDP time: 0.0047, Total iter time: 5.9745 [2020-11-14 16:42:05,352][root][INFO] - ===> Epoch[59](1532/26): Loss 0.4194, Sem 0.4194, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.446e-01 Score 86.775 Data time: 0.1499, Forward time: 2.2758, Backward time: 3.0698, DDP time: 0.0047, Total iter time: 5.7316 [2020-11-14 16:42:10,667][root][INFO] - ===> Epoch[59](1533/26): Loss 0.4399, Sem 0.4399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.446e-01 Score 86.574 Data time: 0.2051, Forward time: 2.2759, Backward time: 3.0695, DDP time: 0.0047, Total iter time: 5.2580 [2020-11-14 16:42:16,376][root][INFO] - ===> Epoch[59](1534/26): Loss 0.3750, Sem 0.3750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.446e-01 Score 88.122 Data time: 0.1317, Forward time: 2.2754, Backward time: 3.0700, DDP time: 0.0047, Total iter time: 5.6156 [2020-11-14 16:42:22,148][root][INFO] - ===> Epoch[60](1535/26): Loss 0.4961, Sem 0.4961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.445e-01 Score 84.748 Data time: 0.2370, Forward time: 2.2754, Backward time: 3.0701, DDP time: 0.0047, Total iter time: 5.7259 [2020-11-14 16:42:27,819][root][INFO] - ===> Epoch[60](1536/26): Loss 0.4419, Sem 0.4419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.445e-01 Score 87.173 Data time: 0.1882, Forward time: 2.2751, Backward time: 3.0703, DDP time: 0.0047, Total iter time: 5.5944 [2020-11-14 16:42:33,604][root][INFO] - ===> Epoch[60](1537/26): Loss 0.4296, Sem 0.4296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.445e-01 Score 86.531 Data time: 0.1715, Forward time: 2.2749, Backward time: 3.0706, DDP time: 0.0047, Total iter time: 5.7099 [2020-11-14 16:42:38,709][root][INFO] - ===> Epoch[60](1538/26): Loss 0.3861, Sem 0.3861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.444e-01 Score 88.320 Data time: 0.2412, Forward time: 2.2752, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 5.0226 [2020-11-14 16:42:43,168][root][INFO] - ===> Epoch[60](1539/26): Loss 0.4285, Sem 0.4285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.444e-01 Score 87.039 Data time: 0.1888, Forward time: 2.2750, Backward time: 3.0693, DDP time: 0.0047, Total iter time: 4.3630 [2020-11-14 16:42:49,445][root][INFO] - ===> Epoch[60](1540/26): Loss 0.4894, Sem 0.4894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.443e-01 Score 85.191 Data time: 0.2269, Forward time: 2.2752, Backward time: 3.0694, DDP time: 0.0047, Total iter time: 6.2093 [2020-11-14 16:42:55,747][root][INFO] - ===> Epoch[60](1541/26): Loss 0.4597, Sem 0.4597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.443e-01 Score 86.056 Data time: 0.2110, Forward time: 2.2752, Backward time: 3.0698, DDP time: 0.0047, Total iter time: 6.2071 [2020-11-14 16:43:00,987][root][INFO] - ===> Epoch[60](1542/26): Loss 0.4989, Sem 0.4989, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.443e-01 Score 84.476 Data time: 0.2220, Forward time: 2.2754, Backward time: 3.0694, DDP time: 0.0047, Total iter time: 5.1516 [2020-11-14 16:43:06,805][root][INFO] - ===> Epoch[60](1543/26): Loss 0.4577, Sem 0.4577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.442e-01 Score 86.390 Data time: 0.2875, Forward time: 2.2759, Backward time: 3.0689, DDP time: 0.0047, Total iter time: 5.7060 [2020-11-14 16:43:12,751][root][INFO] - ===> Epoch[60](1544/26): Loss 0.4269, Sem 0.4269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.442e-01 Score 87.608 Data time: 0.2732, Forward time: 2.2764, Backward time: 3.0685, DDP time: 0.0047, Total iter time: 5.8400 [2020-11-14 16:43:19,043][root][INFO] - ===> Epoch[60](1545/26): Loss 0.3830, Sem 0.3830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.442e-01 Score 88.054 Data time: 0.1917, Forward time: 2.2763, Backward time: 3.0689, DDP time: 0.0047, Total iter time: 6.1767 [2020-11-14 16:43:25,857][root][INFO] - ===> Epoch[60](1546/26): Loss 0.4524, Sem 0.4524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.441e-01 Score 85.832 Data time: 0.1788, Forward time: 2.2762, Backward time: 3.0698, DDP time: 0.0047, Total iter time: 6.7390 [2020-11-14 16:43:31,611][root][INFO] - ===> Epoch[60](1547/26): Loss 0.4577, Sem 0.4577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.441e-01 Score 85.697 Data time: 0.1938, Forward time: 2.2761, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 5.6699 [2020-11-14 16:43:37,821][root][INFO] - ===> Epoch[60](1548/26): Loss 0.4718, Sem 0.4718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.441e-01 Score 85.446 Data time: 0.1894, Forward time: 2.2759, Backward time: 3.0703, DDP time: 0.0047, Total iter time: 6.1153 [2020-11-14 16:43:43,484][root][INFO] - ===> Epoch[60](1549/26): Loss 0.4529, Sem 0.4529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.440e-01 Score 86.579 Data time: 0.2557, Forward time: 2.2762, Backward time: 3.0700, DDP time: 0.0047, Total iter time: 5.5760 [2020-11-14 16:43:50,614][root][INFO] - ===> Epoch[60](1550/26): Loss 0.4126, Sem 0.4126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.440e-01 Score 87.850 Data time: 0.3722, Forward time: 2.2771, Backward time: 3.0700, DDP time: 0.0047, Total iter time: 7.0428 [2020-11-14 16:43:55,778][root][INFO] - ===> Epoch[60](1551/26): Loss 0.4539, Sem 0.4539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.439e-01 Score 85.397 Data time: 0.2410, Forward time: 2.2773, Backward time: 3.0694, DDP time: 0.0047, Total iter time: 5.0495 [2020-11-14 16:44:00,431][root][INFO] - ===> Epoch[60](1552/26): Loss 0.4736, Sem 0.4736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.439e-01 Score 85.304 Data time: 0.2128, Forward time: 2.2774, Backward time: 3.0686, DDP time: 0.0047, Total iter time: 4.5583 [2020-11-14 16:44:05,437][root][INFO] - ===> Epoch[60](1553/26): Loss 0.4150, Sem 0.4150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.439e-01 Score 86.972 Data time: 0.1229, Forward time: 2.2769, Backward time: 3.0688, DDP time: 0.0047, Total iter time: 4.9174 [2020-11-14 16:44:11,663][root][INFO] - ===> Epoch[60](1554/26): Loss 0.5119, Sem 0.5119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.438e-01 Score 84.468 Data time: 0.1909, Forward time: 2.2769, Backward time: 3.0691, DDP time: 0.0047, Total iter time: 6.1858 [2020-11-14 16:44:17,057][root][INFO] - ===> Epoch[60](1555/26): Loss 0.4023, Sem 0.4023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.438e-01 Score 86.921 Data time: 0.1010, Forward time: 2.2763, Backward time: 3.0696, DDP time: 0.0047, Total iter time: 5.3311 [2020-11-14 16:44:22,296][root][INFO] - ===> Epoch[60](1556/26): Loss 0.4474, Sem 0.4474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.438e-01 Score 86.697 Data time: 0.1607, Forward time: 2.2760, Backward time: 3.0696, DDP time: 0.0047, Total iter time: 5.2045 [2020-11-14 16:44:27,488][root][INFO] - ===> Epoch[60](1557/26): Loss 0.3815, Sem 0.3815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.437e-01 Score 87.785 Data time: 0.1582, Forward time: 2.2757, Backward time: 3.0696, DDP time: 0.0047, Total iter time: 5.1352 [2020-11-14 16:44:32,933][root][INFO] - ===> Epoch[60](1558/26): Loss 0.4996, Sem 0.4996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.437e-01 Score 85.332 Data time: 0.1767, Forward time: 2.2756, Backward time: 3.0696, DDP time: 0.0047, Total iter time: 5.3910 [2020-11-14 16:44:37,900][root][INFO] - ===> Epoch[60](1559/26): Loss 0.4115, Sem 0.4115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.437e-01 Score 88.049 Data time: 0.1694, Forward time: 2.2753, Backward time: 3.0695, DDP time: 0.0047, Total iter time: 4.8910 [2020-11-14 16:44:42,776][root][INFO] - ===> Epoch[60](1560/26): Loss 0.4834, Sem 0.4834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.436e-01 Score 85.701 Data time: 0.1883, Forward time: 2.2752, Backward time: 3.0690, DDP time: 0.0047, Total iter time: 4.8144 [2020-11-14 16:44:49,935][root][INFO] - ===> Epoch[61](1561/26): Loss 0.4205, Sem 0.4205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.436e-01 Score 86.742 Data time: 0.2168, Forward time: 2.2754, Backward time: 3.0697, DDP time: 0.0047, Total iter time: 7.0905 [2020-11-14 16:44:55,586][root][INFO] - ===> Epoch[61](1562/26): Loss 0.4215, Sem 0.4215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.435e-01 Score 87.267 Data time: 0.2189, Forward time: 2.2754, Backward time: 3.0697, DDP time: 0.0047, Total iter time: 5.5517 [2020-11-14 16:45:01,407][root][INFO] - ===> Epoch[61](1563/26): Loss 0.4184, Sem 0.4184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.435e-01 Score 86.948 Data time: 0.1834, Forward time: 2.2753, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 5.7387 [2020-11-14 16:45:08,524][root][INFO] - ===> Epoch[61](1564/26): Loss 0.4126, Sem 0.4126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.435e-01 Score 87.200 Data time: 0.2175, Forward time: 2.2755, Backward time: 3.0705, DDP time: 0.0047, Total iter time: 7.0421 [2020-11-14 16:45:14,358][root][INFO] - ===> Epoch[61](1565/26): Loss 0.4020, Sem 0.4020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.434e-01 Score 87.589 Data time: 0.2017, Forward time: 2.2754, Backward time: 3.0707, DDP time: 0.0047, Total iter time: 5.7241 [2020-11-14 16:45:19,816][root][INFO] - ===> Epoch[61](1566/26): Loss 0.4295, Sem 0.4295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.434e-01 Score 86.755 Data time: 0.1631, Forward time: 2.2751, Backward time: 3.0708, DDP time: 0.0047, Total iter time: 5.3766 [2020-11-14 16:45:25,363][root][INFO] - ===> Epoch[61](1567/26): Loss 0.4411, Sem 0.4411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.434e-01 Score 86.333 Data time: 0.2621, Forward time: 2.2755, Backward time: 3.0704, DDP time: 0.0047, Total iter time: 5.4994 [2020-11-14 16:45:31,872][root][INFO] - ===> Epoch[61](1568/26): Loss 0.4030, Sem 0.4030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.433e-01 Score 87.598 Data time: 0.3404, Forward time: 2.2762, Backward time: 3.0701, DDP time: 0.0047, Total iter time: 6.4010 [2020-11-14 16:45:37,906][root][INFO] - ===> Epoch[61](1569/26): Loss 0.4123, Sem 0.4123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.433e-01 Score 86.796 Data time: 0.1462, Forward time: 2.2759, Backward time: 3.0706, DDP time: 0.0047, Total iter time: 5.9311 [2020-11-14 16:45:42,935][root][INFO] - ===> Epoch[61](1570/26): Loss 0.4255, Sem 0.4255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.433e-01 Score 87.336 Data time: 0.2334, Forward time: 2.2760, Backward time: 3.0701, DDP time: 0.0047, Total iter time: 4.9652 [2020-11-14 16:45:49,566][root][INFO] - ===> Epoch[61](1571/26): Loss 0.4435, Sem 0.4435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.432e-01 Score 86.316 Data time: 0.2630, Forward time: 2.2765, Backward time: 3.0702, DDP time: 0.0047, Total iter time: 6.5427 [2020-11-14 16:45:56,225][root][INFO] - ===> Epoch[61](1572/26): Loss 0.3880, Sem 0.3880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.432e-01 Score 88.179 Data time: 0.2439, Forward time: 2.2768, Backward time: 3.0704, DDP time: 0.0047, Total iter time: 6.5422 [2020-11-14 16:46:01,727][root][INFO] - ===> Epoch[61](1573/26): Loss 0.4558, Sem 0.4558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.431e-01 Score 85.689 Data time: 0.2144, Forward time: 2.2770, Backward time: 3.0701, DDP time: 0.0047, Total iter time: 5.3955 [2020-11-14 16:46:06,250][root][INFO] - ===> Epoch[61](1574/26): Loss 0.4126, Sem 0.4126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.431e-01 Score 87.969 Data time: 0.2067, Forward time: 2.2770, Backward time: 3.0694, DDP time: 0.0047, Total iter time: 4.4402 [2020-11-14 16:46:12,425][root][INFO] - ===> Epoch[61](1575/26): Loss 0.4561, Sem 0.4561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.431e-01 Score 87.055 Data time: 0.2349, Forward time: 2.2773, Backward time: 3.0694, DDP time: 0.0047, Total iter time: 6.0946 [2020-11-14 16:46:19,098][root][INFO] - ===> Epoch[61](1576/26): Loss 0.4400, Sem 0.4400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.430e-01 Score 86.921 Data time: 0.2438, Forward time: 2.2776, Backward time: 3.0696, DDP time: 0.0047, Total iter time: 6.5638 [2020-11-14 16:46:24,218][root][INFO] - ===> Epoch[61](1577/26): Loss 0.3535, Sem 0.3535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.430e-01 Score 89.209 Data time: 0.2653, Forward time: 2.2778, Backward time: 3.0690, DDP time: 0.0047, Total iter time: 5.0242 [2020-11-14 16:46:28,536][root][INFO] - ===> Epoch[61](1578/26): Loss 0.4041, Sem 0.4041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.430e-01 Score 86.890 Data time: 0.1852, Forward time: 2.2777, Backward time: 3.0684, DDP time: 0.0047, Total iter time: 4.2349 [2020-11-14 16:46:35,113][root][INFO] - ===> Epoch[61](1579/26): Loss 0.5422, Sem 0.5422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.429e-01 Score 83.568 Data time: 0.2700, Forward time: 2.2781, Backward time: 3.0684, DDP time: 0.0047, Total iter time: 6.5075 [2020-11-14 16:46:41,902][root][INFO] - ===> Epoch[61](1580/26): Loss 0.4837, Sem 0.4837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.429e-01 Score 85.447 Data time: 0.1756, Forward time: 2.2780, Backward time: 3.0692, DDP time: 0.0047, Total iter time: 6.6980 [2020-11-14 16:46:47,734][root][INFO] - ===> Epoch[61](1581/26): Loss 0.4434, Sem 0.4434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.429e-01 Score 85.911 Data time: 0.2150, Forward time: 2.2781, Backward time: 3.0691, DDP time: 0.0047, Total iter time: 5.7625 [2020-11-14 16:46:52,902][root][INFO] - ===> Epoch[61](1582/26): Loss 0.4597, Sem 0.4597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.428e-01 Score 85.209 Data time: 0.2072, Forward time: 2.2784, Backward time: 3.0686, DDP time: 0.0047, Total iter time: 5.0833 [2020-11-14 16:46:57,758][root][INFO] - ===> Epoch[61](1583/26): Loss 0.4504, Sem 0.4504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.428e-01 Score 86.377 Data time: 0.2271, Forward time: 2.2786, Backward time: 3.0679, DDP time: 0.0047, Total iter time: 4.7513 [2020-11-14 16:47:03,476][root][INFO] - ===> Epoch[61](1584/26): Loss 0.4532, Sem 0.4532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.427e-01 Score 85.742 Data time: 0.1620, Forward time: 2.2783, Backward time: 3.0681, DDP time: 0.0047, Total iter time: 5.6150 [2020-11-14 16:47:09,761][root][INFO] - ===> Epoch[61](1585/26): Loss 0.4528, Sem 0.4528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.427e-01 Score 85.543 Data time: 0.2098, Forward time: 2.2782, Backward time: 3.0685, DDP time: 0.0047, Total iter time: 6.2300 [2020-11-14 16:47:15,579][root][INFO] - ===> Epoch[61](1586/26): Loss 0.5554, Sem 0.5554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.427e-01 Score 82.941 Data time: 0.2596, Forward time: 2.2787, Backward time: 3.0681, DDP time: 0.0047, Total iter time: 5.7397 [2020-11-14 16:47:21,983][root][INFO] - ===> Epoch[62](1587/26): Loss 0.4373, Sem 0.4373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.426e-01 Score 86.936 Data time: 0.2285, Forward time: 2.2789, Backward time: 3.0683, DDP time: 0.0047, Total iter time: 6.2934 [2020-11-14 16:47:28,305][root][INFO] - ===> Epoch[62](1588/26): Loss 0.4139, Sem 0.4139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.426e-01 Score 87.838 Data time: 0.3414, Forward time: 2.2796, Backward time: 3.0680, DDP time: 0.0047, Total iter time: 6.2031 [2020-11-14 16:47:33,704][root][INFO] - ===> Epoch[62](1589/26): Loss 0.4126, Sem 0.4126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.426e-01 Score 87.324 Data time: 0.1388, Forward time: 2.2792, Backward time: 3.0681, DDP time: 0.0047, Total iter time: 5.2972 [2020-11-14 16:47:39,902][root][INFO] - ===> Epoch[62](1590/26): Loss 0.4271, Sem 0.4271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.425e-01 Score 87.163 Data time: 0.2210, Forward time: 2.2795, Backward time: 3.0682, DDP time: 0.0047, Total iter time: 6.1556 [2020-11-14 16:47:46,243][root][INFO] - ===> Epoch[62](1591/26): Loss 0.4042, Sem 0.4042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.425e-01 Score 86.678 Data time: 0.2148, Forward time: 2.2794, Backward time: 3.0686, DDP time: 0.0047, Total iter time: 6.2750 [2020-11-14 16:47:50,907][root][INFO] - ===> Epoch[62](1592/26): Loss 0.4378, Sem 0.4378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.425e-01 Score 87.111 Data time: 0.2165, Forward time: 2.2795, Backward time: 3.0678, DDP time: 0.0047, Total iter time: 4.5644 [2020-11-14 16:47:56,103][root][INFO] - ===> Epoch[62](1593/26): Loss 0.4292, Sem 0.4292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.424e-01 Score 86.837 Data time: 0.2617, Forward time: 2.2797, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 5.1067 [2020-11-14 16:48:01,104][root][INFO] - ===> Epoch[62](1594/26): Loss 0.4362, Sem 0.4362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.424e-01 Score 87.641 Data time: 0.1858, Forward time: 2.2798, Backward time: 3.0667, DDP time: 0.0047, Total iter time: 4.9077 [2020-11-14 16:48:06,472][root][INFO] - ===> Epoch[62](1595/26): Loss 0.4867, Sem 0.4867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.423e-01 Score 85.584 Data time: 0.1880, Forward time: 2.2795, Backward time: 3.0667, DDP time: 0.0047, Total iter time: 5.2931 [2020-11-14 16:48:10,824][root][INFO] - ===> Epoch[62](1596/26): Loss 0.4769, Sem 0.4769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.423e-01 Score 86.345 Data time: 0.1717, Forward time: 2.2793, Backward time: 3.0662, DDP time: 0.0047, Total iter time: 4.2821 [2020-11-14 16:48:16,904][root][INFO] - ===> Epoch[62](1597/26): Loss 0.3948, Sem 0.3948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.423e-01 Score 88.265 Data time: 0.2373, Forward time: 2.2794, Backward time: 3.0663, DDP time: 0.0047, Total iter time: 6.0046 [2020-11-14 16:48:22,386][root][INFO] - ===> Epoch[62](1598/26): Loss 0.4314, Sem 0.4314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.422e-01 Score 86.524 Data time: 0.2242, Forward time: 2.2796, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 5.4010 [2020-11-14 16:48:28,120][root][INFO] - ===> Epoch[62](1599/26): Loss 0.4598, Sem 0.4598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.422e-01 Score 85.641 Data time: 0.2131, Forward time: 2.2796, Backward time: 3.0659, DDP time: 0.0047, Total iter time: 5.6109 [2020-11-14 16:48:34,136][root][INFO] - ===> Epoch[62](1600/26): Loss 0.4293, Sem 0.4293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.422e-01 Score 86.811 Data time: 0.1247, Forward time: 2.2791, Backward time: 3.0666, DDP time: 0.0047, Total iter time: 5.9241 [2020-11-14 16:48:41,007][root][INFO] - ===> Epoch[62](1601/26): Loss 0.4054, Sem 0.4054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.421e-01 Score 88.038 Data time: 0.2057, Forward time: 2.2792, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 6.8434 [2020-11-14 16:48:46,974][root][INFO] - ===> Epoch[62](1602/26): Loss 0.4817, Sem 0.4817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.421e-01 Score 85.546 Data time: 0.2117, Forward time: 2.2791, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.8823 [2020-11-14 16:48:52,849][root][INFO] - ===> Epoch[62](1603/26): Loss 0.4803, Sem 0.4803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.421e-01 Score 85.374 Data time: 0.2824, Forward time: 2.2796, Backward time: 3.0671, DDP time: 0.0047, Total iter time: 5.8001 [2020-11-14 16:48:58,666][root][INFO] - ===> Epoch[62](1604/26): Loss 0.4713, Sem 0.4713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.420e-01 Score 86.040 Data time: 0.2134, Forward time: 2.2796, Backward time: 3.0671, DDP time: 0.0047, Total iter time: 5.7002 [2020-11-14 16:49:03,463][root][INFO] - ===> Epoch[62](1605/26): Loss 0.4573, Sem 0.4573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.420e-01 Score 86.087 Data time: 0.1604, Forward time: 2.2793, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 4.7150 [2020-11-14 16:49:10,119][root][INFO] - ===> Epoch[62](1606/26): Loss 0.4778, Sem 0.4778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.419e-01 Score 85.312 Data time: 0.2764, Forward time: 2.2797, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 6.6071 [2020-11-14 16:49:14,825][root][INFO] - ===> Epoch[62](1607/26): Loss 0.5056, Sem 0.5056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.419e-01 Score 84.407 Data time: 0.1674, Forward time: 2.2796, Backward time: 3.0665, DDP time: 0.0047, Total iter time: 4.5874 [2020-11-14 16:49:20,092][root][INFO] - ===> Epoch[62](1608/26): Loss 0.4361, Sem 0.4361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.419e-01 Score 86.971 Data time: 0.2317, Forward time: 2.2796, Backward time: 3.0662, DDP time: 0.0047, Total iter time: 5.2087 [2020-11-14 16:49:25,338][root][INFO] - ===> Epoch[62](1609/26): Loss 0.4951, Sem 0.4951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.418e-01 Score 84.886 Data time: 0.1755, Forward time: 2.2795, Backward time: 3.0661, DDP time: 0.0047, Total iter time: 5.1545 [2020-11-14 16:49:30,215][root][INFO] - ===> Epoch[62](1610/26): Loss 0.5165, Sem 0.5165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.418e-01 Score 84.480 Data time: 0.2198, Forward time: 2.2797, Backward time: 3.0654, DDP time: 0.0047, Total iter time: 4.7985 [2020-11-14 16:49:35,685][root][INFO] - ===> Epoch[62](1611/26): Loss 0.4620, Sem 0.4620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.418e-01 Score 85.431 Data time: 0.2495, Forward time: 2.2800, Backward time: 3.0650, DDP time: 0.0047, Total iter time: 5.3808 [2020-11-14 16:49:41,059][root][INFO] - ===> Epoch[62](1612/26): Loss 0.4536, Sem 0.4536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.417e-01 Score 86.359 Data time: 0.2307, Forward time: 2.2802, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 5.2687 [2020-11-14 16:49:47,894][root][INFO] - ===> Epoch[63](1613/26): Loss 0.4299, Sem 0.4299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.417e-01 Score 86.246 Data time: 0.1997, Forward time: 2.2801, Backward time: 3.0652, DDP time: 0.0047, Total iter time: 6.7558 [2020-11-14 16:49:54,562][root][INFO] - ===> Epoch[63](1614/26): Loss 0.4995, Sem 0.4995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.417e-01 Score 84.389 Data time: 0.1916, Forward time: 2.2801, Backward time: 3.0658, DDP time: 0.0047, Total iter time: 6.5962 [2020-11-14 16:50:00,257][root][INFO] - ===> Epoch[63](1615/26): Loss 0.4661, Sem 0.4661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.416e-01 Score 85.970 Data time: 0.1843, Forward time: 2.2799, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 5.6028 [2020-11-14 16:50:06,812][root][INFO] - ===> Epoch[63](1616/26): Loss 0.5073, Sem 0.5073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.416e-01 Score 84.585 Data time: 0.2141, Forward time: 2.2798, Backward time: 3.0665, DDP time: 0.0047, Total iter time: 6.4856 [2020-11-14 16:50:12,434][root][INFO] - ===> Epoch[63](1617/26): Loss 0.4280, Sem 0.4280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.415e-01 Score 85.939 Data time: 0.2026, Forward time: 2.2798, Backward time: 3.0665, DDP time: 0.0047, Total iter time: 5.5235 [2020-11-14 16:50:18,023][root][INFO] - ===> Epoch[63](1618/26): Loss 0.4580, Sem 0.4580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.415e-01 Score 85.989 Data time: 0.2247, Forward time: 2.2799, Backward time: 3.0664, DDP time: 0.0047, Total iter time: 5.5020 [2020-11-14 16:50:22,934][root][INFO] - ===> Epoch[63](1619/26): Loss 0.4736, Sem 0.4736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.415e-01 Score 85.578 Data time: 0.2252, Forward time: 2.2801, Backward time: 3.0657, DDP time: 0.0047, Total iter time: 4.8227 [2020-11-14 16:50:28,614][root][INFO] - ===> Epoch[63](1620/26): Loss 0.4305, Sem 0.4305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.414e-01 Score 87.103 Data time: 0.1926, Forward time: 2.2798, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 5.5769 [2020-11-14 16:50:33,842][root][INFO] - ===> Epoch[63](1621/26): Loss 0.4860, Sem 0.4860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.414e-01 Score 85.337 Data time: 0.2364, Forward time: 2.2800, Backward time: 3.0654, DDP time: 0.0047, Total iter time: 5.1521 [2020-11-14 16:50:40,066][root][INFO] - ===> Epoch[63](1622/26): Loss 0.4169, Sem 0.4169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.414e-01 Score 87.391 Data time: 0.3116, Forward time: 2.2806, Backward time: 3.0650, DDP time: 0.0047, Total iter time: 6.1086 [2020-11-14 16:50:44,768][root][INFO] - ===> Epoch[63](1623/26): Loss 0.4866, Sem 0.4866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.413e-01 Score 84.403 Data time: 0.1938, Forward time: 2.2806, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 4.5875 [2020-11-14 16:50:49,890][root][INFO] - ===> Epoch[63](1624/26): Loss 0.4839, Sem 0.4839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.413e-01 Score 85.063 Data time: 0.1859, Forward time: 2.2805, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.0315 [2020-11-14 16:50:55,609][root][INFO] - ===> Epoch[63](1625/26): Loss 0.4426, Sem 0.4426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.413e-01 Score 87.024 Data time: 0.2574, Forward time: 2.2808, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.6443 [2020-11-14 16:51:00,580][root][INFO] - ===> Epoch[63](1626/26): Loss 0.4542, Sem 0.4542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.412e-01 Score 85.990 Data time: 0.1957, Forward time: 2.2807, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.8484 [2020-11-14 16:51:05,882][root][INFO] - ===> Epoch[63](1627/26): Loss 0.4216, Sem 0.4216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.412e-01 Score 87.276 Data time: 0.2446, Forward time: 2.2810, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.2307 [2020-11-14 16:51:10,930][root][INFO] - ===> Epoch[63](1628/26): Loss 0.4878, Sem 0.4878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.411e-01 Score 85.542 Data time: 0.1825, Forward time: 2.2809, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 4.9504 [2020-11-14 16:51:16,091][root][INFO] - ===> Epoch[63](1629/26): Loss 0.4602, Sem 0.4602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.411e-01 Score 86.133 Data time: 0.1673, Forward time: 2.2807, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.0800 [2020-11-14 16:51:21,385][root][INFO] - ===> Epoch[63](1630/26): Loss 0.4325, Sem 0.4325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.411e-01 Score 86.307 Data time: 0.1491, Forward time: 2.2803, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 5.2144 [2020-11-14 16:51:27,276][root][INFO] - ===> Epoch[63](1631/26): Loss 0.4709, Sem 0.4709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.410e-01 Score 85.373 Data time: 0.2203, Forward time: 2.2804, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.8190 [2020-11-14 16:51:33,758][root][INFO] - ===> Epoch[63](1632/26): Loss 0.4398, Sem 0.4398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.410e-01 Score 86.583 Data time: 0.3529, Forward time: 2.2810, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 6.3759 [2020-11-14 16:51:41,607][root][INFO] - ===> Epoch[63](1633/26): Loss 0.4623, Sem 0.4623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.410e-01 Score 86.309 Data time: 0.2233, Forward time: 2.2813, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 7.7404 [2020-11-14 16:51:46,894][root][INFO] - ===> Epoch[63](1634/26): Loss 0.4616, Sem 0.4616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.409e-01 Score 85.235 Data time: 0.2383, Forward time: 2.2815, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.1728 [2020-11-14 16:51:52,447][root][INFO] - ===> Epoch[63](1635/26): Loss 0.4412, Sem 0.4412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.409e-01 Score 85.969 Data time: 0.1961, Forward time: 2.2815, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.4439 [2020-11-14 16:51:57,381][root][INFO] - ===> Epoch[63](1636/26): Loss 0.4478, Sem 0.4478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.409e-01 Score 86.277 Data time: 0.1460, Forward time: 2.2811, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 4.8402 [2020-11-14 16:52:03,573][root][INFO] - ===> Epoch[63](1637/26): Loss 0.4261, Sem 0.4261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.408e-01 Score 87.658 Data time: 0.1441, Forward time: 2.2807, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.1083 [2020-11-14 16:52:08,413][root][INFO] - ===> Epoch[63](1638/26): Loss 0.4662, Sem 0.4662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.408e-01 Score 85.213 Data time: 0.1916, Forward time: 2.2806, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 4.7754 [2020-11-14 16:52:14,356][root][INFO] - ===> Epoch[64](1639/26): Loss 0.5037, Sem 0.5037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.407e-01 Score 84.072 Data time: 0.1426, Forward time: 2.2802, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.8289 [2020-11-14 16:52:20,389][root][INFO] - ===> Epoch[64](1640/26): Loss 0.4338, Sem 0.4338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.407e-01 Score 86.704 Data time: 0.2003, Forward time: 2.2801, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 5.9604 [2020-11-14 16:52:24,906][root][INFO] - ===> Epoch[64](1641/26): Loss 0.4623, Sem 0.4623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.407e-01 Score 85.567 Data time: 0.2168, Forward time: 2.2801, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 4.4148 [2020-11-14 16:52:32,410][root][INFO] - ===> Epoch[64](1642/26): Loss 0.4031, Sem 0.4031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.406e-01 Score 87.282 Data time: 0.2072, Forward time: 2.2801, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 7.4156 [2020-11-14 16:52:38,310][root][INFO] - ===> Epoch[64](1643/26): Loss 0.4822, Sem 0.4822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.406e-01 Score 85.666 Data time: 0.1854, Forward time: 2.2800, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 5.8126 [2020-11-14 16:52:43,986][root][INFO] - ===> Epoch[64](1644/26): Loss 0.4565, Sem 0.4565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.406e-01 Score 86.020 Data time: 0.2622, Forward time: 2.2803, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.6007 [2020-11-14 16:52:49,795][root][INFO] - ===> Epoch[64](1645/26): Loss 0.4767, Sem 0.4767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.405e-01 Score 85.159 Data time: 0.1858, Forward time: 2.2802, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.6995 [2020-11-14 16:52:57,557][root][INFO] - ===> Epoch[64](1646/26): Loss 0.4443, Sem 0.4443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.405e-01 Score 86.242 Data time: 0.2060, Forward time: 2.2801, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 7.6811 [2020-11-14 16:53:04,558][root][INFO] - ===> Epoch[64](1647/26): Loss 0.4346, Sem 0.4346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.405e-01 Score 86.362 Data time: 0.2163, Forward time: 2.2802, Backward time: 3.0663, DDP time: 0.0047, Total iter time: 6.9115 [2020-11-14 16:53:10,034][root][INFO] - ===> Epoch[64](1648/26): Loss 0.5085, Sem 0.5085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.404e-01 Score 85.041 Data time: 0.2427, Forward time: 2.2806, Backward time: 3.0658, DDP time: 0.0047, Total iter time: 5.3765 [2020-11-14 16:53:15,867][root][INFO] - ===> Epoch[64](1649/26): Loss 0.4437, Sem 0.4437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.404e-01 Score 85.755 Data time: 0.1715, Forward time: 2.2803, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 5.7172 [2020-11-14 16:53:21,507][root][INFO] - ===> Epoch[64](1650/26): Loss 0.3795, Sem 0.3795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.404e-01 Score 89.146 Data time: 0.2263, Forward time: 2.2805, Backward time: 3.0659, DDP time: 0.0047, Total iter time: 5.5911 [2020-11-14 16:53:27,366][root][INFO] - ===> Epoch[64](1651/26): Loss 0.4515, Sem 0.4515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.403e-01 Score 86.101 Data time: 0.2068, Forward time: 2.2805, Backward time: 3.0659, DDP time: 0.0047, Total iter time: 5.7579 [2020-11-14 16:53:32,254][root][INFO] - ===> Epoch[64](1652/26): Loss 0.3713, Sem 0.3713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.403e-01 Score 88.458 Data time: 0.1678, Forward time: 2.2803, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 4.7996 [2020-11-14 16:53:38,274][root][INFO] - ===> Epoch[64](1653/26): Loss 0.4734, Sem 0.4734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.402e-01 Score 85.821 Data time: 0.1298, Forward time: 2.2799, Backward time: 3.0663, DDP time: 0.0047, Total iter time: 5.9647 [2020-11-14 16:53:43,603][root][INFO] - ===> Epoch[64](1654/26): Loss 0.4296, Sem 0.4296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.402e-01 Score 86.837 Data time: 0.1565, Forward time: 2.2795, Backward time: 3.0665, DDP time: 0.0047, Total iter time: 5.2908 [2020-11-14 16:53:49,270][root][INFO] - ===> Epoch[64](1655/26): Loss 0.4004, Sem 0.4004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.402e-01 Score 87.334 Data time: 0.1446, Forward time: 2.2792, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 5.6407 [2020-11-14 16:53:55,122][root][INFO] - ===> Epoch[64](1656/26): Loss 0.4110, Sem 0.4110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.401e-01 Score 87.065 Data time: 0.2131, Forward time: 2.2792, Backward time: 3.0669, DDP time: 0.0047, Total iter time: 5.8061 [2020-11-14 16:54:00,274][root][INFO] - ===> Epoch[64](1657/26): Loss 0.4435, Sem 0.4435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.401e-01 Score 86.483 Data time: 0.1611, Forward time: 2.2790, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 5.0691 [2020-11-14 16:54:05,990][root][INFO] - ===> Epoch[64](1658/26): Loss 0.4222, Sem 0.4222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.401e-01 Score 86.043 Data time: 0.2201, Forward time: 2.2790, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 5.6575 [2020-11-14 16:54:11,962][root][INFO] - ===> Epoch[64](1659/26): Loss 0.4289, Sem 0.4289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.400e-01 Score 87.078 Data time: 0.1821, Forward time: 2.2790, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 5.8792 [2020-11-14 16:54:17,833][root][INFO] - ===> Epoch[64](1660/26): Loss 0.4147, Sem 0.4147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.400e-01 Score 87.626 Data time: 0.1513, Forward time: 2.2784, Backward time: 3.0677, DDP time: 0.0047, Total iter time: 5.7950 [2020-11-14 16:54:23,001][root][INFO] - ===> Epoch[64](1661/26): Loss 0.4445, Sem 0.4445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.400e-01 Score 86.761 Data time: 0.1890, Forward time: 2.2782, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 5.1239 [2020-11-14 16:54:29,435][root][INFO] - ===> Epoch[64](1662/26): Loss 0.3935, Sem 0.3935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.399e-01 Score 88.120 Data time: 0.2385, Forward time: 2.2785, Backward time: 3.0677, DDP time: 0.0047, Total iter time: 6.3650 [2020-11-14 16:54:35,187][root][INFO] - ===> Epoch[64](1663/26): Loss 0.4447, Sem 0.4447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.399e-01 Score 86.876 Data time: 0.2087, Forward time: 2.2785, Backward time: 3.0677, DDP time: 0.0047, Total iter time: 5.6689 [2020-11-14 16:54:40,219][root][INFO] - ===> Epoch[64](1664/26): Loss 0.4645, Sem 0.4645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.398e-01 Score 86.157 Data time: 0.2106, Forward time: 2.2786, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 4.9325 [2020-11-14 16:54:44,998][root][INFO] - ===> Epoch[65](1665/26): Loss 0.3761, Sem 0.3761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.398e-01 Score 88.461 Data time: 0.1959, Forward time: 2.2785, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 4.6974 [2020-11-14 16:54:51,571][root][INFO] - ===> Epoch[65](1666/26): Loss 0.4349, Sem 0.4349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.398e-01 Score 86.611 Data time: 0.1804, Forward time: 2.2784, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 6.4863 [2020-11-14 16:54:56,556][root][INFO] - ===> Epoch[65](1667/26): Loss 0.4019, Sem 0.4019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.397e-01 Score 87.534 Data time: 0.1454, Forward time: 2.2780, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 4.9142 [2020-11-14 16:55:01,806][root][INFO] - ===> Epoch[65](1668/26): Loss 0.3709, Sem 0.3709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.397e-01 Score 88.708 Data time: 0.2656, Forward time: 2.2782, Backward time: 3.0669, DDP time: 0.0047, Total iter time: 5.1954 [2020-11-14 16:55:06,549][root][INFO] - ===> Epoch[65](1669/26): Loss 0.4305, Sem 0.4305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.397e-01 Score 86.757 Data time: 0.2308, Forward time: 2.2784, Backward time: 3.0662, DDP time: 0.0047, Total iter time: 4.6451 [2020-11-14 16:55:12,879][root][INFO] - ===> Epoch[65](1670/26): Loss 0.4065, Sem 0.4065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.396e-01 Score 87.490 Data time: 0.1889, Forward time: 2.2783, Backward time: 3.0666, DDP time: 0.0047, Total iter time: 6.2523 [2020-11-14 16:55:17,459][root][INFO] - ===> Epoch[65](1671/26): Loss 0.4420, Sem 0.4420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.396e-01 Score 86.700 Data time: 0.2210, Forward time: 2.2783, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 4.4942 [2020-11-14 16:55:22,538][root][INFO] - ===> Epoch[65](1672/26): Loss 0.4321, Sem 0.4321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.396e-01 Score 86.536 Data time: 0.2149, Forward time: 2.2783, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 4.9847 [2020-11-14 16:55:27,710][root][INFO] - ===> Epoch[65](1673/26): Loss 0.3911, Sem 0.3911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.395e-01 Score 88.129 Data time: 0.2585, Forward time: 2.2785, Backward time: 3.0650, DDP time: 0.0047, Total iter time: 5.0688 [2020-11-14 16:55:34,853][root][INFO] - ===> Epoch[65](1674/26): Loss 0.4612, Sem 0.4612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.395e-01 Score 85.981 Data time: 0.1624, Forward time: 2.2783, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 7.0385 [2020-11-14 16:55:40,489][root][INFO] - ===> Epoch[65](1675/26): Loss 0.4443, Sem 0.4443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.394e-01 Score 86.716 Data time: 0.2038, Forward time: 2.2784, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 5.5659 [2020-11-14 16:55:45,842][root][INFO] - ===> Epoch[65](1676/26): Loss 0.4945, Sem 0.4945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.394e-01 Score 85.214 Data time: 0.2394, Forward time: 2.2786, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 5.2604 [2020-11-14 16:55:51,594][root][INFO] - ===> Epoch[65](1677/26): Loss 0.4491, Sem 0.4491, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.394e-01 Score 87.042 Data time: 0.2223, Forward time: 2.2787, Backward time: 3.0654, DDP time: 0.0047, Total iter time: 5.6506 [2020-11-14 16:55:56,974][root][INFO] - ===> Epoch[65](1678/26): Loss 0.4558, Sem 0.4558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.393e-01 Score 85.545 Data time: 0.1776, Forward time: 2.2785, Backward time: 3.0655, DDP time: 0.0047, Total iter time: 5.2832 [2020-11-14 16:56:04,580][root][INFO] - ===> Epoch[65](1679/26): Loss 0.4383, Sem 0.4383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.393e-01 Score 86.266 Data time: 0.1750, Forward time: 2.2783, Backward time: 3.0667, DDP time: 0.0047, Total iter time: 7.5472 [2020-11-14 16:56:10,218][root][INFO] - ===> Epoch[65](1680/26): Loss 0.4474, Sem 0.4474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.393e-01 Score 86.595 Data time: 0.2360, Forward time: 2.2786, Backward time: 3.0665, DDP time: 0.0047, Total iter time: 5.5598 [2020-11-14 16:56:15,722][root][INFO] - ===> Epoch[65](1681/26): Loss 0.4392, Sem 0.4392, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.392e-01 Score 86.547 Data time: 0.1844, Forward time: 2.2783, Backward time: 3.0665, DDP time: 0.0047, Total iter time: 5.3659 [2020-11-14 16:56:21,362][root][INFO] - ===> Epoch[65](1682/26): Loss 0.4079, Sem 0.4079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.392e-01 Score 87.547 Data time: 0.1580, Forward time: 2.2780, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 5.5762 [2020-11-14 16:56:26,341][root][INFO] - ===> Epoch[65](1683/26): Loss 0.4047, Sem 0.4047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.392e-01 Score 88.122 Data time: 0.1705, Forward time: 2.2778, Backward time: 3.0667, DDP time: 0.0047, Total iter time: 4.9396 [2020-11-14 16:56:31,790][root][INFO] - ===> Epoch[65](1684/26): Loss 0.4530, Sem 0.4530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.391e-01 Score 86.184 Data time: 0.2726, Forward time: 2.2781, Backward time: 3.0662, DDP time: 0.0047, Total iter time: 5.3642 [2020-11-14 16:56:37,101][root][INFO] - ===> Epoch[65](1685/26): Loss 0.4741, Sem 0.4741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.391e-01 Score 86.271 Data time: 0.2079, Forward time: 2.2781, Backward time: 3.0659, DDP time: 0.0047, Total iter time: 5.1987 [2020-11-14 16:56:42,936][root][INFO] - ===> Epoch[65](1686/26): Loss 0.4698, Sem 0.4698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.390e-01 Score 86.072 Data time: 0.3078, Forward time: 2.2785, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 5.7353 [2020-11-14 16:56:49,086][root][INFO] - ===> Epoch[65](1687/26): Loss 0.4171, Sem 0.4171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.390e-01 Score 86.879 Data time: 0.2159, Forward time: 2.2787, Backward time: 3.0657, DDP time: 0.0047, Total iter time: 6.0410 [2020-11-14 16:56:55,123][root][INFO] - ===> Epoch[65](1688/26): Loss 0.3929, Sem 0.3929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.390e-01 Score 87.498 Data time: 0.1645, Forward time: 2.2784, Backward time: 3.0661, DDP time: 0.0047, Total iter time: 5.9396 [2020-11-14 16:57:00,173][root][INFO] - ===> Epoch[65](1689/26): Loss 0.5180, Sem 0.5180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.389e-01 Score 84.622 Data time: 0.1894, Forward time: 2.2784, Backward time: 3.0658, DDP time: 0.0047, Total iter time: 4.9789 [2020-11-14 16:57:05,412][root][INFO] - ===> Epoch[65](1690/26): Loss 0.4229, Sem 0.4229, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.389e-01 Score 87.368 Data time: 0.1893, Forward time: 2.2784, Backward time: 3.0655, DDP time: 0.0047, Total iter time: 5.1574 [2020-11-14 16:57:10,018][root][INFO] - ===> Epoch[66](1691/26): Loss 0.4184, Sem 0.4184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.389e-01 Score 87.257 Data time: 0.2292, Forward time: 2.2784, Backward time: 3.0648, DDP time: 0.0047, Total iter time: 4.5071 [2020-11-14 16:57:14,833][root][INFO] - ===> Epoch[66](1692/26): Loss 0.4223, Sem 0.4223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.388e-01 Score 86.941 Data time: 0.2277, Forward time: 2.2786, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 4.7244 [2020-11-14 16:57:21,360][root][INFO] - ===> Epoch[66](1693/26): Loss 0.4739, Sem 0.4739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.388e-01 Score 86.188 Data time: 0.3580, Forward time: 2.2792, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 6.4269 [2020-11-14 16:57:26,556][root][INFO] - ===> Epoch[66](1694/26): Loss 0.4452, Sem 0.4452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.388e-01 Score 86.758 Data time: 0.2029, Forward time: 2.2792, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.0885 [2020-11-14 16:57:31,992][root][INFO] - ===> Epoch[66](1695/26): Loss 0.3927, Sem 0.3927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.387e-01 Score 87.679 Data time: 0.2532, Forward time: 2.2796, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 5.3456 [2020-11-14 16:57:38,655][root][INFO] - ===> Epoch[66](1696/26): Loss 0.3965, Sem 0.3965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.387e-01 Score 87.879 Data time: 0.1760, Forward time: 2.2794, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 6.5652 [2020-11-14 16:57:43,942][root][INFO] - ===> Epoch[66](1697/26): Loss 0.4651, Sem 0.4651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.386e-01 Score 85.457 Data time: 0.1962, Forward time: 2.2793, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.2104 [2020-11-14 16:57:50,169][root][INFO] - ===> Epoch[66](1698/26): Loss 0.4352, Sem 0.4352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.386e-01 Score 86.971 Data time: 0.2883, Forward time: 2.2798, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 6.1391 [2020-11-14 16:57:56,086][root][INFO] - ===> Epoch[66](1699/26): Loss 0.3882, Sem 0.3882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.386e-01 Score 88.043 Data time: 0.1399, Forward time: 2.2795, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.8061 [2020-11-14 16:58:01,494][root][INFO] - ===> Epoch[66](1700/26): Loss 0.3667, Sem 0.3667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.385e-01 Score 88.553 Data time: 0.1572, Forward time: 2.2792, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.3600 [2020-11-14 16:58:06,138][root][INFO] - ===> Epoch[66](1701/26): Loss 0.4109, Sem 0.4109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.385e-01 Score 86.988 Data time: 0.2251, Forward time: 2.2792, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 4.5801 [2020-11-14 16:58:11,921][root][INFO] - ===> Epoch[66](1702/26): Loss 0.4033, Sem 0.4033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.385e-01 Score 87.282 Data time: 0.1929, Forward time: 2.2791, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.6966 [2020-11-14 16:58:17,353][root][INFO] - ===> Epoch[66](1703/26): Loss 0.4676, Sem 0.4676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.384e-01 Score 84.969 Data time: 0.1506, Forward time: 2.2788, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.3484 [2020-11-14 16:58:23,835][root][INFO] - ===> Epoch[66](1704/26): Loss 0.4226, Sem 0.4226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.384e-01 Score 87.002 Data time: 0.3489, Forward time: 2.2794, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 6.4423 [2020-11-14 16:58:28,859][root][INFO] - ===> Epoch[66](1705/26): Loss 0.4772, Sem 0.4772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.384e-01 Score 85.988 Data time: 0.2252, Forward time: 2.2795, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 4.8968 [2020-11-14 16:58:34,742][root][INFO] - ===> Epoch[66](1706/26): Loss 0.3782, Sem 0.3782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.383e-01 Score 88.494 Data time: 0.2918, Forward time: 2.2799, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.7779 [2020-11-14 16:58:40,064][root][INFO] - ===> Epoch[66](1707/26): Loss 0.4122, Sem 0.4122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.383e-01 Score 87.565 Data time: 0.1830, Forward time: 2.2798, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 5.2153 [2020-11-14 16:58:45,801][root][INFO] - ===> Epoch[66](1708/26): Loss 0.4144, Sem 0.4144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.382e-01 Score 87.652 Data time: 0.2293, Forward time: 2.2800, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.6629 [2020-11-14 16:58:52,443][root][INFO] - ===> Epoch[66](1709/26): Loss 0.4046, Sem 0.4046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.382e-01 Score 87.869 Data time: 0.1643, Forward time: 2.2797, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 6.5425 [2020-11-14 16:58:59,451][root][INFO] - ===> Epoch[66](1710/26): Loss 0.4389, Sem 0.4389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.382e-01 Score 86.914 Data time: 0.2143, Forward time: 2.2796, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 6.9530 [2020-11-14 16:59:05,189][root][INFO] - ===> Epoch[66](1711/26): Loss 0.4195, Sem 0.4195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.381e-01 Score 87.634 Data time: 0.2196, Forward time: 2.2798, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.6674 [2020-11-14 16:59:11,840][root][INFO] - ===> Epoch[66](1712/26): Loss 0.4363, Sem 0.4363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.381e-01 Score 86.866 Data time: 0.1899, Forward time: 2.2796, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 6.5506 [2020-11-14 16:59:17,617][root][INFO] - ===> Epoch[66](1713/26): Loss 0.4074, Sem 0.4074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.381e-01 Score 87.202 Data time: 0.2022, Forward time: 2.2796, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.7075 [2020-11-14 16:59:22,407][root][INFO] - ===> Epoch[66](1714/26): Loss 0.3833, Sem 0.3833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.380e-01 Score 87.925 Data time: 0.2271, Forward time: 2.2795, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 4.6807 [2020-11-14 16:59:26,775][root][INFO] - ===> Epoch[66](1715/26): Loss 0.3853, Sem 0.3853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.380e-01 Score 88.652 Data time: 0.2045, Forward time: 2.2795, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 4.2836 [2020-11-14 16:59:31,592][root][INFO] - ===> Epoch[66](1716/26): Loss 0.4205, Sem 0.4205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.380e-01 Score 87.286 Data time: 0.2252, Forward time: 2.2796, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 4.7307 [2020-11-14 16:59:37,378][root][INFO] - ===> Epoch[67](1717/26): Loss 0.4155, Sem 0.4155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.379e-01 Score 86.580 Data time: 0.2062, Forward time: 2.2796, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.6816 [2020-11-14 16:59:43,173][root][INFO] - ===> Epoch[67](1718/26): Loss 0.4645, Sem 0.4645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.379e-01 Score 85.227 Data time: 0.2789, Forward time: 2.2800, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.7026 [2020-11-14 16:59:48,097][root][INFO] - ===> Epoch[67](1719/26): Loss 0.4441, Sem 0.4441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.378e-01 Score 86.842 Data time: 0.1879, Forward time: 2.2799, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.7994 [2020-11-14 16:59:53,628][root][INFO] - ===> Epoch[67](1720/26): Loss 0.5203, Sem 0.5203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.378e-01 Score 84.111 Data time: 0.1626, Forward time: 2.2796, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.4470 [2020-11-14 16:59:59,956][root][INFO] - ===> Epoch[67](1721/26): Loss 0.4735, Sem 0.4735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.378e-01 Score 85.186 Data time: 0.1742, Forward time: 2.2794, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 6.2531 [2020-11-14 17:00:05,800][root][INFO] - ===> Epoch[67](1722/26): Loss 0.4470, Sem 0.4470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.377e-01 Score 85.867 Data time: 0.1768, Forward time: 2.2791, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 5.7537 [2020-11-14 17:00:12,018][root][INFO] - ===> Epoch[67](1723/26): Loss 0.4447, Sem 0.4447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.377e-01 Score 86.081 Data time: 0.3420, Forward time: 2.2796, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 6.1534 [2020-11-14 17:00:16,614][root][INFO] - ===> Epoch[67](1724/26): Loss 0.4712, Sem 0.4712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.377e-01 Score 86.147 Data time: 0.1997, Forward time: 2.2797, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 4.4682 [2020-11-14 17:00:22,872][root][INFO] - ===> Epoch[67](1725/26): Loss 0.4021, Sem 0.4021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.376e-01 Score 87.114 Data time: 0.1985, Forward time: 2.2795, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 6.1637 [2020-11-14 17:00:29,342][root][INFO] - ===> Epoch[67](1726/26): Loss 0.4529, Sem 0.4529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.376e-01 Score 87.043 Data time: 0.1372, Forward time: 2.2791, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 6.3927 [2020-11-14 17:00:34,527][root][INFO] - ===> Epoch[67](1727/26): Loss 0.4113, Sem 0.4113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.376e-01 Score 87.010 Data time: 0.2860, Forward time: 2.2793, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.1181 [2020-11-14 17:00:40,875][root][INFO] - ===> Epoch[67](1728/26): Loss 0.4006, Sem 0.4006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.375e-01 Score 87.502 Data time: 0.3108, Forward time: 2.2798, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 6.2332 [2020-11-14 17:00:46,582][root][INFO] - ===> Epoch[67](1729/26): Loss 0.4165, Sem 0.4165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.375e-01 Score 87.554 Data time: 0.1596, Forward time: 2.2797, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.5843 [2020-11-14 17:00:52,099][root][INFO] - ===> Epoch[67](1730/26): Loss 0.3711, Sem 0.3711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.374e-01 Score 88.908 Data time: 0.1668, Forward time: 2.2794, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.4209 [2020-11-14 17:00:58,350][root][INFO] - ===> Epoch[67](1731/26): Loss 0.4064, Sem 0.4064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.374e-01 Score 87.563 Data time: 0.2102, Forward time: 2.2794, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 6.1691 [2020-11-14 17:01:03,404][root][INFO] - ===> Epoch[67](1732/26): Loss 0.4093, Sem 0.4093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.374e-01 Score 87.479 Data time: 0.2106, Forward time: 2.2794, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 4.9604 [2020-11-14 17:01:08,449][root][INFO] - ===> Epoch[67](1733/26): Loss 0.4195, Sem 0.4195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.373e-01 Score 86.700 Data time: 0.2309, Forward time: 2.2796, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 4.9650 [2020-11-14 17:01:13,481][root][INFO] - ===> Epoch[67](1734/26): Loss 0.3908, Sem 0.3908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.373e-01 Score 87.536 Data time: 0.2098, Forward time: 2.2796, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.9363 [2020-11-14 17:01:19,301][root][INFO] - ===> Epoch[67](1735/26): Loss 0.4877, Sem 0.4877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.373e-01 Score 85.360 Data time: 0.2154, Forward time: 2.2797, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.7091 [2020-11-14 17:01:24,963][root][INFO] - ===> Epoch[67](1736/26): Loss 0.4279, Sem 0.4279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.372e-01 Score 86.931 Data time: 0.1154, Forward time: 2.2792, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 5.5539 [2020-11-14 17:01:30,134][root][INFO] - ===> Epoch[67](1737/26): Loss 0.3958, Sem 0.3958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.372e-01 Score 87.841 Data time: 0.1945, Forward time: 2.2792, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.1397 [2020-11-14 17:01:35,174][root][INFO] - ===> Epoch[67](1738/26): Loss 0.4278, Sem 0.4278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.372e-01 Score 86.752 Data time: 0.1436, Forward time: 2.2788, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 4.9451 [2020-11-14 17:01:40,961][root][INFO] - ===> Epoch[67](1739/26): Loss 0.4538, Sem 0.4538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.371e-01 Score 86.359 Data time: 0.2030, Forward time: 2.2789, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.7180 [2020-11-14 17:01:47,028][root][INFO] - ===> Epoch[67](1740/26): Loss 0.4318, Sem 0.4318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.371e-01 Score 86.839 Data time: 0.2091, Forward time: 2.2789, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.9539 [2020-11-14 17:01:52,063][root][INFO] - ===> Epoch[67](1741/26): Loss 0.4098, Sem 0.4098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.370e-01 Score 87.985 Data time: 0.1950, Forward time: 2.2788, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 4.9379 [2020-11-14 17:01:57,831][root][INFO] - ===> Epoch[67](1742/26): Loss 0.4779, Sem 0.4779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.370e-01 Score 85.102 Data time: 0.2639, Forward time: 2.2792, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.6595 [2020-11-14 17:02:03,912][root][INFO] - ===> Epoch[68](1743/26): Loss 0.4003, Sem 0.4003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.370e-01 Score 87.673 Data time: 0.1653, Forward time: 2.2791, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.9687 [2020-11-14 17:02:10,050][root][INFO] - ===> Epoch[68](1744/26): Loss 0.4379, Sem 0.4379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.369e-01 Score 86.842 Data time: 0.2090, Forward time: 2.2790, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 6.0341 [2020-11-14 17:02:15,521][root][INFO] - ===> Epoch[68](1745/26): Loss 0.4128, Sem 0.4128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.369e-01 Score 87.627 Data time: 0.2353, Forward time: 2.2793, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.3883 [2020-11-14 17:02:20,809][root][INFO] - ===> Epoch[68](1746/26): Loss 0.4871, Sem 0.4871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.369e-01 Score 85.080 Data time: 0.1796, Forward time: 2.2792, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.1748 [2020-11-14 17:02:25,441][root][INFO] - ===> Epoch[68](1747/26): Loss 0.3505, Sem 0.3505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.368e-01 Score 89.213 Data time: 0.1768, Forward time: 2.2788, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 4.5317 [2020-11-14 17:02:31,770][root][INFO] - ===> Epoch[68](1748/26): Loss 0.3961, Sem 0.3961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.368e-01 Score 87.711 Data time: 0.1812, Forward time: 2.2787, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.2601 [2020-11-14 17:02:37,066][root][INFO] - ===> Epoch[68](1749/26): Loss 0.4250, Sem 0.4250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.368e-01 Score 87.020 Data time: 0.2258, Forward time: 2.2788, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.1935 [2020-11-14 17:02:42,212][root][INFO] - ===> Epoch[68](1750/26): Loss 0.4347, Sem 0.4347, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.367e-01 Score 86.607 Data time: 0.1990, Forward time: 2.2789, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.0544 [2020-11-14 17:02:48,405][root][INFO] - ===> Epoch[68](1751/26): Loss 0.3951, Sem 0.3951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.367e-01 Score 87.529 Data time: 0.1687, Forward time: 2.2787, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.0674 [2020-11-14 17:02:53,657][root][INFO] - ===> Epoch[68](1752/26): Loss 0.3730, Sem 0.3730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.366e-01 Score 88.529 Data time: 0.1822, Forward time: 2.2784, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.1583 [2020-11-14 17:02:58,963][root][INFO] - ===> Epoch[68](1753/26): Loss 0.4300, Sem 0.4300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.366e-01 Score 87.134 Data time: 0.1781, Forward time: 2.2782, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.2373 [2020-11-14 17:03:04,538][root][INFO] - ===> Epoch[68](1754/26): Loss 0.4082, Sem 0.4082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.366e-01 Score 87.718 Data time: 0.2516, Forward time: 2.2785, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.5047 [2020-11-14 17:03:11,126][root][INFO] - ===> Epoch[68](1755/26): Loss 0.3941, Sem 0.3941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.365e-01 Score 87.043 Data time: 0.2675, Forward time: 2.2789, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.4767 [2020-11-14 17:03:16,744][root][INFO] - ===> Epoch[68](1756/26): Loss 0.3732, Sem 0.3732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.365e-01 Score 88.581 Data time: 0.1677, Forward time: 2.2787, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.4846 [2020-11-14 17:03:22,809][root][INFO] - ===> Epoch[68](1757/26): Loss 0.4302, Sem 0.4302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.365e-01 Score 86.331 Data time: 0.1898, Forward time: 2.2787, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.0038 [2020-11-14 17:03:27,881][root][INFO] - ===> Epoch[68](1758/26): Loss 0.4185, Sem 0.4185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.364e-01 Score 87.802 Data time: 0.2188, Forward time: 2.2789, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 4.9839 [2020-11-14 17:03:34,205][root][INFO] - ===> Epoch[68](1759/26): Loss 0.4196, Sem 0.4196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.364e-01 Score 86.447 Data time: 0.2096, Forward time: 2.2789, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 6.2180 [2020-11-14 17:03:39,492][root][INFO] - ===> Epoch[68](1760/26): Loss 0.3589, Sem 0.3589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.364e-01 Score 88.548 Data time: 0.2027, Forward time: 2.2789, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.1942 [2020-11-14 17:03:45,009][root][INFO] - ===> Epoch[68](1761/26): Loss 0.4361, Sem 0.4361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.363e-01 Score 86.272 Data time: 0.2078, Forward time: 2.2790, Backward time: 3.0611, DDP time: 0.0047, Total iter time: 5.4348 [2020-11-14 17:03:51,040][root][INFO] - ===> Epoch[68](1762/26): Loss 0.4297, Sem 0.4297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.363e-01 Score 86.320 Data time: 0.1581, Forward time: 2.2787, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.9466 [2020-11-14 17:03:56,360][root][INFO] - ===> Epoch[68](1763/26): Loss 0.3997, Sem 0.3997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.362e-01 Score 87.509 Data time: 0.2276, Forward time: 2.2789, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 5.2735 [2020-11-14 17:04:04,588][root][INFO] - ===> Epoch[68](1764/26): Loss 0.4429, Sem 0.4429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.362e-01 Score 85.997 Data time: 0.2324, Forward time: 2.2791, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 8.1259 [2020-11-14 17:04:09,857][root][INFO] - ===> Epoch[68](1765/26): Loss 0.3732, Sem 0.3732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.362e-01 Score 88.046 Data time: 0.2697, Forward time: 2.2793, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.1878 [2020-11-14 17:04:15,395][root][INFO] - ===> Epoch[68](1766/26): Loss 0.3781, Sem 0.3781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.361e-01 Score 87.848 Data time: 0.1861, Forward time: 2.2792, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.4242 [2020-11-14 17:04:21,356][root][INFO] - ===> Epoch[68](1767/26): Loss 0.4980, Sem 0.4980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.361e-01 Score 84.973 Data time: 0.2796, Forward time: 2.2797, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.8976 [2020-11-14 17:04:27,519][root][INFO] - ===> Epoch[68](1768/26): Loss 0.3987, Sem 0.3987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.361e-01 Score 87.560 Data time: 0.2558, Forward time: 2.2800, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.0524 [2020-11-14 17:04:33,792][root][INFO] - ===> Epoch[69](1769/26): Loss 0.4077, Sem 0.4077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.360e-01 Score 87.526 Data time: 0.2675, Forward time: 2.2805, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 6.1629 [2020-11-14 17:04:39,461][root][INFO] - ===> Epoch[69](1770/26): Loss 0.3827, Sem 0.3827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.360e-01 Score 87.850 Data time: 0.1743, Forward time: 2.2804, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.5537 [2020-11-14 17:04:46,038][root][INFO] - ===> Epoch[69](1771/26): Loss 0.4322, Sem 0.4322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.360e-01 Score 86.741 Data time: 0.1799, Forward time: 2.2802, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.4986 [2020-11-14 17:04:53,077][root][INFO] - ===> Epoch[69](1772/26): Loss 0.4295, Sem 0.4295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.359e-01 Score 86.495 Data time: 0.1735, Forward time: 2.2801, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 6.9572 [2020-11-14 17:04:58,647][root][INFO] - ===> Epoch[69](1773/26): Loss 0.3480, Sem 0.3480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.359e-01 Score 89.403 Data time: 0.1485, Forward time: 2.2798, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 5.5020 [2020-11-14 17:05:04,213][root][INFO] - ===> Epoch[69](1774/26): Loss 0.4886, Sem 0.4886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.358e-01 Score 85.687 Data time: 0.2020, Forward time: 2.2798, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.5101 [2020-11-14 17:05:09,519][root][INFO] - ===> Epoch[69](1775/26): Loss 0.4603, Sem 0.4603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.358e-01 Score 86.690 Data time: 0.2052, Forward time: 2.2797, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.2214 [2020-11-14 17:05:16,110][root][INFO] - ===> Epoch[69](1776/26): Loss 0.3924, Sem 0.3924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.358e-01 Score 88.105 Data time: 0.3423, Forward time: 2.2803, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 6.4932 [2020-11-14 17:05:21,718][root][INFO] - ===> Epoch[69](1777/26): Loss 0.4170, Sem 0.4170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.357e-01 Score 86.859 Data time: 0.1458, Forward time: 2.2801, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.4905 [2020-11-14 17:05:27,956][root][INFO] - ===> Epoch[69](1778/26): Loss 0.4303, Sem 0.4303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.357e-01 Score 87.161 Data time: 0.2143, Forward time: 2.2799, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 6.1746 [2020-11-14 17:05:33,370][root][INFO] - ===> Epoch[69](1779/26): Loss 0.4893, Sem 0.4893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.357e-01 Score 84.405 Data time: 0.1704, Forward time: 2.2798, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.3662 [2020-11-14 17:05:39,450][root][INFO] - ===> Epoch[69](1780/26): Loss 0.4089, Sem 0.4089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.356e-01 Score 87.598 Data time: 0.2006, Forward time: 2.2797, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.0177 [2020-11-14 17:05:44,074][root][INFO] - ===> Epoch[69](1781/26): Loss 0.4028, Sem 0.4028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.356e-01 Score 87.401 Data time: 0.1964, Forward time: 2.2797, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 4.5442 [2020-11-14 17:05:49,003][root][INFO] - ===> Epoch[69](1782/26): Loss 0.3548, Sem 0.3548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.356e-01 Score 88.792 Data time: 0.1947, Forward time: 2.2797, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 4.8371 [2020-11-14 17:05:54,525][root][INFO] - ===> Epoch[69](1783/26): Loss 0.3741, Sem 0.3741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.355e-01 Score 88.548 Data time: 0.1590, Forward time: 2.2795, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.4501 [2020-11-14 17:05:59,649][root][INFO] - ===> Epoch[69](1784/26): Loss 0.4274, Sem 0.4274, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.355e-01 Score 86.178 Data time: 0.1892, Forward time: 2.2794, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.0482 [2020-11-14 17:06:04,741][root][INFO] - ===> Epoch[69](1785/26): Loss 0.3822, Sem 0.3822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.354e-01 Score 87.943 Data time: 0.1875, Forward time: 2.2793, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.0083 [2020-11-14 17:06:10,073][root][INFO] - ===> Epoch[69](1786/26): Loss 0.4186, Sem 0.4186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.354e-01 Score 86.969 Data time: 0.1977, Forward time: 2.2793, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.2296 [2020-11-14 17:06:15,587][root][INFO] - ===> Epoch[69](1787/26): Loss 0.4010, Sem 0.4010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.354e-01 Score 87.209 Data time: 0.2005, Forward time: 2.2792, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.4182 [2020-11-14 17:06:21,474][root][INFO] - ===> Epoch[69](1788/26): Loss 0.4031, Sem 0.4031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.353e-01 Score 87.300 Data time: 0.2466, Forward time: 2.2795, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.7974 [2020-11-14 17:06:27,302][root][INFO] - ===> Epoch[69](1789/26): Loss 0.4875, Sem 0.4875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.353e-01 Score 85.314 Data time: 0.1926, Forward time: 2.2795, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.7107 [2020-11-14 17:06:32,486][root][INFO] - ===> Epoch[69](1790/26): Loss 0.3929, Sem 0.3929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.353e-01 Score 87.474 Data time: 0.1816, Forward time: 2.2793, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.0876 [2020-11-14 17:06:37,188][root][INFO] - ===> Epoch[69](1791/26): Loss 0.4140, Sem 0.4140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.352e-01 Score 87.289 Data time: 0.1917, Forward time: 2.2792, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 4.6232 [2020-11-14 17:06:42,591][root][INFO] - ===> Epoch[69](1792/26): Loss 0.4824, Sem 0.4824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.352e-01 Score 85.636 Data time: 0.1779, Forward time: 2.2791, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.3139 [2020-11-14 17:06:48,133][root][INFO] - ===> Epoch[69](1793/26): Loss 0.3657, Sem 0.3657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.352e-01 Score 88.493 Data time: 0.1524, Forward time: 2.2788, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.4506 [2020-11-14 17:06:54,238][root][INFO] - ===> Epoch[69](1794/26): Loss 0.3835, Sem 0.3835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.351e-01 Score 88.161 Data time: 0.2266, Forward time: 2.2789, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.0333 [2020-11-14 17:07:00,187][root][INFO] - ===> Epoch[70](1795/26): Loss 0.3903, Sem 0.3903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.351e-01 Score 87.951 Data time: 0.1981, Forward time: 2.2789, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.8470 [2020-11-14 17:07:05,151][root][INFO] - ===> Epoch[70](1796/26): Loss 0.3864, Sem 0.3864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.350e-01 Score 87.803 Data time: 0.1799, Forward time: 2.2788, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 4.8852 [2020-11-14 17:07:10,943][root][INFO] - ===> Epoch[70](1797/26): Loss 0.4035, Sem 0.4035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.350e-01 Score 86.364 Data time: 0.1977, Forward time: 2.2788, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.7139 [2020-11-14 17:07:17,016][root][INFO] - ===> Epoch[70](1798/26): Loss 0.3663, Sem 0.3663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.350e-01 Score 88.590 Data time: 0.1899, Forward time: 2.2787, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.9948 [2020-11-14 17:07:22,941][root][INFO] - ===> Epoch[70](1799/26): Loss 0.3877, Sem 0.3877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.349e-01 Score 87.617 Data time: 0.1916, Forward time: 2.2786, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.8355 [2020-11-14 17:07:28,315][root][INFO] - ===> Epoch[70](1800/26): Loss 0.4282, Sem 0.4282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.349e-01 Score 86.808 Data time: 0.1601, Forward time: 2.2783, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.3039 [2020-11-14 17:07:33,626][root][INFO] - ===> Epoch[70](1801/26): Loss 0.4335, Sem 0.4335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.349e-01 Score 87.023 Data time: 0.1820, Forward time: 2.2781, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.2275 [2020-11-14 17:07:38,343][root][INFO] - ===> Epoch[70](1802/26): Loss 0.4598, Sem 0.4598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.348e-01 Score 86.961 Data time: 0.2095, Forward time: 2.2782, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 4.6405 [2020-11-14 17:07:43,950][root][INFO] - ===> Epoch[70](1803/26): Loss 0.4516, Sem 0.4516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.348e-01 Score 86.912 Data time: 0.1920, Forward time: 2.2780, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.4967 [2020-11-14 17:07:49,582][root][INFO] - ===> Epoch[70](1804/26): Loss 0.3589, Sem 0.3589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.348e-01 Score 88.690 Data time: 0.2259, Forward time: 2.2782, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.5550 [2020-11-14 17:07:55,030][root][INFO] - ===> Epoch[70](1805/26): Loss 0.3755, Sem 0.3755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.347e-01 Score 89.195 Data time: 0.1638, Forward time: 2.2780, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.3462 [2020-11-14 17:08:00,352][root][INFO] - ===> Epoch[70](1806/26): Loss 0.3879, Sem 0.3879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.347e-01 Score 87.686 Data time: 0.1727, Forward time: 2.2779, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.2556 [2020-11-14 17:08:05,059][root][INFO] - ===> Epoch[70](1807/26): Loss 0.3827, Sem 0.3827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.346e-01 Score 88.088 Data time: 0.1749, Forward time: 2.2777, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 4.6183 [2020-11-14 17:08:10,766][root][INFO] - ===> Epoch[70](1808/26): Loss 0.3800, Sem 0.3800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.346e-01 Score 88.281 Data time: 0.1798, Forward time: 2.2776, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 5.6157 [2020-11-14 17:08:16,810][root][INFO] - ===> Epoch[70](1809/26): Loss 0.3877, Sem 0.3877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.346e-01 Score 88.175 Data time: 0.1856, Forward time: 2.2775, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.9496 [2020-11-14 17:08:22,609][root][INFO] - ===> Epoch[70](1810/26): Loss 0.4341, Sem 0.4341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.345e-01 Score 86.806 Data time: 0.2494, Forward time: 2.2778, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.6855 [2020-11-14 17:08:28,502][root][INFO] - ===> Epoch[70](1811/26): Loss 0.4465, Sem 0.4465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.345e-01 Score 85.485 Data time: 0.2013, Forward time: 2.2778, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.7830 [2020-11-14 17:08:35,269][root][INFO] - ===> Epoch[70](1812/26): Loss 0.3919, Sem 0.3919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.345e-01 Score 87.442 Data time: 0.1996, Forward time: 2.2779, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.6559 [2020-11-14 17:08:41,386][root][INFO] - ===> Epoch[70](1813/26): Loss 0.3985, Sem 0.3985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.344e-01 Score 86.847 Data time: 0.1811, Forward time: 2.2777, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 6.0141 [2020-11-14 17:08:48,403][root][INFO] - ===> Epoch[70](1814/26): Loss 0.4062, Sem 0.4062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.344e-01 Score 87.629 Data time: 0.1757, Forward time: 2.2776, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 6.9329 [2020-11-14 17:08:54,649][root][INFO] - ===> Epoch[70](1815/26): Loss 0.3702, Sem 0.3702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.344e-01 Score 88.788 Data time: 0.2205, Forward time: 2.2776, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 6.1825 [2020-11-14 17:09:00,899][root][INFO] - ===> Epoch[70](1816/26): Loss 0.3334, Sem 0.3334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.343e-01 Score 89.902 Data time: 0.3547, Forward time: 2.2781, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 6.1481 [2020-11-14 17:09:06,281][root][INFO] - ===> Epoch[70](1817/26): Loss 0.3598, Sem 0.3598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.343e-01 Score 88.925 Data time: 0.2337, Forward time: 2.2781, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.2765 [2020-11-14 17:09:12,446][root][INFO] - ===> Epoch[70](1818/26): Loss 0.4049, Sem 0.4049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.342e-01 Score 87.387 Data time: 0.2189, Forward time: 2.2782, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 6.0694 [2020-11-14 17:09:18,544][root][INFO] - ===> Epoch[70](1819/26): Loss 0.4160, Sem 0.4160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.342e-01 Score 87.104 Data time: 0.2030, Forward time: 2.2782, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.9980 [2020-11-14 17:09:23,830][root][INFO] - ===> Epoch[70](1820/26): Loss 0.3647, Sem 0.3647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.342e-01 Score 88.533 Data time: 0.1856, Forward time: 2.2782, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.1841 [2020-11-14 17:09:28,813][root][INFO] - ===> Epoch[71](1821/26): Loss 0.3506, Sem 0.3506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.341e-01 Score 89.102 Data time: 0.1901, Forward time: 2.2778, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 4.9126 [2020-11-14 17:09:34,918][root][INFO] - ===> Epoch[71](1822/26): Loss 0.4014, Sem 0.4014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.341e-01 Score 87.484 Data time: 0.1910, Forward time: 2.2778, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 6.0548 [2020-11-14 17:09:40,520][root][INFO] - ===> Epoch[71](1823/26): Loss 0.4099, Sem 0.4099, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.341e-01 Score 87.109 Data time: 0.1950, Forward time: 2.2777, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.5078 [2020-11-14 17:09:47,931][root][INFO] - ===> Epoch[71](1824/26): Loss 0.3976, Sem 0.3976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.340e-01 Score 87.977 Data time: 0.2834, Forward time: 2.2779, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 7.3262 [2020-11-14 17:09:54,074][root][INFO] - ===> Epoch[71](1825/26): Loss 0.3787, Sem 0.3787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.340e-01 Score 88.572 Data time: 0.2821, Forward time: 2.2785, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.0477 [2020-11-14 17:09:59,405][root][INFO] - ===> Epoch[71](1826/26): Loss 0.4101, Sem 0.4101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.340e-01 Score 87.058 Data time: 0.2418, Forward time: 2.2787, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.2219 [2020-11-14 17:10:04,850][root][INFO] - ===> Epoch[71](1827/26): Loss 0.4124, Sem 0.4124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.339e-01 Score 87.223 Data time: 0.2398, Forward time: 2.2789, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 5.3474 [2020-11-14 17:10:10,591][root][INFO] - ===> Epoch[71](1828/26): Loss 0.3850, Sem 0.3850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.339e-01 Score 88.013 Data time: 0.2151, Forward time: 2.2791, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.6710 [2020-11-14 17:10:15,669][root][INFO] - ===> Epoch[71](1829/26): Loss 0.4543, Sem 0.4543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.338e-01 Score 86.118 Data time: 0.1782, Forward time: 2.2789, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 4.9813 [2020-11-14 17:10:22,493][root][INFO] - ===> Epoch[71](1830/26): Loss 0.3455, Sem 0.3455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.338e-01 Score 89.477 Data time: 0.2028, Forward time: 2.2789, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 6.7698 [2020-11-14 17:10:27,365][root][INFO] - ===> Epoch[71](1831/26): Loss 0.4536, Sem 0.4536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.338e-01 Score 86.281 Data time: 0.1511, Forward time: 2.2787, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 4.7830 [2020-11-14 17:10:32,282][root][INFO] - ===> Epoch[71](1832/26): Loss 0.4128, Sem 0.4128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.337e-01 Score 88.325 Data time: 0.2156, Forward time: 2.2787, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 4.8554 [2020-11-14 17:10:38,554][root][INFO] - ===> Epoch[71](1833/26): Loss 0.3962, Sem 0.3962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.337e-01 Score 87.575 Data time: 0.1968, Forward time: 2.2787, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 6.1660 [2020-11-14 17:10:44,861][root][INFO] - ===> Epoch[71](1834/26): Loss 0.4262, Sem 0.4262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.337e-01 Score 86.718 Data time: 0.1849, Forward time: 2.2786, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 6.2259 [2020-11-14 17:10:50,860][root][INFO] - ===> Epoch[71](1835/26): Loss 0.4450, Sem 0.4450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.336e-01 Score 85.773 Data time: 0.2209, Forward time: 2.2788, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 5.9199 [2020-11-14 17:10:55,259][root][INFO] - ===> Epoch[71](1836/26): Loss 0.3875, Sem 0.3875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.336e-01 Score 87.773 Data time: 0.2013, Forward time: 2.2787, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 4.2997 [2020-11-14 17:11:00,957][root][INFO] - ===> Epoch[71](1837/26): Loss 0.3880, Sem 0.3880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.336e-01 Score 87.758 Data time: 0.1922, Forward time: 2.2786, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.6011 [2020-11-14 17:11:07,179][root][INFO] - ===> Epoch[71](1838/26): Loss 0.3787, Sem 0.3787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.335e-01 Score 88.101 Data time: 0.3472, Forward time: 2.2791, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 6.1466 [2020-11-14 17:11:12,714][root][INFO] - ===> Epoch[71](1839/26): Loss 0.4324, Sem 0.4324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.335e-01 Score 87.069 Data time: 0.1607, Forward time: 2.2789, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.4132 [2020-11-14 17:11:19,372][root][INFO] - ===> Epoch[71](1840/26): Loss 0.3541, Sem 0.3541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.334e-01 Score 88.970 Data time: 0.2048, Forward time: 2.2791, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 6.5858 [2020-11-14 17:11:25,305][root][INFO] - ===> Epoch[71](1841/26): Loss 0.4051, Sem 0.4051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.334e-01 Score 86.786 Data time: 0.1856, Forward time: 2.2790, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.8141 [2020-11-14 17:11:31,453][root][INFO] - ===> Epoch[71](1842/26): Loss 0.4188, Sem 0.4188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.334e-01 Score 87.542 Data time: 0.2349, Forward time: 2.2792, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 6.0194 [2020-11-14 17:11:36,916][root][INFO] - ===> Epoch[71](1843/26): Loss 0.4153, Sem 0.4153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.333e-01 Score 87.211 Data time: 0.1926, Forward time: 2.2792, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.3622 [2020-11-14 17:11:43,264][root][INFO] - ===> Epoch[71](1844/26): Loss 0.3985, Sem 0.3985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.333e-01 Score 87.071 Data time: 0.2300, Forward time: 2.2793, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 6.2536 [2020-11-14 17:11:48,506][root][INFO] - ===> Epoch[71](1845/26): Loss 0.3423, Sem 0.3423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.333e-01 Score 88.915 Data time: 0.2060, Forward time: 2.2795, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.1441 [2020-11-14 17:11:55,305][root][INFO] - ===> Epoch[71](1846/26): Loss 0.3965, Sem 0.3965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.332e-01 Score 86.999 Data time: 0.1759, Forward time: 2.2793, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 6.6776 [2020-11-14 17:12:01,844][root][INFO] - ===> Epoch[72](1847/26): Loss 0.3802, Sem 0.3802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.332e-01 Score 87.975 Data time: 0.2245, Forward time: 2.2795, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.4661 [2020-11-14 17:12:08,094][root][INFO] - ===> Epoch[72](1848/26): Loss 0.3605, Sem 0.3605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.332e-01 Score 88.146 Data time: 0.1813, Forward time: 2.2794, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 6.1441 [2020-11-14 17:12:13,119][root][INFO] - ===> Epoch[72](1849/26): Loss 0.3929, Sem 0.3929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.331e-01 Score 87.621 Data time: 0.1940, Forward time: 2.2794, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 4.9485 [2020-11-14 17:12:18,936][root][INFO] - ===> Epoch[72](1850/26): Loss 0.4071, Sem 0.4071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.331e-01 Score 87.856 Data time: 0.2019, Forward time: 2.2794, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.7193 [2020-11-14 17:12:23,821][root][INFO] - ===> Epoch[72](1851/26): Loss 0.4300, Sem 0.4300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.330e-01 Score 87.175 Data time: 0.1494, Forward time: 2.2791, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.7928 [2020-11-14 17:12:27,887][root][INFO] - ===> Epoch[72](1852/26): Loss 0.4674, Sem 0.4674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.330e-01 Score 85.516 Data time: 0.1846, Forward time: 2.2789, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 4.0090 [2020-11-14 17:12:34,061][root][INFO] - ===> Epoch[72](1853/26): Loss 0.3764, Sem 0.3764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.330e-01 Score 87.942 Data time: 0.2658, Forward time: 2.2792, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 6.0995 [2020-11-14 17:12:40,850][root][INFO] - ===> Epoch[72](1854/26): Loss 0.4490, Sem 0.4490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.329e-01 Score 86.174 Data time: 0.2537, Forward time: 2.2796, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 6.6637 [2020-11-14 17:12:46,255][root][INFO] - ===> Epoch[72](1855/26): Loss 0.3984, Sem 0.3984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.329e-01 Score 87.660 Data time: 0.1788, Forward time: 2.2794, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.3020 [2020-11-14 17:12:51,284][root][INFO] - ===> Epoch[72](1856/26): Loss 0.4226, Sem 0.4226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.329e-01 Score 86.576 Data time: 0.1879, Forward time: 2.2793, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 4.9689 [2020-11-14 17:12:57,234][root][INFO] - ===> Epoch[72](1857/26): Loss 0.3970, Sem 0.3970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.328e-01 Score 87.409 Data time: 0.1509, Forward time: 2.2790, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.8659 [2020-11-14 17:13:02,804][root][INFO] - ===> Epoch[72](1858/26): Loss 0.4716, Sem 0.4716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.328e-01 Score 86.294 Data time: 0.2747, Forward time: 2.2792, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.5127 [2020-11-14 17:13:07,605][root][INFO] - ===> Epoch[72](1859/26): Loss 0.4169, Sem 0.4169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.328e-01 Score 87.525 Data time: 0.1599, Forward time: 2.2790, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 4.7016 [2020-11-14 17:13:13,763][root][INFO] - ===> Epoch[72](1860/26): Loss 0.4708, Sem 0.4708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.327e-01 Score 85.890 Data time: 0.1924, Forward time: 2.2789, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 6.0752 [2020-11-14 17:13:19,334][root][INFO] - ===> Epoch[72](1861/26): Loss 0.4180, Sem 0.4180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.327e-01 Score 87.239 Data time: 0.2517, Forward time: 2.2789, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.4845 [2020-11-14 17:13:24,986][root][INFO] - ===> Epoch[72](1862/26): Loss 0.3951, Sem 0.3951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.326e-01 Score 87.777 Data time: 0.1971, Forward time: 2.2789, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.5567 [2020-11-14 17:13:30,653][root][INFO] - ===> Epoch[72](1863/26): Loss 0.3964, Sem 0.3964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.326e-01 Score 87.371 Data time: 0.2227, Forward time: 2.2789, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.5876 [2020-11-14 17:13:36,190][root][INFO] - ===> Epoch[72](1864/26): Loss 0.3540, Sem 0.3540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.326e-01 Score 88.842 Data time: 0.2185, Forward time: 2.2790, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.4450 [2020-11-14 17:13:41,738][root][INFO] - ===> Epoch[72](1865/26): Loss 0.4844, Sem 0.4844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.325e-01 Score 85.275 Data time: 0.2474, Forward time: 2.2793, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.4549 [2020-11-14 17:13:47,636][root][INFO] - ===> Epoch[72](1866/26): Loss 0.3381, Sem 0.3381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.325e-01 Score 89.572 Data time: 0.2508, Forward time: 2.2797, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.7868 [2020-11-14 17:13:53,354][root][INFO] - ===> Epoch[72](1867/26): Loss 0.4513, Sem 0.4513, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.325e-01 Score 85.530 Data time: 0.1898, Forward time: 2.2796, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.6044 [2020-11-14 17:13:58,808][root][INFO] - ===> Epoch[72](1868/26): Loss 0.4017, Sem 0.4017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.324e-01 Score 86.794 Data time: 0.2401, Forward time: 2.2799, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.3781 [2020-11-14 17:14:03,458][root][INFO] - ===> Epoch[72](1869/26): Loss 0.4152, Sem 0.4152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.324e-01 Score 87.021 Data time: 0.1961, Forward time: 2.2799, Backward time: 3.0610, DDP time: 0.0047, Total iter time: 4.5125 [2020-11-14 17:14:08,771][root][INFO] - ===> Epoch[72](1870/26): Loss 0.3945, Sem 0.3945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.324e-01 Score 88.027 Data time: 0.2145, Forward time: 2.2800, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.2233 [2020-11-14 17:14:13,654][root][INFO] - ===> Epoch[72](1871/26): Loss 0.3944, Sem 0.3944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.323e-01 Score 88.011 Data time: 0.2001, Forward time: 2.2799, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 4.7800 [2020-11-14 17:14:21,462][root][INFO] - ===> Epoch[72](1872/26): Loss 0.3827, Sem 0.3827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.323e-01 Score 88.134 Data time: 0.2475, Forward time: 2.2801, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 7.7218 [2020-11-14 17:14:26,173][root][INFO] - ===> Epoch[73](1873/26): Loss 0.3642, Sem 0.3642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.322e-01 Score 88.227 Data time: 0.1589, Forward time: 2.2798, Backward time: 3.0611, DDP time: 0.0047, Total iter time: 4.5995 [2020-11-14 17:14:32,152][root][INFO] - ===> Epoch[73](1874/26): Loss 0.3992, Sem 0.3992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.322e-01 Score 87.467 Data time: 0.2813, Forward time: 2.2802, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 5.9151 [2020-11-14 17:14:37,520][root][INFO] - ===> Epoch[73](1875/26): Loss 0.3732, Sem 0.3732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.322e-01 Score 88.079 Data time: 0.2744, Forward time: 2.2804, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 5.2581 [2020-11-14 17:14:43,639][root][INFO] - ===> Epoch[73](1876/26): Loss 0.4024, Sem 0.4024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.321e-01 Score 87.309 Data time: 0.1570, Forward time: 2.2802, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 6.0076 [2020-11-14 17:14:48,947][root][INFO] - ===> Epoch[73](1877/26): Loss 0.3132, Sem 0.3132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.321e-01 Score 89.980 Data time: 0.1669, Forward time: 2.2800, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 5.2286 [2020-11-14 17:14:53,920][root][INFO] - ===> Epoch[73](1878/26): Loss 0.4798, Sem 0.4798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.321e-01 Score 85.191 Data time: 0.1824, Forward time: 2.2798, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 4.8955 [2020-11-14 17:14:58,739][root][INFO] - ===> Epoch[73](1879/26): Loss 0.3978, Sem 0.3978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.320e-01 Score 87.810 Data time: 0.2248, Forward time: 2.2799, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 4.7337 [2020-11-14 17:15:03,360][root][INFO] - ===> Epoch[73](1880/26): Loss 0.3899, Sem 0.3899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.320e-01 Score 87.972 Data time: 0.1965, Forward time: 2.2799, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 4.5206 [2020-11-14 17:15:08,662][root][INFO] - ===> Epoch[73](1881/26): Loss 0.4454, Sem 0.4454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.320e-01 Score 86.892 Data time: 0.1946, Forward time: 2.2797, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 5.2039 [2020-11-14 17:15:14,401][root][INFO] - ===> Epoch[73](1882/26): Loss 0.3768, Sem 0.3768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.319e-01 Score 87.985 Data time: 0.1355, Forward time: 2.2793, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.6544 [2020-11-14 17:15:21,736][root][INFO] - ===> Epoch[73](1883/26): Loss 0.3961, Sem 0.3961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.319e-01 Score 87.740 Data time: 0.2456, Forward time: 2.2795, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 7.2680 [2020-11-14 17:15:27,361][root][INFO] - ===> Epoch[73](1884/26): Loss 0.3642, Sem 0.3642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.318e-01 Score 88.714 Data time: 0.2274, Forward time: 2.2796, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 5.5141 [2020-11-14 17:15:33,150][root][INFO] - ===> Epoch[73](1885/26): Loss 0.4346, Sem 0.4346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.318e-01 Score 87.285 Data time: 0.2380, Forward time: 2.2797, Backward time: 3.0603, DDP time: 0.0047, Total iter time: 5.7054 [2020-11-14 17:15:39,365][root][INFO] - ===> Epoch[73](1886/26): Loss 0.4207, Sem 0.4207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.318e-01 Score 86.788 Data time: 0.2171, Forward time: 2.2799, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 6.1112 [2020-11-14 17:15:44,501][root][INFO] - ===> Epoch[73](1887/26): Loss 0.3723, Sem 0.3723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.317e-01 Score 87.796 Data time: 0.1875, Forward time: 2.2798, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 5.0192 [2020-11-14 17:15:50,645][root][INFO] - ===> Epoch[73](1888/26): Loss 0.3754, Sem 0.3754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.317e-01 Score 88.410 Data time: 0.2151, Forward time: 2.2800, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 6.0788 [2020-11-14 17:15:55,634][root][INFO] - ===> Epoch[73](1889/26): Loss 0.3839, Sem 0.3839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.317e-01 Score 88.363 Data time: 0.1672, Forward time: 2.2798, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 4.8733 [2020-11-14 17:16:02,613][root][INFO] - ===> Epoch[73](1890/26): Loss 0.4010, Sem 0.4010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.316e-01 Score 87.928 Data time: 0.2313, Forward time: 2.2800, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 6.9053 [2020-11-14 17:16:09,623][root][INFO] - ===> Epoch[73](1891/26): Loss 0.3750, Sem 0.3750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.316e-01 Score 88.558 Data time: 0.2747, Forward time: 2.2804, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 6.8774 [2020-11-14 17:16:17,417][root][INFO] - ===> Epoch[73](1892/26): Loss 0.3715, Sem 0.3715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.316e-01 Score 88.853 Data time: 0.1902, Forward time: 2.2803, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 7.6788 [2020-11-14 17:16:23,448][root][INFO] - ===> Epoch[73](1893/26): Loss 0.3656, Sem 0.3656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.315e-01 Score 88.436 Data time: 0.2710, Forward time: 2.2808, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.9437 [2020-11-14 17:16:29,886][root][INFO] - ===> Epoch[73](1894/26): Loss 0.3799, Sem 0.3799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.315e-01 Score 88.266 Data time: 0.1523, Forward time: 2.2806, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.3469 [2020-11-14 17:16:35,813][root][INFO] - ===> Epoch[73](1895/26): Loss 0.3872, Sem 0.3872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.314e-01 Score 88.220 Data time: 0.2522, Forward time: 2.2807, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.8358 [2020-11-14 17:16:41,983][root][INFO] - ===> Epoch[73](1896/26): Loss 0.4022, Sem 0.4022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.314e-01 Score 87.684 Data time: 0.1856, Forward time: 2.2806, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 6.0810 [2020-11-14 17:16:47,117][root][INFO] - ===> Epoch[73](1897/26): Loss 0.3767, Sem 0.3767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.314e-01 Score 88.183 Data time: 0.2192, Forward time: 2.2806, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.0397 [2020-11-14 17:16:53,687][root][INFO] - ===> Epoch[73](1898/26): Loss 0.3929, Sem 0.3929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.313e-01 Score 87.548 Data time: 0.2217, Forward time: 2.2805, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 6.4768 [2020-11-14 17:17:00,654][root][INFO] - ===> Epoch[74](1899/26): Loss 0.4299, Sem 0.4299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.313e-01 Score 86.907 Data time: 0.2397, Forward time: 2.2807, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 6.8344 [2020-11-14 17:17:05,720][root][INFO] - ===> Epoch[74](1900/26): Loss 0.3698, Sem 0.3698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.313e-01 Score 88.397 Data time: 0.2198, Forward time: 2.2809, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 4.9493 [2020-11-14 17:17:10,692][root][INFO] - ===> Epoch[74](1901/26): Loss 0.4491, Sem 0.4491, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.312e-01 Score 86.742 Data time: 0.2128, Forward time: 2.2809, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 4.8772 [2020-11-14 17:17:17,314][root][INFO] - ===> Epoch[74](1902/26): Loss 0.3999, Sem 0.3999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.312e-01 Score 87.974 Data time: 0.1838, Forward time: 2.2808, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 6.5348 [2020-11-14 17:17:23,074][root][INFO] - ===> Epoch[74](1903/26): Loss 0.3801, Sem 0.3801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.312e-01 Score 88.284 Data time: 0.2176, Forward time: 2.2809, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.6770 [2020-11-14 17:17:29,319][root][INFO] - ===> Epoch[74](1904/26): Loss 0.3795, Sem 0.3795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.311e-01 Score 88.352 Data time: 0.1799, Forward time: 2.2809, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 6.1489 [2020-11-14 17:17:34,345][root][INFO] - ===> Epoch[74](1905/26): Loss 0.4189, Sem 0.4189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.311e-01 Score 87.808 Data time: 0.1301, Forward time: 2.2805, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 4.9465 [2020-11-14 17:17:39,647][root][INFO] - ===> Epoch[74](1906/26): Loss 0.3837, Sem 0.3837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.310e-01 Score 87.226 Data time: 0.2442, Forward time: 2.2808, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 5.2675 [2020-11-14 17:17:46,631][root][INFO] - ===> Epoch[74](1907/26): Loss 0.4004, Sem 0.4004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.310e-01 Score 87.253 Data time: 0.3609, Forward time: 2.2815, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 6.9029 [2020-11-14 17:17:52,328][root][INFO] - ===> Epoch[74](1908/26): Loss 0.4763, Sem 0.4763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.310e-01 Score 85.265 Data time: 0.1517, Forward time: 2.2812, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.5753 [2020-11-14 17:17:57,786][root][INFO] - ===> Epoch[74](1909/26): Loss 0.3706, Sem 0.3706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.309e-01 Score 88.252 Data time: 0.2208, Forward time: 2.2813, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 5.3627 [2020-11-14 17:18:03,738][root][INFO] - ===> Epoch[74](1910/26): Loss 0.4148, Sem 0.4148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.309e-01 Score 87.516 Data time: 0.2007, Forward time: 2.2813, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 5.8559 [2020-11-14 17:18:08,675][root][INFO] - ===> Epoch[74](1911/26): Loss 0.4503, Sem 0.4503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.309e-01 Score 85.560 Data time: 0.1538, Forward time: 2.2811, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 4.8588 [2020-11-14 17:18:13,545][root][INFO] - ===> Epoch[74](1912/26): Loss 0.4648, Sem 0.4648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.308e-01 Score 86.111 Data time: 0.2116, Forward time: 2.2810, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 4.8157 [2020-11-14 17:18:18,178][root][INFO] - ===> Epoch[74](1913/26): Loss 0.3929, Sem 0.3929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.308e-01 Score 87.532 Data time: 0.1931, Forward time: 2.2809, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 4.5569 [2020-11-14 17:18:23,689][root][INFO] - ===> Epoch[74](1914/26): Loss 0.4060, Sem 0.4060, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.308e-01 Score 87.631 Data time: 0.1582, Forward time: 2.2808, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.4293 [2020-11-14 17:18:28,948][root][INFO] - ===> Epoch[74](1915/26): Loss 0.3649, Sem 0.3649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.307e-01 Score 88.832 Data time: 0.1645, Forward time: 2.2806, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.1720 [2020-11-14 17:18:35,226][root][INFO] - ===> Epoch[74](1916/26): Loss 0.3839, Sem 0.3839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.307e-01 Score 87.981 Data time: 0.2298, Forward time: 2.2808, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.2092 [2020-11-14 17:18:41,345][root][INFO] - ===> Epoch[74](1917/26): Loss 0.4384, Sem 0.4384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.306e-01 Score 86.971 Data time: 0.1853, Forward time: 2.2808, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.0192 [2020-11-14 17:18:45,713][root][INFO] - ===> Epoch[74](1918/26): Loss 0.3775, Sem 0.3775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.306e-01 Score 87.805 Data time: 0.1719, Forward time: 2.2806, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 4.2855 [2020-11-14 17:18:51,134][root][INFO] - ===> Epoch[74](1919/26): Loss 0.3379, Sem 0.3379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.306e-01 Score 90.142 Data time: 0.2144, Forward time: 2.2806, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.3559 [2020-11-14 17:18:56,813][root][INFO] - ===> Epoch[74](1920/26): Loss 0.4303, Sem 0.4303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.305e-01 Score 86.002 Data time: 0.1671, Forward time: 2.2805, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.5947 [2020-11-14 17:19:03,381][root][INFO] - ===> Epoch[74](1921/26): Loss 0.3711, Sem 0.3711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.305e-01 Score 88.959 Data time: 0.2568, Forward time: 2.2808, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.4777 [2020-11-14 17:19:09,704][root][INFO] - ===> Epoch[74](1922/26): Loss 0.3544, Sem 0.3544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.305e-01 Score 88.907 Data time: 0.2226, Forward time: 2.2810, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.1943 [2020-11-14 17:19:14,806][root][INFO] - ===> Epoch[74](1923/26): Loss 0.4058, Sem 0.4058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.304e-01 Score 86.875 Data time: 0.1624, Forward time: 2.2808, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 4.9954 [2020-11-14 17:19:20,413][root][INFO] - ===> Epoch[74](1924/26): Loss 0.4182, Sem 0.4182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.304e-01 Score 87.304 Data time: 0.1546, Forward time: 2.2806, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.5581 [2020-11-14 17:19:26,042][root][INFO] - ===> Epoch[75](1925/26): Loss 0.4411, Sem 0.4411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.304e-01 Score 85.497 Data time: 0.2016, Forward time: 2.2806, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.5746 [2020-11-14 17:19:30,774][root][INFO] - ===> Epoch[75](1926/26): Loss 0.4055, Sem 0.4055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.303e-01 Score 87.026 Data time: 0.2154, Forward time: 2.2807, Backward time: 3.0611, DDP time: 0.0047, Total iter time: 4.6526 [2020-11-14 17:19:35,384][root][INFO] - ===> Epoch[75](1927/26): Loss 0.4061, Sem 0.4061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.303e-01 Score 87.652 Data time: 0.2030, Forward time: 2.2807, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 4.5132 [2020-11-14 17:19:40,435][root][INFO] - ===> Epoch[75](1928/26): Loss 0.4516, Sem 0.4516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.302e-01 Score 85.554 Data time: 0.2027, Forward time: 2.2806, Backward time: 3.0603, DDP time: 0.0047, Total iter time: 4.9687 [2020-11-14 17:19:46,422][root][INFO] - ===> Epoch[75](1929/26): Loss 0.4012, Sem 0.4012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.302e-01 Score 87.253 Data time: 0.2782, Forward time: 2.2810, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 5.9011 [2020-11-14 17:19:51,606][root][INFO] - ===> Epoch[75](1930/26): Loss 0.4160, Sem 0.4160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.302e-01 Score 87.130 Data time: 0.1947, Forward time: 2.2810, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 5.0786 [2020-11-14 17:19:58,072][root][INFO] - ===> Epoch[75](1931/26): Loss 0.3772, Sem 0.3772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.301e-01 Score 88.348 Data time: 0.2943, Forward time: 2.2813, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 6.3672 [2020-11-14 17:20:03,906][root][INFO] - ===> Epoch[75](1932/26): Loss 0.4176, Sem 0.4176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.301e-01 Score 87.336 Data time: 0.2645, Forward time: 2.2817, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 5.7103 [2020-11-14 17:20:08,295][root][INFO] - ===> Epoch[75](1933/26): Loss 0.4002, Sem 0.4002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.301e-01 Score 87.174 Data time: 0.1799, Forward time: 2.2816, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 4.2675 [2020-11-14 17:20:14,144][root][INFO] - ===> Epoch[75](1934/26): Loss 0.4218, Sem 0.4218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.300e-01 Score 86.560 Data time: 0.1453, Forward time: 2.2812, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 5.7516 [2020-11-14 17:20:19,550][root][INFO] - ===> Epoch[75](1935/26): Loss 0.3709, Sem 0.3709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.300e-01 Score 88.326 Data time: 0.2094, Forward time: 2.2811, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.3370 [2020-11-14 17:20:25,783][root][INFO] - ===> Epoch[75](1936/26): Loss 0.4273, Sem 0.4273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.300e-01 Score 87.476 Data time: 0.2309, Forward time: 2.2814, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 6.1532 [2020-11-14 17:20:32,450][root][INFO] - ===> Epoch[75](1937/26): Loss 0.3971, Sem 0.3971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.299e-01 Score 87.486 Data time: 0.2217, Forward time: 2.2815, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 6.5622 [2020-11-14 17:20:38,739][root][INFO] - ===> Epoch[75](1938/26): Loss 0.3890, Sem 0.3890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.299e-01 Score 87.889 Data time: 0.2332, Forward time: 2.2817, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 6.1914 [2020-11-14 17:20:43,727][root][INFO] - ===> Epoch[75](1939/26): Loss 0.4185, Sem 0.4185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.298e-01 Score 87.316 Data time: 0.1786, Forward time: 2.2815, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 4.8729 [2020-11-14 17:20:50,591][root][INFO] - ===> Epoch[75](1940/26): Loss 0.4247, Sem 0.4247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.298e-01 Score 86.541 Data time: 0.1789, Forward time: 2.2814, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 6.7942 [2020-11-14 17:20:56,585][root][INFO] - ===> Epoch[75](1941/26): Loss 0.3637, Sem 0.3637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.298e-01 Score 88.348 Data time: 0.1891, Forward time: 2.2812, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 5.9161 [2020-11-14 17:21:01,892][root][INFO] - ===> Epoch[75](1942/26): Loss 0.4353, Sem 0.4353, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.297e-01 Score 87.325 Data time: 0.1732, Forward time: 2.2809, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.2488 [2020-11-14 17:21:07,204][root][INFO] - ===> Epoch[75](1943/26): Loss 0.3455, Sem 0.3455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.297e-01 Score 89.381 Data time: 0.2408, Forward time: 2.2811, Backward time: 3.0603, DDP time: 0.0047, Total iter time: 5.2267 [2020-11-14 17:21:13,091][root][INFO] - ===> Epoch[75](1944/26): Loss 0.4238, Sem 0.4238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.297e-01 Score 86.801 Data time: 0.1929, Forward time: 2.2810, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 5.7764 [2020-11-14 17:21:18,157][root][INFO] - ===> Epoch[75](1945/26): Loss 0.3931, Sem 0.3931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.296e-01 Score 87.941 Data time: 0.1950, Forward time: 2.2809, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 4.9764 [2020-11-14 17:21:23,479][root][INFO] - ===> Epoch[75](1946/26): Loss 0.4216, Sem 0.4216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.296e-01 Score 87.294 Data time: 0.2421, Forward time: 2.2810, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.2158 [2020-11-14 17:21:29,926][root][INFO] - ===> Epoch[75](1947/26): Loss 0.3892, Sem 0.3892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.296e-01 Score 88.021 Data time: 0.2414, Forward time: 2.2813, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 6.3481 [2020-11-14 17:21:35,551][root][INFO] - ===> Epoch[75](1948/26): Loss 0.3865, Sem 0.3865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.295e-01 Score 87.339 Data time: 0.2519, Forward time: 2.2816, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 5.5111 [2020-11-14 17:21:40,936][root][INFO] - ===> Epoch[75](1949/26): Loss 0.4216, Sem 0.4216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.295e-01 Score 86.793 Data time: 0.1738, Forward time: 2.2815, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 5.2695 [2020-11-14 17:21:46,403][root][INFO] - ===> Epoch[75](1950/26): Loss 0.4744, Sem 0.4744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.294e-01 Score 85.514 Data time: 0.2368, Forward time: 2.2818, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.3907 [2020-11-14 17:21:52,609][root][INFO] - ===> Epoch[76](1951/26): Loss 0.3626, Sem 0.3626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.294e-01 Score 88.927 Data time: 0.1805, Forward time: 2.2817, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 6.1011 [2020-11-14 17:22:00,127][root][INFO] - ===> Epoch[76](1952/26): Loss 0.3924, Sem 0.3924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.294e-01 Score 87.681 Data time: 0.2113, Forward time: 2.2818, Backward time: 3.0603, DDP time: 0.0047, Total iter time: 7.4433 [2020-11-14 17:22:04,973][root][INFO] - ===> Epoch[76](1953/26): Loss 0.3902, Sem 0.3902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.293e-01 Score 87.679 Data time: 0.2327, Forward time: 2.2819, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 4.7701 [2020-11-14 17:22:09,872][root][INFO] - ===> Epoch[76](1954/26): Loss 0.4052, Sem 0.4052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.293e-01 Score 87.834 Data time: 0.2291, Forward time: 2.2819, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 4.8030 [2020-11-14 17:22:15,238][root][INFO] - ===> Epoch[76](1955/26): Loss 0.3978, Sem 0.3978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.293e-01 Score 87.687 Data time: 0.1683, Forward time: 2.2817, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 5.2828 [2020-11-14 17:22:21,077][root][INFO] - ===> Epoch[76](1956/26): Loss 0.3724, Sem 0.3724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.292e-01 Score 88.187 Data time: 0.1746, Forward time: 2.2813, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 5.7970 [2020-11-14 17:22:26,384][root][INFO] - ===> Epoch[76](1957/26): Loss 0.3662, Sem 0.3662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.292e-01 Score 88.447 Data time: 0.2365, Forward time: 2.2816, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 5.2800 [2020-11-14 17:22:31,507][root][INFO] - ===> Epoch[76](1958/26): Loss 0.3788, Sem 0.3788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.292e-01 Score 88.784 Data time: 0.1833, Forward time: 2.2815, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.0342 [2020-11-14 17:22:37,329][root][INFO] - ===> Epoch[76](1959/26): Loss 0.4035, Sem 0.4035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.291e-01 Score 87.362 Data time: 0.1631, Forward time: 2.2813, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 5.7635 [2020-11-14 17:22:43,399][root][INFO] - ===> Epoch[76](1960/26): Loss 0.3696, Sem 0.3696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.291e-01 Score 88.463 Data time: 0.2377, Forward time: 2.2815, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 6.0059 [2020-11-14 17:22:48,012][root][INFO] - ===> Epoch[76](1961/26): Loss 0.4218, Sem 0.4218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.290e-01 Score 87.750 Data time: 0.1995, Forward time: 2.2815, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 4.5178 [2020-11-14 17:22:52,081][root][INFO] - ===> Epoch[76](1962/26): Loss 0.3870, Sem 0.3870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.290e-01 Score 87.939 Data time: 0.1179, Forward time: 2.2811, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 3.9815 [2020-11-14 17:22:59,603][root][INFO] - ===> Epoch[76](1963/26): Loss 0.3815, Sem 0.3815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.290e-01 Score 87.979 Data time: 0.1698, Forward time: 2.2808, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 7.4789 [2020-11-14 17:23:04,892][root][INFO] - ===> Epoch[76](1964/26): Loss 0.3767, Sem 0.3767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.289e-01 Score 88.450 Data time: 0.1940, Forward time: 2.2807, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 5.2180 [2020-11-14 17:23:12,260][root][INFO] - ===> Epoch[76](1965/26): Loss 0.4322, Sem 0.4322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.289e-01 Score 85.812 Data time: 0.3984, Forward time: 2.2815, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 7.2749 [2020-11-14 17:23:18,826][root][INFO] - ===> Epoch[76](1966/26): Loss 0.3601, Sem 0.3601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.289e-01 Score 88.594 Data time: 0.2175, Forward time: 2.2817, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 6.4393 [2020-11-14 17:23:25,721][root][INFO] - ===> Epoch[76](1967/26): Loss 0.3810, Sem 0.3810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.288e-01 Score 88.049 Data time: 0.2042, Forward time: 2.2818, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 6.7846 [2020-11-14 17:23:32,804][root][INFO] - ===> Epoch[76](1968/26): Loss 0.4617, Sem 0.4617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.288e-01 Score 86.557 Data time: 0.1554, Forward time: 2.2815, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 6.9793 [2020-11-14 17:23:38,574][root][INFO] - ===> Epoch[76](1969/26): Loss 0.4024, Sem 0.4024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.288e-01 Score 87.681 Data time: 0.2259, Forward time: 2.2817, Backward time: 3.0610, DDP time: 0.0047, Total iter time: 5.7163 [2020-11-14 17:23:43,723][root][INFO] - ===> Epoch[76](1970/26): Loss 0.4443, Sem 0.4443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.287e-01 Score 86.442 Data time: 0.2216, Forward time: 2.2818, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 5.0379 [2020-11-14 17:23:48,918][root][INFO] - ===> Epoch[76](1971/26): Loss 0.3928, Sem 0.3928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.287e-01 Score 87.866 Data time: 0.1710, Forward time: 2.2816, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 5.1080 [2020-11-14 17:23:55,774][root][INFO] - ===> Epoch[76](1972/26): Loss 0.3998, Sem 0.3998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.286e-01 Score 87.751 Data time: 0.2032, Forward time: 2.2815, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 6.7854 [2020-11-14 17:24:01,468][root][INFO] - ===> Epoch[76](1973/26): Loss 0.4170, Sem 0.4170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.286e-01 Score 87.806 Data time: 0.2303, Forward time: 2.2818, Backward time: 3.0609, DDP time: 0.0047, Total iter time: 5.6021 [2020-11-14 17:24:06,949][root][INFO] - ===> Epoch[76](1974/26): Loss 0.3664, Sem 0.3664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.286e-01 Score 88.754 Data time: 0.1945, Forward time: 2.2816, Backward time: 3.0610, DDP time: 0.0047, Total iter time: 5.3775 [2020-11-14 17:24:12,102][root][INFO] - ===> Epoch[76](1975/26): Loss 0.4215, Sem 0.4215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.285e-01 Score 86.832 Data time: 0.1946, Forward time: 2.2816, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.0487 [2020-11-14 17:24:18,027][root][INFO] - ===> Epoch[76](1976/26): Loss 0.4315, Sem 0.4315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.285e-01 Score 86.707 Data time: 0.1990, Forward time: 2.2816, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 5.8311 [2020-11-14 17:24:26,334][root][INFO] - ===> Epoch[77](1977/26): Loss 0.3776, Sem 0.3776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.285e-01 Score 88.577 Data time: 0.2538, Forward time: 2.2817, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 8.2074 [2020-11-14 17:24:32,193][root][INFO] - ===> Epoch[77](1978/26): Loss 0.3892, Sem 0.3892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.284e-01 Score 87.939 Data time: 0.2682, Forward time: 2.2821, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.7495 [2020-11-14 17:24:36,880][root][INFO] - ===> Epoch[77](1979/26): Loss 0.4747, Sem 0.4747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.284e-01 Score 85.409 Data time: 0.1599, Forward time: 2.2818, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 4.5720 [2020-11-14 17:24:41,807][root][INFO] - ===> Epoch[77](1980/26): Loss 0.3730, Sem 0.3730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.284e-01 Score 88.247 Data time: 0.1824, Forward time: 2.2817, Backward time: 3.0611, DDP time: 0.0047, Total iter time: 4.8347 [2020-11-14 17:24:47,012][root][INFO] - ===> Epoch[77](1981/26): Loss 0.3857, Sem 0.3857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.283e-01 Score 87.882 Data time: 0.2310, Forward time: 2.2817, Backward time: 3.0609, DDP time: 0.0047, Total iter time: 5.1293 [2020-11-14 17:24:53,229][root][INFO] - ===> Epoch[77](1982/26): Loss 0.4295, Sem 0.4295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.283e-01 Score 87.303 Data time: 0.2569, Forward time: 2.2821, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 6.1274 [2020-11-14 17:24:58,299][root][INFO] - ===> Epoch[77](1983/26): Loss 0.3802, Sem 0.3802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.282e-01 Score 87.929 Data time: 0.2184, Forward time: 2.2822, Backward time: 3.0603, DDP time: 0.0047, Total iter time: 4.9554 [2020-11-14 17:25:03,701][root][INFO] - ===> Epoch[77](1984/26): Loss 0.4366, Sem 0.4366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.282e-01 Score 86.965 Data time: 0.2231, Forward time: 2.2823, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 5.3212 [2020-11-14 17:25:08,672][root][INFO] - ===> Epoch[77](1985/26): Loss 0.3543, Sem 0.3543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.282e-01 Score 89.223 Data time: 0.1650, Forward time: 2.2822, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 4.8707 [2020-11-14 17:25:14,935][root][INFO] - ===> Epoch[77](1986/26): Loss 0.3179, Sem 0.3179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.281e-01 Score 89.838 Data time: 0.1827, Forward time: 2.2821, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 6.1882 [2020-11-14 17:25:19,862][root][INFO] - ===> Epoch[77](1987/26): Loss 0.3921, Sem 0.3921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.281e-01 Score 88.092 Data time: 0.1381, Forward time: 2.2817, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 4.8471 [2020-11-14 17:25:25,029][root][INFO] - ===> Epoch[77](1988/26): Loss 0.3853, Sem 0.3853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.281e-01 Score 88.638 Data time: 0.2475, Forward time: 2.2819, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 5.1135 [2020-11-14 17:25:30,920][root][INFO] - ===> Epoch[77](1989/26): Loss 0.3777, Sem 0.3777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.280e-01 Score 88.367 Data time: 0.2785, Forward time: 2.2823, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 5.8043 [2020-11-14 17:25:36,960][root][INFO] - ===> Epoch[77](1990/26): Loss 0.4168, Sem 0.4168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.280e-01 Score 87.352 Data time: 0.1566, Forward time: 2.2821, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 5.9477 [2020-11-14 17:25:42,310][root][INFO] - ===> Epoch[77](1991/26): Loss 0.3755, Sem 0.3755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.280e-01 Score 88.629 Data time: 0.1993, Forward time: 2.2821, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 5.2578 [2020-11-14 17:25:48,397][root][INFO] - ===> Epoch[77](1992/26): Loss 0.3596, Sem 0.3596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.279e-01 Score 88.703 Data time: 0.2027, Forward time: 2.2820, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 6.0023 [2020-11-14 17:25:56,152][root][INFO] - ===> Epoch[77](1993/26): Loss 0.3356, Sem 0.3356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.279e-01 Score 89.679 Data time: 0.2865, Forward time: 2.2825, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 7.6689 [2020-11-14 17:26:01,182][root][INFO] - ===> Epoch[77](1994/26): Loss 0.3581, Sem 0.3581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.278e-01 Score 89.299 Data time: 0.1831, Forward time: 2.2824, Backward time: 3.0601, DDP time: 0.0047, Total iter time: 4.9021 [2020-11-14 17:26:06,754][root][INFO] - ===> Epoch[77](1995/26): Loss 0.3852, Sem 0.3852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.278e-01 Score 88.139 Data time: 0.1672, Forward time: 2.2821, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 5.4924 [2020-11-14 17:26:11,358][root][INFO] - ===> Epoch[77](1996/26): Loss 0.3664, Sem 0.3664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.278e-01 Score 88.285 Data time: 0.1508, Forward time: 2.2817, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 4.5278 [2020-11-14 17:26:16,966][root][INFO] - ===> Epoch[77](1997/26): Loss 0.3383, Sem 0.3383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.277e-01 Score 89.709 Data time: 0.2434, Forward time: 2.2818, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 5.5468 [2020-11-14 17:26:23,227][root][INFO] - ===> Epoch[77](1998/26): Loss 0.3904, Sem 0.3904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.277e-01 Score 87.342 Data time: 0.3356, Forward time: 2.2823, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 6.1619 [2020-11-14 17:26:29,629][root][INFO] - ===> Epoch[77](1999/26): Loss 0.3558, Sem 0.3558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.277e-01 Score 88.889 Data time: 0.3387, Forward time: 2.2828, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 6.2714 [2020-11-14 17:26:35,373][root][INFO] - ===> Epoch[77](2000/26): Loss 0.4265, Sem 0.4265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.276e-01 Score 86.355 Data time: 0.1851, Forward time: 2.2828, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 5.6228 [2020-11-14 17:26:36,128][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-14 17:26:36,267][root][INFO] - ===> Start testing [2020-11-14 17:27:52,536][root][INFO] - 101/312: Data time: 0.0036, Iter time: 0.3552 Loss 0.282 (AVG: 0.444) Score 91.254 (AVG: 86.979) mIOU 63.769 mAP 74.382 mAcc 75.543 IOU: 80.954 95.938 57.854 77.585 86.541 82.384 67.613 55.494 48.056 70.141 11.118 58.306 56.781 59.652 57.148 49.509 78.539 70.310 68.106 43.345 mAP: 79.031 97.018 62.732 81.038 93.901 87.969 73.968 67.640 62.930 64.017 39.419 63.682 68.620 82.504 65.756 89.274 95.336 86.578 72.097 54.134 mAcc: 91.483 97.846 72.354 80.829 88.487 95.458 75.612 78.299 58.935 79.452 11.713 92.393 68.965 87.406 69.554 57.046 79.085 76.798 87.430 61.725 [2020-11-14 17:29:09,570][root][INFO] - 201/312: Data time: 0.0111, Iter time: 0.2081 Loss 0.487 (AVG: 0.502) Score 86.824 (AVG: 85.474) mIOU 61.675 mAP 73.959 mAcc 73.851 IOU: 80.441 96.029 54.705 74.490 84.343 78.036 65.305 53.160 50.059 65.884 10.269 54.931 53.820 59.042 48.625 57.409 77.621 58.088 74.340 36.909 mAP: 81.378 97.320 63.550 73.118 89.217 82.728 69.561 70.479 62.097 69.440 44.514 65.371 65.536 84.595 65.829 89.280 93.873 80.341 80.183 50.760 mAcc: 91.064 97.981 73.565 78.329 86.354 93.556 73.295 75.451 61.172 76.882 10.796 87.144 69.798 84.705 60.231 68.289 78.169 64.166 92.850 53.219 [2020-11-14 17:30:05,254][submitit][WARNING] - Caught signal 10 on learnfair2461: this job is timed-out. [2020-11-14 17:30:05,256][submitit][INFO] - Calling checkpoint method. [2020-11-14 17:30:05,454][submitit][INFO] - Requeued job 32741685_13 (2 remaining timeouts) [2020-11-14 17:30:05,455][submitit][INFO] - Exiting gracefully after preemption/timeout. [2020-11-14 17:30:05,465][submitit][WARNING] - Bypassing signal 15 [2020-11-15 03:39:56,820][root][INFO] - ===> Loading exsiting config file [2020-11-15 03:39:56,853][root][INFO] - ===> Loaded exsiting config file [2020-11-15 03:39:56,876][root][INFO] - ===> Loading exsiting config file [2020-11-15 03:39:56,877][root][INFO] - ===> Loading exsiting config file [2020-11-15 03:39:56,883][root][INFO] - ===> Loading exsiting config file [2020-11-15 03:39:56,887][root][INFO] - ===> Loading exsiting config file [2020-11-15 03:39:56,887][root][INFO] - ===> Loading exsiting config file [2020-11-15 03:39:56,893][root][INFO] - ===> Loading exsiting config file [2020-11-15 03:39:56,893][root][INFO] - ===> Loading exsiting config file [2020-11-15 03:39:56,914][root][INFO] - ===> Loaded exsiting config file [2020-11-15 03:39:56,916][root][INFO] - ===> Loaded exsiting config file [2020-11-15 03:39:56,921][root][INFO] - ===> Loaded exsiting config file [2020-11-15 03:39:56,923][root][INFO] - ===> Loaded exsiting config file [2020-11-15 03:39:56,923][root][INFO] - ===> Loaded exsiting config file [2020-11-15 03:39:56,928][root][INFO] - ===> Loaded exsiting config file [2020-11-15 03:39:56,928][root][INFO] - ===> Loaded exsiting config file [2020-11-15 03:40:06,263][root][INFO] - ===> Configurations [2020-11-15 03:40:06,275][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_100k/1/weights/checkpoint_10000.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: 0.8 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: 20000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: null voxel_size: 0.05 data_dir: data sampled_inds: 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://learnfair2447:10100 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 save_groundtruth: false save_gt_dir: outputs/gt 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/scannet_sem load_bn: all_bn resume_config: null instance: false swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-15 03:40:06,275][root][INFO] - ===> Initializing dataloader [2020-11-15 03:40:06,278][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-15 03:40:06,281][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-15 03:40:06,282][root][INFO] - ===> Building model [2020-11-15 03:40:06,572][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37846644 [2020-11-15 03:40:06,573][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() ) [2020-11-15 03:40:06,576][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_100k/1/weights/checkpoint_10000.pth [2020-11-15 03:40:07,404][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, 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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 [2020-11-15 03:40:07,597][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-15 03:40:07,597][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-15 03:40:08,342][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 77) [2020-11-15 03:40:19,755][root][INFO] - ===> Epoch[77](2001/26): Loss 0.3972, Sem 0.3972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.275e-01 Score 87.936 Data time: 4.4997, Forward time: 3.9446, Backward time: 2.8899, DDP time: 0.0018, Total iter time: 11.3496 [2020-11-15 03:40:25,580][root][INFO] - ===> Epoch[77](2002/26): Loss 0.4073, Sem 0.4073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.275e-01 Score 87.610 Data time: 0.1613, Forward time: 2.9843, Backward time: 3.0747, DDP time: 0.0029, Total iter time: 5.5714 [2020-11-15 03:40:31,865][root][INFO] - ===> Epoch[77](2003/26): Loss 0.3837, Sem 0.3837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.274e-01 Score 87.791 Data time: 0.1854, Forward time: 2.6648, Backward time: 3.2452, DDP time: 0.0031, Total iter time: 5.9138 [2020-11-15 03:40:37,645][root][INFO] - ===> Epoch[77](2004/26): Loss 0.3785, Sem 0.3785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.274e-01 Score 88.199 Data time: 0.2280, Forward time: 2.6704, Backward time: 3.0680, DDP time: 0.0033, Total iter time: 5.4857 [2020-11-15 03:40:43,175][root][INFO] - ===> Epoch[77](2005/26): Loss 0.3143, Sem 0.3143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.274e-01 Score 89.937 Data time: 0.2361, Forward time: 2.7062, Backward time: 2.8905, DDP time: 0.0030, Total iter time: 5.2810 [2020-11-15 03:40:48,566][root][INFO] - ===> Epoch[77](2006/26): Loss 0.3623, Sem 0.3623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.273e-01 Score 88.792 Data time: 0.2357, Forward time: 2.7043, Backward time: 2.7614, DDP time: 0.0033, Total iter time: 5.1425 [2020-11-15 03:40:54,043][root][INFO] - ===> Epoch[77](2007/26): Loss 0.3669, Sem 0.3669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.273e-01 Score 88.744 Data time: 0.2295, Forward time: 2.7159, Backward time: 2.6754, DDP time: 0.0034, Total iter time: 5.2902 [2020-11-15 03:40:59,909][root][INFO] - ===> Epoch[77](2008/26): Loss 0.3769, Sem 0.3769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.273e-01 Score 87.855 Data time: 0.1960, Forward time: 2.6634, Backward time: 2.7165, DDP time: 0.0035, Total iter time: 5.6661 [2020-11-15 03:41:05,860][root][INFO] - ===> Epoch[77](2009/26): Loss 0.3708, Sem 0.3708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.272e-01 Score 88.713 Data time: 0.2246, Forward time: 2.6622, Backward time: 2.7311, DDP time: 0.0036, Total iter time: 5.7696 [2020-11-15 03:41:12,239][root][INFO] - ===> Epoch[77](2010/26): Loss 0.3657, Sem 0.3657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.272e-01 Score 88.800 Data time: 0.1618, Forward time: 2.5944, Backward time: 2.8509, DDP time: 0.0036, Total iter time: 6.2061 [2020-11-15 03:41:18,314][root][INFO] - ===> Epoch[77](2011/26): Loss 0.3562, Sem 0.3562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.272e-01 Score 88.480 Data time: 0.1969, Forward time: 2.5924, Backward time: 2.8757, DDP time: 0.0036, Total iter time: 5.9580 [2020-11-15 03:41:23,752][root][INFO] - ===> Epoch[77](2012/26): Loss 0.3626, Sem 0.3626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.271e-01 Score 87.912 Data time: 0.1396, Forward time: 2.5221, Backward time: 2.9108, DDP time: 0.0037, Total iter time: 5.2912 [2020-11-15 03:41:28,788][root][INFO] - ===> Epoch[77](2013/26): Loss 0.4271, Sem 0.4271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.271e-01 Score 87.332 Data time: 0.1847, Forward time: 2.5129, Backward time: 2.8657, DDP time: 0.0037, Total iter time: 4.9415 [2020-11-15 03:41:34,092][root][INFO] - ===> Epoch[77](2014/26): Loss 0.4001, Sem 0.4001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.270e-01 Score 87.239 Data time: 0.1881, Forward time: 2.4951, Backward time: 2.8468, DDP time: 0.0037, Total iter time: 5.1732 [2020-11-15 03:41:39,989][root][INFO] - ===> Epoch[77](2015/26): Loss 0.3602, Sem 0.3602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.270e-01 Score 88.450 Data time: 0.1724, Forward time: 2.4678, Backward time: 2.8860, DDP time: 0.0038, Total iter time: 5.7925 [2020-11-15 03:41:46,010][root][INFO] - ===> Epoch[77](2016/26): Loss 0.3946, Sem 0.3946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.270e-01 Score 88.168 Data time: 0.2357, Forward time: 2.4827, Backward time: 2.8902, DDP time: 0.0038, Total iter time: 5.9389 [2020-11-15 03:41:51,977][root][INFO] - ===> Epoch[77](2017/26): Loss 0.3296, Sem 0.3296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.269e-01 Score 90.065 Data time: 0.2419, Forward time: 2.4875, Backward time: 2.8974, DDP time: 0.0039, Total iter time: 5.8509 [2020-11-15 03:41:58,283][root][INFO] - ===> Epoch[77](2018/26): Loss 0.3576, Sem 0.3576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.269e-01 Score 88.812 Data time: 0.1827, Forward time: 2.4806, Backward time: 2.9330, DDP time: 0.0039, Total iter time: 6.1835 [2020-11-15 03:42:04,489][root][INFO] - ===> Epoch[77](2019/26): Loss 0.3309, Sem 0.3309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.269e-01 Score 89.285 Data time: 0.2207, Forward time: 2.4869, Backward time: 2.9465, DDP time: 0.0039, Total iter time: 6.0938 [2020-11-15 03:42:09,392][root][INFO] - ===> Epoch[77](2020/26): Loss 0.4263, Sem 0.4263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.268e-01 Score 87.250 Data time: 0.1840, Forward time: 2.4776, Backward time: 2.9137, DDP time: 0.0039, Total iter time: 4.8091 [2020-11-15 03:42:14,407][root][INFO] - ===> Epoch[77](2021/26): Loss 0.3634, Sem 0.3634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.268e-01 Score 87.835 Data time: 0.1947, Forward time: 2.4732, Backward time: 2.8840, DDP time: 0.0039, Total iter time: 4.9116 [2020-11-15 03:42:18,868][root][INFO] - ===> Epoch[77](2022/26): Loss 0.3971, Sem 0.3971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.268e-01 Score 88.005 Data time: 0.1668, Forward time: 2.4495, Backward time: 2.8519, DDP time: 0.0039, Total iter time: 4.3437 [2020-11-15 03:42:24,562][root][INFO] - ===> Epoch[77](2023/26): Loss 0.3903, Sem 0.3903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.267e-01 Score 88.043 Data time: 0.1984, Forward time: 2.4508, Backward time: 2.8526, DDP time: 0.0039, Total iter time: 5.6050 [2020-11-15 03:42:31,145][root][INFO] - ===> Epoch[77](2024/26): Loss 0.4214, Sem 0.4214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.267e-01 Score 87.496 Data time: 0.1401, Forward time: 2.4264, Backward time: 2.9136, DDP time: 0.0039, Total iter time: 6.4538 [2020-11-15 03:42:36,152][root][INFO] - ===> Epoch[77](2025/26): Loss 0.3398, Sem 0.3398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.266e-01 Score 89.507 Data time: 0.1670, Forward time: 2.4029, Backward time: 2.9096, DDP time: 0.0039, Total iter time: 4.9033 [2020-11-15 03:42:41,688][root][INFO] - ===> Epoch[77](2026/26): Loss 0.3050, Sem 0.3050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.266e-01 Score 90.374 Data time: 0.2106, Forward time: 2.4184, Backward time: 2.8903, DDP time: 0.0038, Total iter time: 5.4386 [2020-11-15 03:42:46,733][root][INFO] - ===> Epoch[78](2027/26): Loss 0.3905, Sem 0.3905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.266e-01 Score 87.656 Data time: 0.1845, Forward time: 2.4056, Backward time: 2.8791, DDP time: 0.0038, Total iter time: 4.9186 [2020-11-15 03:42:51,783][root][INFO] - ===> Epoch[78](2028/26): Loss 0.3841, Sem 0.3841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.265e-01 Score 87.691 Data time: 0.2221, Forward time: 2.4116, Backward time: 2.8523, DDP time: 0.0037, Total iter time: 4.9389 [2020-11-15 03:42:56,818][root][INFO] - ===> Epoch[78](2029/26): Loss 0.3793, Sem 0.3793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.265e-01 Score 88.195 Data time: 0.2275, Forward time: 2.4181, Backward time: 2.8229, DDP time: 0.0037, Total iter time: 4.9380 [2020-11-15 03:43:02,830][root][INFO] - ===> Epoch[78](2030/26): Loss 0.3345, Sem 0.3345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.265e-01 Score 89.187 Data time: 0.1670, Forward time: 2.4063, Backward time: 2.8477, DDP time: 0.0038, Total iter time: 5.9096 [2020-11-15 03:43:08,535][root][INFO] - ===> Epoch[78](2031/26): Loss 0.3148, Sem 0.3148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.264e-01 Score 90.432 Data time: 0.1823, Forward time: 2.4069, Backward time: 2.8516, DDP time: 0.0038, Total iter time: 5.6256 [2020-11-15 03:43:14,213][root][INFO] - ===> Epoch[78](2032/26): Loss 0.3982, Sem 0.3982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.264e-01 Score 87.491 Data time: 0.1405, Forward time: 2.3811, Backward time: 2.8766, DDP time: 0.0038, Total iter time: 5.5570 [2020-11-15 03:43:20,939][root][INFO] - ===> Epoch[78](2033/26): Loss 0.3687, Sem 0.3687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.264e-01 Score 88.280 Data time: 0.1916, Forward time: 2.3763, Backward time: 2.9141, DDP time: 0.0038, Total iter time: 6.6591 [2020-11-15 03:43:26,237][root][INFO] - ===> Epoch[78](2034/26): Loss 0.3610, Sem 0.3610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.263e-01 Score 88.248 Data time: 0.1587, Forward time: 2.3616, Backward time: 2.9183, DDP time: 0.0038, Total iter time: 5.1873 [2020-11-15 03:43:31,948][root][INFO] - ===> Epoch[78](2035/26): Loss 0.3833, Sem 0.3833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.263e-01 Score 88.339 Data time: 0.2581, Forward time: 2.3764, Backward time: 2.9053, DDP time: 0.0038, Total iter time: 5.6196 [2020-11-15 03:43:38,636][root][INFO] - ===> Epoch[78](2036/26): Loss 0.3855, Sem 0.3855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.262e-01 Score 87.661 Data time: 0.2007, Forward time: 2.3790, Backward time: 2.9302, DDP time: 0.0038, Total iter time: 6.5782 [2020-11-15 03:43:44,265][root][INFO] - ===> Epoch[78](2037/26): Loss 0.3672, Sem 0.3672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.262e-01 Score 88.822 Data time: 0.2204, Forward time: 2.3832, Backward time: 2.9238, DDP time: 0.0038, Total iter time: 5.5135 [2020-11-15 03:43:49,235][root][INFO] - ===> Epoch[78](2038/26): Loss 0.3775, Sem 0.3775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.262e-01 Score 88.783 Data time: 0.2341, Forward time: 2.3846, Backward time: 2.9037, DDP time: 0.0038, Total iter time: 4.8470 [2020-11-15 03:43:55,182][root][INFO] - ===> Epoch[78](2039/26): Loss 0.3380, Sem 0.3380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.261e-01 Score 89.183 Data time: 0.2340, Forward time: 2.3907, Backward time: 2.9038, DDP time: 0.0038, Total iter time: 5.8448 [2020-11-15 03:44:01,258][root][INFO] - ===> Epoch[78](2040/26): Loss 0.3652, Sem 0.3652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.261e-01 Score 88.832 Data time: 0.2909, Forward time: 2.4059, Backward time: 2.8969, DDP time: 0.0038, Total iter time: 5.9626 [2020-11-15 03:44:07,606][root][INFO] - ===> Epoch[78](2041/26): Loss 0.3473, Sem 0.3473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.261e-01 Score 88.918 Data time: 0.2437, Forward time: 2.4179, Backward time: 2.9001, DDP time: 0.0038, Total iter time: 6.2280 [2020-11-15 03:44:13,714][root][INFO] - ===> Epoch[78](2042/26): Loss 0.4172, Sem 0.4172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.260e-01 Score 86.800 Data time: 0.1974, Forward time: 2.4194, Backward time: 2.9074, DDP time: 0.0038, Total iter time: 5.9615 [2020-11-15 03:44:20,232][root][INFO] - ===> Epoch[78](2043/26): Loss 0.4011, Sem 0.4011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.260e-01 Score 88.194 Data time: 0.2099, Forward time: 2.4209, Backward time: 2.9240, DDP time: 0.0038, Total iter time: 6.4094 [2020-11-15 03:44:25,479][root][INFO] - ===> Epoch[78](2044/26): Loss 0.3940, Sem 0.3940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.260e-01 Score 87.832 Data time: 0.1537, Forward time: 2.4050, Backward time: 2.9290, DDP time: 0.0038, Total iter time: 5.1232 [2020-11-15 03:44:30,861][root][INFO] - ===> Epoch[78](2045/26): Loss 0.3819, Sem 0.3819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.259e-01 Score 88.559 Data time: 0.2122, Forward time: 2.4063, Backward time: 2.9215, DDP time: 0.0039, Total iter time: 5.3008 [2020-11-15 03:44:35,589][root][INFO] - ===> Epoch[78](2046/26): Loss 0.3590, Sem 0.3590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.259e-01 Score 89.000 Data time: 0.1959, Forward time: 2.4046, Backward time: 2.9028, DDP time: 0.0039, Total iter time: 4.6143 [2020-11-15 03:44:40,652][root][INFO] - ===> Epoch[78](2047/26): Loss 0.3260, Sem 0.3260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.258e-01 Score 89.696 Data time: 0.1715, Forward time: 2.3949, Backward time: 2.8999, DDP time: 0.0039, Total iter time: 4.9631 [2020-11-15 03:44:46,909][root][INFO] - ===> Epoch[78](2048/26): Loss 0.3723, Sem 0.3723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.258e-01 Score 88.066 Data time: 0.2466, Forward time: 2.4040, Backward time: 2.9027, DDP time: 0.0039, Total iter time: 6.1536 [2020-11-15 03:44:53,205][root][INFO] - ===> Epoch[78](2049/26): Loss 0.3783, Sem 0.3783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.258e-01 Score 87.931 Data time: 0.2831, Forward time: 2.4233, Backward time: 2.8953, DDP time: 0.0038, Total iter time: 6.1890 [2020-11-15 03:44:57,508][root][INFO] - ===> Epoch[78](2050/26): Loss 0.3447, Sem 0.3447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.257e-01 Score 89.216 Data time: 0.1602, Forward time: 2.4124, Backward time: 2.8792, DDP time: 0.0039, Total iter time: 4.1849 [2020-11-15 03:45:03,794][root][INFO] - ===> Epoch[78](2051/26): Loss 0.3620, Sem 0.3620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.257e-01 Score 89.046 Data time: 0.2339, Forward time: 2.4180, Backward time: 2.8854, DDP time: 0.0039, Total iter time: 6.1928 [2020-11-15 03:45:08,834][root][INFO] - ===> Epoch[78](2052/26): Loss 0.3800, Sem 0.3800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.257e-01 Score 89.128 Data time: 0.2234, Forward time: 2.4228, Backward time: 2.8683, DDP time: 0.0038, Total iter time: 4.9028 [2020-11-15 03:45:13,625][root][INFO] - ===> Epoch[79](2053/26): Loss 0.4140, Sem 0.4140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.256e-01 Score 87.522 Data time: 0.1825, Forward time: 2.4195, Backward time: 2.8557, DDP time: 0.0038, Total iter time: 4.6812 [2020-11-15 03:45:20,122][root][INFO] - ===> Epoch[79](2054/26): Loss 0.4151, Sem 0.4151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.256e-01 Score 87.576 Data time: 0.2260, Forward time: 2.4154, Backward time: 2.8743, DDP time: 0.0038, Total iter time: 6.3997 [2020-11-15 03:45:25,786][root][INFO] - ===> Epoch[79](2055/26): Loss 0.4306, Sem 0.4306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.256e-01 Score 86.574 Data time: 0.2069, Forward time: 2.4164, Backward time: 2.8731, DDP time: 0.0038, Total iter time: 5.5449 [2020-11-15 03:45:31,698][root][INFO] - ===> Epoch[79](2056/26): Loss 0.3680, Sem 0.3680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.255e-01 Score 88.490 Data time: 0.1830, Forward time: 2.4124, Backward time: 2.8812, DDP time: 0.0039, Total iter time: 5.7896 [2020-11-15 03:45:37,080][root][INFO] - ===> Epoch[79](2057/26): Loss 0.3365, Sem 0.3365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.255e-01 Score 89.112 Data time: 0.2139, Forward time: 2.4122, Backward time: 2.8766, DDP time: 0.0039, Total iter time: 5.2758 [2020-11-15 03:45:42,778][root][INFO] - ===> Epoch[79](2058/26): Loss 0.3661, Sem 0.3661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.254e-01 Score 88.288 Data time: 0.1991, Forward time: 2.4118, Backward time: 2.8778, DDP time: 0.0039, Total iter time: 5.5851 [2020-11-15 03:45:48,556][root][INFO] - ===> Epoch[79](2059/26): Loss 0.4013, Sem 0.4013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.254e-01 Score 87.241 Data time: 0.2200, Forward time: 2.4158, Backward time: 2.8756, DDP time: 0.0039, Total iter time: 5.6532 [2020-11-15 03:45:53,518][root][INFO] - ===> Epoch[79](2060/26): Loss 0.3990, Sem 0.3990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.254e-01 Score 87.607 Data time: 0.1933, Forward time: 2.4154, Backward time: 2.8646, DDP time: 0.0039, Total iter time: 4.8391 [2020-11-15 03:45:58,711][root][INFO] - ===> Epoch[79](2061/26): Loss 0.4034, Sem 0.4034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.253e-01 Score 87.542 Data time: 0.2473, Forward time: 2.4157, Backward time: 2.8569, DDP time: 0.0039, Total iter time: 5.0913 [2020-11-15 03:46:05,420][root][INFO] - ===> Epoch[79](2062/26): Loss 0.3847, Sem 0.3847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.253e-01 Score 87.596 Data time: 0.1581, Forward time: 2.4072, Backward time: 2.8814, DDP time: 0.0039, Total iter time: 6.5886 [2020-11-15 03:46:11,087][root][INFO] - ===> Epoch[79](2063/26): Loss 0.3957, Sem 0.3957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.253e-01 Score 87.896 Data time: 0.1645, Forward time: 2.3993, Backward time: 2.8901, DDP time: 0.0039, Total iter time: 5.6030 [2020-11-15 03:46:15,556][root][INFO] - ===> Epoch[79](2064/26): Loss 0.3818, Sem 0.3818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.252e-01 Score 88.799 Data time: 0.1407, Forward time: 2.3876, Backward time: 2.8841, DDP time: 0.0039, Total iter time: 4.3751 [2020-11-15 03:46:20,070][root][INFO] - ===> Epoch[79](2065/26): Loss 0.3239, Sem 0.3239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.252e-01 Score 89.648 Data time: 0.1235, Forward time: 2.3734, Backward time: 2.8818, DDP time: 0.0039, Total iter time: 4.4174 [2020-11-15 03:46:25,110][root][INFO] - ===> Epoch[79](2066/26): Loss 0.3886, Sem 0.3886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.252e-01 Score 87.217 Data time: 0.1606, Forward time: 2.3647, Backward time: 2.8826, DDP time: 0.0039, Total iter time: 4.9627 [2020-11-15 03:46:30,646][root][INFO] - ===> Epoch[79](2067/26): Loss 0.3689, Sem 0.3689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.251e-01 Score 88.225 Data time: 0.1805, Forward time: 2.3605, Backward time: 2.8855, DDP time: 0.0039, Total iter time: 5.4317 [2020-11-15 03:46:36,288][root][INFO] - ===> Epoch[79](2068/26): Loss 0.3777, Sem 0.3777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.251e-01 Score 88.050 Data time: 0.1853, Forward time: 2.3559, Backward time: 2.8902, DDP time: 0.0039, Total iter time: 5.5146 [2020-11-15 03:46:42,158][root][INFO] - ===> Epoch[79](2069/26): Loss 0.3679, Sem 0.3679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.250e-01 Score 88.361 Data time: 0.2738, Forward time: 2.3656, Backward time: 2.8836, DDP time: 0.0039, Total iter time: 5.7551 [2020-11-15 03:46:47,434][root][INFO] - ===> Epoch[79](2070/26): Loss 0.4038, Sem 0.4038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.250e-01 Score 87.175 Data time: 0.1993, Forward time: 2.3655, Backward time: 2.8786, DDP time: 0.0039, Total iter time: 5.1524 [2020-11-15 03:46:52,720][root][INFO] - ===> Epoch[79](2071/26): Loss 0.3200, Sem 0.3200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.250e-01 Score 89.579 Data time: 0.2545, Forward time: 2.3710, Backward time: 2.8683, DDP time: 0.0039, Total iter time: 5.1757 [2020-11-15 03:46:57,945][root][INFO] - ===> Epoch[79](2072/26): Loss 0.3594, Sem 0.3594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.249e-01 Score 88.982 Data time: 0.2309, Forward time: 2.3759, Backward time: 2.8582, DDP time: 0.0039, Total iter time: 5.1073 [2020-11-15 03:47:04,302][root][INFO] - ===> Epoch[79](2073/26): Loss 0.3890, Sem 0.3890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.249e-01 Score 87.842 Data time: 0.1244, Forward time: 2.3645, Backward time: 2.8795, DDP time: 0.0039, Total iter time: 6.2572 [2020-11-15 03:47:09,960][root][INFO] - ===> Epoch[79](2074/26): Loss 0.3944, Sem 0.3944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.249e-01 Score 87.298 Data time: 0.1973, Forward time: 2.3609, Backward time: 2.8838, DDP time: 0.0039, Total iter time: 5.5772 [2020-11-15 03:47:14,141][root][INFO] - ===> Epoch[79](2075/26): Loss 0.3707, Sem 0.3707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.248e-01 Score 88.300 Data time: 0.1863, Forward time: 2.3589, Backward time: 2.8676, DDP time: 0.0039, Total iter time: 4.0817 [2020-11-15 03:47:19,556][root][INFO] - ===> Epoch[79](2076/26): Loss 0.3635, Sem 0.3635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.248e-01 Score 89.480 Data time: 0.1642, Forward time: 2.3528, Backward time: 2.8714, DDP time: 0.0039, Total iter time: 5.3128 [2020-11-15 03:47:25,189][root][INFO] - ===> Epoch[79](2077/26): Loss 0.3925, Sem 0.3925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.248e-01 Score 87.770 Data time: 0.3051, Forward time: 2.3600, Backward time: 2.8640, DDP time: 0.0038, Total iter time: 5.5352 [2020-11-15 03:47:31,115][root][INFO] - ===> Epoch[79](2078/26): Loss 0.4142, Sem 0.4142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.247e-01 Score 86.668 Data time: 0.1853, Forward time: 2.3602, Backward time: 2.8677, DDP time: 0.0039, Total iter time: 5.8017 [2020-11-15 03:47:37,099][root][INFO] - ===> Epoch[80](2079/26): Loss 0.4188, Sem 0.4188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.247e-01 Score 86.934 Data time: 0.2140, Forward time: 2.3597, Backward time: 2.8724, DDP time: 0.0039, Total iter time: 5.8534 [2020-11-15 03:47:43,592][root][INFO] - ===> Epoch[80](2080/26): Loss 0.3913, Sem 0.3913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.246e-01 Score 87.595 Data time: 0.3277, Forward time: 2.3707, Backward time: 2.8715, DDP time: 0.0039, Total iter time: 6.3858 [2020-11-15 03:47:48,687][root][INFO] - ===> Epoch[80](2081/26): Loss 0.3825, Sem 0.3825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.246e-01 Score 88.362 Data time: 0.2275, Forward time: 2.3745, Backward time: 2.8615, DDP time: 0.0039, Total iter time: 4.9907 [2020-11-15 03:47:55,189][root][INFO] - ===> Epoch[80](2082/26): Loss 0.3716, Sem 0.3716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.246e-01 Score 88.035 Data time: 0.1863, Forward time: 2.3724, Backward time: 2.8740, DDP time: 0.0039, Total iter time: 6.3844 [2020-11-15 03:48:00,323][root][INFO] - ===> Epoch[80](2083/26): Loss 0.4351, Sem 0.4351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.245e-01 Score 87.219 Data time: 0.1612, Forward time: 2.3653, Backward time: 2.8754, DDP time: 0.0039, Total iter time: 5.0351 [2020-11-15 03:48:05,986][root][INFO] - ===> Epoch[80](2084/26): Loss 0.3521, Sem 0.3521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.245e-01 Score 89.183 Data time: 0.2363, Forward time: 2.3703, Backward time: 2.8714, DDP time: 0.0039, Total iter time: 5.5791 [2020-11-15 03:48:12,823][root][INFO] - ===> Epoch[80](2085/26): Loss 0.3921, Sem 0.3921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.245e-01 Score 87.335 Data time: 0.1920, Forward time: 2.3694, Backward time: 2.8857, DDP time: 0.0039, Total iter time: 6.7148 [2020-11-15 03:48:18,070][root][INFO] - ===> Epoch[80](2086/26): Loss 0.3442, Sem 0.3442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.244e-01 Score 89.699 Data time: 0.1902, Forward time: 2.3665, Backward time: 2.8843, DDP time: 0.0039, Total iter time: 5.1421 [2020-11-15 03:48:24,754][root][INFO] - ===> Epoch[80](2087/26): Loss 0.3571, Sem 0.3571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.244e-01 Score 89.293 Data time: 0.3841, Forward time: 2.3783, Backward time: 2.8832, DDP time: 0.0039, Total iter time: 6.5853 [2020-11-15 03:48:30,707][root][INFO] - ===> Epoch[80](2088/26): Loss 0.4166, Sem 0.4166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.244e-01 Score 87.093 Data time: 0.2138, Forward time: 2.3801, Backward time: 2.8848, DDP time: 0.0039, Total iter time: 5.8490 [2020-11-15 03:48:37,344][root][INFO] - ===> Epoch[80](2089/26): Loss 0.3859, Sem 0.3859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.243e-01 Score 88.422 Data time: 0.1786, Forward time: 2.3761, Backward time: 2.8993, DDP time: 0.0039, Total iter time: 6.5192 [2020-11-15 03:48:42,155][root][INFO] - ===> Epoch[80](2090/26): Loss 0.3264, Sem 0.3264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.243e-01 Score 89.683 Data time: 0.2209, Forward time: 2.3753, Backward time: 2.8910, DDP time: 0.0039, Total iter time: 4.7208 [2020-11-15 03:48:47,783][root][INFO] - ===> Epoch[80](2091/26): Loss 0.3971, Sem 0.3971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.242e-01 Score 88.652 Data time: 0.1758, Forward time: 2.3716, Backward time: 2.8944, DDP time: 0.0039, Total iter time: 5.5278 [2020-11-15 03:48:54,023][root][INFO] - ===> Epoch[80](2092/26): Loss 0.3367, Sem 0.3367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.242e-01 Score 89.337 Data time: 0.2202, Forward time: 2.3717, Backward time: 2.9005, DDP time: 0.0039, Total iter time: 6.1481 [2020-11-15 03:49:00,450][root][INFO] - ===> Epoch[80](2093/26): Loss 0.3902, Sem 0.3902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.242e-01 Score 88.702 Data time: 0.1331, Forward time: 2.3626, Backward time: 2.9175, DDP time: 0.0039, Total iter time: 6.3099 [2020-11-15 03:49:05,164][root][INFO] - ===> Epoch[80](2094/26): Loss 0.3600, Sem 0.3600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.241e-01 Score 89.448 Data time: 0.1732, Forward time: 2.3589, Backward time: 2.9120, DDP time: 0.0039, Total iter time: 4.6276 [2020-11-15 03:49:10,889][root][INFO] - ===> Epoch[80](2095/26): Loss 0.3558, Sem 0.3558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.241e-01 Score 88.350 Data time: 0.1586, Forward time: 2.3522, Backward time: 2.9195, DDP time: 0.0040, Total iter time: 5.6311 [2020-11-15 03:49:16,223][root][INFO] - ===> Epoch[80](2096/26): Loss 0.3641, Sem 0.3641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.241e-01 Score 88.202 Data time: 0.1526, Forward time: 2.3454, Backward time: 2.9232, DDP time: 0.0040, Total iter time: 5.2339 [2020-11-15 03:49:22,450][root][INFO] - ===> Epoch[80](2097/26): Loss 0.3484, Sem 0.3484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.240e-01 Score 89.012 Data time: 0.1991, Forward time: 2.3437, Backward time: 2.9308, DDP time: 0.0040, Total iter time: 6.1316 [2020-11-15 03:49:28,719][root][INFO] - ===> Epoch[80](2098/26): Loss 0.3618, Sem 0.3618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.240e-01 Score 89.117 Data time: 0.1653, Forward time: 2.3390, Backward time: 2.9412, DDP time: 0.0040, Total iter time: 6.1597 [2020-11-15 03:49:34,151][root][INFO] - ===> Epoch[80](2099/26): Loss 0.4014, Sem 0.4014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.240e-01 Score 87.047 Data time: 0.2077, Forward time: 2.3381, Backward time: 2.9390, DDP time: 0.0040, Total iter time: 5.3393 [2020-11-15 03:49:40,803][root][INFO] - ===> Epoch[80](2100/26): Loss 0.3557, Sem 0.3557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.239e-01 Score 88.443 Data time: 0.3292, Forward time: 2.3487, Backward time: 2.9378, DDP time: 0.0040, Total iter time: 6.5583 [2020-11-15 03:49:45,736][root][INFO] - ===> Epoch[80](2101/26): Loss 0.3506, Sem 0.3506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.239e-01 Score 89.372 Data time: 0.1301, Forward time: 2.3431, Backward time: 2.9365, DDP time: 0.0040, Total iter time: 4.8240 [2020-11-15 03:49:50,099][root][INFO] - ===> Epoch[80](2102/26): Loss 0.3711, Sem 0.3711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.238e-01 Score 88.534 Data time: 0.1987, Forward time: 2.3410, Backward time: 2.9262, DDP time: 0.0040, Total iter time: 4.2545 [2020-11-15 03:49:55,633][root][INFO] - ===> Epoch[80](2103/26): Loss 0.3024, Sem 0.3024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.238e-01 Score 89.896 Data time: 0.1943, Forward time: 2.3403, Backward time: 2.9261, DDP time: 0.0040, Total iter time: 5.4421 [2020-11-15 03:50:04,653][root][INFO] - ===> Epoch[80](2104/26): Loss 0.4201, Sem 0.4201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.238e-01 Score 87.291 Data time: 0.2068, Forward time: 2.3401, Backward time: 2.9574, DDP time: 0.0040, Total iter time: 8.9163 [2020-11-15 03:50:10,460][root][INFO] - ===> Epoch[81](2105/26): Loss 0.4123, Sem 0.4123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.237e-01 Score 87.689 Data time: 0.2063, Forward time: 2.3395, Backward time: 2.9590, DDP time: 0.0040, Total iter time: 5.6842 [2020-11-15 03:50:16,317][root][INFO] - ===> Epoch[81](2106/26): Loss 0.3719, Sem 0.3719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.237e-01 Score 88.530 Data time: 0.2055, Forward time: 2.3410, Backward time: 2.9591, DDP time: 0.0040, Total iter time: 5.7396 [2020-11-15 03:50:21,904][root][INFO] - ===> Epoch[81](2107/26): Loss 0.3947, Sem 0.3947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.237e-01 Score 88.325 Data time: 0.2139, Forward time: 2.3427, Backward time: 2.9564, DDP time: 0.0040, Total iter time: 5.4642 [2020-11-15 03:50:27,268][root][INFO] - ===> Epoch[81](2108/26): Loss 0.3399, Sem 0.3399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.236e-01 Score 89.334 Data time: 0.2152, Forward time: 2.3448, Backward time: 2.9514, DDP time: 0.0040, Total iter time: 5.2478 [2020-11-15 03:50:32,279][root][INFO] - ===> Epoch[81](2109/26): Loss 0.3496, Sem 0.3496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.236e-01 Score 89.097 Data time: 0.1946, Forward time: 2.3413, Backward time: 2.9489, DDP time: 0.0040, Total iter time: 4.9057 [2020-11-15 03:50:39,234][root][INFO] - ===> Epoch[81](2110/26): Loss 0.3741, Sem 0.3741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.236e-01 Score 88.481 Data time: 0.2536, Forward time: 2.3469, Backward time: 2.9544, DDP time: 0.0040, Total iter time: 6.8583 [2020-11-15 03:50:44,603][root][INFO] - ===> Epoch[81](2111/26): Loss 0.3564, Sem 0.3564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.235e-01 Score 88.753 Data time: 0.2000, Forward time: 2.3459, Backward time: 2.9526, DDP time: 0.0040, Total iter time: 5.2490 [2020-11-15 03:50:50,445][root][INFO] - ===> Epoch[81](2112/26): Loss 0.4288, Sem 0.4288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.235e-01 Score 87.452 Data time: 0.1925, Forward time: 2.3451, Backward time: 2.9549, DDP time: 0.0040, Total iter time: 5.7435 [2020-11-15 03:50:55,027][root][INFO] - ===> Epoch[81](2113/26): Loss 0.3526, Sem 0.3526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.234e-01 Score 89.080 Data time: 0.1703, Forward time: 2.3398, Backward time: 2.9508, DDP time: 0.0041, Total iter time: 4.4820 [2020-11-15 03:51:01,571][root][INFO] - ===> Epoch[81](2114/26): Loss 0.3607, Sem 0.3607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.234e-01 Score 88.645 Data time: 0.3444, Forward time: 2.3480, Backward time: 2.9496, DDP time: 0.0041, Total iter time: 6.4432 [2020-11-15 03:51:07,451][root][INFO] - ===> Epoch[81](2115/26): Loss 0.3940, Sem 0.3940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.234e-01 Score 87.948 Data time: 0.2521, Forward time: 2.3494, Backward time: 2.9494, DDP time: 0.0041, Total iter time: 5.7572 [2020-11-15 03:51:12,219][root][INFO] - ===> Epoch[81](2116/26): Loss 0.3530, Sem 0.3530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.233e-01 Score 89.068 Data time: 0.1973, Forward time: 2.3477, Backward time: 2.9434, DDP time: 0.0041, Total iter time: 4.6437 [2020-11-15 03:51:17,689][root][INFO] - ===> Epoch[81](2117/26): Loss 0.4497, Sem 0.4497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.233e-01 Score 86.132 Data time: 0.2269, Forward time: 2.3493, Backward time: 2.9400, DDP time: 0.0041, Total iter time: 5.3560 [2020-11-15 03:51:24,863][root][INFO] - ===> Epoch[81](2118/26): Loss 0.4272, Sem 0.4272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.233e-01 Score 87.873 Data time: 0.2372, Forward time: 2.3526, Backward time: 2.9487, DDP time: 0.0041, Total iter time: 7.0555 [2020-11-15 03:51:30,935][root][INFO] - ===> Epoch[81](2119/26): Loss 0.3331, Sem 0.3331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.232e-01 Score 89.562 Data time: 0.2300, Forward time: 2.3534, Backward time: 2.9503, DDP time: 0.0041, Total iter time: 5.9182 [2020-11-15 03:51:36,253][root][INFO] - ===> Epoch[81](2120/26): Loss 0.3669, Sem 0.3669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.232e-01 Score 88.728 Data time: 0.2348, Forward time: 2.3567, Backward time: 2.9443, DDP time: 0.0041, Total iter time: 5.2211 [2020-11-15 03:51:42,975][root][INFO] - ===> Epoch[81](2121/26): Loss 0.3513, Sem 0.3513, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.232e-01 Score 89.205 Data time: 0.1837, Forward time: 2.3549, Backward time: 2.9542, DDP time: 0.0041, Total iter time: 6.6165 [2020-11-15 03:51:47,426][root][INFO] - ===> Epoch[81](2122/26): Loss 0.3099, Sem 0.3099, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.231e-01 Score 90.405 Data time: 0.1596, Forward time: 2.3508, Backward time: 2.9488, DDP time: 0.0041, Total iter time: 4.3711 [2020-11-15 03:51:53,255][root][INFO] - ===> Epoch[81](2123/26): Loss 0.4051, Sem 0.4051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.231e-01 Score 87.264 Data time: 0.1508, Forward time: 2.3457, Backward time: 2.9554, DDP time: 0.0041, Total iter time: 5.7562 [2020-11-15 03:51:59,130][root][INFO] - ===> Epoch[81](2124/26): Loss 0.3553, Sem 0.3553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.230e-01 Score 88.700 Data time: 0.2182, Forward time: 2.3442, Backward time: 2.9586, DDP time: 0.0041, Total iter time: 5.8300 [2020-11-15 03:52:04,427][root][INFO] - ===> Epoch[81](2125/26): Loss 0.3894, Sem 0.3894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.230e-01 Score 87.374 Data time: 0.1751, Forward time: 2.3418, Backward time: 2.9582, DDP time: 0.0041, Total iter time: 5.2034 [2020-11-15 03:52:09,882][root][INFO] - ===> Epoch[81](2126/26): Loss 0.3579, Sem 0.3579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.230e-01 Score 88.487 Data time: 0.2044, Forward time: 2.3411, Backward time: 2.9572, DDP time: 0.0041, Total iter time: 5.3630 [2020-11-15 03:52:17,016][root][INFO] - ===> Epoch[81](2127/26): Loss 0.4751, Sem 0.4751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.229e-01 Score 85.626 Data time: 0.2313, Forward time: 2.3439, Backward time: 2.9653, DDP time: 0.0041, Total iter time: 7.0210 [2020-11-15 03:52:22,027][root][INFO] - ===> Epoch[81](2128/26): Loss 0.3430, Sem 0.3430, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.229e-01 Score 89.638 Data time: 0.1882, Forward time: 2.3425, Backward time: 2.9614, DDP time: 0.0042, Total iter time: 4.8712 [2020-11-15 03:52:27,902][root][INFO] - ===> Epoch[81](2129/26): Loss 0.3420, Sem 0.3420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.229e-01 Score 89.074 Data time: 0.2941, Forward time: 2.3476, Backward time: 2.9575, DDP time: 0.0041, Total iter time: 5.7691 [2020-11-15 03:52:34,794][root][INFO] - ===> Epoch[81](2130/26): Loss 0.4251, Sem 0.4251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.228e-01 Score 87.290 Data time: 0.3715, Forward time: 2.3566, Backward time: 2.9569, DDP time: 0.0041, Total iter time: 6.7855 [2020-11-15 03:52:39,965][root][INFO] - ===> Epoch[82](2131/26): Loss 0.4160, Sem 0.4160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.228e-01 Score 86.516 Data time: 0.2218, Forward time: 2.3601, Backward time: 2.9496, DDP time: 0.0041, Total iter time: 5.0513 [2020-11-15 03:52:46,400][root][INFO] - ===> Epoch[82](2132/26): Loss 0.3666, Sem 0.3666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.228e-01 Score 89.071 Data time: 0.1362, Forward time: 2.3553, Backward time: 2.9598, DDP time: 0.0041, Total iter time: 6.3385 [2020-11-15 03:52:51,731][root][INFO] - ===> Epoch[82](2133/26): Loss 0.3090, Sem 0.3090, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.227e-01 Score 90.223 Data time: 0.1392, Forward time: 2.3489, Backward time: 2.9637, DDP time: 0.0041, Total iter time: 5.2689 [2020-11-15 03:52:58,600][root][INFO] - ===> Epoch[82](2134/26): Loss 0.3164, Sem 0.3164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.227e-01 Score 90.373 Data time: 0.1658, Forward time: 2.3452, Backward time: 2.9763, DDP time: 0.0041, Total iter time: 6.8182 [2020-11-15 03:53:04,869][root][INFO] - ===> Epoch[82](2135/26): Loss 0.4300, Sem 0.4300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.226e-01 Score 88.048 Data time: 0.2048, Forward time: 2.3440, Backward time: 2.9818, DDP time: 0.0041, Total iter time: 6.1895 [2020-11-15 03:53:11,537][root][INFO] - ===> Epoch[82](2136/26): Loss 0.4377, Sem 0.4377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.226e-01 Score 86.440 Data time: 0.2018, Forward time: 2.3435, Backward time: 2.9892, DDP time: 0.0041, Total iter time: 6.5738 [2020-11-15 03:53:17,352][root][INFO] - ===> Epoch[82](2137/26): Loss 0.3688, Sem 0.3688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.226e-01 Score 88.551 Data time: 0.2237, Forward time: 2.3440, Backward time: 2.9893, DDP time: 0.0041, Total iter time: 5.7071 [2020-11-15 03:53:23,949][root][INFO] - ===> Epoch[82](2138/26): Loss 0.3357, Sem 0.3357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.225e-01 Score 88.915 Data time: 0.2367, Forward time: 2.3475, Backward time: 2.9919, DDP time: 0.0041, Total iter time: 6.4903 [2020-11-15 03:53:30,440][root][INFO] - ===> Epoch[82](2139/26): Loss 0.3554, Sem 0.3554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.225e-01 Score 89.163 Data time: 0.2401, Forward time: 2.3492, Backward time: 2.9953, DDP time: 0.0041, Total iter time: 6.3752 [2020-11-15 03:53:35,946][root][INFO] - ===> Epoch[82](2140/26): Loss 0.4118, Sem 0.4118, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.225e-01 Score 87.020 Data time: 0.1630, Forward time: 2.3477, Backward time: 2.9951, DDP time: 0.0042, Total iter time: 5.3973 [2020-11-15 03:53:42,099][root][INFO] - ===> Epoch[82](2141/26): Loss 0.3976, Sem 0.3976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.224e-01 Score 87.590 Data time: 0.1633, Forward time: 2.3464, Backward time: 2.9999, DDP time: 0.0042, Total iter time: 6.0697 [2020-11-15 03:53:47,840][root][INFO] - ===> Epoch[82](2142/26): Loss 0.3656, Sem 0.3656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.224e-01 Score 88.715 Data time: 0.2257, Forward time: 2.3447, Backward time: 3.0014, DDP time: 0.0042, Total iter time: 5.6365 [2020-11-15 03:53:54,566][root][INFO] - ===> Epoch[82](2143/26): Loss 0.3718, Sem 0.3718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.224e-01 Score 88.802 Data time: 0.2028, Forward time: 2.3438, Backward time: 3.0090, DDP time: 0.0042, Total iter time: 6.6296 [2020-11-15 03:54:00,100][root][INFO] - ===> Epoch[82](2144/26): Loss 0.3810, Sem 0.3810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.223e-01 Score 87.458 Data time: 0.1954, Forward time: 2.3431, Backward time: 3.0084, DDP time: 0.0042, Total iter time: 5.4337 [2020-11-15 03:54:05,641][root][INFO] - ===> Epoch[82](2145/26): Loss 0.4136, Sem 0.4136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.223e-01 Score 87.963 Data time: 0.1699, Forward time: 2.3410, Backward time: 3.0094, DDP time: 0.0042, Total iter time: 5.4446 [2020-11-15 03:54:11,350][root][INFO] - ===> Epoch[82](2146/26): Loss 0.3718, Sem 0.3718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.222e-01 Score 88.430 Data time: 0.2016, Forward time: 2.3402, Backward time: 3.0101, DDP time: 0.0042, Total iter time: 5.6068 [2020-11-15 03:54:17,016][root][INFO] - ===> Epoch[82](2147/26): Loss 0.3603, Sem 0.3603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.222e-01 Score 88.761 Data time: 0.1950, Forward time: 2.3389, Backward time: 3.0104, DDP time: 0.0042, Total iter time: 5.5487 [2020-11-15 03:54:22,197][root][INFO] - ===> Epoch[82](2148/26): Loss 0.3401, Sem 0.3401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.222e-01 Score 89.276 Data time: 0.1703, Forward time: 2.3364, Backward time: 3.0094, DDP time: 0.0042, Total iter time: 5.0903 [2020-11-15 03:54:28,347][root][INFO] - ===> Epoch[82](2149/26): Loss 0.3938, Sem 0.3938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.221e-01 Score 87.483 Data time: 0.1913, Forward time: 2.3353, Backward time: 3.0134, DDP time: 0.0042, Total iter time: 6.0630 [2020-11-15 03:54:33,594][root][INFO] - ===> Epoch[82](2150/26): Loss 0.3184, Sem 0.3184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.221e-01 Score 89.412 Data time: 0.1634, Forward time: 2.3319, Backward time: 3.0139, DDP time: 0.0042, Total iter time: 5.1630 [2020-11-15 03:54:40,624][root][INFO] - ===> Epoch[82](2151/26): Loss 0.3478, Sem 0.3478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.221e-01 Score 89.247 Data time: 0.2087, Forward time: 2.3316, Backward time: 3.0225, DDP time: 0.0042, Total iter time: 6.9481 [2020-11-15 03:54:45,767][root][INFO] - ===> Epoch[82](2152/26): Loss 0.3636, Sem 0.3636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.220e-01 Score 89.054 Data time: 0.1591, Forward time: 2.3280, Backward time: 3.0225, DDP time: 0.0042, Total iter time: 5.0481 [2020-11-15 03:54:51,071][root][INFO] - ===> Epoch[82](2153/26): Loss 0.3451, Sem 0.3451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.220e-01 Score 89.471 Data time: 0.1805, Forward time: 2.3236, Backward time: 3.0242, DDP time: 0.0042, Total iter time: 5.2246 [2020-11-15 03:54:57,381][root][INFO] - ===> Epoch[82](2154/26): Loss 0.3912, Sem 0.3912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.220e-01 Score 87.921 Data time: 0.1925, Forward time: 2.3220, Backward time: 3.0296, DDP time: 0.0042, Total iter time: 6.2435 [2020-11-15 03:55:03,329][root][INFO] - ===> Epoch[82](2155/26): Loss 0.4051, Sem 0.4051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.219e-01 Score 87.176 Data time: 0.2205, Forward time: 2.3230, Backward time: 3.0299, DDP time: 0.0042, Total iter time: 5.8462 [2020-11-15 03:55:09,083][root][INFO] - ===> Epoch[82](2156/26): Loss 0.3600, Sem 0.3600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.219e-01 Score 88.491 Data time: 0.2097, Forward time: 2.3228, Backward time: 3.0302, DDP time: 0.0042, Total iter time: 5.6381 [2020-11-15 03:55:15,154][root][INFO] - ===> Epoch[83](2157/26): Loss 0.3314, Sem 0.3314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.218e-01 Score 89.902 Data time: 0.1974, Forward time: 2.3220, Backward time: 3.0329, DDP time: 0.0042, Total iter time: 5.9514 [2020-11-15 03:55:21,006][root][INFO] - ===> Epoch[83](2158/26): Loss 0.3789, Sem 0.3789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.218e-01 Score 88.764 Data time: 0.1767, Forward time: 2.3217, Backward time: 3.0341, DDP time: 0.0042, Total iter time: 5.7311 [2020-11-15 03:55:25,732][root][INFO] - ===> Epoch[83](2159/26): Loss 0.3580, Sem 0.3580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.218e-01 Score 88.866 Data time: 0.1483, Forward time: 2.3181, Backward time: 3.0316, DDP time: 0.0042, Total iter time: 4.6171 [2020-11-15 03:55:31,095][root][INFO] - ===> Epoch[83](2160/26): Loss 0.3994, Sem 0.3994, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.217e-01 Score 87.734 Data time: 0.1536, Forward time: 2.3137, Backward time: 3.0337, DDP time: 0.0042, Total iter time: 5.2580 [2020-11-15 03:55:36,691][root][INFO] - ===> Epoch[83](2161/26): Loss 0.3779, Sem 0.3779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.217e-01 Score 88.279 Data time: 0.2182, Forward time: 2.3139, Backward time: 3.0329, DDP time: 0.0042, Total iter time: 5.5069 [2020-11-15 03:55:42,899][root][INFO] - ===> Epoch[83](2162/26): Loss 0.4364, Sem 0.4364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.217e-01 Score 87.180 Data time: 0.1973, Forward time: 2.3137, Backward time: 3.0358, DDP time: 0.0042, Total iter time: 6.0934 [2020-11-15 03:55:47,765][root][INFO] - ===> Epoch[83](2163/26): Loss 0.3590, Sem 0.3590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.216e-01 Score 89.013 Data time: 0.1135, Forward time: 2.3077, Backward time: 3.0373, DDP time: 0.0042, Total iter time: 4.7539 [2020-11-15 03:55:53,364][root][INFO] - ===> Epoch[83](2164/26): Loss 0.3803, Sem 0.3803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.216e-01 Score 87.616 Data time: 0.2014, Forward time: 2.3057, Backward time: 3.0386, DDP time: 0.0042, Total iter time: 5.5130 [2020-11-15 03:55:59,042][root][INFO] - ===> Epoch[83](2165/26): Loss 0.3611, Sem 0.3611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.216e-01 Score 88.356 Data time: 0.2673, Forward time: 2.3089, Backward time: 3.0345, DDP time: 0.0042, Total iter time: 5.5531 [2020-11-15 03:56:04,211][root][INFO] - ===> Epoch[83](2166/26): Loss 0.4408, Sem 0.4408, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.215e-01 Score 86.362 Data time: 0.2271, Forward time: 2.3093, Backward time: 3.0303, DDP time: 0.0042, Total iter time: 5.0622 [2020-11-15 03:56:09,219][root][INFO] - ===> Epoch[83](2167/26): Loss 0.4016, Sem 0.4016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.215e-01 Score 87.126 Data time: 0.2098, Forward time: 2.3100, Backward time: 3.0255, DDP time: 0.0042, Total iter time: 4.8841 [2020-11-15 03:56:14,631][root][INFO] - ===> Epoch[83](2168/26): Loss 0.3293, Sem 0.3293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.214e-01 Score 89.822 Data time: 0.2064, Forward time: 2.3072, Backward time: 3.0262, DDP time: 0.0042, Total iter time: 5.3023 [2020-11-15 03:56:21,153][root][INFO] - ===> Epoch[83](2169/26): Loss 0.4779, Sem 0.4779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.214e-01 Score 85.366 Data time: 0.2290, Forward time: 2.3090, Backward time: 3.0289, DDP time: 0.0043, Total iter time: 6.3945 [2020-11-15 03:56:27,178][root][INFO] - ===> Epoch[83](2170/26): Loss 0.4044, Sem 0.4044, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.214e-01 Score 87.411 Data time: 0.2294, Forward time: 2.3109, Backward time: 3.0286, DDP time: 0.0043, Total iter time: 5.9106 [2020-11-15 03:56:33,354][root][INFO] - ===> Epoch[83](2171/26): Loss 0.3820, Sem 0.3820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.213e-01 Score 88.584 Data time: 0.1870, Forward time: 2.3101, Backward time: 3.0319, DDP time: 0.0043, Total iter time: 6.0460 [2020-11-15 03:56:39,509][root][INFO] - ===> Epoch[83](2172/26): Loss 0.4076, Sem 0.4076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.213e-01 Score 88.025 Data time: 0.2066, Forward time: 2.3108, Backward time: 3.0336, DDP time: 0.0043, Total iter time: 6.0382 [2020-11-15 03:56:44,590][root][INFO] - ===> Epoch[83](2173/26): Loss 0.3906, Sem 0.3906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.213e-01 Score 88.776 Data time: 0.1509, Forward time: 2.3068, Backward time: 3.0332, DDP time: 0.0043, Total iter time: 4.9438 [2020-11-15 03:56:52,897][root][INFO] - ===> Epoch[83](2174/26): Loss 0.4294, Sem 0.4294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.212e-01 Score 86.225 Data time: 0.1904, Forward time: 2.3063, Backward time: 3.0481, DDP time: 0.0043, Total iter time: 8.2030 [2020-11-15 03:56:58,073][root][INFO] - ===> Epoch[83](2175/26): Loss 0.3931, Sem 0.3931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.212e-01 Score 88.915 Data time: 0.1984, Forward time: 2.3060, Backward time: 3.0453, DDP time: 0.0043, Total iter time: 5.0513 [2020-11-15 03:57:03,460][root][INFO] - ===> Epoch[83](2176/26): Loss 0.3649, Sem 0.3649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.212e-01 Score 88.870 Data time: 0.2300, Forward time: 2.3070, Backward time: 3.0423, DDP time: 0.0043, Total iter time: 5.2660 [2020-11-15 03:57:09,381][root][INFO] - ===> Epoch[83](2177/26): Loss 0.3676, Sem 0.3676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.211e-01 Score 89.012 Data time: 0.2377, Forward time: 2.3090, Backward time: 3.0413, DDP time: 0.0043, Total iter time: 5.8202 [2020-11-15 03:57:13,948][root][INFO] - ===> Epoch[83](2178/26): Loss 0.4143, Sem 0.4143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.211e-01 Score 87.769 Data time: 0.1820, Forward time: 2.3086, Backward time: 3.0356, DDP time: 0.0043, Total iter time: 4.4614 [2020-11-15 03:57:18,763][root][INFO] - ===> Epoch[83](2179/26): Loss 0.3617, Sem 0.3617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.210e-01 Score 89.058 Data time: 0.1517, Forward time: 2.3049, Backward time: 3.0345, DDP time: 0.0043, Total iter time: 4.7183 [2020-11-15 03:57:24,467][root][INFO] - ===> Epoch[83](2180/26): Loss 0.3895, Sem 0.3895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.210e-01 Score 88.391 Data time: 0.1901, Forward time: 2.3045, Backward time: 3.0350, DDP time: 0.0043, Total iter time: 5.6329 [2020-11-15 03:57:30,726][root][INFO] - ===> Epoch[83](2181/26): Loss 0.3960, Sem 0.3960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.210e-01 Score 87.473 Data time: 0.1974, Forward time: 2.3040, Backward time: 3.0383, DDP time: 0.0043, Total iter time: 6.1584 [2020-11-15 03:57:36,298][root][INFO] - ===> Epoch[83](2182/26): Loss 0.4263, Sem 0.4263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.209e-01 Score 86.361 Data time: 0.1757, Forward time: 2.3019, Backward time: 3.0398, DDP time: 0.0043, Total iter time: 5.4934 [2020-11-15 03:57:41,713][root][INFO] - ===> Epoch[84](2183/26): Loss 0.3483, Sem 0.3483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.209e-01 Score 89.313 Data time: 0.2119, Forward time: 2.3037, Backward time: 3.0366, DDP time: 0.0043, Total iter time: 5.3317 [2020-11-15 03:57:47,569][root][INFO] - ===> Epoch[84](2184/26): Loss 0.3800, Sem 0.3800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.209e-01 Score 88.483 Data time: 0.1403, Forward time: 2.3004, Backward time: 3.0406, DDP time: 0.0043, Total iter time: 5.7302 [2020-11-15 03:57:52,649][root][INFO] - ===> Epoch[84](2185/26): Loss 0.3596, Sem 0.3596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.208e-01 Score 89.104 Data time: 0.1934, Forward time: 2.2995, Backward time: 3.0381, DDP time: 0.0043, Total iter time: 4.9869 [2020-11-15 03:57:56,899][root][INFO] - ===> Epoch[84](2186/26): Loss 0.3515, Sem 0.3515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.208e-01 Score 89.123 Data time: 0.1622, Forward time: 2.2967, Backward time: 3.0333, DDP time: 0.0043, Total iter time: 4.1586 [2020-11-15 03:58:02,863][root][INFO] - ===> Epoch[84](2187/26): Loss 0.4630, Sem 0.4630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.208e-01 Score 86.274 Data time: 0.2722, Forward time: 2.2983, Backward time: 3.0330, DDP time: 0.0043, Total iter time: 5.8891 [2020-11-15 03:58:08,024][root][INFO] - ===> Epoch[84](2188/26): Loss 0.3797, Sem 0.3797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.207e-01 Score 88.396 Data time: 0.1454, Forward time: 2.2957, Backward time: 3.0328, DDP time: 0.0043, Total iter time: 5.0487 [2020-11-15 03:58:13,888][root][INFO] - ===> Epoch[84](2189/26): Loss 0.3518, Sem 0.3518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.207e-01 Score 89.125 Data time: 0.2320, Forward time: 2.2963, Backward time: 3.0328, DDP time: 0.0043, Total iter time: 5.7451 [2020-11-15 03:58:20,808][root][INFO] - ===> Epoch[84](2190/26): Loss 0.3183, Sem 0.3183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.206e-01 Score 89.980 Data time: 0.2318, Forward time: 2.2972, Backward time: 3.0376, DDP time: 0.0043, Total iter time: 6.7837 [2020-11-15 03:58:26,457][root][INFO] - ===> Epoch[84](2191/26): Loss 0.4059, Sem 0.4059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.206e-01 Score 88.732 Data time: 0.1956, Forward time: 2.2978, Backward time: 3.0365, DDP time: 0.0043, Total iter time: 5.5090 [2020-11-15 03:58:33,274][root][INFO] - ===> Epoch[84](2192/26): Loss 0.3736, Sem 0.3736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.206e-01 Score 88.381 Data time: 0.2586, Forward time: 2.3002, Backward time: 3.0394, DDP time: 0.0043, Total iter time: 6.7037 [2020-11-15 03:58:40,178][root][INFO] - ===> Epoch[84](2193/26): Loss 0.3770, Sem 0.3770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.205e-01 Score 89.199 Data time: 0.3534, Forward time: 2.3067, Backward time: 3.0386, DDP time: 0.0043, Total iter time: 6.7922 [2020-11-15 03:58:46,737][root][INFO] - ===> Epoch[84](2194/26): Loss 0.3528, Sem 0.3528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.205e-01 Score 89.040 Data time: 0.1482, Forward time: 2.3049, Backward time: 3.0445, DDP time: 0.0043, Total iter time: 6.4461 [2020-11-15 03:58:52,366][root][INFO] - ===> Epoch[84](2195/26): Loss 0.4092, Sem 0.4092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.205e-01 Score 87.597 Data time: 0.2288, Forward time: 2.3062, Backward time: 3.0427, DDP time: 0.0043, Total iter time: 5.5432 [2020-11-15 03:58:57,515][root][INFO] - ===> Epoch[84](2196/26): Loss 0.3823, Sem 0.3823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.204e-01 Score 88.029 Data time: 0.2375, Forward time: 2.3063, Backward time: 3.0396, DDP time: 0.0043, Total iter time: 5.0472 [2020-11-15 03:59:02,623][root][INFO] - ===> Epoch[84](2197/26): Loss 0.3399, Sem 0.3399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.204e-01 Score 89.300 Data time: 0.1456, Forward time: 2.3032, Backward time: 3.0397, DDP time: 0.0043, Total iter time: 5.0063 [2020-11-15 03:59:07,547][root][INFO] - ===> Epoch[84](2198/26): Loss 0.3237, Sem 0.3237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.203e-01 Score 89.604 Data time: 0.1825, Forward time: 2.3014, Backward time: 3.0378, DDP time: 0.0043, Total iter time: 4.8650 [2020-11-15 03:59:14,365][root][INFO] - ===> Epoch[84](2199/26): Loss 0.3803, Sem 0.3803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.203e-01 Score 88.168 Data time: 0.2349, Forward time: 2.3026, Backward time: 3.0419, DDP time: 0.0043, Total iter time: 6.7252 [2020-11-15 03:59:20,253][root][INFO] - ===> Epoch[84](2200/26): Loss 0.3492, Sem 0.3492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.203e-01 Score 88.814 Data time: 0.1816, Forward time: 2.3012, Backward time: 3.0440, DDP time: 0.0043, Total iter time: 5.7831 [2020-11-15 03:59:26,115][root][INFO] - ===> Epoch[84](2201/26): Loss 0.3948, Sem 0.3948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.202e-01 Score 87.833 Data time: 0.1886, Forward time: 2.3004, Backward time: 3.0456, DDP time: 0.0043, Total iter time: 5.7830 [2020-11-15 03:59:31,706][root][INFO] - ===> Epoch[84](2202/26): Loss 0.3419, Sem 0.3419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.202e-01 Score 89.272 Data time: 0.2639, Forward time: 2.3034, Backward time: 3.0420, DDP time: 0.0043, Total iter time: 5.4998 [2020-11-15 03:59:36,719][root][INFO] - ===> Epoch[84](2203/26): Loss 0.3811, Sem 0.3811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.202e-01 Score 88.205 Data time: 0.1960, Forward time: 2.3035, Backward time: 3.0385, DDP time: 0.0043, Total iter time: 4.8899 [2020-11-15 03:59:42,995][root][INFO] - ===> Epoch[84](2204/26): Loss 0.3598, Sem 0.3598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.201e-01 Score 89.252 Data time: 0.1396, Forward time: 2.3003, Backward time: 3.0444, DDP time: 0.0043, Total iter time: 6.1833 [2020-11-15 03:59:49,810][root][INFO] - ===> Epoch[84](2205/26): Loss 0.3179, Sem 0.3179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.201e-01 Score 90.501 Data time: 0.2116, Forward time: 2.3002, Backward time: 3.0498, DDP time: 0.0043, Total iter time: 6.7503 [2020-11-15 03:59:56,732][root][INFO] - ===> Epoch[84](2206/26): Loss 0.3599, Sem 0.3599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.201e-01 Score 89.025 Data time: 0.2882, Forward time: 2.3047, Backward time: 3.0508, DDP time: 0.0043, Total iter time: 6.8119 [2020-11-15 04:00:03,275][root][INFO] - ===> Epoch[84](2207/26): Loss 0.3970, Sem 0.3970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.200e-01 Score 87.354 Data time: 0.2184, Forward time: 2.3065, Backward time: 3.0526, DDP time: 0.0043, Total iter time: 6.4080 [2020-11-15 04:00:08,754][root][INFO] - ===> Epoch[84](2208/26): Loss 0.3634, Sem 0.3634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.200e-01 Score 88.721 Data time: 0.2239, Forward time: 2.3064, Backward time: 3.0513, DDP time: 0.0043, Total iter time: 5.3552 [2020-11-15 04:00:14,203][root][INFO] - ===> Epoch[85](2209/26): Loss 0.3927, Sem 0.3927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.199e-01 Score 88.399 Data time: 0.2607, Forward time: 2.3092, Backward time: 3.0471, DDP time: 0.0043, Total iter time: 5.3355 [2020-11-15 04:00:19,890][root][INFO] - ===> Epoch[85](2210/26): Loss 0.3580, Sem 0.3580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.199e-01 Score 88.594 Data time: 0.1918, Forward time: 2.3086, Backward time: 3.0475, DDP time: 0.0043, Total iter time: 5.5950 [2020-11-15 04:00:25,334][root][INFO] - ===> Epoch[85](2211/26): Loss 0.3547, Sem 0.3547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.199e-01 Score 89.146 Data time: 0.1762, Forward time: 2.3076, Backward time: 3.0475, DDP time: 0.0043, Total iter time: 5.3732 [2020-11-15 04:00:30,983][root][INFO] - ===> Epoch[85](2212/26): Loss 0.4058, Sem 0.4058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.198e-01 Score 87.729 Data time: 0.2372, Forward time: 2.3098, Backward time: 3.0451, DDP time: 0.0043, Total iter time: 5.5709 [2020-11-15 04:00:35,982][root][INFO] - ===> Epoch[85](2213/26): Loss 0.3651, Sem 0.3651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.198e-01 Score 88.304 Data time: 0.1499, Forward time: 2.3071, Backward time: 3.0444, DDP time: 0.0043, Total iter time: 4.8919 [2020-11-15 04:00:41,443][root][INFO] - ===> Epoch[85](2214/26): Loss 0.3340, Sem 0.3340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.198e-01 Score 89.906 Data time: 0.2599, Forward time: 2.3092, Backward time: 3.0407, DDP time: 0.0043, Total iter time: 5.3772 [2020-11-15 04:00:48,106][root][INFO] - ===> Epoch[85](2215/26): Loss 0.4200, Sem 0.4200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.197e-01 Score 86.716 Data time: 0.2251, Forward time: 2.3096, Backward time: 3.0444, DDP time: 0.0043, Total iter time: 6.5653 [2020-11-15 04:00:52,887][root][INFO] - ===> Epoch[85](2216/26): Loss 0.3423, Sem 0.3423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.197e-01 Score 89.170 Data time: 0.2444, Forward time: 2.3097, Backward time: 3.0400, DDP time: 0.0043, Total iter time: 4.6835 [2020-11-15 04:00:58,249][root][INFO] - ===> Epoch[85](2217/26): Loss 0.3452, Sem 0.3452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.197e-01 Score 88.759 Data time: 0.2346, Forward time: 2.3104, Backward time: 3.0374, DDP time: 0.0043, Total iter time: 5.2698 [2020-11-15 04:01:02,811][root][INFO] - ===> Epoch[85](2218/26): Loss 0.3238, Sem 0.3238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.196e-01 Score 90.112 Data time: 0.1661, Forward time: 2.3082, Backward time: 3.0345, DDP time: 0.0043, Total iter time: 4.4739 [2020-11-15 04:01:08,956][root][INFO] - ===> Epoch[85](2219/26): Loss 0.3868, Sem 0.3868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.196e-01 Score 88.374 Data time: 0.2604, Forward time: 2.3093, Backward time: 3.0353, DDP time: 0.0043, Total iter time: 6.0581 [2020-11-15 04:01:15,322][root][INFO] - ===> Epoch[85](2220/26): Loss 0.3625, Sem 0.3625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.195e-01 Score 88.966 Data time: 0.2293, Forward time: 2.3110, Backward time: 3.0364, DDP time: 0.0043, Total iter time: 6.2726 [2020-11-15 04:01:20,896][root][INFO] - ===> Epoch[85](2221/26): Loss 0.3388, Sem 0.3388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.195e-01 Score 89.436 Data time: 0.1638, Forward time: 2.3087, Backward time: 3.0378, DDP time: 0.0043, Total iter time: 5.4340 [2020-11-15 04:01:25,438][root][INFO] - ===> Epoch[85](2222/26): Loss 0.3245, Sem 0.3245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.195e-01 Score 90.045 Data time: 0.1108, Forward time: 2.3038, Backward time: 3.0381, DDP time: 0.0043, Total iter time: 4.4485 [2020-11-15 04:01:32,027][root][INFO] - ===> Epoch[85](2223/26): Loss 0.3997, Sem 0.3997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.194e-01 Score 88.029 Data time: 0.1914, Forward time: 2.3027, Backward time: 3.0432, DDP time: 0.0043, Total iter time: 6.5538 [2020-11-15 04:01:37,408][root][INFO] - ===> Epoch[85](2224/26): Loss 0.3529, Sem 0.3529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.194e-01 Score 89.406 Data time: 0.2312, Forward time: 2.3034, Backward time: 3.0410, DDP time: 0.0043, Total iter time: 5.2966 [2020-11-15 04:01:43,576][root][INFO] - ===> Epoch[85](2225/26): Loss 0.3982, Sem 0.3982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.194e-01 Score 87.623 Data time: 0.1763, Forward time: 2.3021, Backward time: 3.0441, DDP time: 0.0043, Total iter time: 6.0577 [2020-11-15 04:01:49,371][root][INFO] - ===> Epoch[85](2226/26): Loss 0.3585, Sem 0.3585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.193e-01 Score 88.935 Data time: 0.2185, Forward time: 2.3026, Backward time: 3.0439, DDP time: 0.0043, Total iter time: 5.6915 [2020-11-15 04:01:54,971][root][INFO] - ===> Epoch[85](2227/26): Loss 0.3117, Sem 0.3117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.193e-01 Score 90.062 Data time: 0.2078, Forward time: 2.3027, Backward time: 3.0431, DDP time: 0.0043, Total iter time: 5.4728 [2020-11-15 04:02:00,165][root][INFO] - ===> Epoch[85](2228/26): Loss 0.3280, Sem 0.3280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.193e-01 Score 90.005 Data time: 0.2305, Forward time: 2.3044, Backward time: 3.0393, DDP time: 0.0043, Total iter time: 5.0866 [2020-11-15 04:02:06,955][root][INFO] - ===> Epoch[85](2229/26): Loss 0.3422, Sem 0.3422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.192e-01 Score 89.226 Data time: 0.1567, Forward time: 2.3019, Backward time: 3.0461, DDP time: 0.0043, Total iter time: 6.6817 [2020-11-15 04:02:13,028][root][INFO] - ===> Epoch[85](2230/26): Loss 0.3379, Sem 0.3379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.192e-01 Score 89.131 Data time: 0.2800, Forward time: 2.3055, Backward time: 3.0441, DDP time: 0.0043, Total iter time: 5.9877 [2020-11-15 04:02:18,872][root][INFO] - ===> Epoch[85](2231/26): Loss 0.3956, Sem 0.3956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.191e-01 Score 87.861 Data time: 0.2830, Forward time: 2.3083, Backward time: 3.0415, DDP time: 0.0043, Total iter time: 5.7481 [2020-11-15 04:02:23,581][root][INFO] - ===> Epoch[85](2232/26): Loss 0.3216, Sem 0.3216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.191e-01 Score 89.738 Data time: 0.2034, Forward time: 2.3087, Backward time: 3.0369, DDP time: 0.0043, Total iter time: 4.5975 [2020-11-15 04:02:29,041][root][INFO] - ===> Epoch[85](2233/26): Loss 0.4437, Sem 0.4437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.191e-01 Score 86.963 Data time: 0.2810, Forward time: 2.3103, Backward time: 3.0339, DDP time: 0.0043, Total iter time: 5.3678 [2020-11-15 04:02:34,979][root][INFO] - ===> Epoch[85](2234/26): Loss 0.3490, Sem 0.3490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.190e-01 Score 89.301 Data time: 0.2760, Forward time: 2.3135, Backward time: 3.0315, DDP time: 0.0043, Total iter time: 5.8388 [2020-11-15 04:02:41,426][root][INFO] - ===> Epoch[86](2235/26): Loss 0.3676, Sem 0.3676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.190e-01 Score 88.711 Data time: 0.1917, Forward time: 2.3135, Backward time: 3.0344, DDP time: 0.0043, Total iter time: 6.3447 [2020-11-15 04:02:46,871][root][INFO] - ===> Epoch[86](2236/26): Loss 0.3847, Sem 0.3847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.190e-01 Score 87.762 Data time: 0.1713, Forward time: 2.3120, Backward time: 3.0347, DDP time: 0.0043, Total iter time: 5.3415 [2020-11-15 04:02:52,710][root][INFO] - ===> Epoch[86](2237/26): Loss 0.3570, Sem 0.3570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.189e-01 Score 89.039 Data time: 0.2055, Forward time: 2.3118, Backward time: 3.0353, DDP time: 0.0043, Total iter time: 5.7426 [2020-11-15 04:02:57,644][root][INFO] - ===> Epoch[86](2238/26): Loss 0.3837, Sem 0.3837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.189e-01 Score 88.211 Data time: 0.1578, Forward time: 2.3096, Backward time: 3.0343, DDP time: 0.0043, Total iter time: 4.8249 [2020-11-15 04:03:03,764][root][INFO] - ===> Epoch[86](2239/26): Loss 0.3789, Sem 0.3789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.189e-01 Score 88.216 Data time: 0.1852, Forward time: 2.3069, Backward time: 3.0385, DDP time: 0.0043, Total iter time: 6.0346 [2020-11-15 04:03:08,582][root][INFO] - ===> Epoch[86](2240/26): Loss 0.3757, Sem 0.3757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.188e-01 Score 88.528 Data time: 0.1917, Forward time: 2.3063, Backward time: 3.0357, DDP time: 0.0043, Total iter time: 4.7412 [2020-11-15 04:03:14,072][root][INFO] - ===> Epoch[86](2241/26): Loss 0.3439, Sem 0.3439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.188e-01 Score 89.392 Data time: 0.2285, Forward time: 2.3071, Backward time: 3.0338, DDP time: 0.0043, Total iter time: 5.3684 [2020-11-15 04:03:19,635][root][INFO] - ===> Epoch[86](2242/26): Loss 0.3411, Sem 0.3411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.187e-01 Score 89.688 Data time: 0.1827, Forward time: 2.3063, Backward time: 3.0340, DDP time: 0.0043, Total iter time: 5.4485 [2020-11-15 04:03:24,799][root][INFO] - ===> Epoch[86](2243/26): Loss 0.3752, Sem 0.3752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.187e-01 Score 88.270 Data time: 0.1056, Forward time: 2.3019, Backward time: 3.0368, DDP time: 0.0043, Total iter time: 5.0632 [2020-11-15 04:03:31,301][root][INFO] - ===> Epoch[86](2244/26): Loss 0.3909, Sem 0.3909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.187e-01 Score 88.340 Data time: 0.1745, Forward time: 2.3005, Backward time: 3.0414, DDP time: 0.0043, Total iter time: 6.4164 [2020-11-15 04:03:37,368][root][INFO] - ===> Epoch[86](2245/26): Loss 0.3779, Sem 0.3779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.186e-01 Score 88.174 Data time: 0.1721, Forward time: 2.2986, Backward time: 3.0447, DDP time: 0.0043, Total iter time: 5.9664 [2020-11-15 04:03:43,624][root][INFO] - ===> Epoch[86](2246/26): Loss 0.3831, Sem 0.3831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.186e-01 Score 88.338 Data time: 0.3368, Forward time: 2.3022, Backward time: 3.0429, DDP time: 0.0043, Total iter time: 6.1519 [2020-11-15 04:03:49,281][root][INFO] - ===> Epoch[86](2247/26): Loss 0.3734, Sem 0.3734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.186e-01 Score 87.807 Data time: 0.1532, Forward time: 2.3008, Backward time: 3.0440, DDP time: 0.0043, Total iter time: 5.5319 [2020-11-15 04:03:55,298][root][INFO] - ===> Epoch[86](2248/26): Loss 0.3817, Sem 0.3817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.185e-01 Score 88.350 Data time: 0.2098, Forward time: 2.3008, Backward time: 3.0452, DDP time: 0.0043, Total iter time: 5.9238 [2020-11-15 04:04:00,612][root][INFO] - ===> Epoch[86](2249/26): Loss 0.3818, Sem 0.3818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.185e-01 Score 87.326 Data time: 0.1673, Forward time: 2.2986, Backward time: 3.0453, DDP time: 0.0043, Total iter time: 5.2007 [2020-11-15 04:04:05,559][root][INFO] - ===> Epoch[86](2250/26): Loss 0.3825, Sem 0.3825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.185e-01 Score 88.257 Data time: 0.1998, Forward time: 2.2991, Backward time: 3.0420, DDP time: 0.0043, Total iter time: 4.8637 [2020-11-15 04:04:12,246][root][INFO] - ===> Epoch[86](2251/26): Loss 0.4455, Sem 0.4455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.184e-01 Score 86.462 Data time: 0.2477, Forward time: 2.3010, Backward time: 3.0437, DDP time: 0.0043, Total iter time: 6.5834 [2020-11-15 04:04:17,252][root][INFO] - ===> Epoch[86](2252/26): Loss 0.3253, Sem 0.3253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.184e-01 Score 89.587 Data time: 0.1967, Forward time: 2.3013, Backward time: 3.0406, DDP time: 0.0043, Total iter time: 4.8678 [2020-11-15 04:04:22,476][root][INFO] - ===> Epoch[86](2253/26): Loss 0.3927, Sem 0.3927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.183e-01 Score 87.872 Data time: 0.2276, Forward time: 2.3010, Backward time: 3.0390, DDP time: 0.0043, Total iter time: 5.1217 [2020-11-15 04:04:28,481][root][INFO] - ===> Epoch[86](2254/26): Loss 0.3730, Sem 0.3730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.183e-01 Score 88.175 Data time: 0.2314, Forward time: 2.3029, Backward time: 3.0383, DDP time: 0.0043, Total iter time: 5.8949 [2020-11-15 04:04:34,308][root][INFO] - ===> Epoch[86](2255/26): Loss 0.3815, Sem 0.3815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.183e-01 Score 87.781 Data time: 0.1966, Forward time: 2.3022, Backward time: 3.0393, DDP time: 0.0043, Total iter time: 5.7066 [2020-11-15 04:04:39,963][root][INFO] - ===> Epoch[86](2256/26): Loss 0.3163, Sem 0.3163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.182e-01 Score 90.107 Data time: 0.2798, Forward time: 2.3047, Backward time: 3.0365, DDP time: 0.0043, Total iter time: 5.5330 [2020-11-15 04:04:46,196][root][INFO] - ===> Epoch[86](2257/26): Loss 0.3548, Sem 0.3548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.182e-01 Score 89.159 Data time: 0.2936, Forward time: 2.3086, Backward time: 3.0343, DDP time: 0.0043, Total iter time: 6.1109 [2020-11-15 04:04:51,331][root][INFO] - ===> Epoch[86](2258/26): Loss 0.3556, Sem 0.3556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.182e-01 Score 88.867 Data time: 0.2059, Forward time: 2.3089, Backward time: 3.0318, DDP time: 0.0043, Total iter time: 5.0118 [2020-11-15 04:04:58,246][root][INFO] - ===> Epoch[86](2259/26): Loss 0.3593, Sem 0.3593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.181e-01 Score 88.500 Data time: 0.2469, Forward time: 2.3108, Backward time: 3.0343, DDP time: 0.0043, Total iter time: 6.8146 [2020-11-15 04:05:04,406][root][INFO] - ===> Epoch[86](2260/26): Loss 0.3836, Sem 0.3836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.181e-01 Score 87.785 Data time: 0.2149, Forward time: 2.3118, Backward time: 3.0347, DDP time: 0.0043, Total iter time: 6.0478 [2020-11-15 04:05:10,063][root][INFO] - ===> Epoch[87](2261/26): Loss 0.4424, Sem 0.4424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.181e-01 Score 86.477 Data time: 0.2558, Forward time: 2.3143, Backward time: 3.0320, DDP time: 0.0043, Total iter time: 5.5603 [2020-11-15 04:05:16,066][root][INFO] - ===> Epoch[87](2262/26): Loss 0.3186, Sem 0.3186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.180e-01 Score 89.898 Data time: 0.2615, Forward time: 2.3175, Backward time: 3.0298, DDP time: 0.0043, Total iter time: 5.8882 [2020-11-15 04:05:21,679][root][INFO] - ===> Epoch[87](2263/26): Loss 0.4850, Sem 0.4850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.180e-01 Score 85.435 Data time: 0.2112, Forward time: 2.3178, Backward time: 3.0290, DDP time: 0.0043, Total iter time: 5.4875 [2020-11-15 04:05:26,718][root][INFO] - ===> Epoch[87](2264/26): Loss 0.3623, Sem 0.3623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.179e-01 Score 88.293 Data time: 0.2019, Forward time: 2.3179, Backward time: 3.0259, DDP time: 0.0043, Total iter time: 4.9228 [2020-11-15 04:05:31,764][root][INFO] - ===> Epoch[87](2265/26): Loss 0.3451, Sem 0.3451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.179e-01 Score 90.020 Data time: 0.1479, Forward time: 2.3150, Backward time: 3.0263, DDP time: 0.0043, Total iter time: 4.9551 [2020-11-15 04:05:37,441][root][INFO] - ===> Epoch[87](2266/26): Loss 0.3650, Sem 0.3650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.179e-01 Score 88.966 Data time: 0.2655, Forward time: 2.3172, Backward time: 3.0239, DDP time: 0.0043, Total iter time: 5.6017 [2020-11-15 04:05:42,357][root][INFO] - ===> Epoch[87](2267/26): Loss 0.3522, Sem 0.3522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.178e-01 Score 88.483 Data time: 0.1766, Forward time: 2.3167, Backward time: 3.0215, DDP time: 0.0043, Total iter time: 4.8104 [2020-11-15 04:05:48,110][root][INFO] - ===> Epoch[87](2268/26): Loss 0.3762, Sem 0.3762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.178e-01 Score 88.238 Data time: 0.1197, Forward time: 2.3133, Backward time: 3.0256, DDP time: 0.0043, Total iter time: 5.6643 [2020-11-15 04:05:53,763][root][INFO] - ===> Epoch[87](2269/26): Loss 0.3238, Sem 0.3238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.178e-01 Score 90.137 Data time: 0.1687, Forward time: 2.3112, Backward time: 3.0277, DDP time: 0.0043, Total iter time: 5.6239 [2020-11-15 04:05:59,011][root][INFO] - ===> Epoch[87](2270/26): Loss 0.4009, Sem 0.4009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.177e-01 Score 87.094 Data time: 0.2474, Forward time: 2.3126, Backward time: 3.0248, DDP time: 0.0043, Total iter time: 5.1717 [2020-11-15 04:06:03,496][root][INFO] - ===> Epoch[87](2271/26): Loss 0.3510, Sem 0.3510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.177e-01 Score 88.890 Data time: 0.2049, Forward time: 2.3125, Backward time: 3.0200, DDP time: 0.0043, Total iter time: 4.3723 [2020-11-15 04:06:08,608][root][INFO] - ===> Epoch[87](2272/26): Loss 0.3674, Sem 0.3674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.177e-01 Score 88.655 Data time: 0.1867, Forward time: 2.3117, Backward time: 3.0187, DDP time: 0.0043, Total iter time: 5.0186 [2020-11-15 04:06:14,880][root][INFO] - ===> Epoch[87](2273/26): Loss 0.4494, Sem 0.4494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.176e-01 Score 86.444 Data time: 0.1454, Forward time: 2.3100, Backward time: 3.0226, DDP time: 0.0043, Total iter time: 6.1848 [2020-11-15 04:06:21,489][root][INFO] - ===> Epoch[87](2274/26): Loss 0.3445, Sem 0.3445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.176e-01 Score 90.132 Data time: 0.2281, Forward time: 2.3100, Backward time: 3.0257, DDP time: 0.0043, Total iter time: 6.5170 [2020-11-15 04:06:26,751][root][INFO] - ===> Epoch[87](2275/26): Loss 0.3962, Sem 0.3962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.175e-01 Score 88.072 Data time: 0.2192, Forward time: 2.3112, Backward time: 3.0229, DDP time: 0.0043, Total iter time: 5.1555 [2020-11-15 04:06:32,773][root][INFO] - ===> Epoch[87](2276/26): Loss 0.3720, Sem 0.3720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.175e-01 Score 88.804 Data time: 0.1708, Forward time: 2.3096, Backward time: 3.0255, DDP time: 0.0043, Total iter time: 5.9043 [2020-11-15 04:06:37,339][root][INFO] - ===> Epoch[87](2277/26): Loss 0.3506, Sem 0.3506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.175e-01 Score 88.708 Data time: 0.1885, Forward time: 2.3094, Backward time: 3.0218, DDP time: 0.0043, Total iter time: 4.4623 [2020-11-15 04:06:44,326][root][INFO] - ===> Epoch[87](2278/26): Loss 0.3691, Sem 0.3691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.174e-01 Score 87.963 Data time: 0.2140, Forward time: 2.3097, Backward time: 3.0259, DDP time: 0.0043, Total iter time: 6.8904 [2020-11-15 04:06:50,361][root][INFO] - ===> Epoch[87](2279/26): Loss 0.3465, Sem 0.3465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.174e-01 Score 89.837 Data time: 0.1867, Forward time: 2.3085, Backward time: 3.0281, DDP time: 0.0043, Total iter time: 5.9278 [2020-11-15 04:06:55,800][root][INFO] - ===> Epoch[87](2280/26): Loss 0.3273, Sem 0.3273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.174e-01 Score 89.175 Data time: 0.2437, Forward time: 2.3102, Backward time: 3.0254, DDP time: 0.0043, Total iter time: 5.3300 [2020-11-15 04:07:03,847][root][INFO] - ===> Epoch[87](2281/26): Loss 0.3942, Sem 0.3942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.173e-01 Score 88.317 Data time: 0.1982, Forward time: 2.3097, Backward time: 3.0338, DDP time: 0.0043, Total iter time: 7.9327 [2020-11-15 04:07:09,827][root][INFO] - ===> Epoch[87](2282/26): Loss 0.3338, Sem 0.3338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.173e-01 Score 89.109 Data time: 0.2397, Forward time: 2.3109, Backward time: 3.0334, DDP time: 0.0043, Total iter time: 5.8803 [2020-11-15 04:07:14,937][root][INFO] - ===> Epoch[87](2283/26): Loss 0.4028, Sem 0.4028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.173e-01 Score 87.887 Data time: 0.2068, Forward time: 2.3115, Backward time: 3.0307, DDP time: 0.0043, Total iter time: 4.9775 [2020-11-15 04:07:20,342][root][INFO] - ===> Epoch[87](2284/26): Loss 0.3705, Sem 0.3705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.172e-01 Score 88.551 Data time: 0.1832, Forward time: 2.3099, Backward time: 3.0311, DDP time: 0.0043, Total iter time: 5.3022 [2020-11-15 04:07:25,316][root][INFO] - ===> Epoch[87](2285/26): Loss 0.3452, Sem 0.3452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.172e-01 Score 89.343 Data time: 0.2166, Forward time: 2.3105, Backward time: 3.0281, DDP time: 0.0043, Total iter time: 4.8874 [2020-11-15 04:07:29,904][root][INFO] - ===> Epoch[87](2286/26): Loss 0.3360, Sem 0.3360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.171e-01 Score 89.268 Data time: 0.1406, Forward time: 2.3085, Backward time: 3.0264, DDP time: 0.0043, Total iter time: 4.4808 [2020-11-15 04:07:35,727][root][INFO] - ===> Epoch[88](2287/26): Loss 0.3538, Sem 0.3538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.171e-01 Score 88.636 Data time: 0.1342, Forward time: 2.3058, Backward time: 3.0295, DDP time: 0.0043, Total iter time: 5.7420 [2020-11-15 04:07:40,867][root][INFO] - ===> Epoch[88](2288/26): Loss 0.3555, Sem 0.3555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.171e-01 Score 89.371 Data time: 0.1677, Forward time: 2.3042, Backward time: 3.0293, DDP time: 0.0043, Total iter time: 5.0550 [2020-11-15 04:07:47,421][root][INFO] - ===> Epoch[88](2289/26): Loss 0.3297, Sem 0.3297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.170e-01 Score 89.630 Data time: 0.1526, Forward time: 2.3018, Backward time: 3.0344, DDP time: 0.0043, Total iter time: 6.4448 [2020-11-15 04:07:54,656][root][INFO] - ===> Epoch[88](2290/26): Loss 0.3686, Sem 0.3686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.170e-01 Score 88.172 Data time: 0.2285, Forward time: 2.3021, Backward time: 3.0391, DDP time: 0.0044, Total iter time: 7.1268 [2020-11-15 04:07:59,165][root][INFO] - ===> Epoch[88](2291/26): Loss 0.3423, Sem 0.3423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.170e-01 Score 88.836 Data time: 0.2062, Forward time: 2.3024, Backward time: 3.0347, DDP time: 0.0044, Total iter time: 4.3976 [2020-11-15 04:08:04,684][root][INFO] - ===> Epoch[88](2292/26): Loss 0.3504, Sem 0.3504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.169e-01 Score 89.186 Data time: 0.2505, Forward time: 2.3028, Backward time: 3.0335, DDP time: 0.0044, Total iter time: 5.4055 [2020-11-15 04:08:10,192][root][INFO] - ===> Epoch[88](2293/26): Loss 0.3985, Sem 0.3985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.169e-01 Score 87.720 Data time: 0.2369, Forward time: 2.3041, Backward time: 3.0314, DDP time: 0.0044, Total iter time: 5.3733 [2020-11-15 04:08:15,405][root][INFO] - ===> Epoch[88](2294/26): Loss 0.3606, Sem 0.3606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.169e-01 Score 88.965 Data time: 0.1736, Forward time: 2.3032, Backward time: 3.0307, DDP time: 0.0044, Total iter time: 5.1049 [2020-11-15 04:08:20,278][root][INFO] - ===> Epoch[88](2295/26): Loss 0.3687, Sem 0.3687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.168e-01 Score 88.578 Data time: 0.1453, Forward time: 2.3010, Backward time: 3.0302, DDP time: 0.0044, Total iter time: 4.7807 [2020-11-15 04:08:25,607][root][INFO] - ===> Epoch[88](2296/26): Loss 0.3992, Sem 0.3992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.168e-01 Score 87.501 Data time: 0.1697, Forward time: 2.2993, Backward time: 3.0306, DDP time: 0.0044, Total iter time: 5.2524 [2020-11-15 04:08:31,524][root][INFO] - ===> Epoch[88](2297/26): Loss 0.3943, Sem 0.3943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.167e-01 Score 87.731 Data time: 0.2580, Forward time: 2.3009, Backward time: 3.0297, DDP time: 0.0044, Total iter time: 5.8180 [2020-11-15 04:08:37,270][root][INFO] - ===> Epoch[88](2298/26): Loss 0.3148, Sem 0.3148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.167e-01 Score 90.475 Data time: 0.1621, Forward time: 2.2993, Backward time: 3.0312, DDP time: 0.0044, Total iter time: 5.6108 [2020-11-15 04:08:42,821][root][INFO] - ===> Epoch[88](2299/26): Loss 0.3884, Sem 0.3884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.167e-01 Score 87.859 Data time: 0.2724, Forward time: 2.3006, Backward time: 3.0294, DDP time: 0.0044, Total iter time: 5.4450 [2020-11-15 04:08:48,915][root][INFO] - ===> Epoch[88](2300/26): Loss 0.4221, Sem 0.4221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.166e-01 Score 87.737 Data time: 0.2142, Forward time: 2.3011, Backward time: 3.0301, DDP time: 0.0044, Total iter time: 5.9875 [2020-11-15 04:08:54,501][root][INFO] - ===> Epoch[88](2301/26): Loss 0.3583, Sem 0.3583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.166e-01 Score 88.963 Data time: 0.2020, Forward time: 2.3009, Backward time: 3.0297, DDP time: 0.0044, Total iter time: 5.4453 [2020-11-15 04:09:00,559][root][INFO] - ===> Epoch[88](2302/26): Loss 0.3958, Sem 0.3958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.166e-01 Score 88.540 Data time: 0.2277, Forward time: 2.3015, Backward time: 3.0302, DDP time: 0.0044, Total iter time: 5.9554 [2020-11-15 04:09:05,514][root][INFO] - ===> Epoch[88](2303/26): Loss 0.3538, Sem 0.3538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.165e-01 Score 88.843 Data time: 0.2040, Forward time: 2.3022, Backward time: 3.0270, DDP time: 0.0044, Total iter time: 4.8261 [2020-11-15 04:09:11,238][root][INFO] - ===> Epoch[88](2304/26): Loss 0.3277, Sem 0.3277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.165e-01 Score 89.844 Data time: 0.1902, Forward time: 2.3022, Backward time: 3.0271, DDP time: 0.0044, Total iter time: 5.6019 [2020-11-15 04:09:17,959][root][INFO] - ===> Epoch[88](2305/26): Loss 0.3813, Sem 0.3813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.165e-01 Score 87.875 Data time: 0.1236, Forward time: 2.2993, Backward time: 3.0337, DDP time: 0.0044, Total iter time: 6.6132 [2020-11-15 04:09:24,027][root][INFO] - ===> Epoch[88](2306/26): Loss 0.3355, Sem 0.3355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.164e-01 Score 89.499 Data time: 0.1899, Forward time: 2.2990, Backward time: 3.0353, DDP time: 0.0044, Total iter time: 5.9650 [2020-11-15 04:09:29,103][root][INFO] - ===> Epoch[88](2307/26): Loss 0.3679, Sem 0.3679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.164e-01 Score 88.450 Data time: 0.1348, Forward time: 2.2966, Backward time: 3.0357, DDP time: 0.0044, Total iter time: 4.9499 [2020-11-15 04:09:35,373][root][INFO] - ===> Epoch[88](2308/26): Loss 0.3961, Sem 0.3961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.163e-01 Score 88.152 Data time: 0.1896, Forward time: 2.2944, Backward time: 3.0394, DDP time: 0.0044, Total iter time: 6.1633 [2020-11-15 04:09:40,652][root][INFO] - ===> Epoch[88](2309/26): Loss 0.3447, Sem 0.3447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.163e-01 Score 89.121 Data time: 0.1941, Forward time: 2.2937, Backward time: 3.0388, DDP time: 0.0044, Total iter time: 5.1792 [2020-11-15 04:09:45,475][root][INFO] - ===> Epoch[88](2310/26): Loss 0.3363, Sem 0.3363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.163e-01 Score 89.428 Data time: 0.2050, Forward time: 2.2926, Backward time: 3.0369, DDP time: 0.0044, Total iter time: 4.6958 [2020-11-15 04:09:51,767][root][INFO] - ===> Epoch[88](2311/26): Loss 0.3881, Sem 0.3881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.162e-01 Score 87.839 Data time: 0.2602, Forward time: 2.2942, Backward time: 3.0371, DDP time: 0.0044, Total iter time: 6.1818 [2020-11-15 04:09:57,697][root][INFO] - ===> Epoch[88](2312/26): Loss 0.3838, Sem 0.3838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.162e-01 Score 88.439 Data time: 0.2660, Forward time: 2.2967, Backward time: 3.0352, DDP time: 0.0044, Total iter time: 5.8087 [2020-11-15 04:10:03,072][root][INFO] - ===> Epoch[89](2313/26): Loss 0.3786, Sem 0.3786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.162e-01 Score 88.063 Data time: 0.2014, Forward time: 2.2968, Backward time: 3.0340, DDP time: 0.0044, Total iter time: 5.2492 [2020-11-15 04:10:08,574][root][INFO] - ===> Epoch[89](2314/26): Loss 0.3479, Sem 0.3479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.161e-01 Score 88.924 Data time: 0.1705, Forward time: 2.2956, Backward time: 3.0345, DDP time: 0.0044, Total iter time: 5.3992 [2020-11-15 04:10:14,286][root][INFO] - ===> Epoch[89](2315/26): Loss 0.3328, Sem 0.3328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.161e-01 Score 89.384 Data time: 0.1769, Forward time: 2.2949, Backward time: 3.0354, DDP time: 0.0044, Total iter time: 5.6031 [2020-11-15 04:10:20,003][root][INFO] - ===> Epoch[89](2316/26): Loss 0.3907, Sem 0.3907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.161e-01 Score 88.222 Data time: 0.1658, Forward time: 2.2935, Backward time: 3.0367, DDP time: 0.0044, Total iter time: 5.6086 [2020-11-15 04:10:25,138][root][INFO] - ===> Epoch[89](2317/26): Loss 0.3841, Sem 0.3841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.160e-01 Score 87.967 Data time: 0.2205, Forward time: 2.2945, Backward time: 3.0339, DDP time: 0.0044, Total iter time: 5.0197 [2020-11-15 04:10:31,492][root][INFO] - ===> Epoch[89](2318/26): Loss 0.3578, Sem 0.3578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.160e-01 Score 89.088 Data time: 0.1831, Forward time: 2.2935, Backward time: 3.0368, DDP time: 0.0044, Total iter time: 6.2374 [2020-11-15 04:10:36,785][root][INFO] - ===> Epoch[89](2319/26): Loss 0.4442, Sem 0.4442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.159e-01 Score 86.358 Data time: 0.1742, Forward time: 2.2923, Backward time: 3.0367, DDP time: 0.0044, Total iter time: 5.2021 [2020-11-15 04:10:42,247][root][INFO] - ===> Epoch[89](2320/26): Loss 0.3672, Sem 0.3672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.159e-01 Score 87.955 Data time: 0.1521, Forward time: 2.2904, Backward time: 3.0379, DDP time: 0.0044, Total iter time: 5.3638 [2020-11-15 04:10:46,607][root][INFO] - ===> Epoch[89](2321/26): Loss 0.4213, Sem 0.4213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.159e-01 Score 86.805 Data time: 0.1933, Forward time: 2.2898, Backward time: 3.0344, DDP time: 0.0044, Total iter time: 4.2655 [2020-11-15 04:10:51,813][root][INFO] - ===> Epoch[89](2322/26): Loss 0.4347, Sem 0.4347, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.158e-01 Score 87.641 Data time: 0.1917, Forward time: 2.2894, Backward time: 3.0334, DDP time: 0.0044, Total iter time: 5.1083 [2020-11-15 04:10:57,066][root][INFO] - ===> Epoch[89](2323/26): Loss 0.3799, Sem 0.3799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.158e-01 Score 88.645 Data time: 0.2280, Forward time: 2.2899, Backward time: 3.0316, DDP time: 0.0044, Total iter time: 5.1475 [2020-11-15 04:11:02,187][root][INFO] - ===> Epoch[89](2324/26): Loss 0.4105, Sem 0.4105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.158e-01 Score 87.414 Data time: 0.2459, Forward time: 2.2908, Backward time: 3.0289, DDP time: 0.0044, Total iter time: 4.9962 [2020-11-15 04:11:07,875][root][INFO] - ===> Epoch[89](2325/26): Loss 0.4466, Sem 0.4466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.157e-01 Score 87.035 Data time: 0.2718, Forward time: 2.2930, Backward time: 3.0266, DDP time: 0.0044, Total iter time: 5.5704 [2020-11-15 04:11:14,291][root][INFO] - ===> Epoch[89](2326/26): Loss 0.4183, Sem 0.4183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.157e-01 Score 87.268 Data time: 0.1827, Forward time: 2.2922, Backward time: 3.0294, DDP time: 0.0044, Total iter time: 6.2987 [2020-11-15 04:11:20,167][root][INFO] - ===> Epoch[89](2327/26): Loss 0.4587, Sem 0.4587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.156e-01 Score 85.723 Data time: 0.2164, Forward time: 2.2926, Backward time: 3.0295, DDP time: 0.0044, Total iter time: 5.7751 [2020-11-15 04:11:25,762][root][INFO] - ===> Epoch[89](2328/26): Loss 0.3977, Sem 0.3977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.156e-01 Score 87.533 Data time: 0.2166, Forward time: 2.2927, Backward time: 3.0289, DDP time: 0.0044, Total iter time: 5.4689 [2020-11-15 04:11:30,083][root][INFO] - ===> Epoch[89](2329/26): Loss 0.3493, Sem 0.3493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.156e-01 Score 89.115 Data time: 0.2077, Forward time: 2.2927, Backward time: 3.0249, DDP time: 0.0044, Total iter time: 4.2257 [2020-11-15 04:11:35,123][root][INFO] - ===> Epoch[89](2330/26): Loss 0.3976, Sem 0.3976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.155e-01 Score 86.958 Data time: 0.2412, Forward time: 2.2935, Backward time: 3.0222, DDP time: 0.0044, Total iter time: 4.9485 [2020-11-15 04:11:40,690][root][INFO] - ===> Epoch[89](2331/26): Loss 0.3997, Sem 0.3997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.155e-01 Score 87.564 Data time: 0.2638, Forward time: 2.2954, Backward time: 3.0198, DDP time: 0.0044, Total iter time: 5.4560 [2020-11-15 04:11:46,755][root][INFO] - ===> Epoch[89](2332/26): Loss 0.4726, Sem 0.4726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.155e-01 Score 86.134 Data time: 0.2681, Forward time: 2.2980, Backward time: 3.0182, DDP time: 0.0044, Total iter time: 5.9318 [2020-11-15 04:11:51,738][root][INFO] - ===> Epoch[89](2333/26): Loss 0.3225, Sem 0.3225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.154e-01 Score 90.360 Data time: 0.1794, Forward time: 2.2973, Backward time: 3.0169, DDP time: 0.0044, Total iter time: 4.8651 [2020-11-15 04:11:56,994][root][INFO] - ===> Epoch[89](2334/26): Loss 0.3811, Sem 0.3811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.154e-01 Score 88.561 Data time: 0.1870, Forward time: 2.2966, Backward time: 3.0164, DDP time: 0.0044, Total iter time: 5.1662 [2020-11-15 04:12:02,385][root][INFO] - ===> Epoch[89](2335/26): Loss 0.3731, Sem 0.3731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.154e-01 Score 88.671 Data time: 0.1958, Forward time: 2.2959, Backward time: 3.0162, DDP time: 0.0044, Total iter time: 5.3021 [2020-11-15 04:12:07,839][root][INFO] - ===> Epoch[89](2336/26): Loss 0.3294, Sem 0.3294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.153e-01 Score 89.397 Data time: 0.2572, Forward time: 2.2973, Backward time: 3.0141, DDP time: 0.0044, Total iter time: 5.3526 [2020-11-15 04:12:13,078][root][INFO] - ===> Epoch[89](2337/26): Loss 0.3500, Sem 0.3500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.153e-01 Score 89.429 Data time: 0.2418, Forward time: 2.2983, Backward time: 3.0117, DDP time: 0.0044, Total iter time: 5.1124 [2020-11-15 04:12:19,037][root][INFO] - ===> Epoch[89](2338/26): Loss 0.4300, Sem 0.4300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.152e-01 Score 86.933 Data time: 0.1834, Forward time: 2.2979, Backward time: 3.0128, DDP time: 0.0044, Total iter time: 5.8482 [2020-11-15 04:12:24,151][root][INFO] - ===> Epoch[90](2339/26): Loss 0.3368, Sem 0.3368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.152e-01 Score 89.537 Data time: 0.2279, Forward time: 2.2988, Backward time: 3.0101, DDP time: 0.0044, Total iter time: 4.9974 [2020-11-15 04:12:29,635][root][INFO] - ===> Epoch[90](2340/26): Loss 0.4122, Sem 0.4122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.152e-01 Score 87.768 Data time: 0.2018, Forward time: 2.2983, Backward time: 3.0100, DDP time: 0.0044, Total iter time: 5.3749 [2020-11-15 04:12:35,701][root][INFO] - ===> Epoch[90](2341/26): Loss 0.3735, Sem 0.3735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.151e-01 Score 88.161 Data time: 0.2070, Forward time: 2.2979, Backward time: 3.0114, DDP time: 0.0044, Total iter time: 5.9647 [2020-11-15 04:12:41,920][root][INFO] - ===> Epoch[90](2342/26): Loss 0.4054, Sem 0.4054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.151e-01 Score 87.325 Data time: 0.2304, Forward time: 2.2993, Backward time: 3.0116, DDP time: 0.0044, Total iter time: 6.1088 [2020-11-15 04:12:46,824][root][INFO] - ===> Epoch[90](2343/26): Loss 0.3629, Sem 0.3629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.151e-01 Score 87.914 Data time: 0.2402, Forward time: 2.3001, Backward time: 3.0085, DDP time: 0.0044, Total iter time: 4.7881 [2020-11-15 04:12:53,016][root][INFO] - ===> Epoch[90](2344/26): Loss 0.4218, Sem 0.4218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.150e-01 Score 87.363 Data time: 0.2505, Forward time: 2.3011, Backward time: 3.0089, DDP time: 0.0044, Total iter time: 6.0961 [2020-11-15 04:12:58,390][root][INFO] - ===> Epoch[90](2345/26): Loss 0.3581, Sem 0.3581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.150e-01 Score 88.564 Data time: 0.2490, Forward time: 2.3026, Backward time: 3.0065, DDP time: 0.0044, Total iter time: 5.2696 [2020-11-15 04:13:03,166][root][INFO] - ===> Epoch[90](2346/26): Loss 0.3682, Sem 0.3682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.150e-01 Score 88.809 Data time: 0.2208, Forward time: 2.3030, Backward time: 3.0036, DDP time: 0.0044, Total iter time: 4.6653 [2020-11-15 04:13:09,080][root][INFO] - ===> Epoch[90](2347/26): Loss 0.3449, Sem 0.3449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.149e-01 Score 89.213 Data time: 0.2632, Forward time: 2.3043, Backward time: 3.0026, DDP time: 0.0044, Total iter time: 5.8197 [2020-11-15 04:13:14,462][root][INFO] - ===> Epoch[90](2348/26): Loss 0.4081, Sem 0.4081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.149e-01 Score 87.232 Data time: 0.2708, Forward time: 2.3053, Backward time: 3.0006, DDP time: 0.0044, Total iter time: 5.2622 [2020-11-15 04:13:21,711][root][INFO] - ===> Epoch[90](2349/26): Loss 0.4098, Sem 0.4098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.148e-01 Score 87.697 Data time: 0.2090, Forward time: 2.3049, Backward time: 3.0052, DDP time: 0.0044, Total iter time: 7.1537 [2020-11-15 04:13:27,848][root][INFO] - ===> Epoch[90](2350/26): Loss 0.4034, Sem 0.4034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.148e-01 Score 87.256 Data time: 0.2428, Forward time: 2.3063, Backward time: 3.0050, DDP time: 0.0044, Total iter time: 6.0512 [2020-11-15 04:13:33,688][root][INFO] - ===> Epoch[90](2351/26): Loss 0.4014, Sem 0.4014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.148e-01 Score 87.936 Data time: 0.2132, Forward time: 2.3067, Backward time: 3.0050, DDP time: 0.0044, Total iter time: 5.7289 [2020-11-15 04:13:39,078][root][INFO] - ===> Epoch[90](2352/26): Loss 0.4028, Sem 0.4028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.147e-01 Score 88.282 Data time: 0.1974, Forward time: 2.3065, Backward time: 3.0044, DDP time: 0.0044, Total iter time: 5.2978 [2020-11-15 04:13:45,954][root][INFO] - ===> Epoch[90](2353/26): Loss 0.3741, Sem 0.3741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.147e-01 Score 87.405 Data time: 0.1651, Forward time: 2.3053, Backward time: 3.0088, DDP time: 0.0044, Total iter time: 6.7781 [2020-11-15 04:13:52,242][root][INFO] - ===> Epoch[90](2354/26): Loss 0.3860, Sem 0.3860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.147e-01 Score 88.042 Data time: 0.1756, Forward time: 2.3042, Backward time: 3.0115, DDP time: 0.0044, Total iter time: 6.1923 [2020-11-15 04:13:58,435][root][INFO] - ===> Epoch[90](2355/26): Loss 0.3766, Sem 0.3766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.146e-01 Score 88.436 Data time: 0.1878, Forward time: 2.3035, Backward time: 3.0135, DDP time: 0.0044, Total iter time: 6.0843 [2020-11-15 04:14:04,151][root][INFO] - ===> Epoch[90](2356/26): Loss 0.3821, Sem 0.3821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.146e-01 Score 88.240 Data time: 0.1417, Forward time: 2.3016, Backward time: 3.0154, DDP time: 0.0044, Total iter time: 5.6109 [2020-11-15 04:14:09,482][root][INFO] - ===> Epoch[90](2357/26): Loss 0.4122, Sem 0.4122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.146e-01 Score 87.871 Data time: 0.2789, Forward time: 2.3029, Backward time: 3.0132, DDP time: 0.0044, Total iter time: 5.2790 [2020-11-15 04:14:15,874][root][INFO] - ===> Epoch[90](2358/26): Loss 0.3873, Sem 0.3873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.145e-01 Score 88.104 Data time: 0.3156, Forward time: 2.3058, Backward time: 3.0121, DDP time: 0.0044, Total iter time: 6.3027 [2020-11-15 04:14:22,099][root][INFO] - ===> Epoch[90](2359/26): Loss 0.3697, Sem 0.3697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.145e-01 Score 88.045 Data time: 0.2175, Forward time: 2.3066, Backward time: 3.0127, DDP time: 0.0044, Total iter time: 6.1076 [2020-11-15 04:14:28,077][root][INFO] - ===> Epoch[90](2360/26): Loss 0.3965, Sem 0.3965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.144e-01 Score 88.060 Data time: 0.2228, Forward time: 2.3072, Backward time: 3.0128, DDP time: 0.0044, Total iter time: 5.8566 [2020-11-15 04:14:33,547][root][INFO] - ===> Epoch[90](2361/26): Loss 0.3557, Sem 0.3557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.144e-01 Score 89.133 Data time: 0.1907, Forward time: 2.3071, Backward time: 3.0123, DDP time: 0.0044, Total iter time: 5.3588 [2020-11-15 04:14:40,474][root][INFO] - ===> Epoch[90](2362/26): Loss 0.3476, Sem 0.3476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.144e-01 Score 88.362 Data time: 0.1598, Forward time: 2.3059, Backward time: 3.0168, DDP time: 0.0044, Total iter time: 6.8204 [2020-11-15 04:14:46,133][root][INFO] - ===> Epoch[90](2363/26): Loss 0.3409, Sem 0.3409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.143e-01 Score 90.033 Data time: 0.1719, Forward time: 2.3050, Backward time: 3.0176, DDP time: 0.0044, Total iter time: 5.5661 [2020-11-15 04:14:51,883][root][INFO] - ===> Epoch[90](2364/26): Loss 0.4052, Sem 0.4052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.143e-01 Score 88.058 Data time: 0.1678, Forward time: 2.3037, Backward time: 3.0190, DDP time: 0.0044, Total iter time: 5.6487 [2020-11-15 04:14:57,529][root][INFO] - ===> Epoch[91](2365/26): Loss 0.3414, Sem 0.3414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.143e-01 Score 89.035 Data time: 0.2340, Forward time: 2.3042, Backward time: 3.0183, DDP time: 0.0044, Total iter time: 5.5502 [2020-11-15 04:15:02,797][root][INFO] - ===> Epoch[91](2366/26): Loss 0.4321, Sem 0.4321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.142e-01 Score 87.811 Data time: 0.2087, Forward time: 2.3040, Backward time: 3.0174, DDP time: 0.0044, Total iter time: 5.1493 [2020-11-15 04:15:07,519][root][INFO] - ===> Epoch[91](2367/26): Loss 0.3133, Sem 0.3133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.142e-01 Score 90.277 Data time: 0.2248, Forward time: 2.3040, Backward time: 3.0147, DDP time: 0.0044, Total iter time: 4.6180 [2020-11-15 04:15:12,641][root][INFO] - ===> Epoch[91](2368/26): Loss 0.3748, Sem 0.3748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.142e-01 Score 88.531 Data time: 0.2226, Forward time: 2.3043, Backward time: 3.0129, DDP time: 0.0044, Total iter time: 5.0157 [2020-11-15 04:15:18,265][root][INFO] - ===> Epoch[91](2369/26): Loss 0.4207, Sem 0.4207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.141e-01 Score 87.404 Data time: 0.2302, Forward time: 2.3047, Backward time: 3.0121, DDP time: 0.0044, Total iter time: 5.4925 [2020-11-15 04:15:25,622][root][INFO] - ===> Epoch[91](2370/26): Loss 0.4002, Sem 0.4002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.141e-01 Score 88.111 Data time: 0.2189, Forward time: 2.3050, Backward time: 3.0161, DDP time: 0.0044, Total iter time: 7.2342 [2020-11-15 04:15:30,400][root][INFO] - ===> Epoch[91](2371/26): Loss 0.3457, Sem 0.3457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.140e-01 Score 89.402 Data time: 0.2473, Forward time: 2.3054, Backward time: 3.0132, DDP time: 0.0044, Total iter time: 4.6580 [2020-11-15 04:15:35,842][root][INFO] - ===> Epoch[91](2372/26): Loss 0.3529, Sem 0.3529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.140e-01 Score 89.339 Data time: 0.1651, Forward time: 2.3042, Backward time: 3.0137, DDP time: 0.0044, Total iter time: 5.3435 [2020-11-15 04:15:40,591][root][INFO] - ===> Epoch[91](2373/26): Loss 0.3444, Sem 0.3444, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.140e-01 Score 88.937 Data time: 0.1764, Forward time: 2.3028, Backward time: 3.0127, DDP time: 0.0044, Total iter time: 4.6635 [2020-11-15 04:15:47,213][root][INFO] - ===> Epoch[91](2374/26): Loss 0.3895, Sem 0.3895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.139e-01 Score 88.053 Data time: 0.2686, Forward time: 2.3041, Backward time: 3.0137, DDP time: 0.0044, Total iter time: 6.5266 [2020-11-15 04:15:53,054][root][INFO] - ===> Epoch[91](2375/26): Loss 0.3514, Sem 0.3514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.139e-01 Score 89.104 Data time: 0.2807, Forward time: 2.3061, Backward time: 3.0120, DDP time: 0.0044, Total iter time: 5.7113 [2020-11-15 04:15:58,814][root][INFO] - ===> Epoch[91](2376/26): Loss 0.3803, Sem 0.3803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.139e-01 Score 87.898 Data time: 0.1574, Forward time: 2.3049, Backward time: 3.0134, DDP time: 0.0044, Total iter time: 5.6548 [2020-11-15 04:16:05,005][root][INFO] - ===> Epoch[91](2377/26): Loss 0.3488, Sem 0.3488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.138e-01 Score 88.902 Data time: 0.2735, Forward time: 2.3061, Backward time: 3.0133, DDP time: 0.0044, Total iter time: 6.0790 [2020-11-15 04:16:10,621][root][INFO] - ===> Epoch[91](2378/26): Loss 0.3661, Sem 0.3661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.138e-01 Score 88.356 Data time: 0.2587, Forward time: 2.3078, Backward time: 3.0114, DDP time: 0.0044, Total iter time: 5.5075 [2020-11-15 04:16:16,864][root][INFO] - ===> Epoch[91](2379/26): Loss 0.3481, Sem 0.3481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.138e-01 Score 88.531 Data time: 0.2037, Forward time: 2.3080, Backward time: 3.0126, DDP time: 0.0044, Total iter time: 6.1402 [2020-11-15 04:16:23,961][root][INFO] - ===> Epoch[91](2380/26): Loss 0.3273, Sem 0.3273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.137e-01 Score 89.584 Data time: 0.2030, Forward time: 2.3075, Backward time: 3.0165, DDP time: 0.0044, Total iter time: 6.9726 [2020-11-15 04:16:30,178][root][INFO] - ===> Epoch[91](2381/26): Loss 0.3114, Sem 0.3114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.137e-01 Score 90.698 Data time: 0.2419, Forward time: 2.3086, Backward time: 3.0166, DDP time: 0.0044, Total iter time: 6.1065 [2020-11-15 04:16:37,962][root][INFO] - ===> Epoch[91](2382/26): Loss 0.4129, Sem 0.4129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.136e-01 Score 87.770 Data time: 0.1919, Forward time: 2.3083, Backward time: 3.0220, DDP time: 0.0044, Total iter time: 7.6754 [2020-11-15 04:16:43,254][root][INFO] - ===> Epoch[91](2383/26): Loss 0.3342, Sem 0.3342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.136e-01 Score 89.582 Data time: 0.1882, Forward time: 2.3075, Backward time: 3.0217, DDP time: 0.0044, Total iter time: 5.1702 [2020-11-15 04:16:49,495][root][INFO] - ===> Epoch[91](2384/26): Loss 0.3798, Sem 0.3798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.136e-01 Score 88.280 Data time: 0.1761, Forward time: 2.3066, Backward time: 3.0240, DDP time: 0.0044, Total iter time: 6.1428 [2020-11-15 04:16:55,688][root][INFO] - ===> Epoch[91](2385/26): Loss 0.3493, Sem 0.3493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.135e-01 Score 88.952 Data time: 0.1818, Forward time: 2.3056, Backward time: 3.0261, DDP time: 0.0044, Total iter time: 6.1103 [2020-11-15 04:17:00,759][root][INFO] - ===> Epoch[91](2386/26): Loss 0.4224, Sem 0.4224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.135e-01 Score 88.133 Data time: 0.1843, Forward time: 2.3049, Backward time: 3.0253, DDP time: 0.0044, Total iter time: 4.9681 [2020-11-15 04:17:06,108][root][INFO] - ===> Epoch[91](2387/26): Loss 0.3343, Sem 0.3343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.135e-01 Score 89.610 Data time: 0.1854, Forward time: 2.3047, Backward time: 3.0248, DDP time: 0.0044, Total iter time: 5.2589 [2020-11-15 04:17:12,647][root][INFO] - ===> Epoch[91](2388/26): Loss 0.3211, Sem 0.3211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.134e-01 Score 90.089 Data time: 0.2003, Forward time: 2.3044, Backward time: 3.0271, DDP time: 0.0044, Total iter time: 6.4359 [2020-11-15 04:17:18,687][root][INFO] - ===> Epoch[91](2389/26): Loss 0.3663, Sem 0.3663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.134e-01 Score 88.178 Data time: 0.2301, Forward time: 2.3043, Backward time: 3.0279, DDP time: 0.0044, Total iter time: 5.9213 [2020-11-15 04:17:25,115][root][INFO] - ===> Epoch[91](2390/26): Loss 0.3595, Sem 0.3595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.134e-01 Score 88.459 Data time: 0.3075, Forward time: 2.3069, Backward time: 3.0270, DDP time: 0.0044, Total iter time: 6.3159 [2020-11-15 04:17:30,616][root][INFO] - ===> Epoch[92](2391/26): Loss 0.3499, Sem 0.3499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.133e-01 Score 88.732 Data time: 0.2353, Forward time: 2.3079, Backward time: 3.0254, DDP time: 0.0044, Total iter time: 5.3830 [2020-11-15 04:17:35,524][root][INFO] - ===> Epoch[92](2392/26): Loss 0.3144, Sem 0.3144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.133e-01 Score 90.372 Data time: 0.2370, Forward time: 2.3085, Backward time: 3.0227, DDP time: 0.0044, Total iter time: 4.8007 [2020-11-15 04:17:41,718][root][INFO] - ===> Epoch[92](2393/26): Loss 0.3742, Sem 0.3742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.132e-01 Score 88.421 Data time: 0.3064, Forward time: 2.3106, Backward time: 3.0217, DDP time: 0.0044, Total iter time: 6.0879 [2020-11-15 04:17:47,327][root][INFO] - ===> Epoch[92](2394/26): Loss 0.3530, Sem 0.3530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.132e-01 Score 88.991 Data time: 0.2452, Forward time: 2.3123, Backward time: 3.0197, DDP time: 0.0044, Total iter time: 5.4881 [2020-11-15 04:17:53,608][root][INFO] - ===> Epoch[92](2395/26): Loss 0.3261, Sem 0.3261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.132e-01 Score 89.165 Data time: 0.1417, Forward time: 2.3109, Backward time: 3.0225, DDP time: 0.0044, Total iter time: 6.1578 [2020-11-15 04:17:59,638][root][INFO] - ===> Epoch[92](2396/26): Loss 0.4087, Sem 0.4087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.131e-01 Score 87.280 Data time: 0.1844, Forward time: 2.3102, Backward time: 3.0240, DDP time: 0.0044, Total iter time: 5.9333 [2020-11-15 04:18:05,076][root][INFO] - ===> Epoch[92](2397/26): Loss 0.3341, Sem 0.3341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.131e-01 Score 89.272 Data time: 0.2051, Forward time: 2.3104, Backward time: 3.0231, DDP time: 0.0044, Total iter time: 5.3116 [2020-11-15 04:18:10,002][root][INFO] - ===> Epoch[92](2398/26): Loss 0.4119, Sem 0.4119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.131e-01 Score 87.568 Data time: 0.1734, Forward time: 2.3096, Backward time: 3.0219, DDP time: 0.0044, Total iter time: 4.8185 [2020-11-15 04:18:15,978][root][INFO] - ===> Epoch[92](2399/26): Loss 0.3666, Sem 0.3666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.130e-01 Score 89.125 Data time: 0.1738, Forward time: 2.3088, Backward time: 3.0234, DDP time: 0.0044, Total iter time: 5.8763 [2020-11-15 04:18:20,915][root][INFO] - ===> Epoch[92](2400/26): Loss 0.4189, Sem 0.4189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.130e-01 Score 87.542 Data time: 0.2077, Forward time: 2.3089, Backward time: 3.0214, DDP time: 0.0044, Total iter time: 4.8314 [2020-11-15 04:18:25,742][root][INFO] - ===> Epoch[92](2401/26): Loss 0.3531, Sem 0.3531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.130e-01 Score 89.366 Data time: 0.2201, Forward time: 2.3095, Backward time: 3.0187, DDP time: 0.0044, Total iter time: 4.7142 [2020-11-15 04:18:31,214][root][INFO] - ===> Epoch[92](2402/26): Loss 0.3960, Sem 0.3960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.129e-01 Score 87.711 Data time: 0.1484, Forward time: 2.3081, Backward time: 3.0195, DDP time: 0.0044, Total iter time: 5.3701 [2020-11-15 04:18:36,709][root][INFO] - ===> Epoch[92](2403/26): Loss 0.3861, Sem 0.3861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.129e-01 Score 88.023 Data time: 0.1748, Forward time: 2.3071, Backward time: 3.0200, DDP time: 0.0044, Total iter time: 5.4122 [2020-11-15 04:18:41,770][root][INFO] - ===> Epoch[92](2404/26): Loss 0.3664, Sem 0.3664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.128e-01 Score 88.382 Data time: 0.1558, Forward time: 2.3059, Backward time: 3.0198, DDP time: 0.0044, Total iter time: 4.9673 [2020-11-15 04:18:46,889][root][INFO] - ===> Epoch[92](2405/26): Loss 0.3691, Sem 0.3691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.128e-01 Score 88.634 Data time: 0.1735, Forward time: 2.3046, Backward time: 3.0196, DDP time: 0.0044, Total iter time: 5.0230 [2020-11-15 04:18:52,947][root][INFO] - ===> Epoch[92](2406/26): Loss 0.3535, Sem 0.3535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.128e-01 Score 88.992 Data time: 0.2625, Forward time: 2.3061, Backward time: 3.0190, DDP time: 0.0044, Total iter time: 5.9358 [2020-11-15 04:18:58,627][root][INFO] - ===> Epoch[92](2407/26): Loss 0.3893, Sem 0.3893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.127e-01 Score 87.381 Data time: 0.1696, Forward time: 2.3055, Backward time: 3.0195, DDP time: 0.0044, Total iter time: 5.5642 [2020-11-15 04:19:03,186][root][INFO] - ===> Epoch[92](2408/26): Loss 0.3086, Sem 0.3086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.127e-01 Score 90.129 Data time: 0.2110, Forward time: 2.3055, Backward time: 3.0167, DDP time: 0.0044, Total iter time: 4.4527 [2020-11-15 04:19:09,795][root][INFO] - ===> Epoch[92](2409/26): Loss 0.3582, Sem 0.3582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.127e-01 Score 88.891 Data time: 0.2023, Forward time: 2.3054, Backward time: 3.0189, DDP time: 0.0044, Total iter time: 6.5030 [2020-11-15 04:19:16,152][root][INFO] - ===> Epoch[92](2410/26): Loss 0.3880, Sem 0.3880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.126e-01 Score 87.945 Data time: 0.2277, Forward time: 2.3061, Backward time: 3.0198, DDP time: 0.0044, Total iter time: 6.2561 [2020-11-15 04:19:22,350][root][INFO] - ===> Epoch[92](2411/26): Loss 0.3055, Sem 0.3055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.126e-01 Score 90.263 Data time: 0.2423, Forward time: 2.3069, Backward time: 3.0200, DDP time: 0.0044, Total iter time: 6.0720 [2020-11-15 04:19:28,377][root][INFO] - ===> Epoch[92](2412/26): Loss 0.3642, Sem 0.3642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.126e-01 Score 88.664 Data time: 0.2236, Forward time: 2.3074, Backward time: 3.0202, DDP time: 0.0044, Total iter time: 5.9171 [2020-11-15 04:19:34,763][root][INFO] - ===> Epoch[92](2413/26): Loss 0.3203, Sem 0.3203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.125e-01 Score 89.718 Data time: 0.3646, Forward time: 2.3097, Backward time: 3.0193, DDP time: 0.0044, Total iter time: 6.2715 [2020-11-15 04:19:39,825][root][INFO] - ===> Epoch[92](2414/26): Loss 0.3493, Sem 0.3493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.125e-01 Score 89.598 Data time: 0.2214, Forward time: 2.3094, Backward time: 3.0179, DDP time: 0.0044, Total iter time: 4.9687 [2020-11-15 04:19:44,955][root][INFO] - ===> Epoch[92](2415/26): Loss 0.3660, Sem 0.3660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.124e-01 Score 89.307 Data time: 0.1825, Forward time: 2.3084, Backward time: 3.0176, DDP time: 0.0044, Total iter time: 5.0210 [2020-11-15 04:19:50,689][root][INFO] - ===> Epoch[92](2416/26): Loss 0.4114, Sem 0.4114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.124e-01 Score 87.500 Data time: 0.1796, Forward time: 2.3075, Backward time: 3.0185, DDP time: 0.0044, Total iter time: 5.6478 [2020-11-15 04:19:56,783][root][INFO] - ===> Epoch[93](2417/26): Loss 0.4010, Sem 0.4010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.124e-01 Score 87.655 Data time: 0.2523, Forward time: 2.3087, Backward time: 3.0182, DDP time: 0.0044, Total iter time: 6.0089 [2020-11-15 04:20:03,144][root][INFO] - ===> Epoch[93](2418/26): Loss 0.3812, Sem 0.3812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.123e-01 Score 88.422 Data time: 0.1636, Forward time: 2.3077, Backward time: 3.0207, DDP time: 0.0044, Total iter time: 6.2305 [2020-11-15 04:20:08,997][root][INFO] - ===> Epoch[93](2419/26): Loss 0.3664, Sem 0.3664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.123e-01 Score 89.273 Data time: 0.1824, Forward time: 2.3068, Backward time: 3.0219, DDP time: 0.0044, Total iter time: 5.7776 [2020-11-15 04:20:15,436][root][INFO] - ===> Epoch[93](2420/26): Loss 0.3432, Sem 0.3432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.123e-01 Score 89.095 Data time: 0.2652, Forward time: 2.3080, Backward time: 3.0223, DDP time: 0.0044, Total iter time: 6.3433 [2020-11-15 04:20:22,036][root][INFO] - ===> Epoch[93](2421/26): Loss 0.3056, Sem 0.3056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.122e-01 Score 90.434 Data time: 0.3475, Forward time: 2.3105, Backward time: 3.0218, DDP time: 0.0044, Total iter time: 6.4954 [2020-11-15 04:20:26,905][root][INFO] - ===> Epoch[93](2422/26): Loss 0.3956, Sem 0.3956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.122e-01 Score 87.449 Data time: 0.2522, Forward time: 2.3109, Backward time: 3.0193, DDP time: 0.0044, Total iter time: 4.7580 [2020-11-15 04:20:32,382][root][INFO] - ===> Epoch[93](2423/26): Loss 0.3037, Sem 0.3037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.122e-01 Score 90.307 Data time: 0.1678, Forward time: 2.3097, Backward time: 3.0200, DDP time: 0.0044, Total iter time: 5.3708 [2020-11-15 04:20:37,887][root][INFO] - ===> Epoch[93](2424/26): Loss 0.3599, Sem 0.3599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.121e-01 Score 88.681 Data time: 0.1987, Forward time: 2.3097, Backward time: 3.0196, DDP time: 0.0044, Total iter time: 5.4268 [2020-11-15 04:20:44,149][root][INFO] - ===> Epoch[93](2425/26): Loss 0.3599, Sem 0.3599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.121e-01 Score 88.955 Data time: 0.1486, Forward time: 2.3083, Backward time: 3.0220, DDP time: 0.0044, Total iter time: 6.1415 [2020-11-15 04:20:49,730][root][INFO] - ===> Epoch[93](2426/26): Loss 0.3360, Sem 0.3360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.120e-01 Score 89.467 Data time: 0.2455, Forward time: 2.3095, Backward time: 3.0206, DDP time: 0.0044, Total iter time: 5.4977 [2020-11-15 04:20:54,621][root][INFO] - ===> Epoch[93](2427/26): Loss 0.4126, Sem 0.4126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.120e-01 Score 87.718 Data time: 0.1565, Forward time: 2.3087, Backward time: 3.0196, DDP time: 0.0044, Total iter time: 4.7795 [2020-11-15 04:20:59,662][root][INFO] - ===> Epoch[93](2428/26): Loss 0.3403, Sem 0.3403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.120e-01 Score 89.763 Data time: 0.1545, Forward time: 2.3071, Backward time: 3.0194, DDP time: 0.0044, Total iter time: 4.9533 [2020-11-15 04:21:05,028][root][INFO] - ===> Epoch[93](2429/26): Loss 0.3906, Sem 0.3906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.119e-01 Score 89.020 Data time: 0.2324, Forward time: 2.3072, Backward time: 3.0185, DDP time: 0.0044, Total iter time: 5.2854 [2020-11-15 04:21:10,145][root][INFO] - ===> Epoch[93](2430/26): Loss 0.3536, Sem 0.3536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.119e-01 Score 89.209 Data time: 0.1979, Forward time: 2.3067, Backward time: 3.0177, DDP time: 0.0044, Total iter time: 5.0016 [2020-11-15 04:21:16,102][root][INFO] - ===> Epoch[93](2431/26): Loss 0.3500, Sem 0.3500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.119e-01 Score 89.629 Data time: 0.1974, Forward time: 2.3065, Backward time: 3.0184, DDP time: 0.0045, Total iter time: 5.8544 [2020-11-15 04:21:21,573][root][INFO] - ===> Epoch[93](2432/26): Loss 0.2838, Sem 0.2838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.118e-01 Score 91.304 Data time: 0.2100, Forward time: 2.3059, Backward time: 3.0184, DDP time: 0.0045, Total iter time: 5.3497 [2020-11-15 04:21:27,923][root][INFO] - ===> Epoch[93](2433/26): Loss 0.4087, Sem 0.4087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.118e-01 Score 86.934 Data time: 0.3662, Forward time: 2.3081, Backward time: 3.0175, DDP time: 0.0044, Total iter time: 6.2477 [2020-11-15 04:21:34,097][root][INFO] - ===> Epoch[93](2434/26): Loss 0.3722, Sem 0.3722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.117e-01 Score 87.899 Data time: 0.1904, Forward time: 2.3081, Backward time: 3.0184, DDP time: 0.0044, Total iter time: 6.0437 [2020-11-15 04:21:39,282][root][INFO] - ===> Epoch[93](2435/26): Loss 0.3150, Sem 0.3150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.117e-01 Score 90.283 Data time: 0.2407, Forward time: 2.3089, Backward time: 3.0164, DDP time: 0.0044, Total iter time: 5.0661 [2020-11-15 04:21:44,935][root][INFO] - ===> Epoch[93](2436/26): Loss 0.3335, Sem 0.3335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.117e-01 Score 89.785 Data time: 0.1668, Forward time: 2.3078, Backward time: 3.0173, DDP time: 0.0044, Total iter time: 5.5328 [2020-11-15 04:21:52,963][root][INFO] - ===> Epoch[93](2437/26): Loss 0.3854, Sem 0.3854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.116e-01 Score 88.685 Data time: 0.2446, Forward time: 2.3086, Backward time: 3.0215, DDP time: 0.0045, Total iter time: 7.9112 [2020-11-15 04:21:58,374][root][INFO] - ===> Epoch[93](2438/26): Loss 0.4048, Sem 0.4048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.116e-01 Score 87.733 Data time: 0.2089, Forward time: 2.3092, Backward time: 3.0203, DDP time: 0.0044, Total iter time: 5.2820 [2020-11-15 04:22:03,525][root][INFO] - ===> Epoch[93](2439/26): Loss 0.3416, Sem 0.3416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.116e-01 Score 89.107 Data time: 0.1209, Forward time: 2.3073, Backward time: 3.0210, DDP time: 0.0044, Total iter time: 5.0452 [2020-11-15 04:22:09,387][root][INFO] - ===> Epoch[93](2440/26): Loss 0.3678, Sem 0.3678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.115e-01 Score 88.296 Data time: 0.1891, Forward time: 2.3065, Backward time: 3.0221, DDP time: 0.0045, Total iter time: 5.7651 [2020-11-15 04:22:15,327][root][INFO] - ===> Epoch[93](2441/26): Loss 0.3367, Sem 0.3367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.115e-01 Score 89.462 Data time: 0.2041, Forward time: 2.3064, Backward time: 3.0227, DDP time: 0.0045, Total iter time: 5.8457 [2020-11-15 04:22:19,954][root][INFO] - ===> Epoch[93](2442/26): Loss 0.3723, Sem 0.3723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.115e-01 Score 88.127 Data time: 0.2025, Forward time: 2.3064, Backward time: 3.0205, DDP time: 0.0044, Total iter time: 4.5262 [2020-11-15 04:22:26,874][root][INFO] - ===> Epoch[94](2443/26): Loss 0.3276, Sem 0.3276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.114e-01 Score 90.221 Data time: 0.2070, Forward time: 2.3064, Backward time: 3.0231, DDP time: 0.0045, Total iter time: 6.8221 [2020-11-15 04:22:32,481][root][INFO] - ===> Epoch[94](2444/26): Loss 0.3662, Sem 0.3662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.114e-01 Score 88.394 Data time: 0.2343, Forward time: 2.3069, Backward time: 3.0223, DDP time: 0.0045, Total iter time: 5.4943 [2020-11-15 04:22:37,572][root][INFO] - ===> Epoch[94](2445/26): Loss 0.3560, Sem 0.3560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.113e-01 Score 89.525 Data time: 0.2165, Forward time: 2.3070, Backward time: 3.0208, DDP time: 0.0045, Total iter time: 4.9753 [2020-11-15 04:22:44,067][root][INFO] - ===> Epoch[94](2446/26): Loss 0.3919, Sem 0.3919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.113e-01 Score 88.134 Data time: 0.3317, Forward time: 2.3094, Backward time: 3.0200, DDP time: 0.0044, Total iter time: 6.3918 [2020-11-15 04:22:49,206][root][INFO] - ===> Epoch[94](2447/26): Loss 0.3307, Sem 0.3307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.113e-01 Score 89.716 Data time: 0.1530, Forward time: 2.3086, Backward time: 3.0196, DDP time: 0.0044, Total iter time: 5.0235 [2020-11-15 04:22:55,926][root][INFO] - ===> Epoch[94](2448/26): Loss 0.3750, Sem 0.3750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.112e-01 Score 88.029 Data time: 0.1856, Forward time: 2.3082, Backward time: 3.0222, DDP time: 0.0045, Total iter time: 6.6296 [2020-11-15 04:23:01,086][root][INFO] - ===> Epoch[94](2449/26): Loss 0.3538, Sem 0.3538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.112e-01 Score 88.589 Data time: 0.1912, Forward time: 2.3075, Backward time: 3.0217, DDP time: 0.0045, Total iter time: 5.0588 [2020-11-15 04:23:06,225][root][INFO] - ===> Epoch[94](2450/26): Loss 0.3838, Sem 0.3838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.112e-01 Score 87.952 Data time: 0.2203, Forward time: 2.3079, Backward time: 3.0202, DDP time: 0.0045, Total iter time: 5.0551 [2020-11-15 04:23:11,838][root][INFO] - ===> Epoch[94](2451/26): Loss 0.3661, Sem 0.3661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.111e-01 Score 89.127 Data time: 0.1659, Forward time: 2.3068, Backward time: 3.0209, DDP time: 0.0045, Total iter time: 5.4890 [2020-11-15 04:23:17,449][root][INFO] - ===> Epoch[94](2452/26): Loss 0.3544, Sem 0.3544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.111e-01 Score 88.427 Data time: 0.1803, Forward time: 2.3061, Backward time: 3.0214, DDP time: 0.0045, Total iter time: 5.5381 [2020-11-15 04:23:22,495][root][INFO] - ===> Epoch[94](2453/26): Loss 0.3331, Sem 0.3331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.111e-01 Score 89.480 Data time: 0.1937, Forward time: 2.3060, Backward time: 3.0202, DDP time: 0.0045, Total iter time: 4.9596 [2020-11-15 04:23:27,967][root][INFO] - ===> Epoch[94](2454/26): Loss 0.3455, Sem 0.3455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.110e-01 Score 88.973 Data time: 0.2032, Forward time: 2.3067, Backward time: 3.0191, DDP time: 0.0045, Total iter time: 5.3539 [2020-11-15 04:23:32,535][root][INFO] - ===> Epoch[94](2455/26): Loss 0.3542, Sem 0.3542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.110e-01 Score 88.662 Data time: 0.2070, Forward time: 2.3064, Backward time: 3.0169, DDP time: 0.0045, Total iter time: 4.4604 [2020-11-15 04:23:39,770][root][INFO] - ===> Epoch[94](2456/26): Loss 0.3403, Sem 0.3403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.109e-01 Score 89.283 Data time: 0.2291, Forward time: 2.3063, Backward time: 3.0202, DDP time: 0.0045, Total iter time: 7.1339 [2020-11-15 04:23:46,132][root][INFO] - ===> Epoch[94](2457/26): Loss 0.3465, Sem 0.3465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.109e-01 Score 89.339 Data time: 0.2069, Forward time: 2.3062, Backward time: 3.0216, DDP time: 0.0045, Total iter time: 6.2484 [2020-11-15 04:23:52,016][root][INFO] - ===> Epoch[94](2458/26): Loss 0.4192, Sem 0.4192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.109e-01 Score 86.952 Data time: 0.2199, Forward time: 2.3066, Backward time: 3.0216, DDP time: 0.0045, Total iter time: 5.7657 [2020-11-15 04:23:57,062][root][INFO] - ===> Epoch[94](2459/26): Loss 0.3087, Sem 0.3087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.108e-01 Score 90.260 Data time: 0.2043, Forward time: 2.3062, Backward time: 3.0205, DDP time: 0.0045, Total iter time: 4.9285 [2020-11-15 04:24:02,802][root][INFO] - ===> Epoch[94](2460/26): Loss 0.3400, Sem 0.3400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.108e-01 Score 89.202 Data time: 0.2594, Forward time: 2.3075, Backward time: 3.0193, DDP time: 0.0045, Total iter time: 5.6248 [2020-11-15 04:24:08,965][root][INFO] - ===> Epoch[94](2461/26): Loss 0.3162, Sem 0.3162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.108e-01 Score 90.176 Data time: 0.2843, Forward time: 2.3095, Backward time: 3.0182, DDP time: 0.0045, Total iter time: 6.0446 [2020-11-15 04:24:14,798][root][INFO] - ===> Epoch[94](2462/26): Loss 0.3381, Sem 0.3381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.107e-01 Score 89.724 Data time: 0.2509, Forward time: 2.3105, Backward time: 3.0172, DDP time: 0.0045, Total iter time: 5.7102 [2020-11-15 04:24:20,635][root][INFO] - ===> Epoch[94](2463/26): Loss 0.3498, Sem 0.3498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.107e-01 Score 88.681 Data time: 0.2396, Forward time: 2.3113, Backward time: 3.0166, DDP time: 0.0045, Total iter time: 5.7241 [2020-11-15 04:24:26,489][root][INFO] - ===> Epoch[94](2464/26): Loss 0.3770, Sem 0.3770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.107e-01 Score 88.312 Data time: 0.1717, Forward time: 2.3104, Backward time: 3.0178, DDP time: 0.0045, Total iter time: 5.7378 [2020-11-15 04:24:31,869][root][INFO] - ===> Epoch[94](2465/26): Loss 0.3589, Sem 0.3589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.106e-01 Score 88.670 Data time: 0.1779, Forward time: 2.3093, Backward time: 3.0182, DDP time: 0.0045, Total iter time: 5.2880 [2020-11-15 04:24:38,331][root][INFO] - ===> Epoch[94](2466/26): Loss 0.3460, Sem 0.3460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.106e-01 Score 89.054 Data time: 0.2112, Forward time: 2.3096, Backward time: 3.0195, DDP time: 0.0045, Total iter time: 6.3850 [2020-11-15 04:24:43,245][root][INFO] - ===> Epoch[94](2467/26): Loss 0.3234, Sem 0.3234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.105e-01 Score 90.011 Data time: 0.1840, Forward time: 2.3093, Backward time: 3.0182, DDP time: 0.0045, Total iter time: 4.8077 [2020-11-15 04:24:48,218][root][INFO] - ===> Epoch[94](2468/26): Loss 0.3325, Sem 0.3325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.105e-01 Score 89.001 Data time: 0.2156, Forward time: 2.3096, Backward time: 3.0163, DDP time: 0.0045, Total iter time: 4.8712 [2020-11-15 04:24:52,723][root][INFO] - ===> Epoch[95](2469/26): Loss 0.3432, Sem 0.3432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.105e-01 Score 89.816 Data time: 0.1871, Forward time: 2.3090, Backward time: 3.0144, DDP time: 0.0045, Total iter time: 4.3958 [2020-11-15 04:24:58,111][root][INFO] - ===> Epoch[95](2470/26): Loss 0.3767, Sem 0.3767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.104e-01 Score 88.757 Data time: 0.2049, Forward time: 2.3090, Backward time: 3.0138, DDP time: 0.0045, Total iter time: 5.2879 [2020-11-15 04:25:03,987][root][INFO] - ===> Epoch[95](2471/26): Loss 0.3302, Sem 0.3302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.104e-01 Score 89.464 Data time: 0.2646, Forward time: 2.3104, Backward time: 3.0127, DDP time: 0.0045, Total iter time: 5.7638 [2020-11-15 04:25:10,710][root][INFO] - ===> Epoch[95](2472/26): Loss 0.3350, Sem 0.3350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.104e-01 Score 89.439 Data time: 0.2061, Forward time: 2.3103, Backward time: 3.0148, DDP time: 0.0045, Total iter time: 6.5888 [2020-11-15 04:25:16,928][root][INFO] - ===> Epoch[95](2473/26): Loss 0.3755, Sem 0.3755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.103e-01 Score 88.663 Data time: 0.3362, Forward time: 2.3122, Backward time: 3.0138, DDP time: 0.0045, Total iter time: 6.1129 [2020-11-15 04:25:22,148][root][INFO] - ===> Epoch[95](2474/26): Loss 0.3562, Sem 0.3562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.103e-01 Score 88.569 Data time: 0.1414, Forward time: 2.3108, Backward time: 3.0141, DDP time: 0.0045, Total iter time: 5.0909 [2020-11-15 04:25:26,826][root][INFO] - ===> Epoch[95](2475/26): Loss 0.3561, Sem 0.3561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.103e-01 Score 89.152 Data time: 0.2060, Forward time: 2.3105, Backward time: 3.0124, DDP time: 0.0045, Total iter time: 4.5914 [2020-11-15 04:25:31,978][root][INFO] - ===> Epoch[95](2476/26): Loss 0.3730, Sem 0.3730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.102e-01 Score 88.695 Data time: 0.2531, Forward time: 2.3109, Backward time: 3.0109, DDP time: 0.0045, Total iter time: 5.0542 [2020-11-15 04:25:37,902][root][INFO] - ===> Epoch[95](2477/26): Loss 0.3888, Sem 0.3888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.102e-01 Score 88.104 Data time: 0.2652, Forward time: 2.3122, Backward time: 3.0099, DDP time: 0.0045, Total iter time: 5.8042 [2020-11-15 04:25:43,996][root][INFO] - ===> Epoch[95](2478/26): Loss 0.3737, Sem 0.3737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.101e-01 Score 87.976 Data time: 0.1832, Forward time: 2.3115, Backward time: 3.0114, DDP time: 0.0045, Total iter time: 5.9864 [2020-11-15 04:25:49,732][root][INFO] - ===> Epoch[95](2479/26): Loss 0.3619, Sem 0.3619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.101e-01 Score 88.394 Data time: 0.2238, Forward time: 2.3120, Backward time: 3.0109, DDP time: 0.0045, Total iter time: 5.6223 [2020-11-15 04:25:55,784][root][INFO] - ===> Epoch[95](2480/26): Loss 0.3277, Sem 0.3277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.101e-01 Score 89.599 Data time: 0.1967, Forward time: 2.3116, Backward time: 3.0119, DDP time: 0.0045, Total iter time: 5.9349 [2020-11-15 04:26:00,743][root][INFO] - ===> Epoch[95](2481/26): Loss 0.3416, Sem 0.3416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.100e-01 Score 89.229 Data time: 0.2312, Forward time: 2.3122, Backward time: 3.0098, DDP time: 0.0045, Total iter time: 4.8737 [2020-11-15 04:26:06,053][root][INFO] - ===> Epoch[95](2482/26): Loss 0.3305, Sem 0.3305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.100e-01 Score 89.380 Data time: 0.1558, Forward time: 2.3112, Backward time: 3.0100, DDP time: 0.0045, Total iter time: 5.2012 [2020-11-15 04:26:11,516][root][INFO] - ===> Epoch[95](2483/26): Loss 0.3435, Sem 0.3435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.100e-01 Score 88.760 Data time: 0.1698, Forward time: 2.3101, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 5.3524 [2020-11-15 04:26:17,289][root][INFO] - ===> Epoch[95](2484/26): Loss 0.3841, Sem 0.3841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.099e-01 Score 87.952 Data time: 0.2247, Forward time: 2.3108, Backward time: 3.0101, DDP time: 0.0045, Total iter time: 5.6864 [2020-11-15 04:26:23,176][root][INFO] - ===> Epoch[95](2485/26): Loss 0.3841, Sem 0.3841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.099e-01 Score 88.235 Data time: 0.2239, Forward time: 2.3107, Backward time: 3.0105, DDP time: 0.0045, Total iter time: 5.7710 [2020-11-15 04:26:28,720][root][INFO] - ===> Epoch[95](2486/26): Loss 0.3283, Sem 0.3283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.099e-01 Score 89.826 Data time: 0.1708, Forward time: 2.3097, Backward time: 3.0111, DDP time: 0.0045, Total iter time: 5.4299 [2020-11-15 04:26:35,126][root][INFO] - ===> Epoch[95](2487/26): Loss 0.5132, Sem 0.5132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.098e-01 Score 85.304 Data time: 0.3281, Forward time: 2.3114, Backward time: 3.0107, DDP time: 0.0045, Total iter time: 6.3295 [2020-11-15 04:26:39,985][root][INFO] - ===> Epoch[95](2488/26): Loss 0.3624, Sem 0.3624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.098e-01 Score 88.371 Data time: 0.1253, Forward time: 2.3100, Backward time: 3.0107, DDP time: 0.0045, Total iter time: 4.7440 [2020-11-15 04:26:45,445][root][INFO] - ===> Epoch[95](2489/26): Loss 0.3765, Sem 0.3765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.097e-01 Score 88.451 Data time: 0.1617, Forward time: 2.3089, Backward time: 3.0113, DDP time: 0.0045, Total iter time: 5.3606 [2020-11-15 04:26:51,957][root][INFO] - ===> Epoch[95](2490/26): Loss 0.4028, Sem 0.4028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.097e-01 Score 87.479 Data time: 0.1713, Forward time: 2.3078, Backward time: 3.0141, DDP time: 0.0045, Total iter time: 6.4303 [2020-11-15 04:26:57,130][root][INFO] - ===> Epoch[95](2491/26): Loss 0.3604, Sem 0.3604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.097e-01 Score 88.983 Data time: 0.2309, Forward time: 2.3085, Backward time: 3.0124, DDP time: 0.0045, Total iter time: 5.0877 [2020-11-15 04:27:02,940][root][INFO] - ===> Epoch[95](2492/26): Loss 0.3190, Sem 0.3190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.096e-01 Score 90.404 Data time: 0.2237, Forward time: 2.3082, Backward time: 3.0127, DDP time: 0.0045, Total iter time: 5.6763 [2020-11-15 04:27:09,140][root][INFO] - ===> Epoch[95](2493/26): Loss 0.3716, Sem 0.3716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.096e-01 Score 88.182 Data time: 0.1803, Forward time: 2.3076, Backward time: 3.0143, DDP time: 0.0045, Total iter time: 6.1057 [2020-11-15 04:27:14,542][root][INFO] - ===> Epoch[95](2494/26): Loss 0.3688, Sem 0.3688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.096e-01 Score 88.590 Data time: 0.2174, Forward time: 2.3078, Backward time: 3.0136, DDP time: 0.0045, Total iter time: 5.3132 [2020-11-15 04:27:20,225][root][INFO] - ===> Epoch[96](2495/26): Loss 0.3673, Sem 0.3673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.095e-01 Score 88.716 Data time: 0.2564, Forward time: 2.3088, Backward time: 3.0125, DDP time: 0.0045, Total iter time: 5.5841 [2020-11-15 04:27:26,865][root][INFO] - ===> Epoch[96](2496/26): Loss 0.3443, Sem 0.3443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.095e-01 Score 89.158 Data time: 0.1909, Forward time: 2.3088, Backward time: 3.0143, DDP time: 0.0045, Total iter time: 6.5260 [2020-11-15 04:27:33,532][root][INFO] - ===> Epoch[96](2497/26): Loss 0.4217, Sem 0.4217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.095e-01 Score 88.043 Data time: 0.2036, Forward time: 2.3082, Backward time: 3.0167, DDP time: 0.0045, Total iter time: 6.5495 [2020-11-15 04:27:39,100][root][INFO] - ===> Epoch[96](2498/26): Loss 0.3938, Sem 0.3938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.094e-01 Score 87.769 Data time: 0.2352, Forward time: 2.3088, Backward time: 3.0158, DDP time: 0.0045, Total iter time: 5.4684 [2020-11-15 04:27:45,427][root][INFO] - ===> Epoch[96](2499/26): Loss 0.3510, Sem 0.3510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.094e-01 Score 88.508 Data time: 0.2430, Forward time: 2.3096, Backward time: 3.0163, DDP time: 0.0045, Total iter time: 6.2174 [2020-11-15 04:27:51,986][root][INFO] - ===> Epoch[96](2500/26): Loss 0.4103, Sem 0.4103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.093e-01 Score 87.842 Data time: 0.3500, Forward time: 2.3116, Backward time: 3.0157, DDP time: 0.0045, Total iter time: 6.4456 [2020-11-15 04:27:52,776][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-15 04:27:52,954][root][INFO] - ===> Start testing [2020-11-15 04:29:15,833][root][INFO] - 101/312: Data time: 0.0526, Iter time: 0.4449 Loss 0.278 (AVG: 0.591) Score 91.141 (AVG: 84.301) mIOU 60.106 mAP 72.159 mAcc 71.010 IOU: 77.987 96.005 59.575 44.562 84.303 65.503 63.008 46.697 53.470 73.214 5.930 57.242 42.803 63.760 45.376 59.860 76.778 65.205 84.820 36.027 mAP: 80.129 97.310 70.252 67.828 81.626 75.866 75.031 67.523 62.785 69.580 32.610 59.938 53.299 66.327 66.054 85.980 93.365 83.464 95.007 59.201 mAcc: 91.483 98.697 81.356 78.437 96.298 72.342 77.401 54.595 79.398 86.439 6.262 72.908 48.484 66.319 47.696 80.471 78.102 71.028 94.870 37.610 [2020-11-15 04:30:31,046][root][INFO] - 201/312: Data time: 0.0060, Iter time: 0.2165 Loss 0.733 (AVG: 0.598) Score 70.485 (AVG: 84.151) mIOU 59.323 mAP 70.207 mAcc 69.169 IOU: 77.391 95.796 55.170 52.365 84.204 72.115 64.267 47.672 47.439 74.487 12.332 55.474 42.082 60.034 44.089 56.484 69.949 59.271 80.226 35.614 mAP: 79.514 96.753 61.285 71.340 84.431 72.949 72.009 64.537 59.708 69.872 39.397 58.312 58.079 66.972 62.740 86.650 91.117 78.651 74.598 55.229 mAcc: 91.501 98.852 75.323 87.436 94.772 78.387 77.154 55.971 71.587 84.887 13.010 68.475 46.074 62.888 46.072 69.827 71.023 65.054 86.813 38.276 [2020-11-15 04:31:47,050][root][INFO] - 301/312: Data time: 0.0044, Iter time: 0.5591 Loss 0.434 (AVG: 0.583) Score 85.780 (AVG: 84.558) mIOU 59.111 mAP 70.610 mAcc 69.052 IOU: 78.585 95.632 54.373 54.352 84.710 74.729 64.626 47.857 47.658 72.570 12.855 54.146 41.622 54.338 44.729 52.305 70.622 55.818 84.060 36.642 mAP: 80.456 96.789 59.214 69.996 86.647 77.618 71.962 64.436 61.039 69.880 40.057 56.953 57.427 66.519 61.736 86.975 91.824 77.747 79.924 55.002 mAcc: 91.508 98.938 72.046 87.243 95.470 80.896 77.714 55.348 75.581 82.429 13.535 68.337 45.008 56.786 46.653 71.171 71.449 60.992 89.617 40.313 [2020-11-15 04:31:55,600][root][INFO] - 312/312: Data time: 0.0019, Iter time: 0.2998 Loss 0.600 (AVG: 0.584) Score 81.616 (AVG: 84.463) mIOU 59.011 mAP 70.487 mAcc 68.961 IOU: 78.573 95.583 54.696 53.829 84.665 74.332 64.548 48.122 46.985 72.374 12.508 54.415 41.781 54.135 45.072 51.436 70.790 56.068 84.060 36.258 mAP: 80.280 96.832 59.676 70.197 86.523 77.121 71.239 63.749 60.403 70.996 39.945 56.238 57.447 66.445 62.196 85.222 92.042 77.859 79.924 55.414 mAcc: 91.518 98.932 72.561 87.429 95.500 80.428 77.593 55.485 73.815 82.570 13.220 68.631 45.315 56.851 47.036 69.574 71.645 61.672 89.617 39.827 [2020-11-15 04:31:55,601][root][INFO] - Finished test. Elapsed time: 242.6461 [2020-11-15 04:31:56,610][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-15 04:31:56,765][root][INFO] - Current best mIoU: 59.011 at iter 2500 [2020-11-15 04:32:00,705][root][INFO] - ===> Epoch[96](2501/26): Loss 0.3879, Sem 0.3879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.093e-01 Score 88.548 Data time: 0.1889, Forward time: 2.3107, Backward time: 3.0132, DDP time: 0.0045, Total iter time: 3.9335 [2020-11-15 04:32:07,352][root][INFO] - ===> Epoch[96](2502/26): Loss 0.3991, Sem 0.3991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.093e-01 Score 88.083 Data time: 0.1874, Forward time: 2.3099, Backward time: 3.0157, DDP time: 0.0045, Total iter time: 6.5551 [2020-11-15 04:32:12,619][root][INFO] - ===> Epoch[96](2503/26): Loss 0.4282, Sem 0.4282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.092e-01 Score 87.257 Data time: 0.1523, Forward time: 2.3087, Backward time: 3.0161, DDP time: 0.0045, Total iter time: 5.1913 [2020-11-15 04:32:17,733][root][INFO] - ===> Epoch[96](2504/26): Loss 0.3488, Sem 0.3488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.092e-01 Score 89.226 Data time: 0.2077, Forward time: 2.3087, Backward time: 3.0150, DDP time: 0.0045, Total iter time: 5.0348 [2020-11-15 04:32:23,501][root][INFO] - ===> Epoch[96](2505/26): Loss 0.3922, Sem 0.3922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.092e-01 Score 87.234 Data time: 0.2116, Forward time: 2.3091, Backward time: 3.0148, DDP time: 0.0045, Total iter time: 5.6606 [2020-11-15 04:32:28,715][root][INFO] - ===> Epoch[96](2506/26): Loss 0.3947, Sem 0.3947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.091e-01 Score 87.625 Data time: 0.2499, Forward time: 2.3092, Backward time: 3.0137, DDP time: 0.0045, Total iter time: 5.0936 [2020-11-15 04:32:34,676][root][INFO] - ===> Epoch[96](2507/26): Loss 0.3416, Sem 0.3416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.091e-01 Score 89.184 Data time: 0.1696, Forward time: 2.3088, Backward time: 3.0147, DDP time: 0.0045, Total iter time: 5.8649 [2020-11-15 04:32:40,491][root][INFO] - ===> Epoch[96](2508/26): Loss 0.3774, Sem 0.3774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.090e-01 Score 87.681 Data time: 0.1929, Forward time: 2.3084, Backward time: 3.0152, DDP time: 0.0045, Total iter time: 5.7087 [2020-11-15 04:32:46,821][root][INFO] - ===> Epoch[96](2509/26): Loss 0.4315, Sem 0.4315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.090e-01 Score 87.431 Data time: 0.1981, Forward time: 2.3084, Backward time: 3.0164, DDP time: 0.0045, Total iter time: 6.2280 [2020-11-15 04:32:53,085][root][INFO] - ===> Epoch[96](2510/26): Loss 0.3734, Sem 0.3734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.090e-01 Score 88.580 Data time: 0.2391, Forward time: 2.3091, Backward time: 3.0168, DDP time: 0.0045, Total iter time: 6.1450 [2020-11-15 04:32:59,950][root][INFO] - ===> Epoch[96](2511/26): Loss 0.4303, Sem 0.4303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.089e-01 Score 86.304 Data time: 0.1986, Forward time: 2.3092, Backward time: 3.0188, DDP time: 0.0045, Total iter time: 6.7437 [2020-11-15 04:33:05,179][root][INFO] - ===> Epoch[96](2512/26): Loss 0.3589, Sem 0.3589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.089e-01 Score 88.860 Data time: 0.2354, Forward time: 2.3099, Backward time: 3.0172, DDP time: 0.0045, Total iter time: 5.1349 [2020-11-15 04:33:10,930][root][INFO] - ===> Epoch[96](2513/26): Loss 0.3947, Sem 0.3947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.089e-01 Score 87.417 Data time: 0.2147, Forward time: 2.3104, Backward time: 3.0168, DDP time: 0.0045, Total iter time: 5.6388 [2020-11-15 04:33:16,552][root][INFO] - ===> Epoch[96](2514/26): Loss 0.3273, Sem 0.3273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.088e-01 Score 89.499 Data time: 0.1751, Forward time: 2.3096, Backward time: 3.0174, DDP time: 0.0045, Total iter time: 5.5008 [2020-11-15 04:33:21,801][root][INFO] - ===> Epoch[96](2515/26): Loss 0.3886, Sem 0.3886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.088e-01 Score 87.966 Data time: 0.2181, Forward time: 2.3094, Backward time: 3.0168, DDP time: 0.0045, Total iter time: 5.1782 [2020-11-15 04:33:27,991][root][INFO] - ===> Epoch[96](2516/26): Loss 0.4115, Sem 0.4115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.088e-01 Score 87.326 Data time: 0.2399, Forward time: 2.3097, Backward time: 3.0174, DDP time: 0.0045, Total iter time: 6.0904 [2020-11-15 04:33:34,509][root][INFO] - ===> Epoch[96](2517/26): Loss 0.3592, Sem 0.3592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.087e-01 Score 88.771 Data time: 0.2063, Forward time: 2.3097, Backward time: 3.0189, DDP time: 0.0045, Total iter time: 6.4006 [2020-11-15 04:33:40,301][root][INFO] - ===> Epoch[96](2518/26): Loss 0.3426, Sem 0.3426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.087e-01 Score 89.406 Data time: 0.2517, Forward time: 2.3106, Backward time: 3.0181, DDP time: 0.0045, Total iter time: 5.6887 [2020-11-15 04:33:46,366][root][INFO] - ===> Epoch[96](2519/26): Loss 0.3814, Sem 0.3814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.086e-01 Score 88.291 Data time: 0.2141, Forward time: 2.3112, Backward time: 3.0182, DDP time: 0.0045, Total iter time: 5.9574 [2020-11-15 04:33:51,345][root][INFO] - ===> Epoch[96](2520/26): Loss 0.3514, Sem 0.3514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.086e-01 Score 88.748 Data time: 0.2190, Forward time: 2.3113, Backward time: 3.0167, DDP time: 0.0045, Total iter time: 4.8621 [2020-11-15 04:33:58,033][root][INFO] - ===> Epoch[97](2521/26): Loss 0.4209, Sem 0.4209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.086e-01 Score 87.368 Data time: 0.1671, Forward time: 2.3105, Backward time: 3.0193, DDP time: 0.0045, Total iter time: 6.5926 [2020-11-15 04:34:03,428][root][INFO] - ===> Epoch[97](2522/26): Loss 0.3108, Sem 0.3108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.085e-01 Score 90.012 Data time: 0.2554, Forward time: 2.3114, Backward time: 3.0178, DDP time: 0.0045, Total iter time: 5.2734 [2020-11-15 04:34:10,039][root][INFO] - ===> Epoch[97](2523/26): Loss 0.3880, Sem 0.3880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.085e-01 Score 87.950 Data time: 0.2046, Forward time: 2.3118, Backward time: 3.0190, DDP time: 0.0045, Total iter time: 6.5010 [2020-11-15 04:34:16,031][root][INFO] - ===> Epoch[97](2524/26): Loss 0.4083, Sem 0.4083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.085e-01 Score 87.893 Data time: 0.1698, Forward time: 2.3110, Backward time: 3.0202, DDP time: 0.0045, Total iter time: 5.8876 [2020-11-15 04:34:20,727][root][INFO] - ===> Epoch[97](2525/26): Loss 0.3510, Sem 0.3510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.084e-01 Score 88.654 Data time: 0.1703, Forward time: 2.3105, Backward time: 3.0190, DDP time: 0.0045, Total iter time: 4.6070 [2020-11-15 04:34:26,104][root][INFO] - ===> Epoch[97](2526/26): Loss 0.3905, Sem 0.3905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.084e-01 Score 88.241 Data time: 0.2200, Forward time: 2.3107, Backward time: 3.0181, DDP time: 0.0045, Total iter time: 5.2745 [2020-11-15 04:34:32,388][root][INFO] - ===> Epoch[97](2527/26): Loss 0.3495, Sem 0.3495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.084e-01 Score 88.999 Data time: 0.2137, Forward time: 2.3112, Backward time: 3.0186, DDP time: 0.0045, Total iter time: 6.1921 [2020-11-15 04:34:38,050][root][INFO] - ===> Epoch[97](2528/26): Loss 0.4298, Sem 0.4298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.083e-01 Score 87.482 Data time: 0.1794, Forward time: 2.3108, Backward time: 3.0190, DDP time: 0.0045, Total iter time: 5.5389 [2020-11-15 04:34:43,331][root][INFO] - ===> Epoch[97](2529/26): Loss 0.3599, Sem 0.3599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.083e-01 Score 89.013 Data time: 0.1820, Forward time: 2.3104, Backward time: 3.0186, DDP time: 0.0045, Total iter time: 5.1843 [2020-11-15 04:34:48,707][root][INFO] - ===> Epoch[97](2530/26): Loss 0.3661, Sem 0.3661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.082e-01 Score 88.727 Data time: 0.1872, Forward time: 2.3100, Backward time: 3.0184, DDP time: 0.0045, Total iter time: 5.2730 [2020-11-15 04:34:54,324][root][INFO] - ===> Epoch[97](2531/26): Loss 0.3921, Sem 0.3921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.082e-01 Score 87.987 Data time: 0.1634, Forward time: 2.3093, Backward time: 3.0189, DDP time: 0.0045, Total iter time: 5.5240 [2020-11-15 04:34:59,847][root][INFO] - ===> Epoch[97](2532/26): Loss 0.3407, Sem 0.3407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.082e-01 Score 90.025 Data time: 0.2163, Forward time: 2.3096, Backward time: 3.0182, DDP time: 0.0045, Total iter time: 5.4210 [2020-11-15 04:35:05,911][root][INFO] - ===> Epoch[97](2533/26): Loss 0.3438, Sem 0.3438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.081e-01 Score 89.667 Data time: 0.1435, Forward time: 2.3085, Backward time: 3.0199, DDP time: 0.0045, Total iter time: 5.9430 [2020-11-15 04:35:10,550][root][INFO] - ===> Epoch[97](2534/26): Loss 0.3981, Sem 0.3981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.081e-01 Score 87.848 Data time: 0.1320, Forward time: 2.3068, Backward time: 3.0199, DDP time: 0.0045, Total iter time: 4.5584 [2020-11-15 04:35:16,398][root][INFO] - ===> Epoch[97](2535/26): Loss 0.3998, Sem 0.3998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.081e-01 Score 87.686 Data time: 0.2443, Forward time: 2.3076, Backward time: 3.0194, DDP time: 0.0045, Total iter time: 5.7801 [2020-11-15 04:35:21,720][root][INFO] - ===> Epoch[97](2536/26): Loss 0.4565, Sem 0.4565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.080e-01 Score 85.721 Data time: 0.2474, Forward time: 2.3085, Backward time: 3.0178, DDP time: 0.0045, Total iter time: 5.1996 [2020-11-15 04:35:27,105][root][INFO] - ===> Epoch[97](2537/26): Loss 0.4006, Sem 0.4006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.080e-01 Score 87.528 Data time: 0.2278, Forward time: 2.3091, Backward time: 3.0166, DDP time: 0.0045, Total iter time: 5.2714 [2020-11-15 04:35:33,321][root][INFO] - ===> Epoch[97](2538/26): Loss 0.3770, Sem 0.3770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.080e-01 Score 88.003 Data time: 0.2198, Forward time: 2.3094, Backward time: 3.0171, DDP time: 0.0045, Total iter time: 6.0860 [2020-11-15 04:35:38,978][root][INFO] - ===> Epoch[97](2539/26): Loss 0.4147, Sem 0.4147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.079e-01 Score 86.260 Data time: 0.2329, Forward time: 2.3103, Backward time: 3.0161, DDP time: 0.0045, Total iter time: 5.5452 [2020-11-15 04:35:46,849][root][INFO] - ===> Epoch[97](2540/26): Loss 0.3645, Sem 0.3645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.079e-01 Score 89.205 Data time: 0.2213, Forward time: 2.3109, Backward time: 3.0193, DDP time: 0.0045, Total iter time: 7.7555 [2020-11-15 04:35:52,367][root][INFO] - ===> Epoch[97](2541/26): Loss 0.2990, Sem 0.2990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.078e-01 Score 90.931 Data time: 0.1214, Forward time: 2.3092, Backward time: 3.0208, DDP time: 0.0045, Total iter time: 5.3953 [2020-11-15 04:35:57,786][root][INFO] - ===> Epoch[97](2542/26): Loss 0.4006, Sem 0.4006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.078e-01 Score 87.306 Data time: 0.1976, Forward time: 2.3091, Backward time: 3.0205, DDP time: 0.0045, Total iter time: 5.3570 [2020-11-15 04:36:03,152][root][INFO] - ===> Epoch[97](2543/26): Loss 0.4082, Sem 0.4082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.078e-01 Score 87.202 Data time: 0.1570, Forward time: 2.3083, Backward time: 3.0207, DDP time: 0.0045, Total iter time: 5.2551 [2020-11-15 04:36:08,322][root][INFO] - ===> Epoch[97](2544/26): Loss 0.4307, Sem 0.4307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.077e-01 Score 86.779 Data time: 0.1638, Forward time: 2.3076, Backward time: 3.0206, DDP time: 0.0045, Total iter time: 5.0717 [2020-11-15 04:36:13,707][root][INFO] - ===> Epoch[97](2545/26): Loss 0.3705, Sem 0.3705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.077e-01 Score 88.839 Data time: 0.2004, Forward time: 2.3078, Backward time: 3.0198, DDP time: 0.0045, Total iter time: 5.2785 [2020-11-15 04:36:18,353][root][INFO] - ===> Epoch[97](2546/26): Loss 0.3530, Sem 0.3530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.077e-01 Score 89.500 Data time: 0.1671, Forward time: 2.3071, Backward time: 3.0187, DDP time: 0.0045, Total iter time: 4.5193 [2020-11-15 04:36:22,732][root][INFO] - ===> Epoch[98](2547/26): Loss 0.3652, Sem 0.3652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.076e-01 Score 89.076 Data time: 0.1669, Forward time: 2.3063, Backward time: 3.0171, DDP time: 0.0045, Total iter time: 4.2682 [2020-11-15 04:36:27,696][root][INFO] - ===> Epoch[98](2548/26): Loss 0.3806, Sem 0.3806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.076e-01 Score 88.233 Data time: 0.2177, Forward time: 2.3064, Backward time: 3.0157, DDP time: 0.0045, Total iter time: 4.8759 [2020-11-15 04:36:33,028][root][INFO] - ===> Epoch[98](2549/26): Loss 0.3846, Sem 0.3846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.076e-01 Score 88.451 Data time: 0.1990, Forward time: 2.3062, Backward time: 3.0151, DDP time: 0.0045, Total iter time: 5.2229 [2020-11-15 04:36:39,878][root][INFO] - ===> Epoch[98](2550/26): Loss 0.3414, Sem 0.3414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.075e-01 Score 89.672 Data time: 0.2190, Forward time: 2.3067, Backward time: 3.0167, DDP time: 0.0045, Total iter time: 6.7378 [2020-11-15 04:36:46,075][root][INFO] - ===> Epoch[98](2551/26): Loss 0.3226, Sem 0.3226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.075e-01 Score 90.300 Data time: 0.2124, Forward time: 2.3070, Backward time: 3.0172, DDP time: 0.0045, Total iter time: 6.0683 [2020-11-15 04:36:51,364][root][INFO] - ===> Epoch[98](2552/26): Loss 0.3190, Sem 0.3190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.074e-01 Score 90.183 Data time: 0.2299, Forward time: 2.3075, Backward time: 3.0159, DDP time: 0.0045, Total iter time: 5.1663 [2020-11-15 04:36:57,792][root][INFO] - ===> Epoch[98](2553/26): Loss 0.3342, Sem 0.3342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.074e-01 Score 89.521 Data time: 0.2650, Forward time: 2.3085, Backward time: 3.0161, DDP time: 0.0045, Total iter time: 6.3189 [2020-11-15 04:37:03,198][root][INFO] - ===> Epoch[98](2554/26): Loss 0.3928, Sem 0.3928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.074e-01 Score 88.136 Data time: 0.1959, Forward time: 2.3087, Backward time: 3.0154, DDP time: 0.0045, Total iter time: 5.2859 [2020-11-15 04:37:09,363][root][INFO] - ===> Epoch[98](2555/26): Loss 0.3425, Sem 0.3425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.073e-01 Score 89.367 Data time: 0.1816, Forward time: 2.3084, Backward time: 3.0165, DDP time: 0.0045, Total iter time: 6.0531 [2020-11-15 04:37:14,525][root][INFO] - ===> Epoch[98](2556/26): Loss 0.3487, Sem 0.3487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.073e-01 Score 89.052 Data time: 0.1560, Forward time: 2.3074, Backward time: 3.0165, DDP time: 0.0045, Total iter time: 5.0782 [2020-11-15 04:37:20,093][root][INFO] - ===> Epoch[98](2557/26): Loss 0.3456, Sem 0.3456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.073e-01 Score 89.591 Data time: 0.1491, Forward time: 2.3059, Backward time: 3.0178, DDP time: 0.0045, Total iter time: 5.4803 [2020-11-15 04:37:25,887][root][INFO] - ===> Epoch[98](2558/26): Loss 0.3320, Sem 0.3320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.072e-01 Score 89.796 Data time: 0.2517, Forward time: 2.3073, Backward time: 3.0167, DDP time: 0.0045, Total iter time: 5.7388 [2020-11-15 04:37:31,782][root][INFO] - ===> Epoch[98](2559/26): Loss 0.3288, Sem 0.3288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.072e-01 Score 89.574 Data time: 0.1878, Forward time: 2.3071, Backward time: 3.0172, DDP time: 0.0045, Total iter time: 5.7696 [2020-11-15 04:37:37,858][root][INFO] - ===> Epoch[98](2560/26): Loss 0.3174, Sem 0.3174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.072e-01 Score 90.355 Data time: 0.1842, Forward time: 2.3066, Backward time: 3.0183, DDP time: 0.0045, Total iter time: 5.9806 [2020-11-15 04:37:43,304][root][INFO] - ===> Epoch[98](2561/26): Loss 0.3274, Sem 0.3274, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.071e-01 Score 89.570 Data time: 0.1493, Forward time: 2.3056, Backward time: 3.0188, DDP time: 0.0045, Total iter time: 5.3371 [2020-11-15 04:37:48,522][root][INFO] - ===> Epoch[98](2562/26): Loss 0.3820, Sem 0.3820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.071e-01 Score 89.221 Data time: 0.1996, Forward time: 2.3056, Backward time: 3.0181, DDP time: 0.0045, Total iter time: 5.1381 [2020-11-15 04:37:54,303][root][INFO] - ===> Epoch[98](2563/26): Loss 0.3234, Sem 0.3234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.070e-01 Score 90.001 Data time: 0.2153, Forward time: 2.3058, Backward time: 3.0180, DDP time: 0.0045, Total iter time: 5.6752 [2020-11-15 04:37:59,535][root][INFO] - ===> Epoch[98](2564/26): Loss 0.3257, Sem 0.3257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.070e-01 Score 89.948 Data time: 0.2080, Forward time: 2.3057, Backward time: 3.0173, DDP time: 0.0045, Total iter time: 5.1024 [2020-11-15 04:38:04,758][root][INFO] - ===> Epoch[98](2565/26): Loss 0.3471, Sem 0.3471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.070e-01 Score 88.746 Data time: 0.1410, Forward time: 2.3046, Backward time: 3.0176, DDP time: 0.0045, Total iter time: 5.1172 [2020-11-15 04:38:11,245][root][INFO] - ===> Epoch[98](2566/26): Loss 0.3969, Sem 0.3969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.069e-01 Score 87.677 Data time: 0.1569, Forward time: 2.3028, Backward time: 3.0207, DDP time: 0.0045, Total iter time: 6.4136 [2020-11-15 04:38:16,409][root][INFO] - ===> Epoch[98](2567/26): Loss 0.3514, Sem 0.3514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.069e-01 Score 88.567 Data time: 0.1951, Forward time: 2.3027, Backward time: 3.0199, DDP time: 0.0045, Total iter time: 5.0951 [2020-11-15 04:38:22,201][root][INFO] - ===> Epoch[98](2568/26): Loss 0.3691, Sem 0.3691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.069e-01 Score 88.100 Data time: 0.2176, Forward time: 2.3032, Backward time: 3.0196, DDP time: 0.0045, Total iter time: 5.6758 [2020-11-15 04:38:27,619][root][INFO] - ===> Epoch[98](2569/26): Loss 0.4031, Sem 0.4031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.068e-01 Score 88.060 Data time: 0.2279, Forward time: 2.3037, Backward time: 3.0185, DDP time: 0.0045, Total iter time: 5.2807 [2020-11-15 04:38:33,667][root][INFO] - ===> Epoch[98](2570/26): Loss 0.4194, Sem 0.4194, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.068e-01 Score 87.238 Data time: 0.2392, Forward time: 2.3044, Backward time: 3.0184, DDP time: 0.0045, Total iter time: 5.9528 [2020-11-15 04:38:39,055][root][INFO] - ===> Epoch[98](2571/26): Loss 0.3853, Sem 0.3853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.068e-01 Score 87.415 Data time: 0.1914, Forward time: 2.3043, Backward time: 3.0180, DDP time: 0.0045, Total iter time: 5.2817 [2020-11-15 04:38:45,358][root][INFO] - ===> Epoch[98](2572/26): Loss 0.3801, Sem 0.3801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.067e-01 Score 88.277 Data time: 0.1870, Forward time: 2.3038, Backward time: 3.0195, DDP time: 0.0045, Total iter time: 6.2048 [2020-11-15 04:38:51,209][root][INFO] - ===> Epoch[99](2573/26): Loss 0.3211, Sem 0.3211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.067e-01 Score 89.920 Data time: 0.2250, Forward time: 2.3042, Backward time: 3.0193, DDP time: 0.0045, Total iter time: 5.7378 [2020-11-15 04:38:56,644][root][INFO] - ===> Epoch[99](2574/26): Loss 0.3384, Sem 0.3384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.066e-01 Score 89.075 Data time: 0.2340, Forward time: 2.3051, Backward time: 3.0180, DDP time: 0.0045, Total iter time: 5.3110 [2020-11-15 04:39:02,587][root][INFO] - ===> Epoch[99](2575/26): Loss 0.3041, Sem 0.3041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.066e-01 Score 90.272 Data time: 0.2623, Forward time: 2.3064, Backward time: 3.0171, DDP time: 0.0045, Total iter time: 5.8313 [2020-11-15 04:39:07,935][root][INFO] - ===> Epoch[99](2576/26): Loss 0.3117, Sem 0.3117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.066e-01 Score 90.044 Data time: 0.1804, Forward time: 2.3056, Backward time: 3.0173, DDP time: 0.0045, Total iter time: 5.2459 [2020-11-15 04:39:12,922][root][INFO] - ===> Epoch[99](2577/26): Loss 0.3895, Sem 0.3895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.065e-01 Score 88.037 Data time: 0.1709, Forward time: 2.3049, Backward time: 3.0168, DDP time: 0.0045, Total iter time: 4.9175 [2020-11-15 04:39:18,284][root][INFO] - ===> Epoch[99](2578/26): Loss 0.3458, Sem 0.3458, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.065e-01 Score 89.404 Data time: 0.1732, Forward time: 2.3045, Backward time: 3.0167, DDP time: 0.0045, Total iter time: 5.2988 [2020-11-15 04:39:24,244][root][INFO] - ===> Epoch[99](2579/26): Loss 0.3464, Sem 0.3464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.065e-01 Score 89.158 Data time: 0.1583, Forward time: 2.3036, Backward time: 3.0181, DDP time: 0.0045, Total iter time: 5.8645 [2020-11-15 04:39:29,117][root][INFO] - ===> Epoch[99](2580/26): Loss 0.3324, Sem 0.3324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.064e-01 Score 89.917 Data time: 0.2087, Forward time: 2.3037, Backward time: 3.0167, DDP time: 0.0045, Total iter time: 4.8012 [2020-11-15 04:39:35,046][root][INFO] - ===> Epoch[99](2581/26): Loss 0.3304, Sem 0.3304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.064e-01 Score 89.609 Data time: 0.2146, Forward time: 2.3033, Backward time: 3.0174, DDP time: 0.0045, Total iter time: 5.8238 [2020-11-15 04:39:40,463][root][INFO] - ===> Epoch[99](2582/26): Loss 0.3434, Sem 0.3434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.063e-01 Score 89.171 Data time: 0.2042, Forward time: 2.3026, Backward time: 3.0176, DDP time: 0.0045, Total iter time: 5.3148 [2020-11-15 04:39:45,381][root][INFO] - ===> Epoch[99](2583/26): Loss 0.3456, Sem 0.3456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.063e-01 Score 89.387 Data time: 0.2786, Forward time: 2.3030, Backward time: 3.0159, DDP time: 0.0045, Total iter time: 4.8495 [2020-11-15 04:39:50,415][root][INFO] - ===> Epoch[99](2584/26): Loss 0.3639, Sem 0.3639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.063e-01 Score 88.503 Data time: 0.1732, Forward time: 2.3026, Backward time: 3.0152, DDP time: 0.0045, Total iter time: 4.9427 [2020-11-15 04:39:55,449][root][INFO] - ===> Epoch[99](2585/26): Loss 0.3224, Sem 0.3224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.062e-01 Score 89.950 Data time: 0.2121, Forward time: 2.3026, Backward time: 3.0141, DDP time: 0.0045, Total iter time: 4.9448 [2020-11-15 04:40:00,620][root][INFO] - ===> Epoch[99](2586/26): Loss 0.3208, Sem 0.3208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.062e-01 Score 90.094 Data time: 0.1784, Forward time: 2.3018, Backward time: 3.0138, DDP time: 0.0045, Total iter time: 5.0663 [2020-11-15 04:40:07,605][root][INFO] - ===> Epoch[99](2587/26): Loss 0.3425, Sem 0.3425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.062e-01 Score 89.479 Data time: 0.2021, Forward time: 2.3010, Backward time: 3.0166, DDP time: 0.0045, Total iter time: 6.8951 [2020-11-15 04:40:12,953][root][INFO] - ===> Epoch[99](2588/26): Loss 0.3135, Sem 0.3135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.061e-01 Score 90.064 Data time: 0.2183, Forward time: 2.3015, Backward time: 3.0156, DDP time: 0.0045, Total iter time: 5.2339 [2020-11-15 04:40:18,465][root][INFO] - ===> Epoch[99](2589/26): Loss 0.3771, Sem 0.3771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.061e-01 Score 88.522 Data time: 0.1869, Forward time: 2.3013, Backward time: 3.0155, DDP time: 0.0045, Total iter time: 5.4020 [2020-11-15 04:40:25,190][root][INFO] - ===> Epoch[99](2590/26): Loss 0.3109, Sem 0.3109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.061e-01 Score 90.281 Data time: 0.2656, Forward time: 2.3027, Backward time: 3.0158, DDP time: 0.0045, Total iter time: 6.6118 [2020-11-15 04:40:31,302][root][INFO] - ===> Epoch[99](2591/26): Loss 0.3577, Sem 0.3577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.060e-01 Score 88.847 Data time: 0.1758, Forward time: 2.3024, Backward time: 3.0167, DDP time: 0.0045, Total iter time: 5.9733 [2020-11-15 04:40:36,576][root][INFO] - ===> Epoch[99](2592/26): Loss 0.3603, Sem 0.3603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.060e-01 Score 88.852 Data time: 0.1897, Forward time: 2.3023, Backward time: 3.0161, DDP time: 0.0045, Total iter time: 5.1537 [2020-11-15 04:40:42,609][root][INFO] - ===> Epoch[99](2593/26): Loss 0.3695, Sem 0.3695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.059e-01 Score 88.728 Data time: 0.2556, Forward time: 2.3030, Backward time: 3.0160, DDP time: 0.0045, Total iter time: 5.9413 [2020-11-15 04:40:48,289][root][INFO] - ===> Epoch[99](2594/26): Loss 0.4085, Sem 0.4085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.059e-01 Score 87.830 Data time: 0.2488, Forward time: 2.3039, Backward time: 3.0151, DDP time: 0.0045, Total iter time: 5.5608 [2020-11-15 04:40:54,536][root][INFO] - ===> Epoch[99](2595/26): Loss 0.3676, Sem 0.3676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.059e-01 Score 88.585 Data time: 0.2330, Forward time: 2.3046, Backward time: 3.0153, DDP time: 0.0045, Total iter time: 6.1429 [2020-11-15 04:40:59,599][root][INFO] - ===> Epoch[99](2596/26): Loss 0.3392, Sem 0.3392, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.058e-01 Score 89.248 Data time: 0.1835, Forward time: 2.3042, Backward time: 3.0146, DDP time: 0.0045, Total iter time: 4.9352 [2020-11-15 04:41:05,879][root][INFO] - ===> Epoch[99](2597/26): Loss 0.3642, Sem 0.3642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.058e-01 Score 88.744 Data time: 0.2346, Forward time: 2.3049, Backward time: 3.0148, DDP time: 0.0045, Total iter time: 6.1685 [2020-11-15 04:41:11,268][root][INFO] - ===> Epoch[99](2598/26): Loss 0.3184, Sem 0.3184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.058e-01 Score 89.881 Data time: 0.1839, Forward time: 2.3048, Backward time: 3.0143, DDP time: 0.0045, Total iter time: 5.2287 [2020-11-15 04:41:16,664][root][INFO] - ===> Epoch[100](2599/26): Loss 0.4040, Sem 0.4040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.057e-01 Score 88.042 Data time: 0.1883, Forward time: 2.3035, Backward time: 3.0150, DDP time: 0.0045, Total iter time: 5.2845 [2020-11-15 04:41:21,452][root][INFO] - ===> Epoch[100](2600/26): Loss 0.3556, Sem 0.3556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.057e-01 Score 89.159 Data time: 0.2073, Forward time: 2.3033, Backward time: 3.0138, DDP time: 0.0045, Total iter time: 4.7208 [2020-11-15 04:41:28,134][root][INFO] - ===> Epoch[100](2601/26): Loss 0.3995, Sem 0.3995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.057e-01 Score 87.926 Data time: 0.3627, Forward time: 2.3052, Backward time: 3.0134, DDP time: 0.0045, Total iter time: 6.5848 [2020-11-15 04:41:33,323][root][INFO] - ===> Epoch[100](2602/26): Loss 0.3340, Sem 0.3340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.056e-01 Score 89.457 Data time: 0.2121, Forward time: 2.3055, Backward time: 3.0123, DDP time: 0.0045, Total iter time: 5.0688 [2020-11-15 04:41:38,211][root][INFO] - ===> Epoch[100](2603/26): Loss 0.3851, Sem 0.3851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.056e-01 Score 87.569 Data time: 0.2024, Forward time: 2.3056, Backward time: 3.0109, DDP time: 0.0046, Total iter time: 4.7879 [2020-11-15 04:41:42,408][root][INFO] - ===> Epoch[100](2604/26): Loss 0.3449, Sem 0.3449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.055e-01 Score 89.494 Data time: 0.1867, Forward time: 2.3050, Backward time: 3.0091, DDP time: 0.0046, Total iter time: 4.1112 [2020-11-15 04:41:49,225][root][INFO] - ===> Epoch[100](2605/26): Loss 0.3130, Sem 0.3130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.055e-01 Score 90.617 Data time: 0.1629, Forward time: 2.3041, Backward time: 3.0118, DDP time: 0.0046, Total iter time: 6.7446 [2020-11-15 04:41:54,424][root][INFO] - ===> Epoch[100](2606/26): Loss 0.3562, Sem 0.3562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.055e-01 Score 89.617 Data time: 0.1720, Forward time: 2.3036, Backward time: 3.0116, DDP time: 0.0046, Total iter time: 5.1149 [2020-11-15 04:41:59,582][root][INFO] - ===> Epoch[100](2607/26): Loss 0.3779, Sem 0.3779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.054e-01 Score 88.377 Data time: 0.1420, Forward time: 2.3021, Backward time: 3.0122, DDP time: 0.0046, Total iter time: 5.0643 [2020-11-15 04:42:04,095][root][INFO] - ===> Epoch[100](2608/26): Loss 0.2990, Sem 0.2990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.054e-01 Score 90.364 Data time: 0.1334, Forward time: 2.3006, Backward time: 3.0119, DDP time: 0.0046, Total iter time: 4.4325 [2020-11-15 04:42:09,724][root][INFO] - ===> Epoch[100](2609/26): Loss 0.3059, Sem 0.3059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.054e-01 Score 91.331 Data time: 0.2114, Forward time: 2.3005, Backward time: 3.0119, DDP time: 0.0046, Total iter time: 5.5589 [2020-11-15 04:42:15,567][root][INFO] - ===> Epoch[100](2610/26): Loss 0.3516, Sem 0.3516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.053e-01 Score 89.261 Data time: 0.1884, Forward time: 2.3002, Backward time: 3.0125, DDP time: 0.0046, Total iter time: 5.7388 [2020-11-15 04:42:22,141][root][INFO] - ===> Epoch[100](2611/26): Loss 0.3497, Sem 0.3497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.053e-01 Score 89.287 Data time: 0.2519, Forward time: 2.3006, Backward time: 3.0134, DDP time: 0.0046, Total iter time: 6.4736 [2020-11-15 04:42:27,119][root][INFO] - ===> Epoch[100](2612/26): Loss 0.3266, Sem 0.3266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.053e-01 Score 89.726 Data time: 0.1410, Forward time: 2.2995, Backward time: 3.0134, DDP time: 0.0046, Total iter time: 4.8519 [2020-11-15 04:42:32,898][root][INFO] - ===> Epoch[100](2613/26): Loss 0.3778, Sem 0.3778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.052e-01 Score 88.138 Data time: 0.2842, Forward time: 2.3005, Backward time: 3.0124, DDP time: 0.0046, Total iter time: 5.6709 [2020-11-15 04:42:40,166][root][INFO] - ===> Epoch[100](2614/26): Loss 0.3414, Sem 0.3414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.052e-01 Score 89.496 Data time: 0.3930, Forward time: 2.3028, Backward time: 3.0125, DDP time: 0.0046, Total iter time: 7.1545 [2020-11-15 04:42:45,593][root][INFO] - ===> Epoch[100](2615/26): Loss 0.3492, Sem 0.3492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.051e-01 Score 88.875 Data time: 0.1637, Forward time: 2.3023, Backward time: 3.0125, DDP time: 0.0046, Total iter time: 5.2999 [2020-11-15 04:42:51,866][root][INFO] - ===> Epoch[100](2616/26): Loss 0.3895, Sem 0.3895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.051e-01 Score 87.772 Data time: 0.2318, Forward time: 2.3029, Backward time: 3.0129, DDP time: 0.0046, Total iter time: 6.1685 [2020-11-15 04:42:57,878][root][INFO] - ===> Epoch[100](2617/26): Loss 0.3926, Sem 0.3926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.051e-01 Score 87.408 Data time: 0.1833, Forward time: 2.3024, Backward time: 3.0138, DDP time: 0.0046, Total iter time: 5.9019 [2020-11-15 04:43:03,423][root][INFO] - ===> Epoch[100](2618/26): Loss 0.3230, Sem 0.3230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.050e-01 Score 89.964 Data time: 0.2096, Forward time: 2.3026, Backward time: 3.0133, DDP time: 0.0046, Total iter time: 5.4402 [2020-11-15 04:43:09,878][root][INFO] - ===> Epoch[100](2619/26): Loss 0.3437, Sem 0.3437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.050e-01 Score 89.496 Data time: 0.1952, Forward time: 2.3026, Backward time: 3.0144, DDP time: 0.0046, Total iter time: 6.3504 [2020-11-15 04:43:16,715][root][INFO] - ===> Epoch[100](2620/26): Loss 0.4293, Sem 0.4293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.050e-01 Score 86.996 Data time: 0.1710, Forward time: 2.3022, Backward time: 3.0166, DDP time: 0.0046, Total iter time: 6.7194 [2020-11-15 04:43:21,850][root][INFO] - ===> Epoch[100](2621/26): Loss 0.3954, Sem 0.3954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.049e-01 Score 88.435 Data time: 0.1702, Forward time: 2.3017, Backward time: 3.0162, DDP time: 0.0046, Total iter time: 5.0276 [2020-11-15 04:43:27,528][root][INFO] - ===> Epoch[100](2622/26): Loss 0.3044, Sem 0.3044, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.049e-01 Score 89.827 Data time: 0.1784, Forward time: 2.3014, Backward time: 3.0165, DDP time: 0.0046, Total iter time: 5.5803 [2020-11-15 04:43:32,448][root][INFO] - ===> Epoch[100](2623/26): Loss 0.3456, Sem 0.3456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.049e-01 Score 89.128 Data time: 0.1328, Forward time: 2.3002, Backward time: 3.0165, DDP time: 0.0046, Total iter time: 4.8319 [2020-11-15 04:43:40,201][root][INFO] - ===> Epoch[100](2624/26): Loss 0.3723, Sem 0.3723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.048e-01 Score 89.097 Data time: 0.2149, Forward time: 2.3002, Backward time: 3.0198, DDP time: 0.0046, Total iter time: 7.6913 [2020-11-15 04:43:46,076][root][INFO] - ===> Epoch[101](2625/26): Loss 0.3732, Sem 0.3732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.048e-01 Score 88.779 Data time: 0.2382, Forward time: 2.3007, Backward time: 3.0195, DDP time: 0.0046, Total iter time: 5.7429 [2020-11-15 04:43:51,566][root][INFO] - ===> Epoch[101](2626/26): Loss 0.3022, Sem 0.3022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.047e-01 Score 90.491 Data time: 0.1629, Forward time: 2.2999, Backward time: 3.0199, DDP time: 0.0046, Total iter time: 5.3702 [2020-11-15 04:43:57,417][root][INFO] - ===> Epoch[101](2627/26): Loss 0.3846, Sem 0.3846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.047e-01 Score 88.232 Data time: 0.1890, Forward time: 2.2999, Backward time: 3.0203, DDP time: 0.0046, Total iter time: 5.7783 [2020-11-15 04:44:04,123][root][INFO] - ===> Epoch[101](2628/26): Loss 0.3441, Sem 0.3441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.047e-01 Score 89.462 Data time: 0.1813, Forward time: 2.2992, Backward time: 3.0225, DDP time: 0.0046, Total iter time: 6.6159 [2020-11-15 04:44:10,479][root][INFO] - ===> Epoch[101](2629/26): Loss 0.4015, Sem 0.4015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.046e-01 Score 87.915 Data time: 0.3406, Forward time: 2.3007, Backward time: 3.0219, DDP time: 0.0046, Total iter time: 6.2701 [2020-11-15 04:44:16,481][root][INFO] - ===> Epoch[101](2630/26): Loss 0.3282, Sem 0.3282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.046e-01 Score 90.209 Data time: 0.1632, Forward time: 2.3002, Backward time: 3.0228, DDP time: 0.0046, Total iter time: 5.8797 [2020-11-15 04:44:22,774][root][INFO] - ===> Epoch[101](2631/26): Loss 0.3318, Sem 0.3318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.046e-01 Score 89.646 Data time: 0.2123, Forward time: 2.2999, Backward time: 3.0239, DDP time: 0.0046, Total iter time: 6.2008 [2020-11-15 04:44:27,550][root][INFO] - ===> Epoch[101](2632/26): Loss 0.3331, Sem 0.3331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.045e-01 Score 89.483 Data time: 0.1344, Forward time: 2.2988, Backward time: 3.0236, DDP time: 0.0046, Total iter time: 4.6650 [2020-11-15 04:44:33,973][root][INFO] - ===> Epoch[101](2633/26): Loss 0.3187, Sem 0.3187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.045e-01 Score 90.077 Data time: 0.1732, Forward time: 2.2980, Backward time: 3.0255, DDP time: 0.0046, Total iter time: 6.3709 [2020-11-15 04:44:39,337][root][INFO] - ===> Epoch[101](2634/26): Loss 0.3583, Sem 0.3583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.045e-01 Score 89.215 Data time: 0.2186, Forward time: 2.2984, Backward time: 3.0247, DDP time: 0.0046, Total iter time: 5.2876 [2020-11-15 04:44:44,934][root][INFO] - ===> Epoch[101](2635/26): Loss 0.3789, Sem 0.3789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.044e-01 Score 89.023 Data time: 0.1829, Forward time: 2.2981, Backward time: 3.0248, DDP time: 0.0046, Total iter time: 5.4854 [2020-11-15 04:44:51,203][root][INFO] - ===> Epoch[101](2636/26): Loss 0.3621, Sem 0.3621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.044e-01 Score 88.478 Data time: 0.1919, Forward time: 2.2981, Backward time: 3.0256, DDP time: 0.0046, Total iter time: 6.1672 [2020-11-15 04:44:56,755][root][INFO] - ===> Epoch[101](2637/26): Loss 0.3164, Sem 0.3164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.043e-01 Score 90.175 Data time: 0.2400, Forward time: 2.2988, Backward time: 3.0247, DDP time: 0.0046, Total iter time: 5.4316 [2020-11-15 04:45:02,994][root][INFO] - ===> Epoch[101](2638/26): Loss 0.3414, Sem 0.3414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.043e-01 Score 89.995 Data time: 0.1591, Forward time: 2.2984, Backward time: 3.0260, DDP time: 0.0046, Total iter time: 6.1241 [2020-11-15 04:45:09,280][root][INFO] - ===> Epoch[101](2639/26): Loss 0.2908, Sem 0.2908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.043e-01 Score 90.938 Data time: 0.1844, Forward time: 2.2979, Backward time: 3.0273, DDP time: 0.0046, Total iter time: 6.1789 [2020-11-15 04:45:15,613][root][INFO] - ===> Epoch[101](2640/26): Loss 0.3657, Sem 0.3657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.042e-01 Score 88.278 Data time: 0.2287, Forward time: 2.2986, Backward time: 3.0276, DDP time: 0.0046, Total iter time: 6.2329 [2020-11-15 04:45:21,000][root][INFO] - ===> Epoch[101](2641/26): Loss 0.3233, Sem 0.3233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.042e-01 Score 90.256 Data time: 0.2788, Forward time: 2.2993, Backward time: 3.0263, DDP time: 0.0046, Total iter time: 5.2547 [2020-11-15 04:45:27,759][root][INFO] - ===> Epoch[101](2642/26): Loss 0.3819, Sem 0.3819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.042e-01 Score 88.795 Data time: 0.2122, Forward time: 2.2995, Backward time: 3.0277, DDP time: 0.0046, Total iter time: 6.6197 [2020-11-15 04:45:34,195][root][INFO] - ===> Epoch[101](2643/26): Loss 0.3116, Sem 0.3116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.041e-01 Score 90.214 Data time: 0.1774, Forward time: 2.2991, Backward time: 3.0291, DDP time: 0.0046, Total iter time: 6.3211 [2020-11-15 04:45:39,701][root][INFO] - ===> Epoch[101](2644/26): Loss 0.3124, Sem 0.3124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.041e-01 Score 90.193 Data time: 0.1969, Forward time: 2.2992, Backward time: 3.0286, DDP time: 0.0046, Total iter time: 5.3894 [2020-11-15 04:45:45,433][root][INFO] - ===> Epoch[101](2645/26): Loss 0.3371, Sem 0.3371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.040e-01 Score 89.807 Data time: 0.1992, Forward time: 2.2990, Backward time: 3.0288, DDP time: 0.0046, Total iter time: 5.6245 [2020-11-15 04:45:51,170][root][INFO] - ===> Epoch[101](2646/26): Loss 0.2689, Sem 0.2689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.040e-01 Score 91.373 Data time: 0.2623, Forward time: 2.3000, Backward time: 3.0278, DDP time: 0.0046, Total iter time: 5.6406 [2020-11-15 04:45:56,747][root][INFO] - ===> Epoch[101](2647/26): Loss 0.3458, Sem 0.3458, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.040e-01 Score 89.861 Data time: 0.2189, Forward time: 2.3004, Backward time: 3.0272, DDP time: 0.0046, Total iter time: 5.4777 [2020-11-15 04:46:01,402][root][INFO] - ===> Epoch[101](2648/26): Loss 0.3430, Sem 0.3430, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.039e-01 Score 90.386 Data time: 0.2216, Forward time: 2.3001, Backward time: 3.0259, DDP time: 0.0046, Total iter time: 4.5223 [2020-11-15 04:46:06,902][root][INFO] - ===> Epoch[101](2649/26): Loss 0.3612, Sem 0.3612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.039e-01 Score 88.740 Data time: 0.1736, Forward time: 2.2995, Backward time: 3.0262, DDP time: 0.0046, Total iter time: 5.3944 [2020-11-15 04:46:11,970][root][INFO] - ===> Epoch[101](2650/26): Loss 0.3648, Sem 0.3648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.039e-01 Score 88.863 Data time: 0.2077, Forward time: 2.2996, Backward time: 3.0252, DDP time: 0.0046, Total iter time: 4.9723 [2020-11-15 04:46:17,395][root][INFO] - ===> Epoch[102](2651/26): Loss 0.3141, Sem 0.3141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.038e-01 Score 89.651 Data time: 0.1841, Forward time: 2.2993, Backward time: 3.0250, DDP time: 0.0046, Total iter time: 5.2918 [2020-11-15 04:46:22,646][root][INFO] - ===> Epoch[102](2652/26): Loss 0.3581, Sem 0.3581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.038e-01 Score 88.913 Data time: 0.1660, Forward time: 2.2987, Backward time: 3.0249, DDP time: 0.0046, Total iter time: 5.1515 [2020-11-15 04:46:29,359][root][INFO] - ===> Epoch[102](2653/26): Loss 0.2964, Sem 0.2964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.038e-01 Score 91.073 Data time: 0.1421, Forward time: 2.2977, Backward time: 3.0274, DDP time: 0.0046, Total iter time: 6.6093 [2020-11-15 04:46:35,725][root][INFO] - ===> Epoch[102](2654/26): Loss 0.3831, Sem 0.3831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.037e-01 Score 88.652 Data time: 0.1732, Forward time: 2.2972, Backward time: 3.0289, DDP time: 0.0046, Total iter time: 6.2789 [2020-11-15 04:46:40,806][root][INFO] - ===> Epoch[102](2655/26): Loss 0.3142, Sem 0.3142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.037e-01 Score 90.608 Data time: 0.1600, Forward time: 2.2964, Backward time: 3.0287, DDP time: 0.0046, Total iter time: 4.9579 [2020-11-15 04:46:46,069][root][INFO] - ===> Epoch[102](2656/26): Loss 0.3269, Sem 0.3269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.036e-01 Score 89.849 Data time: 0.1886, Forward time: 2.2963, Backward time: 3.0282, DDP time: 0.0046, Total iter time: 5.1659 [2020-11-15 04:46:51,586][root][INFO] - ===> Epoch[102](2657/26): Loss 0.2854, Sem 0.2854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.036e-01 Score 90.966 Data time: 0.1666, Forward time: 2.2956, Backward time: 3.0285, DDP time: 0.0046, Total iter time: 5.4118 [2020-11-15 04:46:57,893][root][INFO] - ===> Epoch[102](2658/26): Loss 0.3407, Sem 0.3407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.036e-01 Score 89.809 Data time: 0.1899, Forward time: 2.2953, Backward time: 3.0297, DDP time: 0.0046, Total iter time: 6.2243 [2020-11-15 04:47:03,713][root][INFO] - ===> Epoch[102](2659/26): Loss 0.3319, Sem 0.3319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.035e-01 Score 90.695 Data time: 0.2787, Forward time: 2.2963, Backward time: 3.0288, DDP time: 0.0046, Total iter time: 5.7052 [2020-11-15 04:47:08,465][root][INFO] - ===> Epoch[102](2660/26): Loss 0.3432, Sem 0.3432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.035e-01 Score 89.672 Data time: 0.2144, Forward time: 2.2964, Backward time: 3.0273, DDP time: 0.0046, Total iter time: 4.6437 [2020-11-15 04:47:14,864][root][INFO] - ===> Epoch[102](2661/26): Loss 0.3167, Sem 0.3167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.035e-01 Score 89.591 Data time: 0.2658, Forward time: 2.2976, Backward time: 3.0271, DDP time: 0.0046, Total iter time: 6.3041 [2020-11-15 04:47:19,860][root][INFO] - ===> Epoch[102](2662/26): Loss 0.3242, Sem 0.3242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.034e-01 Score 90.351 Data time: 0.1878, Forward time: 2.2975, Backward time: 3.0263, DDP time: 0.0046, Total iter time: 4.8893 [2020-11-15 04:47:25,804][root][INFO] - ===> Epoch[102](2663/26): Loss 0.3186, Sem 0.3186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.034e-01 Score 89.688 Data time: 0.2054, Forward time: 2.2974, Backward time: 3.0267, DDP time: 0.0046, Total iter time: 5.8448 [2020-11-15 04:47:32,827][root][INFO] - ===> Epoch[102](2664/26): Loss 0.3177, Sem 0.3177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.034e-01 Score 90.566 Data time: 0.1522, Forward time: 2.2966, Backward time: 3.0294, DDP time: 0.0046, Total iter time: 6.9248 [2020-11-15 04:47:38,050][root][INFO] - ===> Epoch[102](2665/26): Loss 0.2828, Sem 0.2828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.033e-01 Score 90.963 Data time: 0.1982, Forward time: 2.2964, Backward time: 3.0288, DDP time: 0.0046, Total iter time: 5.1405 [2020-11-15 04:47:43,043][root][INFO] - ===> Epoch[102](2666/26): Loss 0.3707, Sem 0.3707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.033e-01 Score 88.531 Data time: 0.1562, Forward time: 2.2959, Backward time: 3.0284, DDP time: 0.0046, Total iter time: 4.8775 [2020-11-15 04:47:51,200][root][INFO] - ===> Epoch[102](2667/26): Loss 0.3840, Sem 0.3840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.032e-01 Score 88.549 Data time: 0.1691, Forward time: 2.2950, Backward time: 3.0328, DDP time: 0.0046, Total iter time: 8.0643 [2020-11-15 04:47:58,029][root][INFO] - ===> Epoch[102](2668/26): Loss 0.3396, Sem 0.3396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.032e-01 Score 89.645 Data time: 0.3371, Forward time: 2.2967, Backward time: 3.0326, DDP time: 0.0046, Total iter time: 6.7359 [2020-11-15 04:48:04,021][root][INFO] - ===> Epoch[102](2669/26): Loss 0.3997, Sem 0.3997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.032e-01 Score 87.668 Data time: 0.3029, Forward time: 2.2979, Backward time: 3.0318, DDP time: 0.0046, Total iter time: 5.8897 [2020-11-15 04:48:09,670][root][INFO] - ===> Epoch[102](2670/26): Loss 0.3305, Sem 0.3305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.031e-01 Score 89.200 Data time: 0.1866, Forward time: 2.2977, Backward time: 3.0320, DDP time: 0.0046, Total iter time: 5.5451 [2020-11-15 04:48:14,872][root][INFO] - ===> Epoch[102](2671/26): Loss 0.3629, Sem 0.3629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.031e-01 Score 88.399 Data time: 0.1739, Forward time: 2.2972, Backward time: 3.0318, DDP time: 0.0046, Total iter time: 5.1052 [2020-11-15 04:48:20,304][root][INFO] - ===> Epoch[102](2672/26): Loss 0.3242, Sem 0.3242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.031e-01 Score 89.080 Data time: 0.2191, Forward time: 2.2976, Backward time: 3.0309, DDP time: 0.0046, Total iter time: 5.3201 [2020-11-15 04:48:25,918][root][INFO] - ===> Epoch[102](2673/26): Loss 0.3455, Sem 0.3455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.030e-01 Score 89.406 Data time: 0.1797, Forward time: 2.2976, Backward time: 3.0308, DDP time: 0.0046, Total iter time: 5.4917 [2020-11-15 04:48:30,808][root][INFO] - ===> Epoch[102](2674/26): Loss 0.3396, Sem 0.3396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.030e-01 Score 89.364 Data time: 0.1625, Forward time: 2.2971, Backward time: 3.0302, DDP time: 0.0046, Total iter time: 4.7765 [2020-11-15 04:48:37,246][root][INFO] - ===> Epoch[102](2675/26): Loss 0.2782, Sem 0.2782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.030e-01 Score 90.847 Data time: 0.2595, Forward time: 2.2975, Backward time: 3.0308, DDP time: 0.0046, Total iter time: 6.3503 [2020-11-15 04:48:43,322][root][INFO] - ===> Epoch[102](2676/26): Loss 0.3965, Sem 0.3965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.029e-01 Score 87.729 Data time: 0.1571, Forward time: 2.2969, Backward time: 3.0319, DDP time: 0.0046, Total iter time: 5.9735 [2020-11-15 04:48:49,263][root][INFO] - ===> Epoch[103](2677/26): Loss 0.3911, Sem 0.3911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.029e-01 Score 87.810 Data time: 0.1503, Forward time: 2.2960, Backward time: 3.0331, DDP time: 0.0046, Total iter time: 5.8599 [2020-11-15 04:48:56,056][root][INFO] - ===> Epoch[103](2678/26): Loss 0.3012, Sem 0.3012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.028e-01 Score 90.566 Data time: 0.2114, Forward time: 2.2956, Backward time: 3.0351, DDP time: 0.0046, Total iter time: 6.7136 [2020-11-15 04:49:02,013][root][INFO] - ===> Epoch[103](2679/26): Loss 0.2954, Sem 0.2954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.028e-01 Score 90.285 Data time: 0.1294, Forward time: 2.2944, Backward time: 3.0366, DDP time: 0.0046, Total iter time: 5.8662 [2020-11-15 04:49:07,561][root][INFO] - ===> Epoch[103](2680/26): Loss 0.3332, Sem 0.3332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.028e-01 Score 89.835 Data time: 0.1598, Forward time: 2.2938, Backward time: 3.0371, DDP time: 0.0046, Total iter time: 5.4749 [2020-11-15 04:49:13,912][root][INFO] - ===> Epoch[103](2681/26): Loss 0.3026, Sem 0.3026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.027e-01 Score 90.457 Data time: 0.1621, Forward time: 2.2931, Backward time: 3.0387, DDP time: 0.0046, Total iter time: 6.2595 [2020-11-15 04:49:19,302][root][INFO] - ===> Epoch[103](2682/26): Loss 0.3142, Sem 0.3142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.027e-01 Score 89.553 Data time: 0.1388, Forward time: 2.2919, Backward time: 3.0395, DDP time: 0.0046, Total iter time: 5.2989 [2020-11-15 04:49:25,172][root][INFO] - ===> Epoch[103](2683/26): Loss 0.3098, Sem 0.3098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.027e-01 Score 90.096 Data time: 0.1740, Forward time: 2.2913, Backward time: 3.0404, DDP time: 0.0046, Total iter time: 5.8116 [2020-11-15 04:49:31,614][root][INFO] - ===> Epoch[103](2684/26): Loss 0.3194, Sem 0.3194, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.026e-01 Score 89.998 Data time: 0.1785, Forward time: 2.2910, Backward time: 3.0418, DDP time: 0.0046, Total iter time: 6.3571 [2020-11-15 04:49:37,477][root][INFO] - ===> Epoch[103](2685/26): Loss 0.3127, Sem 0.3127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.026e-01 Score 90.267 Data time: 0.2174, Forward time: 2.2912, Backward time: 3.0418, DDP time: 0.0046, Total iter time: 5.7595 [2020-11-15 04:49:42,682][root][INFO] - ===> Epoch[103](2686/26): Loss 0.3321, Sem 0.3321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.026e-01 Score 89.380 Data time: 0.1686, Forward time: 2.2907, Backward time: 3.0416, DDP time: 0.0046, Total iter time: 5.0814 [2020-11-15 04:49:48,534][root][INFO] - ===> Epoch[103](2687/26): Loss 0.3539, Sem 0.3539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.025e-01 Score 88.871 Data time: 0.1512, Forward time: 2.2897, Backward time: 3.0426, DDP time: 0.0046, Total iter time: 5.7411 [2020-11-15 04:49:53,537][root][INFO] - ===> Epoch[103](2688/26): Loss 0.3410, Sem 0.3410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.025e-01 Score 89.804 Data time: 0.1855, Forward time: 2.2893, Backward time: 3.0421, DDP time: 0.0046, Total iter time: 4.9174 [2020-11-15 04:49:59,191][root][INFO] - ===> Epoch[103](2689/26): Loss 0.4021, Sem 0.4021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.024e-01 Score 88.421 Data time: 0.2280, Forward time: 2.2896, Backward time: 3.0417, DDP time: 0.0046, Total iter time: 5.5598 [2020-11-15 04:50:05,355][root][INFO] - ===> Epoch[103](2690/26): Loss 0.3730, Sem 0.3730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.024e-01 Score 88.941 Data time: 0.2141, Forward time: 2.2895, Backward time: 3.0424, DDP time: 0.0046, Total iter time: 6.0605 [2020-11-15 04:50:11,578][root][INFO] - ===> Epoch[103](2691/26): Loss 0.3512, Sem 0.3512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.024e-01 Score 89.046 Data time: 0.3265, Forward time: 2.2908, Backward time: 3.0418, DDP time: 0.0046, Total iter time: 6.1153 [2020-11-15 04:50:17,369][root][INFO] - ===> Epoch[103](2692/26): Loss 0.3597, Sem 0.3597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.023e-01 Score 89.355 Data time: 0.1969, Forward time: 2.2909, Backward time: 3.0417, DDP time: 0.0046, Total iter time: 5.6738 [2020-11-15 04:50:21,871][root][INFO] - ===> Epoch[103](2693/26): Loss 0.3598, Sem 0.3598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.023e-01 Score 89.225 Data time: 0.2154, Forward time: 2.2910, Backward time: 3.0400, DDP time: 0.0046, Total iter time: 4.3952 [2020-11-15 04:50:27,810][root][INFO] - ===> Epoch[103](2694/26): Loss 0.3845, Sem 0.3845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.023e-01 Score 88.494 Data time: 0.2867, Forward time: 2.2919, Backward time: 3.0394, DDP time: 0.0046, Total iter time: 5.8358 [2020-11-15 04:50:34,106][root][INFO] - ===> Epoch[103](2695/26): Loss 0.3264, Sem 0.3264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.022e-01 Score 89.785 Data time: 0.1629, Forward time: 2.2910, Backward time: 3.0410, DDP time: 0.0046, Total iter time: 6.1691 [2020-11-15 04:50:40,374][root][INFO] - ===> Epoch[103](2696/26): Loss 0.3147, Sem 0.3147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.022e-01 Score 89.911 Data time: 0.1560, Forward time: 2.2896, Backward time: 3.0431, DDP time: 0.0046, Total iter time: 6.1782 [2020-11-15 04:50:45,496][root][INFO] - ===> Epoch[103](2697/26): Loss 0.3840, Sem 0.3840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.022e-01 Score 88.317 Data time: 0.1619, Forward time: 2.2887, Backward time: 3.0431, DDP time: 0.0046, Total iter time: 5.0347 [2020-11-15 04:50:51,737][root][INFO] - ===> Epoch[103](2698/26): Loss 0.3821, Sem 0.3821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.021e-01 Score 88.408 Data time: 0.2447, Forward time: 2.2894, Backward time: 3.0431, DDP time: 0.0046, Total iter time: 6.1497 [2020-11-15 04:50:57,414][root][INFO] - ===> Epoch[103](2699/26): Loss 0.3385, Sem 0.3385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.021e-01 Score 89.567 Data time: 0.1512, Forward time: 2.2887, Backward time: 3.0437, DDP time: 0.0046, Total iter time: 5.5764 [2020-11-15 04:51:03,617][root][INFO] - ===> Epoch[103](2700/26): Loss 0.3196, Sem 0.3196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.020e-01 Score 90.366 Data time: 0.1600, Forward time: 2.2881, Backward time: 3.0451, DDP time: 0.0046, Total iter time: 6.0925 [2020-11-15 04:51:09,559][root][INFO] - ===> Epoch[103](2701/26): Loss 0.3244, Sem 0.3244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.020e-01 Score 89.966 Data time: 0.1822, Forward time: 2.2878, Backward time: 3.0456, DDP time: 0.0046, Total iter time: 5.8248 [2020-11-15 04:51:15,635][root][INFO] - ===> Epoch[103](2702/26): Loss 0.3195, Sem 0.3195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.020e-01 Score 90.502 Data time: 0.2269, Forward time: 2.2881, Backward time: 3.0457, DDP time: 0.0046, Total iter time: 5.9527 [2020-11-15 04:51:22,629][root][INFO] - ===> Epoch[104](2703/26): Loss 0.3300, Sem 0.3300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.019e-01 Score 89.294 Data time: 0.2471, Forward time: 2.2889, Backward time: 3.0467, DDP time: 0.0046, Total iter time: 6.8728 [2020-11-15 04:51:28,725][root][INFO] - ===> Epoch[104](2704/26): Loss 0.3498, Sem 0.3498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.019e-01 Score 89.110 Data time: 0.2274, Forward time: 2.2889, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 5.9620 [2020-11-15 04:51:33,975][root][INFO] - ===> Epoch[104](2705/26): Loss 0.3125, Sem 0.3125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.019e-01 Score 90.259 Data time: 0.2221, Forward time: 2.2893, Backward time: 3.0461, DDP time: 0.0046, Total iter time: 5.1320 [2020-11-15 04:51:39,801][root][INFO] - ===> Epoch[104](2706/26): Loss 0.3233, Sem 0.3233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.018e-01 Score 89.949 Data time: 0.1493, Forward time: 2.2886, Backward time: 3.0470, DDP time: 0.0046, Total iter time: 5.6988 [2020-11-15 04:51:45,928][root][INFO] - ===> Epoch[104](2707/26): Loss 0.3623, Sem 0.3623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.018e-01 Score 89.027 Data time: 0.1561, Forward time: 2.2877, Backward time: 3.0484, DDP time: 0.0046, Total iter time: 6.0412 [2020-11-15 04:51:52,138][root][INFO] - ===> Epoch[104](2708/26): Loss 0.2714, Sem 0.2714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.017e-01 Score 91.364 Data time: 0.2322, Forward time: 2.2878, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 6.1235 [2020-11-15 04:51:58,288][root][INFO] - ===> Epoch[104](2709/26): Loss 0.3023, Sem 0.3023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.017e-01 Score 90.444 Data time: 0.2853, Forward time: 2.2891, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 6.0249 [2020-11-15 04:52:03,754][root][INFO] - ===> Epoch[104](2710/26): Loss 0.3450, Sem 0.3450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.017e-01 Score 89.015 Data time: 0.1935, Forward time: 2.2890, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 5.3467 [2020-11-15 04:52:10,323][root][INFO] - ===> Epoch[104](2711/26): Loss 0.3332, Sem 0.3332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.016e-01 Score 89.428 Data time: 0.1970, Forward time: 2.2887, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 6.4647 [2020-11-15 04:52:15,561][root][INFO] - ===> Epoch[104](2712/26): Loss 0.3170, Sem 0.3170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.016e-01 Score 90.094 Data time: 0.2287, Forward time: 2.2888, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 5.1345 [2020-11-15 04:52:21,990][root][INFO] - ===> Epoch[104](2713/26): Loss 0.2812, Sem 0.2812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.016e-01 Score 91.026 Data time: 0.3419, Forward time: 2.2902, Backward time: 3.0481, DDP time: 0.0046, Total iter time: 6.3093 [2020-11-15 04:52:27,075][root][INFO] - ===> Epoch[104](2714/26): Loss 0.3364, Sem 0.3364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.015e-01 Score 89.567 Data time: 0.1967, Forward time: 2.2902, Backward time: 3.0472, DDP time: 0.0046, Total iter time: 4.9584 [2020-11-15 04:52:34,937][root][INFO] - ===> Epoch[104](2715/26): Loss 0.3167, Sem 0.3167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.015e-01 Score 89.847 Data time: 0.2107, Forward time: 2.2904, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 7.7379 [2020-11-15 04:52:39,535][root][INFO] - ===> Epoch[104](2716/26): Loss 0.2990, Sem 0.2990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.015e-01 Score 90.442 Data time: 0.2128, Forward time: 2.2903, Backward time: 3.0484, DDP time: 0.0046, Total iter time: 4.4793 [2020-11-15 04:52:44,210][root][INFO] - ===> Epoch[104](2717/26): Loss 0.3544, Sem 0.3544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.014e-01 Score 89.195 Data time: 0.1564, Forward time: 2.2896, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 4.5779 [2020-11-15 04:52:49,421][root][INFO] - ===> Epoch[104](2718/26): Loss 0.3248, Sem 0.3248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.014e-01 Score 89.536 Data time: 0.2425, Forward time: 2.2900, Backward time: 3.0467, DDP time: 0.0046, Total iter time: 5.1388 [2020-11-15 04:52:55,356][root][INFO] - ===> Epoch[104](2719/26): Loss 0.3537, Sem 0.3537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.013e-01 Score 89.340 Data time: 0.2578, Forward time: 2.2909, Backward time: 3.0460, DDP time: 0.0046, Total iter time: 5.8210 [2020-11-15 04:53:00,751][root][INFO] - ===> Epoch[104](2720/26): Loss 0.3026, Sem 0.3026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.013e-01 Score 90.407 Data time: 0.1594, Forward time: 2.2903, Backward time: 3.0461, DDP time: 0.0046, Total iter time: 5.2889 [2020-11-15 04:53:07,036][root][INFO] - ===> Epoch[104](2721/26): Loss 0.3267, Sem 0.3267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.013e-01 Score 89.869 Data time: 0.1942, Forward time: 2.2900, Backward time: 3.0472, DDP time: 0.0046, Total iter time: 6.1937 [2020-11-15 04:53:12,460][root][INFO] - ===> Epoch[104](2722/26): Loss 0.3484, Sem 0.3484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.012e-01 Score 89.114 Data time: 0.1942, Forward time: 2.2896, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 5.3367 [2020-11-15 04:53:17,383][root][INFO] - ===> Epoch[104](2723/26): Loss 0.3291, Sem 0.3291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.012e-01 Score 89.664 Data time: 0.1810, Forward time: 2.2894, Backward time: 3.0464, DDP time: 0.0046, Total iter time: 4.8278 [2020-11-15 04:53:23,907][root][INFO] - ===> Epoch[104](2724/26): Loss 0.3159, Sem 0.3159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.012e-01 Score 89.695 Data time: 0.1579, Forward time: 2.2889, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 6.4235 [2020-11-15 04:53:29,360][root][INFO] - ===> Epoch[104](2725/26): Loss 0.2821, Sem 0.2821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.011e-01 Score 91.285 Data time: 0.1456, Forward time: 2.2880, Backward time: 3.0485, DDP time: 0.0046, Total iter time: 5.3563 [2020-11-15 04:53:34,889][root][INFO] - ===> Epoch[104](2726/26): Loss 0.3612, Sem 0.3612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.011e-01 Score 89.243 Data time: 0.1964, Forward time: 2.2878, Backward time: 3.0485, DDP time: 0.0046, Total iter time: 5.4490 [2020-11-15 04:53:39,821][root][INFO] - ===> Epoch[104](2727/26): Loss 0.3135, Sem 0.3135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.011e-01 Score 89.733 Data time: 0.1794, Forward time: 2.2875, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 4.8218 [2020-11-15 04:53:45,437][root][INFO] - ===> Epoch[104](2728/26): Loss 0.3186, Sem 0.3186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.010e-01 Score 90.139 Data time: 0.1892, Forward time: 2.2871, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 5.5078 [2020-11-15 04:53:50,508][root][INFO] - ===> Epoch[105](2729/26): Loss 0.4035, Sem 0.4035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.010e-01 Score 88.431 Data time: 0.1945, Forward time: 2.2870, Backward time: 3.0472, DDP time: 0.0046, Total iter time: 4.9639 [2020-11-15 04:53:55,203][root][INFO] - ===> Epoch[105](2730/26): Loss 0.4081, Sem 0.4081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.009e-01 Score 87.627 Data time: 0.1739, Forward time: 2.2867, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 4.5678 [2020-11-15 04:54:01,342][root][INFO] - ===> Epoch[105](2731/26): Loss 0.3526, Sem 0.3526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.009e-01 Score 88.582 Data time: 0.2081, Forward time: 2.2867, Backward time: 3.0468, DDP time: 0.0046, Total iter time: 6.0378 [2020-11-15 04:54:07,832][root][INFO] - ===> Epoch[105](2732/26): Loss 0.3839, Sem 0.3839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.009e-01 Score 87.889 Data time: 0.2251, Forward time: 2.2869, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 6.3736 [2020-11-15 04:54:13,532][root][INFO] - ===> Epoch[105](2733/26): Loss 0.3519, Sem 0.3519, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.008e-01 Score 89.267 Data time: 0.2662, Forward time: 2.2877, Backward time: 3.0468, DDP time: 0.0046, Total iter time: 5.5959 [2020-11-15 04:54:19,636][root][INFO] - ===> Epoch[105](2734/26): Loss 0.3733, Sem 0.3733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.008e-01 Score 88.316 Data time: 0.1797, Forward time: 2.2876, Backward time: 3.0474, DDP time: 0.0046, Total iter time: 5.9857 [2020-11-15 04:54:24,663][root][INFO] - ===> Epoch[105](2735/26): Loss 0.3199, Sem 0.3199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.008e-01 Score 90.230 Data time: 0.2100, Forward time: 2.2875, Backward time: 3.0465, DDP time: 0.0046, Total iter time: 4.9068 [2020-11-15 04:54:30,064][root][INFO] - ===> Epoch[105](2736/26): Loss 0.3742, Sem 0.3742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.007e-01 Score 88.956 Data time: 0.2543, Forward time: 2.2882, Backward time: 3.0454, DDP time: 0.0046, Total iter time: 5.2914 [2020-11-15 04:54:35,096][root][INFO] - ===> Epoch[105](2737/26): Loss 0.3273, Sem 0.3273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.007e-01 Score 89.700 Data time: 0.2275, Forward time: 2.2886, Backward time: 3.0441, DDP time: 0.0046, Total iter time: 4.9196 [2020-11-15 04:54:40,742][root][INFO] - ===> Epoch[105](2738/26): Loss 0.2993, Sem 0.2993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.007e-01 Score 90.439 Data time: 0.2337, Forward time: 2.2893, Backward time: 3.0433, DDP time: 0.0046, Total iter time: 5.5509 [2020-11-15 04:54:48,971][root][INFO] - ===> Epoch[105](2739/26): Loss 0.3802, Sem 0.3802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.006e-01 Score 87.795 Data time: 0.1271, Forward time: 2.2882, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 8.1323 [2020-11-15 04:54:54,607][root][INFO] - ===> Epoch[105](2740/26): Loss 0.3117, Sem 0.3117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.006e-01 Score 90.382 Data time: 0.2379, Forward time: 2.2882, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 5.5587 [2020-11-15 04:55:00,514][root][INFO] - ===> Epoch[105](2741/26): Loss 0.3532, Sem 0.3532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.005e-01 Score 89.126 Data time: 0.2119, Forward time: 2.2880, Backward time: 3.0483, DDP time: 0.0046, Total iter time: 5.8060 [2020-11-15 04:55:06,325][root][INFO] - ===> Epoch[105](2742/26): Loss 0.3118, Sem 0.3118, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.005e-01 Score 90.156 Data time: 0.1582, Forward time: 2.2876, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.6991 [2020-11-15 04:55:11,795][root][INFO] - ===> Epoch[105](2743/26): Loss 0.3158, Sem 0.3158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.005e-01 Score 90.614 Data time: 0.1862, Forward time: 2.2874, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 5.3894 [2020-11-15 04:55:16,866][root][INFO] - ===> Epoch[105](2744/26): Loss 0.2790, Sem 0.2790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.004e-01 Score 90.992 Data time: 0.1785, Forward time: 2.2871, Backward time: 3.0483, DDP time: 0.0046, Total iter time: 4.9745 [2020-11-15 04:55:22,641][root][INFO] - ===> Epoch[105](2745/26): Loss 0.3462, Sem 0.3462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.004e-01 Score 89.077 Data time: 0.1934, Forward time: 2.2871, Backward time: 3.0483, DDP time: 0.0046, Total iter time: 5.6759 [2020-11-15 04:55:28,196][root][INFO] - ===> Epoch[105](2746/26): Loss 0.3525, Sem 0.3525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.004e-01 Score 88.901 Data time: 0.1685, Forward time: 2.2866, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 5.4383 [2020-11-15 04:55:34,997][root][INFO] - ===> Epoch[105](2747/26): Loss 0.3218, Sem 0.3218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.003e-01 Score 89.986 Data time: 0.1851, Forward time: 2.2863, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 6.7042 [2020-11-15 04:55:41,002][root][INFO] - ===> Epoch[105](2748/26): Loss 0.3793, Sem 0.3793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.003e-01 Score 87.576 Data time: 0.1801, Forward time: 2.2860, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 5.9042 [2020-11-15 04:55:46,450][root][INFO] - ===> Epoch[105](2749/26): Loss 0.3165, Sem 0.3165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.003e-01 Score 90.025 Data time: 0.2078, Forward time: 2.2861, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 5.3491 [2020-11-15 04:55:52,143][root][INFO] - ===> Epoch[105](2750/26): Loss 0.3140, Sem 0.3140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.002e-01 Score 90.100 Data time: 0.2118, Forward time: 2.2862, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.5804 [2020-11-15 04:55:58,862][root][INFO] - ===> Epoch[105](2751/26): Loss 0.3119, Sem 0.3119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.002e-01 Score 89.979 Data time: 0.2215, Forward time: 2.2864, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 6.6116 [2020-11-15 04:56:05,618][root][INFO] - ===> Epoch[105](2752/26): Loss 0.3557, Sem 0.3557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.001e-01 Score 89.077 Data time: 0.1684, Forward time: 2.2861, Backward time: 3.0531, DDP time: 0.0046, Total iter time: 6.6407 [2020-11-15 04:56:11,005][root][INFO] - ===> Epoch[105](2753/26): Loss 0.2711, Sem 0.2711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.001e-01 Score 91.448 Data time: 0.2447, Forward time: 2.2867, Backward time: 3.0520, DDP time: 0.0046, Total iter time: 5.2876 [2020-11-15 04:56:17,968][root][INFO] - ===> Epoch[105](2754/26): Loss 0.3180, Sem 0.3180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.001e-01 Score 90.810 Data time: 0.1773, Forward time: 2.2864, Backward time: 3.0539, DDP time: 0.0046, Total iter time: 6.8514 [2020-11-15 04:56:24,317][root][INFO] - ===> Epoch[106](2755/26): Loss 0.3263, Sem 0.3263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.000e-01 Score 89.859 Data time: 0.1979, Forward time: 2.2864, Backward time: 3.0548, DDP time: 0.0046, Total iter time: 6.2675 [2020-11-15 04:56:29,833][root][INFO] - ===> Epoch[106](2756/26): Loss 0.2955, Sem 0.2955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.000e-01 Score 90.161 Data time: 0.1704, Forward time: 2.2859, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 5.4197 [2020-11-15 04:56:35,824][root][INFO] - ===> Epoch[106](2757/26): Loss 0.2738, Sem 0.2738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.000e-01 Score 91.521 Data time: 0.2369, Forward time: 2.2862, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 5.9191 [2020-11-15 04:56:40,952][root][INFO] - ===> Epoch[106](2758/26): Loss 0.3268, Sem 0.3268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.999e-01 Score 89.509 Data time: 0.2236, Forward time: 2.2864, Backward time: 3.0541, DDP time: 0.0046, Total iter time: 5.0215 [2020-11-15 04:56:47,142][root][INFO] - ===> Epoch[106](2759/26): Loss 0.2796, Sem 0.2796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.999e-01 Score 91.131 Data time: 0.1820, Forward time: 2.2861, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 6.0858 [2020-11-15 04:56:52,051][root][INFO] - ===> Epoch[106](2760/26): Loss 0.3011, Sem 0.3011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.998e-01 Score 90.783 Data time: 0.1828, Forward time: 2.2859, Backward time: 3.0542, DDP time: 0.0046, Total iter time: 4.8134 [2020-11-15 04:56:58,459][root][INFO] - ===> Epoch[106](2761/26): Loss 0.3521, Sem 0.3521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.998e-01 Score 89.637 Data time: 0.1729, Forward time: 2.2855, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 6.3123 [2020-11-15 04:57:04,199][root][INFO] - ===> Epoch[106](2762/26): Loss 0.3672, Sem 0.3672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.998e-01 Score 88.733 Data time: 0.1764, Forward time: 2.2849, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 5.6540 [2020-11-15 04:57:09,674][root][INFO] - ===> Epoch[106](2763/26): Loss 0.3445, Sem 0.3445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.997e-01 Score 89.683 Data time: 0.1726, Forward time: 2.2842, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 5.3849 [2020-11-15 04:57:14,595][root][INFO] - ===> Epoch[106](2764/26): Loss 0.3453, Sem 0.3453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.997e-01 Score 89.166 Data time: 0.1697, Forward time: 2.2837, Backward time: 3.0560, DDP time: 0.0046, Total iter time: 4.8366 [2020-11-15 04:57:20,415][root][INFO] - ===> Epoch[106](2765/26): Loss 0.3401, Sem 0.3401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.997e-01 Score 89.531 Data time: 0.2050, Forward time: 2.2837, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 5.7275 [2020-11-15 04:57:26,415][root][INFO] - ===> Epoch[106](2766/26): Loss 0.3351, Sem 0.3351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.996e-01 Score 90.214 Data time: 0.1954, Forward time: 2.2838, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 5.8886 [2020-11-15 04:57:32,456][root][INFO] - ===> Epoch[106](2767/26): Loss 0.3578, Sem 0.3578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.996e-01 Score 88.394 Data time: 0.2633, Forward time: 2.2843, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 5.9262 [2020-11-15 04:57:38,924][root][INFO] - ===> Epoch[106](2768/26): Loss 0.3664, Sem 0.3664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.996e-01 Score 88.405 Data time: 0.2376, Forward time: 2.2849, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 6.3261 [2020-11-15 04:57:45,474][root][INFO] - ===> Epoch[106](2769/26): Loss 0.3128, Sem 0.3128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.995e-01 Score 90.320 Data time: 0.2197, Forward time: 2.2854, Backward time: 3.0570, DDP time: 0.0046, Total iter time: 6.4332 [2020-11-15 04:57:51,167][root][INFO] - ===> Epoch[106](2770/26): Loss 0.3307, Sem 0.3307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.995e-01 Score 89.637 Data time: 0.1597, Forward time: 2.2850, Backward time: 3.0574, DDP time: 0.0046, Total iter time: 5.5857 [2020-11-15 04:57:56,609][root][INFO] - ===> Epoch[106](2771/26): Loss 0.3060, Sem 0.3060, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.994e-01 Score 90.218 Data time: 0.2345, Forward time: 2.2850, Backward time: 3.0570, DDP time: 0.0046, Total iter time: 5.3351 [2020-11-15 04:58:01,886][root][INFO] - ===> Epoch[106](2772/26): Loss 0.3672, Sem 0.3672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.994e-01 Score 88.416 Data time: 0.1809, Forward time: 2.2847, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 5.1742 [2020-11-15 04:58:07,566][root][INFO] - ===> Epoch[106](2773/26): Loss 0.3510, Sem 0.3510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.994e-01 Score 88.444 Data time: 0.1724, Forward time: 2.2845, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 5.5823 [2020-11-15 04:58:13,830][root][INFO] - ===> Epoch[106](2774/26): Loss 0.4433, Sem 0.4433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.993e-01 Score 86.536 Data time: 0.1948, Forward time: 2.2842, Backward time: 3.0579, DDP time: 0.0046, Total iter time: 6.1688 [2020-11-15 04:58:20,411][root][INFO] - ===> Epoch[106](2775/26): Loss 0.4068, Sem 0.4068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.993e-01 Score 87.681 Data time: 0.2621, Forward time: 2.2850, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 6.4673 [2020-11-15 04:58:25,663][root][INFO] - ===> Epoch[106](2776/26): Loss 0.3235, Sem 0.3235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.993e-01 Score 90.619 Data time: 0.1790, Forward time: 2.2850, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 5.1252 [2020-11-15 04:58:30,034][root][INFO] - ===> Epoch[106](2777/26): Loss 0.2764, Sem 0.2764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.992e-01 Score 91.509 Data time: 0.1871, Forward time: 2.2847, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 4.2710 [2020-11-15 04:58:34,845][root][INFO] - ===> Epoch[106](2778/26): Loss 0.3522, Sem 0.3522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.992e-01 Score 89.016 Data time: 0.2360, Forward time: 2.2846, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 4.7205 [2020-11-15 04:58:40,580][root][INFO] - ===> Epoch[106](2779/26): Loss 0.3264, Sem 0.3264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.992e-01 Score 90.375 Data time: 0.2004, Forward time: 2.2847, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.6327 [2020-11-15 04:58:46,179][root][INFO] - ===> Epoch[106](2780/26): Loss 0.3132, Sem 0.3132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.991e-01 Score 90.392 Data time: 0.1751, Forward time: 2.2844, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 5.4981 [2020-11-15 04:58:52,583][root][INFO] - ===> Epoch[107](2781/26): Loss 0.3188, Sem 0.3188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.991e-01 Score 90.432 Data time: 0.1856, Forward time: 2.2841, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 6.2995 [2020-11-15 04:58:57,794][root][INFO] - ===> Epoch[107](2782/26): Loss 0.3358, Sem 0.3358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.990e-01 Score 89.580 Data time: 0.1804, Forward time: 2.2836, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 5.1147 [2020-11-15 04:59:04,752][root][INFO] - ===> Epoch[107](2783/26): Loss 0.3568, Sem 0.3568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.990e-01 Score 89.135 Data time: 0.3807, Forward time: 2.2852, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 6.8518 [2020-11-15 04:59:09,782][root][INFO] - ===> Epoch[107](2784/26): Loss 0.2980, Sem 0.2980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.990e-01 Score 90.615 Data time: 0.1859, Forward time: 2.2853, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 4.9009 [2020-11-15 04:59:16,169][root][INFO] - ===> Epoch[107](2785/26): Loss 0.3590, Sem 0.3590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.989e-01 Score 88.791 Data time: 0.1734, Forward time: 2.2846, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 6.2710 [2020-11-15 04:59:21,710][root][INFO] - ===> Epoch[107](2786/26): Loss 0.3669, Sem 0.3669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.989e-01 Score 89.029 Data time: 0.1918, Forward time: 2.2845, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 5.4489 [2020-11-15 04:59:27,105][root][INFO] - ===> Epoch[107](2787/26): Loss 0.3397, Sem 0.3397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.989e-01 Score 89.187 Data time: 0.2372, Forward time: 2.2849, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 5.3078 [2020-11-15 04:59:33,848][root][INFO] - ===> Epoch[107](2788/26): Loss 0.3242, Sem 0.3242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.988e-01 Score 89.800 Data time: 0.1658, Forward time: 2.2844, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 6.6269 [2020-11-15 04:59:38,852][root][INFO] - ===> Epoch[107](2789/26): Loss 0.3459, Sem 0.3459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.988e-01 Score 89.224 Data time: 0.2019, Forward time: 2.2843, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 4.9365 [2020-11-15 04:59:44,830][root][INFO] - ===> Epoch[107](2790/26): Loss 0.2927, Sem 0.2927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.988e-01 Score 91.067 Data time: 0.1724, Forward time: 2.2839, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.8735 [2020-11-15 04:59:50,696][root][INFO] - ===> Epoch[107](2791/26): Loss 0.3152, Sem 0.3152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.987e-01 Score 90.062 Data time: 0.2206, Forward time: 2.2843, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 5.7816 [2020-11-15 04:59:55,444][root][INFO] - ===> Epoch[107](2792/26): Loss 0.3004, Sem 0.3004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.987e-01 Score 90.036 Data time: 0.1820, Forward time: 2.2841, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 4.6362 [2020-11-15 05:00:00,903][root][INFO] - ===> Epoch[107](2793/26): Loss 0.3529, Sem 0.3529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.986e-01 Score 88.538 Data time: 0.2080, Forward time: 2.2841, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 5.3696 [2020-11-15 05:00:05,935][root][INFO] - ===> Epoch[107](2794/26): Loss 0.3049, Sem 0.3049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.986e-01 Score 90.833 Data time: 0.2333, Forward time: 2.2845, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 4.9307 [2020-11-15 05:00:11,121][root][INFO] - ===> Epoch[107](2795/26): Loss 0.3207, Sem 0.3207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.986e-01 Score 89.647 Data time: 0.2426, Forward time: 2.2850, Backward time: 3.0535, DDP time: 0.0046, Total iter time: 5.1015 [2020-11-15 05:00:16,307][root][INFO] - ===> Epoch[107](2796/26): Loss 0.3766, Sem 0.3766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.985e-01 Score 88.203 Data time: 0.2203, Forward time: 2.2851, Backward time: 3.0526, DDP time: 0.0046, Total iter time: 5.0670 [2020-11-15 05:00:22,521][root][INFO] - ===> Epoch[107](2797/26): Loss 0.4139, Sem 0.4139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.985e-01 Score 87.444 Data time: 0.2162, Forward time: 2.2855, Backward time: 3.0529, DDP time: 0.0046, Total iter time: 6.1078 [2020-11-15 05:00:27,365][root][INFO] - ===> Epoch[107](2798/26): Loss 0.3505, Sem 0.3505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.985e-01 Score 89.479 Data time: 0.1700, Forward time: 2.2852, Backward time: 3.0521, DDP time: 0.0046, Total iter time: 4.7338 [2020-11-15 05:00:32,841][root][INFO] - ===> Epoch[107](2799/26): Loss 0.3119, Sem 0.3119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.984e-01 Score 90.282 Data time: 0.1845, Forward time: 2.2851, Backward time: 3.0520, DDP time: 0.0046, Total iter time: 5.3802 [2020-11-15 05:00:37,770][root][INFO] - ===> Epoch[107](2800/26): Loss 0.3511, Sem 0.3511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.984e-01 Score 88.785 Data time: 0.1686, Forward time: 2.2847, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 4.8208 [2020-11-15 05:00:44,277][root][INFO] - ===> Epoch[107](2801/26): Loss 0.3999, Sem 0.3999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.984e-01 Score 88.658 Data time: 0.1376, Forward time: 2.2838, Backward time: 3.0532, DDP time: 0.0046, Total iter time: 6.4183 [2020-11-15 05:00:48,838][root][INFO] - ===> Epoch[107](2802/26): Loss 0.3462, Sem 0.3462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.983e-01 Score 89.208 Data time: 0.1598, Forward time: 2.2832, Backward time: 3.0525, DDP time: 0.0046, Total iter time: 4.4939 [2020-11-15 05:00:54,965][root][INFO] - ===> Epoch[107](2803/26): Loss 0.3465, Sem 0.3465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.983e-01 Score 89.104 Data time: 0.2290, Forward time: 2.2834, Backward time: 3.0527, DDP time: 0.0046, Total iter time: 6.0349 [2020-11-15 05:01:00,113][root][INFO] - ===> Epoch[107](2804/26): Loss 0.3828, Sem 0.3828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.982e-01 Score 87.783 Data time: 0.2124, Forward time: 2.2836, Backward time: 3.0518, DDP time: 0.0046, Total iter time: 5.0211 [2020-11-15 05:01:06,306][root][INFO] - ===> Epoch[107](2805/26): Loss 0.3405, Sem 0.3405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.982e-01 Score 89.184 Data time: 0.1785, Forward time: 2.2832, Backward time: 3.0527, DDP time: 0.0046, Total iter time: 6.0743 [2020-11-15 05:01:12,405][root][INFO] - ===> Epoch[107](2806/26): Loss 0.3043, Sem 0.3043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.982e-01 Score 90.304 Data time: 0.2007, Forward time: 2.2831, Backward time: 3.0533, DDP time: 0.0046, Total iter time: 5.9845 [2020-11-15 05:01:19,316][root][INFO] - ===> Epoch[108](2807/26): Loss 0.3303, Sem 0.3303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.981e-01 Score 89.690 Data time: 0.3673, Forward time: 2.2847, Backward time: 3.0531, DDP time: 0.0046, Total iter time: 6.7878 [2020-11-15 05:01:25,288][root][INFO] - ===> Epoch[108](2808/26): Loss 0.3918, Sem 0.3918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.981e-01 Score 87.708 Data time: 0.1663, Forward time: 2.2841, Backward time: 3.0539, DDP time: 0.0046, Total iter time: 5.8474 [2020-11-15 05:01:30,864][root][INFO] - ===> Epoch[108](2809/26): Loss 0.3561, Sem 0.3561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.981e-01 Score 89.431 Data time: 0.2441, Forward time: 2.2848, Backward time: 3.0530, DDP time: 0.0046, Total iter time: 5.4695 [2020-11-15 05:01:36,618][root][INFO] - ===> Epoch[108](2810/26): Loss 0.2984, Sem 0.2984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.980e-01 Score 90.378 Data time: 0.1960, Forward time: 2.2846, Backward time: 3.0532, DDP time: 0.0046, Total iter time: 5.6562 [2020-11-15 05:01:43,339][root][INFO] - ===> Epoch[108](2811/26): Loss 0.4084, Sem 0.4084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.980e-01 Score 87.350 Data time: 0.2521, Forward time: 2.2854, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 6.6589 [2020-11-15 05:01:49,363][root][INFO] - ===> Epoch[108](2812/26): Loss 0.3037, Sem 0.3037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.979e-01 Score 90.476 Data time: 0.1851, Forward time: 2.2852, Backward time: 3.0543, DDP time: 0.0046, Total iter time: 5.9108 [2020-11-15 05:01:55,545][root][INFO] - ===> Epoch[108](2813/26): Loss 0.3696, Sem 0.3696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.979e-01 Score 88.457 Data time: 0.2135, Forward time: 2.2852, Backward time: 3.0548, DDP time: 0.0046, Total iter time: 6.1142 [2020-11-15 05:02:00,690][root][INFO] - ===> Epoch[108](2814/26): Loss 0.3252, Sem 0.3252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.979e-01 Score 89.747 Data time: 0.2298, Forward time: 2.2854, Backward time: 3.0539, DDP time: 0.0046, Total iter time: 5.0562 [2020-11-15 05:02:06,860][root][INFO] - ===> Epoch[108](2815/26): Loss 0.3772, Sem 0.3772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.978e-01 Score 87.992 Data time: 0.2733, Forward time: 2.2865, Backward time: 3.0534, DDP time: 0.0046, Total iter time: 6.0834 [2020-11-15 05:02:11,963][root][INFO] - ===> Epoch[108](2816/26): Loss 0.3783, Sem 0.3783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.978e-01 Score 88.094 Data time: 0.1307, Forward time: 2.2857, Backward time: 3.0534, DDP time: 0.0046, Total iter time: 4.9747 [2020-11-15 05:02:16,635][root][INFO] - ===> Epoch[108](2817/26): Loss 0.3871, Sem 0.3871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.978e-01 Score 87.866 Data time: 0.1465, Forward time: 2.2850, Backward time: 3.0530, DDP time: 0.0046, Total iter time: 4.5993 [2020-11-15 05:02:22,066][root][INFO] - ===> Epoch[108](2818/26): Loss 0.3465, Sem 0.3465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.977e-01 Score 89.403 Data time: 0.1363, Forward time: 2.2841, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 5.3705 [2020-11-15 05:02:27,691][root][INFO] - ===> Epoch[108](2819/26): Loss 0.3284, Sem 0.3284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.977e-01 Score 90.054 Data time: 0.1553, Forward time: 2.2834, Backward time: 3.0543, DDP time: 0.0046, Total iter time: 5.5635 [2020-11-15 05:02:33,857][root][INFO] - ===> Epoch[108](2820/26): Loss 0.2616, Sem 0.2616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.977e-01 Score 92.425 Data time: 0.2155, Forward time: 2.2832, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 6.0994 [2020-11-15 05:02:40,335][root][INFO] - ===> Epoch[108](2821/26): Loss 0.3962, Sem 0.3962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.976e-01 Score 88.183 Data time: 0.3519, Forward time: 2.2844, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 6.3802 [2020-11-15 05:02:47,119][root][INFO] - ===> Epoch[108](2822/26): Loss 0.3515, Sem 0.3515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.976e-01 Score 88.966 Data time: 0.3512, Forward time: 2.2859, Backward time: 3.0543, DDP time: 0.0046, Total iter time: 6.6781 [2020-11-15 05:02:52,524][root][INFO] - ===> Epoch[108](2823/26): Loss 0.3545, Sem 0.3545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.975e-01 Score 89.356 Data time: 0.1583, Forward time: 2.2856, Backward time: 3.0542, DDP time: 0.0046, Total iter time: 5.2931 [2020-11-15 05:02:57,024][root][INFO] - ===> Epoch[108](2824/26): Loss 0.3571, Sem 0.3571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.975e-01 Score 88.909 Data time: 0.2301, Forward time: 2.2856, Backward time: 3.0528, DDP time: 0.0046, Total iter time: 4.4030 [2020-11-15 05:03:02,754][root][INFO] - ===> Epoch[108](2825/26): Loss 0.3443, Sem 0.3443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.975e-01 Score 88.780 Data time: 0.1810, Forward time: 2.2853, Backward time: 3.0531, DDP time: 0.0046, Total iter time: 5.6177 [2020-11-15 05:03:08,499][root][INFO] - ===> Epoch[108](2826/26): Loss 0.3755, Sem 0.3755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.974e-01 Score 87.914 Data time: 0.2204, Forward time: 2.2855, Backward time: 3.0529, DDP time: 0.0046, Total iter time: 5.6165 [2020-11-15 05:03:14,263][root][INFO] - ===> Epoch[108](2827/26): Loss 0.3434, Sem 0.3434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.974e-01 Score 89.064 Data time: 0.1410, Forward time: 2.2847, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 5.6403 [2020-11-15 05:03:19,494][root][INFO] - ===> Epoch[108](2828/26): Loss 0.3879, Sem 0.3879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.974e-01 Score 88.607 Data time: 0.1446, Forward time: 2.2839, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 5.1540 [2020-11-15 05:03:25,688][root][INFO] - ===> Epoch[108](2829/26): Loss 0.4186, Sem 0.4186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.973e-01 Score 87.315 Data time: 0.2208, Forward time: 2.2841, Backward time: 3.0543, DDP time: 0.0046, Total iter time: 6.0930 [2020-11-15 05:03:30,319][root][INFO] - ===> Epoch[108](2830/26): Loss 0.4038, Sem 0.4038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.973e-01 Score 87.587 Data time: 0.1781, Forward time: 2.2838, Backward time: 3.0533, DDP time: 0.0046, Total iter time: 4.5098 [2020-11-15 05:03:36,094][root][INFO] - ===> Epoch[108](2831/26): Loss 0.3296, Sem 0.3296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.973e-01 Score 89.635 Data time: 0.1225, Forward time: 2.2828, Backward time: 3.0544, DDP time: 0.0046, Total iter time: 5.6754 [2020-11-15 05:03:43,270][root][INFO] - ===> Epoch[108](2832/26): Loss 0.3066, Sem 0.3066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.972e-01 Score 89.975 Data time: 0.2172, Forward time: 2.2830, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 7.0926 [2020-11-15 05:03:48,369][root][INFO] - ===> Epoch[109](2833/26): Loss 0.3987, Sem 0.3987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.972e-01 Score 87.643 Data time: 0.2164, Forward time: 2.2831, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 4.9768 [2020-11-15 05:03:53,801][root][INFO] - ===> Epoch[109](2834/26): Loss 0.3040, Sem 0.3040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.971e-01 Score 90.589 Data time: 0.1207, Forward time: 2.2821, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 5.3222 [2020-11-15 05:03:59,491][root][INFO] - ===> Epoch[109](2835/26): Loss 0.3423, Sem 0.3423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.971e-01 Score 88.750 Data time: 0.2175, Forward time: 2.2822, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 5.6045 [2020-11-15 05:04:04,664][root][INFO] - ===> Epoch[109](2836/26): Loss 0.3524, Sem 0.3524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.971e-01 Score 88.871 Data time: 0.2377, Forward time: 2.2827, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 5.0663 [2020-11-15 05:04:09,863][root][INFO] - ===> Epoch[109](2837/26): Loss 0.2944, Sem 0.2944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.970e-01 Score 91.244 Data time: 0.1813, Forward time: 2.2827, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 5.0902 [2020-11-15 05:04:15,642][root][INFO] - ===> Epoch[109](2838/26): Loss 0.3378, Sem 0.3378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.970e-01 Score 89.093 Data time: 0.2083, Forward time: 2.2828, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 5.6633 [2020-11-15 05:04:21,371][root][INFO] - ===> Epoch[109](2839/26): Loss 0.3354, Sem 0.3354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.970e-01 Score 88.722 Data time: 0.2346, Forward time: 2.2832, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 5.6078 [2020-11-15 05:04:25,921][root][INFO] - ===> Epoch[109](2840/26): Loss 0.3504, Sem 0.3504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.969e-01 Score 89.331 Data time: 0.1914, Forward time: 2.2831, Backward time: 3.0524, DDP time: 0.0046, Total iter time: 4.4482 [2020-11-15 05:04:33,056][root][INFO] - ===> Epoch[109](2841/26): Loss 0.3507, Sem 0.3507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.969e-01 Score 89.447 Data time: 0.1834, Forward time: 2.2829, Backward time: 3.0542, DDP time: 0.0046, Total iter time: 7.0347 [2020-11-15 05:04:38,618][root][INFO] - ===> Epoch[109](2842/26): Loss 0.3770, Sem 0.3770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.969e-01 Score 88.022 Data time: 0.1935, Forward time: 2.2829, Backward time: 3.0541, DDP time: 0.0046, Total iter time: 5.4779 [2020-11-15 05:04:44,033][root][INFO] - ===> Epoch[109](2843/26): Loss 0.3297, Sem 0.3297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.968e-01 Score 89.859 Data time: 0.2186, Forward time: 2.2830, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 5.2990 [2020-11-15 05:04:50,982][root][INFO] - ===> Epoch[109](2844/26): Loss 0.3210, Sem 0.3210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.968e-01 Score 89.842 Data time: 0.3720, Forward time: 2.2845, Backward time: 3.0534, DDP time: 0.0046, Total iter time: 6.8429 [2020-11-15 05:04:56,458][root][INFO] - ===> Epoch[109](2845/26): Loss 0.3472, Sem 0.3472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.967e-01 Score 89.571 Data time: 0.2434, Forward time: 2.2852, Backward time: 3.0524, DDP time: 0.0046, Total iter time: 5.3570 [2020-11-15 05:05:02,494][root][INFO] - ===> Epoch[109](2846/26): Loss 0.3223, Sem 0.3223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.967e-01 Score 90.281 Data time: 0.2419, Forward time: 2.2856, Backward time: 3.0523, DDP time: 0.0046, Total iter time: 5.9197 [2020-11-15 05:05:07,920][root][INFO] - ===> Epoch[109](2847/26): Loss 0.3235, Sem 0.3235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.967e-01 Score 89.961 Data time: 0.1704, Forward time: 2.2851, Backward time: 3.0525, DDP time: 0.0046, Total iter time: 5.3099 [2020-11-15 05:05:13,113][root][INFO] - ===> Epoch[109](2848/26): Loss 0.3017, Sem 0.3017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.966e-01 Score 90.750 Data time: 0.2522, Forward time: 2.2856, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 5.1093 [2020-11-15 05:05:20,452][root][INFO] - ===> Epoch[109](2849/26): Loss 0.3559, Sem 0.3559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.966e-01 Score 88.812 Data time: 0.1993, Forward time: 2.2857, Backward time: 3.0531, DDP time: 0.0046, Total iter time: 7.2352 [2020-11-15 05:05:26,095][root][INFO] - ===> Epoch[109](2850/26): Loss 0.3789, Sem 0.3789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.966e-01 Score 88.444 Data time: 0.2162, Forward time: 2.2858, Backward time: 3.0529, DDP time: 0.0046, Total iter time: 5.5402 [2020-11-15 05:05:31,455][root][INFO] - ===> Epoch[109](2851/26): Loss 0.3571, Sem 0.3571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.965e-01 Score 88.979 Data time: 0.2226, Forward time: 2.2863, Backward time: 3.0520, DDP time: 0.0046, Total iter time: 5.2569 [2020-11-15 05:05:37,328][root][INFO] - ===> Epoch[109](2852/26): Loss 0.3461, Sem 0.3461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.965e-01 Score 88.925 Data time: 0.2620, Forward time: 2.2872, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 5.7545 [2020-11-15 05:05:43,856][root][INFO] - ===> Epoch[109](2853/26): Loss 0.3921, Sem 0.3921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.965e-01 Score 88.489 Data time: 0.3404, Forward time: 2.2884, Backward time: 3.0509, DDP time: 0.0046, Total iter time: 6.4010 [2020-11-15 05:05:48,703][root][INFO] - ===> Epoch[109](2854/26): Loss 0.2958, Sem 0.2958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.964e-01 Score 90.683 Data time: 0.1284, Forward time: 2.2876, Backward time: 3.0507, DDP time: 0.0046, Total iter time: 4.7462 [2020-11-15 05:05:53,767][root][INFO] - ===> Epoch[109](2855/26): Loss 0.3391, Sem 0.3391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.964e-01 Score 88.977 Data time: 0.1945, Forward time: 2.2876, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.0113 [2020-11-15 05:05:59,318][root][INFO] - ===> Epoch[109](2856/26): Loss 0.3087, Sem 0.3087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.963e-01 Score 89.629 Data time: 0.1372, Forward time: 2.2866, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 5.4678 [2020-11-15 05:06:04,872][root][INFO] - ===> Epoch[109](2857/26): Loss 0.3031, Sem 0.3031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.963e-01 Score 90.465 Data time: 0.2787, Forward time: 2.2873, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.4967 [2020-11-15 05:06:11,142][root][INFO] - ===> Epoch[109](2858/26): Loss 0.3146, Sem 0.3146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.963e-01 Score 90.173 Data time: 0.2628, Forward time: 2.2882, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 6.1584 [2020-11-15 05:06:16,997][root][INFO] - ===> Epoch[110](2859/26): Loss 0.2713, Sem 0.2713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.962e-01 Score 91.137 Data time: 0.1449, Forward time: 2.2874, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 5.7415 [2020-11-15 05:06:25,231][root][INFO] - ===> Epoch[110](2860/26): Loss 0.2940, Sem 0.2940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.962e-01 Score 90.851 Data time: 0.2153, Forward time: 2.2876, Backward time: 3.0532, DDP time: 0.0046, Total iter time: 8.1743 [2020-11-15 05:06:31,569][root][INFO] - ===> Epoch[110](2861/26): Loss 0.2921, Sem 0.2921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.962e-01 Score 90.635 Data time: 0.2137, Forward time: 2.2878, Backward time: 3.0538, DDP time: 0.0046, Total iter time: 6.2502 [2020-11-15 05:06:37,203][root][INFO] - ===> Epoch[110](2862/26): Loss 0.3500, Sem 0.3500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.961e-01 Score 89.527 Data time: 0.2503, Forward time: 2.2885, Backward time: 3.0530, DDP time: 0.0046, Total iter time: 5.5415 [2020-11-15 05:06:44,348][root][INFO] - ===> Epoch[110](2863/26): Loss 0.3102, Sem 0.3102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.961e-01 Score 90.316 Data time: 0.2789, Forward time: 2.2896, Backward time: 3.0535, DDP time: 0.0046, Total iter time: 7.0327 [2020-11-15 05:06:50,585][root][INFO] - ===> Epoch[110](2864/26): Loss 0.3264, Sem 0.3264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.960e-01 Score 89.731 Data time: 0.2049, Forward time: 2.2899, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 6.1294 [2020-11-15 05:06:56,307][root][INFO] - ===> Epoch[110](2865/26): Loss 0.3521, Sem 0.3521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.960e-01 Score 89.576 Data time: 0.2048, Forward time: 2.2899, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 5.6123 [2020-11-15 05:07:01,885][root][INFO] - ===> Epoch[110](2866/26): Loss 0.3373, Sem 0.3373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.960e-01 Score 88.835 Data time: 0.1856, Forward time: 2.2898, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 5.4671 [2020-11-15 05:07:06,884][root][INFO] - ===> Epoch[110](2867/26): Loss 0.3873, Sem 0.3873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.959e-01 Score 87.540 Data time: 0.2199, Forward time: 2.2897, Backward time: 3.0529, DDP time: 0.0046, Total iter time: 4.8936 [2020-11-15 05:07:12,858][root][INFO] - ===> Epoch[110](2868/26): Loss 0.2960, Sem 0.2960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.959e-01 Score 91.018 Data time: 0.1317, Forward time: 2.2889, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 5.8771 [2020-11-15 05:07:19,437][root][INFO] - ===> Epoch[110](2869/26): Loss 0.3876, Sem 0.3876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.959e-01 Score 88.213 Data time: 0.1055, Forward time: 2.2877, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 6.5149 [2020-11-15 05:07:24,510][root][INFO] - ===> Epoch[110](2870/26): Loss 0.3208, Sem 0.3208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.958e-01 Score 90.133 Data time: 0.1383, Forward time: 2.2868, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 4.9939 [2020-11-15 05:07:30,360][root][INFO] - ===> Epoch[110](2871/26): Loss 0.3231, Sem 0.3231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.958e-01 Score 90.078 Data time: 0.1768, Forward time: 2.2863, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 5.7648 [2020-11-15 05:07:35,674][root][INFO] - ===> Epoch[110](2872/26): Loss 0.2926, Sem 0.2926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.958e-01 Score 90.918 Data time: 0.2069, Forward time: 2.2864, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 5.2121 [2020-11-15 05:07:39,726][root][INFO] - ===> Epoch[110](2873/26): Loss 0.4179, Sem 0.4179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.957e-01 Score 86.921 Data time: 0.1615, Forward time: 2.2858, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 3.9607 [2020-11-15 05:07:45,229][root][INFO] - ===> Epoch[110](2874/26): Loss 0.3196, Sem 0.3196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.957e-01 Score 90.077 Data time: 0.2512, Forward time: 2.2864, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 5.4235 [2020-11-15 05:07:51,550][root][INFO] - ===> Epoch[110](2875/26): Loss 0.3419, Sem 0.3419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.956e-01 Score 89.514 Data time: 0.2591, Forward time: 2.2870, Backward time: 3.0547, DDP time: 0.0046, Total iter time: 6.1984 [2020-11-15 05:07:57,391][root][INFO] - ===> Epoch[110](2876/26): Loss 0.3587, Sem 0.3587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.956e-01 Score 88.543 Data time: 0.2701, Forward time: 2.2879, Backward time: 3.0539, DDP time: 0.0046, Total iter time: 5.7124 [2020-11-15 05:08:03,107][root][INFO] - ===> Epoch[110](2877/26): Loss 0.4304, Sem 0.4304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.956e-01 Score 87.094 Data time: 0.1909, Forward time: 2.2878, Backward time: 3.0539, DDP time: 0.0046, Total iter time: 5.5890 [2020-11-15 05:08:09,023][root][INFO] - ===> Epoch[110](2878/26): Loss 0.3282, Sem 0.3282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.955e-01 Score 89.928 Data time: 0.1939, Forward time: 2.2878, Backward time: 3.0541, DDP time: 0.0046, Total iter time: 5.8087 [2020-11-15 05:08:15,026][root][INFO] - ===> Epoch[110](2879/26): Loss 0.4574, Sem 0.4574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.955e-01 Score 86.454 Data time: 0.2021, Forward time: 2.2875, Backward time: 3.0547, DDP time: 0.0046, Total iter time: 5.8810 [2020-11-15 05:08:20,056][root][INFO] - ===> Epoch[110](2880/26): Loss 0.3261, Sem 0.3261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.955e-01 Score 89.795 Data time: 0.1789, Forward time: 2.2872, Backward time: 3.0543, DDP time: 0.0046, Total iter time: 4.9185 [2020-11-15 05:08:26,130][root][INFO] - ===> Epoch[110](2881/26): Loss 0.3457, Sem 0.3457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.954e-01 Score 90.234 Data time: 0.1844, Forward time: 2.2869, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 5.9856 [2020-11-15 05:08:32,437][root][INFO] - ===> Epoch[110](2882/26): Loss 0.3561, Sem 0.3561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.954e-01 Score 88.571 Data time: 0.2066, Forward time: 2.2871, Backward time: 3.0554, DDP time: 0.0046, Total iter time: 6.2033 [2020-11-15 05:08:37,717][root][INFO] - ===> Epoch[110](2883/26): Loss 0.3628, Sem 0.3628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.954e-01 Score 88.482 Data time: 0.1527, Forward time: 2.2865, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 5.1538 [2020-11-15 05:08:42,356][root][INFO] - ===> Epoch[110](2884/26): Loss 0.3157, Sem 0.3157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.953e-01 Score 90.493 Data time: 0.1720, Forward time: 2.2861, Backward time: 3.0547, DDP time: 0.0046, Total iter time: 4.5367 [2020-11-15 05:08:48,181][root][INFO] - ===> Epoch[111](2885/26): Loss 0.3426, Sem 0.3426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.953e-01 Score 89.295 Data time: 0.1688, Forward time: 2.2857, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 5.7208 [2020-11-15 05:08:55,162][root][INFO] - ===> Epoch[111](2886/26): Loss 0.2838, Sem 0.2838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.952e-01 Score 91.057 Data time: 0.1732, Forward time: 2.2854, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 6.8771 [2020-11-15 05:09:01,846][root][INFO] - ===> Epoch[111](2887/26): Loss 0.3645, Sem 0.3645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.952e-01 Score 89.075 Data time: 0.1103, Forward time: 2.2844, Backward time: 3.0590, DDP time: 0.0046, Total iter time: 6.5603 [2020-11-15 05:09:09,116][root][INFO] - ===> Epoch[111](2888/26): Loss 0.3544, Sem 0.3544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.952e-01 Score 89.507 Data time: 0.1397, Forward time: 2.2835, Backward time: 3.0615, DDP time: 0.0046, Total iter time: 7.1858 [2020-11-15 05:09:15,978][root][INFO] - ===> Epoch[111](2889/26): Loss 0.3069, Sem 0.3069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.951e-01 Score 89.858 Data time: 0.1896, Forward time: 2.2833, Backward time: 3.0630, DDP time: 0.0046, Total iter time: 6.7652 [2020-11-15 05:09:21,735][root][INFO] - ===> Epoch[111](2890/26): Loss 0.3723, Sem 0.3723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.951e-01 Score 88.151 Data time: 0.1413, Forward time: 2.2826, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 5.6569 [2020-11-15 05:09:27,519][root][INFO] - ===> Epoch[111](2891/26): Loss 0.3554, Sem 0.3554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.951e-01 Score 88.254 Data time: 0.2225, Forward time: 2.2828, Backward time: 3.0636, DDP time: 0.0046, Total iter time: 5.6924 [2020-11-15 05:09:32,892][root][INFO] - ===> Epoch[111](2892/26): Loss 0.3528, Sem 0.3528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.950e-01 Score 89.029 Data time: 0.2292, Forward time: 2.2832, Backward time: 3.0627, DDP time: 0.0046, Total iter time: 5.2531 [2020-11-15 05:09:38,418][root][INFO] - ===> Epoch[111](2893/26): Loss 0.2910, Sem 0.2910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.950e-01 Score 90.849 Data time: 0.2732, Forward time: 2.2839, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 5.4308 [2020-11-15 05:09:44,304][root][INFO] - ===> Epoch[111](2894/26): Loss 0.3660, Sem 0.3660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.950e-01 Score 87.961 Data time: 0.2001, Forward time: 2.2841, Backward time: 3.0617, DDP time: 0.0046, Total iter time: 5.7900 [2020-11-15 05:09:49,932][root][INFO] - ===> Epoch[111](2895/26): Loss 0.2945, Sem 0.2945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.949e-01 Score 90.579 Data time: 0.1725, Forward time: 2.2837, Backward time: 3.0620, DDP time: 0.0046, Total iter time: 5.5118 [2020-11-15 05:09:55,532][root][INFO] - ===> Epoch[111](2896/26): Loss 0.3123, Sem 0.3123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.949e-01 Score 90.021 Data time: 0.1955, Forward time: 2.2835, Backward time: 3.0621, DDP time: 0.0046, Total iter time: 5.4750 [2020-11-15 05:10:00,569][root][INFO] - ===> Epoch[111](2897/26): Loss 0.3052, Sem 0.3052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.948e-01 Score 90.505 Data time: 0.2462, Forward time: 2.2839, Backward time: 3.0609, DDP time: 0.0046, Total iter time: 4.9273 [2020-11-15 05:10:05,734][root][INFO] - ===> Epoch[111](2898/26): Loss 0.3191, Sem 0.3191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.948e-01 Score 90.275 Data time: 0.1897, Forward time: 2.2833, Backward time: 3.0609, DDP time: 0.0046, Total iter time: 5.0438 [2020-11-15 05:10:11,238][root][INFO] - ===> Epoch[111](2899/26): Loss 0.3559, Sem 0.3559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.948e-01 Score 89.031 Data time: 0.2480, Forward time: 2.2836, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 5.4221 [2020-11-15 05:10:16,588][root][INFO] - ===> Epoch[111](2900/26): Loss 0.3288, Sem 0.3288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.947e-01 Score 89.841 Data time: 0.1686, Forward time: 2.2834, Backward time: 3.0601, DDP time: 0.0046, Total iter time: 5.2296 [2020-11-15 05:10:21,935][root][INFO] - ===> Epoch[111](2901/26): Loss 0.2882, Sem 0.2882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.947e-01 Score 90.576 Data time: 0.2137, Forward time: 2.2834, Backward time: 3.0596, DDP time: 0.0046, Total iter time: 5.2485 [2020-11-15 05:10:27,936][root][INFO] - ===> Epoch[111](2902/26): Loss 0.3484, Sem 0.3484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.947e-01 Score 89.305 Data time: 0.2679, Forward time: 2.2842, Backward time: 3.0590, DDP time: 0.0046, Total iter time: 5.8910 [2020-11-15 05:10:34,457][root][INFO] - ===> Epoch[111](2903/26): Loss 0.3424, Sem 0.3424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.946e-01 Score 89.240 Data time: 0.2708, Forward time: 2.2850, Backward time: 3.0590, DDP time: 0.0046, Total iter time: 6.4094 [2020-11-15 05:10:40,336][root][INFO] - ===> Epoch[111](2904/26): Loss 0.3038, Sem 0.3038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.946e-01 Score 90.459 Data time: 0.2435, Forward time: 2.2858, Backward time: 3.0584, DDP time: 0.0046, Total iter time: 5.7685 [2020-11-15 05:10:46,019][root][INFO] - ===> Epoch[111](2905/26): Loss 0.3750, Sem 0.3750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.945e-01 Score 88.409 Data time: 0.1663, Forward time: 2.2854, Backward time: 3.0587, DDP time: 0.0046, Total iter time: 5.5665 [2020-11-15 05:10:51,044][root][INFO] - ===> Epoch[111](2906/26): Loss 0.3788, Sem 0.3788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.945e-01 Score 87.895 Data time: 0.2220, Forward time: 2.2857, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 4.9400 [2020-11-15 05:10:56,513][root][INFO] - ===> Epoch[111](2907/26): Loss 0.3498, Sem 0.3498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.945e-01 Score 88.936 Data time: 0.2252, Forward time: 2.2859, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 5.3574 [2020-11-15 05:11:03,200][root][INFO] - ===> Epoch[111](2908/26): Loss 0.3587, Sem 0.3587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.944e-01 Score 88.557 Data time: 0.1810, Forward time: 2.2859, Backward time: 3.0583, DDP time: 0.0046, Total iter time: 6.5790 [2020-11-15 05:11:08,938][root][INFO] - ===> Epoch[111](2909/26): Loss 0.3112, Sem 0.3112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.944e-01 Score 90.041 Data time: 0.1861, Forward time: 2.2858, Backward time: 3.0584, DDP time: 0.0046, Total iter time: 5.6331 [2020-11-15 05:11:15,483][root][INFO] - ===> Epoch[111](2910/26): Loss 0.3394, Sem 0.3394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.944e-01 Score 89.083 Data time: 0.2324, Forward time: 2.2861, Backward time: 3.0590, DDP time: 0.0046, Total iter time: 6.4384 [2020-11-15 05:11:21,140][root][INFO] - ===> Epoch[112](2911/26): Loss 0.2778, Sem 0.2778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.943e-01 Score 91.614 Data time: 0.1996, Forward time: 2.2858, Backward time: 3.0591, DDP time: 0.0046, Total iter time: 5.5445 [2020-11-15 05:11:27,924][root][INFO] - ===> Epoch[112](2912/26): Loss 0.3559, Sem 0.3559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.943e-01 Score 89.374 Data time: 0.2516, Forward time: 2.2865, Backward time: 3.0596, DDP time: 0.0046, Total iter time: 6.6993 [2020-11-15 05:11:32,847][root][INFO] - ===> Epoch[112](2913/26): Loss 0.3359, Sem 0.3359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.943e-01 Score 89.950 Data time: 0.2561, Forward time: 2.2868, Backward time: 3.0584, DDP time: 0.0046, Total iter time: 4.8071 [2020-11-15 05:11:38,524][root][INFO] - ===> Epoch[112](2914/26): Loss 0.3466, Sem 0.3466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.942e-01 Score 89.709 Data time: 0.2352, Forward time: 2.2869, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 5.5750 [2020-11-15 05:11:45,424][root][INFO] - ===> Epoch[112](2915/26): Loss 0.3431, Sem 0.3431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.942e-01 Score 89.596 Data time: 0.2797, Forward time: 2.2876, Backward time: 3.0587, DDP time: 0.0046, Total iter time: 6.8047 [2020-11-15 05:11:51,660][root][INFO] - ===> Epoch[112](2916/26): Loss 0.2778, Sem 0.2778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.941e-01 Score 91.366 Data time: 0.2818, Forward time: 2.2886, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 6.1182 [2020-11-15 05:11:57,386][root][INFO] - ===> Epoch[112](2917/26): Loss 0.3698, Sem 0.3698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.941e-01 Score 88.740 Data time: 0.2417, Forward time: 2.2892, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.6074 [2020-11-15 05:12:02,303][root][INFO] - ===> Epoch[112](2918/26): Loss 0.3492, Sem 0.3492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.941e-01 Score 89.867 Data time: 0.2158, Forward time: 2.2895, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 4.8173 [2020-11-15 05:12:08,082][root][INFO] - ===> Epoch[112](2919/26): Loss 0.3434, Sem 0.3434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.940e-01 Score 88.974 Data time: 0.1444, Forward time: 2.2887, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.6740 [2020-11-15 05:12:13,871][root][INFO] - ===> Epoch[112](2920/26): Loss 0.3611, Sem 0.3611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.940e-01 Score 88.764 Data time: 0.2026, Forward time: 2.2889, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.7260 [2020-11-15 05:12:20,301][root][INFO] - ===> Epoch[112](2921/26): Loss 0.3474, Sem 0.3474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.940e-01 Score 88.935 Data time: 0.1776, Forward time: 2.2885, Backward time: 3.0583, DDP time: 0.0046, Total iter time: 6.3202 [2020-11-15 05:12:26,155][root][INFO] - ===> Epoch[112](2922/26): Loss 0.3091, Sem 0.3091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.939e-01 Score 90.643 Data time: 0.2121, Forward time: 2.2886, Backward time: 3.0584, DDP time: 0.0046, Total iter time: 5.7672 [2020-11-15 05:12:31,174][root][INFO] - ===> Epoch[112](2923/26): Loss 0.3393, Sem 0.3393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.939e-01 Score 89.273 Data time: 0.2277, Forward time: 2.2888, Backward time: 3.0574, DDP time: 0.0046, Total iter time: 4.9067 [2020-11-15 05:12:37,054][root][INFO] - ===> Epoch[112](2924/26): Loss 0.3425, Sem 0.3425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.939e-01 Score 88.865 Data time: 0.2696, Forward time: 2.2896, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 5.7677 [2020-11-15 05:12:42,763][root][INFO] - ===> Epoch[112](2925/26): Loss 0.3021, Sem 0.3021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.938e-01 Score 90.715 Data time: 0.1845, Forward time: 2.2894, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 5.5915 [2020-11-15 05:12:49,496][root][INFO] - ===> Epoch[112](2926/26): Loss 0.3068, Sem 0.3068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.938e-01 Score 90.648 Data time: 0.2181, Forward time: 2.2896, Backward time: 3.0578, DDP time: 0.0046, Total iter time: 6.6267 [2020-11-15 05:12:54,799][root][INFO] - ===> Epoch[112](2927/26): Loss 0.3069, Sem 0.3069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.937e-01 Score 90.351 Data time: 0.1957, Forward time: 2.2894, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 5.1858 [2020-11-15 05:12:59,965][root][INFO] - ===> Epoch[112](2928/26): Loss 0.3780, Sem 0.3780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.937e-01 Score 88.612 Data time: 0.2087, Forward time: 2.2895, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 5.0716 [2020-11-15 05:13:04,926][root][INFO] - ===> Epoch[112](2929/26): Loss 0.3250, Sem 0.3250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.937e-01 Score 89.498 Data time: 0.1699, Forward time: 2.2890, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 4.8679 [2020-11-15 05:13:10,469][root][INFO] - ===> Epoch[112](2930/26): Loss 0.3506, Sem 0.3506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.936e-01 Score 89.085 Data time: 0.2424, Forward time: 2.2895, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 5.4452 [2020-11-15 05:13:15,660][root][INFO] - ===> Epoch[112](2931/26): Loss 0.3355, Sem 0.3355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.936e-01 Score 89.568 Data time: 0.1603, Forward time: 2.2891, Backward time: 3.0556, DDP time: 0.0046, Total iter time: 5.0676 [2020-11-15 05:13:20,915][root][INFO] - ===> Epoch[112](2932/26): Loss 0.3032, Sem 0.3032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.936e-01 Score 90.334 Data time: 0.1621, Forward time: 2.2886, Backward time: 3.0557, DDP time: 0.0046, Total iter time: 5.1561 [2020-11-15 05:13:25,723][root][INFO] - ===> Epoch[112](2933/26): Loss 0.4023, Sem 0.4023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.935e-01 Score 87.269 Data time: 0.1918, Forward time: 2.2882, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 4.7280 [2020-11-15 05:13:31,177][root][INFO] - ===> Epoch[112](2934/26): Loss 0.2885, Sem 0.2885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.935e-01 Score 90.327 Data time: 0.2152, Forward time: 2.2886, Backward time: 3.0545, DDP time: 0.0046, Total iter time: 5.3684 [2020-11-15 05:13:37,494][root][INFO] - ===> Epoch[112](2935/26): Loss 0.3429, Sem 0.3429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.935e-01 Score 89.549 Data time: 0.2412, Forward time: 2.2891, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 6.2217 [2020-11-15 05:13:44,183][root][INFO] - ===> Epoch[112](2936/26): Loss 0.3883, Sem 0.3883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.934e-01 Score 87.474 Data time: 0.1770, Forward time: 2.2888, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 6.5695 [2020-11-15 05:13:50,370][root][INFO] - ===> Epoch[113](2937/26): Loss 0.3717, Sem 0.3717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.934e-01 Score 87.885 Data time: 0.2005, Forward time: 2.2889, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 6.0958 [2020-11-15 05:13:56,242][root][INFO] - ===> Epoch[113](2938/26): Loss 0.3545, Sem 0.3545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.933e-01 Score 88.506 Data time: 0.1925, Forward time: 2.2887, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 5.7715 [2020-11-15 05:14:02,119][root][INFO] - ===> Epoch[113](2939/26): Loss 0.3237, Sem 0.3237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.933e-01 Score 89.567 Data time: 0.2234, Forward time: 2.2889, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 5.7748 [2020-11-15 05:14:08,288][root][INFO] - ===> Epoch[113](2940/26): Loss 0.3469, Sem 0.3469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.933e-01 Score 88.318 Data time: 0.2029, Forward time: 2.2890, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 6.0723 [2020-11-15 05:14:13,818][root][INFO] - ===> Epoch[113](2941/26): Loss 0.4443, Sem 0.4443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.932e-01 Score 85.910 Data time: 0.2345, Forward time: 2.2893, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 5.4151 [2020-11-15 05:14:18,534][root][INFO] - ===> Epoch[113](2942/26): Loss 0.3811, Sem 0.3811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.932e-01 Score 87.914 Data time: 0.1656, Forward time: 2.2890, Backward time: 3.0557, DDP time: 0.0046, Total iter time: 4.6067 [2020-11-15 05:14:24,968][root][INFO] - ===> Epoch[113](2943/26): Loss 0.3370, Sem 0.3370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.932e-01 Score 89.505 Data time: 0.2866, Forward time: 2.2899, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 6.3409 [2020-11-15 05:14:30,030][root][INFO] - ===> Epoch[113](2944/26): Loss 0.2821, Sem 0.2821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.931e-01 Score 90.855 Data time: 0.1496, Forward time: 2.2894, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 4.9310 [2020-11-15 05:14:35,589][root][INFO] - ===> Epoch[113](2945/26): Loss 0.3536, Sem 0.3536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.931e-01 Score 88.763 Data time: 0.2534, Forward time: 2.2900, Backward time: 3.0545, DDP time: 0.0046, Total iter time: 5.4806 [2020-11-15 05:14:41,318][root][INFO] - ===> Epoch[113](2946/26): Loss 0.3668, Sem 0.3668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.930e-01 Score 89.083 Data time: 0.2119, Forward time: 2.2897, Backward time: 3.0547, DDP time: 0.0046, Total iter time: 5.6325 [2020-11-15 05:14:48,377][root][INFO] - ===> Epoch[113](2947/26): Loss 0.3685, Sem 0.3685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.930e-01 Score 88.812 Data time: 0.3676, Forward time: 2.2911, Backward time: 3.0547, DDP time: 0.0046, Total iter time: 6.9661 [2020-11-15 05:14:53,738][root][INFO] - ===> Epoch[113](2948/26): Loss 0.3608, Sem 0.3608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.930e-01 Score 89.473 Data time: 0.2133, Forward time: 2.2912, Backward time: 3.0541, DDP time: 0.0046, Total iter time: 5.2436 [2020-11-15 05:14:59,019][root][INFO] - ===> Epoch[113](2949/26): Loss 0.3596, Sem 0.3596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.929e-01 Score 89.307 Data time: 0.2345, Forward time: 2.2916, Backward time: 3.0533, DDP time: 0.0046, Total iter time: 5.1823 [2020-11-15 05:15:05,163][root][INFO] - ===> Epoch[113](2950/26): Loss 0.3774, Sem 0.3774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.929e-01 Score 88.583 Data time: 0.3426, Forward time: 2.2925, Backward time: 3.0528, DDP time: 0.0046, Total iter time: 6.0366 [2020-11-15 05:15:11,350][root][INFO] - ===> Epoch[113](2951/26): Loss 0.3752, Sem 0.3752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.929e-01 Score 88.964 Data time: 0.2360, Forward time: 2.2928, Backward time: 3.0528, DDP time: 0.0046, Total iter time: 6.0660 [2020-11-15 05:15:19,304][root][INFO] - ===> Epoch[113](2952/26): Loss 0.3542, Sem 0.3542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.928e-01 Score 88.744 Data time: 0.1854, Forward time: 2.2925, Backward time: 3.0553, DDP time: 0.0046, Total iter time: 7.8264 [2020-11-15 05:15:25,009][root][INFO] - ===> Epoch[113](2953/26): Loss 0.4042, Sem 0.4042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.928e-01 Score 87.112 Data time: 0.2328, Forward time: 2.2928, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 5.6259 [2020-11-15 05:15:31,848][root][INFO] - ===> Epoch[113](2954/26): Loss 0.3596, Sem 0.3596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.928e-01 Score 88.693 Data time: 0.3466, Forward time: 2.2940, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 6.7348 [2020-11-15 05:15:38,019][root][INFO] - ===> Epoch[113](2955/26): Loss 0.3138, Sem 0.3138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.927e-01 Score 90.311 Data time: 0.1975, Forward time: 2.2942, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 6.0594 [2020-11-15 05:15:43,248][root][INFO] - ===> Epoch[113](2956/26): Loss 0.3299, Sem 0.3299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.927e-01 Score 89.621 Data time: 0.1370, Forward time: 2.2935, Backward time: 3.0554, DDP time: 0.0046, Total iter time: 5.1290 [2020-11-15 05:15:48,233][root][INFO] - ===> Epoch[113](2957/26): Loss 0.3021, Sem 0.3021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.926e-01 Score 90.317 Data time: 0.2019, Forward time: 2.2934, Backward time: 3.0547, DDP time: 0.0046, Total iter time: 4.9228 [2020-11-15 05:15:53,898][root][INFO] - ===> Epoch[113](2958/26): Loss 0.3485, Sem 0.3485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.926e-01 Score 89.601 Data time: 0.2214, Forward time: 2.2937, Backward time: 3.0544, DDP time: 0.0046, Total iter time: 5.5744 [2020-11-15 05:15:59,326][root][INFO] - ===> Epoch[113](2959/26): Loss 0.3605, Sem 0.3605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.926e-01 Score 88.908 Data time: 0.1971, Forward time: 2.2936, Backward time: 3.0542, DDP time: 0.0046, Total iter time: 5.3155 [2020-11-15 05:16:05,314][root][INFO] - ===> Epoch[113](2960/26): Loss 0.3649, Sem 0.3649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.925e-01 Score 89.005 Data time: 0.1919, Forward time: 2.2935, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 5.8815 [2020-11-15 05:16:10,471][root][INFO] - ===> Epoch[113](2961/26): Loss 0.3654, Sem 0.3654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.925e-01 Score 88.691 Data time: 0.1913, Forward time: 2.2934, Backward time: 3.0541, DDP time: 0.0046, Total iter time: 5.0794 [2020-11-15 05:16:15,640][root][INFO] - ===> Epoch[113](2962/26): Loss 0.3482, Sem 0.3482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.925e-01 Score 89.342 Data time: 0.1646, Forward time: 2.2929, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 5.0670 [2020-11-15 05:16:21,644][root][INFO] - ===> Epoch[114](2963/26): Loss 0.4096, Sem 0.4096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.924e-01 Score 87.237 Data time: 0.1919, Forward time: 2.2928, Backward time: 3.0545, DDP time: 0.0046, Total iter time: 5.9091 [2020-11-15 05:16:27,954][root][INFO] - ===> Epoch[114](2964/26): Loss 0.2663, Sem 0.2663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.924e-01 Score 91.628 Data time: 0.2133, Forward time: 2.2929, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 6.2154 [2020-11-15 05:16:33,453][root][INFO] - ===> Epoch[114](2965/26): Loss 0.3270, Sem 0.3270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.924e-01 Score 89.888 Data time: 0.2604, Forward time: 2.2936, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 5.3825 [2020-11-15 05:16:38,240][root][INFO] - ===> Epoch[114](2966/26): Loss 0.2799, Sem 0.2799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.923e-01 Score 91.132 Data time: 0.1555, Forward time: 2.2931, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 4.6904 [2020-11-15 05:16:44,026][root][INFO] - ===> Epoch[114](2967/26): Loss 0.3680, Sem 0.3680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.923e-01 Score 88.529 Data time: 0.1748, Forward time: 2.2928, Backward time: 3.0539, DDP time: 0.0046, Total iter time: 5.7016 [2020-11-15 05:16:49,538][root][INFO] - ===> Epoch[114](2968/26): Loss 0.3796, Sem 0.3796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.922e-01 Score 88.470 Data time: 0.1545, Forward time: 2.2923, Backward time: 3.0543, DDP time: 0.0046, Total iter time: 5.4138 [2020-11-15 05:16:55,290][root][INFO] - ===> Epoch[114](2969/26): Loss 0.3082, Sem 0.3082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.922e-01 Score 90.822 Data time: 0.1899, Forward time: 2.2922, Backward time: 3.0544, DDP time: 0.0046, Total iter time: 5.6986 [2020-11-15 05:17:01,990][root][INFO] - ===> Epoch[114](2970/26): Loss 0.3688, Sem 0.3688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.922e-01 Score 88.134 Data time: 0.1585, Forward time: 2.2917, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 6.5998 [2020-11-15 05:17:07,037][root][INFO] - ===> Epoch[114](2971/26): Loss 0.3128, Sem 0.3128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.921e-01 Score 90.380 Data time: 0.1589, Forward time: 2.2912, Backward time: 3.0557, DDP time: 0.0046, Total iter time: 4.9857 [2020-11-15 05:17:12,788][root][INFO] - ===> Epoch[114](2972/26): Loss 0.3025, Sem 0.3025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.921e-01 Score 91.023 Data time: 0.2544, Forward time: 2.2916, Backward time: 3.0553, DDP time: 0.0046, Total iter time: 5.6695 [2020-11-15 05:17:18,408][root][INFO] - ===> Epoch[114](2973/26): Loss 0.3565, Sem 0.3565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.921e-01 Score 88.973 Data time: 0.2562, Forward time: 2.2923, Backward time: 3.0545, DDP time: 0.0046, Total iter time: 5.5095 [2020-11-15 05:17:24,464][root][INFO] - ===> Epoch[114](2974/26): Loss 0.3192, Sem 0.3192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.920e-01 Score 89.747 Data time: 0.1691, Forward time: 2.2920, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.9377 [2020-11-15 05:17:30,468][root][INFO] - ===> Epoch[114](2975/26): Loss 0.3239, Sem 0.3239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.920e-01 Score 89.872 Data time: 0.2139, Forward time: 2.2919, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 5.9155 [2020-11-15 05:17:36,911][root][INFO] - ===> Epoch[114](2976/26): Loss 0.3271, Sem 0.3271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.920e-01 Score 89.429 Data time: 0.2329, Forward time: 2.2922, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 6.3253 [2020-11-15 05:17:42,657][root][INFO] - ===> Epoch[114](2977/26): Loss 0.3335, Sem 0.3335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.919e-01 Score 89.694 Data time: 0.1804, Forward time: 2.2919, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 5.6412 [2020-11-15 05:17:47,914][root][INFO] - ===> Epoch[114](2978/26): Loss 0.3270, Sem 0.3270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.919e-01 Score 89.514 Data time: 0.2425, Forward time: 2.2923, Backward time: 3.0553, DDP time: 0.0046, Total iter time: 5.1717 [2020-11-15 05:17:53,683][root][INFO] - ===> Epoch[114](2979/26): Loss 0.3454, Sem 0.3454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.918e-01 Score 89.434 Data time: 0.2250, Forward time: 2.2925, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.6597 [2020-11-15 05:17:58,880][root][INFO] - ===> Epoch[114](2980/26): Loss 0.3301, Sem 0.3301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.918e-01 Score 89.911 Data time: 0.1695, Forward time: 2.2922, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 5.0850 [2020-11-15 05:18:05,233][root][INFO] - ===> Epoch[114](2981/26): Loss 0.3687, Sem 0.3687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.918e-01 Score 88.837 Data time: 0.1977, Forward time: 2.2922, Backward time: 3.0556, DDP time: 0.0046, Total iter time: 6.2632 [2020-11-15 05:18:11,055][root][INFO] - ===> Epoch[114](2982/26): Loss 0.3120, Sem 0.3120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.917e-01 Score 90.162 Data time: 0.2288, Forward time: 2.2921, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 5.7248 [2020-11-15 05:18:16,797][root][INFO] - ===> Epoch[114](2983/26): Loss 0.3337, Sem 0.3337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.917e-01 Score 89.867 Data time: 0.2673, Forward time: 2.2927, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.6506 [2020-11-15 05:18:21,735][root][INFO] - ===> Epoch[114](2984/26): Loss 0.4063, Sem 0.4063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.917e-01 Score 88.021 Data time: 0.2631, Forward time: 2.2930, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 4.8184 [2020-11-15 05:18:27,078][root][INFO] - ===> Epoch[114](2985/26): Loss 0.2929, Sem 0.2929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.916e-01 Score 90.248 Data time: 0.2580, Forward time: 2.2933, Backward time: 3.0533, DDP time: 0.0046, Total iter time: 5.2302 [2020-11-15 05:18:32,978][root][INFO] - ===> Epoch[114](2986/26): Loss 0.3217, Sem 0.3217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.916e-01 Score 89.863 Data time: 0.1276, Forward time: 2.2925, Backward time: 3.0543, DDP time: 0.0046, Total iter time: 5.7946 [2020-11-15 05:18:38,319][root][INFO] - ===> Epoch[114](2987/26): Loss 0.3602, Sem 0.3602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.915e-01 Score 89.239 Data time: 0.2180, Forward time: 2.2927, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 5.2332 [2020-11-15 05:18:44,869][root][INFO] - ===> Epoch[114](2988/26): Loss 0.2803, Sem 0.2803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.915e-01 Score 91.630 Data time: 0.2249, Forward time: 2.2930, Backward time: 3.0542, DDP time: 0.0046, Total iter time: 6.4370 [2020-11-15 05:18:50,475][root][INFO] - ===> Epoch[115](2989/26): Loss 0.3218, Sem 0.3218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.915e-01 Score 89.874 Data time: 0.2370, Forward time: 2.2934, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 5.4753 [2020-11-15 05:18:55,365][root][INFO] - ===> Epoch[115](2990/26): Loss 0.3324, Sem 0.3324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.914e-01 Score 89.702 Data time: 0.1588, Forward time: 2.2928, Backward time: 3.0534, DDP time: 0.0046, Total iter time: 4.7715 [2020-11-15 05:19:00,765][root][INFO] - ===> Epoch[115](2991/26): Loss 0.3524, Sem 0.3524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.914e-01 Score 89.060 Data time: 0.2227, Forward time: 2.2931, Backward time: 3.0528, DDP time: 0.0046, Total iter time: 5.3113 [2020-11-15 05:19:07,348][root][INFO] - ===> Epoch[115](2992/26): Loss 0.3266, Sem 0.3266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.914e-01 Score 89.874 Data time: 0.2614, Forward time: 2.2937, Backward time: 3.0531, DDP time: 0.0046, Total iter time: 6.4747 [2020-11-15 05:19:13,141][root][INFO] - ===> Epoch[115](2993/26): Loss 0.3147, Sem 0.3147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.913e-01 Score 90.481 Data time: 0.1687, Forward time: 2.2935, Backward time: 3.0534, DDP time: 0.0046, Total iter time: 5.6697 [2020-11-15 05:19:18,165][root][INFO] - ===> Epoch[115](2994/26): Loss 0.3220, Sem 0.3220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.913e-01 Score 89.766 Data time: 0.2200, Forward time: 2.2936, Backward time: 3.0526, DDP time: 0.0046, Total iter time: 4.9320 [2020-11-15 05:19:24,307][root][INFO] - ===> Epoch[115](2995/26): Loss 0.3018, Sem 0.3018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.913e-01 Score 89.961 Data time: 0.1383, Forward time: 2.2930, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 6.0308 [2020-11-15 05:19:29,657][root][INFO] - ===> Epoch[115](2996/26): Loss 0.3316, Sem 0.3316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.912e-01 Score 89.885 Data time: 0.1976, Forward time: 2.2929, Backward time: 3.0534, DDP time: 0.0046, Total iter time: 5.2665 [2020-11-15 05:19:35,611][root][INFO] - ===> Epoch[115](2997/26): Loss 0.3067, Sem 0.3067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.912e-01 Score 90.693 Data time: 0.1861, Forward time: 2.2926, Backward time: 3.0539, DDP time: 0.0046, Total iter time: 5.8456 [2020-11-15 05:19:41,171][root][INFO] - ===> Epoch[115](2998/26): Loss 0.3261, Sem 0.3261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.911e-01 Score 89.665 Data time: 0.1977, Forward time: 2.2927, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 5.4697 [2020-11-15 05:19:46,738][root][INFO] - ===> Epoch[115](2999/26): Loss 0.3338, Sem 0.3338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.911e-01 Score 89.693 Data time: 0.2002, Forward time: 2.2927, Backward time: 3.0535, DDP time: 0.0046, Total iter time: 5.4492 [2020-11-15 05:19:52,244][root][INFO] - ===> Epoch[115](3000/26): Loss 0.3478, Sem 0.3478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.911e-01 Score 89.508 Data time: 0.1686, Forward time: 2.2924, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 5.3948 [2020-11-15 05:19:52,991][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-15 05:19:53,166][root][INFO] - ===> Start testing [2020-11-15 05:21:12,459][root][INFO] - 101/312: Data time: 0.0062, Iter time: 0.5996 Loss 0.769 (AVG: 0.532) Score 80.871 (AVG: 85.195) mIOU 61.065 mAP 72.520 mAcc 70.059 IOU: 78.454 96.050 49.768 78.172 85.846 82.258 66.201 46.662 53.762 72.866 20.698 43.094 56.235 50.635 24.316 51.372 86.675 51.493 79.916 46.821 mAP: 79.227 97.592 58.968 76.985 88.812 85.534 64.097 63.303 61.722 77.830 53.976 62.375 65.664 74.125 42.572 86.886 96.482 78.912 81.427 53.920 mAcc: 93.648 97.736 59.009 80.779 93.040 84.774 76.136 49.213 77.678 95.122 25.191 52.220 83.622 72.125 24.587 56.390 88.222 56.210 82.913 52.561 [2020-11-15 05:22:30,374][root][INFO] - 201/312: Data time: 0.0033, Iter time: 0.2346 Loss 0.132 (AVG: 0.524) Score 96.278 (AVG: 85.549) mIOU 61.009 mAP 72.283 mAcc 69.984 IOU: 79.370 95.892 52.980 78.378 87.629 82.440 63.990 39.337 53.837 70.446 22.956 49.616 52.844 55.721 37.880 40.951 80.590 52.613 79.353 43.359 mAP: 81.393 97.822 59.794 77.627 90.290 83.757 70.291 60.550 61.395 69.984 47.564 59.569 66.449 75.057 51.891 89.489 95.249 78.662 73.378 55.447 mAcc: 94.027 97.695 63.371 80.600 94.036 86.403 74.952 42.234 78.690 94.608 26.939 56.209 84.430 75.128 38.796 43.664 81.873 56.425 82.026 47.582 [2020-11-15 05:23:44,971][root][INFO] - 301/312: Data time: 0.0050, Iter time: 0.3251 Loss 0.224 (AVG: 0.509) Score 91.374 (AVG: 85.840) mIOU 61.977 mAP 72.873 mAcc 71.266 IOU: 79.628 95.926 56.693 78.048 87.788 83.210 64.958 40.250 52.039 70.356 22.902 53.519 51.056 57.509 44.518 40.289 83.576 49.269 82.272 45.730 mAP: 81.197 97.810 63.066 74.081 89.539 83.784 70.139 61.492 62.408 70.753 48.511 60.161 66.146 73.418 56.020 87.377 95.324 79.013 80.824 56.392 mAcc: 93.805 97.604 69.584 80.199 93.690 87.748 75.737 43.485 78.533 95.181 26.619 61.278 83.935 75.515 45.685 45.270 84.943 52.481 84.316 49.717 [2020-11-15 05:23:54,978][root][INFO] - 312/312: Data time: 0.0028, Iter time: 0.7368 Loss 0.407 (AVG: 0.511) Score 87.915 (AVG: 85.769) mIOU 62.183 mAP 73.006 mAcc 71.520 IOU: 79.639 95.915 56.860 77.683 87.661 82.881 64.445 40.307 51.670 69.663 23.733 55.678 50.682 60.560 43.356 42.683 83.783 48.702 83.030 44.721 mAP: 81.367 97.842 62.898 74.370 89.609 84.002 69.221 62.110 61.632 70.910 47.744 60.644 65.789 74.845 57.416 87.950 95.064 78.306 81.972 56.438 mAcc: 93.799 97.581 70.046 79.709 93.592 88.003 75.109 43.572 78.115 95.254 27.756 63.290 84.294 77.385 44.439 47.660 85.227 51.746 85.089 48.737 [2020-11-15 05:23:54,979][root][INFO] - Finished test. Elapsed time: 241.8113 [2020-11-15 05:23:55,928][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-15 05:23:56,095][root][INFO] - Current best mIoU: 62.183 at iter 3000 [2020-11-15 05:24:00,509][root][INFO] - ===> Epoch[115](3001/26): Loss 0.3092, Sem 0.3092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.910e-01 Score 90.386 Data time: 0.1985, Forward time: 2.2922, Backward time: 3.0526, DDP time: 0.0046, Total iter time: 4.4054 [2020-11-15 05:24:05,786][root][INFO] - ===> Epoch[115](3002/26): Loss 0.3371, Sem 0.3371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.910e-01 Score 89.880 Data time: 0.1960, Forward time: 2.2924, Backward time: 3.0518, DDP time: 0.0046, Total iter time: 5.1594 [2020-11-15 05:24:10,664][root][INFO] - ===> Epoch[115](3003/26): Loss 0.3226, Sem 0.3226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.910e-01 Score 89.892 Data time: 0.1952, Forward time: 2.2924, Backward time: 3.0511, DDP time: 0.0046, Total iter time: 4.7771 [2020-11-15 05:24:17,117][root][INFO] - ===> Epoch[115](3004/26): Loss 0.2839, Sem 0.2839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.909e-01 Score 90.968 Data time: 0.1625, Forward time: 2.2919, Backward time: 3.0522, DDP time: 0.0046, Total iter time: 6.3472 [2020-11-15 05:24:23,007][root][INFO] - ===> Epoch[115](3005/26): Loss 0.2981, Sem 0.2981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.909e-01 Score 90.465 Data time: 0.1824, Forward time: 2.2915, Backward time: 3.0528, DDP time: 0.0046, Total iter time: 5.7985 [2020-11-15 05:24:28,573][root][INFO] - ===> Epoch[115](3006/26): Loss 0.3893, Sem 0.3893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.909e-01 Score 88.170 Data time: 0.2433, Forward time: 2.2920, Backward time: 3.0522, DDP time: 0.0046, Total iter time: 5.4722 [2020-11-15 05:24:33,943][root][INFO] - ===> Epoch[115](3007/26): Loss 0.3245, Sem 0.3245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.908e-01 Score 90.183 Data time: 0.1704, Forward time: 2.2920, Backward time: 3.0518, DDP time: 0.0046, Total iter time: 5.2488 [2020-11-15 05:24:38,760][root][INFO] - ===> Epoch[115](3008/26): Loss 0.3346, Sem 0.3346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.908e-01 Score 89.656 Data time: 0.1534, Forward time: 2.2916, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 4.6980 [2020-11-15 05:24:43,836][root][INFO] - ===> Epoch[115](3009/26): Loss 0.2770, Sem 0.2770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.907e-01 Score 91.212 Data time: 0.1443, Forward time: 2.2912, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 4.9798 [2020-11-15 05:24:49,193][root][INFO] - ===> Epoch[115](3010/26): Loss 0.3269, Sem 0.3269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.907e-01 Score 89.524 Data time: 0.1844, Forward time: 2.2911, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 5.2414 [2020-11-15 05:24:54,634][root][INFO] - ===> Epoch[115](3011/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.907e-01 Score 91.251 Data time: 0.1756, Forward time: 2.2908, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 5.3353 [2020-11-15 05:24:59,147][root][INFO] - ===> Epoch[115](3012/26): Loss 0.3185, Sem 0.3185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.906e-01 Score 89.842 Data time: 0.1969, Forward time: 2.2907, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 4.4136 [2020-11-15 05:25:05,247][root][INFO] - ===> Epoch[115](3013/26): Loss 0.3044, Sem 0.3044, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.906e-01 Score 89.928 Data time: 0.2578, Forward time: 2.2915, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.9994 [2020-11-15 05:25:12,023][root][INFO] - ===> Epoch[115](3014/26): Loss 0.3209, Sem 0.3209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.906e-01 Score 90.455 Data time: 0.1844, Forward time: 2.2915, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 6.6676 [2020-11-15 05:25:17,857][root][INFO] - ===> Epoch[116](3015/26): Loss 0.3127, Sem 0.3127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.905e-01 Score 89.681 Data time: 0.2008, Forward time: 2.2910, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 5.7284 [2020-11-15 05:25:24,072][root][INFO] - ===> Epoch[116](3016/26): Loss 0.3616, Sem 0.3616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.905e-01 Score 88.412 Data time: 0.2176, Forward time: 2.2913, Backward time: 3.0512, DDP time: 0.0046, Total iter time: 6.1299 [2020-11-15 05:25:29,539][root][INFO] - ===> Epoch[116](3017/26): Loss 0.3111, Sem 0.3111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.905e-01 Score 90.847 Data time: 0.2283, Forward time: 2.2917, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.3556 [2020-11-15 05:25:34,885][root][INFO] - ===> Epoch[116](3018/26): Loss 0.2767, Sem 0.2767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.904e-01 Score 91.058 Data time: 0.1596, Forward time: 2.2913, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.2226 [2020-11-15 05:25:41,308][root][INFO] - ===> Epoch[116](3019/26): Loss 0.3017, Sem 0.3017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.904e-01 Score 90.459 Data time: 0.2233, Forward time: 2.2916, Backward time: 3.0509, DDP time: 0.0046, Total iter time: 6.3571 [2020-11-15 05:25:47,025][root][INFO] - ===> Epoch[116](3020/26): Loss 0.2785, Sem 0.2785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.903e-01 Score 91.184 Data time: 0.1248, Forward time: 2.2909, Backward time: 3.0516, DDP time: 0.0046, Total iter time: 5.6108 [2020-11-15 05:25:51,843][root][INFO] - ===> Epoch[116](3021/26): Loss 0.2915, Sem 0.2915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.903e-01 Score 90.691 Data time: 0.1786, Forward time: 2.2906, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 4.7304 [2020-11-15 05:25:56,700][root][INFO] - ===> Epoch[116](3022/26): Loss 0.3101, Sem 0.3101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.903e-01 Score 90.199 Data time: 0.2239, Forward time: 2.2909, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 4.7478 [2020-11-15 05:26:03,226][root][INFO] - ===> Epoch[116](3023/26): Loss 0.3410, Sem 0.3410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.902e-01 Score 89.167 Data time: 0.2310, Forward time: 2.2912, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 6.4222 [2020-11-15 05:26:09,985][root][INFO] - ===> Epoch[116](3024/26): Loss 0.2825, Sem 0.2825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.902e-01 Score 91.529 Data time: 0.1905, Forward time: 2.2910, Backward time: 3.0515, DDP time: 0.0046, Total iter time: 6.6365 [2020-11-15 05:26:15,410][root][INFO] - ===> Epoch[116](3025/26): Loss 0.2992, Sem 0.2992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.902e-01 Score 90.474 Data time: 0.2590, Forward time: 2.2915, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 5.3210 [2020-11-15 05:26:22,093][root][INFO] - ===> Epoch[116](3026/26): Loss 0.3148, Sem 0.3148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.901e-01 Score 90.306 Data time: 0.1616, Forward time: 2.2913, Backward time: 3.0519, DDP time: 0.0046, Total iter time: 6.5700 [2020-11-15 05:26:28,616][root][INFO] - ===> Epoch[116](3027/26): Loss 0.3360, Sem 0.3360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.901e-01 Score 89.493 Data time: 0.1587, Forward time: 2.2907, Backward time: 3.0532, DDP time: 0.0046, Total iter time: 6.4159 [2020-11-15 05:26:34,913][root][INFO] - ===> Epoch[116](3028/26): Loss 0.3072, Sem 0.3072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.900e-01 Score 90.486 Data time: 0.1883, Forward time: 2.2904, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 6.2182 [2020-11-15 05:26:40,790][root][INFO] - ===> Epoch[116](3029/26): Loss 0.3474, Sem 0.3474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.900e-01 Score 90.027 Data time: 0.2114, Forward time: 2.2906, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 5.7534 [2020-11-15 05:26:46,597][root][INFO] - ===> Epoch[116](3030/26): Loss 0.3180, Sem 0.3180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.900e-01 Score 89.879 Data time: 0.1963, Forward time: 2.2905, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 5.6676 [2020-11-15 05:26:52,353][root][INFO] - ===> Epoch[116](3031/26): Loss 0.3054, Sem 0.3054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.899e-01 Score 89.956 Data time: 0.2098, Forward time: 2.2906, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 5.6462 [2020-11-15 05:26:58,165][root][INFO] - ===> Epoch[116](3032/26): Loss 0.3352, Sem 0.3352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.899e-01 Score 90.095 Data time: 0.2452, Forward time: 2.2910, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 5.7060 [2020-11-15 05:27:03,080][root][INFO] - ===> Epoch[116](3033/26): Loss 0.3194, Sem 0.3194, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.899e-01 Score 90.082 Data time: 0.1981, Forward time: 2.2909, Backward time: 3.0530, DDP time: 0.0046, Total iter time: 4.8057 [2020-11-15 05:27:10,183][root][INFO] - ===> Epoch[116](3034/26): Loss 0.3265, Sem 0.3265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.898e-01 Score 89.570 Data time: 0.3666, Forward time: 2.2922, Backward time: 3.0530, DDP time: 0.0046, Total iter time: 7.0086 [2020-11-15 05:27:15,843][root][INFO] - ===> Epoch[116](3035/26): Loss 0.3296, Sem 0.3296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.898e-01 Score 89.531 Data time: 0.1680, Forward time: 2.2919, Backward time: 3.0531, DDP time: 0.0046, Total iter time: 5.5199 [2020-11-15 05:27:20,727][root][INFO] - ===> Epoch[116](3036/26): Loss 0.2788, Sem 0.2788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.898e-01 Score 90.729 Data time: 0.2062, Forward time: 2.2918, Backward time: 3.0525, DDP time: 0.0046, Total iter time: 4.7746 [2020-11-15 05:27:25,945][root][INFO] - ===> Epoch[116](3037/26): Loss 0.2904, Sem 0.2904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.897e-01 Score 90.934 Data time: 0.1104, Forward time: 2.2909, Backward time: 3.0531, DDP time: 0.0046, Total iter time: 5.1335 [2020-11-15 05:27:30,124][root][INFO] - ===> Epoch[116](3038/26): Loss 0.3051, Sem 0.3051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.897e-01 Score 90.077 Data time: 0.1374, Forward time: 2.2901, Backward time: 3.0524, DDP time: 0.0046, Total iter time: 4.1181 [2020-11-15 05:27:35,738][root][INFO] - ===> Epoch[116](3039/26): Loss 0.3082, Sem 0.3082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.896e-01 Score 90.248 Data time: 0.1683, Forward time: 2.2897, Backward time: 3.0528, DDP time: 0.0046, Total iter time: 5.5588 [2020-11-15 05:27:40,513][root][INFO] - ===> Epoch[116](3040/26): Loss 0.2560, Sem 0.2560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.896e-01 Score 92.122 Data time: 0.2102, Forward time: 2.2898, Backward time: 3.0519, DDP time: 0.0046, Total iter time: 4.6943 [2020-11-15 05:27:45,303][root][INFO] - ===> Epoch[117](3041/26): Loss 0.3010, Sem 0.3010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.896e-01 Score 90.843 Data time: 0.2203, Forward time: 2.2900, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 4.6845 [2020-11-15 05:27:51,716][root][INFO] - ===> Epoch[117](3042/26): Loss 0.2895, Sem 0.2895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.895e-01 Score 90.899 Data time: 0.1752, Forward time: 2.2897, Backward time: 3.0517, DDP time: 0.0046, Total iter time: 6.3070 [2020-11-15 05:27:58,961][root][INFO] - ===> Epoch[117](3043/26): Loss 0.2638, Sem 0.2638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.895e-01 Score 91.547 Data time: 0.1733, Forward time: 2.2896, Backward time: 3.0533, DDP time: 0.0046, Total iter time: 7.1325 [2020-11-15 05:28:04,173][root][INFO] - ===> Epoch[117](3044/26): Loss 0.2946, Sem 0.2946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.895e-01 Score 90.744 Data time: 0.1509, Forward time: 2.2891, Backward time: 3.0533, DDP time: 0.0046, Total iter time: 5.1199 [2020-11-15 05:28:09,512][root][INFO] - ===> Epoch[117](3045/26): Loss 0.3385, Sem 0.3385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.894e-01 Score 89.617 Data time: 0.2070, Forward time: 2.2893, Backward time: 3.0528, DDP time: 0.0046, Total iter time: 5.2490 [2020-11-15 05:28:15,062][root][INFO] - ===> Epoch[117](3046/26): Loss 0.2783, Sem 0.2783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.894e-01 Score 91.210 Data time: 0.1921, Forward time: 2.2892, Backward time: 3.0527, DDP time: 0.0046, Total iter time: 5.4336 [2020-11-15 05:28:20,655][root][INFO] - ===> Epoch[117](3047/26): Loss 0.3028, Sem 0.3028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.894e-01 Score 90.283 Data time: 0.1811, Forward time: 2.2891, Backward time: 3.0526, DDP time: 0.0046, Total iter time: 5.3057 [2020-11-15 05:28:26,014][root][INFO] - ===> Epoch[117](3048/26): Loss 0.2747, Sem 0.2747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.893e-01 Score 91.300 Data time: 0.1749, Forward time: 2.2889, Backward time: 3.0524, DDP time: 0.0046, Total iter time: 5.2493 [2020-11-15 05:28:32,453][root][INFO] - ===> Epoch[117](3049/26): Loss 0.3616, Sem 0.3616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.893e-01 Score 88.585 Data time: 0.1312, Forward time: 2.2883, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 6.3202 [2020-11-15 05:28:38,654][root][INFO] - ===> Epoch[117](3050/26): Loss 0.2945, Sem 0.2945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.892e-01 Score 90.800 Data time: 0.1318, Forward time: 2.2874, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 6.1178 [2020-11-15 05:28:44,712][root][INFO] - ===> Epoch[117](3051/26): Loss 0.3341, Sem 0.3341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.892e-01 Score 89.253 Data time: 0.2430, Forward time: 2.2877, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.9850 [2020-11-15 05:28:50,391][root][INFO] - ===> Epoch[117](3052/26): Loss 0.3173, Sem 0.3173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.892e-01 Score 89.832 Data time: 0.2957, Forward time: 2.2883, Backward time: 3.0544, DDP time: 0.0046, Total iter time: 5.5630 [2020-11-15 05:28:57,137][root][INFO] - ===> Epoch[117](3053/26): Loss 0.3663, Sem 0.3663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.891e-01 Score 88.863 Data time: 0.2655, Forward time: 2.2892, Backward time: 3.0545, DDP time: 0.0046, Total iter time: 6.6324 [2020-11-15 05:29:02,384][root][INFO] - ===> Epoch[117](3054/26): Loss 0.3325, Sem 0.3325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.891e-01 Score 89.969 Data time: 0.1990, Forward time: 2.2890, Backward time: 3.0541, DDP time: 0.0046, Total iter time: 5.1206 [2020-11-15 05:29:08,230][root][INFO] - ===> Epoch[117](3055/26): Loss 0.4084, Sem 0.4084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.891e-01 Score 87.364 Data time: 0.1821, Forward time: 2.2887, Backward time: 3.0545, DDP time: 0.0046, Total iter time: 5.7206 [2020-11-15 05:29:13,801][root][INFO] - ===> Epoch[117](3056/26): Loss 0.3703, Sem 0.3703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.890e-01 Score 88.890 Data time: 0.2569, Forward time: 2.2892, Backward time: 3.0539, DDP time: 0.0046, Total iter time: 5.4714 [2020-11-15 05:29:19,618][root][INFO] - ===> Epoch[117](3057/26): Loss 0.3029, Sem 0.3029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.890e-01 Score 90.494 Data time: 0.1980, Forward time: 2.2893, Backward time: 3.0538, DDP time: 0.0046, Total iter time: 5.6802 [2020-11-15 05:29:25,631][root][INFO] - ===> Epoch[117](3058/26): Loss 0.3375, Sem 0.3375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.890e-01 Score 90.124 Data time: 0.1945, Forward time: 2.2890, Backward time: 3.0542, DDP time: 0.0046, Total iter time: 5.8983 [2020-11-15 05:29:31,756][root][INFO] - ===> Epoch[117](3059/26): Loss 0.3287, Sem 0.3287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.889e-01 Score 89.531 Data time: 0.1796, Forward time: 2.2887, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 6.0303 [2020-11-15 05:29:38,420][root][INFO] - ===> Epoch[117](3060/26): Loss 0.3368, Sem 0.3368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.889e-01 Score 89.633 Data time: 0.1174, Forward time: 2.2878, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 6.5603 [2020-11-15 05:29:44,330][root][INFO] - ===> Epoch[117](3061/26): Loss 0.2623, Sem 0.2623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.888e-01 Score 91.887 Data time: 0.1743, Forward time: 2.2876, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.8406 [2020-11-15 05:29:49,621][root][INFO] - ===> Epoch[117](3062/26): Loss 0.2895, Sem 0.2895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.888e-01 Score 90.747 Data time: 0.1406, Forward time: 2.2870, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 5.1933 [2020-11-15 05:29:56,725][root][INFO] - ===> Epoch[117](3063/26): Loss 0.3019, Sem 0.3019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.888e-01 Score 90.408 Data time: 0.1998, Forward time: 2.2870, Backward time: 3.0588, DDP time: 0.0046, Total iter time: 7.0164 [2020-11-15 05:30:01,139][root][INFO] - ===> Epoch[117](3064/26): Loss 0.2938, Sem 0.2938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.887e-01 Score 90.909 Data time: 0.2044, Forward time: 2.2870, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 4.2937 [2020-11-15 05:30:07,987][root][INFO] - ===> Epoch[117](3065/26): Loss 0.3103, Sem 0.3103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.887e-01 Score 90.570 Data time: 0.2281, Forward time: 2.2875, Backward time: 3.0581, DDP time: 0.0046, Total iter time: 6.7606 [2020-11-15 05:30:13,621][root][INFO] - ===> Epoch[117](3066/26): Loss 0.3058, Sem 0.3058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.887e-01 Score 89.816 Data time: 0.1821, Forward time: 2.2873, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 5.5199 [2020-11-15 05:30:19,308][root][INFO] - ===> Epoch[118](3067/26): Loss 0.3138, Sem 0.3138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.886e-01 Score 90.099 Data time: 0.2179, Forward time: 2.2874, Backward time: 3.0581, DDP time: 0.0046, Total iter time: 5.5749 [2020-11-15 05:30:26,352][root][INFO] - ===> Epoch[118](3068/26): Loss 0.2925, Sem 0.2925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.886e-01 Score 90.568 Data time: 0.3729, Forward time: 2.2886, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 6.9488 [2020-11-15 05:30:32,156][root][INFO] - ===> Epoch[118](3069/26): Loss 0.3614, Sem 0.3614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.885e-01 Score 89.747 Data time: 0.1855, Forward time: 2.2886, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 5.6967 [2020-11-15 05:30:38,392][root][INFO] - ===> Epoch[118](3070/26): Loss 0.3138, Sem 0.3138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.885e-01 Score 90.557 Data time: 0.2740, Forward time: 2.2895, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 6.1286 [2020-11-15 05:30:44,150][root][INFO] - ===> Epoch[118](3071/26): Loss 0.3376, Sem 0.3376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.885e-01 Score 88.957 Data time: 0.1779, Forward time: 2.2895, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.6196 [2020-11-15 05:30:49,812][root][INFO] - ===> Epoch[118](3072/26): Loss 0.2859, Sem 0.2859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.884e-01 Score 91.120 Data time: 0.1830, Forward time: 2.2893, Backward time: 3.0578, DDP time: 0.0046, Total iter time: 5.5557 [2020-11-15 05:30:54,691][root][INFO] - ===> Epoch[118](3073/26): Loss 0.3101, Sem 0.3101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.884e-01 Score 90.419 Data time: 0.2279, Forward time: 2.2892, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 4.7857 [2020-11-15 05:31:00,481][root][INFO] - ===> Epoch[118](3074/26): Loss 0.3624, Sem 0.3624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.884e-01 Score 88.510 Data time: 0.1606, Forward time: 2.2888, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 5.6782 [2020-11-15 05:31:07,561][root][INFO] - ===> Epoch[118](3075/26): Loss 0.3214, Sem 0.3214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.883e-01 Score 89.574 Data time: 0.1913, Forward time: 2.2887, Backward time: 3.0589, DDP time: 0.0046, Total iter time: 6.9869 [2020-11-15 05:31:12,210][root][INFO] - ===> Epoch[118](3076/26): Loss 0.3240, Sem 0.3240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.883e-01 Score 89.783 Data time: 0.1691, Forward time: 2.2884, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 4.5282 [2020-11-15 05:31:17,650][root][INFO] - ===> Epoch[118](3077/26): Loss 0.2803, Sem 0.2803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.883e-01 Score 91.353 Data time: 0.2350, Forward time: 2.2887, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.3479 [2020-11-15 05:31:24,041][root][INFO] - ===> Epoch[118](3078/26): Loss 0.3700, Sem 0.3700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.882e-01 Score 87.838 Data time: 0.3912, Forward time: 2.2896, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 6.2865 [2020-11-15 05:31:30,194][root][INFO] - ===> Epoch[118](3079/26): Loss 0.2880, Sem 0.2880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.882e-01 Score 91.022 Data time: 0.2421, Forward time: 2.2902, Backward time: 3.0570, DDP time: 0.0046, Total iter time: 6.0259 [2020-11-15 05:31:34,876][root][INFO] - ===> Epoch[118](3080/26): Loss 0.2959, Sem 0.2959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.881e-01 Score 90.421 Data time: 0.2157, Forward time: 2.2904, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 4.5555 [2020-11-15 05:31:40,944][root][INFO] - ===> Epoch[118](3081/26): Loss 0.3015, Sem 0.3015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.881e-01 Score 90.512 Data time: 0.1760, Forward time: 2.2900, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 5.9625 [2020-11-15 05:31:47,284][root][INFO] - ===> Epoch[118](3082/26): Loss 0.3196, Sem 0.3196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.881e-01 Score 90.077 Data time: 0.2783, Forward time: 2.2908, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 6.2655 [2020-11-15 05:31:52,660][root][INFO] - ===> Epoch[118](3083/26): Loss 0.2448, Sem 0.2448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.880e-01 Score 92.254 Data time: 0.2289, Forward time: 2.2913, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 5.2502 [2020-11-15 05:31:58,928][root][INFO] - ===> Epoch[118](3084/26): Loss 0.3181, Sem 0.3181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.880e-01 Score 89.585 Data time: 0.1634, Forward time: 2.2908, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 6.1612 [2020-11-15 05:32:04,151][root][INFO] - ===> Epoch[118](3085/26): Loss 0.2866, Sem 0.2866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.880e-01 Score 90.987 Data time: 0.2652, Forward time: 2.2912, Backward time: 3.0556, DDP time: 0.0046, Total iter time: 5.1561 [2020-11-15 05:32:09,070][root][INFO] - ===> Epoch[118](3086/26): Loss 0.3404, Sem 0.3404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.879e-01 Score 89.481 Data time: 0.2015, Forward time: 2.2912, Backward time: 3.0548, DDP time: 0.0046, Total iter time: 4.8339 [2020-11-15 05:32:14,033][root][INFO] - ===> Epoch[118](3087/26): Loss 0.3170, Sem 0.3170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.879e-01 Score 89.908 Data time: 0.2198, Forward time: 2.2909, Backward time: 3.0544, DDP time: 0.0046, Total iter time: 4.8680 [2020-11-15 05:32:20,328][root][INFO] - ===> Epoch[118](3088/26): Loss 0.3031, Sem 0.3031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.879e-01 Score 90.514 Data time: 0.2927, Forward time: 2.2918, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 6.2030 [2020-11-15 05:32:25,101][root][INFO] - ===> Epoch[118](3089/26): Loss 0.3110, Sem 0.3110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.878e-01 Score 90.401 Data time: 0.2084, Forward time: 2.2919, Backward time: 3.0531, DDP time: 0.0046, Total iter time: 4.6616 [2020-11-15 05:32:32,197][root][INFO] - ===> Epoch[118](3090/26): Loss 0.3133, Sem 0.3133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.878e-01 Score 90.529 Data time: 0.2053, Forward time: 2.2920, Backward time: 3.0542, DDP time: 0.0046, Total iter time: 6.9987 [2020-11-15 05:32:38,179][root][INFO] - ===> Epoch[118](3091/26): Loss 0.2916, Sem 0.2916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.877e-01 Score 90.641 Data time: 0.1389, Forward time: 2.2914, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.8895 [2020-11-15 05:32:43,847][root][INFO] - ===> Epoch[118](3092/26): Loss 0.4187, Sem 0.4187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.877e-01 Score 87.534 Data time: 0.2195, Forward time: 2.2916, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 5.6102 [2020-11-15 05:32:49,479][root][INFO] - ===> Epoch[119](3093/26): Loss 0.3546, Sem 0.3546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.877e-01 Score 89.844 Data time: 0.1557, Forward time: 2.2912, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 5.5202 [2020-11-15 05:32:55,824][root][INFO] - ===> Epoch[119](3094/26): Loss 0.3759, Sem 0.3759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.876e-01 Score 88.459 Data time: 0.1749, Forward time: 2.2909, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 6.2685 [2020-11-15 05:33:01,998][root][INFO] - ===> Epoch[119](3095/26): Loss 0.3046, Sem 0.3046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.876e-01 Score 89.964 Data time: 0.1999, Forward time: 2.2909, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 6.0947 [2020-11-15 05:33:07,481][root][INFO] - ===> Epoch[119](3096/26): Loss 0.3617, Sem 0.3617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.876e-01 Score 88.880 Data time: 0.1620, Forward time: 2.2906, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 5.3643 [2020-11-15 05:33:12,014][root][INFO] - ===> Epoch[119](3097/26): Loss 0.3288, Sem 0.3288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.875e-01 Score 89.520 Data time: 0.1518, Forward time: 2.2902, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 4.4423 [2020-11-15 05:33:17,811][root][INFO] - ===> Epoch[119](3098/26): Loss 0.3361, Sem 0.3361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.875e-01 Score 89.525 Data time: 0.1718, Forward time: 2.2899, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 5.7201 [2020-11-15 05:33:24,642][root][INFO] - ===> Epoch[119](3099/26): Loss 0.3153, Sem 0.3153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.875e-01 Score 90.516 Data time: 0.2446, Forward time: 2.2904, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 6.7223 [2020-11-15 05:33:30,782][root][INFO] - ===> Epoch[119](3100/26): Loss 0.3196, Sem 0.3196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.874e-01 Score 90.072 Data time: 0.2553, Forward time: 2.2911, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 6.0254 [2020-11-15 05:33:36,854][root][INFO] - ===> Epoch[119](3101/26): Loss 0.3701, Sem 0.3701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.874e-01 Score 88.399 Data time: 0.2758, Forward time: 2.2918, Backward time: 3.0560, DDP time: 0.0046, Total iter time: 5.9445 [2020-11-15 05:33:41,773][root][INFO] - ===> Epoch[119](3102/26): Loss 0.2684, Sem 0.2684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.873e-01 Score 91.482 Data time: 0.2099, Forward time: 2.2920, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 4.7774 [2020-11-15 05:33:47,151][root][INFO] - ===> Epoch[119](3103/26): Loss 0.3470, Sem 0.3470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.873e-01 Score 88.934 Data time: 0.1631, Forward time: 2.2917, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.2642 [2020-11-15 05:33:52,429][root][INFO] - ===> Epoch[119](3104/26): Loss 0.3051, Sem 0.3051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.873e-01 Score 90.634 Data time: 0.2258, Forward time: 2.2919, Backward time: 3.0545, DDP time: 0.0046, Total iter time: 5.1877 [2020-11-15 05:33:58,559][root][INFO] - ===> Epoch[119](3105/26): Loss 0.2904, Sem 0.2904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.872e-01 Score 90.737 Data time: 0.2248, Forward time: 2.2919, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 6.0259 [2020-11-15 05:34:05,219][root][INFO] - ===> Epoch[119](3106/26): Loss 0.3040, Sem 0.3040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.872e-01 Score 90.509 Data time: 0.3481, Forward time: 2.2929, Backward time: 3.0547, DDP time: 0.0046, Total iter time: 6.5316 [2020-11-15 05:34:11,261][root][INFO] - ===> Epoch[119](3107/26): Loss 0.3240, Sem 0.3240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.872e-01 Score 89.808 Data time: 0.1452, Forward time: 2.2927, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.9209 [2020-11-15 05:34:15,954][root][INFO] - ===> Epoch[119](3108/26): Loss 0.2755, Sem 0.2755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.871e-01 Score 91.461 Data time: 0.1845, Forward time: 2.2926, Backward time: 3.0544, DDP time: 0.0046, Total iter time: 4.5853 [2020-11-15 05:34:21,303][root][INFO] - ===> Epoch[119](3109/26): Loss 0.2874, Sem 0.2874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.871e-01 Score 90.767 Data time: 0.1023, Forward time: 2.2916, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 5.2522 [2020-11-15 05:34:26,260][root][INFO] - ===> Epoch[119](3110/26): Loss 0.2725, Sem 0.2725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.870e-01 Score 91.129 Data time: 0.1979, Forward time: 2.2916, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 4.9271 [2020-11-15 05:34:31,481][root][INFO] - ===> Epoch[119](3111/26): Loss 0.3049, Sem 0.3049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.870e-01 Score 89.901 Data time: 0.2014, Forward time: 2.2915, Backward time: 3.0542, DDP time: 0.0046, Total iter time: 5.1398 [2020-11-15 05:34:38,189][root][INFO] - ===> Epoch[119](3112/26): Loss 0.2560, Sem 0.2560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.870e-01 Score 91.284 Data time: 0.1371, Forward time: 2.2908, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 6.6043 [2020-11-15 05:34:44,498][root][INFO] - ===> Epoch[119](3113/26): Loss 0.3099, Sem 0.3099, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.869e-01 Score 90.775 Data time: 0.2656, Forward time: 2.2914, Backward time: 3.0557, DDP time: 0.0046, Total iter time: 6.2335 [2020-11-15 05:34:50,267][root][INFO] - ===> Epoch[119](3114/26): Loss 0.3053, Sem 0.3053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.869e-01 Score 90.086 Data time: 0.1717, Forward time: 2.2912, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 5.6521 [2020-11-15 05:34:55,940][root][INFO] - ===> Epoch[119](3115/26): Loss 0.2833, Sem 0.2833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.869e-01 Score 91.136 Data time: 0.1577, Forward time: 2.2908, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 5.5582 [2020-11-15 05:35:01,613][root][INFO] - ===> Epoch[119](3116/26): Loss 0.3458, Sem 0.3458, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.868e-01 Score 89.983 Data time: 0.2159, Forward time: 2.2909, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 5.5711 [2020-11-15 05:35:08,709][root][INFO] - ===> Epoch[119](3117/26): Loss 0.3113, Sem 0.3113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.868e-01 Score 90.157 Data time: 0.3984, Forward time: 2.2921, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 6.9884 [2020-11-15 05:35:14,116][root][INFO] - ===> Epoch[119](3118/26): Loss 0.3097, Sem 0.3097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.868e-01 Score 90.133 Data time: 0.2108, Forward time: 2.2924, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 5.2915 [2020-11-15 05:35:21,092][root][INFO] - ===> Epoch[120](3119/26): Loss 0.3107, Sem 0.3107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.867e-01 Score 90.363 Data time: 0.2172, Forward time: 2.2927, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 6.8694 [2020-11-15 05:35:25,858][root][INFO] - ===> Epoch[120](3120/26): Loss 0.3373, Sem 0.3373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.867e-01 Score 89.824 Data time: 0.2002, Forward time: 2.2929, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 4.6327 [2020-11-15 05:35:32,104][root][INFO] - ===> Epoch[120](3121/26): Loss 0.2967, Sem 0.2967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.866e-01 Score 90.759 Data time: 0.1440, Forward time: 2.2925, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 6.1258 [2020-11-15 05:35:37,658][root][INFO] - ===> Epoch[120](3122/26): Loss 0.3251, Sem 0.3251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.866e-01 Score 89.789 Data time: 0.1190, Forward time: 2.2917, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 5.4659 [2020-11-15 05:35:44,003][root][INFO] - ===> Epoch[120](3123/26): Loss 0.2767, Sem 0.2767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.866e-01 Score 91.256 Data time: 0.1824, Forward time: 2.2914, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 6.2878 [2020-11-15 05:35:48,792][root][INFO] - ===> Epoch[120](3124/26): Loss 0.2993, Sem 0.2993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.865e-01 Score 90.561 Data time: 0.2255, Forward time: 2.2916, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 4.6944 [2020-11-15 05:35:54,682][root][INFO] - ===> Epoch[120](3125/26): Loss 0.2612, Sem 0.2612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.865e-01 Score 91.613 Data time: 0.1773, Forward time: 2.2914, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 5.7723 [2020-11-15 05:36:02,061][root][INFO] - ===> Epoch[120](3126/26): Loss 0.3046, Sem 0.3046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.865e-01 Score 90.398 Data time: 0.2497, Forward time: 2.2916, Backward time: 3.0581, DDP time: 0.0046, Total iter time: 7.2691 [2020-11-15 05:36:07,709][root][INFO] - ===> Epoch[120](3127/26): Loss 0.3575, Sem 0.3575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.864e-01 Score 88.675 Data time: 0.1642, Forward time: 2.2914, Backward time: 3.0583, DDP time: 0.0046, Total iter time: 5.5401 [2020-11-15 05:36:14,195][root][INFO] - ===> Epoch[120](3128/26): Loss 0.3413, Sem 0.3413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.864e-01 Score 89.278 Data time: 0.2157, Forward time: 2.2916, Backward time: 3.0587, DDP time: 0.0046, Total iter time: 6.3775 [2020-11-15 05:36:20,123][root][INFO] - ===> Epoch[120](3129/26): Loss 0.3670, Sem 0.3670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.864e-01 Score 89.179 Data time: 0.2055, Forward time: 2.2918, Backward time: 3.0587, DDP time: 0.0046, Total iter time: 5.7882 [2020-11-15 05:36:24,925][root][INFO] - ===> Epoch[120](3130/26): Loss 0.3514, Sem 0.3514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.863e-01 Score 89.043 Data time: 0.1933, Forward time: 2.2918, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 4.6812 [2020-11-15 05:36:30,351][root][INFO] - ===> Epoch[120](3131/26): Loss 0.3041, Sem 0.3041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.863e-01 Score 90.276 Data time: 0.1455, Forward time: 2.2913, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 5.3288 [2020-11-15 05:36:35,867][root][INFO] - ===> Epoch[120](3132/26): Loss 0.3239, Sem 0.3239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.862e-01 Score 90.294 Data time: 0.1560, Forward time: 2.2908, Backward time: 3.0583, DDP time: 0.0046, Total iter time: 5.4305 [2020-11-15 05:36:41,926][root][INFO] - ===> Epoch[120](3133/26): Loss 0.2893, Sem 0.2893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.862e-01 Score 90.815 Data time: 0.1512, Forward time: 2.2903, Backward time: 3.0592, DDP time: 0.0046, Total iter time: 5.9700 [2020-11-15 05:36:47,155][root][INFO] - ===> Epoch[120](3134/26): Loss 0.3353, Sem 0.3353, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.862e-01 Score 89.956 Data time: 0.2356, Forward time: 2.2906, Backward time: 3.0584, DDP time: 0.0046, Total iter time: 5.1403 [2020-11-15 05:36:51,815][root][INFO] - ===> Epoch[120](3135/26): Loss 0.2934, Sem 0.2934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.861e-01 Score 90.386 Data time: 0.1465, Forward time: 2.2902, Backward time: 3.0579, DDP time: 0.0046, Total iter time: 4.5434 [2020-11-15 05:36:57,516][root][INFO] - ===> Epoch[120](3136/26): Loss 0.3223, Sem 0.3223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.861e-01 Score 89.739 Data time: 0.1715, Forward time: 2.2900, Backward time: 3.0581, DDP time: 0.0046, Total iter time: 5.6050 [2020-11-15 05:37:03,118][root][INFO] - ===> Epoch[120](3137/26): Loss 0.3032, Sem 0.3032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.861e-01 Score 90.681 Data time: 0.1782, Forward time: 2.2898, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 5.5053 [2020-11-15 05:37:08,857][root][INFO] - ===> Epoch[120](3138/26): Loss 0.3288, Sem 0.3288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.860e-01 Score 90.453 Data time: 0.2280, Forward time: 2.2900, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 5.6284 [2020-11-15 05:37:14,795][root][INFO] - ===> Epoch[120](3139/26): Loss 0.3498, Sem 0.3498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.860e-01 Score 89.054 Data time: 0.2034, Forward time: 2.2903, Backward time: 3.0579, DDP time: 0.0046, Total iter time: 5.8155 [2020-11-15 05:37:20,560][root][INFO] - ===> Epoch[120](3140/26): Loss 0.3198, Sem 0.3198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.859e-01 Score 89.665 Data time: 0.1982, Forward time: 2.2904, Backward time: 3.0578, DDP time: 0.0046, Total iter time: 5.6509 [2020-11-15 05:37:25,656][root][INFO] - ===> Epoch[120](3141/26): Loss 0.3419, Sem 0.3419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.859e-01 Score 89.610 Data time: 0.1712, Forward time: 2.2902, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 4.9845 [2020-11-15 05:37:31,250][root][INFO] - ===> Epoch[120](3142/26): Loss 0.3011, Sem 0.3011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.859e-01 Score 90.745 Data time: 0.1556, Forward time: 2.2899, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.4923 [2020-11-15 05:37:37,155][root][INFO] - ===> Epoch[120](3143/26): Loss 0.2785, Sem 0.2785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.858e-01 Score 91.286 Data time: 0.1416, Forward time: 2.2893, Backward time: 3.0584, DDP time: 0.0046, Total iter time: 5.8085 [2020-11-15 05:37:43,020][root][INFO] - ===> Epoch[120](3144/26): Loss 0.2881, Sem 0.2881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.858e-01 Score 90.844 Data time: 0.1808, Forward time: 2.2891, Backward time: 3.0588, DDP time: 0.0046, Total iter time: 5.7910 [2020-11-15 05:37:48,390][root][INFO] - ===> Epoch[121](3145/26): Loss 0.3341, Sem 0.3341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.858e-01 Score 90.009 Data time: 0.2103, Forward time: 2.2894, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 5.2787 [2020-11-15 05:37:55,605][root][INFO] - ===> Epoch[121](3146/26): Loss 0.3276, Sem 0.3276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.857e-01 Score 89.600 Data time: 0.1370, Forward time: 2.2889, Backward time: 3.0599, DDP time: 0.0046, Total iter time: 7.0923 [2020-11-15 05:38:01,271][root][INFO] - ===> Epoch[121](3147/26): Loss 0.2591, Sem 0.2591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.857e-01 Score 91.613 Data time: 0.1770, Forward time: 2.2886, Backward time: 3.0602, DDP time: 0.0046, Total iter time: 5.6025 [2020-11-15 05:38:07,518][root][INFO] - ===> Epoch[121](3148/26): Loss 0.2868, Sem 0.2868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.857e-01 Score 91.000 Data time: 0.2062, Forward time: 2.2884, Backward time: 3.0608, DDP time: 0.0046, Total iter time: 6.1494 [2020-11-15 05:38:12,496][root][INFO] - ===> Epoch[121](3149/26): Loss 0.3615, Sem 0.3615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.856e-01 Score 88.788 Data time: 0.1566, Forward time: 2.2880, Backward time: 3.0606, DDP time: 0.0046, Total iter time: 4.8790 [2020-11-15 05:38:18,737][root][INFO] - ===> Epoch[121](3150/26): Loss 0.2880, Sem 0.2880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.856e-01 Score 91.260 Data time: 0.2499, Forward time: 2.2884, Backward time: 3.0606, DDP time: 0.0046, Total iter time: 6.1415 [2020-11-15 05:38:24,103][root][INFO] - ===> Epoch[121](3151/26): Loss 0.2886, Sem 0.2886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.855e-01 Score 90.840 Data time: 0.2091, Forward time: 2.2884, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 5.2432 [2020-11-15 05:38:31,304][root][INFO] - ===> Epoch[121](3152/26): Loss 0.2728, Sem 0.2728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.855e-01 Score 91.369 Data time: 0.2246, Forward time: 2.2888, Backward time: 3.0611, DDP time: 0.0046, Total iter time: 7.0874 [2020-11-15 05:38:36,083][root][INFO] - ===> Epoch[121](3153/26): Loss 0.3416, Sem 0.3416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.855e-01 Score 88.867 Data time: 0.1901, Forward time: 2.2888, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 4.6576 [2020-11-15 05:38:42,211][root][INFO] - ===> Epoch[121](3154/26): Loss 0.3041, Sem 0.3041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.854e-01 Score 90.398 Data time: 0.1867, Forward time: 2.2889, Backward time: 3.0606, DDP time: 0.0046, Total iter time: 6.0317 [2020-11-15 05:38:48,531][root][INFO] - ===> Epoch[121](3155/26): Loss 0.3318, Sem 0.3318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.854e-01 Score 89.862 Data time: 0.2627, Forward time: 2.2895, Backward time: 3.0604, DDP time: 0.0046, Total iter time: 6.2107 [2020-11-15 05:38:54,481][root][INFO] - ===> Epoch[121](3156/26): Loss 0.3042, Sem 0.3042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.854e-01 Score 90.398 Data time: 0.1812, Forward time: 2.2895, Backward time: 3.0607, DDP time: 0.0046, Total iter time: 5.8227 [2020-11-15 05:39:00,111][root][INFO] - ===> Epoch[121](3157/26): Loss 0.3101, Sem 0.3101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.853e-01 Score 90.103 Data time: 0.1669, Forward time: 2.2891, Backward time: 3.0609, DDP time: 0.0046, Total iter time: 5.5314 [2020-11-15 05:39:06,404][root][INFO] - ===> Epoch[121](3158/26): Loss 0.2696, Sem 0.2696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.853e-01 Score 91.603 Data time: 0.1648, Forward time: 2.2887, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 6.2025 [2020-11-15 05:39:11,655][root][INFO] - ===> Epoch[121](3159/26): Loss 0.2803, Sem 0.2803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.853e-01 Score 90.669 Data time: 0.1576, Forward time: 2.2884, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 5.1763 [2020-11-15 05:39:17,587][root][INFO] - ===> Epoch[121](3160/26): Loss 0.3334, Sem 0.3334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.852e-01 Score 89.380 Data time: 0.1750, Forward time: 2.2881, Backward time: 3.0623, DDP time: 0.0046, Total iter time: 5.8477 [2020-11-15 05:39:22,889][root][INFO] - ===> Epoch[121](3161/26): Loss 0.3196, Sem 0.3196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.852e-01 Score 89.864 Data time: 0.2028, Forward time: 2.2881, Backward time: 3.0619, DDP time: 0.0046, Total iter time: 5.2092 [2020-11-15 05:39:28,859][root][INFO] - ===> Epoch[121](3162/26): Loss 0.2825, Sem 0.2825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.851e-01 Score 90.763 Data time: 0.1657, Forward time: 2.2880, Backward time: 3.0623, DDP time: 0.0046, Total iter time: 5.8649 [2020-11-15 05:39:35,742][root][INFO] - ===> Epoch[121](3163/26): Loss 0.3198, Sem 0.3198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.851e-01 Score 89.885 Data time: 0.1115, Forward time: 2.2872, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 6.7707 [2020-11-15 05:39:41,067][root][INFO] - ===> Epoch[121](3164/26): Loss 0.3209, Sem 0.3209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.851e-01 Score 89.607 Data time: 0.2345, Forward time: 2.2873, Backward time: 3.0637, DDP time: 0.0046, Total iter time: 5.2745 [2020-11-15 05:39:46,405][root][INFO] - ===> Epoch[121](3165/26): Loss 0.2937, Sem 0.2937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.850e-01 Score 91.082 Data time: 0.2447, Forward time: 2.2877, Backward time: 3.0630, DDP time: 0.0046, Total iter time: 5.2541 [2020-11-15 05:39:53,455][root][INFO] - ===> Epoch[121](3166/26): Loss 0.2819, Sem 0.2819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.850e-01 Score 91.030 Data time: 0.3700, Forward time: 2.2888, Backward time: 3.0629, DDP time: 0.0046, Total iter time: 6.9488 [2020-11-15 05:39:58,166][root][INFO] - ===> Epoch[121](3167/26): Loss 0.2904, Sem 0.2904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.850e-01 Score 90.691 Data time: 0.1997, Forward time: 2.2889, Backward time: 3.0620, DDP time: 0.0046, Total iter time: 4.5899 [2020-11-15 05:40:04,030][root][INFO] - ===> Epoch[121](3168/26): Loss 0.2874, Sem 0.2874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.849e-01 Score 90.984 Data time: 0.1808, Forward time: 2.2888, Backward time: 3.0622, DDP time: 0.0046, Total iter time: 5.7651 [2020-11-15 05:40:09,422][root][INFO] - ===> Epoch[121](3169/26): Loss 0.2697, Sem 0.2697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.849e-01 Score 91.389 Data time: 0.1599, Forward time: 2.2884, Backward time: 3.0623, DDP time: 0.0046, Total iter time: 5.3078 [2020-11-15 05:40:15,098][root][INFO] - ===> Epoch[121](3170/26): Loss 0.3511, Sem 0.3511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.849e-01 Score 89.394 Data time: 0.2092, Forward time: 2.2886, Backward time: 3.0622, DDP time: 0.0046, Total iter time: 5.6042 [2020-11-15 05:40:20,899][root][INFO] - ===> Epoch[122](3171/26): Loss 0.2789, Sem 0.2789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.848e-01 Score 91.223 Data time: 0.1925, Forward time: 2.2885, Backward time: 3.0623, DDP time: 0.0046, Total iter time: 5.6955 [2020-11-15 05:40:26,848][root][INFO] - ===> Epoch[122](3172/26): Loss 0.3128, Sem 0.3128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.848e-01 Score 90.028 Data time: 0.1841, Forward time: 2.2883, Backward time: 3.0627, DDP time: 0.0046, Total iter time: 5.8617 [2020-11-15 05:40:32,643][root][INFO] - ===> Epoch[122](3173/26): Loss 0.3350, Sem 0.3350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.847e-01 Score 88.934 Data time: 0.1668, Forward time: 2.2881, Backward time: 3.0630, DDP time: 0.0046, Total iter time: 5.7000 [2020-11-15 05:40:37,718][root][INFO] - ===> Epoch[122](3174/26): Loss 0.3289, Sem 0.3289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.847e-01 Score 90.352 Data time: 0.2198, Forward time: 2.2883, Backward time: 3.0622, DDP time: 0.0046, Total iter time: 4.9819 [2020-11-15 05:40:44,054][root][INFO] - ===> Epoch[122](3175/26): Loss 0.3576, Sem 0.3576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.847e-01 Score 89.602 Data time: 0.1954, Forward time: 2.2884, Backward time: 3.0627, DDP time: 0.0046, Total iter time: 6.2368 [2020-11-15 05:40:48,264][root][INFO] - ===> Epoch[122](3176/26): Loss 0.3184, Sem 0.3184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.846e-01 Score 90.116 Data time: 0.1452, Forward time: 2.2879, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 4.1193 [2020-11-15 05:40:53,868][root][INFO] - ===> Epoch[122](3177/26): Loss 0.3266, Sem 0.3266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.846e-01 Score 89.528 Data time: 0.1610, Forward time: 2.2875, Backward time: 3.0621, DDP time: 0.0046, Total iter time: 5.5465 [2020-11-15 05:40:59,733][root][INFO] - ===> Epoch[122](3178/26): Loss 0.3233, Sem 0.3233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.846e-01 Score 90.227 Data time: 0.1664, Forward time: 2.2872, Backward time: 3.0626, DDP time: 0.0046, Total iter time: 5.7783 [2020-11-15 05:41:06,317][root][INFO] - ===> Epoch[122](3179/26): Loss 0.4021, Sem 0.4021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.845e-01 Score 87.491 Data time: 0.2125, Forward time: 2.2874, Backward time: 3.0631, DDP time: 0.0046, Total iter time: 6.4898 [2020-11-15 05:41:11,624][root][INFO] - ===> Epoch[122](3180/26): Loss 0.3446, Sem 0.3446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.845e-01 Score 88.746 Data time: 0.1806, Forward time: 2.2873, Backward time: 3.0628, DDP time: 0.0046, Total iter time: 5.1814 [2020-11-15 05:41:17,004][root][INFO] - ===> Epoch[122](3181/26): Loss 0.2574, Sem 0.2574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.844e-01 Score 92.173 Data time: 0.1708, Forward time: 2.2870, Backward time: 3.0628, DDP time: 0.0046, Total iter time: 5.2632 [2020-11-15 05:41:22,997][root][INFO] - ===> Epoch[122](3182/26): Loss 0.2764, Sem 0.2764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.844e-01 Score 91.269 Data time: 0.2655, Forward time: 2.2877, Backward time: 3.0624, DDP time: 0.0046, Total iter time: 5.9082 [2020-11-15 05:41:29,390][root][INFO] - ===> Epoch[122](3183/26): Loss 0.3479, Sem 0.3479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.844e-01 Score 88.857 Data time: 0.2202, Forward time: 2.2879, Backward time: 3.0627, DDP time: 0.0046, Total iter time: 6.2812 [2020-11-15 05:41:34,954][root][INFO] - ===> Epoch[122](3184/26): Loss 0.3751, Sem 0.3751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.843e-01 Score 88.625 Data time: 0.2343, Forward time: 2.2883, Backward time: 3.0621, DDP time: 0.0046, Total iter time: 5.4596 [2020-11-15 05:41:40,996][root][INFO] - ===> Epoch[122](3185/26): Loss 0.4031, Sem 0.4031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.843e-01 Score 88.244 Data time: 0.1372, Forward time: 2.2878, Backward time: 3.0629, DDP time: 0.0046, Total iter time: 5.9295 [2020-11-15 05:41:47,922][root][INFO] - ===> Epoch[122](3186/26): Loss 0.3148, Sem 0.3148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.843e-01 Score 90.192 Data time: 0.2311, Forward time: 2.2883, Backward time: 3.0634, DDP time: 0.0046, Total iter time: 6.8252 [2020-11-15 05:41:53,888][root][INFO] - ===> Epoch[122](3187/26): Loss 0.3236, Sem 0.3236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.842e-01 Score 90.019 Data time: 0.1424, Forward time: 2.2877, Backward time: 3.0641, DDP time: 0.0046, Total iter time: 5.8446 [2020-11-15 05:41:59,592][root][INFO] - ===> Epoch[122](3188/26): Loss 0.2976, Sem 0.2976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.842e-01 Score 90.487 Data time: 0.2040, Forward time: 2.2877, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 5.6015 [2020-11-15 05:42:05,547][root][INFO] - ===> Epoch[122](3189/26): Loss 0.3208, Sem 0.3208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.842e-01 Score 90.054 Data time: 0.2155, Forward time: 2.2878, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 5.8563 [2020-11-15 05:42:11,807][root][INFO] - ===> Epoch[122](3190/26): Loss 0.3230, Sem 0.3230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.841e-01 Score 89.640 Data time: 0.1960, Forward time: 2.2878, Backward time: 3.0646, DDP time: 0.0046, Total iter time: 6.1641 [2020-11-15 05:42:17,330][root][INFO] - ===> Epoch[122](3191/26): Loss 0.3326, Sem 0.3326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.841e-01 Score 89.627 Data time: 0.2310, Forward time: 2.2882, Backward time: 3.0641, DDP time: 0.0046, Total iter time: 5.3990 [2020-11-15 05:42:22,536][root][INFO] - ===> Epoch[122](3192/26): Loss 0.3422, Sem 0.3422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.840e-01 Score 89.177 Data time: 0.1272, Forward time: 2.2877, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 5.0944 [2020-11-15 05:42:28,584][root][INFO] - ===> Epoch[122](3193/26): Loss 0.2900, Sem 0.2900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.840e-01 Score 90.808 Data time: 0.1971, Forward time: 2.2877, Backward time: 3.0645, DDP time: 0.0046, Total iter time: 5.9659 [2020-11-15 05:42:33,205][root][INFO] - ===> Epoch[122](3194/26): Loss 0.3292, Sem 0.3292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.840e-01 Score 89.600 Data time: 0.1551, Forward time: 2.2873, Backward time: 3.0640, DDP time: 0.0046, Total iter time: 4.5046 [2020-11-15 05:42:39,480][root][INFO] - ===> Epoch[122](3195/26): Loss 0.3086, Sem 0.3086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.839e-01 Score 90.506 Data time: 0.2191, Forward time: 2.2873, Backward time: 3.0644, DDP time: 0.0046, Total iter time: 6.1803 [2020-11-15 05:42:44,263][root][INFO] - ===> Epoch[122](3196/26): Loss 0.3080, Sem 0.3080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.839e-01 Score 90.263 Data time: 0.1479, Forward time: 2.2868, Backward time: 3.0641, DDP time: 0.0046, Total iter time: 4.6762 [2020-11-15 05:42:49,529][root][INFO] - ===> Epoch[123](3197/26): Loss 0.3797, Sem 0.3797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.839e-01 Score 88.157 Data time: 0.2208, Forward time: 2.2870, Backward time: 3.0635, DDP time: 0.0046, Total iter time: 5.1897 [2020-11-15 05:42:54,955][root][INFO] - ===> Epoch[123](3198/26): Loss 0.3363, Sem 0.3363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.838e-01 Score 89.315 Data time: 0.1849, Forward time: 2.2870, Backward time: 3.0634, DDP time: 0.0046, Total iter time: 5.3185 [2020-11-15 05:43:00,442][root][INFO] - ===> Epoch[123](3199/26): Loss 0.2981, Sem 0.2981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.838e-01 Score 90.916 Data time: 0.2217, Forward time: 2.2871, Backward time: 3.0630, DDP time: 0.0046, Total iter time: 5.3659 [2020-11-15 05:43:06,041][root][INFO] - ===> Epoch[123](3200/26): Loss 0.3896, Sem 0.3896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.838e-01 Score 88.012 Data time: 0.2012, Forward time: 2.2872, Backward time: 3.0628, DDP time: 0.0046, Total iter time: 5.4852 [2020-11-15 05:43:11,651][root][INFO] - ===> Epoch[123](3201/26): Loss 0.3249, Sem 0.3249, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.837e-01 Score 89.418 Data time: 0.1712, Forward time: 2.2869, Backward time: 3.0630, DDP time: 0.0046, Total iter time: 5.4984 [2020-11-15 05:43:16,852][root][INFO] - ===> Epoch[123](3202/26): Loss 0.3172, Sem 0.3172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.837e-01 Score 89.915 Data time: 0.1769, Forward time: 2.2866, Backward time: 3.0628, DDP time: 0.0046, Total iter time: 5.0861 [2020-11-15 05:43:22,191][root][INFO] - ===> Epoch[123](3203/26): Loss 0.2898, Sem 0.2898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.836e-01 Score 90.834 Data time: 0.2362, Forward time: 2.2870, Backward time: 3.0621, DDP time: 0.0046, Total iter time: 5.2382 [2020-11-15 05:43:27,908][root][INFO] - ===> Epoch[123](3204/26): Loss 0.3626, Sem 0.3626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.836e-01 Score 89.097 Data time: 0.2273, Forward time: 2.2874, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 5.6194 [2020-11-15 05:43:33,420][root][INFO] - ===> Epoch[123](3205/26): Loss 0.3617, Sem 0.3617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.836e-01 Score 88.700 Data time: 0.2530, Forward time: 2.2878, Backward time: 3.0611, DDP time: 0.0046, Total iter time: 5.3879 [2020-11-15 05:43:39,067][root][INFO] - ===> Epoch[123](3206/26): Loss 0.3627, Sem 0.3627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.835e-01 Score 88.873 Data time: 0.2237, Forward time: 2.2881, Backward time: 3.0608, DDP time: 0.0046, Total iter time: 5.4950 [2020-11-15 05:43:45,089][root][INFO] - ===> Epoch[123](3207/26): Loss 0.2854, Sem 0.2854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.835e-01 Score 90.763 Data time: 0.2105, Forward time: 2.2882, Backward time: 3.0609, DDP time: 0.0046, Total iter time: 5.9144 [2020-11-15 05:43:50,401][root][INFO] - ===> Epoch[123](3208/26): Loss 0.3261, Sem 0.3261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.835e-01 Score 89.783 Data time: 0.2370, Forward time: 2.2885, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 5.2146 [2020-11-15 05:43:56,522][root][INFO] - ===> Epoch[123](3209/26): Loss 0.3639, Sem 0.3639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.834e-01 Score 89.145 Data time: 0.1993, Forward time: 2.2887, Backward time: 3.0602, DDP time: 0.0046, Total iter time: 5.8816 [2020-11-15 05:44:01,734][root][INFO] - ===> Epoch[123](3210/26): Loss 0.2632, Sem 0.2632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.834e-01 Score 91.812 Data time: 0.1820, Forward time: 2.2886, Backward time: 3.0599, DDP time: 0.0046, Total iter time: 5.1059 [2020-11-15 05:44:08,093][root][INFO] - ===> Epoch[123](3211/26): Loss 0.3399, Sem 0.3399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.833e-01 Score 89.827 Data time: 0.1796, Forward time: 2.2884, Backward time: 3.0607, DDP time: 0.0046, Total iter time: 6.2613 [2020-11-15 05:44:14,948][root][INFO] - ===> Epoch[123](3212/26): Loss 0.3302, Sem 0.3302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.833e-01 Score 89.921 Data time: 0.2149, Forward time: 2.2881, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 6.7650 [2020-11-15 05:44:20,983][root][INFO] - ===> Epoch[123](3213/26): Loss 0.3282, Sem 0.3282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.833e-01 Score 89.824 Data time: 0.2627, Forward time: 2.2888, Backward time: 3.0614, DDP time: 0.0046, Total iter time: 5.9376 [2020-11-15 05:44:26,508][root][INFO] - ===> Epoch[123](3214/26): Loss 0.3142, Sem 0.3142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.832e-01 Score 90.261 Data time: 0.1833, Forward time: 2.2887, Backward time: 3.0613, DDP time: 0.0046, Total iter time: 5.4016 [2020-11-15 05:44:32,679][root][INFO] - ===> Epoch[123](3215/26): Loss 0.3590, Sem 0.3590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.832e-01 Score 89.090 Data time: 0.2138, Forward time: 2.2888, Backward time: 3.0616, DDP time: 0.0046, Total iter time: 6.0656 [2020-11-15 05:44:37,747][root][INFO] - ===> Epoch[123](3216/26): Loss 0.3596, Sem 0.3596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.832e-01 Score 88.697 Data time: 0.2366, Forward time: 2.2890, Backward time: 3.0608, DDP time: 0.0046, Total iter time: 4.9507 [2020-11-15 05:44:42,373][root][INFO] - ===> Epoch[123](3217/26): Loss 0.3260, Sem 0.3260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.831e-01 Score 90.132 Data time: 0.1867, Forward time: 2.2890, Backward time: 3.0600, DDP time: 0.0046, Total iter time: 4.5155 [2020-11-15 05:44:49,321][root][INFO] - ===> Epoch[123](3218/26): Loss 0.3492, Sem 0.3492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.831e-01 Score 89.132 Data time: 0.1974, Forward time: 2.2889, Backward time: 3.0610, DDP time: 0.0046, Total iter time: 6.8441 [2020-11-15 05:44:54,836][root][INFO] - ===> Epoch[123](3219/26): Loss 0.3176, Sem 0.3176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.831e-01 Score 90.326 Data time: 0.1665, Forward time: 2.2886, Backward time: 3.0611, DDP time: 0.0046, Total iter time: 5.3895 [2020-11-15 05:45:00,166][root][INFO] - ===> Epoch[123](3220/26): Loss 0.2987, Sem 0.2987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.830e-01 Score 90.638 Data time: 0.2162, Forward time: 2.2887, Backward time: 3.0607, DDP time: 0.0046, Total iter time: 5.2343 [2020-11-15 05:45:05,926][root][INFO] - ===> Epoch[123](3221/26): Loss 0.2957, Sem 0.2957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.830e-01 Score 90.688 Data time: 0.2192, Forward time: 2.2886, Backward time: 3.0608, DDP time: 0.0046, Total iter time: 5.6601 [2020-11-15 05:45:10,236][root][INFO] - ===> Epoch[123](3222/26): Loss 0.3183, Sem 0.3183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.829e-01 Score 90.361 Data time: 0.1589, Forward time: 2.2883, Backward time: 3.0600, DDP time: 0.0046, Total iter time: 4.2042 [2020-11-15 05:45:17,653][root][INFO] - ===> Epoch[124](3223/26): Loss 0.3095, Sem 0.3095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.829e-01 Score 90.038 Data time: 0.2337, Forward time: 2.2882, Backward time: 3.0614, DDP time: 0.0046, Total iter time: 7.3251 [2020-11-15 05:45:22,680][root][INFO] - ===> Epoch[124](3224/26): Loss 0.2869, Sem 0.2869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.829e-01 Score 91.209 Data time: 0.2053, Forward time: 2.2884, Backward time: 3.0607, DDP time: 0.0046, Total iter time: 4.9289 [2020-11-15 05:45:28,582][root][INFO] - ===> Epoch[124](3225/26): Loss 0.3059, Sem 0.3059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.828e-01 Score 90.290 Data time: 0.1563, Forward time: 2.2882, Backward time: 3.0611, DDP time: 0.0046, Total iter time: 5.7866 [2020-11-15 05:45:34,105][root][INFO] - ===> Epoch[124](3226/26): Loss 0.3094, Sem 0.3094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.828e-01 Score 90.863 Data time: 0.1881, Forward time: 2.2881, Backward time: 3.0610, DDP time: 0.0046, Total iter time: 5.4114 [2020-11-15 05:45:39,052][root][INFO] - ===> Epoch[124](3227/26): Loss 0.2721, Sem 0.2721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.828e-01 Score 91.180 Data time: 0.1888, Forward time: 2.2877, Backward time: 3.0607, DDP time: 0.0046, Total iter time: 4.8383 [2020-11-15 05:45:44,455][root][INFO] - ===> Epoch[124](3228/26): Loss 0.3053, Sem 0.3053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.827e-01 Score 90.490 Data time: 0.1949, Forward time: 2.2875, Backward time: 3.0607, DDP time: 0.0046, Total iter time: 5.3184 [2020-11-15 05:45:50,032][root][INFO] - ===> Epoch[124](3229/26): Loss 0.3344, Sem 0.3344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.827e-01 Score 89.500 Data time: 0.2304, Forward time: 2.2879, Backward time: 3.0601, DDP time: 0.0046, Total iter time: 5.4813 [2020-11-15 05:45:55,728][root][INFO] - ===> Epoch[124](3230/26): Loss 0.3578, Sem 0.3578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.827e-01 Score 89.123 Data time: 0.1737, Forward time: 2.2878, Backward time: 3.0602, DDP time: 0.0046, Total iter time: 5.5920 [2020-11-15 05:46:01,713][root][INFO] - ===> Epoch[124](3231/26): Loss 0.3200, Sem 0.3200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.826e-01 Score 89.994 Data time: 0.1704, Forward time: 2.2875, Backward time: 3.0607, DDP time: 0.0046, Total iter time: 5.8763 [2020-11-15 05:46:06,812][root][INFO] - ===> Epoch[124](3232/26): Loss 0.3464, Sem 0.3464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.826e-01 Score 89.711 Data time: 0.2043, Forward time: 2.2874, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 4.9788 [2020-11-15 05:46:12,305][root][INFO] - ===> Epoch[124](3233/26): Loss 0.3161, Sem 0.3161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.825e-01 Score 90.061 Data time: 0.1901, Forward time: 2.2873, Backward time: 3.0602, DDP time: 0.0046, Total iter time: 5.4048 [2020-11-15 05:46:18,464][root][INFO] - ===> Epoch[124](3234/26): Loss 0.3334, Sem 0.3334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.825e-01 Score 89.798 Data time: 0.2395, Forward time: 2.2877, Backward time: 3.0602, DDP time: 0.0046, Total iter time: 6.0649 [2020-11-15 05:46:25,952][root][INFO] - ===> Epoch[124](3235/26): Loss 0.2732, Sem 0.2732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.825e-01 Score 91.032 Data time: 0.1902, Forward time: 2.2875, Backward time: 3.0617, DDP time: 0.0046, Total iter time: 7.3852 [2020-11-15 05:46:30,897][root][INFO] - ===> Epoch[124](3236/26): Loss 0.3224, Sem 0.3224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.824e-01 Score 90.299 Data time: 0.2090, Forward time: 2.2877, Backward time: 3.0609, DDP time: 0.0046, Total iter time: 4.8610 [2020-11-15 05:46:35,843][root][INFO] - ===> Epoch[124](3237/26): Loss 0.3104, Sem 0.3104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.824e-01 Score 90.410 Data time: 0.1762, Forward time: 2.2875, Backward time: 3.0605, DDP time: 0.0046, Total iter time: 4.8564 [2020-11-15 05:46:41,366][root][INFO] - ===> Epoch[124](3238/26): Loss 0.2455, Sem 0.2455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.824e-01 Score 92.263 Data time: 0.2143, Forward time: 2.2877, Backward time: 3.0602, DDP time: 0.0046, Total iter time: 5.4264 [2020-11-15 05:46:46,481][root][INFO] - ===> Epoch[124](3239/26): Loss 0.2951, Sem 0.2951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.823e-01 Score 91.287 Data time: 0.1861, Forward time: 2.2877, Backward time: 3.0597, DDP time: 0.0046, Total iter time: 4.9988 [2020-11-15 05:46:53,468][root][INFO] - ===> Epoch[124](3240/26): Loss 0.3038, Sem 0.3038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.823e-01 Score 90.434 Data time: 0.2520, Forward time: 2.2880, Backward time: 3.0604, DDP time: 0.0046, Total iter time: 6.8800 [2020-11-15 05:46:59,177][root][INFO] - ===> Epoch[124](3241/26): Loss 0.3144, Sem 0.3144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.822e-01 Score 90.516 Data time: 0.1752, Forward time: 2.2878, Backward time: 3.0605, DDP time: 0.0046, Total iter time: 5.5848 [2020-11-15 05:47:04,743][root][INFO] - ===> Epoch[124](3242/26): Loss 0.2982, Sem 0.2982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.822e-01 Score 90.918 Data time: 0.2082, Forward time: 2.2879, Backward time: 3.0604, DDP time: 0.0046, Total iter time: 5.4643 [2020-11-15 05:47:10,146][root][INFO] - ===> Epoch[124](3243/26): Loss 0.3147, Sem 0.3147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.822e-01 Score 90.550 Data time: 0.1900, Forward time: 2.2880, Backward time: 3.0600, DDP time: 0.0046, Total iter time: 5.2905 [2020-11-15 05:47:15,467][root][INFO] - ===> Epoch[124](3244/26): Loss 0.2992, Sem 0.2992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.821e-01 Score 90.414 Data time: 0.1359, Forward time: 2.2874, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 5.2192 [2020-11-15 05:47:20,969][root][INFO] - ===> Epoch[124](3245/26): Loss 0.3065, Sem 0.3065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.821e-01 Score 90.424 Data time: 0.1582, Forward time: 2.2870, Backward time: 3.0606, DDP time: 0.0046, Total iter time: 5.4171 [2020-11-15 05:47:27,020][root][INFO] - ===> Epoch[124](3246/26): Loss 0.3180, Sem 0.3180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.821e-01 Score 90.291 Data time: 0.1777, Forward time: 2.2868, Backward time: 3.0610, DDP time: 0.0046, Total iter time: 5.9622 [2020-11-15 05:47:32,488][root][INFO] - ===> Epoch[124](3247/26): Loss 0.3674, Sem 0.3674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.820e-01 Score 89.608 Data time: 0.1530, Forward time: 2.2864, Backward time: 3.0612, DDP time: 0.0046, Total iter time: 5.3688 [2020-11-15 05:47:39,110][root][INFO] - ===> Epoch[124](3248/26): Loss 0.3014, Sem 0.3014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.820e-01 Score 90.351 Data time: 0.1857, Forward time: 2.2864, Backward time: 3.0619, DDP time: 0.0046, Total iter time: 6.5400 [2020-11-15 05:47:43,548][root][INFO] - ===> Epoch[125](3249/26): Loss 0.3394, Sem 0.3394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.820e-01 Score 89.694 Data time: 0.1653, Forward time: 2.2860, Backward time: 3.0613, DDP time: 0.0046, Total iter time: 4.3074 [2020-11-15 05:47:49,916][root][INFO] - ===> Epoch[125](3250/26): Loss 0.3481, Sem 0.3481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.819e-01 Score 88.994 Data time: 0.1964, Forward time: 2.2856, Backward time: 3.0622, DDP time: 0.0046, Total iter time: 6.2808 [2020-11-15 05:47:54,697][root][INFO] - ===> Epoch[125](3251/26): Loss 0.2992, Sem 0.2992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.819e-01 Score 90.840 Data time: 0.2007, Forward time: 2.2856, Backward time: 3.0614, DDP time: 0.0046, Total iter time: 4.6850 [2020-11-15 05:48:00,144][root][INFO] - ===> Epoch[125](3252/26): Loss 0.3152, Sem 0.3152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.818e-01 Score 90.094 Data time: 0.1933, Forward time: 2.2857, Backward time: 3.0612, DDP time: 0.0046, Total iter time: 5.3485 [2020-11-15 05:48:05,371][root][INFO] - ===> Epoch[125](3253/26): Loss 0.3185, Sem 0.3185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.818e-01 Score 89.914 Data time: 0.1365, Forward time: 2.2852, Backward time: 3.0613, DDP time: 0.0046, Total iter time: 5.1183 [2020-11-15 05:48:10,394][root][INFO] - ===> Epoch[125](3254/26): Loss 0.2597, Sem 0.2597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.818e-01 Score 91.663 Data time: 0.2519, Forward time: 2.2854, Backward time: 3.0606, DDP time: 0.0046, Total iter time: 4.9324 [2020-11-15 05:48:15,702][root][INFO] - ===> Epoch[125](3255/26): Loss 0.3110, Sem 0.3110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.817e-01 Score 89.823 Data time: 0.1873, Forward time: 2.2854, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 5.2073 [2020-11-15 05:48:21,355][root][INFO] - ===> Epoch[125](3256/26): Loss 0.3078, Sem 0.3078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.817e-01 Score 90.343 Data time: 0.1661, Forward time: 2.2851, Backward time: 3.0605, DDP time: 0.0046, Total iter time: 5.5392 [2020-11-15 05:48:25,577][root][INFO] - ===> Epoch[125](3257/26): Loss 0.3199, Sem 0.3199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.817e-01 Score 89.775 Data time: 0.1546, Forward time: 2.2846, Backward time: 3.0599, DDP time: 0.0046, Total iter time: 4.0997 [2020-11-15 05:48:30,636][root][INFO] - ===> Epoch[125](3258/26): Loss 0.3159, Sem 0.3159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.816e-01 Score 90.175 Data time: 0.2119, Forward time: 2.2848, Backward time: 3.0592, DDP time: 0.0046, Total iter time: 4.9718 [2020-11-15 05:48:36,329][root][INFO] - ===> Epoch[125](3259/26): Loss 0.3631, Sem 0.3631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.816e-01 Score 88.739 Data time: 0.1370, Forward time: 2.2842, Backward time: 3.0596, DDP time: 0.0046, Total iter time: 5.5716 [2020-11-15 05:48:41,392][root][INFO] - ===> Epoch[125](3260/26): Loss 0.3055, Sem 0.3055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.816e-01 Score 90.950 Data time: 0.1888, Forward time: 2.2841, Backward time: 3.0593, DDP time: 0.0046, Total iter time: 4.9746 [2020-11-15 05:48:48,593][root][INFO] - ===> Epoch[125](3261/26): Loss 0.3612, Sem 0.3612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.815e-01 Score 89.213 Data time: 0.2019, Forward time: 2.2842, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 7.0973 [2020-11-15 05:48:54,340][root][INFO] - ===> Epoch[125](3262/26): Loss 0.4327, Sem 0.4327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.815e-01 Score 87.040 Data time: 0.1621, Forward time: 2.2840, Backward time: 3.0606, DDP time: 0.0046, Total iter time: 5.6301 [2020-11-15 05:49:00,157][root][INFO] - ===> Epoch[125](3263/26): Loss 0.3217, Sem 0.3217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.814e-01 Score 90.893 Data time: 0.1610, Forward time: 2.2835, Backward time: 3.0610, DDP time: 0.0046, Total iter time: 5.7027 [2020-11-15 05:49:06,530][root][INFO] - ===> Epoch[125](3264/26): Loss 0.3320, Sem 0.3320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.814e-01 Score 89.623 Data time: 0.3893, Forward time: 2.2843, Backward time: 3.0608, DDP time: 0.0046, Total iter time: 6.3113 [2020-11-15 05:49:12,206][root][INFO] - ===> Epoch[125](3265/26): Loss 0.4141, Sem 0.4141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.814e-01 Score 87.372 Data time: 0.2215, Forward time: 2.2846, Backward time: 3.0604, DDP time: 0.0046, Total iter time: 5.5474 [2020-11-15 05:49:19,183][root][INFO] - ===> Epoch[125](3266/26): Loss 0.3425, Sem 0.3425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.813e-01 Score 88.984 Data time: 0.3744, Forward time: 2.2855, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 6.8502 [2020-11-15 05:49:24,742][root][INFO] - ===> Epoch[125](3267/26): Loss 0.3417, Sem 0.3417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.813e-01 Score 89.060 Data time: 0.1994, Forward time: 2.2854, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 5.4285 [2020-11-15 05:49:30,663][root][INFO] - ===> Epoch[125](3268/26): Loss 0.3253, Sem 0.3253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.813e-01 Score 89.753 Data time: 0.1447, Forward time: 2.2849, Backward time: 3.0609, DDP time: 0.0046, Total iter time: 5.8177 [2020-11-15 05:49:36,573][root][INFO] - ===> Epoch[125](3269/26): Loss 0.3625, Sem 0.3625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.812e-01 Score 89.064 Data time: 0.1543, Forward time: 2.2845, Backward time: 3.0615, DDP time: 0.0046, Total iter time: 5.8257 [2020-11-15 05:49:42,782][root][INFO] - ===> Epoch[125](3270/26): Loss 0.3705, Sem 0.3705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.812e-01 Score 88.394 Data time: 0.2028, Forward time: 2.2845, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 6.1202 [2020-11-15 05:49:49,140][root][INFO] - ===> Epoch[125](3271/26): Loss 0.3222, Sem 0.3222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.812e-01 Score 90.349 Data time: 0.2293, Forward time: 2.2845, Backward time: 3.0623, DDP time: 0.0046, Total iter time: 6.2387 [2020-11-15 05:49:54,980][root][INFO] - ===> Epoch[125](3272/26): Loss 0.3761, Sem 0.3761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.811e-01 Score 88.361 Data time: 0.2611, Forward time: 2.2851, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 5.7411 [2020-11-15 05:49:59,837][root][INFO] - ===> Epoch[125](3273/26): Loss 0.3159, Sem 0.3159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.811e-01 Score 89.874 Data time: 0.1689, Forward time: 2.2850, Backward time: 3.0612, DDP time: 0.0046, Total iter time: 4.7340 [2020-11-15 05:50:04,970][root][INFO] - ===> Epoch[125](3274/26): Loss 0.3824, Sem 0.3824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.810e-01 Score 88.823 Data time: 0.1461, Forward time: 2.2845, Backward time: 3.0613, DDP time: 0.0046, Total iter time: 5.0355 [2020-11-15 05:50:10,188][root][INFO] - ===> Epoch[126](3275/26): Loss 0.3844, Sem 0.3844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.810e-01 Score 87.667 Data time: 0.2114, Forward time: 2.2846, Backward time: 3.0608, DDP time: 0.0046, Total iter time: 5.1417 [2020-11-15 05:50:15,701][root][INFO] - ===> Epoch[126](3276/26): Loss 0.3217, Sem 0.3217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.810e-01 Score 89.945 Data time: 0.1608, Forward time: 2.2844, Backward time: 3.0609, DDP time: 0.0046, Total iter time: 5.3818 [2020-11-15 05:50:22,159][root][INFO] - ===> Epoch[126](3277/26): Loss 0.3259, Sem 0.3259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.809e-01 Score 89.024 Data time: 0.1654, Forward time: 2.2840, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 6.3546 [2020-11-15 05:50:27,420][root][INFO] - ===> Epoch[126](3278/26): Loss 0.4346, Sem 0.4346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.809e-01 Score 87.123 Data time: 0.2422, Forward time: 2.2843, Backward time: 3.0612, DDP time: 0.0046, Total iter time: 5.1835 [2020-11-15 05:50:33,198][root][INFO] - ===> Epoch[126](3279/26): Loss 0.3018, Sem 0.3018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.809e-01 Score 90.918 Data time: 0.1959, Forward time: 2.2843, Backward time: 3.0612, DDP time: 0.0046, Total iter time: 5.6467 [2020-11-15 05:50:39,046][root][INFO] - ===> Epoch[126](3280/26): Loss 0.3458, Sem 0.3458, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.808e-01 Score 89.475 Data time: 0.1942, Forward time: 2.2842, Backward time: 3.0614, DDP time: 0.0046, Total iter time: 5.7292 [2020-11-15 05:50:45,456][root][INFO] - ===> Epoch[126](3281/26): Loss 0.3384, Sem 0.3384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.808e-01 Score 89.533 Data time: 0.2248, Forward time: 2.2844, Backward time: 3.0617, DDP time: 0.0046, Total iter time: 6.2929 [2020-11-15 05:50:51,437][root][INFO] - ===> Epoch[126](3282/26): Loss 0.3846, Sem 0.3846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.807e-01 Score 88.571 Data time: 0.1697, Forward time: 2.2843, Backward time: 3.0620, DDP time: 0.0046, Total iter time: 5.8652 [2020-11-15 05:50:57,483][root][INFO] - ===> Epoch[126](3283/26): Loss 0.3878, Sem 0.3878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.807e-01 Score 87.827 Data time: 0.2091, Forward time: 2.2842, Backward time: 3.0623, DDP time: 0.0046, Total iter time: 5.9436 [2020-11-15 05:51:03,952][root][INFO] - ===> Epoch[126](3284/26): Loss 0.3599, Sem 0.3599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.807e-01 Score 89.137 Data time: 0.2870, Forward time: 2.2849, Backward time: 3.0621, DDP time: 0.0046, Total iter time: 6.3510 [2020-11-15 05:51:09,322][root][INFO] - ===> Epoch[126](3285/26): Loss 0.2951, Sem 0.2951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.806e-01 Score 90.779 Data time: 0.1737, Forward time: 2.2849, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 5.2725 [2020-11-15 05:51:16,138][root][INFO] - ===> Epoch[126](3286/26): Loss 0.2772, Sem 0.2772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.806e-01 Score 91.116 Data time: 0.1578, Forward time: 2.2846, Backward time: 3.0630, DDP time: 0.0046, Total iter time: 6.7172 [2020-11-15 05:51:21,589][root][INFO] - ===> Epoch[126](3287/26): Loss 0.3268, Sem 0.3268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.806e-01 Score 90.010 Data time: 0.2104, Forward time: 2.2848, Backward time: 3.0626, DDP time: 0.0046, Total iter time: 5.3525 [2020-11-15 05:51:27,103][root][INFO] - ===> Epoch[126](3288/26): Loss 0.3267, Sem 0.3267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.805e-01 Score 89.538 Data time: 0.2522, Forward time: 2.2852, Backward time: 3.0620, DDP time: 0.0046, Total iter time: 5.4001 [2020-11-15 05:51:32,765][root][INFO] - ===> Epoch[126](3289/26): Loss 0.2707, Sem 0.2707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.805e-01 Score 91.401 Data time: 0.2126, Forward time: 2.2853, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 5.5346 [2020-11-15 05:51:37,331][root][INFO] - ===> Epoch[126](3290/26): Loss 0.3199, Sem 0.3199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.805e-01 Score 89.908 Data time: 0.1745, Forward time: 2.2852, Backward time: 3.0610, DDP time: 0.0046, Total iter time: 4.4255 [2020-11-15 05:51:43,538][root][INFO] - ===> Epoch[126](3291/26): Loss 0.3221, Sem 0.3221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.804e-01 Score 89.847 Data time: 0.1099, Forward time: 2.2845, Backward time: 3.0623, DDP time: 0.0046, Total iter time: 6.1031 [2020-11-15 05:51:48,697][root][INFO] - ===> Epoch[126](3292/26): Loss 0.3602, Sem 0.3602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.804e-01 Score 88.823 Data time: 0.1543, Forward time: 2.2841, Backward time: 3.0623, DDP time: 0.0046, Total iter time: 5.1085 [2020-11-15 05:51:53,975][root][INFO] - ===> Epoch[126](3293/26): Loss 0.3369, Sem 0.3369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.803e-01 Score 89.320 Data time: 0.2202, Forward time: 2.2843, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 5.1896 [2020-11-15 05:51:58,702][root][INFO] - ===> Epoch[126](3294/26): Loss 0.2985, Sem 0.2985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.803e-01 Score 90.871 Data time: 0.2011, Forward time: 2.2843, Backward time: 3.0610, DDP time: 0.0046, Total iter time: 4.6131 [2020-11-15 05:52:03,706][root][INFO] - ===> Epoch[126](3295/26): Loss 0.2690, Sem 0.2690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.803e-01 Score 91.304 Data time: 0.1801, Forward time: 2.2842, Backward time: 3.0606, DDP time: 0.0046, Total iter time: 4.9041 [2020-11-15 05:52:08,822][root][INFO] - ===> Epoch[126](3296/26): Loss 0.3268, Sem 0.3268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.802e-01 Score 90.075 Data time: 0.2003, Forward time: 2.2841, Backward time: 3.0602, DDP time: 0.0046, Total iter time: 5.0233 [2020-11-15 05:52:14,643][root][INFO] - ===> Epoch[126](3297/26): Loss 0.3669, Sem 0.3669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.802e-01 Score 88.657 Data time: 0.1993, Forward time: 2.2841, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 5.7047 [2020-11-15 05:52:20,078][root][INFO] - ===> Epoch[126](3298/26): Loss 0.2973, Sem 0.2973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.802e-01 Score 90.598 Data time: 0.2224, Forward time: 2.2843, Backward time: 3.0599, DDP time: 0.0046, Total iter time: 5.3100 [2020-11-15 05:52:26,540][root][INFO] - ===> Epoch[126](3299/26): Loss 0.3229, Sem 0.3229, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.801e-01 Score 90.156 Data time: 0.2317, Forward time: 2.2847, Backward time: 3.0600, DDP time: 0.0046, Total iter time: 6.3410 [2020-11-15 05:52:32,983][root][INFO] - ===> Epoch[126](3300/26): Loss 0.2912, Sem 0.2912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.801e-01 Score 90.930 Data time: 0.1592, Forward time: 2.2844, Backward time: 3.0608, DDP time: 0.0046, Total iter time: 6.3051 [2020-11-15 05:52:38,131][root][INFO] - ===> Epoch[127](3301/26): Loss 0.3257, Sem 0.3257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.801e-01 Score 89.725 Data time: 0.1738, Forward time: 2.2843, Backward time: 3.0605, DDP time: 0.0046, Total iter time: 5.0552 [2020-11-15 05:52:43,519][root][INFO] - ===> Epoch[127](3302/26): Loss 0.2959, Sem 0.2959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.800e-01 Score 90.965 Data time: 0.2139, Forward time: 2.2845, Backward time: 3.0600, DDP time: 0.0046, Total iter time: 5.2788 [2020-11-15 05:52:49,960][root][INFO] - ===> Epoch[127](3303/26): Loss 0.3468, Sem 0.3468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.800e-01 Score 89.905 Data time: 0.1857, Forward time: 2.2845, Backward time: 3.0605, DDP time: 0.0046, Total iter time: 6.3418 [2020-11-15 05:52:56,355][root][INFO] - ===> Epoch[127](3304/26): Loss 0.3155, Sem 0.3155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.799e-01 Score 89.917 Data time: 0.1432, Forward time: 2.2841, Backward time: 3.0615, DDP time: 0.0046, Total iter time: 6.2982 [2020-11-15 05:53:01,762][root][INFO] - ===> Epoch[127](3305/26): Loss 0.3683, Sem 0.3683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.799e-01 Score 88.504 Data time: 0.2430, Forward time: 2.2845, Backward time: 3.0608, DDP time: 0.0046, Total iter time: 5.3598 [2020-11-15 05:53:06,148][root][INFO] - ===> Epoch[127](3306/26): Loss 0.3358, Sem 0.3358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.799e-01 Score 88.998 Data time: 0.2250, Forward time: 2.2845, Backward time: 3.0598, DDP time: 0.0046, Total iter time: 4.2827 [2020-11-15 05:53:11,997][root][INFO] - ===> Epoch[127](3307/26): Loss 0.3505, Sem 0.3505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.798e-01 Score 88.765 Data time: 0.2000, Forward time: 2.2848, Backward time: 3.0596, DDP time: 0.0046, Total iter time: 5.7647 [2020-11-15 05:53:18,517][root][INFO] - ===> Epoch[127](3308/26): Loss 0.3325, Sem 0.3325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.798e-01 Score 89.791 Data time: 0.1254, Forward time: 2.2843, Backward time: 3.0608, DDP time: 0.0046, Total iter time: 6.3949 [2020-11-15 05:53:24,409][root][INFO] - ===> Epoch[127](3309/26): Loss 0.3647, Sem 0.3647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.798e-01 Score 89.181 Data time: 0.1701, Forward time: 2.2840, Backward time: 3.0612, DDP time: 0.0046, Total iter time: 5.8041 [2020-11-15 05:53:30,442][root][INFO] - ===> Epoch[127](3310/26): Loss 0.3288, Sem 0.3288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.797e-01 Score 89.484 Data time: 0.1598, Forward time: 2.2836, Backward time: 3.0618, DDP time: 0.0046, Total iter time: 5.9517 [2020-11-15 05:53:35,869][root][INFO] - ===> Epoch[127](3311/26): Loss 0.2892, Sem 0.2892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.797e-01 Score 90.510 Data time: 0.2095, Forward time: 2.2838, Backward time: 3.0614, DDP time: 0.0046, Total iter time: 5.3356 [2020-11-15 05:53:42,564][root][INFO] - ===> Epoch[127](3312/26): Loss 0.3277, Sem 0.3277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.796e-01 Score 89.977 Data time: 0.1663, Forward time: 2.2836, Backward time: 3.0623, DDP time: 0.0046, Total iter time: 6.5774 [2020-11-15 05:53:48,507][root][INFO] - ===> Epoch[127](3313/26): Loss 0.3024, Sem 0.3024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.796e-01 Score 90.445 Data time: 0.2050, Forward time: 2.2838, Backward time: 3.0623, DDP time: 0.0046, Total iter time: 5.8458 [2020-11-15 05:53:53,434][root][INFO] - ===> Epoch[127](3314/26): Loss 0.3196, Sem 0.3196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.796e-01 Score 90.443 Data time: 0.1973, Forward time: 2.2836, Backward time: 3.0619, DDP time: 0.0046, Total iter time: 4.8159 [2020-11-15 05:53:58,043][root][INFO] - ===> Epoch[127](3315/26): Loss 0.3359, Sem 0.3359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.795e-01 Score 89.038 Data time: 0.1643, Forward time: 2.2834, Backward time: 3.0613, DDP time: 0.0046, Total iter time: 4.5049 [2020-11-15 05:54:04,824][root][INFO] - ===> Epoch[127](3316/26): Loss 0.2635, Sem 0.2635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.795e-01 Score 91.444 Data time: 0.1457, Forward time: 2.2830, Backward time: 3.0625, DDP time: 0.0046, Total iter time: 6.6861 [2020-11-15 05:54:10,615][root][INFO] - ===> Epoch[127](3317/26): Loss 0.3004, Sem 0.3004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.795e-01 Score 90.561 Data time: 0.1427, Forward time: 2.2824, Backward time: 3.0632, DDP time: 0.0046, Total iter time: 5.7180 [2020-11-15 05:54:17,171][root][INFO] - ===> Epoch[127](3318/26): Loss 0.3301, Sem 0.3301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.794e-01 Score 90.138 Data time: 0.3351, Forward time: 2.2831, Backward time: 3.0631, DDP time: 0.0046, Total iter time: 6.5033 [2020-11-15 05:54:22,520][root][INFO] - ===> Epoch[127](3319/26): Loss 0.3125, Sem 0.3125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.794e-01 Score 90.294 Data time: 0.1769, Forward time: 2.2830, Backward time: 3.0629, DDP time: 0.0046, Total iter time: 5.2394 [2020-11-15 05:54:27,955][root][INFO] - ===> Epoch[127](3320/26): Loss 0.2774, Sem 0.2774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.794e-01 Score 91.103 Data time: 0.1756, Forward time: 2.2827, Backward time: 3.0630, DDP time: 0.0046, Total iter time: 5.3157 [2020-11-15 05:54:34,197][root][INFO] - ===> Epoch[127](3321/26): Loss 0.3546, Sem 0.3546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.793e-01 Score 89.332 Data time: 0.1613, Forward time: 2.2823, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 6.1597 [2020-11-15 05:54:39,830][root][INFO] - ===> Epoch[127](3322/26): Loss 0.3542, Sem 0.3542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.793e-01 Score 88.878 Data time: 0.1426, Forward time: 2.2819, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 5.5403 [2020-11-15 05:54:45,021][root][INFO] - ===> Epoch[127](3323/26): Loss 0.3295, Sem 0.3295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.792e-01 Score 90.324 Data time: 0.1455, Forward time: 2.2814, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 5.1121 [2020-11-15 05:54:50,603][root][INFO] - ===> Epoch[127](3324/26): Loss 0.3443, Sem 0.3443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.792e-01 Score 89.654 Data time: 0.1667, Forward time: 2.2811, Backward time: 3.0645, DDP time: 0.0046, Total iter time: 5.5003 [2020-11-15 05:54:55,259][root][INFO] - ===> Epoch[127](3325/26): Loss 0.3309, Sem 0.3309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.792e-01 Score 89.494 Data time: 0.1283, Forward time: 2.2805, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 4.5554 [2020-11-15 05:55:01,691][root][INFO] - ===> Epoch[127](3326/26): Loss 0.3366, Sem 0.3366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.791e-01 Score 89.457 Data time: 0.1222, Forward time: 2.2798, Backward time: 3.0657, DDP time: 0.0046, Total iter time: 6.3572 [2020-11-15 05:55:07,034][root][INFO] - ===> Epoch[128](3327/26): Loss 0.3910, Sem 0.3910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.791e-01 Score 88.827 Data time: 0.1729, Forward time: 2.2796, Backward time: 3.0657, DDP time: 0.0046, Total iter time: 5.3008 [2020-11-15 05:55:12,862][root][INFO] - ===> Epoch[128](3328/26): Loss 0.3306, Sem 0.3306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.791e-01 Score 89.484 Data time: 0.2671, Forward time: 2.2800, Backward time: 3.0653, DDP time: 0.0046, Total iter time: 5.7270 [2020-11-15 05:55:19,857][root][INFO] - ===> Epoch[128](3329/26): Loss 0.3196, Sem 0.3196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.790e-01 Score 89.779 Data time: 0.1954, Forward time: 2.2800, Backward time: 3.0662, DDP time: 0.0046, Total iter time: 6.8604 [2020-11-15 05:55:25,135][root][INFO] - ===> Epoch[128](3330/26): Loss 0.3058, Sem 0.3058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.790e-01 Score 90.149 Data time: 0.2378, Forward time: 2.2804, Backward time: 3.0655, DDP time: 0.0046, Total iter time: 5.1408 [2020-11-15 05:55:30,530][root][INFO] - ===> Epoch[128](3331/26): Loss 0.3119, Sem 0.3119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.790e-01 Score 90.303 Data time: 0.1922, Forward time: 2.2804, Backward time: 3.0652, DDP time: 0.0046, Total iter time: 5.2694 [2020-11-15 05:55:36,549][root][INFO] - ===> Epoch[128](3332/26): Loss 0.3243, Sem 0.3243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.789e-01 Score 89.860 Data time: 0.1682, Forward time: 2.2801, Backward time: 3.0657, DDP time: 0.0046, Total iter time: 5.9123 [2020-11-15 05:55:42,447][root][INFO] - ===> Epoch[128](3333/26): Loss 0.3146, Sem 0.3146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.789e-01 Score 90.007 Data time: 0.2219, Forward time: 2.2804, Backward time: 3.0656, DDP time: 0.0046, Total iter time: 5.8185 [2020-11-15 05:55:48,156][root][INFO] - ===> Epoch[128](3334/26): Loss 0.3422, Sem 0.3422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.788e-01 Score 89.225 Data time: 0.1879, Forward time: 2.2804, Backward time: 3.0656, DDP time: 0.0046, Total iter time: 5.6030 [2020-11-15 05:55:53,983][root][INFO] - ===> Epoch[128](3335/26): Loss 0.3131, Sem 0.3131, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.788e-01 Score 89.931 Data time: 0.1158, Forward time: 2.2797, Backward time: 3.0665, DDP time: 0.0046, Total iter time: 5.7318 [2020-11-15 05:55:59,935][root][INFO] - ===> Epoch[128](3336/26): Loss 0.3251, Sem 0.3251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.788e-01 Score 89.758 Data time: 0.1168, Forward time: 2.2791, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.9152 [2020-11-15 05:56:06,102][root][INFO] - ===> Epoch[128](3337/26): Loss 0.3425, Sem 0.3425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.787e-01 Score 89.209 Data time: 0.2437, Forward time: 2.2792, Backward time: 3.0676, DDP time: 0.0046, Total iter time: 6.1144 [2020-11-15 05:56:12,019][root][INFO] - ===> Epoch[128](3338/26): Loss 0.2877, Sem 0.2877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.787e-01 Score 90.778 Data time: 0.1827, Forward time: 2.2791, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.8098 [2020-11-15 05:56:17,906][root][INFO] - ===> Epoch[128](3339/26): Loss 0.3041, Sem 0.3041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.787e-01 Score 90.033 Data time: 0.2543, Forward time: 2.2796, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.7856 [2020-11-15 05:56:23,293][root][INFO] - ===> Epoch[128](3340/26): Loss 0.2825, Sem 0.2825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.786e-01 Score 90.934 Data time: 0.1701, Forward time: 2.2795, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.2704 [2020-11-15 05:56:29,929][root][INFO] - ===> Epoch[128](3341/26): Loss 0.3262, Sem 0.3262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.786e-01 Score 89.551 Data time: 0.2553, Forward time: 2.2799, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 6.5429 [2020-11-15 05:56:35,684][root][INFO] - ===> Epoch[128](3342/26): Loss 0.3303, Sem 0.3303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.785e-01 Score 90.129 Data time: 0.2623, Forward time: 2.2804, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.6204 [2020-11-15 05:56:42,161][root][INFO] - ===> Epoch[128](3343/26): Loss 0.2652, Sem 0.2652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.785e-01 Score 91.926 Data time: 0.3524, Forward time: 2.2812, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 6.3662 [2020-11-15 05:56:47,833][root][INFO] - ===> Epoch[128](3344/26): Loss 0.3162, Sem 0.3162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.785e-01 Score 89.976 Data time: 0.1729, Forward time: 2.2811, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.5786 [2020-11-15 05:56:52,955][root][INFO] - ===> Epoch[128](3345/26): Loss 0.3138, Sem 0.3138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.784e-01 Score 90.796 Data time: 0.2311, Forward time: 2.2813, Backward time: 3.0661, DDP time: 0.0046, Total iter time: 5.0191 [2020-11-15 05:56:59,265][root][INFO] - ===> Epoch[128](3346/26): Loss 0.3136, Sem 0.3136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.784e-01 Score 90.093 Data time: 0.2120, Forward time: 2.2812, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 6.2146 [2020-11-15 05:57:03,728][root][INFO] - ===> Epoch[128](3347/26): Loss 0.3484, Sem 0.3484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.784e-01 Score 89.432 Data time: 0.1494, Forward time: 2.2808, Backward time: 3.0661, DDP time: 0.0046, Total iter time: 4.3518 [2020-11-15 05:57:10,492][root][INFO] - ===> Epoch[128](3348/26): Loss 0.2526, Sem 0.2526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.783e-01 Score 91.840 Data time: 0.1457, Forward time: 2.2803, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 6.6804 [2020-11-15 05:57:15,987][root][INFO] - ===> Epoch[128](3349/26): Loss 0.2899, Sem 0.2899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.783e-01 Score 91.113 Data time: 0.1740, Forward time: 2.2801, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.4228 [2020-11-15 05:57:20,437][root][INFO] - ===> Epoch[128](3350/26): Loss 0.3456, Sem 0.3456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.783e-01 Score 89.286 Data time: 0.1994, Forward time: 2.2800, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 4.3382 [2020-11-15 05:57:26,333][root][INFO] - ===> Epoch[128](3351/26): Loss 0.2719, Sem 0.2719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.782e-01 Score 91.330 Data time: 0.1733, Forward time: 2.2797, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.8039 [2020-11-15 05:57:32,172][root][INFO] - ===> Epoch[128](3352/26): Loss 0.3006, Sem 0.3006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.782e-01 Score 90.169 Data time: 0.2525, Forward time: 2.2803, Backward time: 3.0665, DDP time: 0.0046, Total iter time: 5.7346 [2020-11-15 05:57:37,141][root][INFO] - ===> Epoch[129](3353/26): Loss 0.3088, Sem 0.3088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.781e-01 Score 90.770 Data time: 0.1769, Forward time: 2.2802, Backward time: 3.0661, DDP time: 0.0046, Total iter time: 4.8583 [2020-11-15 05:57:42,239][root][INFO] - ===> Epoch[129](3354/26): Loss 0.3081, Sem 0.3081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.781e-01 Score 90.438 Data time: 0.2205, Forward time: 2.2804, Backward time: 3.0654, DDP time: 0.0046, Total iter time: 4.9928 [2020-11-15 05:57:47,667][root][INFO] - ===> Epoch[129](3355/26): Loss 0.2999, Sem 0.2999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.781e-01 Score 91.032 Data time: 0.2284, Forward time: 2.2808, Backward time: 3.0648, DDP time: 0.0046, Total iter time: 5.3052 [2020-11-15 05:57:52,460][root][INFO] - ===> Epoch[129](3356/26): Loss 0.2791, Sem 0.2791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.780e-01 Score 91.292 Data time: 0.2080, Forward time: 2.2809, Backward time: 3.0640, DDP time: 0.0046, Total iter time: 4.6579 [2020-11-15 05:57:58,769][root][INFO] - ===> Epoch[129](3357/26): Loss 0.2851, Sem 0.2851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.780e-01 Score 90.776 Data time: 0.1505, Forward time: 2.2805, Backward time: 3.0648, DDP time: 0.0046, Total iter time: 6.2155 [2020-11-15 05:58:04,625][root][INFO] - ===> Epoch[129](3358/26): Loss 0.3659, Sem 0.3659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.780e-01 Score 89.054 Data time: 0.2394, Forward time: 2.2809, Backward time: 3.0646, DDP time: 0.0046, Total iter time: 5.7950 [2020-11-15 05:58:10,157][root][INFO] - ===> Epoch[129](3359/26): Loss 0.2878, Sem 0.2878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.779e-01 Score 90.854 Data time: 0.2188, Forward time: 2.2810, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 5.4310 [2020-11-15 05:58:16,162][root][INFO] - ===> Epoch[129](3360/26): Loss 0.2658, Sem 0.2658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.779e-01 Score 91.883 Data time: 0.2602, Forward time: 2.2813, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 5.8984 [2020-11-15 05:58:20,914][root][INFO] - ===> Epoch[129](3361/26): Loss 0.3226, Sem 0.3226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.779e-01 Score 90.135 Data time: 0.2098, Forward time: 2.2813, Backward time: 3.0635, DDP time: 0.0046, Total iter time: 4.6316 [2020-11-15 05:58:26,185][root][INFO] - ===> Epoch[129](3362/26): Loss 0.2892, Sem 0.2892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.778e-01 Score 90.772 Data time: 0.1822, Forward time: 2.2813, Backward time: 3.0632, DDP time: 0.0046, Total iter time: 5.1730 [2020-11-15 05:58:31,662][root][INFO] - ===> Epoch[129](3363/26): Loss 0.2690, Sem 0.2690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.778e-01 Score 91.698 Data time: 0.1601, Forward time: 2.2811, Backward time: 3.0632, DDP time: 0.0046, Total iter time: 5.3753 [2020-11-15 05:58:38,188][root][INFO] - ===> Epoch[129](3364/26): Loss 0.2673, Sem 0.2673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.777e-01 Score 91.391 Data time: 0.1948, Forward time: 2.2810, Backward time: 3.0639, DDP time: 0.0046, Total iter time: 6.4242 [2020-11-15 05:58:43,479][root][INFO] - ===> Epoch[129](3365/26): Loss 0.2698, Sem 0.2698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.777e-01 Score 91.312 Data time: 0.1672, Forward time: 2.2807, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 5.1840 [2020-11-15 05:58:49,802][root][INFO] - ===> Epoch[129](3366/26): Loss 0.2596, Sem 0.2596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.777e-01 Score 91.730 Data time: 0.2286, Forward time: 2.2808, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 6.2587 [2020-11-15 05:58:55,753][root][INFO] - ===> Epoch[129](3367/26): Loss 0.3165, Sem 0.3165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.776e-01 Score 89.717 Data time: 0.2043, Forward time: 2.2810, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 5.8478 [2020-11-15 05:59:02,049][root][INFO] - ===> Epoch[129](3368/26): Loss 0.2765, Sem 0.2765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.776e-01 Score 91.497 Data time: 0.2047, Forward time: 2.2810, Backward time: 3.0645, DDP time: 0.0046, Total iter time: 6.1745 [2020-11-15 05:59:08,611][root][INFO] - ===> Epoch[129](3369/26): Loss 0.2519, Sem 0.2519, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.776e-01 Score 92.032 Data time: 0.2247, Forward time: 2.2812, Backward time: 3.0649, DDP time: 0.0046, Total iter time: 6.4439 [2020-11-15 05:59:14,210][root][INFO] - ===> Epoch[129](3370/26): Loss 0.2935, Sem 0.2935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.775e-01 Score 90.783 Data time: 0.1692, Forward time: 2.2811, Backward time: 3.0650, DDP time: 0.0046, Total iter time: 5.4863 [2020-11-15 05:59:19,579][root][INFO] - ===> Epoch[129](3371/26): Loss 0.2969, Sem 0.2969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.775e-01 Score 90.531 Data time: 0.1751, Forward time: 2.2809, Backward time: 3.0649, DDP time: 0.0046, Total iter time: 5.2705 [2020-11-15 05:59:24,758][root][INFO] - ===> Epoch[129](3372/26): Loss 0.2816, Sem 0.2816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.774e-01 Score 91.198 Data time: 0.1739, Forward time: 2.2807, Backward time: 3.0647, DDP time: 0.0046, Total iter time: 5.0737 [2020-11-15 05:59:31,118][root][INFO] - ===> Epoch[129](3373/26): Loss 0.3104, Sem 0.3104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.774e-01 Score 90.087 Data time: 0.2302, Forward time: 2.2810, Backward time: 3.0649, DDP time: 0.0046, Total iter time: 6.2673 [2020-11-15 05:59:37,295][root][INFO] - ===> Epoch[129](3374/26): Loss 0.2995, Sem 0.2995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.774e-01 Score 90.764 Data time: 0.1942, Forward time: 2.2808, Backward time: 3.0653, DDP time: 0.0046, Total iter time: 6.0579 [2020-11-15 05:59:43,512][root][INFO] - ===> Epoch[129](3375/26): Loss 0.4053, Sem 0.4053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.773e-01 Score 88.178 Data time: 0.3197, Forward time: 2.2815, Backward time: 3.0649, DDP time: 0.0046, Total iter time: 6.1092 [2020-11-15 05:59:48,682][root][INFO] - ===> Epoch[129](3376/26): Loss 0.3511, Sem 0.3511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.773e-01 Score 89.784 Data time: 0.2058, Forward time: 2.2816, Backward time: 3.0644, DDP time: 0.0046, Total iter time: 5.0471 [2020-11-15 05:59:54,377][root][INFO] - ===> Epoch[129](3377/26): Loss 0.3465, Sem 0.3465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.773e-01 Score 89.792 Data time: 0.1806, Forward time: 2.2816, Backward time: 3.0645, DDP time: 0.0046, Total iter time: 5.5982 [2020-11-15 06:00:00,171][root][INFO] - ===> Epoch[129](3378/26): Loss 0.3166, Sem 0.3166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.772e-01 Score 90.154 Data time: 0.1837, Forward time: 2.2813, Backward time: 3.0647, DDP time: 0.0046, Total iter time: 5.6774 [2020-11-15 06:00:06,019][root][INFO] - ===> Epoch[130](3379/26): Loss 0.3224, Sem 0.3224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.772e-01 Score 90.123 Data time: 0.2591, Forward time: 2.2818, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 5.7597 [2020-11-15 06:00:12,231][root][INFO] - ===> Epoch[130](3380/26): Loss 0.2931, Sem 0.2931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.772e-01 Score 90.722 Data time: 0.2171, Forward time: 2.2817, Backward time: 3.0648, DDP time: 0.0046, Total iter time: 6.0878 [2020-11-15 06:00:17,762][root][INFO] - ===> Epoch[130](3381/26): Loss 0.3452, Sem 0.3452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.771e-01 Score 88.963 Data time: 0.2476, Forward time: 2.2821, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 5.4236 [2020-11-15 06:00:23,233][root][INFO] - ===> Epoch[130](3382/26): Loss 0.2886, Sem 0.2886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.771e-01 Score 90.725 Data time: 0.1784, Forward time: 2.2820, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 5.3682 [2020-11-15 06:00:28,662][root][INFO] - ===> Epoch[130](3383/26): Loss 0.3036, Sem 0.3036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.770e-01 Score 90.513 Data time: 0.1590, Forward time: 2.2816, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 5.3372 [2020-11-15 06:00:33,720][root][INFO] - ===> Epoch[130](3384/26): Loss 0.3160, Sem 0.3160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.770e-01 Score 90.125 Data time: 0.1701, Forward time: 2.2814, Backward time: 3.0641, DDP time: 0.0046, Total iter time: 4.9629 [2020-11-15 06:00:39,394][root][INFO] - ===> Epoch[130](3385/26): Loss 0.2673, Sem 0.2673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.770e-01 Score 91.761 Data time: 0.2073, Forward time: 2.2814, Backward time: 3.0641, DDP time: 0.0046, Total iter time: 5.5690 [2020-11-15 06:00:44,974][root][INFO] - ===> Epoch[130](3386/26): Loss 0.3430, Sem 0.3430, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.769e-01 Score 89.151 Data time: 0.2330, Forward time: 2.2817, Backward time: 3.0637, DDP time: 0.0046, Total iter time: 5.4723 [2020-11-15 06:00:51,115][root][INFO] - ===> Epoch[130](3387/26): Loss 0.3230, Sem 0.3230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.769e-01 Score 89.489 Data time: 0.1927, Forward time: 2.2818, Backward time: 3.0639, DDP time: 0.0046, Total iter time: 6.0307 [2020-11-15 06:00:57,216][root][INFO] - ===> Epoch[130](3388/26): Loss 0.3059, Sem 0.3059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.769e-01 Score 89.818 Data time: 0.2056, Forward time: 2.2819, Backward time: 3.0640, DDP time: 0.0046, Total iter time: 5.9871 [2020-11-15 06:01:03,522][root][INFO] - ===> Epoch[130](3389/26): Loss 0.2964, Sem 0.2964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.768e-01 Score 90.386 Data time: 0.2168, Forward time: 2.2821, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 6.1791 [2020-11-15 06:01:10,760][root][INFO] - ===> Epoch[130](3390/26): Loss 0.2787, Sem 0.2787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.768e-01 Score 91.113 Data time: 0.1643, Forward time: 2.2819, Backward time: 3.0655, DDP time: 0.0046, Total iter time: 7.0937 [2020-11-15 06:01:16,474][root][INFO] - ===> Epoch[130](3391/26): Loss 0.3154, Sem 0.3154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.768e-01 Score 90.265 Data time: 0.1873, Forward time: 2.2818, Backward time: 3.0656, DDP time: 0.0046, Total iter time: 5.6365 [2020-11-15 06:01:21,107][root][INFO] - ===> Epoch[130](3392/26): Loss 0.3152, Sem 0.3152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.767e-01 Score 89.787 Data time: 0.1675, Forward time: 2.2816, Backward time: 3.0650, DDP time: 0.0046, Total iter time: 4.5335 [2020-11-15 06:01:25,770][root][INFO] - ===> Epoch[130](3393/26): Loss 0.3143, Sem 0.3143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.767e-01 Score 90.322 Data time: 0.1940, Forward time: 2.2817, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 4.5714 [2020-11-15 06:01:31,027][root][INFO] - ===> Epoch[130](3394/26): Loss 0.3106, Sem 0.3106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.766e-01 Score 90.677 Data time: 0.1842, Forward time: 2.2816, Backward time: 3.0640, DDP time: 0.0046, Total iter time: 5.1655 [2020-11-15 06:01:37,543][root][INFO] - ===> Epoch[130](3395/26): Loss 0.3113, Sem 0.3113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.766e-01 Score 90.266 Data time: 0.1912, Forward time: 2.2816, Backward time: 3.0646, DDP time: 0.0046, Total iter time: 6.4352 [2020-11-15 06:01:43,704][root][INFO] - ===> Epoch[130](3396/26): Loss 0.3331, Sem 0.3331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.766e-01 Score 89.348 Data time: 0.1801, Forward time: 2.2813, Backward time: 3.0651, DDP time: 0.0046, Total iter time: 6.0807 [2020-11-15 06:01:49,588][root][INFO] - ===> Epoch[130](3397/26): Loss 0.3163, Sem 0.3163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.765e-01 Score 89.854 Data time: 0.2927, Forward time: 2.2818, Backward time: 3.0648, DDP time: 0.0046, Total iter time: 5.7936 [2020-11-15 06:01:55,492][root][INFO] - ===> Epoch[130](3398/26): Loss 0.3207, Sem 0.3207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.765e-01 Score 89.939 Data time: 0.2653, Forward time: 2.2824, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 5.7921 [2020-11-15 06:02:01,369][root][INFO] - ===> Epoch[130](3399/26): Loss 0.3370, Sem 0.3370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.765e-01 Score 89.158 Data time: 0.2209, Forward time: 2.2825, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 5.7633 [2020-11-15 06:02:07,450][root][INFO] - ===> Epoch[130](3400/26): Loss 0.2909, Sem 0.2909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.764e-01 Score 90.918 Data time: 0.2744, Forward time: 2.2831, Backward time: 3.0639, DDP time: 0.0046, Total iter time: 5.9607 [2020-11-15 06:02:13,521][root][INFO] - ===> Epoch[130](3401/26): Loss 0.2946, Sem 0.2946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.764e-01 Score 90.433 Data time: 0.2839, Forward time: 2.2837, Backward time: 3.0635, DDP time: 0.0046, Total iter time: 5.9412 [2020-11-15 06:02:18,955][root][INFO] - ===> Epoch[130](3402/26): Loss 0.3119, Sem 0.3119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.763e-01 Score 90.757 Data time: 0.2178, Forward time: 2.2839, Backward time: 3.0631, DDP time: 0.0046, Total iter time: 5.3234 [2020-11-15 06:02:25,208][root][INFO] - ===> Epoch[130](3403/26): Loss 0.2758, Sem 0.2758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.763e-01 Score 90.892 Data time: 0.1714, Forward time: 2.2838, Backward time: 3.0636, DDP time: 0.0046, Total iter time: 6.1381 [2020-11-15 06:02:30,037][root][INFO] - ===> Epoch[130](3404/26): Loss 0.3023, Sem 0.3023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.763e-01 Score 90.408 Data time: 0.1103, Forward time: 2.2831, Backward time: 3.0637, DDP time: 0.0046, Total iter time: 4.7149 [2020-11-15 06:02:36,025][root][INFO] - ===> Epoch[131](3405/26): Loss 0.2622, Sem 0.2622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.762e-01 Score 91.797 Data time: 0.1070, Forward time: 2.2823, Backward time: 3.0648, DDP time: 0.0046, Total iter time: 5.9004 [2020-11-15 06:02:40,312][root][INFO] - ===> Epoch[131](3406/26): Loss 0.3221, Sem 0.3221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.762e-01 Score 90.077 Data time: 0.1743, Forward time: 2.2820, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 4.2495 [2020-11-15 06:02:45,725][root][INFO] - ===> Epoch[131](3407/26): Loss 0.2982, Sem 0.2982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.762e-01 Score 90.464 Data time: 0.2422, Forward time: 2.2823, Backward time: 3.0637, DDP time: 0.0046, Total iter time: 5.3154 [2020-11-15 06:02:51,878][root][INFO] - ===> Epoch[131](3408/26): Loss 0.3223, Sem 0.3223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.761e-01 Score 90.619 Data time: 0.2115, Forward time: 2.2824, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 6.0212 [2020-11-15 06:02:57,817][root][INFO] - ===> Epoch[131](3409/26): Loss 0.4159, Sem 0.4159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.761e-01 Score 88.175 Data time: 0.1844, Forward time: 2.2824, Backward time: 3.0640, DDP time: 0.0046, Total iter time: 5.8237 [2020-11-15 06:03:03,330][root][INFO] - ===> Epoch[131](3410/26): Loss 0.3159, Sem 0.3159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.761e-01 Score 89.857 Data time: 0.2025, Forward time: 2.2824, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 5.3982 [2020-11-15 06:03:09,458][root][INFO] - ===> Epoch[131](3411/26): Loss 0.3333, Sem 0.3333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.760e-01 Score 89.798 Data time: 0.1849, Forward time: 2.2824, Backward time: 3.0642, DDP time: 0.0046, Total iter time: 6.0233 [2020-11-15 06:03:13,922][root][INFO] - ===> Epoch[131](3412/26): Loss 0.2901, Sem 0.2901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.760e-01 Score 91.017 Data time: 0.1326, Forward time: 2.2818, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 4.3477 [2020-11-15 06:03:19,229][root][INFO] - ===> Epoch[131](3413/26): Loss 0.3074, Sem 0.3074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.759e-01 Score 89.887 Data time: 0.1705, Forward time: 2.2816, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 5.2373 [2020-11-15 06:03:24,798][root][INFO] - ===> Epoch[131](3414/26): Loss 0.3179, Sem 0.3179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.759e-01 Score 89.343 Data time: 0.1921, Forward time: 2.2816, Backward time: 3.0637, DDP time: 0.0046, Total iter time: 5.4622 [2020-11-15 06:03:29,450][root][INFO] - ===> Epoch[131](3415/26): Loss 0.3168, Sem 0.3168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.759e-01 Score 90.207 Data time: 0.1572, Forward time: 2.2813, Backward time: 3.0633, DDP time: 0.0046, Total iter time: 4.5500 [2020-11-15 06:03:34,290][root][INFO] - ===> Epoch[131](3416/26): Loss 0.2776, Sem 0.2776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.758e-01 Score 91.086 Data time: 0.1588, Forward time: 2.2810, Backward time: 3.0630, DDP time: 0.0046, Total iter time: 4.7387 [2020-11-15 06:03:40,433][root][INFO] - ===> Epoch[131](3417/26): Loss 0.3199, Sem 0.3199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.758e-01 Score 89.869 Data time: 0.2506, Forward time: 2.2814, Backward time: 3.0628, DDP time: 0.0046, Total iter time: 6.0387 [2020-11-15 06:03:47,352][root][INFO] - ===> Epoch[131](3418/26): Loss 0.3482, Sem 0.3482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.758e-01 Score 89.609 Data time: 0.3418, Forward time: 2.2823, Backward time: 3.0627, DDP time: 0.0046, Total iter time: 6.7834 [2020-11-15 06:03:52,944][root][INFO] - ===> Epoch[131](3419/26): Loss 0.3157, Sem 0.3157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.757e-01 Score 90.404 Data time: 0.1791, Forward time: 2.2819, Backward time: 3.0630, DDP time: 0.0046, Total iter time: 5.4662 [2020-11-15 06:03:58,711][root][INFO] - ===> Epoch[131](3420/26): Loss 0.2909, Sem 0.2909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.757e-01 Score 90.567 Data time: 0.2083, Forward time: 2.2819, Backward time: 3.0630, DDP time: 0.0046, Total iter time: 5.6688 [2020-11-15 06:04:04,807][root][INFO] - ===> Epoch[131](3421/26): Loss 0.3268, Sem 0.3268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.757e-01 Score 89.791 Data time: 0.2147, Forward time: 2.2821, Backward time: 3.0631, DDP time: 0.0046, Total iter time: 5.9854 [2020-11-15 06:04:10,508][root][INFO] - ===> Epoch[131](3422/26): Loss 0.3547, Sem 0.3547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.756e-01 Score 88.747 Data time: 0.1695, Forward time: 2.2821, Backward time: 3.0631, DDP time: 0.0046, Total iter time: 5.5885 [2020-11-15 06:04:17,155][root][INFO] - ===> Epoch[131](3423/26): Loss 0.2566, Sem 0.2566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.756e-01 Score 91.833 Data time: 0.1633, Forward time: 2.2818, Backward time: 3.0641, DDP time: 0.0046, Total iter time: 6.5343 [2020-11-15 06:04:22,690][root][INFO] - ===> Epoch[131](3424/26): Loss 0.3206, Sem 0.3206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.755e-01 Score 90.158 Data time: 0.1818, Forward time: 2.2816, Backward time: 3.0641, DDP time: 0.0046, Total iter time: 5.4414 [2020-11-15 06:04:29,717][root][INFO] - ===> Epoch[131](3425/26): Loss 0.4037, Sem 0.4037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.755e-01 Score 87.720 Data time: 0.1851, Forward time: 2.2815, Backward time: 3.0651, DDP time: 0.0046, Total iter time: 6.9160 [2020-11-15 06:04:35,367][root][INFO] - ===> Epoch[131](3426/26): Loss 0.2992, Sem 0.2992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.755e-01 Score 90.607 Data time: 0.1513, Forward time: 2.2811, Backward time: 3.0654, DDP time: 0.0046, Total iter time: 5.5442 [2020-11-15 06:04:40,809][root][INFO] - ===> Epoch[131](3427/26): Loss 0.3127, Sem 0.3127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.754e-01 Score 90.384 Data time: 0.2433, Forward time: 2.2815, Backward time: 3.0649, DDP time: 0.0046, Total iter time: 5.3586 [2020-11-15 06:04:46,500][root][INFO] - ===> Epoch[131](3428/26): Loss 0.2626, Sem 0.2626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.754e-01 Score 91.667 Data time: 0.2053, Forward time: 2.2816, Backward time: 3.0647, DDP time: 0.0046, Total iter time: 5.5838 [2020-11-15 06:04:52,710][root][INFO] - ===> Epoch[131](3429/26): Loss 0.2844, Sem 0.2844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.754e-01 Score 91.124 Data time: 0.1529, Forward time: 2.2812, Backward time: 3.0654, DDP time: 0.0046, Total iter time: 6.0848 [2020-11-15 06:04:58,488][root][INFO] - ===> Epoch[131](3430/26): Loss 0.3460, Sem 0.3460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.753e-01 Score 89.580 Data time: 0.2112, Forward time: 2.2812, Backward time: 3.0655, DDP time: 0.0046, Total iter time: 5.6783 [2020-11-15 06:05:04,148][root][INFO] - ===> Epoch[132](3431/26): Loss 0.3422, Sem 0.3422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.753e-01 Score 88.688 Data time: 0.2376, Forward time: 2.2816, Backward time: 3.0651, DDP time: 0.0046, Total iter time: 5.5350 [2020-11-15 06:05:10,184][root][INFO] - ===> Epoch[132](3432/26): Loss 0.3415, Sem 0.3415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.752e-01 Score 89.702 Data time: 0.2448, Forward time: 2.2819, Backward time: 3.0649, DDP time: 0.0046, Total iter time: 5.9273 [2020-11-15 06:05:15,616][root][INFO] - ===> Epoch[132](3433/26): Loss 0.3006, Sem 0.3006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.752e-01 Score 90.794 Data time: 0.2208, Forward time: 2.2822, Backward time: 3.0644, DDP time: 0.0046, Total iter time: 5.3142 [2020-11-15 06:05:21,019][root][INFO] - ===> Epoch[132](3434/26): Loss 0.2838, Sem 0.2838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.752e-01 Score 91.049 Data time: 0.2016, Forward time: 2.2819, Backward time: 3.0644, DDP time: 0.0046, Total iter time: 5.2947 [2020-11-15 06:05:26,250][root][INFO] - ===> Epoch[132](3435/26): Loss 0.2846, Sem 0.2846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.751e-01 Score 91.368 Data time: 0.2345, Forward time: 2.2822, Backward time: 3.0639, DDP time: 0.0046, Total iter time: 5.1450 [2020-11-15 06:05:32,630][root][INFO] - ===> Epoch[132](3436/26): Loss 0.3129, Sem 0.3129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.751e-01 Score 89.781 Data time: 0.2784, Forward time: 2.2829, Backward time: 3.0636, DDP time: 0.0046, Total iter time: 6.2718 [2020-11-15 06:05:38,972][root][INFO] - ===> Epoch[132](3437/26): Loss 0.2628, Sem 0.2628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.751e-01 Score 91.474 Data time: 0.1914, Forward time: 2.2828, Backward time: 3.0640, DDP time: 0.0046, Total iter time: 6.2089 [2020-11-15 06:05:44,263][root][INFO] - ===> Epoch[132](3438/26): Loss 0.2707, Sem 0.2707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.750e-01 Score 91.415 Data time: 0.1867, Forward time: 2.2828, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 5.1823 [2020-11-15 06:05:49,573][root][INFO] - ===> Epoch[132](3439/26): Loss 0.3028, Sem 0.3028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.750e-01 Score 90.533 Data time: 0.1433, Forward time: 2.2823, Backward time: 3.0640, DDP time: 0.0046, Total iter time: 5.2304 [2020-11-15 06:05:54,179][root][INFO] - ===> Epoch[132](3440/26): Loss 0.2635, Sem 0.2635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.750e-01 Score 91.583 Data time: 0.2047, Forward time: 2.2824, Backward time: 3.0633, DDP time: 0.0046, Total iter time: 4.5376 [2020-11-15 06:06:00,132][root][INFO] - ===> Epoch[132](3441/26): Loss 0.3170, Sem 0.3170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.749e-01 Score 90.812 Data time: 0.1699, Forward time: 2.2822, Backward time: 3.0635, DDP time: 0.0046, Total iter time: 5.8578 [2020-11-15 06:06:05,898][root][INFO] - ===> Epoch[132](3442/26): Loss 0.3193, Sem 0.3193, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.749e-01 Score 90.671 Data time: 0.1290, Forward time: 2.2817, Backward time: 3.0641, DDP time: 0.0046, Total iter time: 5.6836 [2020-11-15 06:06:10,918][root][INFO] - ===> Epoch[132](3443/26): Loss 0.3106, Sem 0.3106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.748e-01 Score 90.928 Data time: 0.1686, Forward time: 2.2815, Backward time: 3.0639, DDP time: 0.0046, Total iter time: 4.9499 [2020-11-15 06:06:17,184][root][INFO] - ===> Epoch[132](3444/26): Loss 0.2952, Sem 0.2952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.748e-01 Score 90.590 Data time: 0.2214, Forward time: 2.2814, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 6.1703 [2020-11-15 06:06:22,265][root][INFO] - ===> Epoch[132](3445/26): Loss 0.3136, Sem 0.3136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.748e-01 Score 89.974 Data time: 0.1764, Forward time: 2.2813, Backward time: 3.0640, DDP time: 0.0046, Total iter time: 4.9725 [2020-11-15 06:06:27,509][root][INFO] - ===> Epoch[132](3446/26): Loss 0.2562, Sem 0.2562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.747e-01 Score 92.256 Data time: 0.2004, Forward time: 2.2813, Backward time: 3.0637, DDP time: 0.0046, Total iter time: 5.1419 [2020-11-15 06:06:33,356][root][INFO] - ===> Epoch[132](3447/26): Loss 0.3178, Sem 0.3178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.747e-01 Score 90.165 Data time: 0.1650, Forward time: 2.2811, Backward time: 3.0640, DDP time: 0.0046, Total iter time: 5.7424 [2020-11-15 06:06:39,662][root][INFO] - ===> Epoch[132](3448/26): Loss 0.3343, Sem 0.3343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.747e-01 Score 89.992 Data time: 0.1076, Forward time: 2.2804, Backward time: 3.0651, DDP time: 0.0046, Total iter time: 6.2263 [2020-11-15 06:06:45,110][root][INFO] - ===> Epoch[132](3449/26): Loss 0.3052, Sem 0.3052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.746e-01 Score 90.696 Data time: 0.1586, Forward time: 2.2801, Backward time: 3.0653, DDP time: 0.0046, Total iter time: 5.3869 [2020-11-15 06:06:51,765][root][INFO] - ===> Epoch[132](3450/26): Loss 0.3287, Sem 0.3287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.746e-01 Score 89.575 Data time: 0.1876, Forward time: 2.2800, Backward time: 3.0661, DDP time: 0.0046, Total iter time: 6.5624 [2020-11-15 06:06:56,817][root][INFO] - ===> Epoch[132](3451/26): Loss 0.3080, Sem 0.3080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.746e-01 Score 90.123 Data time: 0.1688, Forward time: 2.2795, Backward time: 3.0661, DDP time: 0.0046, Total iter time: 4.9404 [2020-11-15 06:07:01,786][root][INFO] - ===> Epoch[132](3452/26): Loss 0.3672, Sem 0.3672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.745e-01 Score 88.888 Data time: 0.2274, Forward time: 2.2794, Backward time: 3.0657, DDP time: 0.0046, Total iter time: 4.9077 [2020-11-15 06:07:06,940][root][INFO] - ===> Epoch[132](3453/26): Loss 0.3107, Sem 0.3107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.745e-01 Score 90.269 Data time: 0.1916, Forward time: 2.2794, Backward time: 3.0653, DDP time: 0.0046, Total iter time: 5.0597 [2020-11-15 06:07:12,910][root][INFO] - ===> Epoch[132](3454/26): Loss 0.2981, Sem 0.2981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.744e-01 Score 90.994 Data time: 0.1859, Forward time: 2.2794, Backward time: 3.0655, DDP time: 0.0046, Total iter time: 5.8713 [2020-11-15 06:07:18,791][root][INFO] - ===> Epoch[132](3455/26): Loss 0.3523, Sem 0.3523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.744e-01 Score 89.310 Data time: 0.1559, Forward time: 2.2791, Backward time: 3.0659, DDP time: 0.0046, Total iter time: 5.7707 [2020-11-15 06:07:24,124][root][INFO] - ===> Epoch[132](3456/26): Loss 0.3650, Sem 0.3650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.744e-01 Score 88.424 Data time: 0.1961, Forward time: 2.2790, Backward time: 3.0657, DDP time: 0.0046, Total iter time: 5.2382 [2020-11-15 06:07:30,296][root][INFO] - ===> Epoch[133](3457/26): Loss 0.3536, Sem 0.3536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.743e-01 Score 88.619 Data time: 0.2955, Forward time: 2.2797, Backward time: 3.0654, DDP time: 0.0046, Total iter time: 6.0663 [2020-11-15 06:07:36,478][root][INFO] - ===> Epoch[133](3458/26): Loss 0.3197, Sem 0.3197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.743e-01 Score 89.888 Data time: 0.2661, Forward time: 2.2802, Backward time: 3.0651, DDP time: 0.0046, Total iter time: 6.0666 [2020-11-15 06:07:42,121][root][INFO] - ===> Epoch[133](3459/26): Loss 0.3030, Sem 0.3030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.743e-01 Score 91.145 Data time: 0.1975, Forward time: 2.2803, Backward time: 3.0650, DDP time: 0.0046, Total iter time: 5.5424 [2020-11-15 06:07:47,610][root][INFO] - ===> Epoch[133](3460/26): Loss 0.3075, Sem 0.3075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.742e-01 Score 90.622 Data time: 0.2033, Forward time: 2.2804, Backward time: 3.0648, DDP time: 0.0046, Total iter time: 5.3744 [2020-11-15 06:07:52,910][root][INFO] - ===> Epoch[133](3461/26): Loss 0.3275, Sem 0.3275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.742e-01 Score 89.984 Data time: 0.2013, Forward time: 2.2805, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 5.1936 [2020-11-15 06:07:58,263][root][INFO] - ===> Epoch[133](3462/26): Loss 0.3173, Sem 0.3173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.741e-01 Score 90.053 Data time: 0.2329, Forward time: 2.2808, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 5.2455 [2020-11-15 06:08:02,961][root][INFO] - ===> Epoch[133](3463/26): Loss 0.3033, Sem 0.3033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.741e-01 Score 90.252 Data time: 0.1703, Forward time: 2.2806, Backward time: 3.0633, DDP time: 0.0046, Total iter time: 4.5797 [2020-11-15 06:08:10,149][root][INFO] - ===> Epoch[133](3464/26): Loss 0.3145, Sem 0.3145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.741e-01 Score 90.628 Data time: 0.2804, Forward time: 2.2809, Backward time: 3.0640, DDP time: 0.0046, Total iter time: 7.1106 [2020-11-15 06:08:17,258][root][INFO] - ===> Epoch[133](3465/26): Loss 0.3098, Sem 0.3098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.740e-01 Score 90.214 Data time: 0.1951, Forward time: 2.2810, Backward time: 3.0648, DDP time: 0.0046, Total iter time: 6.9974 [2020-11-15 06:08:22,588][root][INFO] - ===> Epoch[133](3466/26): Loss 0.3039, Sem 0.3039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.740e-01 Score 89.822 Data time: 0.2053, Forward time: 2.2810, Backward time: 3.0645, DDP time: 0.0046, Total iter time: 5.2241 [2020-11-15 06:08:28,635][root][INFO] - ===> Epoch[133](3467/26): Loss 0.2937, Sem 0.2937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.740e-01 Score 91.088 Data time: 0.2505, Forward time: 2.2816, Backward time: 3.0641, DDP time: 0.0046, Total iter time: 5.9342 [2020-11-15 06:08:34,441][root][INFO] - ===> Epoch[133](3468/26): Loss 0.2960, Sem 0.2960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.739e-01 Score 90.756 Data time: 0.1600, Forward time: 2.2814, Backward time: 3.0644, DDP time: 0.0046, Total iter time: 5.6639 [2020-11-15 06:08:39,276][root][INFO] - ===> Epoch[133](3469/26): Loss 0.2646, Sem 0.2646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.739e-01 Score 91.563 Data time: 0.1948, Forward time: 2.2813, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 4.7509 [2020-11-15 06:08:44,419][root][INFO] - ===> Epoch[133](3470/26): Loss 0.3124, Sem 0.3124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.739e-01 Score 90.668 Data time: 0.1709, Forward time: 2.2812, Backward time: 3.0637, DDP time: 0.0046, Total iter time: 5.0453 [2020-11-15 06:08:49,284][root][INFO] - ===> Epoch[133](3471/26): Loss 0.3570, Sem 0.3570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.738e-01 Score 89.044 Data time: 0.1948, Forward time: 2.2812, Backward time: 3.0631, DDP time: 0.0046, Total iter time: 4.7728 [2020-11-15 06:08:54,924][root][INFO] - ===> Epoch[133](3472/26): Loss 0.3348, Sem 0.3348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.738e-01 Score 89.652 Data time: 0.1495, Forward time: 2.2809, Backward time: 3.0634, DDP time: 0.0046, Total iter time: 5.5472 [2020-11-15 06:09:00,656][root][INFO] - ===> Epoch[133](3473/26): Loss 0.2999, Sem 0.2999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.737e-01 Score 90.495 Data time: 0.1798, Forward time: 2.2805, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 5.6539 [2020-11-15 06:09:07,437][root][INFO] - ===> Epoch[133](3474/26): Loss 0.2756, Sem 0.2756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.737e-01 Score 91.218 Data time: 0.1458, Forward time: 2.2801, Backward time: 3.0648, DDP time: 0.0046, Total iter time: 6.6777 [2020-11-15 06:09:13,012][root][INFO] - ===> Epoch[133](3475/26): Loss 0.3281, Sem 0.3281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.737e-01 Score 90.434 Data time: 0.2937, Forward time: 2.2805, Backward time: 3.0643, DDP time: 0.0046, Total iter time: 5.4828 [2020-11-15 06:09:20,467][root][INFO] - ===> Epoch[133](3476/26): Loss 0.3444, Sem 0.3444, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.736e-01 Score 89.245 Data time: 0.1980, Forward time: 2.2805, Backward time: 3.0655, DDP time: 0.0046, Total iter time: 7.3474 [2020-11-15 06:09:26,347][root][INFO] - ===> Epoch[133](3477/26): Loss 0.3631, Sem 0.3631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.736e-01 Score 88.719 Data time: 0.1879, Forward time: 2.2804, Backward time: 3.0656, DDP time: 0.0046, Total iter time: 5.7757 [2020-11-15 06:09:32,025][root][INFO] - ===> Epoch[133](3478/26): Loss 0.3114, Sem 0.3114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.736e-01 Score 90.985 Data time: 0.1982, Forward time: 2.2804, Backward time: 3.0656, DDP time: 0.0046, Total iter time: 5.5751 [2020-11-15 06:09:37,295][root][INFO] - ===> Epoch[133](3479/26): Loss 0.3115, Sem 0.3115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.735e-01 Score 90.270 Data time: 0.2172, Forward time: 2.2806, Backward time: 3.0651, DDP time: 0.0046, Total iter time: 5.1563 [2020-11-15 06:09:44,099][root][INFO] - ===> Epoch[133](3480/26): Loss 0.2506, Sem 0.2506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.735e-01 Score 92.058 Data time: 0.2345, Forward time: 2.2809, Backward time: 3.0655, DDP time: 0.0046, Total iter time: 6.6862 [2020-11-15 06:09:49,583][root][INFO] - ===> Epoch[133](3481/26): Loss 0.2973, Sem 0.2973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.734e-01 Score 90.514 Data time: 0.2446, Forward time: 2.2812, Backward time: 3.0650, DDP time: 0.0046, Total iter time: 5.3802 [2020-11-15 06:09:54,631][root][INFO] - ===> Epoch[133](3482/26): Loss 0.3117, Sem 0.3117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.734e-01 Score 90.415 Data time: 0.2142, Forward time: 2.2813, Backward time: 3.0645, DDP time: 0.0046, Total iter time: 4.9294 [2020-11-15 06:09:59,759][root][INFO] - ===> Epoch[134](3483/26): Loss 0.2973, Sem 0.2973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.734e-01 Score 90.755 Data time: 0.2337, Forward time: 2.2816, Backward time: 3.0638, DDP time: 0.0046, Total iter time: 5.0340 [2020-11-15 06:10:05,548][root][INFO] - ===> Epoch[134](3484/26): Loss 0.2485, Sem 0.2485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.733e-01 Score 92.080 Data time: 0.2455, Forward time: 2.2820, Backward time: 3.0635, DDP time: 0.0046, Total iter time: 5.6824 [2020-11-15 06:10:11,005][root][INFO] - ===> Epoch[134](3485/26): Loss 0.2957, Sem 0.2957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.733e-01 Score 90.945 Data time: 0.1988, Forward time: 2.2822, Backward time: 3.0631, DDP time: 0.0046, Total iter time: 5.3496 [2020-11-15 06:10:16,033][root][INFO] - ===> Epoch[134](3486/26): Loss 0.2955, Sem 0.2955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.733e-01 Score 90.340 Data time: 0.1805, Forward time: 2.2821, Backward time: 3.0628, DDP time: 0.0046, Total iter time: 4.9283 [2020-11-15 06:10:22,404][root][INFO] - ===> Epoch[134](3487/26): Loss 0.3597, Sem 0.3597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.732e-01 Score 89.254 Data time: 0.1886, Forward time: 2.2821, Backward time: 3.0632, DDP time: 0.0046, Total iter time: 6.2671 [2020-11-15 06:10:28,064][root][INFO] - ===> Epoch[134](3488/26): Loss 0.3041, Sem 0.3041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.732e-01 Score 90.571 Data time: 0.2480, Forward time: 2.2825, Backward time: 3.0628, DDP time: 0.0046, Total iter time: 5.5501 [2020-11-15 06:10:34,851][root][INFO] - ===> Epoch[134](3489/26): Loss 0.3327, Sem 0.3327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.732e-01 Score 89.627 Data time: 0.1957, Forward time: 2.2825, Backward time: 3.0634, DDP time: 0.0046, Total iter time: 6.6639 [2020-11-15 06:10:40,092][root][INFO] - ===> Epoch[134](3490/26): Loss 0.3166, Sem 0.3166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.731e-01 Score 90.430 Data time: 0.2047, Forward time: 2.2825, Backward time: 3.0631, DDP time: 0.0046, Total iter time: 5.1379 [2020-11-15 06:10:45,699][root][INFO] - ===> Epoch[134](3491/26): Loss 0.2933, Sem 0.2933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.731e-01 Score 91.107 Data time: 0.2468, Forward time: 2.2830, Backward time: 3.0626, DDP time: 0.0046, Total iter time: 5.5117 [2020-11-15 06:10:50,363][root][INFO] - ===> Epoch[134](3492/26): Loss 0.3208, Sem 0.3208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.730e-01 Score 89.506 Data time: 0.1710, Forward time: 2.2828, Backward time: 3.0620, DDP time: 0.0046, Total iter time: 4.5560 [2020-11-15 06:10:55,216][root][INFO] - ===> Epoch[134](3493/26): Loss 0.2731, Sem 0.2731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.730e-01 Score 91.301 Data time: 0.1950, Forward time: 2.2828, Backward time: 3.0615, DDP time: 0.0046, Total iter time: 4.7535 [2020-11-15 06:10:59,719][root][INFO] - ===> Epoch[134](3494/26): Loss 0.3220, Sem 0.3220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.730e-01 Score 89.481 Data time: 0.2013, Forward time: 2.2829, Backward time: 3.0606, DDP time: 0.0046, Total iter time: 4.3955 [2020-11-15 06:11:05,303][root][INFO] - ===> Epoch[134](3495/26): Loss 0.2553, Sem 0.2553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.729e-01 Score 91.798 Data time: 0.1539, Forward time: 2.2826, Backward time: 3.0609, DDP time: 0.0046, Total iter time: 5.4919 [2020-11-15 06:11:10,555][root][INFO] - ===> Epoch[134](3496/26): Loss 0.2902, Sem 0.2902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.729e-01 Score 90.904 Data time: 0.2127, Forward time: 2.2827, Backward time: 3.0605, DDP time: 0.0046, Total iter time: 5.1698 [2020-11-15 06:11:16,120][root][INFO] - ===> Epoch[134](3497/26): Loss 0.2847, Sem 0.2847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.729e-01 Score 91.728 Data time: 0.1969, Forward time: 2.2828, Backward time: 3.0603, DDP time: 0.0046, Total iter time: 5.4444 [2020-11-15 06:11:21,718][root][INFO] - ===> Epoch[134](3498/26): Loss 0.3440, Sem 0.3440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.728e-01 Score 89.195 Data time: 0.1341, Forward time: 2.2823, Backward time: 3.0607, DDP time: 0.0046, Total iter time: 5.4898 [2020-11-15 06:11:26,445][root][INFO] - ===> Epoch[134](3499/26): Loss 0.2782, Sem 0.2782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.728e-01 Score 90.755 Data time: 0.1965, Forward time: 2.2822, Backward time: 3.0601, DDP time: 0.0046, Total iter time: 4.6453 [2020-11-15 06:11:31,894][root][INFO] - ===> Epoch[134](3500/26): Loss 0.2731, Sem 0.2731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.728e-01 Score 91.020 Data time: 0.2197, Forward time: 2.2825, Backward time: 3.0598, DDP time: 0.0046, Total iter time: 5.3463 [2020-11-15 06:11:32,672][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-15 06:11:32,829][root][INFO] - ===> Start testing [2020-11-15 06:12:52,825][root][INFO] - 101/312: Data time: 0.0088, Iter time: 0.2991 Loss 0.261 (AVG: 0.509) Score 92.041 (AVG: 86.563) mIOU 62.627 mAP 72.348 mAcc 73.288 IOU: 82.092 96.619 51.258 80.269 86.108 72.918 63.405 60.877 38.670 80.186 15.667 47.419 53.288 55.975 29.417 67.144 93.076 54.402 85.451 38.300 mAP: 77.838 97.357 57.405 74.784 86.788 77.516 69.859 73.140 58.356 73.040 34.112 58.236 62.334 73.712 66.358 89.364 96.685 82.353 84.343 53.372 mAcc: 94.968 98.206 65.096 81.952 93.491 77.718 70.705 73.763 52.051 91.526 17.086 77.485 79.740 58.062 48.998 75.086 94.635 74.282 94.012 46.895 [2020-11-15 06:14:13,204][root][INFO] - 201/312: Data time: 0.0056, Iter time: 0.2048 Loss 0.409 (AVG: 0.473) Score 83.998 (AVG: 86.854) mIOU 63.793 mAP 72.646 mAcc 74.598 IOU: 82.576 96.148 51.653 78.710 87.618 77.615 64.750 57.780 47.242 74.736 19.438 46.360 54.772 64.277 33.895 63.442 90.943 57.568 81.935 44.407 mAP: 79.688 97.377 58.700 73.688 89.856 79.514 71.077 70.289 59.122 72.207 45.972 58.117 61.686 77.483 59.218 85.607 96.405 83.916 78.211 54.780 mAcc: 94.305 98.054 66.262 82.041 94.883 81.305 71.783 75.176 59.031 89.913 21.108 75.702 80.470 66.845 51.628 71.467 92.836 75.603 91.324 52.215 [2020-11-15 06:15:29,457][root][INFO] - 301/312: Data time: 0.0040, Iter time: 0.2402 Loss 0.486 (AVG: 0.478) Score 81.402 (AVG: 86.752) mIOU 65.191 mAP 73.056 mAcc 75.476 IOU: 81.704 96.274 54.724 75.111 88.172 78.798 64.885 55.086 48.447 74.292 16.580 57.778 52.355 64.575 46.903 63.312 91.600 58.699 84.383 50.134 mAP: 80.500 97.758 59.380 71.200 89.726 80.828 70.287 67.924 60.344 67.938 43.314 61.969 63.155 76.209 67.778 85.756 96.128 82.125 81.757 57.046 mAcc: 94.105 98.084 69.241 77.759 95.244 82.035 71.742 73.084 61.020 87.119 17.394 79.770 80.620 66.637 65.395 71.707 93.365 73.951 92.577 58.667 [2020-11-15 06:15:35,187][root][INFO] - 312/312: Data time: 0.0016, Iter time: 0.1196 Loss 0.299 (AVG: 0.478) Score 92.348 (AVG: 86.794) mIOU 65.062 mAP 73.227 mAcc 75.433 IOU: 81.828 96.284 54.942 75.207 88.199 78.742 64.790 54.994 48.818 74.558 15.572 56.862 52.371 64.570 47.589 61.582 91.342 58.628 84.773 49.588 mAP: 80.691 97.706 60.295 71.216 89.687 81.064 70.858 67.177 60.952 67.665 42.691 62.556 63.018 76.209 68.391 85.859 96.352 82.571 82.671 56.918 mAcc: 94.153 98.084 69.377 77.827 95.234 81.960 72.093 73.125 61.448 87.214 16.369 79.432 80.769 66.637 66.020 70.416 93.472 74.680 92.455 57.899 [2020-11-15 06:15:35,187][root][INFO] - Finished test. Elapsed time: 242.3578 [2020-11-15 06:15:36,138][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-15 06:15:36,277][root][INFO] - Current best mIoU: 65.062 at iter 3500 [2020-11-15 06:15:39,328][root][INFO] - ===> Epoch[134](3501/26): Loss 0.2886, Sem 0.2886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.727e-01 Score 91.133 Data time: 0.1167, Forward time: 2.2818, Backward time: 3.0587, DDP time: 0.0046, Total iter time: 3.0440 [2020-11-15 06:15:45,386][root][INFO] - ===> Epoch[134](3502/26): Loss 0.2727, Sem 0.2727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.727e-01 Score 91.472 Data time: 0.1965, Forward time: 2.2818, Backward time: 3.0590, DDP time: 0.0046, Total iter time: 5.9716 [2020-11-15 06:15:50,797][root][INFO] - ===> Epoch[134](3503/26): Loss 0.2757, Sem 0.2757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.726e-01 Score 91.161 Data time: 0.2393, Forward time: 2.2821, Backward time: 3.0585, DDP time: 0.0046, Total iter time: 5.3141 [2020-11-15 06:15:56,328][root][INFO] - ===> Epoch[134](3504/26): Loss 0.2846, Sem 0.2846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.726e-01 Score 91.224 Data time: 0.1968, Forward time: 2.2821, Backward time: 3.0583, DDP time: 0.0046, Total iter time: 5.4124 [2020-11-15 06:16:02,149][root][INFO] - ===> Epoch[134](3505/26): Loss 0.3066, Sem 0.3066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.726e-01 Score 90.313 Data time: 0.1800, Forward time: 2.2821, Backward time: 3.0585, DDP time: 0.0046, Total iter time: 5.7055 [2020-11-15 06:16:07,568][root][INFO] - ===> Epoch[134](3506/26): Loss 0.3001, Sem 0.3001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.725e-01 Score 90.842 Data time: 0.2294, Forward time: 2.2821, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 5.3145 [2020-11-15 06:16:13,632][root][INFO] - ===> Epoch[134](3507/26): Loss 0.3234, Sem 0.3234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.725e-01 Score 90.590 Data time: 0.1778, Forward time: 2.2820, Backward time: 3.0585, DDP time: 0.0046, Total iter time: 5.9620 [2020-11-15 06:16:18,172][root][INFO] - ===> Epoch[134](3508/26): Loss 0.2952, Sem 0.2952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.725e-01 Score 90.719 Data time: 0.1352, Forward time: 2.2816, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 4.4340 [2020-11-15 06:16:23,560][root][INFO] - ===> Epoch[135](3509/26): Loss 0.3034, Sem 0.3034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.724e-01 Score 91.164 Data time: 0.1754, Forward time: 2.2812, Backward time: 3.0584, DDP time: 0.0046, Total iter time: 5.3314 [2020-11-15 06:16:28,818][root][INFO] - ===> Epoch[135](3510/26): Loss 0.2800, Sem 0.2800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.724e-01 Score 91.070 Data time: 0.1426, Forward time: 2.2807, Backward time: 3.0586, DDP time: 0.0046, Total iter time: 5.1705 [2020-11-15 06:16:33,836][root][INFO] - ===> Epoch[135](3511/26): Loss 0.2559, Sem 0.2559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.723e-01 Score 91.811 Data time: 0.2246, Forward time: 2.2809, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 4.9447 [2020-11-15 06:16:40,093][root][INFO] - ===> Epoch[135](3512/26): Loss 0.2942, Sem 0.2942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.723e-01 Score 90.622 Data time: 0.2446, Forward time: 2.2811, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 6.1491 [2020-11-15 06:16:45,642][root][INFO] - ===> Epoch[135](3513/26): Loss 0.3095, Sem 0.3095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.723e-01 Score 90.283 Data time: 0.2586, Forward time: 2.2815, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 5.4268 [2020-11-15 06:16:53,036][root][INFO] - ===> Epoch[135](3514/26): Loss 0.2588, Sem 0.2588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.722e-01 Score 91.930 Data time: 0.4077, Forward time: 2.2824, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 7.2846 [2020-11-15 06:16:57,731][root][INFO] - ===> Epoch[135](3515/26): Loss 0.2481, Sem 0.2481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.722e-01 Score 92.086 Data time: 0.1314, Forward time: 2.2821, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 4.5799 [2020-11-15 06:17:02,555][root][INFO] - ===> Epoch[135](3516/26): Loss 0.2246, Sem 0.2246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.722e-01 Score 92.988 Data time: 0.1562, Forward time: 2.2817, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 4.7232 [2020-11-15 06:17:07,513][root][INFO] - ===> Epoch[135](3517/26): Loss 0.2928, Sem 0.2928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.721e-01 Score 90.661 Data time: 0.2123, Forward time: 2.2816, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 4.8801 [2020-11-15 06:17:12,527][root][INFO] - ===> Epoch[135](3518/26): Loss 0.2723, Sem 0.2723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.721e-01 Score 91.740 Data time: 0.1935, Forward time: 2.2816, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 4.9299 [2020-11-15 06:17:19,237][root][INFO] - ===> Epoch[135](3519/26): Loss 0.3033, Sem 0.3033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.721e-01 Score 90.418 Data time: 0.3603, Forward time: 2.2823, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 6.6074 [2020-11-15 06:17:23,788][root][INFO] - ===> Epoch[135](3520/26): Loss 0.3403, Sem 0.3403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.720e-01 Score 89.225 Data time: 0.1603, Forward time: 2.2821, Backward time: 3.0556, DDP time: 0.0046, Total iter time: 4.4449 [2020-11-15 06:17:28,765][root][INFO] - ===> Epoch[135](3521/26): Loss 0.3166, Sem 0.3166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.720e-01 Score 89.820 Data time: 0.1788, Forward time: 2.2819, Backward time: 3.0553, DDP time: 0.0046, Total iter time: 4.8733 [2020-11-15 06:17:34,404][root][INFO] - ===> Epoch[135](3522/26): Loss 0.3087, Sem 0.3087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.719e-01 Score 90.319 Data time: 0.2552, Forward time: 2.2823, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 5.5459 [2020-11-15 06:17:39,671][root][INFO] - ===> Epoch[135](3523/26): Loss 0.3234, Sem 0.3234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.719e-01 Score 90.585 Data time: 0.2115, Forward time: 2.2824, Backward time: 3.0545, DDP time: 0.0046, Total iter time: 5.1421 [2020-11-15 06:17:45,987][root][INFO] - ===> Epoch[135](3524/26): Loss 0.3259, Sem 0.3259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.719e-01 Score 89.615 Data time: 0.1988, Forward time: 2.2823, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 6.2036 [2020-11-15 06:17:52,066][root][INFO] - ===> Epoch[135](3525/26): Loss 0.3124, Sem 0.3124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.718e-01 Score 90.607 Data time: 0.2422, Forward time: 2.2826, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 5.9673 [2020-11-15 06:17:58,576][root][INFO] - ===> Epoch[135](3526/26): Loss 0.3004, Sem 0.3004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.718e-01 Score 90.593 Data time: 0.2513, Forward time: 2.2830, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 6.3779 [2020-11-15 06:18:03,825][root][INFO] - ===> Epoch[135](3527/26): Loss 0.2907, Sem 0.2907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.718e-01 Score 91.126 Data time: 0.1869, Forward time: 2.2829, Backward time: 3.0548, DDP time: 0.0046, Total iter time: 5.0968 [2020-11-15 06:18:08,701][root][INFO] - ===> Epoch[135](3528/26): Loss 0.3229, Sem 0.3229, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.717e-01 Score 90.575 Data time: 0.1600, Forward time: 2.2826, Backward time: 3.0545, DDP time: 0.0046, Total iter time: 4.7822 [2020-11-15 06:18:13,213][root][INFO] - ===> Epoch[135](3529/26): Loss 0.3368, Sem 0.3368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.717e-01 Score 89.583 Data time: 0.2086, Forward time: 2.2825, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 4.4272 [2020-11-15 06:18:19,244][root][INFO] - ===> Epoch[135](3530/26): Loss 0.2692, Sem 0.2692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.717e-01 Score 91.502 Data time: 0.2338, Forward time: 2.2828, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 5.9402 [2020-11-15 06:18:25,017][root][INFO] - ===> Epoch[135](3531/26): Loss 0.3127, Sem 0.3127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.716e-01 Score 90.373 Data time: 0.1954, Forward time: 2.2827, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 5.6439 [2020-11-15 06:18:29,975][root][INFO] - ===> Epoch[135](3532/26): Loss 0.2879, Sem 0.2879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.716e-01 Score 90.501 Data time: 0.1681, Forward time: 2.2825, Backward time: 3.0535, DDP time: 0.0046, Total iter time: 4.8373 [2020-11-15 06:18:35,381][root][INFO] - ===> Epoch[135](3533/26): Loss 0.3448, Sem 0.3448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.715e-01 Score 90.189 Data time: 0.2214, Forward time: 2.2826, Backward time: 3.0532, DDP time: 0.0046, Total iter time: 5.3162 [2020-11-15 06:18:42,838][root][INFO] - ===> Epoch[135](3534/26): Loss 0.3275, Sem 0.3275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.715e-01 Score 89.672 Data time: 0.3048, Forward time: 2.2831, Backward time: 3.0538, DDP time: 0.0046, Total iter time: 7.3537 [2020-11-15 06:18:47,746][root][INFO] - ===> Epoch[136](3535/26): Loss 0.2936, Sem 0.2936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.715e-01 Score 91.232 Data time: 0.1993, Forward time: 2.2831, Backward time: 3.0532, DDP time: 0.0046, Total iter time: 4.7694 [2020-11-15 06:18:52,808][root][INFO] - ===> Epoch[136](3536/26): Loss 0.2821, Sem 0.2821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.714e-01 Score 91.313 Data time: 0.1778, Forward time: 2.2831, Backward time: 3.0528, DDP time: 0.0046, Total iter time: 4.9420 [2020-11-15 06:18:59,738][root][INFO] - ===> Epoch[136](3537/26): Loss 0.3352, Sem 0.3352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.714e-01 Score 89.689 Data time: 0.1449, Forward time: 2.2827, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 6.8159 [2020-11-15 06:19:04,278][root][INFO] - ===> Epoch[136](3538/26): Loss 0.3048, Sem 0.3048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.714e-01 Score 90.583 Data time: 0.2383, Forward time: 2.2826, Backward time: 3.0533, DDP time: 0.0046, Total iter time: 4.4411 [2020-11-15 06:19:09,621][root][INFO] - ===> Epoch[136](3539/26): Loss 0.2970, Sem 0.2970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.713e-01 Score 90.596 Data time: 0.1965, Forward time: 2.2827, Backward time: 3.0531, DDP time: 0.0046, Total iter time: 5.2498 [2020-11-15 06:19:14,933][root][INFO] - ===> Epoch[136](3540/26): Loss 0.2948, Sem 0.2948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.713e-01 Score 90.689 Data time: 0.1556, Forward time: 2.2824, Backward time: 3.0531, DDP time: 0.0046, Total iter time: 5.1999 [2020-11-15 06:19:21,421][root][INFO] - ===> Epoch[136](3541/26): Loss 0.3536, Sem 0.3536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.712e-01 Score 88.812 Data time: 0.1353, Forward time: 2.2819, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 6.4112 [2020-11-15 06:19:26,275][root][INFO] - ===> Epoch[136](3542/26): Loss 0.3517, Sem 0.3517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.712e-01 Score 89.280 Data time: 0.1890, Forward time: 2.2819, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 4.7840 [2020-11-15 06:19:31,249][root][INFO] - ===> Epoch[136](3543/26): Loss 0.3136, Sem 0.3136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.712e-01 Score 90.428 Data time: 0.1673, Forward time: 2.2816, Backward time: 3.0534, DDP time: 0.0046, Total iter time: 4.8653 [2020-11-15 06:19:37,626][root][INFO] - ===> Epoch[136](3544/26): Loss 0.3505, Sem 0.3505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.711e-01 Score 89.237 Data time: 0.1891, Forward time: 2.2816, Backward time: 3.0538, DDP time: 0.0046, Total iter time: 6.2717 [2020-11-15 06:19:44,737][root][INFO] - ===> Epoch[136](3545/26): Loss 0.2672, Sem 0.2672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.711e-01 Score 91.952 Data time: 0.1468, Forward time: 2.2811, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 7.0024 [2020-11-15 06:19:50,711][root][INFO] - ===> Epoch[136](3546/26): Loss 0.2626, Sem 0.2626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.711e-01 Score 92.012 Data time: 0.2504, Forward time: 2.2815, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 5.8915 [2020-11-15 06:19:56,162][root][INFO] - ===> Epoch[136](3547/26): Loss 0.2664, Sem 0.2664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.710e-01 Score 91.427 Data time: 0.2738, Forward time: 2.2818, Backward time: 3.0544, DDP time: 0.0046, Total iter time: 5.3278 [2020-11-15 06:20:02,307][root][INFO] - ===> Epoch[136](3548/26): Loss 0.3201, Sem 0.3201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.710e-01 Score 90.068 Data time: 0.1762, Forward time: 2.2818, Backward time: 3.0547, DDP time: 0.0046, Total iter time: 6.0291 [2020-11-15 06:20:08,055][root][INFO] - ===> Epoch[136](3549/26): Loss 0.2904, Sem 0.2904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.710e-01 Score 91.267 Data time: 0.1549, Forward time: 2.2815, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.6410 [2020-11-15 06:20:13,636][root][INFO] - ===> Epoch[136](3550/26): Loss 0.3010, Sem 0.3010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.709e-01 Score 90.726 Data time: 0.1485, Forward time: 2.2811, Backward time: 3.0554, DDP time: 0.0046, Total iter time: 5.5046 [2020-11-15 06:20:20,573][root][INFO] - ===> Epoch[136](3551/26): Loss 0.2839, Sem 0.2839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.709e-01 Score 90.972 Data time: 0.1678, Forward time: 2.2809, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 6.8420 [2020-11-15 06:20:26,774][root][INFO] - ===> Epoch[136](3552/26): Loss 0.3329, Sem 0.3329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.708e-01 Score 89.551 Data time: 0.1959, Forward time: 2.2809, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 6.0998 [2020-11-15 06:20:31,530][root][INFO] - ===> Epoch[136](3553/26): Loss 0.3382, Sem 0.3382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.708e-01 Score 89.330 Data time: 0.1684, Forward time: 2.2807, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 4.6580 [2020-11-15 06:20:36,855][root][INFO] - ===> Epoch[136](3554/26): Loss 0.3056, Sem 0.3056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.708e-01 Score 90.446 Data time: 0.2044, Forward time: 2.2806, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 5.2313 [2020-11-15 06:20:43,008][root][INFO] - ===> Epoch[136](3555/26): Loss 0.2895, Sem 0.2895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.707e-01 Score 91.165 Data time: 0.2813, Forward time: 2.2812, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 6.0562 [2020-11-15 06:20:49,072][root][INFO] - ===> Epoch[136](3556/26): Loss 0.2649, Sem 0.2649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.707e-01 Score 91.918 Data time: 0.2108, Forward time: 2.2813, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 5.9392 [2020-11-15 06:20:54,146][root][INFO] - ===> Epoch[136](3557/26): Loss 0.3035, Sem 0.3035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.707e-01 Score 90.406 Data time: 0.2311, Forward time: 2.2816, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 4.9671 [2020-11-15 06:20:59,726][root][INFO] - ===> Epoch[136](3558/26): Loss 0.3174, Sem 0.3174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.706e-01 Score 89.965 Data time: 0.2109, Forward time: 2.2817, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 5.4860 [2020-11-15 06:21:05,512][root][INFO] - ===> Epoch[136](3559/26): Loss 0.3001, Sem 0.3001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.706e-01 Score 90.348 Data time: 0.1554, Forward time: 2.2815, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 5.6781 [2020-11-15 06:21:11,488][root][INFO] - ===> Epoch[136](3560/26): Loss 0.3048, Sem 0.3048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.706e-01 Score 90.388 Data time: 0.1208, Forward time: 2.2810, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 5.8940 [2020-11-15 06:21:16,624][root][INFO] - ===> Epoch[137](3561/26): Loss 0.3235, Sem 0.3235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.705e-01 Score 89.581 Data time: 0.1634, Forward time: 2.2806, Backward time: 3.0560, DDP time: 0.0046, Total iter time: 5.0866 [2020-11-15 06:21:22,054][root][INFO] - ===> Epoch[137](3562/26): Loss 0.3419, Sem 0.3419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.705e-01 Score 89.632 Data time: 0.2587, Forward time: 2.2809, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 5.3648 [2020-11-15 06:21:28,710][root][INFO] - ===> Epoch[137](3563/26): Loss 0.3064, Sem 0.3064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.704e-01 Score 90.143 Data time: 0.1350, Forward time: 2.2805, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 6.5282 [2020-11-15 06:21:35,643][root][INFO] - ===> Epoch[137](3564/26): Loss 0.3034, Sem 0.3034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.704e-01 Score 90.525 Data time: 0.1485, Forward time: 2.2800, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 6.8600 [2020-11-15 06:21:41,821][root][INFO] - ===> Epoch[137](3565/26): Loss 0.2835, Sem 0.2835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.704e-01 Score 91.709 Data time: 0.1962, Forward time: 2.2801, Backward time: 3.0579, DDP time: 0.0046, Total iter time: 6.0812 [2020-11-15 06:21:47,488][root][INFO] - ===> Epoch[137](3566/26): Loss 0.3097, Sem 0.3097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.703e-01 Score 90.475 Data time: 0.1600, Forward time: 2.2799, Backward time: 3.0581, DDP time: 0.0046, Total iter time: 5.5579 [2020-11-15 06:21:52,584][root][INFO] - ===> Epoch[137](3567/26): Loss 0.3079, Sem 0.3079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.703e-01 Score 90.216 Data time: 0.1152, Forward time: 2.2793, Backward time: 3.0584, DDP time: 0.0046, Total iter time: 4.9810 [2020-11-15 06:21:57,972][root][INFO] - ===> Epoch[137](3568/26): Loss 0.2940, Sem 0.2940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.703e-01 Score 90.715 Data time: 0.2254, Forward time: 2.2795, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 5.3355 [2020-11-15 06:22:03,682][root][INFO] - ===> Epoch[137](3569/26): Loss 0.3323, Sem 0.3323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.702e-01 Score 89.602 Data time: 0.2307, Forward time: 2.2798, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.6208 [2020-11-15 06:22:08,733][root][INFO] - ===> Epoch[137](3570/26): Loss 0.2710, Sem 0.2710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.702e-01 Score 91.639 Data time: 0.1589, Forward time: 2.2796, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 4.9328 [2020-11-15 06:22:14,524][root][INFO] - ===> Epoch[137](3571/26): Loss 0.3082, Sem 0.3082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.701e-01 Score 90.235 Data time: 0.2837, Forward time: 2.2799, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.6881 [2020-11-15 06:22:20,647][root][INFO] - ===> Epoch[137](3572/26): Loss 0.2831, Sem 0.2831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.701e-01 Score 90.829 Data time: 0.2069, Forward time: 2.2800, Backward time: 3.0574, DDP time: 0.0046, Total iter time: 6.0002 [2020-11-15 06:22:26,120][root][INFO] - ===> Epoch[137](3573/26): Loss 0.2994, Sem 0.2994, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.701e-01 Score 90.907 Data time: 0.2380, Forward time: 2.2802, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 5.3680 [2020-11-15 06:22:31,814][root][INFO] - ===> Epoch[137](3574/26): Loss 0.2698, Sem 0.2698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.700e-01 Score 91.604 Data time: 0.2522, Forward time: 2.2806, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 5.5801 [2020-11-15 06:22:38,244][root][INFO] - ===> Epoch[137](3575/26): Loss 0.2683, Sem 0.2683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.700e-01 Score 91.529 Data time: 0.3312, Forward time: 2.2812, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 6.3243 [2020-11-15 06:22:44,569][root][INFO] - ===> Epoch[137](3576/26): Loss 0.3119, Sem 0.3119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.700e-01 Score 90.263 Data time: 0.2027, Forward time: 2.2812, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 6.2031 [2020-11-15 06:22:50,498][root][INFO] - ===> Epoch[137](3577/26): Loss 0.3164, Sem 0.3164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.699e-01 Score 90.458 Data time: 0.1575, Forward time: 2.2810, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 5.8334 [2020-11-15 06:22:56,078][root][INFO] - ===> Epoch[137](3578/26): Loss 0.2492, Sem 0.2492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.699e-01 Score 92.182 Data time: 0.1787, Forward time: 2.2809, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 5.4944 [2020-11-15 06:23:02,190][root][INFO] - ===> Epoch[137](3579/26): Loss 0.2992, Sem 0.2992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.699e-01 Score 90.638 Data time: 0.1883, Forward time: 2.2808, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 6.0165 [2020-11-15 06:23:06,763][root][INFO] - ===> Epoch[137](3580/26): Loss 0.2992, Sem 0.2992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.698e-01 Score 90.550 Data time: 0.1825, Forward time: 2.2807, Backward time: 3.0570, DDP time: 0.0046, Total iter time: 4.4771 [2020-11-15 06:23:11,965][root][INFO] - ===> Epoch[137](3581/26): Loss 0.2908, Sem 0.2908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.698e-01 Score 91.301 Data time: 0.2330, Forward time: 2.2808, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 5.1024 [2020-11-15 06:23:18,373][root][INFO] - ===> Epoch[137](3582/26): Loss 0.3071, Sem 0.3071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.697e-01 Score 90.068 Data time: 0.1329, Forward time: 2.2804, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 6.2860 [2020-11-15 06:23:24,613][root][INFO] - ===> Epoch[137](3583/26): Loss 0.3085, Sem 0.3085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.697e-01 Score 90.120 Data time: 0.1676, Forward time: 2.2801, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 6.1419 [2020-11-15 06:23:30,141][root][INFO] - ===> Epoch[137](3584/26): Loss 0.2690, Sem 0.2690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.697e-01 Score 91.115 Data time: 0.1700, Forward time: 2.2799, Backward time: 3.0581, DDP time: 0.0046, Total iter time: 5.4515 [2020-11-15 06:23:34,769][root][INFO] - ===> Epoch[137](3585/26): Loss 0.2877, Sem 0.2877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.696e-01 Score 90.842 Data time: 0.1896, Forward time: 2.2799, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 4.5193 [2020-11-15 06:23:40,439][root][INFO] - ===> Epoch[137](3586/26): Loss 0.3100, Sem 0.3100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.696e-01 Score 90.306 Data time: 0.2004, Forward time: 2.2798, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 5.5720 [2020-11-15 06:23:45,242][root][INFO] - ===> Epoch[138](3587/26): Loss 0.2865, Sem 0.2865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.696e-01 Score 90.774 Data time: 0.2214, Forward time: 2.2799, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 4.7030 [2020-11-15 06:23:51,567][root][INFO] - ===> Epoch[138](3588/26): Loss 0.2459, Sem 0.2459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.695e-01 Score 92.390 Data time: 0.2816, Forward time: 2.2806, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 6.2274 [2020-11-15 06:23:57,698][root][INFO] - ===> Epoch[138](3589/26): Loss 0.2541, Sem 0.2541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.695e-01 Score 92.487 Data time: 0.2587, Forward time: 2.2810, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 6.0013 [2020-11-15 06:24:04,029][root][INFO] - ===> Epoch[138](3590/26): Loss 0.3424, Sem 0.3424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.694e-01 Score 89.086 Data time: 0.2110, Forward time: 2.2811, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 6.2020 [2020-11-15 06:24:10,215][root][INFO] - ===> Epoch[138](3591/26): Loss 0.2493, Sem 0.2493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.694e-01 Score 92.232 Data time: 0.1578, Forward time: 2.2808, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 6.0661 [2020-11-15 06:24:15,352][root][INFO] - ===> Epoch[138](3592/26): Loss 0.2896, Sem 0.2896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.694e-01 Score 90.452 Data time: 0.1486, Forward time: 2.2804, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 5.0346 [2020-11-15 06:24:20,411][root][INFO] - ===> Epoch[138](3593/26): Loss 0.2879, Sem 0.2879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.693e-01 Score 90.796 Data time: 0.1828, Forward time: 2.2803, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 4.9872 [2020-11-15 06:24:25,808][root][INFO] - ===> Epoch[138](3594/26): Loss 0.3301, Sem 0.3301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.693e-01 Score 90.227 Data time: 0.1875, Forward time: 2.2802, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 5.3016 [2020-11-15 06:24:31,944][root][INFO] - ===> Epoch[138](3595/26): Loss 0.3428, Sem 0.3428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.693e-01 Score 89.534 Data time: 0.2360, Forward time: 2.2807, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 6.0266 [2020-11-15 06:24:36,194][root][INFO] - ===> Epoch[138](3596/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.692e-01 Score 91.826 Data time: 0.2158, Forward time: 2.2806, Backward time: 3.0557, DDP time: 0.0046, Total iter time: 4.1201 [2020-11-15 06:24:41,951][root][INFO] - ===> Epoch[138](3597/26): Loss 0.2831, Sem 0.2831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.692e-01 Score 90.772 Data time: 0.2096, Forward time: 2.2807, Backward time: 3.0557, DDP time: 0.0046, Total iter time: 5.6645 [2020-11-15 06:24:49,052][root][INFO] - ===> Epoch[138](3598/26): Loss 0.2834, Sem 0.2834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.692e-01 Score 90.620 Data time: 0.1765, Forward time: 2.2807, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 6.9786 [2020-11-15 06:24:54,779][root][INFO] - ===> Epoch[138](3599/26): Loss 0.2863, Sem 0.2863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.691e-01 Score 90.802 Data time: 0.1464, Forward time: 2.2804, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 5.6191 [2020-11-15 06:25:00,206][root][INFO] - ===> Epoch[138](3600/26): Loss 0.2958, Sem 0.2958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.691e-01 Score 90.751 Data time: 0.1583, Forward time: 2.2800, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 5.3463 [2020-11-15 06:25:06,410][root][INFO] - ===> Epoch[138](3601/26): Loss 0.2380, Sem 0.2380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.690e-01 Score 92.679 Data time: 0.3305, Forward time: 2.2805, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 6.0939 [2020-11-15 06:25:12,817][root][INFO] - ===> Epoch[138](3602/26): Loss 0.2942, Sem 0.2942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.690e-01 Score 90.727 Data time: 0.1199, Forward time: 2.2801, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 6.3151 [2020-11-15 06:25:19,565][root][INFO] - ===> Epoch[138](3603/26): Loss 0.2915, Sem 0.2915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.690e-01 Score 90.996 Data time: 0.1592, Forward time: 2.2797, Backward time: 3.0586, DDP time: 0.0046, Total iter time: 6.6622 [2020-11-15 06:25:25,270][root][INFO] - ===> Epoch[138](3604/26): Loss 0.3409, Sem 0.3409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.689e-01 Score 89.550 Data time: 0.1785, Forward time: 2.2795, Backward time: 3.0588, DDP time: 0.0046, Total iter time: 5.6146 [2020-11-15 06:25:31,123][root][INFO] - ===> Epoch[138](3605/26): Loss 0.2950, Sem 0.2950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.689e-01 Score 90.931 Data time: 0.2213, Forward time: 2.2797, Backward time: 3.0588, DDP time: 0.0046, Total iter time: 5.7483 [2020-11-15 06:25:36,954][root][INFO] - ===> Epoch[138](3606/26): Loss 0.2940, Sem 0.2940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.689e-01 Score 90.597 Data time: 0.2792, Forward time: 2.2801, Backward time: 3.0584, DDP time: 0.0046, Total iter time: 5.7057 [2020-11-15 06:25:42,052][root][INFO] - ===> Epoch[138](3607/26): Loss 0.2952, Sem 0.2952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.688e-01 Score 90.809 Data time: 0.1868, Forward time: 2.2802, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 4.9924 [2020-11-15 06:25:46,862][root][INFO] - ===> Epoch[138](3608/26): Loss 0.2728, Sem 0.2728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.688e-01 Score 91.127 Data time: 0.1933, Forward time: 2.2801, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 4.7011 [2020-11-15 06:25:51,986][root][INFO] - ===> Epoch[138](3609/26): Loss 0.3102, Sem 0.3102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.688e-01 Score 90.321 Data time: 0.1932, Forward time: 2.2801, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 5.0135 [2020-11-15 06:25:57,680][root][INFO] - ===> Epoch[138](3610/26): Loss 0.3180, Sem 0.3180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.687e-01 Score 90.530 Data time: 0.1896, Forward time: 2.2801, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 5.5739 [2020-11-15 06:26:02,277][root][INFO] - ===> Epoch[138](3611/26): Loss 0.2912, Sem 0.2912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.687e-01 Score 90.944 Data time: 0.2396, Forward time: 2.2801, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 4.4932 [2020-11-15 06:26:08,593][root][INFO] - ===> Epoch[138](3612/26): Loss 0.3017, Sem 0.3017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.686e-01 Score 90.526 Data time: 0.1981, Forward time: 2.2800, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 6.2134 [2020-11-15 06:26:14,152][root][INFO] - ===> Epoch[139](3613/26): Loss 0.2873, Sem 0.2873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.686e-01 Score 91.384 Data time: 0.2474, Forward time: 2.2803, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 5.4501 [2020-11-15 06:26:18,336][root][INFO] - ===> Epoch[139](3614/26): Loss 0.2652, Sem 0.2652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.686e-01 Score 91.754 Data time: 0.1485, Forward time: 2.2800, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 4.0598 [2020-11-15 06:26:22,954][root][INFO] - ===> Epoch[139](3615/26): Loss 0.2716, Sem 0.2716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.685e-01 Score 91.529 Data time: 0.1567, Forward time: 2.2797, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 4.5348 [2020-11-15 06:26:30,207][root][INFO] - ===> Epoch[139](3616/26): Loss 0.2966, Sem 0.2966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.685e-01 Score 90.924 Data time: 0.2691, Forward time: 2.2801, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 7.1827 [2020-11-15 06:26:38,659][root][INFO] - ===> Epoch[139](3617/26): Loss 0.3035, Sem 0.3035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.685e-01 Score 90.782 Data time: 0.3856, Forward time: 2.2809, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 8.3214 [2020-11-15 06:26:44,790][root][INFO] - ===> Epoch[139](3618/26): Loss 0.3405, Sem 0.3405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.684e-01 Score 90.087 Data time: 0.2679, Forward time: 2.2814, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 5.9854 [2020-11-15 06:26:49,423][root][INFO] - ===> Epoch[139](3619/26): Loss 0.2963, Sem 0.2963, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.684e-01 Score 90.560 Data time: 0.1723, Forward time: 2.2812, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 4.5256 [2020-11-15 06:26:55,911][root][INFO] - ===> Epoch[139](3620/26): Loss 0.3165, Sem 0.3165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.683e-01 Score 89.631 Data time: 0.2068, Forward time: 2.2813, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 6.3956 [2020-11-15 06:27:00,987][root][INFO] - ===> Epoch[139](3621/26): Loss 0.3370, Sem 0.3370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.683e-01 Score 89.345 Data time: 0.1781, Forward time: 2.2810, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 4.9715 [2020-11-15 06:27:06,657][root][INFO] - ===> Epoch[139](3622/26): Loss 0.3047, Sem 0.3047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.683e-01 Score 90.440 Data time: 0.1895, Forward time: 2.2809, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 5.5810 [2020-11-15 06:27:11,848][root][INFO] - ===> Epoch[139](3623/26): Loss 0.3209, Sem 0.3209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.682e-01 Score 89.746 Data time: 0.1232, Forward time: 2.2804, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 5.0850 [2020-11-15 06:27:18,752][root][INFO] - ===> Epoch[139](3624/26): Loss 0.2839, Sem 0.2839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.682e-01 Score 90.812 Data time: 0.1467, Forward time: 2.2800, Backward time: 3.0578, DDP time: 0.0046, Total iter time: 6.8191 [2020-11-15 06:27:24,159][root][INFO] - ===> Epoch[139](3625/26): Loss 0.2648, Sem 0.2648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.682e-01 Score 91.713 Data time: 0.1953, Forward time: 2.2799, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.3191 [2020-11-15 06:27:30,079][root][INFO] - ===> Epoch[139](3626/26): Loss 0.2769, Sem 0.2769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.681e-01 Score 90.727 Data time: 0.2800, Forward time: 2.2804, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.8195 [2020-11-15 06:27:35,590][root][INFO] - ===> Epoch[139](3627/26): Loss 0.2581, Sem 0.2581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.681e-01 Score 91.905 Data time: 0.2433, Forward time: 2.2808, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 5.4099 [2020-11-15 06:27:40,336][root][INFO] - ===> Epoch[139](3628/26): Loss 0.3172, Sem 0.3172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.681e-01 Score 90.045 Data time: 0.1756, Forward time: 2.2807, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 4.6494 [2020-11-15 06:27:46,490][root][INFO] - ===> Epoch[139](3629/26): Loss 0.3195, Sem 0.3195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.680e-01 Score 90.669 Data time: 0.1989, Forward time: 2.2808, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 6.0580 [2020-11-15 06:27:51,805][root][INFO] - ===> Epoch[139](3630/26): Loss 0.3137, Sem 0.3137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.680e-01 Score 90.273 Data time: 0.2114, Forward time: 2.2808, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 5.2055 [2020-11-15 06:27:57,753][root][INFO] - ===> Epoch[139](3631/26): Loss 0.3198, Sem 0.3198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.679e-01 Score 89.623 Data time: 0.1875, Forward time: 2.2807, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 5.8461 [2020-11-15 06:28:03,258][root][INFO] - ===> Epoch[139](3632/26): Loss 0.3291, Sem 0.3291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.679e-01 Score 90.092 Data time: 0.1684, Forward time: 2.2806, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 5.4090 [2020-11-15 06:28:09,270][root][INFO] - ===> Epoch[139](3633/26): Loss 0.3676, Sem 0.3676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.679e-01 Score 89.159 Data time: 0.1748, Forward time: 2.2804, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 5.9303 [2020-11-15 06:28:14,531][root][INFO] - ===> Epoch[139](3634/26): Loss 0.3301, Sem 0.3301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.678e-01 Score 88.799 Data time: 0.2332, Forward time: 2.2806, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 5.1681 [2020-11-15 06:28:19,710][root][INFO] - ===> Epoch[139](3635/26): Loss 0.2954, Sem 0.2954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.678e-01 Score 90.950 Data time: 0.2154, Forward time: 2.2807, Backward time: 3.0557, DDP time: 0.0046, Total iter time: 4.8295 [2020-11-15 06:28:25,384][root][INFO] - ===> Epoch[139](3636/26): Loss 0.2990, Sem 0.2990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.678e-01 Score 90.032 Data time: 0.1667, Forward time: 2.2804, Backward time: 3.0560, DDP time: 0.0046, Total iter time: 5.5673 [2020-11-15 06:28:31,874][root][INFO] - ===> Epoch[139](3637/26): Loss 0.3072, Sem 0.3072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.677e-01 Score 90.385 Data time: 0.2108, Forward time: 2.2805, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 6.4007 [2020-11-15 06:28:37,277][root][INFO] - ===> Epoch[139](3638/26): Loss 0.2882, Sem 0.2882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.677e-01 Score 91.351 Data time: 0.1277, Forward time: 2.2800, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 5.2851 [2020-11-15 06:28:42,911][root][INFO] - ===> Epoch[140](3639/26): Loss 0.3092, Sem 0.3092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.676e-01 Score 90.397 Data time: 0.1974, Forward time: 2.2799, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 5.5584 [2020-11-15 06:28:47,668][root][INFO] - ===> Epoch[140](3640/26): Loss 0.3555, Sem 0.3555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.676e-01 Score 89.423 Data time: 0.1630, Forward time: 2.2796, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 4.6515 [2020-11-15 06:28:54,276][root][INFO] - ===> Epoch[140](3641/26): Loss 0.3131, Sem 0.3131, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.676e-01 Score 90.111 Data time: 0.3278, Forward time: 2.2802, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 6.5121 [2020-11-15 06:29:00,019][root][INFO] - ===> Epoch[140](3642/26): Loss 0.3036, Sem 0.3036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.675e-01 Score 90.489 Data time: 0.1527, Forward time: 2.2800, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 5.6019 [2020-11-15 06:29:05,966][root][INFO] - ===> Epoch[140](3643/26): Loss 0.2723, Sem 0.2723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.675e-01 Score 91.628 Data time: 0.1633, Forward time: 2.2797, Backward time: 3.0570, DDP time: 0.0046, Total iter time: 5.8362 [2020-11-15 06:29:12,400][root][INFO] - ===> Epoch[140](3644/26): Loss 0.3199, Sem 0.3199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.675e-01 Score 89.899 Data time: 0.2127, Forward time: 2.2798, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 6.3386 [2020-11-15 06:29:17,065][root][INFO] - ===> Epoch[140](3645/26): Loss 0.3313, Sem 0.3313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.674e-01 Score 89.441 Data time: 0.1602, Forward time: 2.2796, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 4.5263 [2020-11-15 06:29:22,692][root][INFO] - ===> Epoch[140](3646/26): Loss 0.2973, Sem 0.2973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.674e-01 Score 90.697 Data time: 0.2520, Forward time: 2.2799, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 5.5140 [2020-11-15 06:29:27,639][root][INFO] - ===> Epoch[140](3647/26): Loss 0.3506, Sem 0.3506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.674e-01 Score 88.841 Data time: 0.1972, Forward time: 2.2799, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 4.8353 [2020-11-15 06:29:32,561][root][INFO] - ===> Epoch[140](3648/26): Loss 0.2524, Sem 0.2524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.673e-01 Score 91.459 Data time: 0.1694, Forward time: 2.2798, Backward time: 3.0557, DDP time: 0.0046, Total iter time: 4.8236 [2020-11-15 06:29:38,312][root][INFO] - ===> Epoch[140](3649/26): Loss 0.3136, Sem 0.3136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.673e-01 Score 90.332 Data time: 0.1820, Forward time: 2.2797, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 5.6670 [2020-11-15 06:29:42,941][root][INFO] - ===> Epoch[140](3650/26): Loss 0.2824, Sem 0.2824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.672e-01 Score 91.071 Data time: 0.1667, Forward time: 2.2795, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 4.5369 [2020-11-15 06:29:48,108][root][INFO] - ===> Epoch[140](3651/26): Loss 0.2899, Sem 0.2899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.672e-01 Score 91.147 Data time: 0.1709, Forward time: 2.2793, Backward time: 3.0554, DDP time: 0.0046, Total iter time: 5.0747 [2020-11-15 06:29:54,401][root][INFO] - ===> Epoch[140](3652/26): Loss 0.3705, Sem 0.3705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.672e-01 Score 88.822 Data time: 0.2213, Forward time: 2.2792, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 6.2209 [2020-11-15 06:30:00,064][root][INFO] - ===> Epoch[140](3653/26): Loss 0.3241, Sem 0.3241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.671e-01 Score 89.483 Data time: 0.1372, Forward time: 2.2788, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 5.5640 [2020-11-15 06:30:06,954][root][INFO] - ===> Epoch[140](3654/26): Loss 0.2868, Sem 0.2868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.671e-01 Score 90.983 Data time: 0.2276, Forward time: 2.2787, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 6.8064 [2020-11-15 06:30:12,002][root][INFO] - ===> Epoch[140](3655/26): Loss 0.2926, Sem 0.2926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.671e-01 Score 90.616 Data time: 0.1860, Forward time: 2.2786, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 4.9343 [2020-11-15 06:30:17,200][root][INFO] - ===> Epoch[140](3656/26): Loss 0.3045, Sem 0.3045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.670e-01 Score 90.269 Data time: 0.1541, Forward time: 2.2783, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 5.0949 [2020-11-15 06:30:23,356][root][INFO] - ===> Epoch[140](3657/26): Loss 0.2786, Sem 0.2786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.670e-01 Score 90.918 Data time: 0.2042, Forward time: 2.2783, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 6.0769 [2020-11-15 06:30:29,793][root][INFO] - ===> Epoch[140](3658/26): Loss 0.2965, Sem 0.2965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.670e-01 Score 90.947 Data time: 0.3487, Forward time: 2.2789, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 6.3167 [2020-11-15 06:30:35,205][root][INFO] - ===> Epoch[140](3659/26): Loss 0.3374, Sem 0.3374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.669e-01 Score 89.691 Data time: 0.2008, Forward time: 2.2789, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 5.2937 [2020-11-15 06:30:40,765][root][INFO] - ===> Epoch[140](3660/26): Loss 0.3387, Sem 0.3387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.669e-01 Score 89.221 Data time: 0.2016, Forward time: 2.2791, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 5.4651 [2020-11-15 06:30:46,713][root][INFO] - ===> Epoch[140](3661/26): Loss 0.3103, Sem 0.3103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.668e-01 Score 90.600 Data time: 0.2062, Forward time: 2.2792, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 5.8198 [2020-11-15 06:30:53,525][root][INFO] - ===> Epoch[140](3662/26): Loss 0.3276, Sem 0.3276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.668e-01 Score 89.612 Data time: 0.2517, Forward time: 2.2796, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 6.7010 [2020-11-15 06:30:59,766][root][INFO] - ===> Epoch[140](3663/26): Loss 0.3344, Sem 0.3344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.668e-01 Score 89.459 Data time: 0.2010, Forward time: 2.2797, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 6.1166 [2020-11-15 06:31:06,097][root][INFO] - ===> Epoch[140](3664/26): Loss 0.3050, Sem 0.3050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.667e-01 Score 91.335 Data time: 0.1546, Forward time: 2.2794, Backward time: 3.0574, DDP time: 0.0046, Total iter time: 6.2377 [2020-11-15 06:31:11,381][root][INFO] - ===> Epoch[141](3665/26): Loss 0.3406, Sem 0.3406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.667e-01 Score 89.579 Data time: 0.1975, Forward time: 2.2793, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 5.1767 [2020-11-15 06:31:17,221][root][INFO] - ===> Epoch[141](3666/26): Loss 0.3100, Sem 0.3100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.667e-01 Score 90.469 Data time: 0.1453, Forward time: 2.2791, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 5.7426 [2020-11-15 06:31:22,973][root][INFO] - ===> Epoch[141](3667/26): Loss 0.3353, Sem 0.3353, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.666e-01 Score 89.249 Data time: 0.1478, Forward time: 2.2787, Backward time: 3.0579, DDP time: 0.0046, Total iter time: 5.6859 [2020-11-15 06:31:28,434][root][INFO] - ===> Epoch[141](3668/26): Loss 0.3204, Sem 0.3204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.666e-01 Score 89.935 Data time: 0.1666, Forward time: 2.2785, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 5.3518 [2020-11-15 06:31:34,306][root][INFO] - ===> Epoch[141](3669/26): Loss 0.3259, Sem 0.3259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.665e-01 Score 90.026 Data time: 0.2651, Forward time: 2.2789, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.7978 [2020-11-15 06:31:40,682][root][INFO] - ===> Epoch[141](3670/26): Loss 0.2955, Sem 0.2955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.665e-01 Score 91.064 Data time: 0.1405, Forward time: 2.2786, Backward time: 3.0584, DDP time: 0.0046, Total iter time: 6.2523 [2020-11-15 06:31:45,806][root][INFO] - ===> Epoch[141](3671/26): Loss 0.2716, Sem 0.2716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.665e-01 Score 91.318 Data time: 0.1871, Forward time: 2.2785, Backward time: 3.0581, DDP time: 0.0046, Total iter time: 5.0386 [2020-11-15 06:31:51,587][root][INFO] - ===> Epoch[141](3672/26): Loss 0.2792, Sem 0.2792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.664e-01 Score 90.998 Data time: 0.2334, Forward time: 2.2788, Backward time: 3.0578, DDP time: 0.0046, Total iter time: 5.6770 [2020-11-15 06:31:57,844][root][INFO] - ===> Epoch[141](3673/26): Loss 0.2626, Sem 0.2626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.664e-01 Score 91.261 Data time: 0.1325, Forward time: 2.2784, Backward time: 3.0586, DDP time: 0.0046, Total iter time: 6.1422 [2020-11-15 06:32:03,215][root][INFO] - ===> Epoch[141](3674/26): Loss 0.2577, Sem 0.2577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.664e-01 Score 91.866 Data time: 0.2014, Forward time: 2.2785, Backward time: 3.0583, DDP time: 0.0046, Total iter time: 5.2723 [2020-11-15 06:32:07,424][root][INFO] - ===> Epoch[141](3675/26): Loss 0.3617, Sem 0.3617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.663e-01 Score 89.092 Data time: 0.1558, Forward time: 2.2783, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 4.1015 [2020-11-15 06:32:14,154][root][INFO] - ===> Epoch[141](3676/26): Loss 0.2444, Sem 0.2444, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.663e-01 Score 92.192 Data time: 0.1589, Forward time: 2.2780, Backward time: 3.0585, DDP time: 0.0046, Total iter time: 6.6428 [2020-11-15 06:32:20,081][root][INFO] - ===> Epoch[141](3677/26): Loss 0.2998, Sem 0.2998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.663e-01 Score 90.837 Data time: 0.1555, Forward time: 2.2777, Backward time: 3.0589, DDP time: 0.0046, Total iter time: 5.8444 [2020-11-15 06:32:25,576][root][INFO] - ===> Epoch[141](3678/26): Loss 0.2547, Sem 0.2547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.662e-01 Score 91.981 Data time: 0.2055, Forward time: 2.2778, Backward time: 3.0588, DDP time: 0.0046, Total iter time: 5.4117 [2020-11-15 06:32:30,543][root][INFO] - ===> Epoch[141](3679/26): Loss 0.3239, Sem 0.3239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.662e-01 Score 89.657 Data time: 0.2107, Forward time: 2.2780, Backward time: 3.0581, DDP time: 0.0046, Total iter time: 4.8651 [2020-11-15 06:32:36,435][root][INFO] - ===> Epoch[141](3680/26): Loss 0.2830, Sem 0.2830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.661e-01 Score 91.272 Data time: 0.2707, Forward time: 2.2785, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.7848 [2020-11-15 06:32:41,708][root][INFO] - ===> Epoch[141](3681/26): Loss 0.2963, Sem 0.2963, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.661e-01 Score 90.311 Data time: 0.2132, Forward time: 2.2785, Backward time: 3.0574, DDP time: 0.0046, Total iter time: 5.1389 [2020-11-15 06:32:47,223][root][INFO] - ===> Epoch[141](3682/26): Loss 0.3083, Sem 0.3083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.661e-01 Score 90.419 Data time: 0.1881, Forward time: 2.2784, Backward time: 3.0574, DDP time: 0.0046, Total iter time: 5.4104 [2020-11-15 06:32:53,261][root][INFO] - ===> Epoch[141](3683/26): Loss 0.2720, Sem 0.2720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.660e-01 Score 91.443 Data time: 0.2372, Forward time: 2.2785, Backward time: 3.0574, DDP time: 0.0046, Total iter time: 5.9331 [2020-11-15 06:32:58,751][root][INFO] - ===> Epoch[141](3684/26): Loss 0.3112, Sem 0.3112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.660e-01 Score 89.935 Data time: 0.1911, Forward time: 2.2785, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.3777 [2020-11-15 06:33:03,820][root][INFO] - ===> Epoch[141](3685/26): Loss 0.3032, Sem 0.3032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.660e-01 Score 90.311 Data time: 0.1476, Forward time: 2.2782, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 4.9628 [2020-11-15 06:33:09,564][root][INFO] - ===> Epoch[141](3686/26): Loss 0.2762, Sem 0.2762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.659e-01 Score 91.634 Data time: 0.1862, Forward time: 2.2780, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 5.6518 [2020-11-15 06:33:15,112][root][INFO] - ===> Epoch[141](3687/26): Loss 0.3249, Sem 0.3249, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.659e-01 Score 89.461 Data time: 0.2370, Forward time: 2.2782, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 5.4519 [2020-11-15 06:33:20,580][root][INFO] - ===> Epoch[141](3688/26): Loss 0.3303, Sem 0.3303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.658e-01 Score 89.251 Data time: 0.1615, Forward time: 2.2781, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 5.3506 [2020-11-15 06:33:26,077][root][INFO] - ===> Epoch[141](3689/26): Loss 0.3104, Sem 0.3104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.658e-01 Score 90.537 Data time: 0.1924, Forward time: 2.2778, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.3968 [2020-11-15 06:33:32,706][root][INFO] - ===> Epoch[141](3690/26): Loss 0.3389, Sem 0.3389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.658e-01 Score 89.522 Data time: 0.1423, Forward time: 2.2775, Backward time: 3.0581, DDP time: 0.0046, Total iter time: 6.5425 [2020-11-15 06:33:37,462][root][INFO] - ===> Epoch[142](3691/26): Loss 0.2892, Sem 0.2892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.657e-01 Score 90.552 Data time: 0.1767, Forward time: 2.2774, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 4.6712 [2020-11-15 06:33:42,618][root][INFO] - ===> Epoch[142](3692/26): Loss 0.2787, Sem 0.2787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.657e-01 Score 91.033 Data time: 0.2234, Forward time: 2.2775, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.0502 [2020-11-15 06:33:49,014][root][INFO] - ===> Epoch[142](3693/26): Loss 0.3203, Sem 0.3203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.657e-01 Score 89.737 Data time: 0.1802, Forward time: 2.2773, Backward time: 3.0578, DDP time: 0.0046, Total iter time: 6.2927 [2020-11-15 06:33:55,181][root][INFO] - ===> Epoch[142](3694/26): Loss 0.2845, Sem 0.2845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.656e-01 Score 91.146 Data time: 0.2814, Forward time: 2.2779, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 6.0693 [2020-11-15 06:34:01,167][root][INFO] - ===> Epoch[142](3695/26): Loss 0.2772, Sem 0.2772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.656e-01 Score 91.526 Data time: 0.2532, Forward time: 2.2782, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.8615 [2020-11-15 06:34:07,269][root][INFO] - ===> Epoch[142](3696/26): Loss 0.3215, Sem 0.3215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.656e-01 Score 89.935 Data time: 0.2079, Forward time: 2.2784, Backward time: 3.0574, DDP time: 0.0046, Total iter time: 5.9985 [2020-11-15 06:34:13,464][root][INFO] - ===> Epoch[142](3697/26): Loss 0.2792, Sem 0.2792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.655e-01 Score 91.058 Data time: 0.1977, Forward time: 2.2784, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 6.0926 [2020-11-15 06:34:19,808][root][INFO] - ===> Epoch[142](3698/26): Loss 0.3009, Sem 0.3009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.655e-01 Score 90.543 Data time: 0.2418, Forward time: 2.2786, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 6.2549 [2020-11-15 06:34:24,333][root][INFO] - ===> Epoch[142](3699/26): Loss 0.3040, Sem 0.3040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.654e-01 Score 90.407 Data time: 0.2344, Forward time: 2.2786, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 4.4260 [2020-11-15 06:34:29,712][root][INFO] - ===> Epoch[142](3700/26): Loss 0.2783, Sem 0.2783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.654e-01 Score 90.922 Data time: 0.1687, Forward time: 2.2785, Backward time: 3.0570, DDP time: 0.0046, Total iter time: 5.2869 [2020-11-15 06:34:35,771][root][INFO] - ===> Epoch[142](3701/26): Loss 0.3110, Sem 0.3110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.654e-01 Score 90.364 Data time: 0.1653, Forward time: 2.2782, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 5.9636 [2020-11-15 06:34:41,066][root][INFO] - ===> Epoch[142](3702/26): Loss 0.3637, Sem 0.3637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.653e-01 Score 89.678 Data time: 0.1651, Forward time: 2.2779, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 5.2113 [2020-11-15 06:34:46,357][root][INFO] - ===> Epoch[142](3703/26): Loss 0.3000, Sem 0.3000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.653e-01 Score 90.814 Data time: 0.1619, Forward time: 2.2777, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 5.2084 [2020-11-15 06:34:52,223][root][INFO] - ===> Epoch[142](3704/26): Loss 0.3246, Sem 0.3246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.653e-01 Score 89.848 Data time: 0.1939, Forward time: 2.2777, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.7950 [2020-11-15 06:34:59,038][root][INFO] - ===> Epoch[142](3705/26): Loss 0.3002, Sem 0.3002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.652e-01 Score 90.721 Data time: 0.1636, Forward time: 2.2775, Backward time: 3.0585, DDP time: 0.0046, Total iter time: 6.7005 [2020-11-15 06:35:05,320][root][INFO] - ===> Epoch[142](3706/26): Loss 0.3464, Sem 0.3464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.652e-01 Score 89.746 Data time: 0.1683, Forward time: 2.2772, Backward time: 3.0591, DDP time: 0.0046, Total iter time: 6.1838 [2020-11-15 06:35:10,081][root][INFO] - ===> Epoch[142](3707/26): Loss 0.2396, Sem 0.2396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.652e-01 Score 92.448 Data time: 0.1658, Forward time: 2.2770, Backward time: 3.0588, DDP time: 0.0046, Total iter time: 4.6767 [2020-11-15 06:35:15,918][root][INFO] - ===> Epoch[142](3708/26): Loss 0.3365, Sem 0.3365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.651e-01 Score 90.056 Data time: 0.1391, Forward time: 2.2766, Backward time: 3.0592, DDP time: 0.0046, Total iter time: 5.7328 [2020-11-15 06:35:22,072][root][INFO] - ===> Epoch[142](3709/26): Loss 0.3561, Sem 0.3561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.651e-01 Score 88.915 Data time: 0.2280, Forward time: 2.2769, Backward time: 3.0593, DDP time: 0.0046, Total iter time: 6.0758 [2020-11-15 06:35:27,777][root][INFO] - ===> Epoch[142](3710/26): Loss 0.3036, Sem 0.3036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.650e-01 Score 90.458 Data time: 0.2021, Forward time: 2.2768, Backward time: 3.0593, DDP time: 0.0046, Total iter time: 5.5829 [2020-11-15 06:35:33,278][root][INFO] - ===> Epoch[142](3711/26): Loss 0.3196, Sem 0.3196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.650e-01 Score 89.890 Data time: 0.2540, Forward time: 2.2770, Backward time: 3.0589, DDP time: 0.0046, Total iter time: 5.3859 [2020-11-15 06:35:39,812][root][INFO] - ===> Epoch[142](3712/26): Loss 0.3110, Sem 0.3110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.650e-01 Score 90.825 Data time: 0.3431, Forward time: 2.2777, Backward time: 3.0587, DDP time: 0.0046, Total iter time: 6.4238 [2020-11-15 06:35:47,546][root][INFO] - ===> Epoch[142](3713/26): Loss 0.3104, Sem 0.3104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.649e-01 Score 90.534 Data time: 0.2506, Forward time: 2.2780, Backward time: 3.0595, DDP time: 0.0046, Total iter time: 7.6193 [2020-11-15 06:35:53,412][root][INFO] - ===> Epoch[142](3714/26): Loss 0.2928, Sem 0.2928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.649e-01 Score 91.186 Data time: 0.2936, Forward time: 2.2785, Backward time: 3.0591, DDP time: 0.0046, Total iter time: 5.7286 [2020-11-15 06:35:59,092][root][INFO] - ===> Epoch[142](3715/26): Loss 0.2801, Sem 0.2801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.649e-01 Score 91.354 Data time: 0.2279, Forward time: 2.2787, Backward time: 3.0588, DDP time: 0.0046, Total iter time: 5.5588 [2020-11-15 06:36:04,837][root][INFO] - ===> Epoch[142](3716/26): Loss 0.3156, Sem 0.3156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.648e-01 Score 90.276 Data time: 0.2266, Forward time: 2.2789, Backward time: 3.0586, DDP time: 0.0046, Total iter time: 5.6478 [2020-11-15 06:36:09,671][root][INFO] - ===> Epoch[143](3717/26): Loss 0.2850, Sem 0.2850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.648e-01 Score 91.203 Data time: 0.1783, Forward time: 2.2788, Backward time: 3.0583, DDP time: 0.0046, Total iter time: 4.7386 [2020-11-15 06:36:14,762][root][INFO] - ===> Epoch[143](3718/26): Loss 0.2699, Sem 0.2699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.647e-01 Score 91.879 Data time: 0.1741, Forward time: 2.2786, Backward time: 3.0581, DDP time: 0.0046, Total iter time: 5.0146 [2020-11-15 06:36:21,011][root][INFO] - ===> Epoch[143](3719/26): Loss 0.2981, Sem 0.2981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.647e-01 Score 90.352 Data time: 0.1694, Forward time: 2.2783, Backward time: 3.0586, DDP time: 0.0046, Total iter time: 6.1681 [2020-11-15 06:36:26,072][root][INFO] - ===> Epoch[143](3720/26): Loss 0.2772, Sem 0.2772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.647e-01 Score 91.650 Data time: 0.2120, Forward time: 2.2784, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 4.9858 [2020-11-15 06:36:31,485][root][INFO] - ===> Epoch[143](3721/26): Loss 0.2912, Sem 0.2912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.646e-01 Score 91.012 Data time: 0.2640, Forward time: 2.2787, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.3104 [2020-11-15 06:36:37,087][root][INFO] - ===> Epoch[143](3722/26): Loss 0.3161, Sem 0.3161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.646e-01 Score 90.783 Data time: 0.2015, Forward time: 2.2788, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 5.5008 [2020-11-15 06:36:42,452][root][INFO] - ===> Epoch[143](3723/26): Loss 0.3076, Sem 0.3076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.646e-01 Score 90.652 Data time: 0.1651, Forward time: 2.2785, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 5.2551 [2020-11-15 06:36:48,501][root][INFO] - ===> Epoch[143](3724/26): Loss 0.2614, Sem 0.2614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.645e-01 Score 91.668 Data time: 0.1851, Forward time: 2.2784, Backward time: 3.0579, DDP time: 0.0046, Total iter time: 5.9375 [2020-11-15 06:36:54,522][root][INFO] - ===> Epoch[143](3725/26): Loss 0.2818, Sem 0.2818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.645e-01 Score 91.054 Data time: 0.2228, Forward time: 2.2786, Backward time: 3.0579, DDP time: 0.0046, Total iter time: 5.9175 [2020-11-15 06:36:59,800][root][INFO] - ===> Epoch[143](3726/26): Loss 0.3279, Sem 0.3279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.645e-01 Score 89.991 Data time: 0.2346, Forward time: 2.2788, Backward time: 3.0574, DDP time: 0.0046, Total iter time: 5.1609 [2020-11-15 06:37:05,811][root][INFO] - ===> Epoch[143](3727/26): Loss 0.2547, Sem 0.2547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.644e-01 Score 92.145 Data time: 0.1595, Forward time: 2.2786, Backward time: 3.0578, DDP time: 0.0046, Total iter time: 5.9204 [2020-11-15 06:37:10,578][root][INFO] - ===> Epoch[143](3728/26): Loss 0.3171, Sem 0.3171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.644e-01 Score 90.062 Data time: 0.1813, Forward time: 2.2784, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 4.6555 [2020-11-15 06:37:15,592][root][INFO] - ===> Epoch[143](3729/26): Loss 0.3352, Sem 0.3352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.643e-01 Score 89.791 Data time: 0.1847, Forward time: 2.2783, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 4.8899 [2020-11-15 06:37:19,982][root][INFO] - ===> Epoch[143](3730/26): Loss 0.2708, Sem 0.2708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.643e-01 Score 91.657 Data time: 0.2031, Forward time: 2.2782, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 4.2886 [2020-11-15 06:37:26,507][root][INFO] - ===> Epoch[143](3731/26): Loss 0.2741, Sem 0.2741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.643e-01 Score 91.183 Data time: 0.3567, Forward time: 2.2788, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 6.4131 [2020-11-15 06:37:32,958][root][INFO] - ===> Epoch[143](3732/26): Loss 0.3421, Sem 0.3421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.642e-01 Score 89.462 Data time: 0.2404, Forward time: 2.2789, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 6.3385 [2020-11-15 06:37:38,551][root][INFO] - ===> Epoch[143](3733/26): Loss 0.3443, Sem 0.3443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.642e-01 Score 89.664 Data time: 0.2716, Forward time: 2.2791, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 5.4618 [2020-11-15 06:37:45,014][root][INFO] - ===> Epoch[143](3734/26): Loss 0.3529, Sem 0.3529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.642e-01 Score 89.082 Data time: 0.2532, Forward time: 2.2795, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 6.3382 [2020-11-15 06:37:50,445][root][INFO] - ===> Epoch[143](3735/26): Loss 0.3390, Sem 0.3390, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.641e-01 Score 89.024 Data time: 0.1449, Forward time: 2.2792, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 5.3096 [2020-11-15 06:37:55,661][root][INFO] - ===> Epoch[143](3736/26): Loss 0.3285, Sem 0.3285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.641e-01 Score 90.210 Data time: 0.2167, Forward time: 2.2794, Backward time: 3.0560, DDP time: 0.0046, Total iter time: 5.1292 [2020-11-15 06:38:00,210][root][INFO] - ===> Epoch[143](3737/26): Loss 0.3580, Sem 0.3580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.640e-01 Score 90.024 Data time: 0.1854, Forward time: 2.2793, Backward time: 3.0554, DDP time: 0.0046, Total iter time: 4.4303 [2020-11-15 06:38:05,635][root][INFO] - ===> Epoch[143](3738/26): Loss 0.3119, Sem 0.3119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.640e-01 Score 90.333 Data time: 0.1850, Forward time: 2.2793, Backward time: 3.0553, DDP time: 0.0046, Total iter time: 5.3279 [2020-11-15 06:38:11,782][root][INFO] - ===> Epoch[143](3739/26): Loss 0.2729, Sem 0.2729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.640e-01 Score 91.340 Data time: 0.1588, Forward time: 2.2790, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 6.0159 [2020-11-15 06:38:16,606][root][INFO] - ===> Epoch[143](3740/26): Loss 0.3036, Sem 0.3036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.639e-01 Score 90.602 Data time: 0.1924, Forward time: 2.2789, Backward time: 3.0554, DDP time: 0.0046, Total iter time: 4.7363 [2020-11-15 06:38:21,862][root][INFO] - ===> Epoch[143](3741/26): Loss 0.2995, Sem 0.2995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.639e-01 Score 90.624 Data time: 0.2391, Forward time: 2.2792, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 5.1594 [2020-11-15 06:38:27,163][root][INFO] - ===> Epoch[143](3742/26): Loss 0.3679, Sem 0.3679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.639e-01 Score 88.486 Data time: 0.1925, Forward time: 2.2791, Backward time: 3.0547, DDP time: 0.0046, Total iter time: 5.1944 [2020-11-15 06:38:33,826][root][INFO] - ===> Epoch[144](3743/26): Loss 0.3175, Sem 0.3175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.638e-01 Score 90.525 Data time: 0.3691, Forward time: 2.2797, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 6.5669 [2020-11-15 06:38:39,642][root][INFO] - ===> Epoch[144](3744/26): Loss 0.3416, Sem 0.3416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.638e-01 Score 89.910 Data time: 0.1432, Forward time: 2.2795, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 5.6810 [2020-11-15 06:38:44,407][root][INFO] - ===> Epoch[144](3745/26): Loss 0.2728, Sem 0.2728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.638e-01 Score 91.698 Data time: 0.2008, Forward time: 2.2794, Backward time: 3.0544, DDP time: 0.0046, Total iter time: 4.6755 [2020-11-15 06:38:50,978][root][INFO] - ===> Epoch[144](3746/26): Loss 0.3085, Sem 0.3085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.637e-01 Score 90.183 Data time: 0.3511, Forward time: 2.2800, Backward time: 3.0543, DDP time: 0.0046, Total iter time: 6.4639 [2020-11-15 06:38:57,835][root][INFO] - ===> Epoch[144](3747/26): Loss 0.3333, Sem 0.3333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.637e-01 Score 89.667 Data time: 0.1836, Forward time: 2.2799, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 6.7184 [2020-11-15 06:39:03,986][root][INFO] - ===> Epoch[144](3748/26): Loss 0.3124, Sem 0.3124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.636e-01 Score 90.360 Data time: 0.1712, Forward time: 2.2798, Backward time: 3.0554, DDP time: 0.0046, Total iter time: 6.0556 [2020-11-15 06:39:08,806][root][INFO] - ===> Epoch[144](3749/26): Loss 0.2903, Sem 0.2903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.636e-01 Score 90.791 Data time: 0.2100, Forward time: 2.2799, Backward time: 3.0548, DDP time: 0.0046, Total iter time: 4.7302 [2020-11-15 06:39:14,401][root][INFO] - ===> Epoch[144](3750/26): Loss 0.3105, Sem 0.3105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.636e-01 Score 90.213 Data time: 0.1449, Forward time: 2.2794, Backward time: 3.0553, DDP time: 0.0046, Total iter time: 5.4785 [2020-11-15 06:39:19,438][root][INFO] - ===> Epoch[144](3751/26): Loss 0.3029, Sem 0.3029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.635e-01 Score 90.803 Data time: 0.1395, Forward time: 2.2790, Backward time: 3.0553, DDP time: 0.0046, Total iter time: 4.9589 [2020-11-15 06:39:24,300][root][INFO] - ===> Epoch[144](3752/26): Loss 0.3452, Sem 0.3452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.635e-01 Score 89.254 Data time: 0.1861, Forward time: 2.2788, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 4.7934 [2020-11-15 06:39:30,264][root][INFO] - ===> Epoch[144](3753/26): Loss 0.2343, Sem 0.2343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.635e-01 Score 92.532 Data time: 0.2678, Forward time: 2.2793, Backward time: 3.0547, DDP time: 0.0046, Total iter time: 5.8694 [2020-11-15 06:39:35,739][root][INFO] - ===> Epoch[144](3754/26): Loss 0.3394, Sem 0.3394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.634e-01 Score 89.298 Data time: 0.1396, Forward time: 2.2791, Backward time: 3.0548, DDP time: 0.0046, Total iter time: 5.3445 [2020-11-15 06:39:41,991][root][INFO] - ===> Epoch[144](3755/26): Loss 0.2822, Sem 0.2822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.634e-01 Score 91.140 Data time: 0.3408, Forward time: 2.2796, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 6.1380 [2020-11-15 06:39:47,941][root][INFO] - ===> Epoch[144](3756/26): Loss 0.3273, Sem 0.3273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.634e-01 Score 89.510 Data time: 0.2151, Forward time: 2.2799, Backward time: 3.0544, DDP time: 0.0046, Total iter time: 5.8108 [2020-11-15 06:39:53,715][root][INFO] - ===> Epoch[144](3757/26): Loss 0.2706, Sem 0.2706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.633e-01 Score 91.231 Data time: 0.2228, Forward time: 2.2799, Backward time: 3.0544, DDP time: 0.0046, Total iter time: 5.6390 [2020-11-15 06:40:00,078][root][INFO] - ===> Epoch[144](3758/26): Loss 0.3058, Sem 0.3058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.633e-01 Score 90.374 Data time: 0.2504, Forward time: 2.2804, Backward time: 3.0543, DDP time: 0.0046, Total iter time: 6.2554 [2020-11-15 06:40:05,719][root][INFO] - ===> Epoch[144](3759/26): Loss 0.3133, Sem 0.3133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.632e-01 Score 90.417 Data time: 0.1714, Forward time: 2.2802, Backward time: 3.0544, DDP time: 0.0046, Total iter time: 5.5116 [2020-11-15 06:40:11,810][root][INFO] - ===> Epoch[144](3760/26): Loss 0.3108, Sem 0.3108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.632e-01 Score 90.420 Data time: 0.1578, Forward time: 2.2799, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 6.0148 [2020-11-15 06:40:17,681][root][INFO] - ===> Epoch[144](3761/26): Loss 0.3002, Sem 0.3002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.632e-01 Score 90.955 Data time: 0.1999, Forward time: 2.2799, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.8095 [2020-11-15 06:40:24,272][root][INFO] - ===> Epoch[144](3762/26): Loss 0.2492, Sem 0.2492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.631e-01 Score 92.360 Data time: 0.2230, Forward time: 2.2801, Backward time: 3.0553, DDP time: 0.0046, Total iter time: 6.5004 [2020-11-15 06:40:30,127][root][INFO] - ===> Epoch[144](3763/26): Loss 0.3022, Sem 0.3022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.631e-01 Score 90.134 Data time: 0.2212, Forward time: 2.2803, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 5.7544 [2020-11-15 06:40:35,884][root][INFO] - ===> Epoch[144](3764/26): Loss 0.2899, Sem 0.2899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.631e-01 Score 90.809 Data time: 0.1701, Forward time: 2.2802, Backward time: 3.0554, DDP time: 0.0046, Total iter time: 5.6610 [2020-11-15 06:40:42,699][root][INFO] - ===> Epoch[144](3765/26): Loss 0.2983, Sem 0.2983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.630e-01 Score 90.528 Data time: 0.1293, Forward time: 2.2797, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 6.7064 [2020-11-15 06:40:48,752][root][INFO] - ===> Epoch[144](3766/26): Loss 0.3227, Sem 0.3227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.630e-01 Score 90.146 Data time: 0.1481, Forward time: 2.2795, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 5.9911 [2020-11-15 06:40:53,484][root][INFO] - ===> Epoch[144](3767/26): Loss 0.2784, Sem 0.2784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.629e-01 Score 91.238 Data time: 0.1362, Forward time: 2.2791, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 4.6427 [2020-11-15 06:40:59,786][root][INFO] - ===> Epoch[144](3768/26): Loss 0.2968, Sem 0.2968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.629e-01 Score 90.169 Data time: 0.1854, Forward time: 2.2789, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 6.2068 [2020-11-15 06:41:06,065][root][INFO] - ===> Epoch[145](3769/26): Loss 0.2586, Sem 0.2586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.629e-01 Score 91.868 Data time: 0.3334, Forward time: 2.2795, Backward time: 3.0570, DDP time: 0.0046, Total iter time: 6.1748 [2020-11-15 06:41:10,786][root][INFO] - ===> Epoch[145](3770/26): Loss 0.3253, Sem 0.3253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.628e-01 Score 90.476 Data time: 0.1546, Forward time: 2.2793, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 4.5983 [2020-11-15 06:41:16,977][root][INFO] - ===> Epoch[145](3771/26): Loss 0.2677, Sem 0.2677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.628e-01 Score 91.622 Data time: 0.2125, Forward time: 2.2791, Backward time: 3.0571, DDP time: 0.0046, Total iter time: 6.0860 [2020-11-15 06:41:21,780][root][INFO] - ===> Epoch[145](3772/26): Loss 0.2771, Sem 0.2771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.628e-01 Score 91.016 Data time: 0.2071, Forward time: 2.2791, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 4.7224 [2020-11-15 06:41:28,508][root][INFO] - ===> Epoch[145](3773/26): Loss 0.2767, Sem 0.2767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.627e-01 Score 91.665 Data time: 0.1909, Forward time: 2.2791, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 6.6379 [2020-11-15 06:41:34,003][root][INFO] - ===> Epoch[145](3774/26): Loss 0.2889, Sem 0.2889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.627e-01 Score 90.926 Data time: 0.2285, Forward time: 2.2794, Backward time: 3.0568, DDP time: 0.0046, Total iter time: 5.3940 [2020-11-15 06:41:39,200][root][INFO] - ===> Epoch[145](3775/26): Loss 0.2738, Sem 0.2738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.627e-01 Score 91.249 Data time: 0.2219, Forward time: 2.2795, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 5.0743 [2020-11-15 06:41:44,312][root][INFO] - ===> Epoch[145](3776/26): Loss 0.3177, Sem 0.3177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.626e-01 Score 89.941 Data time: 0.1721, Forward time: 2.2794, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 4.9960 [2020-11-15 06:41:50,285][root][INFO] - ===> Epoch[145](3777/26): Loss 0.2671, Sem 0.2671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.626e-01 Score 91.771 Data time: 0.1743, Forward time: 2.2790, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 5.8655 [2020-11-15 06:41:55,439][root][INFO] - ===> Epoch[145](3778/26): Loss 0.2938, Sem 0.2938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.625e-01 Score 90.444 Data time: 0.2594, Forward time: 2.2791, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 5.0781 [2020-11-15 06:42:01,257][root][INFO] - ===> Epoch[145](3779/26): Loss 0.3295, Sem 0.3295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.625e-01 Score 90.200 Data time: 0.1649, Forward time: 2.2790, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 5.7169 [2020-11-15 06:42:06,803][root][INFO] - ===> Epoch[145](3780/26): Loss 0.2924, Sem 0.2924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.625e-01 Score 90.506 Data time: 0.2330, Forward time: 2.2790, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 5.4629 [2020-11-15 06:42:11,937][root][INFO] - ===> Epoch[145](3781/26): Loss 0.3474, Sem 0.3474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.624e-01 Score 89.197 Data time: 0.1973, Forward time: 2.2789, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 5.0234 [2020-11-15 06:42:16,802][root][INFO] - ===> Epoch[145](3782/26): Loss 0.3336, Sem 0.3336, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.624e-01 Score 89.296 Data time: 0.1629, Forward time: 2.2786, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 4.7805 [2020-11-15 06:42:22,587][root][INFO] - ===> Epoch[145](3783/26): Loss 0.2799, Sem 0.2799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.624e-01 Score 91.662 Data time: 0.1535, Forward time: 2.2784, Backward time: 3.0563, DDP time: 0.0046, Total iter time: 5.6831 [2020-11-15 06:42:29,451][root][INFO] - ===> Epoch[145](3784/26): Loss 0.3723, Sem 0.3723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.623e-01 Score 88.714 Data time: 0.1587, Forward time: 2.2781, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 6.7797 [2020-11-15 06:42:34,186][root][INFO] - ===> Epoch[145](3785/26): Loss 0.2886, Sem 0.2886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.623e-01 Score 90.963 Data time: 0.1881, Forward time: 2.2780, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 4.6400 [2020-11-15 06:42:40,352][root][INFO] - ===> Epoch[145](3786/26): Loss 0.3473, Sem 0.3473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.622e-01 Score 89.409 Data time: 0.2657, Forward time: 2.2785, Backward time: 3.0565, DDP time: 0.0046, Total iter time: 6.0662 [2020-11-15 06:42:45,955][root][INFO] - ===> Epoch[145](3787/26): Loss 0.2972, Sem 0.2972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.622e-01 Score 90.711 Data time: 0.2230, Forward time: 2.2788, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 5.4904 [2020-11-15 06:42:51,415][root][INFO] - ===> Epoch[145](3788/26): Loss 0.3105, Sem 0.3105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.622e-01 Score 90.617 Data time: 0.2220, Forward time: 2.2789, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 5.3328 [2020-11-15 06:42:58,282][root][INFO] - ===> Epoch[145](3789/26): Loss 0.2873, Sem 0.2873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.621e-01 Score 91.031 Data time: 0.2359, Forward time: 2.2792, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 6.7696 [2020-11-15 06:43:03,631][root][INFO] - ===> Epoch[145](3790/26): Loss 0.2929, Sem 0.2929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.621e-01 Score 90.692 Data time: 0.1728, Forward time: 2.2791, Backward time: 3.0560, DDP time: 0.0046, Total iter time: 5.2289 [2020-11-15 06:43:08,984][root][INFO] - ===> Epoch[145](3791/26): Loss 0.3025, Sem 0.3025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.621e-01 Score 89.815 Data time: 0.1751, Forward time: 2.2788, Backward time: 3.0561, DDP time: 0.0046, Total iter time: 5.2521 [2020-11-15 06:43:15,054][root][INFO] - ===> Epoch[145](3792/26): Loss 0.3120, Sem 0.3120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.620e-01 Score 90.338 Data time: 0.2631, Forward time: 2.2789, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 5.9744 [2020-11-15 06:43:20,095][root][INFO] - ===> Epoch[145](3793/26): Loss 0.3232, Sem 0.3232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.620e-01 Score 89.885 Data time: 0.2150, Forward time: 2.2791, Backward time: 3.0556, DDP time: 0.0046, Total iter time: 4.9201 [2020-11-15 06:43:26,669][root][INFO] - ===> Epoch[145](3794/26): Loss 0.3069, Sem 0.3069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.620e-01 Score 89.995 Data time: 0.1625, Forward time: 2.2788, Backward time: 3.0564, DDP time: 0.0046, Total iter time: 6.4627 [2020-11-15 06:43:33,769][root][INFO] - ===> Epoch[146](3795/26): Loss 0.3299, Sem 0.3299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.619e-01 Score 89.462 Data time: 0.2629, Forward time: 2.2792, Backward time: 3.0567, DDP time: 0.0046, Total iter time: 7.0064 [2020-11-15 06:43:40,538][root][INFO] - ===> Epoch[146](3796/26): Loss 0.2606, Sem 0.2606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.619e-01 Score 92.180 Data time: 0.1800, Forward time: 2.2792, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 6.6291 [2020-11-15 06:43:46,147][root][INFO] - ===> Epoch[146](3797/26): Loss 0.2574, Sem 0.2574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.618e-01 Score 91.902 Data time: 0.1757, Forward time: 2.2791, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.5025 [2020-11-15 06:43:53,135][root][INFO] - ===> Epoch[146](3798/26): Loss 0.3406, Sem 0.3406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.618e-01 Score 89.275 Data time: 0.1917, Forward time: 2.2789, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 6.9036 [2020-11-15 06:43:58,142][root][INFO] - ===> Epoch[146](3799/26): Loss 0.2945, Sem 0.2945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.618e-01 Score 90.716 Data time: 0.1404, Forward time: 2.2785, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 4.9075 [2020-11-15 06:44:03,320][root][INFO] - ===> Epoch[146](3800/26): Loss 0.2750, Sem 0.2750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.617e-01 Score 91.492 Data time: 0.1296, Forward time: 2.2781, Backward time: 3.0583, DDP time: 0.0046, Total iter time: 5.1079 [2020-11-15 06:44:08,114][root][INFO] - ===> Epoch[146](3801/26): Loss 0.3161, Sem 0.3161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.617e-01 Score 90.330 Data time: 0.1516, Forward time: 2.2777, Backward time: 3.0583, DDP time: 0.0046, Total iter time: 4.7169 [2020-11-15 06:44:12,743][root][INFO] - ===> Epoch[146](3802/26): Loss 0.2603, Sem 0.2603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.617e-01 Score 91.707 Data time: 0.1976, Forward time: 2.2776, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 4.5529 [2020-11-15 06:44:17,787][root][INFO] - ===> Epoch[146](3803/26): Loss 0.3303, Sem 0.3303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.616e-01 Score 89.812 Data time: 0.1571, Forward time: 2.2775, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 4.9444 [2020-11-15 06:44:24,615][root][INFO] - ===> Epoch[146](3804/26): Loss 0.3130, Sem 0.3130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.616e-01 Score 89.492 Data time: 0.1527, Forward time: 2.2773, Backward time: 3.0583, DDP time: 0.0046, Total iter time: 6.7198 [2020-11-15 06:44:29,015][root][INFO] - ===> Epoch[146](3805/26): Loss 0.2695, Sem 0.2695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.615e-01 Score 91.528 Data time: 0.1456, Forward time: 2.2769, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 4.2902 [2020-11-15 06:44:35,286][root][INFO] - ===> Epoch[146](3806/26): Loss 0.2593, Sem 0.2593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.615e-01 Score 91.789 Data time: 0.1797, Forward time: 2.2768, Backward time: 3.0584, DDP time: 0.0046, Total iter time: 6.1797 [2020-11-15 06:44:41,235][root][INFO] - ===> Epoch[146](3807/26): Loss 0.3050, Sem 0.3050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.615e-01 Score 90.247 Data time: 0.1926, Forward time: 2.2767, Backward time: 3.0586, DDP time: 0.0046, Total iter time: 5.8086 [2020-11-15 06:44:46,951][root][INFO] - ===> Epoch[146](3808/26): Loss 0.3488, Sem 0.3488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.614e-01 Score 89.399 Data time: 0.2041, Forward time: 2.2768, Backward time: 3.0586, DDP time: 0.0046, Total iter time: 5.6010 [2020-11-15 06:44:52,569][root][INFO] - ===> Epoch[146](3809/26): Loss 0.2733, Sem 0.2733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.614e-01 Score 91.214 Data time: 0.2342, Forward time: 2.2770, Backward time: 3.0583, DDP time: 0.0046, Total iter time: 5.4882 [2020-11-15 06:44:57,821][root][INFO] - ===> Epoch[146](3810/26): Loss 0.3373, Sem 0.3373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.614e-01 Score 89.402 Data time: 0.1559, Forward time: 2.2768, Backward time: 3.0582, DDP time: 0.0046, Total iter time: 5.1093 [2020-11-15 06:45:03,569][root][INFO] - ===> Epoch[146](3811/26): Loss 0.2729, Sem 0.2729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.613e-01 Score 91.333 Data time: 0.2531, Forward time: 2.2770, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 5.6507 [2020-11-15 06:45:09,369][root][INFO] - ===> Epoch[146](3812/26): Loss 0.2914, Sem 0.2914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.613e-01 Score 90.981 Data time: 0.2661, Forward time: 2.2774, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.6930 [2020-11-15 06:45:15,364][root][INFO] - ===> Epoch[146](3813/26): Loss 0.2857, Sem 0.2857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.613e-01 Score 90.910 Data time: 0.2551, Forward time: 2.2777, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 5.8686 [2020-11-15 06:45:21,249][root][INFO] - ===> Epoch[146](3814/26): Loss 0.2694, Sem 0.2694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.612e-01 Score 91.668 Data time: 0.1351, Forward time: 2.2773, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 5.7661 [2020-11-15 06:45:26,697][root][INFO] - ===> Epoch[146](3815/26): Loss 0.2838, Sem 0.2838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.612e-01 Score 91.326 Data time: 0.2479, Forward time: 2.2776, Backward time: 3.0576, DDP time: 0.0046, Total iter time: 5.3690 [2020-11-15 06:45:32,923][root][INFO] - ===> Epoch[146](3816/26): Loss 0.2859, Sem 0.2859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.611e-01 Score 90.884 Data time: 0.2113, Forward time: 2.2778, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 6.1286 [2020-11-15 06:45:38,685][root][INFO] - ===> Epoch[146](3817/26): Loss 0.2892, Sem 0.2892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.611e-01 Score 91.093 Data time: 0.2888, Forward time: 2.2781, Backward time: 3.0573, DDP time: 0.0046, Total iter time: 5.6436 [2020-11-15 06:45:44,190][root][INFO] - ===> Epoch[146](3818/26): Loss 0.2854, Sem 0.2854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.611e-01 Score 90.947 Data time: 0.2177, Forward time: 2.2783, Backward time: 3.0570, DDP time: 0.0046, Total iter time: 5.3800 [2020-11-15 06:45:50,363][root][INFO] - ===> Epoch[146](3819/26): Loss 0.2796, Sem 0.2796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.610e-01 Score 91.265 Data time: 0.1615, Forward time: 2.2781, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 6.0724 [2020-11-15 06:45:56,015][root][INFO] - ===> Epoch[146](3820/26): Loss 0.2719, Sem 0.2719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.610e-01 Score 91.226 Data time: 0.1619, Forward time: 2.2778, Backward time: 3.0577, DDP time: 0.0046, Total iter time: 5.5744 [2020-11-15 06:46:00,826][root][INFO] - ===> Epoch[147](3821/26): Loss 0.2696, Sem 0.2696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.610e-01 Score 91.580 Data time: 0.1648, Forward time: 2.2776, Backward time: 3.0575, DDP time: 0.0046, Total iter time: 4.7331 [2020-11-15 06:46:07,237][root][INFO] - ===> Epoch[147](3822/26): Loss 0.3623, Sem 0.3623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.609e-01 Score 88.705 Data time: 0.2078, Forward time: 2.2776, Backward time: 3.0578, DDP time: 0.0046, Total iter time: 6.3155 [2020-11-15 06:46:12,552][root][INFO] - ===> Epoch[147](3823/26): Loss 0.3040, Sem 0.3040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.609e-01 Score 90.484 Data time: 0.1318, Forward time: 2.2773, Backward time: 3.0580, DDP time: 0.0046, Total iter time: 5.2045 [2020-11-15 06:46:17,914][root][INFO] - ===> Epoch[147](3824/26): Loss 0.2862, Sem 0.2862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.609e-01 Score 91.316 Data time: 0.1671, Forward time: 2.2770, Backward time: 3.0581, DDP time: 0.0046, Total iter time: 5.2935 [2020-11-15 06:46:22,425][root][INFO] - ===> Epoch[147](3825/26): Loss 0.2680, Sem 0.2680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.608e-01 Score 91.291 Data time: 0.2007, Forward time: 2.2770, Backward time: 3.0574, DDP time: 0.0046, Total iter time: 4.4228 [2020-11-15 06:46:27,626][root][INFO] - ===> Epoch[147](3826/26): Loss 0.2737, Sem 0.2737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.608e-01 Score 91.197 Data time: 0.2102, Forward time: 2.2771, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 5.0923 [2020-11-15 06:46:33,736][root][INFO] - ===> Epoch[147](3827/26): Loss 0.2791, Sem 0.2791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.607e-01 Score 91.169 Data time: 0.2570, Forward time: 2.2775, Backward time: 3.0569, DDP time: 0.0046, Total iter time: 5.9878 [2020-11-15 06:46:39,890][root][INFO] - ===> Epoch[147](3828/26): Loss 0.3195, Sem 0.3195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.607e-01 Score 89.851 Data time: 0.1740, Forward time: 2.2774, Backward time: 3.0572, DDP time: 0.0046, Total iter time: 6.0241 [2020-11-15 06:46:45,303][root][INFO] - ===> Epoch[147](3829/26): Loss 0.2665, Sem 0.2665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.607e-01 Score 91.521 Data time: 0.2063, Forward time: 2.2775, Backward time: 3.0570, DDP time: 0.0046, Total iter time: 5.3046 [2020-11-15 06:46:50,862][root][INFO] - ===> Epoch[147](3830/26): Loss 0.2979, Sem 0.2979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.606e-01 Score 90.945 Data time: 0.2544, Forward time: 2.2778, Backward time: 3.0566, DDP time: 0.0046, Total iter time: 5.4300 [2020-11-15 06:46:56,442][root][INFO] - ===> Epoch[147](3831/26): Loss 0.2756, Sem 0.2756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.606e-01 Score 91.045 Data time: 0.2198, Forward time: 2.2781, Backward time: 3.0562, DDP time: 0.0046, Total iter time: 5.4640 [2020-11-15 06:47:01,181][root][INFO] - ===> Epoch[147](3832/26): Loss 0.3219, Sem 0.3219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.606e-01 Score 89.886 Data time: 0.1728, Forward time: 2.2779, Backward time: 3.0558, DDP time: 0.0046, Total iter time: 4.6296 [2020-11-15 06:47:07,122][root][INFO] - ===> Epoch[147](3833/26): Loss 0.2750, Sem 0.2750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.605e-01 Score 91.186 Data time: 0.2026, Forward time: 2.2779, Backward time: 3.0559, DDP time: 0.0046, Total iter time: 5.8519 [2020-11-15 06:47:12,397][root][INFO] - ===> Epoch[147](3834/26): Loss 0.3117, Sem 0.3117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.605e-01 Score 90.094 Data time: 0.2029, Forward time: 2.2780, Backward time: 3.0556, DDP time: 0.0046, Total iter time: 5.1618 [2020-11-15 06:47:17,442][root][INFO] - ===> Epoch[147](3835/26): Loss 0.2379, Sem 0.2379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.604e-01 Score 92.689 Data time: 0.1378, Forward time: 2.2776, Backward time: 3.0556, DDP time: 0.0046, Total iter time: 4.9274 [2020-11-15 06:47:22,204][root][INFO] - ===> Epoch[147](3836/26): Loss 0.2581, Sem 0.2581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.604e-01 Score 91.568 Data time: 0.2029, Forward time: 2.2776, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 4.6772 [2020-11-15 06:47:28,012][root][INFO] - ===> Epoch[147](3837/26): Loss 0.3013, Sem 0.3013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.604e-01 Score 90.908 Data time: 0.2460, Forward time: 2.2779, Backward time: 3.0549, DDP time: 0.0046, Total iter time: 5.7018 [2020-11-15 06:47:34,378][root][INFO] - ===> Epoch[147](3838/26): Loss 0.2282, Sem 0.2282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.603e-01 Score 92.956 Data time: 0.1969, Forward time: 2.2779, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 6.2328 [2020-11-15 06:47:39,554][root][INFO] - ===> Epoch[147](3839/26): Loss 0.3111, Sem 0.3111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.603e-01 Score 90.478 Data time: 0.1729, Forward time: 2.2777, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.0501 [2020-11-15 06:47:45,105][root][INFO] - ===> Epoch[147](3840/26): Loss 0.2489, Sem 0.2489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.603e-01 Score 91.766 Data time: 0.2478, Forward time: 2.2780, Backward time: 3.0547, DDP time: 0.0046, Total iter time: 5.4536 [2020-11-15 06:47:50,911][root][INFO] - ===> Epoch[147](3841/26): Loss 0.1984, Sem 0.1984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.602e-01 Score 93.719 Data time: 0.1922, Forward time: 2.2780, Backward time: 3.0548, DDP time: 0.0046, Total iter time: 5.7003 [2020-11-15 06:47:55,993][root][INFO] - ===> Epoch[147](3842/26): Loss 0.2294, Sem 0.2294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.602e-01 Score 92.811 Data time: 0.1843, Forward time: 2.2779, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 4.9911 [2020-11-15 06:48:01,384][root][INFO] - ===> Epoch[147](3843/26): Loss 0.3056, Sem 0.3056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.602e-01 Score 90.722 Data time: 0.1845, Forward time: 2.2778, Backward time: 3.0545, DDP time: 0.0046, Total iter time: 5.3040 [2020-11-15 06:48:07,323][root][INFO] - ===> Epoch[147](3844/26): Loss 0.2683, Sem 0.2683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.601e-01 Score 91.579 Data time: 0.1717, Forward time: 2.2776, Backward time: 3.0548, DDP time: 0.0046, Total iter time: 5.8320 [2020-11-15 06:48:14,852][root][INFO] - ===> Epoch[147](3845/26): Loss 0.2508, Sem 0.2508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.601e-01 Score 91.967 Data time: 0.2175, Forward time: 2.2778, Backward time: 3.0555, DDP time: 0.0046, Total iter time: 7.4531 [2020-11-15 06:48:20,019][root][INFO] - ===> Epoch[147](3846/26): Loss 0.2535, Sem 0.2535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.600e-01 Score 91.816 Data time: 0.1714, Forward time: 2.2776, Backward time: 3.0554, DDP time: 0.0046, Total iter time: 5.0260 [2020-11-15 06:48:25,618][root][INFO] - ===> Epoch[148](3847/26): Loss 0.2724, Sem 0.2724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.600e-01 Score 91.033 Data time: 0.2396, Forward time: 2.2779, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.5028 [2020-11-15 06:48:31,531][root][INFO] - ===> Epoch[148](3848/26): Loss 0.3071, Sem 0.3071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.600e-01 Score 90.909 Data time: 0.2196, Forward time: 2.2781, Backward time: 3.0550, DDP time: 0.0046, Total iter time: 5.8103 [2020-11-15 06:48:37,062][root][INFO] - ===> Epoch[148](3849/26): Loss 0.2982, Sem 0.2982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.599e-01 Score 90.840 Data time: 0.2273, Forward time: 2.2782, Backward time: 3.0548, DDP time: 0.0046, Total iter time: 5.4236 [2020-11-15 06:48:42,326][root][INFO] - ===> Epoch[148](3850/26): Loss 0.2846, Sem 0.2846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.599e-01 Score 91.277 Data time: 0.1846, Forward time: 2.2782, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 5.1517 [2020-11-15 06:48:47,072][root][INFO] - ===> Epoch[148](3851/26): Loss 0.2585, Sem 0.2585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.599e-01 Score 91.935 Data time: 0.1666, Forward time: 2.2779, Backward time: 3.0543, DDP time: 0.0046, Total iter time: 4.6602 [2020-11-15 06:48:52,867][root][INFO] - ===> Epoch[148](3852/26): Loss 0.3622, Sem 0.3622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.598e-01 Score 88.731 Data time: 0.2626, Forward time: 2.2783, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 5.7082 [2020-11-15 06:48:57,829][root][INFO] - ===> Epoch[148](3853/26): Loss 0.2879, Sem 0.2879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.598e-01 Score 91.159 Data time: 0.1822, Forward time: 2.2783, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 4.8420 [2020-11-15 06:49:03,583][root][INFO] - ===> Epoch[148](3854/26): Loss 0.2352, Sem 0.2352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.597e-01 Score 92.663 Data time: 0.2334, Forward time: 2.2782, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 5.6519 [2020-11-15 06:49:10,014][root][INFO] - ===> Epoch[148](3855/26): Loss 0.3017, Sem 0.3017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.597e-01 Score 90.893 Data time: 0.2224, Forward time: 2.2784, Backward time: 3.0539, DDP time: 0.0046, Total iter time: 6.3283 [2020-11-15 06:49:15,516][root][INFO] - ===> Epoch[148](3856/26): Loss 0.3400, Sem 0.3400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.597e-01 Score 90.103 Data time: 0.1643, Forward time: 2.2782, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 5.3872 [2020-11-15 06:49:21,354][root][INFO] - ===> Epoch[148](3857/26): Loss 0.2677, Sem 0.2677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.596e-01 Score 91.222 Data time: 0.2165, Forward time: 2.2783, Backward time: 3.0539, DDP time: 0.0046, Total iter time: 5.7389 [2020-11-15 06:49:27,921][root][INFO] - ===> Epoch[148](3858/26): Loss 0.2791, Sem 0.2791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.596e-01 Score 91.328 Data time: 0.1706, Forward time: 2.2781, Backward time: 3.0546, DDP time: 0.0046, Total iter time: 6.4398 [2020-11-15 06:49:35,124][root][INFO] - ===> Epoch[148](3859/26): Loss 0.2970, Sem 0.2970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.596e-01 Score 90.470 Data time: 0.2034, Forward time: 2.2781, Backward time: 3.0553, DDP time: 0.0046, Total iter time: 7.1287 [2020-11-15 06:49:40,424][root][INFO] - ===> Epoch[148](3860/26): Loss 0.2922, Sem 0.2922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.595e-01 Score 90.957 Data time: 0.1996, Forward time: 2.2781, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 5.1920 [2020-11-15 06:49:45,427][root][INFO] - ===> Epoch[148](3861/26): Loss 0.2509, Sem 0.2509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.595e-01 Score 91.919 Data time: 0.1443, Forward time: 2.2778, Backward time: 3.0551, DDP time: 0.0046, Total iter time: 4.9058 [2020-11-15 06:49:50,656][root][INFO] - ===> Epoch[148](3862/26): Loss 0.3424, Sem 0.3424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.595e-01 Score 89.110 Data time: 0.1539, Forward time: 2.2775, Backward time: 3.0552, DDP time: 0.0046, Total iter time: 5.1675 [2020-11-15 06:49:56,602][root][INFO] - ===> Epoch[148](3863/26): Loss 0.2628, Sem 0.2628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.594e-01 Score 91.625 Data time: 0.1924, Forward time: 2.2774, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.8534 [2020-11-15 06:50:01,548][root][INFO] - ===> Epoch[148](3864/26): Loss 0.3382, Sem 0.3382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.594e-01 Score 90.881 Data time: 0.1768, Forward time: 2.2773, Backward time: 3.0551, DDP time: 0.0047, Total iter time: 4.8458 [2020-11-15 06:50:07,951][root][INFO] - ===> Epoch[148](3865/26): Loss 0.2587, Sem 0.2587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.593e-01 Score 91.790 Data time: 0.1698, Forward time: 2.2772, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 6.3150 [2020-11-15 06:50:13,250][root][INFO] - ===> Epoch[148](3866/26): Loss 0.3164, Sem 0.3164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.593e-01 Score 90.342 Data time: 0.1730, Forward time: 2.2769, Backward time: 3.0557, DDP time: 0.0047, Total iter time: 5.1947 [2020-11-15 06:50:19,390][root][INFO] - ===> Epoch[148](3867/26): Loss 0.2386, Sem 0.2386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.593e-01 Score 92.350 Data time: 0.1479, Forward time: 2.2765, Backward time: 3.0563, DDP time: 0.0047, Total iter time: 6.0429 [2020-11-15 06:50:24,873][root][INFO] - ===> Epoch[148](3868/26): Loss 0.2555, Sem 0.2555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.592e-01 Score 91.634 Data time: 0.2207, Forward time: 2.2765, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 5.3664 [2020-11-15 06:50:30,833][root][INFO] - ===> Epoch[148](3869/26): Loss 0.2901, Sem 0.2901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.592e-01 Score 91.055 Data time: 0.2241, Forward time: 2.2767, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 5.8460 [2020-11-15 06:50:35,787][root][INFO] - ===> Epoch[148](3870/26): Loss 0.3073, Sem 0.3073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.592e-01 Score 90.325 Data time: 0.1909, Forward time: 2.2767, Backward time: 3.0557, DDP time: 0.0047, Total iter time: 4.8391 [2020-11-15 06:50:41,608][root][INFO] - ===> Epoch[148](3871/26): Loss 0.2729, Sem 0.2729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.591e-01 Score 91.458 Data time: 0.2136, Forward time: 2.2768, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 5.7130 [2020-11-15 06:50:47,776][root][INFO] - ===> Epoch[148](3872/26): Loss 0.3212, Sem 0.3212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.591e-01 Score 89.579 Data time: 0.1836, Forward time: 2.2768, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 6.0451 [2020-11-15 06:50:53,360][root][INFO] - ===> Epoch[149](3873/26): Loss 0.2827, Sem 0.2827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.590e-01 Score 90.620 Data time: 0.1924, Forward time: 2.2766, Backward time: 3.0559, DDP time: 0.0047, Total iter time: 5.4619 [2020-11-15 06:51:00,383][root][INFO] - ===> Epoch[149](3874/26): Loss 0.2605, Sem 0.2605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.590e-01 Score 92.050 Data time: 0.3628, Forward time: 2.2773, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 6.9297 [2020-11-15 06:51:05,878][root][INFO] - ===> Epoch[149](3875/26): Loss 0.2905, Sem 0.2905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.590e-01 Score 90.727 Data time: 0.1789, Forward time: 2.2773, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 5.3699 [2020-11-15 06:51:11,181][root][INFO] - ===> Epoch[149](3876/26): Loss 0.3567, Sem 0.3567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.589e-01 Score 89.293 Data time: 0.2238, Forward time: 2.2772, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 5.1920 [2020-11-15 06:51:15,627][root][INFO] - ===> Epoch[149](3877/26): Loss 0.3043, Sem 0.3043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.589e-01 Score 91.174 Data time: 0.2032, Forward time: 2.2772, Backward time: 3.0550, DDP time: 0.0047, Total iter time: 4.3449 [2020-11-15 06:51:20,733][root][INFO] - ===> Epoch[149](3878/26): Loss 0.2767, Sem 0.2767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.589e-01 Score 91.603 Data time: 0.2350, Forward time: 2.2774, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 4.9870 [2020-11-15 06:51:27,466][root][INFO] - ===> Epoch[149](3879/26): Loss 0.2459, Sem 0.2459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.588e-01 Score 92.218 Data time: 0.2471, Forward time: 2.2776, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 6.6223 [2020-11-15 06:51:33,372][root][INFO] - ===> Epoch[149](3880/26): Loss 0.2914, Sem 0.2914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.588e-01 Score 91.168 Data time: 0.1713, Forward time: 2.2774, Backward time: 3.0550, DDP time: 0.0047, Total iter time: 5.8018 [2020-11-15 06:51:39,511][root][INFO] - ===> Epoch[149](3881/26): Loss 0.3179, Sem 0.3179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.588e-01 Score 90.187 Data time: 0.2904, Forward time: 2.2779, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 6.0636 [2020-11-15 06:51:46,823][root][INFO] - ===> Epoch[149](3882/26): Loss 0.2640, Sem 0.2640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.587e-01 Score 91.346 Data time: 0.1881, Forward time: 2.2778, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 7.1983 [2020-11-15 06:51:52,276][root][INFO] - ===> Epoch[149](3883/26): Loss 0.2888, Sem 0.2888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.587e-01 Score 90.747 Data time: 0.2091, Forward time: 2.2780, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.3646 [2020-11-15 06:51:58,476][root][INFO] - ===> Epoch[149](3884/26): Loss 0.2690, Sem 0.2690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.586e-01 Score 91.897 Data time: 0.1664, Forward time: 2.2778, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 6.0857 [2020-11-15 06:52:04,634][root][INFO] - ===> Epoch[149](3885/26): Loss 0.3148, Sem 0.3148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.586e-01 Score 90.214 Data time: 0.1720, Forward time: 2.2776, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 6.0919 [2020-11-15 06:52:10,139][root][INFO] - ===> Epoch[149](3886/26): Loss 0.2724, Sem 0.2724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.586e-01 Score 91.738 Data time: 0.1396, Forward time: 2.2773, Backward time: 3.0564, DDP time: 0.0047, Total iter time: 5.4029 [2020-11-15 06:52:16,259][root][INFO] - ===> Epoch[149](3887/26): Loss 0.3121, Sem 0.3121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.585e-01 Score 90.515 Data time: 0.1724, Forward time: 2.2771, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 6.0375 [2020-11-15 06:52:22,944][root][INFO] - ===> Epoch[149](3888/26): Loss 0.2974, Sem 0.2974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.585e-01 Score 90.335 Data time: 0.3553, Forward time: 2.2777, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 6.5876 [2020-11-15 06:52:28,519][root][INFO] - ===> Epoch[149](3889/26): Loss 0.2974, Sem 0.2974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.585e-01 Score 90.294 Data time: 0.1449, Forward time: 2.2774, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 5.4537 [2020-11-15 06:52:34,683][root][INFO] - ===> Epoch[149](3890/26): Loss 0.2755, Sem 0.2755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.584e-01 Score 91.639 Data time: 0.2043, Forward time: 2.2774, Backward time: 3.0572, DDP time: 0.0047, Total iter time: 6.0826 [2020-11-15 06:52:39,763][root][INFO] - ===> Epoch[149](3891/26): Loss 0.3136, Sem 0.3136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.584e-01 Score 90.786 Data time: 0.1853, Forward time: 2.2773, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 4.9735 [2020-11-15 06:52:45,635][root][INFO] - ===> Epoch[149](3892/26): Loss 0.3070, Sem 0.3070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.583e-01 Score 90.574 Data time: 0.2165, Forward time: 2.2774, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 5.7683 [2020-11-15 06:52:51,192][root][INFO] - ===> Epoch[149](3893/26): Loss 0.2749, Sem 0.2749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.583e-01 Score 91.398 Data time: 0.2220, Forward time: 2.2775, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 5.4560 [2020-11-15 06:52:57,132][root][INFO] - ===> Epoch[149](3894/26): Loss 0.2865, Sem 0.2865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.583e-01 Score 91.585 Data time: 0.1825, Forward time: 2.2775, Backward time: 3.0568, DDP time: 0.0047, Total iter time: 5.8123 [2020-11-15 06:53:03,604][root][INFO] - ===> Epoch[149](3895/26): Loss 0.3075, Sem 0.3075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.582e-01 Score 90.199 Data time: 0.1554, Forward time: 2.2772, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 6.3702 [2020-11-15 06:53:08,509][root][INFO] - ===> Epoch[149](3896/26): Loss 0.2518, Sem 0.2518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.582e-01 Score 92.127 Data time: 0.1596, Forward time: 2.2770, Backward time: 3.0572, DDP time: 0.0047, Total iter time: 4.8178 [2020-11-15 06:53:14,204][root][INFO] - ===> Epoch[149](3897/26): Loss 0.2744, Sem 0.2744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.582e-01 Score 91.318 Data time: 0.1880, Forward time: 2.2769, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.6039 [2020-11-15 06:53:20,856][root][INFO] - ===> Epoch[149](3898/26): Loss 0.2545, Sem 0.2545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.581e-01 Score 92.070 Data time: 0.3508, Forward time: 2.2775, Backward time: 3.0572, DDP time: 0.0047, Total iter time: 6.5392 [2020-11-15 06:53:29,055][root][INFO] - ===> Epoch[150](3899/26): Loss 0.2984, Sem 0.2984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.581e-01 Score 90.562 Data time: 0.2052, Forward time: 2.2773, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 8.0904 [2020-11-15 06:53:34,151][root][INFO] - ===> Epoch[150](3900/26): Loss 0.2854, Sem 0.2854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.581e-01 Score 91.474 Data time: 0.1966, Forward time: 2.2772, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 4.9967 [2020-11-15 06:53:40,135][root][INFO] - ===> Epoch[150](3901/26): Loss 0.2962, Sem 0.2962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.580e-01 Score 90.651 Data time: 0.2829, Forward time: 2.2776, Backward time: 3.0581, DDP time: 0.0047, Total iter time: 5.8995 [2020-11-15 06:53:45,418][root][INFO] - ===> Epoch[150](3902/26): Loss 0.2688, Sem 0.2688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.580e-01 Score 91.480 Data time: 0.1776, Forward time: 2.2773, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.1714 [2020-11-15 06:53:52,097][root][INFO] - ===> Epoch[150](3903/26): Loss 0.2937, Sem 0.2937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.579e-01 Score 90.961 Data time: 0.2235, Forward time: 2.2775, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 6.6039 [2020-11-15 06:53:57,418][root][INFO] - ===> Epoch[150](3904/26): Loss 0.3217, Sem 0.3217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.579e-01 Score 90.017 Data time: 0.2008, Forward time: 2.2774, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.2216 [2020-11-15 06:54:02,896][root][INFO] - ===> Epoch[150](3905/26): Loss 0.2955, Sem 0.2955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.579e-01 Score 90.950 Data time: 0.1910, Forward time: 2.2774, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.3880 [2020-11-15 06:54:09,112][root][INFO] - ===> Epoch[150](3906/26): Loss 0.3202, Sem 0.3202, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.578e-01 Score 89.957 Data time: 0.1832, Forward time: 2.2774, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 6.1168 [2020-11-15 06:54:15,817][root][INFO] - ===> Epoch[150](3907/26): Loss 0.2904, Sem 0.2904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.578e-01 Score 90.559 Data time: 0.1635, Forward time: 2.2772, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.6252 [2020-11-15 06:54:22,114][root][INFO] - ===> Epoch[150](3908/26): Loss 0.2860, Sem 0.2860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.578e-01 Score 91.221 Data time: 0.1905, Forward time: 2.2772, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 6.2020 [2020-11-15 06:54:26,645][root][INFO] - ===> Epoch[150](3909/26): Loss 0.2956, Sem 0.2956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.577e-01 Score 90.742 Data time: 0.1436, Forward time: 2.2769, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 4.4163 [2020-11-15 06:54:33,028][root][INFO] - ===> Epoch[150](3910/26): Loss 0.2924, Sem 0.2924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.577e-01 Score 90.933 Data time: 0.1825, Forward time: 2.2767, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 6.2884 [2020-11-15 06:54:39,081][root][INFO] - ===> Epoch[150](3911/26): Loss 0.3140, Sem 0.3140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.577e-01 Score 89.856 Data time: 0.2257, Forward time: 2.2768, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.9485 [2020-11-15 06:54:44,936][root][INFO] - ===> Epoch[150](3912/26): Loss 0.3198, Sem 0.3198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.576e-01 Score 90.087 Data time: 0.1686, Forward time: 2.2766, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 5.7328 [2020-11-15 06:54:50,864][root][INFO] - ===> Epoch[150](3913/26): Loss 0.3100, Sem 0.3100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.576e-01 Score 90.350 Data time: 0.2760, Forward time: 2.2770, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 5.8461 [2020-11-15 06:54:57,037][root][INFO] - ===> Epoch[150](3914/26): Loss 0.2695, Sem 0.2695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.575e-01 Score 91.463 Data time: 0.1690, Forward time: 2.2768, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 6.0521 [2020-11-15 06:55:02,303][root][INFO] - ===> Epoch[150](3915/26): Loss 0.2646, Sem 0.2646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.575e-01 Score 91.520 Data time: 0.2068, Forward time: 2.2768, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 5.1567 [2020-11-15 06:55:07,645][root][INFO] - ===> Epoch[150](3916/26): Loss 0.2744, Sem 0.2744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.575e-01 Score 91.325 Data time: 0.2450, Forward time: 2.2770, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 5.2316 [2020-11-15 06:55:13,719][root][INFO] - ===> Epoch[150](3917/26): Loss 0.3518, Sem 0.3518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.574e-01 Score 88.878 Data time: 0.2765, Forward time: 2.2774, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.9742 [2020-11-15 06:55:18,829][root][INFO] - ===> Epoch[150](3918/26): Loss 0.2698, Sem 0.2698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.574e-01 Score 91.530 Data time: 0.2178, Forward time: 2.2776, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 4.9842 [2020-11-15 06:55:24,946][root][INFO] - ===> Epoch[150](3919/26): Loss 0.2904, Sem 0.2904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.574e-01 Score 90.429 Data time: 0.2281, Forward time: 2.2775, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.9954 [2020-11-15 06:55:29,931][root][INFO] - ===> Epoch[150](3920/26): Loss 0.3076, Sem 0.3076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.573e-01 Score 90.240 Data time: 0.1933, Forward time: 2.2774, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 4.9062 [2020-11-15 06:55:35,934][root][INFO] - ===> Epoch[150](3921/26): Loss 0.2670, Sem 0.2670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.573e-01 Score 91.649 Data time: 0.2029, Forward time: 2.2773, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.9241 [2020-11-15 06:55:41,864][root][INFO] - ===> Epoch[150](3922/26): Loss 0.2962, Sem 0.2962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.572e-01 Score 91.022 Data time: 0.1621, Forward time: 2.2771, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 5.8281 [2020-11-15 06:55:47,593][root][INFO] - ===> Epoch[150](3923/26): Loss 0.2802, Sem 0.2802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.572e-01 Score 91.014 Data time: 0.2229, Forward time: 2.2771, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 5.6327 [2020-11-15 06:55:53,330][root][INFO] - ===> Epoch[150](3924/26): Loss 0.2552, Sem 0.2552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.572e-01 Score 91.788 Data time: 0.2091, Forward time: 2.2771, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 5.6461 [2020-11-15 06:55:59,545][root][INFO] - ===> Epoch[151](3925/26): Loss 0.3008, Sem 0.3008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.571e-01 Score 90.386 Data time: 0.1900, Forward time: 2.2770, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 6.1081 [2020-11-15 06:56:05,991][root][INFO] - ===> Epoch[151](3926/26): Loss 0.2751, Sem 0.2751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.571e-01 Score 90.877 Data time: 0.1634, Forward time: 2.2768, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 6.3484 [2020-11-15 06:56:11,777][root][INFO] - ===> Epoch[151](3927/26): Loss 0.2705, Sem 0.2705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.571e-01 Score 91.157 Data time: 0.2192, Forward time: 2.2768, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 5.7023 [2020-11-15 06:56:17,999][root][INFO] - ===> Epoch[151](3928/26): Loss 0.2910, Sem 0.2910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.570e-01 Score 90.321 Data time: 0.1844, Forward time: 2.2767, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 6.1227 [2020-11-15 06:56:23,204][root][INFO] - ===> Epoch[151](3929/26): Loss 0.2319, Sem 0.2319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.570e-01 Score 92.533 Data time: 0.2299, Forward time: 2.2766, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 5.1100 [2020-11-15 06:56:28,421][root][INFO] - ===> Epoch[151](3930/26): Loss 0.2293, Sem 0.2293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.570e-01 Score 93.022 Data time: 0.2075, Forward time: 2.2767, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 5.1204 [2020-11-15 06:56:33,899][root][INFO] - ===> Epoch[151](3931/26): Loss 0.2649, Sem 0.2649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.569e-01 Score 91.730 Data time: 0.2052, Forward time: 2.2767, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 5.3631 [2020-11-15 06:56:39,349][root][INFO] - ===> Epoch[151](3932/26): Loss 0.2426, Sem 0.2426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.569e-01 Score 92.607 Data time: 0.2396, Forward time: 2.2770, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 5.3533 [2020-11-15 06:56:44,636][root][INFO] - ===> Epoch[151](3933/26): Loss 0.3481, Sem 0.3481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.568e-01 Score 90.303 Data time: 0.2402, Forward time: 2.2772, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.1601 [2020-11-15 06:56:50,120][root][INFO] - ===> Epoch[151](3934/26): Loss 0.2771, Sem 0.2771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.568e-01 Score 91.148 Data time: 0.2287, Forward time: 2.2775, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 5.3666 [2020-11-15 06:56:56,802][root][INFO] - ===> Epoch[151](3935/26): Loss 0.3483, Sem 0.3483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.568e-01 Score 88.729 Data time: 0.1972, Forward time: 2.2774, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.5637 [2020-11-15 06:57:02,367][root][INFO] - ===> Epoch[151](3936/26): Loss 0.3053, Sem 0.3053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.567e-01 Score 90.519 Data time: 0.2490, Forward time: 2.2777, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.4543 [2020-11-15 06:57:09,322][root][INFO] - ===> Epoch[151](3937/26): Loss 0.2813, Sem 0.2813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.567e-01 Score 90.774 Data time: 0.2077, Forward time: 2.2778, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 6.8266 [2020-11-15 06:57:14,266][root][INFO] - ===> Epoch[151](3938/26): Loss 0.2803, Sem 0.2803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.567e-01 Score 90.921 Data time: 0.1673, Forward time: 2.2776, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 4.8385 [2020-11-15 06:57:20,191][root][INFO] - ===> Epoch[151](3939/26): Loss 0.2605, Sem 0.2605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.566e-01 Score 91.645 Data time: 0.1967, Forward time: 2.2776, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 5.8453 [2020-11-15 06:57:25,284][root][INFO] - ===> Epoch[151](3940/26): Loss 0.3040, Sem 0.3040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.566e-01 Score 90.611 Data time: 0.1316, Forward time: 2.2773, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 4.9874 [2020-11-15 06:57:30,428][root][INFO] - ===> Epoch[151](3941/26): Loss 0.3015, Sem 0.3015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.565e-01 Score 90.396 Data time: 0.1788, Forward time: 2.2771, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.0564 [2020-11-15 06:57:35,619][root][INFO] - ===> Epoch[151](3942/26): Loss 0.2822, Sem 0.2822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.565e-01 Score 91.269 Data time: 0.1766, Forward time: 2.2769, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.0846 [2020-11-15 06:57:41,065][root][INFO] - ===> Epoch[151](3943/26): Loss 0.3033, Sem 0.3033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.565e-01 Score 90.233 Data time: 0.1810, Forward time: 2.2768, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.3518 [2020-11-15 06:57:47,346][root][INFO] - ===> Epoch[151](3944/26): Loss 0.3197, Sem 0.3197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.564e-01 Score 90.654 Data time: 0.1877, Forward time: 2.2767, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 6.1967 [2020-11-15 06:57:54,675][root][INFO] - ===> Epoch[151](3945/26): Loss 0.3326, Sem 0.3326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.564e-01 Score 89.893 Data time: 0.2278, Forward time: 2.2768, Backward time: 3.0603, DDP time: 0.0047, Total iter time: 7.2223 [2020-11-15 06:58:00,661][root][INFO] - ===> Epoch[151](3946/26): Loss 0.3214, Sem 0.3214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.564e-01 Score 90.445 Data time: 0.2209, Forward time: 2.2767, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 5.8432 [2020-11-15 06:58:06,095][root][INFO] - ===> Epoch[151](3947/26): Loss 0.2658, Sem 0.2658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.563e-01 Score 91.496 Data time: 0.1309, Forward time: 2.2763, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 5.3255 [2020-11-15 06:58:11,384][root][INFO] - ===> Epoch[151](3948/26): Loss 0.3072, Sem 0.3072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.563e-01 Score 90.330 Data time: 0.2118, Forward time: 2.2763, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 5.2246 [2020-11-15 06:58:16,685][root][INFO] - ===> Epoch[151](3949/26): Loss 0.3126, Sem 0.3126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.563e-01 Score 90.314 Data time: 0.1812, Forward time: 2.2763, Backward time: 3.0603, DDP time: 0.0047, Total iter time: 5.1944 [2020-11-15 06:58:21,485][root][INFO] - ===> Epoch[151](3950/26): Loss 0.3174, Sem 0.3174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.562e-01 Score 90.140 Data time: 0.2047, Forward time: 2.2764, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 4.6812 [2020-11-15 06:58:27,590][root][INFO] - ===> Epoch[152](3951/26): Loss 0.3123, Sem 0.3123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.562e-01 Score 90.342 Data time: 0.1707, Forward time: 2.2762, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 6.0003 [2020-11-15 06:58:32,377][root][INFO] - ===> Epoch[152](3952/26): Loss 0.2859, Sem 0.2859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.561e-01 Score 91.145 Data time: 0.1683, Forward time: 2.2760, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 4.6980 [2020-11-15 06:58:39,124][root][INFO] - ===> Epoch[152](3953/26): Loss 0.3116, Sem 0.3116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.561e-01 Score 89.956 Data time: 0.1689, Forward time: 2.2758, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 6.6597 [2020-11-15 06:58:45,026][root][INFO] - ===> Epoch[152](3954/26): Loss 0.2922, Sem 0.2922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.561e-01 Score 90.825 Data time: 0.1347, Forward time: 2.2755, Backward time: 3.0611, DDP time: 0.0047, Total iter time: 5.8178 [2020-11-15 06:58:51,730][root][INFO] - ===> Epoch[152](3955/26): Loss 0.2806, Sem 0.2806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.560e-01 Score 90.957 Data time: 0.1599, Forward time: 2.2753, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.6252 [2020-11-15 06:58:57,115][root][INFO] - ===> Epoch[152](3956/26): Loss 0.3051, Sem 0.3051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.560e-01 Score 90.453 Data time: 0.2613, Forward time: 2.2755, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.2879 [2020-11-15 06:59:03,228][root][INFO] - ===> Epoch[152](3957/26): Loss 0.3042, Sem 0.3042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.560e-01 Score 91.573 Data time: 0.1046, Forward time: 2.2750, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.9825 [2020-11-15 06:59:08,894][root][INFO] - ===> Epoch[152](3958/26): Loss 0.3101, Sem 0.3101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.559e-01 Score 90.502 Data time: 0.1733, Forward time: 2.2748, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.5952 [2020-11-15 06:59:14,854][root][INFO] - ===> Epoch[152](3959/26): Loss 0.2699, Sem 0.2699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.559e-01 Score 91.331 Data time: 0.2958, Forward time: 2.2752, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.8800 [2020-11-15 06:59:21,042][root][INFO] - ===> Epoch[152](3960/26): Loss 0.3542, Sem 0.3542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.558e-01 Score 89.038 Data time: 0.1118, Forward time: 2.2747, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 6.0633 [2020-11-15 06:59:26,217][root][INFO] - ===> Epoch[152](3961/26): Loss 0.3413, Sem 0.3413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.558e-01 Score 89.473 Data time: 0.1859, Forward time: 2.2747, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 5.0879 [2020-11-15 06:59:30,575][root][INFO] - ===> Epoch[152](3962/26): Loss 0.3537, Sem 0.3537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.558e-01 Score 88.779 Data time: 0.1803, Forward time: 2.2747, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.2547 [2020-11-15 06:59:35,120][root][INFO] - ===> Epoch[152](3963/26): Loss 0.3095, Sem 0.3095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.557e-01 Score 90.383 Data time: 0.2028, Forward time: 2.2747, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 4.4502 [2020-11-15 06:59:40,355][root][INFO] - ===> Epoch[152](3964/26): Loss 0.3245, Sem 0.3245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.557e-01 Score 90.222 Data time: 0.2429, Forward time: 2.2746, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.1338 [2020-11-15 06:59:46,178][root][INFO] - ===> Epoch[152](3965/26): Loss 0.3483, Sem 0.3483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.557e-01 Score 89.234 Data time: 0.2491, Forward time: 2.2747, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 5.7291 [2020-11-15 06:59:52,219][root][INFO] - ===> Epoch[152](3966/26): Loss 0.2687, Sem 0.2687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.556e-01 Score 91.716 Data time: 0.2110, Forward time: 2.2747, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.9333 [2020-11-15 06:59:59,280][root][INFO] - ===> Epoch[152](3967/26): Loss 0.3433, Sem 0.3433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.556e-01 Score 89.331 Data time: 0.3839, Forward time: 2.2753, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 6.9576 [2020-11-15 07:00:04,988][root][INFO] - ===> Epoch[152](3968/26): Loss 0.3645, Sem 0.3645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.556e-01 Score 88.385 Data time: 0.1665, Forward time: 2.2753, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.5896 [2020-11-15 07:00:10,597][root][INFO] - ===> Epoch[152](3969/26): Loss 0.3244, Sem 0.3244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.555e-01 Score 90.207 Data time: 0.2408, Forward time: 2.2755, Backward time: 3.0611, DDP time: 0.0047, Total iter time: 5.4999 [2020-11-15 07:00:15,727][root][INFO] - ===> Epoch[152](3970/26): Loss 0.2779, Sem 0.2779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.555e-01 Score 91.354 Data time: 0.1857, Forward time: 2.2755, Backward time: 3.0609, DDP time: 0.0047, Total iter time: 5.0250 [2020-11-15 07:00:21,264][root][INFO] - ===> Epoch[152](3971/26): Loss 0.2780, Sem 0.2780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.554e-01 Score 91.236 Data time: 0.2015, Forward time: 2.2756, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.4449 [2020-11-15 07:00:26,456][root][INFO] - ===> Epoch[152](3972/26): Loss 0.3122, Sem 0.3122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.554e-01 Score 90.540 Data time: 0.2060, Forward time: 2.2755, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 5.0898 [2020-11-15 07:00:33,254][root][INFO] - ===> Epoch[152](3973/26): Loss 0.3212, Sem 0.3212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.554e-01 Score 90.609 Data time: 0.3565, Forward time: 2.2761, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 6.6775 [2020-11-15 07:00:38,817][root][INFO] - ===> Epoch[152](3974/26): Loss 0.3139, Sem 0.3139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.553e-01 Score 90.726 Data time: 0.1907, Forward time: 2.2761, Backward time: 3.0603, DDP time: 0.0047, Total iter time: 5.4420 [2020-11-15 07:00:44,240][root][INFO] - ===> Epoch[152](3975/26): Loss 0.3192, Sem 0.3192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.553e-01 Score 89.778 Data time: 0.1455, Forward time: 2.2758, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 5.3352 [2020-11-15 07:00:49,469][root][INFO] - ===> Epoch[152](3976/26): Loss 0.3154, Sem 0.3154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.553e-01 Score 90.241 Data time: 0.2072, Forward time: 2.2759, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 5.1656 [2020-11-15 07:00:56,019][root][INFO] - ===> Epoch[153](3977/26): Loss 0.2786, Sem 0.2786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.552e-01 Score 91.507 Data time: 0.1984, Forward time: 2.2759, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 6.4365 [2020-11-15 07:01:02,838][root][INFO] - ===> Epoch[153](3978/26): Loss 0.2874, Sem 0.2874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.552e-01 Score 91.302 Data time: 0.1616, Forward time: 2.2757, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 6.7097 [2020-11-15 07:01:07,766][root][INFO] - ===> Epoch[153](3979/26): Loss 0.2663, Sem 0.2663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.551e-01 Score 91.513 Data time: 0.1721, Forward time: 2.2756, Backward time: 3.0611, DDP time: 0.0047, Total iter time: 4.8384 [2020-11-15 07:01:12,837][root][INFO] - ===> Epoch[153](3980/26): Loss 0.3576, Sem 0.3576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.551e-01 Score 88.803 Data time: 0.1279, Forward time: 2.2752, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 4.9800 [2020-11-15 07:01:17,988][root][INFO] - ===> Epoch[153](3981/26): Loss 0.2759, Sem 0.2759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.551e-01 Score 91.454 Data time: 0.2025, Forward time: 2.2750, Backward time: 3.0611, DDP time: 0.0047, Total iter time: 5.0700 [2020-11-15 07:01:23,735][root][INFO] - ===> Epoch[153](3982/26): Loss 0.2624, Sem 0.2624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.550e-01 Score 91.813 Data time: 0.2626, Forward time: 2.2753, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 5.6466 [2020-11-15 07:01:29,709][root][INFO] - ===> Epoch[153](3983/26): Loss 0.3266, Sem 0.3266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.550e-01 Score 90.347 Data time: 0.2428, Forward time: 2.2756, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 5.8554 [2020-11-15 07:01:35,677][root][INFO] - ===> Epoch[153](3984/26): Loss 0.2798, Sem 0.2798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.550e-01 Score 91.043 Data time: 0.1464, Forward time: 2.2753, Backward time: 3.0609, DDP time: 0.0047, Total iter time: 5.8533 [2020-11-15 07:01:41,248][root][INFO] - ===> Epoch[153](3985/26): Loss 0.2788, Sem 0.2788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.549e-01 Score 91.318 Data time: 0.2005, Forward time: 2.2753, Backward time: 3.0609, DDP time: 0.0047, Total iter time: 5.4735 [2020-11-15 07:01:46,837][root][INFO] - ===> Epoch[153](3986/26): Loss 0.2639, Sem 0.2639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.549e-01 Score 91.408 Data time: 0.1894, Forward time: 2.2754, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 5.4931 [2020-11-15 07:01:52,589][root][INFO] - ===> Epoch[153](3987/26): Loss 0.3623, Sem 0.3623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.549e-01 Score 89.267 Data time: 0.1647, Forward time: 2.2752, Backward time: 3.0610, DDP time: 0.0047, Total iter time: 5.6492 [2020-11-15 07:01:57,656][root][INFO] - ===> Epoch[153](3988/26): Loss 0.3088, Sem 0.3088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.548e-01 Score 90.735 Data time: 0.2212, Forward time: 2.2753, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 4.9826 [2020-11-15 07:02:04,225][root][INFO] - ===> Epoch[153](3989/26): Loss 0.2734, Sem 0.2734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.548e-01 Score 91.751 Data time: 0.1974, Forward time: 2.2754, Backward time: 3.0609, DDP time: 0.0047, Total iter time: 6.4613 [2020-11-15 07:02:10,372][root][INFO] - ===> Epoch[153](3990/26): Loss 0.2556, Sem 0.2556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.547e-01 Score 92.044 Data time: 0.1994, Forward time: 2.2753, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 6.0474 [2020-11-15 07:02:15,471][root][INFO] - ===> Epoch[153](3991/26): Loss 0.2799, Sem 0.2799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.547e-01 Score 91.056 Data time: 0.2161, Forward time: 2.2755, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 4.9971 [2020-11-15 07:02:20,830][root][INFO] - ===> Epoch[153](3992/26): Loss 0.2836, Sem 0.2836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.547e-01 Score 91.150 Data time: 0.1634, Forward time: 2.2754, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.2541 [2020-11-15 07:02:26,157][root][INFO] - ===> Epoch[153](3993/26): Loss 0.3114, Sem 0.3114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.546e-01 Score 89.939 Data time: 0.1701, Forward time: 2.2752, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.2451 [2020-11-15 07:02:31,364][root][INFO] - ===> Epoch[153](3994/26): Loss 0.2759, Sem 0.2759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.546e-01 Score 91.249 Data time: 0.2338, Forward time: 2.2754, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 5.1156 [2020-11-15 07:02:37,039][root][INFO] - ===> Epoch[153](3995/26): Loss 0.3062, Sem 0.3062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.546e-01 Score 90.491 Data time: 0.1829, Forward time: 2.2754, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 5.5802 [2020-11-15 07:02:42,814][root][INFO] - ===> Epoch[153](3996/26): Loss 0.2395, Sem 0.2395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.545e-01 Score 92.702 Data time: 0.2565, Forward time: 2.2756, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 5.6716 [2020-11-15 07:02:48,662][root][INFO] - ===> Epoch[153](3997/26): Loss 0.3323, Sem 0.3323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.545e-01 Score 89.633 Data time: 0.2690, Forward time: 2.2760, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 5.7328 [2020-11-15 07:02:54,941][root][INFO] - ===> Epoch[153](3998/26): Loss 0.2789, Sem 0.2789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.544e-01 Score 90.893 Data time: 0.3335, Forward time: 2.2765, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 6.1692 [2020-11-15 07:03:00,673][root][INFO] - ===> Epoch[153](3999/26): Loss 0.2853, Sem 0.2853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.544e-01 Score 90.800 Data time: 0.2399, Forward time: 2.2768, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.5944 [2020-11-15 07:03:06,045][root][INFO] - ===> Epoch[153](4000/26): Loss 0.2357, Sem 0.2357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.544e-01 Score 92.827 Data time: 0.1701, Forward time: 2.2766, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.2569 [2020-11-15 07:03:06,857][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-15 07:03:07,019][root][INFO] - ===> Start testing [2020-11-15 07:04:21,799][root][INFO] - 101/312: Data time: 0.0045, Iter time: 0.3820 Loss 0.293 (AVG: 0.481) Score 90.896 (AVG: 87.066) mIOU 64.085 mAP 73.884 mAcc 71.666 IOU: 81.734 95.822 49.378 78.950 90.333 81.319 64.279 55.082 45.704 72.992 22.579 46.377 49.086 73.951 42.645 70.020 89.123 36.343 83.913 52.075 mAP: 84.337 97.228 61.235 78.017 88.980 88.581 74.796 66.236 57.987 66.274 48.228 68.065 63.168 79.366 68.446 85.507 92.712 74.547 81.204 52.759 mAcc: 96.278 98.552 61.846 82.688 95.102 84.367 75.518 64.569 52.031 90.087 25.071 49.984 68.529 85.804 43.118 79.043 95.223 38.541 85.599 61.361 [2020-11-15 07:05:39,600][root][INFO] - 201/312: Data time: 0.0058, Iter time: 0.2214 Loss 0.543 (AVG: 0.459) Score 91.484 (AVG: 87.378) mIOU 64.659 mAP 72.651 mAcc 72.201 IOU: 81.925 95.985 56.982 77.299 88.848 81.209 66.614 49.394 46.620 72.540 22.988 58.245 56.191 70.036 35.571 59.087 88.918 46.948 83.518 54.255 mAP: 82.487 96.944 62.545 73.114 89.503 86.344 72.812 60.333 59.729 73.875 48.318 57.215 67.129 77.967 58.013 84.028 94.564 74.988 82.424 50.696 mAcc: 96.653 98.337 68.553 82.002 94.268 83.390 79.188 59.419 50.615 88.171 26.949 62.641 74.153 81.412 35.922 69.004 94.420 49.092 86.638 63.186 [2020-11-15 07:06:59,617][root][INFO] - 301/312: Data time: 0.0060, Iter time: 0.3567 Loss 0.322 (AVG: 0.489) Score 88.867 (AVG: 86.891) mIOU 64.166 mAP 72.574 mAcc 72.161 IOU: 81.552 96.004 56.415 76.541 88.084 79.731 66.884 49.127 44.495 69.895 25.338 55.631 56.697 68.663 38.725 57.564 89.918 46.567 83.836 51.654 mAP: 82.725 96.788 62.779 71.645 89.544 87.007 72.282 61.899 57.888 68.976 47.603 56.781 69.169 76.709 59.128 83.611 95.374 76.895 82.755 51.915 mAcc: 96.401 98.294 72.652 80.323 92.787 83.063 79.397 59.301 49.541 89.804 30.000 60.878 75.015 79.808 39.343 68.108 94.985 48.355 86.359 58.800 [2020-11-15 07:07:07,503][root][INFO] - 312/312: Data time: 0.0018, Iter time: 0.1817 Loss 0.198 (AVG: 0.489) Score 93.505 (AVG: 86.959) mIOU 64.355 mAP 72.813 mAcc 72.347 IOU: 81.627 95.947 56.981 76.640 88.223 79.778 67.355 49.308 45.013 69.302 25.272 56.172 57.068 69.572 39.459 57.994 89.938 47.208 83.336 50.904 mAP: 82.815 96.787 63.776 72.227 89.649 86.916 72.493 62.653 58.350 68.824 47.203 57.886 69.497 77.099 59.007 84.032 95.425 77.154 83.173 51.298 mAcc: 96.422 98.291 73.415 80.251 92.826 83.101 79.664 59.478 50.054 89.936 29.867 61.247 75.361 80.306 40.103 68.733 95.032 49.183 85.830 57.831 [2020-11-15 07:07:07,506][root][INFO] - Finished test. Elapsed time: 240.4836 [2020-11-15 07:07:07,620][root][INFO] - Current best mIoU: 65.062 at iter 3500 [2020-11-15 07:07:11,303][root][INFO] - ===> Epoch[153](4001/26): Loss 0.2833, Sem 0.2833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.543e-01 Score 91.288 Data time: 0.1422, Forward time: 2.2762, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 3.6767 [2020-11-15 07:07:17,364][root][INFO] - ===> Epoch[153](4002/26): Loss 0.3220, Sem 0.3220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.543e-01 Score 90.037 Data time: 0.2131, Forward time: 2.2763, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.9989 [2020-11-15 07:07:22,856][root][INFO] - ===> Epoch[154](4003/26): Loss 0.2515, Sem 0.2515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.543e-01 Score 92.004 Data time: 0.1609, Forward time: 2.2762, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 5.3962 [2020-11-15 07:07:28,493][root][INFO] - ===> Epoch[154](4004/26): Loss 0.2752, Sem 0.2752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.542e-01 Score 91.585 Data time: 0.1254, Forward time: 2.2757, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.5529 [2020-11-15 07:07:33,822][root][INFO] - ===> Epoch[154](4005/26): Loss 0.3062, Sem 0.3062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.542e-01 Score 89.905 Data time: 0.1470, Forward time: 2.2754, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.2642 [2020-11-15 07:07:41,400][root][INFO] - ===> Epoch[154](4006/26): Loss 0.2808, Sem 0.2808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.542e-01 Score 91.393 Data time: 0.1389, Forward time: 2.2750, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 7.4915 [2020-11-15 07:07:47,426][root][INFO] - ===> Epoch[154](4007/26): Loss 0.2798, Sem 0.2798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.541e-01 Score 91.005 Data time: 0.1761, Forward time: 2.2749, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 5.9444 [2020-11-15 07:07:52,783][root][INFO] - ===> Epoch[154](4008/26): Loss 0.2648, Sem 0.2648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.541e-01 Score 92.470 Data time: 0.2515, Forward time: 2.2751, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 5.2479 [2020-11-15 07:07:57,721][root][INFO] - ===> Epoch[154](4009/26): Loss 0.2940, Sem 0.2940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.540e-01 Score 90.907 Data time: 0.2123, Forward time: 2.2752, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 4.8209 [2020-11-15 07:08:04,020][root][INFO] - ===> Epoch[154](4010/26): Loss 0.2548, Sem 0.2548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.540e-01 Score 92.102 Data time: 0.2085, Forward time: 2.2752, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 6.1828 [2020-11-15 07:08:09,466][root][INFO] - ===> Epoch[154](4011/26): Loss 0.2940, Sem 0.2940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.540e-01 Score 91.161 Data time: 0.2261, Forward time: 2.2754, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.3410 [2020-11-15 07:08:16,127][root][INFO] - ===> Epoch[154](4012/26): Loss 0.2542, Sem 0.2542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.539e-01 Score 92.157 Data time: 0.1776, Forward time: 2.2753, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 6.5478 [2020-11-15 07:08:22,201][root][INFO] - ===> Epoch[154](4013/26): Loss 0.2714, Sem 0.2714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.539e-01 Score 91.552 Data time: 0.1927, Forward time: 2.2752, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 5.9925 [2020-11-15 07:08:29,328][root][INFO] - ===> Epoch[154](4014/26): Loss 0.2709, Sem 0.2709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.539e-01 Score 91.390 Data time: 0.2379, Forward time: 2.2754, Backward time: 3.0611, DDP time: 0.0047, Total iter time: 7.0213 [2020-11-15 07:08:35,116][root][INFO] - ===> Epoch[154](4015/26): Loss 0.2769, Sem 0.2769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.538e-01 Score 91.460 Data time: 0.2316, Forward time: 2.2758, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 5.6862 [2020-11-15 07:08:42,011][root][INFO] - ===> Epoch[154](4016/26): Loss 0.2659, Sem 0.2659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.538e-01 Score 91.422 Data time: 0.1707, Forward time: 2.2756, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.7870 [2020-11-15 07:08:47,377][root][INFO] - ===> Epoch[154](4017/26): Loss 0.2492, Sem 0.2492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.537e-01 Score 91.736 Data time: 0.1479, Forward time: 2.2753, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.2702 [2020-11-15 07:08:53,371][root][INFO] - ===> Epoch[154](4018/26): Loss 0.2933, Sem 0.2933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.537e-01 Score 90.383 Data time: 0.1039, Forward time: 2.2748, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.9313 [2020-11-15 07:08:58,196][root][INFO] - ===> Epoch[154](4019/26): Loss 0.2960, Sem 0.2960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.537e-01 Score 90.633 Data time: 0.1741, Forward time: 2.2747, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 4.7930 [2020-11-15 07:09:03,608][root][INFO] - ===> Epoch[154](4020/26): Loss 0.3437, Sem 0.3437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.536e-01 Score 90.113 Data time: 0.1800, Forward time: 2.2746, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.3204 [2020-11-15 07:09:09,360][root][INFO] - ===> Epoch[154](4021/26): Loss 0.2812, Sem 0.2812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.536e-01 Score 90.823 Data time: 0.1898, Forward time: 2.2746, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.6570 [2020-11-15 07:09:15,194][root][INFO] - ===> Epoch[154](4022/26): Loss 0.2819, Sem 0.2819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.536e-01 Score 91.392 Data time: 0.2439, Forward time: 2.2749, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.7214 [2020-11-15 07:09:20,338][root][INFO] - ===> Epoch[154](4023/26): Loss 0.2708, Sem 0.2708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.535e-01 Score 91.153 Data time: 0.1590, Forward time: 2.2748, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.0154 [2020-11-15 07:09:25,719][root][INFO] - ===> Epoch[154](4024/26): Loss 0.2654, Sem 0.2654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.535e-01 Score 91.969 Data time: 0.1345, Forward time: 2.2744, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.2680 [2020-11-15 07:09:30,682][root][INFO] - ===> Epoch[154](4025/26): Loss 0.2847, Sem 0.2847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.535e-01 Score 91.414 Data time: 0.1843, Forward time: 2.2743, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 4.8921 [2020-11-15 07:09:36,349][root][INFO] - ===> Epoch[154](4026/26): Loss 0.2908, Sem 0.2908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.534e-01 Score 90.683 Data time: 0.2148, Forward time: 2.2745, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.5713 [2020-11-15 07:09:41,996][root][INFO] - ===> Epoch[154](4027/26): Loss 0.2538, Sem 0.2538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.534e-01 Score 91.674 Data time: 0.1770, Forward time: 2.2744, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.5270 [2020-11-15 07:09:47,295][root][INFO] - ===> Epoch[154](4028/26): Loss 0.3018, Sem 0.3018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.533e-01 Score 90.822 Data time: 0.2079, Forward time: 2.2744, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.1909 [2020-11-15 07:09:53,276][root][INFO] - ===> Epoch[155](4029/26): Loss 0.2597, Sem 0.2597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.533e-01 Score 91.399 Data time: 0.2360, Forward time: 2.2747, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 5.8639 [2020-11-15 07:09:59,172][root][INFO] - ===> Epoch[155](4030/26): Loss 0.2891, Sem 0.2891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.533e-01 Score 90.789 Data time: 0.1973, Forward time: 2.2748, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 5.7709 [2020-11-15 07:10:05,949][root][INFO] - ===> Epoch[155](4031/26): Loss 0.2984, Sem 0.2984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.532e-01 Score 90.957 Data time: 0.1774, Forward time: 2.2747, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.6521 [2020-11-15 07:10:13,694][root][INFO] - ===> Epoch[155](4032/26): Loss 0.2463, Sem 0.2463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.532e-01 Score 92.297 Data time: 0.1841, Forward time: 2.2746, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 7.6426 [2020-11-15 07:10:19,645][root][INFO] - ===> Epoch[155](4033/26): Loss 0.2594, Sem 0.2594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.532e-01 Score 92.197 Data time: 0.1471, Forward time: 2.2744, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.8421 [2020-11-15 07:10:25,535][root][INFO] - ===> Epoch[155](4034/26): Loss 0.3313, Sem 0.3313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.531e-01 Score 89.703 Data time: 0.1519, Forward time: 2.2741, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.8132 [2020-11-15 07:10:30,936][root][INFO] - ===> Epoch[155](4035/26): Loss 0.2914, Sem 0.2914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.531e-01 Score 91.104 Data time: 0.2214, Forward time: 2.2742, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.2940 [2020-11-15 07:10:36,090][root][INFO] - ===> Epoch[155](4036/26): Loss 0.3065, Sem 0.3065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.531e-01 Score 90.152 Data time: 0.1334, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.0521 [2020-11-15 07:10:41,345][root][INFO] - ===> Epoch[155](4037/26): Loss 0.2766, Sem 0.2766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.530e-01 Score 90.997 Data time: 0.1842, Forward time: 2.2738, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.1765 [2020-11-15 07:10:46,069][root][INFO] - ===> Epoch[155](4038/26): Loss 0.3389, Sem 0.3389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.530e-01 Score 90.352 Data time: 0.1925, Forward time: 2.2739, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 4.6162 [2020-11-15 07:10:51,814][root][INFO] - ===> Epoch[155](4039/26): Loss 0.3183, Sem 0.3183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.529e-01 Score 89.913 Data time: 0.1584, Forward time: 2.2737, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.6494 [2020-11-15 07:10:56,662][root][INFO] - ===> Epoch[155](4040/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.529e-01 Score 92.024 Data time: 0.1826, Forward time: 2.2736, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 4.7319 [2020-11-15 07:11:02,725][root][INFO] - ===> Epoch[155](4041/26): Loss 0.2967, Sem 0.2967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.529e-01 Score 90.433 Data time: 0.2106, Forward time: 2.2737, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 5.9634 [2020-11-15 07:11:07,989][root][INFO] - ===> Epoch[155](4042/26): Loss 0.2729, Sem 0.2729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.528e-01 Score 91.489 Data time: 0.1850, Forward time: 2.2735, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 5.1401 [2020-11-15 07:11:14,208][root][INFO] - ===> Epoch[155](4043/26): Loss 0.2258, Sem 0.2258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.528e-01 Score 92.827 Data time: 0.2394, Forward time: 2.2737, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 6.1445 [2020-11-15 07:11:18,992][root][INFO] - ===> Epoch[155](4044/26): Loss 0.3066, Sem 0.3066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.528e-01 Score 90.574 Data time: 0.2120, Forward time: 2.2737, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 4.6499 [2020-11-15 07:11:25,735][root][INFO] - ===> Epoch[155](4045/26): Loss 0.2559, Sem 0.2559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.527e-01 Score 92.135 Data time: 0.2097, Forward time: 2.2737, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 6.6160 [2020-11-15 07:11:30,616][root][INFO] - ===> Epoch[155](4046/26): Loss 0.2927, Sem 0.2927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.527e-01 Score 91.063 Data time: 0.1973, Forward time: 2.2737, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 4.7817 [2020-11-15 07:11:37,595][root][INFO] - ===> Epoch[155](4047/26): Loss 0.2919, Sem 0.2919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.526e-01 Score 90.699 Data time: 0.1937, Forward time: 2.2737, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 6.8687 [2020-11-15 07:11:42,741][root][INFO] - ===> Epoch[155](4048/26): Loss 0.2743, Sem 0.2743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.526e-01 Score 91.182 Data time: 0.2201, Forward time: 2.2736, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 5.0299 [2020-11-15 07:11:48,696][root][INFO] - ===> Epoch[155](4049/26): Loss 0.2991, Sem 0.2991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.526e-01 Score 90.481 Data time: 0.1276, Forward time: 2.2732, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.8433 [2020-11-15 07:11:53,814][root][INFO] - ===> Epoch[155](4050/26): Loss 0.2748, Sem 0.2748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.525e-01 Score 91.107 Data time: 0.1482, Forward time: 2.2729, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.0405 [2020-11-15 07:11:59,824][root][INFO] - ===> Epoch[155](4051/26): Loss 0.2780, Sem 0.2780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.525e-01 Score 91.414 Data time: 0.1785, Forward time: 2.2728, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.9154 [2020-11-15 07:12:06,311][root][INFO] - ===> Epoch[155](4052/26): Loss 0.2601, Sem 0.2601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.525e-01 Score 91.351 Data time: 0.1831, Forward time: 2.2727, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 6.3900 [2020-11-15 07:12:12,254][root][INFO] - ===> Epoch[155](4053/26): Loss 0.2830, Sem 0.2830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.524e-01 Score 91.506 Data time: 0.2480, Forward time: 2.2729, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.8466 [2020-11-15 07:12:17,645][root][INFO] - ===> Epoch[155](4054/26): Loss 0.2407, Sem 0.2407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.524e-01 Score 92.174 Data time: 0.2158, Forward time: 2.2731, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.2623 [2020-11-15 07:12:22,010][root][INFO] - ===> Epoch[156](4055/26): Loss 0.2844, Sem 0.2844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.524e-01 Score 91.182 Data time: 0.1767, Forward time: 2.2730, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 4.2491 [2020-11-15 07:12:27,273][root][INFO] - ===> Epoch[156](4056/26): Loss 0.2846, Sem 0.2846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.523e-01 Score 90.799 Data time: 0.1234, Forward time: 2.2726, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.1659 [2020-11-15 07:12:32,431][root][INFO] - ===> Epoch[156](4057/26): Loss 0.2600, Sem 0.2600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.523e-01 Score 92.007 Data time: 0.2727, Forward time: 2.2727, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.0773 [2020-11-15 07:12:40,078][root][INFO] - ===> Epoch[156](4058/26): Loss 0.2917, Sem 0.2917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.522e-01 Score 90.787 Data time: 0.3903, Forward time: 2.2735, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 7.5204 [2020-11-15 07:12:44,701][root][INFO] - ===> Epoch[156](4059/26): Loss 0.2399, Sem 0.2399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.522e-01 Score 92.584 Data time: 0.1142, Forward time: 2.2732, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 4.4981 [2020-11-15 07:12:49,896][root][INFO] - ===> Epoch[156](4060/26): Loss 0.3151, Sem 0.3151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.522e-01 Score 90.368 Data time: 0.1751, Forward time: 2.2731, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.0991 [2020-11-15 07:12:55,039][root][INFO] - ===> Epoch[156](4061/26): Loss 0.3461, Sem 0.3461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.521e-01 Score 89.235 Data time: 0.1593, Forward time: 2.2729, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 5.0215 [2020-11-15 07:12:59,819][root][INFO] - ===> Epoch[156](4062/26): Loss 0.3440, Sem 0.3440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.521e-01 Score 89.114 Data time: 0.1414, Forward time: 2.2725, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 4.6900 [2020-11-15 07:13:04,991][root][INFO] - ===> Epoch[156](4063/26): Loss 0.2570, Sem 0.2570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.521e-01 Score 91.957 Data time: 0.1880, Forward time: 2.2725, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.0942 [2020-11-15 07:13:11,069][root][INFO] - ===> Epoch[156](4064/26): Loss 0.3207, Sem 0.3207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.520e-01 Score 90.209 Data time: 0.1774, Forward time: 2.2724, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 5.9490 [2020-11-15 07:13:16,388][root][INFO] - ===> Epoch[156](4065/26): Loss 0.2572, Sem 0.2572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.520e-01 Score 91.888 Data time: 0.2131, Forward time: 2.2726, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.1989 [2020-11-15 07:13:21,647][root][INFO] - ===> Epoch[156](4066/26): Loss 0.2691, Sem 0.2691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.519e-01 Score 91.235 Data time: 0.1935, Forward time: 2.2725, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.1450 [2020-11-15 07:13:28,166][root][INFO] - ===> Epoch[156](4067/26): Loss 0.2993, Sem 0.2993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.519e-01 Score 90.607 Data time: 0.3485, Forward time: 2.2730, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.4077 [2020-11-15 07:13:34,175][root][INFO] - ===> Epoch[156](4068/26): Loss 0.3062, Sem 0.3062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.519e-01 Score 90.378 Data time: 0.1918, Forward time: 2.2730, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.9026 [2020-11-15 07:13:39,263][root][INFO] - ===> Epoch[156](4069/26): Loss 0.2862, Sem 0.2862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.518e-01 Score 90.954 Data time: 0.2592, Forward time: 2.2731, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 4.9876 [2020-11-15 07:13:45,617][root][INFO] - ===> Epoch[156](4070/26): Loss 0.2810, Sem 0.2810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.518e-01 Score 90.540 Data time: 0.2078, Forward time: 2.2733, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 6.2414 [2020-11-15 07:13:51,660][root][INFO] - ===> Epoch[156](4071/26): Loss 0.2869, Sem 0.2869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.518e-01 Score 90.969 Data time: 0.2513, Forward time: 2.2736, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.9107 [2020-11-15 07:13:57,219][root][INFO] - ===> Epoch[156](4072/26): Loss 0.2871, Sem 0.2871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.517e-01 Score 91.211 Data time: 0.1654, Forward time: 2.2734, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.4469 [2020-11-15 07:14:03,312][root][INFO] - ===> Epoch[156](4073/26): Loss 0.2554, Sem 0.2554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.517e-01 Score 91.959 Data time: 0.2114, Forward time: 2.2735, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.0196 [2020-11-15 07:14:10,024][root][INFO] - ===> Epoch[156](4074/26): Loss 0.2954, Sem 0.2954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.517e-01 Score 90.114 Data time: 0.2548, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.5913 [2020-11-15 07:14:14,443][root][INFO] - ===> Epoch[156](4075/26): Loss 0.2521, Sem 0.2521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.516e-01 Score 92.117 Data time: 0.1885, Forward time: 2.2738, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 4.2987 [2020-11-15 07:14:19,978][root][INFO] - ===> Epoch[156](4076/26): Loss 0.3034, Sem 0.3034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.516e-01 Score 90.202 Data time: 0.1654, Forward time: 2.2737, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 5.4369 [2020-11-15 07:14:25,306][root][INFO] - ===> Epoch[156](4077/26): Loss 0.2458, Sem 0.2458, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.515e-01 Score 92.041 Data time: 0.1665, Forward time: 2.2735, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 5.2218 [2020-11-15 07:14:30,684][root][INFO] - ===> Epoch[156](4078/26): Loss 0.2872, Sem 0.2872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.515e-01 Score 91.013 Data time: 0.1423, Forward time: 2.2732, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.2843 [2020-11-15 07:14:35,703][root][INFO] - ===> Epoch[156](4079/26): Loss 0.3220, Sem 0.3220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.515e-01 Score 90.577 Data time: 0.1495, Forward time: 2.2730, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 4.9637 [2020-11-15 07:14:40,899][root][INFO] - ===> Epoch[156](4080/26): Loss 0.2709, Sem 0.2709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.514e-01 Score 91.481 Data time: 0.1289, Forward time: 2.2726, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.0919 [2020-11-15 07:14:45,857][root][INFO] - ===> Epoch[157](4081/26): Loss 0.2944, Sem 0.2944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.514e-01 Score 90.631 Data time: 0.1959, Forward time: 2.2724, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 4.8899 [2020-11-15 07:14:50,920][root][INFO] - ===> Epoch[157](4082/26): Loss 0.2293, Sem 0.2293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.514e-01 Score 92.772 Data time: 0.1686, Forward time: 2.2722, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 4.9759 [2020-11-15 07:14:57,179][root][INFO] - ===> Epoch[157](4083/26): Loss 0.3362, Sem 0.3362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.513e-01 Score 89.258 Data time: 0.2026, Forward time: 2.2722, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.1842 [2020-11-15 07:15:03,783][root][INFO] - ===> Epoch[157](4084/26): Loss 0.3240, Sem 0.3240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.513e-01 Score 89.178 Data time: 0.1473, Forward time: 2.2720, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.4839 [2020-11-15 07:15:08,831][root][INFO] - ===> Epoch[157](4085/26): Loss 0.3092, Sem 0.3092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.512e-01 Score 90.443 Data time: 0.1791, Forward time: 2.2718, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.9552 [2020-11-15 07:15:14,835][root][INFO] - ===> Epoch[157](4086/26): Loss 0.2842, Sem 0.2842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.512e-01 Score 90.917 Data time: 0.1772, Forward time: 2.2718, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.9013 [2020-11-15 07:15:20,827][root][INFO] - ===> Epoch[157](4087/26): Loss 0.3630, Sem 0.3630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.512e-01 Score 88.499 Data time: 0.1947, Forward time: 2.2716, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.8734 [2020-11-15 07:15:26,857][root][INFO] - ===> Epoch[157](4088/26): Loss 0.3065, Sem 0.3065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.511e-01 Score 90.514 Data time: 0.2291, Forward time: 2.2717, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 5.9187 [2020-11-15 07:15:33,014][root][INFO] - ===> Epoch[157](4089/26): Loss 0.2485, Sem 0.2485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.511e-01 Score 91.784 Data time: 0.2150, Forward time: 2.2718, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 6.0447 [2020-11-15 07:15:38,357][root][INFO] - ===> Epoch[157](4090/26): Loss 0.3223, Sem 0.3223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.511e-01 Score 89.827 Data time: 0.2403, Forward time: 2.2720, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.2282 [2020-11-15 07:15:43,046][root][INFO] - ===> Epoch[157](4091/26): Loss 0.2744, Sem 0.2744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.510e-01 Score 91.553 Data time: 0.2013, Forward time: 2.2721, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 4.5786 [2020-11-15 07:15:49,139][root][INFO] - ===> Epoch[157](4092/26): Loss 0.2732, Sem 0.2732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.510e-01 Score 91.441 Data time: 0.1775, Forward time: 2.2720, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.9749 [2020-11-15 07:15:53,835][root][INFO] - ===> Epoch[157](4093/26): Loss 0.2836, Sem 0.2836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.510e-01 Score 90.934 Data time: 0.1548, Forward time: 2.2718, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 4.5882 [2020-11-15 07:15:59,288][root][INFO] - ===> Epoch[157](4094/26): Loss 0.2761, Sem 0.2761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.509e-01 Score 90.957 Data time: 0.1856, Forward time: 2.2717, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.3618 [2020-11-15 07:16:04,425][root][INFO] - ===> Epoch[157](4095/26): Loss 0.2674, Sem 0.2674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.509e-01 Score 91.533 Data time: 0.1993, Forward time: 2.2718, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.0282 [2020-11-15 07:16:09,863][root][INFO] - ===> Epoch[157](4096/26): Loss 0.2937, Sem 0.2937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.508e-01 Score 90.548 Data time: 0.1640, Forward time: 2.2716, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.3250 [2020-11-15 07:16:16,135][root][INFO] - ===> Epoch[157](4097/26): Loss 0.2580, Sem 0.2580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.508e-01 Score 91.640 Data time: 0.1801, Forward time: 2.2716, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.1689 [2020-11-15 07:16:23,014][root][INFO] - ===> Epoch[157](4098/26): Loss 0.2751, Sem 0.2751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.508e-01 Score 91.366 Data time: 0.3536, Forward time: 2.2721, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.7680 [2020-11-15 07:16:28,923][root][INFO] - ===> Epoch[157](4099/26): Loss 0.2806, Sem 0.2806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.507e-01 Score 90.716 Data time: 0.2432, Forward time: 2.2724, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.7931 [2020-11-15 07:16:35,242][root][INFO] - ===> Epoch[157](4100/26): Loss 0.3007, Sem 0.3007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.507e-01 Score 91.357 Data time: 0.2944, Forward time: 2.2728, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 6.1978 [2020-11-15 07:16:42,669][root][INFO] - ===> Epoch[157](4101/26): Loss 0.2736, Sem 0.2736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.507e-01 Score 91.238 Data time: 0.1790, Forward time: 2.2727, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 7.3023 [2020-11-15 07:16:48,956][root][INFO] - ===> Epoch[157](4102/26): Loss 0.3214, Sem 0.3214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.506e-01 Score 90.374 Data time: 0.2687, Forward time: 2.2731, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.1926 [2020-11-15 07:16:54,698][root][INFO] - ===> Epoch[157](4103/26): Loss 0.2901, Sem 0.2901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.506e-01 Score 91.090 Data time: 0.1615, Forward time: 2.2730, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.6180 [2020-11-15 07:17:00,792][root][INFO] - ===> Epoch[157](4104/26): Loss 0.2446, Sem 0.2446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.505e-01 Score 92.126 Data time: 0.2012, Forward time: 2.2730, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 6.0109 [2020-11-15 07:17:08,455][root][INFO] - ===> Epoch[157](4105/26): Loss 0.2415, Sem 0.2415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.505e-01 Score 92.319 Data time: 0.1806, Forward time: 2.2729, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 7.5642 [2020-11-15 07:17:14,558][root][INFO] - ===> Epoch[157](4106/26): Loss 0.2850, Sem 0.2850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.505e-01 Score 91.160 Data time: 0.2156, Forward time: 2.2729, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 6.0157 [2020-11-15 07:17:21,524][root][INFO] - ===> Epoch[158](4107/26): Loss 0.2767, Sem 0.2767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.504e-01 Score 90.986 Data time: 0.2336, Forward time: 2.2732, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.8556 [2020-11-15 07:17:27,537][root][INFO] - ===> Epoch[158](4108/26): Loss 0.2556, Sem 0.2556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.504e-01 Score 91.674 Data time: 0.1815, Forward time: 2.2732, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.9109 [2020-11-15 07:17:33,732][root][INFO] - ===> Epoch[158](4109/26): Loss 0.3023, Sem 0.3023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.504e-01 Score 90.445 Data time: 0.1568, Forward time: 2.2729, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 6.1054 [2020-11-15 07:17:39,896][root][INFO] - ===> Epoch[158](4110/26): Loss 0.2428, Sem 0.2428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.503e-01 Score 92.373 Data time: 0.2798, Forward time: 2.2732, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 6.0828 [2020-11-15 07:17:45,192][root][INFO] - ===> Epoch[158](4111/26): Loss 0.2679, Sem 0.2679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.503e-01 Score 91.446 Data time: 0.1943, Forward time: 2.2733, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 5.1903 [2020-11-15 07:17:50,409][root][INFO] - ===> Epoch[158](4112/26): Loss 0.2879, Sem 0.2879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.503e-01 Score 91.506 Data time: 0.1255, Forward time: 2.2729, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.1228 [2020-11-15 07:17:56,013][root][INFO] - ===> Epoch[158](4113/26): Loss 0.2879, Sem 0.2879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.502e-01 Score 90.935 Data time: 0.1920, Forward time: 2.2728, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.5302 [2020-11-15 07:18:00,837][root][INFO] - ===> Epoch[158](4114/26): Loss 0.2843, Sem 0.2843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.502e-01 Score 91.609 Data time: 0.1158, Forward time: 2.2724, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 4.7228 [2020-11-15 07:18:06,592][root][INFO] - ===> Epoch[158](4115/26): Loss 0.2426, Sem 0.2426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.501e-01 Score 92.279 Data time: 0.2110, Forward time: 2.2724, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.6912 [2020-11-15 07:18:11,846][root][INFO] - ===> Epoch[158](4116/26): Loss 0.2720, Sem 0.2720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.501e-01 Score 91.509 Data time: 0.1638, Forward time: 2.2723, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 5.1449 [2020-11-15 07:18:17,475][root][INFO] - ===> Epoch[158](4117/26): Loss 0.2777, Sem 0.2777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.501e-01 Score 91.075 Data time: 0.2259, Forward time: 2.2724, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.5221 [2020-11-15 07:18:22,753][root][INFO] - ===> Epoch[158](4118/26): Loss 0.2852, Sem 0.2852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.500e-01 Score 90.944 Data time: 0.1405, Forward time: 2.2721, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.1805 [2020-11-15 07:18:28,363][root][INFO] - ===> Epoch[158](4119/26): Loss 0.2775, Sem 0.2775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.500e-01 Score 91.336 Data time: 0.2194, Forward time: 2.2721, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.5276 [2020-11-15 07:18:34,662][root][INFO] - ===> Epoch[158](4120/26): Loss 0.2715, Sem 0.2715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.500e-01 Score 91.385 Data time: 0.2827, Forward time: 2.2725, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 6.1880 [2020-11-15 07:18:41,020][root][INFO] - ===> Epoch[158](4121/26): Loss 0.2872, Sem 0.2872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.499e-01 Score 91.234 Data time: 0.1800, Forward time: 2.2724, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 6.2343 [2020-11-15 07:18:46,515][root][INFO] - ===> Epoch[158](4122/26): Loss 0.2686, Sem 0.2686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.499e-01 Score 91.462 Data time: 0.1925, Forward time: 2.2722, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 5.3974 [2020-11-15 07:18:51,978][root][INFO] - ===> Epoch[158](4123/26): Loss 0.2497, Sem 0.2497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.498e-01 Score 92.197 Data time: 0.2531, Forward time: 2.2724, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.3869 [2020-11-15 07:18:58,618][root][INFO] - ===> Epoch[158](4124/26): Loss 0.2478, Sem 0.2478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.498e-01 Score 92.131 Data time: 0.3688, Forward time: 2.2729, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 6.5242 [2020-11-15 07:19:05,130][root][INFO] - ===> Epoch[158](4125/26): Loss 0.2612, Sem 0.2612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.498e-01 Score 91.489 Data time: 0.2575, Forward time: 2.2732, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 6.3960 [2020-11-15 07:19:11,211][root][INFO] - ===> Epoch[158](4126/26): Loss 0.2347, Sem 0.2347, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.497e-01 Score 92.403 Data time: 0.1982, Forward time: 2.2730, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.9745 [2020-11-15 07:19:17,117][root][INFO] - ===> Epoch[158](4127/26): Loss 0.2592, Sem 0.2592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.497e-01 Score 92.358 Data time: 0.1956, Forward time: 2.2729, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 5.8206 [2020-11-15 07:19:24,023][root][INFO] - ===> Epoch[158](4128/26): Loss 0.2618, Sem 0.2618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.497e-01 Score 92.042 Data time: 0.3714, Forward time: 2.2735, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 6.8134 [2020-11-15 07:19:30,897][root][INFO] - ===> Epoch[158](4129/26): Loss 0.2707, Sem 0.2707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.496e-01 Score 91.704 Data time: 0.1732, Forward time: 2.2734, Backward time: 3.0652, DDP time: 0.0047, Total iter time: 6.7557 [2020-11-15 07:19:37,314][root][INFO] - ===> Epoch[158](4130/26): Loss 0.2672, Sem 0.2672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.496e-01 Score 91.688 Data time: 0.1660, Forward time: 2.2732, Backward time: 3.0657, DDP time: 0.0047, Total iter time: 6.3084 [2020-11-15 07:19:42,244][root][INFO] - ===> Epoch[158](4131/26): Loss 0.3208, Sem 0.3208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.496e-01 Score 90.066 Data time: 0.2401, Forward time: 2.2732, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 4.8447 [2020-11-15 07:19:48,439][root][INFO] - ===> Epoch[158](4132/26): Loss 0.2949, Sem 0.2949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.495e-01 Score 90.636 Data time: 0.1676, Forward time: 2.2731, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 6.0979 [2020-11-15 07:19:54,467][root][INFO] - ===> Epoch[159](4133/26): Loss 0.2664, Sem 0.2664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.495e-01 Score 91.448 Data time: 0.2493, Forward time: 2.2733, Backward time: 3.0655, DDP time: 0.0047, Total iter time: 5.9256 [2020-11-15 07:20:00,029][root][INFO] - ===> Epoch[159](4134/26): Loss 0.2901, Sem 0.2901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.494e-01 Score 91.213 Data time: 0.2297, Forward time: 2.2735, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 5.4544 [2020-11-15 07:20:05,124][root][INFO] - ===> Epoch[159](4135/26): Loss 0.2795, Sem 0.2795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.494e-01 Score 91.054 Data time: 0.1823, Forward time: 2.2734, Backward time: 3.0651, DDP time: 0.0047, Total iter time: 4.9660 [2020-11-15 07:20:10,240][root][INFO] - ===> Epoch[159](4136/26): Loss 0.2376, Sem 0.2376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.494e-01 Score 92.237 Data time: 0.1465, Forward time: 2.2731, Backward time: 3.0651, DDP time: 0.0047, Total iter time: 5.0027 [2020-11-15 07:20:16,094][root][INFO] - ===> Epoch[159](4137/26): Loss 0.3379, Sem 0.3379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.493e-01 Score 89.697 Data time: 0.2366, Forward time: 2.2732, Backward time: 3.0651, DDP time: 0.0047, Total iter time: 5.7697 [2020-11-15 07:20:20,971][root][INFO] - ===> Epoch[159](4138/26): Loss 0.2454, Sem 0.2454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.493e-01 Score 91.766 Data time: 0.2102, Forward time: 2.2733, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 4.7805 [2020-11-15 07:20:27,860][root][INFO] - ===> Epoch[159](4139/26): Loss 0.3517, Sem 0.3517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.493e-01 Score 89.518 Data time: 0.1546, Forward time: 2.2732, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 6.7822 [2020-11-15 07:20:34,165][root][INFO] - ===> Epoch[159](4140/26): Loss 0.2543, Sem 0.2543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.492e-01 Score 91.789 Data time: 0.1597, Forward time: 2.2730, Backward time: 3.0657, DDP time: 0.0047, Total iter time: 6.1946 [2020-11-15 07:20:39,951][root][INFO] - ===> Epoch[159](4141/26): Loss 0.2729, Sem 0.2729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.492e-01 Score 91.183 Data time: 0.1781, Forward time: 2.2728, Backward time: 3.0659, DDP time: 0.0047, Total iter time: 5.6760 [2020-11-15 07:20:46,238][root][INFO] - ===> Epoch[159](4142/26): Loss 0.2879, Sem 0.2879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.491e-01 Score 90.979 Data time: 0.1804, Forward time: 2.2727, Backward time: 3.0663, DDP time: 0.0047, Total iter time: 6.1819 [2020-11-15 07:20:51,062][root][INFO] - ===> Epoch[159](4143/26): Loss 0.2623, Sem 0.2623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.491e-01 Score 91.710 Data time: 0.1839, Forward time: 2.2727, Backward time: 3.0659, DDP time: 0.0047, Total iter time: 4.7211 [2020-11-15 07:20:57,056][root][INFO] - ===> Epoch[159](4144/26): Loss 0.2883, Sem 0.2883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.491e-01 Score 90.835 Data time: 0.2283, Forward time: 2.2728, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 5.8926 [2020-11-15 07:21:02,396][root][INFO] - ===> Epoch[159](4145/26): Loss 0.2751, Sem 0.2751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.490e-01 Score 91.751 Data time: 0.1795, Forward time: 2.2726, Backward time: 3.0659, DDP time: 0.0047, Total iter time: 5.2231 [2020-11-15 07:21:08,513][root][INFO] - ===> Epoch[159](4146/26): Loss 0.2614, Sem 0.2614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.490e-01 Score 91.659 Data time: 0.2132, Forward time: 2.2728, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 5.9958 [2020-11-15 07:21:14,125][root][INFO] - ===> Epoch[159](4147/26): Loss 0.2722, Sem 0.2722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.490e-01 Score 91.714 Data time: 0.1599, Forward time: 2.2726, Backward time: 3.0661, DDP time: 0.0047, Total iter time: 5.4939 [2020-11-15 07:21:20,057][root][INFO] - ===> Epoch[159](4148/26): Loss 0.3109, Sem 0.3109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.489e-01 Score 90.113 Data time: 0.1904, Forward time: 2.2725, Backward time: 3.0663, DDP time: 0.0047, Total iter time: 5.8305 [2020-11-15 07:21:26,468][root][INFO] - ===> Epoch[159](4149/26): Loss 0.3300, Sem 0.3300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.489e-01 Score 89.969 Data time: 0.2072, Forward time: 2.2726, Backward time: 3.0665, DDP time: 0.0047, Total iter time: 6.3188 [2020-11-15 07:21:31,187][root][INFO] - ===> Epoch[159](4150/26): Loss 0.2579, Sem 0.2579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.489e-01 Score 91.497 Data time: 0.1593, Forward time: 2.2724, Backward time: 3.0663, DDP time: 0.0047, Total iter time: 4.5959 [2020-11-15 07:21:36,887][root][INFO] - ===> Epoch[159](4151/26): Loss 0.2797, Sem 0.2797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.488e-01 Score 91.224 Data time: 0.1658, Forward time: 2.2721, Backward time: 3.0665, DDP time: 0.0047, Total iter time: 5.5970 [2020-11-15 07:21:42,373][root][INFO] - ===> Epoch[159](4152/26): Loss 0.2709, Sem 0.2709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.488e-01 Score 91.481 Data time: 0.2059, Forward time: 2.2722, Backward time: 3.0663, DDP time: 0.0047, Total iter time: 5.4002 [2020-11-15 07:21:48,050][root][INFO] - ===> Epoch[159](4153/26): Loss 0.2880, Sem 0.2880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.487e-01 Score 91.003 Data time: 0.2215, Forward time: 2.2723, Backward time: 3.0662, DDP time: 0.0047, Total iter time: 5.5493 [2020-11-15 07:21:53,332][root][INFO] - ===> Epoch[159](4154/26): Loss 0.2977, Sem 0.2977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.487e-01 Score 91.284 Data time: 0.1797, Forward time: 2.2722, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 5.1779 [2020-11-15 07:21:59,710][root][INFO] - ===> Epoch[159](4155/26): Loss 0.2378, Sem 0.2378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.487e-01 Score 92.424 Data time: 0.1499, Forward time: 2.2720, Backward time: 3.0666, DDP time: 0.0047, Total iter time: 6.2814 [2020-11-15 07:22:06,944][root][INFO] - ===> Epoch[159](4156/26): Loss 0.3267, Sem 0.3267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.486e-01 Score 90.260 Data time: 0.1862, Forward time: 2.2717, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 7.1630 [2020-11-15 07:22:11,786][root][INFO] - ===> Epoch[159](4157/26): Loss 0.3146, Sem 0.3146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.486e-01 Score 89.852 Data time: 0.2275, Forward time: 2.2716, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 4.7331 [2020-11-15 07:22:16,615][root][INFO] - ===> Epoch[159](4158/26): Loss 0.2788, Sem 0.2788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.486e-01 Score 90.841 Data time: 0.1778, Forward time: 2.2716, Backward time: 3.0669, DDP time: 0.0047, Total iter time: 4.7103 [2020-11-15 07:22:22,707][root][INFO] - ===> Epoch[160](4159/26): Loss 0.2687, Sem 0.2687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.485e-01 Score 91.752 Data time: 0.1971, Forward time: 2.2715, Backward time: 3.0671, DDP time: 0.0047, Total iter time: 5.9666 [2020-11-15 07:22:27,969][root][INFO] - ===> Epoch[160](4160/26): Loss 0.2893, Sem 0.2893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.485e-01 Score 91.135 Data time: 0.1649, Forward time: 2.2714, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 5.1484 [2020-11-15 07:22:33,938][root][INFO] - ===> Epoch[160](4161/26): Loss 0.2763, Sem 0.2763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.484e-01 Score 91.022 Data time: 0.1440, Forward time: 2.2712, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 5.8443 [2020-11-15 07:22:39,345][root][INFO] - ===> Epoch[160](4162/26): Loss 0.3150, Sem 0.3150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.484e-01 Score 89.902 Data time: 0.1591, Forward time: 2.2709, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.3134 [2020-11-15 07:22:44,587][root][INFO] - ===> Epoch[160](4163/26): Loss 0.3256, Sem 0.3256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.484e-01 Score 89.916 Data time: 0.1865, Forward time: 2.2708, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.1397 [2020-11-15 07:22:50,502][root][INFO] - ===> Epoch[160](4164/26): Loss 0.2953, Sem 0.2953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.483e-01 Score 90.803 Data time: 0.2333, Forward time: 2.2711, Backward time: 3.0671, DDP time: 0.0047, Total iter time: 5.8112 [2020-11-15 07:22:56,372][root][INFO] - ===> Epoch[160](4165/26): Loss 0.3051, Sem 0.3051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.483e-01 Score 90.562 Data time: 0.2037, Forward time: 2.2712, Backward time: 3.0671, DDP time: 0.0047, Total iter time: 5.7291 [2020-11-15 07:23:02,301][root][INFO] - ===> Epoch[160](4166/26): Loss 0.2762, Sem 0.2762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.483e-01 Score 91.271 Data time: 0.1710, Forward time: 2.2711, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 5.8117 [2020-11-15 07:23:08,427][root][INFO] - ===> Epoch[160](4167/26): Loss 0.2802, Sem 0.2802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.482e-01 Score 91.142 Data time: 0.1584, Forward time: 2.2709, Backward time: 3.0677, DDP time: 0.0047, Total iter time: 6.0300 [2020-11-15 07:23:13,928][root][INFO] - ===> Epoch[160](4168/26): Loss 0.2784, Sem 0.2784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.482e-01 Score 91.629 Data time: 0.2451, Forward time: 2.2712, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 5.4274 [2020-11-15 07:23:20,384][root][INFO] - ===> Epoch[160](4169/26): Loss 0.3131, Sem 0.3131, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.482e-01 Score 90.725 Data time: 0.3500, Forward time: 2.2716, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 6.3491 [2020-11-15 07:23:25,754][root][INFO] - ===> Epoch[160](4170/26): Loss 0.2904, Sem 0.2904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.481e-01 Score 90.962 Data time: 0.2409, Forward time: 2.2718, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 5.2589 [2020-11-15 07:23:30,894][root][INFO] - ===> Epoch[160](4171/26): Loss 0.2788, Sem 0.2788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.481e-01 Score 91.352 Data time: 0.2257, Forward time: 2.2720, Backward time: 3.0664, DDP time: 0.0047, Total iter time: 5.0377 [2020-11-15 07:23:35,902][root][INFO] - ===> Epoch[160](4172/26): Loss 0.3205, Sem 0.3205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.480e-01 Score 89.903 Data time: 0.1775, Forward time: 2.2720, Backward time: 3.0661, DDP time: 0.0047, Total iter time: 4.9003 [2020-11-15 07:23:42,526][root][INFO] - ===> Epoch[160](4173/26): Loss 0.2670, Sem 0.2670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.480e-01 Score 91.401 Data time: 0.1947, Forward time: 2.2719, Backward time: 3.0665, DDP time: 0.0047, Total iter time: 6.5249 [2020-11-15 07:23:47,414][root][INFO] - ===> Epoch[160](4174/26): Loss 0.3350, Sem 0.3350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.480e-01 Score 90.105 Data time: 0.1637, Forward time: 2.2718, Backward time: 3.0663, DDP time: 0.0047, Total iter time: 4.7772 [2020-11-15 07:23:53,251][root][INFO] - ===> Epoch[160](4175/26): Loss 0.3098, Sem 0.3098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.479e-01 Score 90.738 Data time: 0.1939, Forward time: 2.2717, Backward time: 3.0664, DDP time: 0.0047, Total iter time: 5.7450 [2020-11-15 07:24:00,049][root][INFO] - ===> Epoch[160](4176/26): Loss 0.3418, Sem 0.3418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.479e-01 Score 89.210 Data time: 0.1839, Forward time: 2.2716, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 6.7029 [2020-11-15 07:24:06,055][root][INFO] - ===> Epoch[160](4177/26): Loss 0.3001, Sem 0.3001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.479e-01 Score 90.939 Data time: 0.2275, Forward time: 2.2718, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 5.9130 [2020-11-15 07:24:11,786][root][INFO] - ===> Epoch[160](4178/26): Loss 0.3282, Sem 0.3282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.478e-01 Score 90.242 Data time: 0.1277, Forward time: 2.2715, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 5.6151 [2020-11-15 07:24:16,424][root][INFO] - ===> Epoch[160](4179/26): Loss 0.3887, Sem 0.3887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.478e-01 Score 88.419 Data time: 0.1336, Forward time: 2.2711, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 4.5402 [2020-11-15 07:24:23,188][root][INFO] - ===> Epoch[160](4180/26): Loss 0.2866, Sem 0.2866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.477e-01 Score 90.861 Data time: 0.1621, Forward time: 2.2710, Backward time: 3.0678, DDP time: 0.0047, Total iter time: 6.6935 [2020-11-15 07:24:28,679][root][INFO] - ===> Epoch[160](4181/26): Loss 0.3201, Sem 0.3201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.477e-01 Score 90.137 Data time: 0.1724, Forward time: 2.2708, Backward time: 3.0679, DDP time: 0.0047, Total iter time: 5.3809 [2020-11-15 07:24:34,993][root][INFO] - ===> Epoch[160](4182/26): Loss 0.3595, Sem 0.3595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.477e-01 Score 89.134 Data time: 0.0987, Forward time: 2.2703, Backward time: 3.0688, DDP time: 0.0047, Total iter time: 6.2262 [2020-11-15 07:24:39,941][root][INFO] - ===> Epoch[160](4183/26): Loss 0.3326, Sem 0.3326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.476e-01 Score 89.286 Data time: 0.1537, Forward time: 2.2701, Backward time: 3.0687, DDP time: 0.0047, Total iter time: 4.9067 [2020-11-15 07:24:45,059][root][INFO] - ===> Epoch[160](4184/26): Loss 0.2771, Sem 0.2771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.476e-01 Score 91.227 Data time: 0.1888, Forward time: 2.2701, Backward time: 3.0684, DDP time: 0.0047, Total iter time: 5.0348 [2020-11-15 07:24:50,654][root][INFO] - ===> Epoch[161](4185/26): Loss 0.3267, Sem 0.3267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.476e-01 Score 90.123 Data time: 0.1904, Forward time: 2.2700, Backward time: 3.0684, DDP time: 0.0047, Total iter time: 5.4849 [2020-11-15 07:24:55,562][root][INFO] - ===> Epoch[161](4186/26): Loss 0.3066, Sem 0.3066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.475e-01 Score 90.448 Data time: 0.2231, Forward time: 2.2701, Backward time: 3.0680, DDP time: 0.0047, Total iter time: 4.7901 [2020-11-15 07:25:00,935][root][INFO] - ===> Epoch[161](4187/26): Loss 0.3079, Sem 0.3079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.475e-01 Score 90.443 Data time: 0.2193, Forward time: 2.2701, Backward time: 3.0678, DDP time: 0.0047, Total iter time: 5.2726 [2020-11-15 07:25:06,799][root][INFO] - ===> Epoch[161](4188/26): Loss 0.2887, Sem 0.2887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.475e-01 Score 90.855 Data time: 0.2409, Forward time: 2.2704, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 5.7562 [2020-11-15 07:25:12,453][root][INFO] - ===> Epoch[161](4189/26): Loss 0.3070, Sem 0.3070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.474e-01 Score 90.337 Data time: 0.1959, Forward time: 2.2704, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 5.5405 [2020-11-15 07:25:18,132][root][INFO] - ===> Epoch[161](4190/26): Loss 0.3083, Sem 0.3083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.474e-01 Score 91.100 Data time: 0.1666, Forward time: 2.2703, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 5.5683 [2020-11-15 07:25:22,937][root][INFO] - ===> Epoch[161](4191/26): Loss 0.3155, Sem 0.3155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.473e-01 Score 90.184 Data time: 0.0880, Forward time: 2.2698, Backward time: 3.0678, DDP time: 0.0047, Total iter time: 4.7128 [2020-11-15 07:25:30,621][root][INFO] - ===> Epoch[161](4192/26): Loss 0.3131, Sem 0.3131, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.473e-01 Score 90.422 Data time: 0.1782, Forward time: 2.2696, Backward time: 3.0689, DDP time: 0.0047, Total iter time: 7.6477 [2020-11-15 07:25:37,034][root][INFO] - ===> Epoch[161](4193/26): Loss 0.2975, Sem 0.2975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.473e-01 Score 90.418 Data time: 0.3394, Forward time: 2.2701, Backward time: 3.0687, DDP time: 0.0047, Total iter time: 6.3314 [2020-11-15 07:25:42,861][root][INFO] - ===> Epoch[161](4194/26): Loss 0.2983, Sem 0.2983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.472e-01 Score 90.720 Data time: 0.1829, Forward time: 2.2701, Backward time: 3.0687, DDP time: 0.0047, Total iter time: 5.7172 [2020-11-15 07:25:48,777][root][INFO] - ===> Epoch[161](4195/26): Loss 0.2921, Sem 0.2921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.472e-01 Score 91.001 Data time: 0.2055, Forward time: 2.2702, Backward time: 3.0687, DDP time: 0.0047, Total iter time: 5.7787 [2020-11-15 07:25:54,624][root][INFO] - ===> Epoch[161](4196/26): Loss 0.2905, Sem 0.2905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.472e-01 Score 90.427 Data time: 0.1844, Forward time: 2.2702, Backward time: 3.0688, DDP time: 0.0047, Total iter time: 5.7375 [2020-11-15 07:26:00,033][root][INFO] - ===> Epoch[161](4197/26): Loss 0.3134, Sem 0.3134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.471e-01 Score 90.040 Data time: 0.1644, Forward time: 2.2700, Backward time: 3.0688, DDP time: 0.0047, Total iter time: 5.3119 [2020-11-15 07:26:05,224][root][INFO] - ===> Epoch[161](4198/26): Loss 0.2815, Sem 0.2815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.471e-01 Score 91.187 Data time: 0.1894, Forward time: 2.2700, Backward time: 3.0687, DDP time: 0.0047, Total iter time: 5.1015 [2020-11-15 07:26:11,551][root][INFO] - ===> Epoch[161](4199/26): Loss 0.2736, Sem 0.2736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.470e-01 Score 91.273 Data time: 0.1806, Forward time: 2.2699, Backward time: 3.0690, DDP time: 0.0047, Total iter time: 6.2312 [2020-11-15 07:26:18,680][root][INFO] - ===> Epoch[161](4200/26): Loss 0.2964, Sem 0.2964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.470e-01 Score 90.350 Data time: 0.1814, Forward time: 2.2698, Backward time: 3.0697, DDP time: 0.0047, Total iter time: 7.0401 [2020-11-15 07:26:24,259][root][INFO] - ===> Epoch[161](4201/26): Loss 0.2908, Sem 0.2908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.470e-01 Score 91.376 Data time: 0.1529, Forward time: 2.2696, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 5.4727 [2020-11-15 07:26:29,209][root][INFO] - ===> Epoch[161](4202/26): Loss 0.2999, Sem 0.2999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.469e-01 Score 90.063 Data time: 0.1677, Forward time: 2.2695, Backward time: 3.0697, DDP time: 0.0047, Total iter time: 4.8594 [2020-11-15 07:26:34,514][root][INFO] - ===> Epoch[161](4203/26): Loss 0.2578, Sem 0.2578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.469e-01 Score 91.797 Data time: 0.1804, Forward time: 2.2694, Backward time: 3.0696, DDP time: 0.0047, Total iter time: 5.2012 [2020-11-15 07:26:40,901][root][INFO] - ===> Epoch[161](4204/26): Loss 0.2999, Sem 0.2999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.469e-01 Score 90.929 Data time: 0.1586, Forward time: 2.2692, Backward time: 3.0701, DDP time: 0.0047, Total iter time: 6.2945 [2020-11-15 07:26:46,514][root][INFO] - ===> Epoch[161](4205/26): Loss 0.2483, Sem 0.2483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.468e-01 Score 92.337 Data time: 0.1565, Forward time: 2.2689, Backward time: 3.0703, DDP time: 0.0047, Total iter time: 5.5076 [2020-11-15 07:26:54,021][root][INFO] - ===> Epoch[161](4206/26): Loss 0.2856, Sem 0.2856, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.468e-01 Score 91.797 Data time: 0.1714, Forward time: 2.2688, Backward time: 3.0712, DDP time: 0.0047, Total iter time: 7.4101 [2020-11-15 07:27:00,068][root][INFO] - ===> Epoch[161](4207/26): Loss 0.2949, Sem 0.2949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.468e-01 Score 90.898 Data time: 0.2040, Forward time: 2.2687, Backward time: 3.0715, DDP time: 0.0047, Total iter time: 5.9247 [2020-11-15 07:27:05,802][root][INFO] - ===> Epoch[161](4208/26): Loss 0.2837, Sem 0.2837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.467e-01 Score 91.078 Data time: 0.1804, Forward time: 2.2686, Backward time: 3.0715, DDP time: 0.0047, Total iter time: 5.6089 [2020-11-15 07:27:11,909][root][INFO] - ===> Epoch[161](4209/26): Loss 0.3589, Sem 0.3589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.467e-01 Score 88.702 Data time: 0.2027, Forward time: 2.2687, Backward time: 3.0716, DDP time: 0.0047, Total iter time: 5.9895 [2020-11-15 07:27:17,647][root][INFO] - ===> Epoch[161](4210/26): Loss 0.2904, Sem 0.2904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.466e-01 Score 91.042 Data time: 0.1654, Forward time: 2.2686, Backward time: 3.0717, DDP time: 0.0047, Total iter time: 5.6057 [2020-11-15 07:27:22,416][root][INFO] - ===> Epoch[162](4211/26): Loss 0.2840, Sem 0.2840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.466e-01 Score 90.894 Data time: 0.1481, Forward time: 2.2684, Backward time: 3.0715, DDP time: 0.0047, Total iter time: 4.6568 [2020-11-15 07:27:26,927][root][INFO] - ===> Epoch[162](4212/26): Loss 0.2767, Sem 0.2767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.466e-01 Score 91.746 Data time: 0.1452, Forward time: 2.2681, Backward time: 3.0713, DDP time: 0.0047, Total iter time: 4.4166 [2020-11-15 07:27:33,603][root][INFO] - ===> Epoch[162](4213/26): Loss 0.2804, Sem 0.2804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.465e-01 Score 90.810 Data time: 0.2321, Forward time: 2.2683, Backward time: 3.0715, DDP time: 0.0047, Total iter time: 6.5885 [2020-11-15 07:27:39,520][root][INFO] - ===> Epoch[162](4214/26): Loss 0.3137, Sem 0.3137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.465e-01 Score 91.182 Data time: 0.2633, Forward time: 2.2686, Backward time: 3.0712, DDP time: 0.0047, Total iter time: 5.7772 [2020-11-15 07:27:45,210][root][INFO] - ===> Epoch[162](4215/26): Loss 0.2913, Sem 0.2913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.465e-01 Score 90.060 Data time: 0.1986, Forward time: 2.2688, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 5.5961 [2020-11-15 07:27:50,886][root][INFO] - ===> Epoch[162](4216/26): Loss 0.2290, Sem 0.2290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.464e-01 Score 92.917 Data time: 0.1661, Forward time: 2.2687, Backward time: 3.0711, DDP time: 0.0047, Total iter time: 5.5552 [2020-11-15 07:27:57,284][root][INFO] - ===> Epoch[162](4217/26): Loss 0.3009, Sem 0.3009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.464e-01 Score 90.270 Data time: 0.3224, Forward time: 2.2690, Backward time: 3.0710, DDP time: 0.0047, Total iter time: 6.2672 [2020-11-15 07:28:03,219][root][INFO] - ===> Epoch[162](4218/26): Loss 0.2735, Sem 0.2735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.463e-01 Score 91.646 Data time: 0.1266, Forward time: 2.2688, Backward time: 3.0714, DDP time: 0.0047, Total iter time: 5.8281 [2020-11-15 07:28:08,171][root][INFO] - ===> Epoch[162](4219/26): Loss 0.2741, Sem 0.2741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.463e-01 Score 91.355 Data time: 0.1630, Forward time: 2.2684, Backward time: 3.0714, DDP time: 0.0047, Total iter time: 4.8694 [2020-11-15 07:28:13,635][root][INFO] - ===> Epoch[162](4220/26): Loss 0.2964, Sem 0.2964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.463e-01 Score 91.244 Data time: 0.2391, Forward time: 2.2685, Backward time: 3.0712, DDP time: 0.0047, Total iter time: 5.3953 [2020-11-15 07:28:19,031][root][INFO] - ===> Epoch[162](4221/26): Loss 0.3302, Sem 0.3302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.462e-01 Score 90.214 Data time: 0.2416, Forward time: 2.2688, Backward time: 3.0708, DDP time: 0.0047, Total iter time: 5.2895 [2020-11-15 07:28:24,267][root][INFO] - ===> Epoch[162](4222/26): Loss 0.3033, Sem 0.3033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.462e-01 Score 90.835 Data time: 0.2095, Forward time: 2.2689, Backward time: 3.0705, DDP time: 0.0047, Total iter time: 5.1211 [2020-11-15 07:28:31,021][root][INFO] - ===> Epoch[162](4223/26): Loss 0.2657, Sem 0.2657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.462e-01 Score 91.945 Data time: 0.2318, Forward time: 2.2692, Backward time: 3.0707, DDP time: 0.0047, Total iter time: 6.6348 [2020-11-15 07:28:35,865][root][INFO] - ===> Epoch[162](4224/26): Loss 0.3302, Sem 0.3302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.461e-01 Score 89.656 Data time: 0.1942, Forward time: 2.2692, Backward time: 3.0703, DDP time: 0.0047, Total iter time: 4.7218 [2020-11-15 07:28:40,923][root][INFO] - ===> Epoch[162](4225/26): Loss 0.2767, Sem 0.2767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.461e-01 Score 91.272 Data time: 0.2232, Forward time: 2.2693, Backward time: 3.0699, DDP time: 0.0047, Total iter time: 4.9579 [2020-11-15 07:28:46,862][root][INFO] - ===> Epoch[162](4226/26): Loss 0.2537, Sem 0.2537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.461e-01 Score 92.059 Data time: 0.2464, Forward time: 2.2695, Backward time: 3.0697, DDP time: 0.0047, Total iter time: 5.8269 [2020-11-15 07:28:52,314][root][INFO] - ===> Epoch[162](4227/26): Loss 0.3002, Sem 0.3002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.460e-01 Score 90.712 Data time: 0.2105, Forward time: 2.2696, Backward time: 3.0695, DDP time: 0.0047, Total iter time: 5.3547 [2020-11-15 07:28:57,680][root][INFO] - ===> Epoch[162](4228/26): Loss 0.2756, Sem 0.2756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.460e-01 Score 90.500 Data time: 0.1344, Forward time: 2.2692, Backward time: 3.0697, DDP time: 0.0047, Total iter time: 5.2561 [2020-11-15 07:29:02,511][root][INFO] - ===> Epoch[162](4229/26): Loss 0.2878, Sem 0.2878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.459e-01 Score 91.470 Data time: 0.1714, Forward time: 2.2691, Backward time: 3.0695, DDP time: 0.0047, Total iter time: 4.7722 [2020-11-15 07:29:08,225][root][INFO] - ===> Epoch[162](4230/26): Loss 0.2918, Sem 0.2918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.459e-01 Score 90.880 Data time: 0.1423, Forward time: 2.2688, Backward time: 3.0698, DDP time: 0.0047, Total iter time: 5.6244 [2020-11-15 07:29:15,549][root][INFO] - ===> Epoch[162](4231/26): Loss 0.3371, Sem 0.3371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.459e-01 Score 89.386 Data time: 0.1514, Forward time: 2.2686, Backward time: 3.0708, DDP time: 0.0047, Total iter time: 7.2704 [2020-11-15 07:29:22,735][root][INFO] - ===> Epoch[162](4232/26): Loss 0.2806, Sem 0.2806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.458e-01 Score 90.834 Data time: 0.1951, Forward time: 2.2685, Backward time: 3.0714, DDP time: 0.0047, Total iter time: 7.0848 [2020-11-15 07:29:28,722][root][INFO] - ===> Epoch[162](4233/26): Loss 0.3021, Sem 0.3021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.458e-01 Score 90.577 Data time: 0.2337, Forward time: 2.2687, Backward time: 3.0713, DDP time: 0.0047, Total iter time: 5.8777 [2020-11-15 07:29:34,745][root][INFO] - ===> Epoch[162](4234/26): Loss 0.3098, Sem 0.3098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.458e-01 Score 89.685 Data time: 0.2546, Forward time: 2.2689, Backward time: 3.0713, DDP time: 0.0047, Total iter time: 5.8976 [2020-11-15 07:29:39,840][root][INFO] - ===> Epoch[162](4235/26): Loss 0.2929, Sem 0.2929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.457e-01 Score 90.936 Data time: 0.2206, Forward time: 2.2690, Backward time: 3.0709, DDP time: 0.0047, Total iter time: 4.9761 [2020-11-15 07:29:46,092][root][INFO] - ===> Epoch[162](4236/26): Loss 0.3011, Sem 0.3011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.457e-01 Score 90.386 Data time: 0.1836, Forward time: 2.2689, Backward time: 3.0712, DDP time: 0.0047, Total iter time: 6.1479 [2020-11-15 07:29:50,584][root][INFO] - ===> Epoch[163](4237/26): Loss 0.2697, Sem 0.2697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.456e-01 Score 91.017 Data time: 0.1829, Forward time: 2.2688, Backward time: 3.0708, DDP time: 0.0047, Total iter time: 4.3887 [2020-11-15 07:29:57,194][root][INFO] - ===> Epoch[163](4238/26): Loss 0.2758, Sem 0.2758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.456e-01 Score 91.086 Data time: 0.3350, Forward time: 2.2693, Backward time: 3.0707, DDP time: 0.0047, Total iter time: 6.5320 [2020-11-15 07:30:02,554][root][INFO] - ===> Epoch[163](4239/26): Loss 0.2915, Sem 0.2915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.456e-01 Score 91.138 Data time: 0.1303, Forward time: 2.2690, Backward time: 3.0708, DDP time: 0.0047, Total iter time: 5.2680 [2020-11-15 07:30:09,804][root][INFO] - ===> Epoch[163](4240/26): Loss 0.2890, Sem 0.2890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.455e-01 Score 91.268 Data time: 0.1881, Forward time: 2.2689, Backward time: 3.0716, DDP time: 0.0047, Total iter time: 7.1625 [2020-11-15 07:30:14,254][root][INFO] - ===> Epoch[163](4241/26): Loss 0.2821, Sem 0.2821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.455e-01 Score 91.402 Data time: 0.1399, Forward time: 2.2686, Backward time: 3.0713, DDP time: 0.0047, Total iter time: 4.3601 [2020-11-15 07:30:19,652][root][INFO] - ===> Epoch[163](4242/26): Loss 0.3143, Sem 0.3143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.455e-01 Score 90.305 Data time: 0.1368, Forward time: 2.2683, Backward time: 3.0715, DDP time: 0.0047, Total iter time: 5.3242 [2020-11-15 07:30:25,254][root][INFO] - ===> Epoch[163](4243/26): Loss 0.2049, Sem 0.2049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.454e-01 Score 93.480 Data time: 0.1223, Forward time: 2.2679, Backward time: 3.0719, DDP time: 0.0047, Total iter time: 5.5384 [2020-11-15 07:30:30,713][root][INFO] - ===> Epoch[163](4244/26): Loss 0.2621, Sem 0.2621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.454e-01 Score 92.052 Data time: 0.1863, Forward time: 2.2678, Backward time: 3.0719, DDP time: 0.0047, Total iter time: 5.3977 [2020-11-15 07:30:38,177][root][INFO] - ===> Epoch[163](4245/26): Loss 0.2846, Sem 0.2846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.453e-01 Score 90.854 Data time: 0.1967, Forward time: 2.2678, Backward time: 3.0726, DDP time: 0.0047, Total iter time: 7.3579 [2020-11-15 07:30:44,218][root][INFO] - ===> Epoch[163](4246/26): Loss 0.2932, Sem 0.2932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.453e-01 Score 90.585 Data time: 0.2053, Forward time: 2.2679, Backward time: 3.0727, DDP time: 0.0047, Total iter time: 5.9282 [2020-11-15 07:30:49,326][root][INFO] - ===> Epoch[163](4247/26): Loss 0.2658, Sem 0.2658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.453e-01 Score 92.093 Data time: 0.1744, Forward time: 2.2676, Backward time: 3.0727, DDP time: 0.0047, Total iter time: 4.9771 [2020-11-15 07:30:54,573][root][INFO] - ===> Epoch[163](4248/26): Loss 0.2567, Sem 0.2567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.452e-01 Score 91.670 Data time: 0.1476, Forward time: 2.2673, Backward time: 3.0728, DDP time: 0.0047, Total iter time: 5.1418 [2020-11-15 07:31:01,053][root][INFO] - ===> Epoch[163](4249/26): Loss 0.2666, Sem 0.2666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.452e-01 Score 91.919 Data time: 0.1784, Forward time: 2.2671, Backward time: 3.0733, DDP time: 0.0047, Total iter time: 6.3876 [2020-11-15 07:31:07,661][root][INFO] - ===> Epoch[163](4250/26): Loss 0.2159, Sem 0.2159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.452e-01 Score 93.242 Data time: 0.1775, Forward time: 2.2670, Backward time: 3.0738, DDP time: 0.0047, Total iter time: 6.4947 [2020-11-15 07:31:12,767][root][INFO] - ===> Epoch[163](4251/26): Loss 0.3126, Sem 0.3126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.451e-01 Score 90.602 Data time: 0.2077, Forward time: 2.2670, Backward time: 3.0735, DDP time: 0.0047, Total iter time: 4.9963 [2020-11-15 07:31:18,506][root][INFO] - ===> Epoch[163](4252/26): Loss 0.2791, Sem 0.2791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.451e-01 Score 90.946 Data time: 0.1774, Forward time: 2.2670, Backward time: 3.0736, DDP time: 0.0047, Total iter time: 5.6331 [2020-11-15 07:31:23,529][root][INFO] - ===> Epoch[163](4253/26): Loss 0.2576, Sem 0.2576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.451e-01 Score 92.050 Data time: 0.1747, Forward time: 2.2668, Backward time: 3.0734, DDP time: 0.0047, Total iter time: 4.9143 [2020-11-15 07:31:30,688][root][INFO] - ===> Epoch[163](4254/26): Loss 0.2715, Sem 0.2715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.450e-01 Score 91.463 Data time: 0.2211, Forward time: 2.2670, Backward time: 3.0739, DDP time: 0.0047, Total iter time: 7.0553 [2020-11-15 07:31:38,405][root][INFO] - ===> Epoch[163](4255/26): Loss 0.3104, Sem 0.3104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.450e-01 Score 90.198 Data time: 0.1661, Forward time: 2.2669, Backward time: 3.0748, DDP time: 0.0047, Total iter time: 7.5897 [2020-11-15 07:31:43,869][root][INFO] - ===> Epoch[163](4256/26): Loss 0.3030, Sem 0.3030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.449e-01 Score 90.166 Data time: 0.1805, Forward time: 2.2668, Backward time: 3.0748, DDP time: 0.0047, Total iter time: 5.3709 [2020-11-15 07:31:48,963][root][INFO] - ===> Epoch[163](4257/26): Loss 0.2848, Sem 0.2848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.449e-01 Score 90.756 Data time: 0.1569, Forward time: 2.2666, Backward time: 3.0747, DDP time: 0.0047, Total iter time: 4.9890 [2020-11-15 07:31:55,034][root][INFO] - ===> Epoch[163](4258/26): Loss 0.2947, Sem 0.2947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.449e-01 Score 90.756 Data time: 0.1522, Forward time: 2.2664, Backward time: 3.0751, DDP time: 0.0047, Total iter time: 5.9725 [2020-11-15 07:32:00,003][root][INFO] - ===> Epoch[163](4259/26): Loss 0.2922, Sem 0.2922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.448e-01 Score 90.375 Data time: 0.1657, Forward time: 2.2662, Backward time: 3.0749, DDP time: 0.0047, Total iter time: 4.8850 [2020-11-15 07:32:06,824][root][INFO] - ===> Epoch[163](4260/26): Loss 0.3464, Sem 0.3464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.448e-01 Score 89.945 Data time: 0.3644, Forward time: 2.2668, Backward time: 3.0748, DDP time: 0.0047, Total iter time: 6.7332 [2020-11-15 07:32:11,871][root][INFO] - ===> Epoch[163](4261/26): Loss 0.2545, Sem 0.2545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.448e-01 Score 92.268 Data time: 0.2244, Forward time: 2.2668, Backward time: 3.0745, DDP time: 0.0047, Total iter time: 4.9363 [2020-11-15 07:32:18,155][root][INFO] - ===> Epoch[163](4262/26): Loss 0.2876, Sem 0.2876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.447e-01 Score 90.534 Data time: 0.2271, Forward time: 2.2669, Backward time: 3.0746, DDP time: 0.0047, Total iter time: 6.1812 [2020-11-15 07:32:23,589][root][INFO] - ===> Epoch[164](4263/26): Loss 0.2533, Sem 0.2533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.447e-01 Score 91.694 Data time: 0.1943, Forward time: 2.2670, Backward time: 3.0744, DDP time: 0.0047, Total iter time: 5.3206 [2020-11-15 07:32:28,522][root][INFO] - ===> Epoch[164](4264/26): Loss 0.2886, Sem 0.2886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.446e-01 Score 90.863 Data time: 0.1566, Forward time: 2.2668, Backward time: 3.0743, DDP time: 0.0047, Total iter time: 4.8162 [2020-11-15 07:32:35,042][root][INFO] - ===> Epoch[164](4265/26): Loss 0.2918, Sem 0.2918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.446e-01 Score 90.807 Data time: 0.2184, Forward time: 2.2668, Backward time: 3.0746, DDP time: 0.0047, Total iter time: 6.4489 [2020-11-15 07:32:41,483][root][INFO] - ===> Epoch[164](4266/26): Loss 0.2230, Sem 0.2230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.446e-01 Score 92.724 Data time: 0.3340, Forward time: 2.2673, Backward time: 3.0744, DDP time: 0.0047, Total iter time: 6.3408 [2020-11-15 07:32:47,041][root][INFO] - ===> Epoch[164](4267/26): Loss 0.2947, Sem 0.2947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.445e-01 Score 91.035 Data time: 0.1810, Forward time: 2.2672, Backward time: 3.0744, DDP time: 0.0047, Total iter time: 5.4457 [2020-11-15 07:32:52,650][root][INFO] - ===> Epoch[164](4268/26): Loss 0.3028, Sem 0.3028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.445e-01 Score 90.963 Data time: 0.2184, Forward time: 2.2671, Backward time: 3.0744, DDP time: 0.0047, Total iter time: 5.5216 [2020-11-15 07:32:58,766][root][INFO] - ===> Epoch[164](4269/26): Loss 0.2815, Sem 0.2815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.445e-01 Score 91.506 Data time: 0.2794, Forward time: 2.2675, Backward time: 3.0742, DDP time: 0.0047, Total iter time: 6.0075 [2020-11-15 07:33:05,067][root][INFO] - ===> Epoch[164](4270/26): Loss 0.2164, Sem 0.2164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.444e-01 Score 92.986 Data time: 0.1729, Forward time: 2.2674, Backward time: 3.0745, DDP time: 0.0047, Total iter time: 6.1815 [2020-11-15 07:33:11,409][root][INFO] - ===> Epoch[164](4271/26): Loss 0.2449, Sem 0.2449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.444e-01 Score 92.555 Data time: 0.2783, Forward time: 2.2677, Backward time: 3.0745, DDP time: 0.0047, Total iter time: 6.2424 [2020-11-15 07:33:15,872][root][INFO] - ===> Epoch[164](4272/26): Loss 0.2882, Sem 0.2882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.444e-01 Score 91.053 Data time: 0.1941, Forward time: 2.2677, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 4.3408 [2020-11-15 07:33:21,736][root][INFO] - ===> Epoch[164](4273/26): Loss 0.2319, Sem 0.2319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.443e-01 Score 92.559 Data time: 0.1946, Forward time: 2.2677, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 5.7796 [2020-11-15 07:33:26,468][root][INFO] - ===> Epoch[164](4274/26): Loss 0.2418, Sem 0.2418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.443e-01 Score 92.245 Data time: 0.2017, Forward time: 2.2677, Backward time: 3.0737, DDP time: 0.0047, Total iter time: 4.6509 [2020-11-15 07:33:33,334][root][INFO] - ===> Epoch[164](4275/26): Loss 0.2912, Sem 0.2912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.442e-01 Score 90.807 Data time: 0.2198, Forward time: 2.2678, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 6.7630 [2020-11-15 07:33:39,517][root][INFO] - ===> Epoch[164](4276/26): Loss 0.2716, Sem 0.2716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.442e-01 Score 91.283 Data time: 0.2273, Forward time: 2.2680, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 6.0818 [2020-11-15 07:33:45,157][root][INFO] - ===> Epoch[164](4277/26): Loss 0.2900, Sem 0.2900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.442e-01 Score 91.441 Data time: 0.2455, Forward time: 2.2680, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 5.5509 [2020-11-15 07:33:49,895][root][INFO] - ===> Epoch[164](4278/26): Loss 0.2694, Sem 0.2694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.441e-01 Score 91.705 Data time: 0.2290, Forward time: 2.2680, Backward time: 3.0735, DDP time: 0.0047, Total iter time: 4.6369 [2020-11-15 07:33:56,512][root][INFO] - ===> Epoch[164](4279/26): Loss 0.2577, Sem 0.2577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.441e-01 Score 91.689 Data time: 0.1557, Forward time: 2.2679, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 6.5067 [2020-11-15 07:34:03,038][root][INFO] - ===> Epoch[164](4280/26): Loss 0.2556, Sem 0.2556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.441e-01 Score 91.958 Data time: 0.1446, Forward time: 2.2676, Backward time: 3.0747, DDP time: 0.0047, Total iter time: 6.4256 [2020-11-15 07:34:08,820][root][INFO] - ===> Epoch[164](4281/26): Loss 0.2495, Sem 0.2495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.440e-01 Score 92.468 Data time: 0.1755, Forward time: 2.2675, Backward time: 3.0749, DDP time: 0.0047, Total iter time: 5.7036 [2020-11-15 07:34:13,615][root][INFO] - ===> Epoch[164](4282/26): Loss 0.2401, Sem 0.2401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.440e-01 Score 92.189 Data time: 0.1669, Forward time: 2.2673, Backward time: 3.0747, DDP time: 0.0047, Total iter time: 4.7005 [2020-11-15 07:34:20,768][root][INFO] - ===> Epoch[164](4283/26): Loss 0.2676, Sem 0.2676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.439e-01 Score 91.348 Data time: 0.3316, Forward time: 2.2677, Backward time: 3.0749, DDP time: 0.0047, Total iter time: 7.0772 [2020-11-15 07:34:25,542][root][INFO] - ===> Epoch[164](4284/26): Loss 0.2632, Sem 0.2632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.439e-01 Score 91.311 Data time: 0.2200, Forward time: 2.2677, Backward time: 3.0744, DDP time: 0.0047, Total iter time: 4.6141 [2020-11-15 07:34:30,795][root][INFO] - ===> Epoch[164](4285/26): Loss 0.2694, Sem 0.2694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.439e-01 Score 91.264 Data time: 0.2230, Forward time: 2.2679, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 5.1417 [2020-11-15 07:34:36,264][root][INFO] - ===> Epoch[164](4286/26): Loss 0.3114, Sem 0.3114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.438e-01 Score 90.801 Data time: 0.1861, Forward time: 2.2678, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 5.3614 [2020-11-15 07:34:41,741][root][INFO] - ===> Epoch[164](4287/26): Loss 0.2670, Sem 0.2670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.438e-01 Score 91.297 Data time: 0.1689, Forward time: 2.2676, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 5.3787 [2020-11-15 07:34:47,207][root][INFO] - ===> Epoch[164](4288/26): Loss 0.2910, Sem 0.2910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.438e-01 Score 91.498 Data time: 0.2038, Forward time: 2.2676, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 5.3723 [2020-11-15 07:34:52,519][root][INFO] - ===> Epoch[165](4289/26): Loss 0.2680, Sem 0.2680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.437e-01 Score 91.385 Data time: 0.1524, Forward time: 2.2674, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 5.2138 [2020-11-15 07:34:57,224][root][INFO] - ===> Epoch[165](4290/26): Loss 0.2500, Sem 0.2500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.437e-01 Score 92.156 Data time: 0.1994, Forward time: 2.2674, Backward time: 3.0736, DDP time: 0.0047, Total iter time: 4.6198 [2020-11-15 07:35:02,809][root][INFO] - ===> Epoch[165](4291/26): Loss 0.2568, Sem 0.2568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.437e-01 Score 91.887 Data time: 0.2487, Forward time: 2.2677, Backward time: 3.0733, DDP time: 0.0047, Total iter time: 5.4842 [2020-11-15 07:35:09,394][root][INFO] - ===> Epoch[165](4292/26): Loss 0.2922, Sem 0.2922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.436e-01 Score 90.647 Data time: 0.2439, Forward time: 2.2679, Backward time: 3.0734, DDP time: 0.0047, Total iter time: 6.4772 [2020-11-15 07:35:14,807][root][INFO] - ===> Epoch[165](4293/26): Loss 0.2537, Sem 0.2537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.436e-01 Score 91.936 Data time: 0.2642, Forward time: 2.2681, Backward time: 3.0731, DDP time: 0.0047, Total iter time: 5.2917 [2020-11-15 07:35:20,292][root][INFO] - ===> Epoch[165](4294/26): Loss 0.2741, Sem 0.2741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.435e-01 Score 91.786 Data time: 0.2048, Forward time: 2.2682, Backward time: 3.0729, DDP time: 0.0047, Total iter time: 5.3818 [2020-11-15 07:35:26,146][root][INFO] - ===> Epoch[165](4295/26): Loss 0.2864, Sem 0.2864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.435e-01 Score 91.483 Data time: 0.2762, Forward time: 2.2685, Backward time: 3.0727, DDP time: 0.0047, Total iter time: 5.7498 [2020-11-15 07:35:31,376][root][INFO] - ===> Epoch[165](4296/26): Loss 0.2542, Sem 0.2542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.435e-01 Score 91.812 Data time: 0.1776, Forward time: 2.2685, Backward time: 3.0725, DDP time: 0.0047, Total iter time: 5.1189 [2020-11-15 07:35:37,355][root][INFO] - ===> Epoch[165](4297/26): Loss 0.2833, Sem 0.2833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.434e-01 Score 91.119 Data time: 0.1453, Forward time: 2.2682, Backward time: 3.0729, DDP time: 0.0047, Total iter time: 5.8864 [2020-11-15 07:35:43,365][root][INFO] - ===> Epoch[165](4298/26): Loss 0.2765, Sem 0.2765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.434e-01 Score 91.130 Data time: 0.2119, Forward time: 2.2683, Backward time: 3.0729, DDP time: 0.0047, Total iter time: 5.9096 [2020-11-15 07:35:48,907][root][INFO] - ===> Epoch[165](4299/26): Loss 0.2749, Sem 0.2749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.434e-01 Score 91.028 Data time: 0.1797, Forward time: 2.2682, Backward time: 3.0729, DDP time: 0.0047, Total iter time: 5.4048 [2020-11-15 07:35:53,567][root][INFO] - ===> Epoch[165](4300/26): Loss 0.2922, Sem 0.2922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.433e-01 Score 90.610 Data time: 0.1637, Forward time: 2.2680, Backward time: 3.0726, DDP time: 0.0047, Total iter time: 4.5594 [2020-11-15 07:36:00,179][root][INFO] - ===> Epoch[165](4301/26): Loss 0.2656, Sem 0.2656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.433e-01 Score 91.481 Data time: 0.1523, Forward time: 2.2677, Backward time: 3.0733, DDP time: 0.0047, Total iter time: 6.5415 [2020-11-15 07:36:06,868][root][INFO] - ===> Epoch[165](4302/26): Loss 0.3039, Sem 0.3039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.432e-01 Score 90.220 Data time: 0.1520, Forward time: 2.2675, Backward time: 3.0739, DDP time: 0.0047, Total iter time: 6.5909 [2020-11-15 07:36:11,516][root][INFO] - ===> Epoch[165](4303/26): Loss 0.2496, Sem 0.2496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.432e-01 Score 91.918 Data time: 0.1099, Forward time: 2.2670, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 4.5536 [2020-11-15 07:36:17,242][root][INFO] - ===> Epoch[165](4304/26): Loss 0.3158, Sem 0.3158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.432e-01 Score 90.221 Data time: 0.2705, Forward time: 2.2673, Backward time: 3.0737, DDP time: 0.0047, Total iter time: 5.6736 [2020-11-15 07:36:23,732][root][INFO] - ===> Epoch[165](4305/26): Loss 0.3032, Sem 0.3032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.431e-01 Score 90.137 Data time: 0.1925, Forward time: 2.2673, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 6.3875 [2020-11-15 07:36:29,616][root][INFO] - ===> Epoch[165](4306/26): Loss 0.2620, Sem 0.2620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.431e-01 Score 91.439 Data time: 0.1684, Forward time: 2.2672, Backward time: 3.0742, DDP time: 0.0047, Total iter time: 5.7657 [2020-11-15 07:36:35,818][root][INFO] - ===> Epoch[165](4307/26): Loss 0.2512, Sem 0.2512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.431e-01 Score 92.612 Data time: 0.2121, Forward time: 2.2673, Backward time: 3.0743, DDP time: 0.0047, Total iter time: 6.0959 [2020-11-15 07:36:42,044][root][INFO] - ===> Epoch[165](4308/26): Loss 0.2781, Sem 0.2781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.430e-01 Score 90.668 Data time: 0.1536, Forward time: 2.2671, Backward time: 3.0747, DDP time: 0.0047, Total iter time: 6.1163 [2020-11-15 07:36:47,946][root][INFO] - ===> Epoch[165](4309/26): Loss 0.2952, Sem 0.2952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.430e-01 Score 90.775 Data time: 0.2546, Forward time: 2.2674, Backward time: 3.0745, DDP time: 0.0047, Total iter time: 5.8276 [2020-11-15 07:36:52,508][root][INFO] - ===> Epoch[165](4310/26): Loss 0.2003, Sem 0.2003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.430e-01 Score 93.676 Data time: 0.1613, Forward time: 2.2673, Backward time: 3.0742, DDP time: 0.0047, Total iter time: 4.4536 [2020-11-15 07:36:57,362][root][INFO] - ===> Epoch[165](4311/26): Loss 0.2553, Sem 0.2553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.429e-01 Score 92.020 Data time: 0.1417, Forward time: 2.2670, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 4.7701 [2020-11-15 07:37:03,032][root][INFO] - ===> Epoch[165](4312/26): Loss 0.2552, Sem 0.2552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.429e-01 Score 92.297 Data time: 0.1530, Forward time: 2.2668, Backward time: 3.0743, DDP time: 0.0047, Total iter time: 5.5961 [2020-11-15 07:37:08,891][root][INFO] - ===> Epoch[165](4313/26): Loss 0.2851, Sem 0.2851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.428e-01 Score 91.093 Data time: 0.1569, Forward time: 2.2666, Backward time: 3.0746, DDP time: 0.0047, Total iter time: 5.7678 [2020-11-15 07:37:13,407][root][INFO] - ===> Epoch[165](4314/26): Loss 0.2354, Sem 0.2354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.428e-01 Score 92.165 Data time: 0.1917, Forward time: 2.2666, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 4.4548 [2020-11-15 07:37:18,914][root][INFO] - ===> Epoch[166](4315/26): Loss 0.2747, Sem 0.2747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.428e-01 Score 91.236 Data time: 0.1742, Forward time: 2.2666, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 5.4133 [2020-11-15 07:37:26,381][root][INFO] - ===> Epoch[166](4316/26): Loss 0.2873, Sem 0.2873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.427e-01 Score 90.828 Data time: 0.1858, Forward time: 2.2666, Backward time: 3.0748, DDP time: 0.0047, Total iter time: 7.3438 [2020-11-15 07:37:31,861][root][INFO] - ===> Epoch[166](4317/26): Loss 0.2551, Sem 0.2551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.427e-01 Score 91.927 Data time: 0.2013, Forward time: 2.2666, Backward time: 3.0747, DDP time: 0.0047, Total iter time: 5.3735 [2020-11-15 07:37:37,040][root][INFO] - ===> Epoch[166](4318/26): Loss 0.2823, Sem 0.2823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.427e-01 Score 91.110 Data time: 0.1890, Forward time: 2.2665, Backward time: 3.0745, DDP time: 0.0047, Total iter time: 5.0601 [2020-11-15 07:37:42,442][root][INFO] - ===> Epoch[166](4319/26): Loss 0.2553, Sem 0.2553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.426e-01 Score 92.036 Data time: 0.2168, Forward time: 2.2666, Backward time: 3.0743, DDP time: 0.0047, Total iter time: 5.2890 [2020-11-15 07:37:48,653][root][INFO] - ===> Epoch[166](4320/26): Loss 0.2966, Sem 0.2966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.426e-01 Score 90.505 Data time: 0.2221, Forward time: 2.2665, Backward time: 3.0745, DDP time: 0.0047, Total iter time: 6.0894 [2020-11-15 07:37:54,070][root][INFO] - ===> Epoch[166](4321/26): Loss 0.2394, Sem 0.2394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.425e-01 Score 92.414 Data time: 0.1948, Forward time: 2.2665, Backward time: 3.0744, DDP time: 0.0047, Total iter time: 5.3183 [2020-11-15 07:38:00,706][root][INFO] - ===> Epoch[166](4322/26): Loss 0.2839, Sem 0.2839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.425e-01 Score 91.533 Data time: 0.1895, Forward time: 2.2665, Backward time: 3.0748, DDP time: 0.0047, Total iter time: 6.5143 [2020-11-15 07:38:07,731][root][INFO] - ===> Epoch[166](4323/26): Loss 0.2190, Sem 0.2190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.425e-01 Score 93.213 Data time: 0.1739, Forward time: 2.2664, Backward time: 3.0755, DDP time: 0.0047, Total iter time: 6.9147 [2020-11-15 07:38:13,160][root][INFO] - ===> Epoch[166](4324/26): Loss 0.2300, Sem 0.2300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.424e-01 Score 93.023 Data time: 0.1755, Forward time: 2.2663, Backward time: 3.0754, DDP time: 0.0047, Total iter time: 5.3232 [2020-11-15 07:38:18,815][root][INFO] - ===> Epoch[166](4325/26): Loss 0.2458, Sem 0.2458, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.424e-01 Score 92.142 Data time: 0.2370, Forward time: 2.2665, Backward time: 3.0752, DDP time: 0.0047, Total iter time: 5.5608 [2020-11-15 07:38:24,327][root][INFO] - ===> Epoch[166](4326/26): Loss 0.2936, Sem 0.2936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.424e-01 Score 90.707 Data time: 0.1536, Forward time: 2.2663, Backward time: 3.0753, DDP time: 0.0047, Total iter time: 5.4044 [2020-11-15 07:38:30,634][root][INFO] - ===> Epoch[166](4327/26): Loss 0.2863, Sem 0.2863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.423e-01 Score 91.320 Data time: 0.1607, Forward time: 2.2662, Backward time: 3.0757, DDP time: 0.0047, Total iter time: 6.2066 [2020-11-15 07:38:36,115][root][INFO] - ===> Epoch[166](4328/26): Loss 0.3211, Sem 0.3211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.423e-01 Score 90.177 Data time: 0.1651, Forward time: 2.2660, Backward time: 3.0758, DDP time: 0.0047, Total iter time: 5.3962 [2020-11-15 07:38:41,351][root][INFO] - ===> Epoch[166](4329/26): Loss 0.2240, Sem 0.2240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.423e-01 Score 92.921 Data time: 0.1991, Forward time: 2.2659, Backward time: 3.0756, DDP time: 0.0047, Total iter time: 5.1720 [2020-11-15 07:38:48,055][root][INFO] - ===> Epoch[166](4330/26): Loss 0.2831, Sem 0.2831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.422e-01 Score 90.482 Data time: 0.3519, Forward time: 2.2663, Backward time: 3.0756, DDP time: 0.0047, Total iter time: 6.6220 [2020-11-15 07:38:53,706][root][INFO] - ===> Epoch[166](4331/26): Loss 0.3231, Sem 0.3231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.422e-01 Score 89.811 Data time: 0.3107, Forward time: 2.2666, Backward time: 3.0753, DDP time: 0.0047, Total iter time: 5.5360 [2020-11-15 07:39:00,904][root][INFO] - ===> Epoch[166](4332/26): Loss 0.2848, Sem 0.2848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.421e-01 Score 91.166 Data time: 0.3898, Forward time: 2.2672, Backward time: 3.0753, DDP time: 0.0047, Total iter time: 7.0728 [2020-11-15 07:39:07,063][root][INFO] - ===> Epoch[166](4333/26): Loss 0.3049, Sem 0.3049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.421e-01 Score 90.622 Data time: 0.2643, Forward time: 2.2676, Backward time: 3.0751, DDP time: 0.0047, Total iter time: 6.0541 [2020-11-15 07:39:12,059][root][INFO] - ===> Epoch[166](4334/26): Loss 0.2870, Sem 0.2870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.421e-01 Score 91.491 Data time: 0.2372, Forward time: 2.2677, Backward time: 3.0746, DDP time: 0.0047, Total iter time: 4.9009 [2020-11-15 07:39:16,478][root][INFO] - ===> Epoch[166](4335/26): Loss 0.2831, Sem 0.2831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.420e-01 Score 91.189 Data time: 0.2036, Forward time: 2.2677, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 4.3172 [2020-11-15 07:39:23,117][root][INFO] - ===> Epoch[166](4336/26): Loss 0.2846, Sem 0.2846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.420e-01 Score 91.247 Data time: 0.1512, Forward time: 2.2675, Backward time: 3.0747, DDP time: 0.0047, Total iter time: 6.5616 [2020-11-15 07:39:29,111][root][INFO] - ===> Epoch[166](4337/26): Loss 0.2714, Sem 0.2714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.420e-01 Score 91.254 Data time: 0.1783, Forward time: 2.2674, Backward time: 3.0749, DDP time: 0.0047, Total iter time: 5.9064 [2020-11-15 07:39:34,883][root][INFO] - ===> Epoch[166](4338/26): Loss 0.3232, Sem 0.3232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.419e-01 Score 89.541 Data time: 0.1868, Forward time: 2.2673, Backward time: 3.0750, DDP time: 0.0047, Total iter time: 5.6840 [2020-11-15 07:39:40,590][root][INFO] - ===> Epoch[166](4339/26): Loss 0.2893, Sem 0.2893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.419e-01 Score 90.563 Data time: 0.2558, Forward time: 2.2675, Backward time: 3.0748, DDP time: 0.0047, Total iter time: 5.6082 [2020-11-15 07:39:47,687][root][INFO] - ===> Epoch[166](4340/26): Loss 0.2846, Sem 0.2846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.418e-01 Score 91.286 Data time: 0.2063, Forward time: 2.2675, Backward time: 3.0754, DDP time: 0.0047, Total iter time: 6.9801 [2020-11-15 07:39:53,833][root][INFO] - ===> Epoch[167](4341/26): Loss 0.2571, Sem 0.2571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.418e-01 Score 91.728 Data time: 0.2261, Forward time: 2.2676, Backward time: 3.0754, DDP time: 0.0047, Total iter time: 6.0379 [2020-11-15 07:39:58,567][root][INFO] - ===> Epoch[167](4342/26): Loss 0.2707, Sem 0.2707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.418e-01 Score 91.560 Data time: 0.1949, Forward time: 2.2676, Backward time: 3.0750, DDP time: 0.0047, Total iter time: 4.6270 [2020-11-15 07:40:02,944][root][INFO] - ===> Epoch[167](4343/26): Loss 0.2667, Sem 0.2667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.417e-01 Score 91.393 Data time: 0.1850, Forward time: 2.2676, Backward time: 3.0746, DDP time: 0.0047, Total iter time: 4.2906 [2020-11-15 07:40:07,937][root][INFO] - ===> Epoch[167](4344/26): Loss 0.2937, Sem 0.2937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.417e-01 Score 91.063 Data time: 0.2338, Forward time: 2.2677, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 4.9044 [2020-11-15 07:40:14,872][root][INFO] - ===> Epoch[167](4345/26): Loss 0.2465, Sem 0.2465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.417e-01 Score 92.511 Data time: 0.2668, Forward time: 2.2680, Backward time: 3.0743, DDP time: 0.0047, Total iter time: 6.8415 [2020-11-15 07:40:19,496][root][INFO] - ===> Epoch[167](4346/26): Loss 0.2983, Sem 0.2983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.416e-01 Score 90.670 Data time: 0.1901, Forward time: 2.2680, Backward time: 3.0738, DDP time: 0.0047, Total iter time: 4.4827 [2020-11-15 07:40:25,860][root][INFO] - ===> Epoch[167](4347/26): Loss 0.2899, Sem 0.2899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.416e-01 Score 90.877 Data time: 0.1830, Forward time: 2.2679, Backward time: 3.0742, DDP time: 0.0047, Total iter time: 6.2583 [2020-11-15 07:40:31,228][root][INFO] - ===> Epoch[167](4348/26): Loss 0.2846, Sem 0.2846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.416e-01 Score 90.571 Data time: 0.1605, Forward time: 2.2678, Backward time: 3.0742, DDP time: 0.0047, Total iter time: 5.2644 [2020-11-15 07:40:36,579][root][INFO] - ===> Epoch[167](4349/26): Loss 0.2868, Sem 0.2868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.415e-01 Score 91.190 Data time: 0.1740, Forward time: 2.2677, Backward time: 3.0742, DDP time: 0.0047, Total iter time: 5.2597 [2020-11-15 07:40:41,535][root][INFO] - ===> Epoch[167](4350/26): Loss 0.2407, Sem 0.2407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.415e-01 Score 92.219 Data time: 0.1811, Forward time: 2.2676, Backward time: 3.0739, DDP time: 0.0047, Total iter time: 4.8852 [2020-11-15 07:40:47,906][root][INFO] - ===> Epoch[167](4351/26): Loss 0.3196, Sem 0.3196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.414e-01 Score 90.506 Data time: 0.1973, Forward time: 2.2676, Backward time: 3.0742, DDP time: 0.0047, Total iter time: 6.2780 [2020-11-15 07:40:53,311][root][INFO] - ===> Epoch[167](4352/26): Loss 0.3069, Sem 0.3069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.414e-01 Score 90.828 Data time: 0.1984, Forward time: 2.2677, Backward time: 3.0740, DDP time: 0.0047, Total iter time: 5.2874 [2020-11-15 07:40:58,434][root][INFO] - ===> Epoch[167](4353/26): Loss 0.2708, Sem 0.2708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.414e-01 Score 90.826 Data time: 0.2217, Forward time: 2.2679, Backward time: 3.0736, DDP time: 0.0047, Total iter time: 5.0051 [2020-11-15 07:41:04,380][root][INFO] - ===> Epoch[167](4354/26): Loss 0.2766, Sem 0.2766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.413e-01 Score 91.030 Data time: 0.2660, Forward time: 2.2682, Backward time: 3.0733, DDP time: 0.0047, Total iter time: 5.8269 [2020-11-15 07:41:09,419][root][INFO] - ===> Epoch[167](4355/26): Loss 0.2947, Sem 0.2947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.413e-01 Score 90.581 Data time: 0.1805, Forward time: 2.2682, Backward time: 3.0731, DDP time: 0.0047, Total iter time: 4.9327 [2020-11-15 07:41:14,684][root][INFO] - ===> Epoch[167](4356/26): Loss 0.2727, Sem 0.2727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.413e-01 Score 91.291 Data time: 0.1951, Forward time: 2.2682, Backward time: 3.0728, DDP time: 0.0047, Total iter time: 5.1633 [2020-11-15 07:41:20,751][root][INFO] - ===> Epoch[167](4357/26): Loss 0.3170, Sem 0.3170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.412e-01 Score 89.978 Data time: 0.2042, Forward time: 2.2682, Backward time: 3.0730, DDP time: 0.0047, Total iter time: 5.9644 [2020-11-15 07:41:26,204][root][INFO] - ===> Epoch[167](4358/26): Loss 0.2917, Sem 0.2917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.412e-01 Score 91.294 Data time: 0.2512, Forward time: 2.2685, Backward time: 3.0726, DDP time: 0.0047, Total iter time: 5.3499 [2020-11-15 07:41:32,006][root][INFO] - ===> Epoch[167](4359/26): Loss 0.4070, Sem 0.4070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.411e-01 Score 88.666 Data time: 0.2545, Forward time: 2.2688, Backward time: 3.0723, DDP time: 0.0047, Total iter time: 5.6862 [2020-11-15 07:41:37,676][root][INFO] - ===> Epoch[167](4360/26): Loss 0.3190, Sem 0.3190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.411e-01 Score 89.871 Data time: 0.2138, Forward time: 2.2689, Backward time: 3.0722, DDP time: 0.0047, Total iter time: 5.5685 [2020-11-15 07:41:44,195][root][INFO] - ===> Epoch[167](4361/26): Loss 0.3019, Sem 0.3019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.411e-01 Score 91.247 Data time: 0.2315, Forward time: 2.2691, Backward time: 3.0723, DDP time: 0.0047, Total iter time: 6.4152 [2020-11-15 07:41:50,732][root][INFO] - ===> Epoch[167](4362/26): Loss 0.2707, Sem 0.2707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.410e-01 Score 91.567 Data time: 0.2076, Forward time: 2.2692, Backward time: 3.0725, DDP time: 0.0047, Total iter time: 6.4053 [2020-11-15 07:41:57,167][root][INFO] - ===> Epoch[167](4363/26): Loss 0.2871, Sem 0.2871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.410e-01 Score 90.735 Data time: 0.1718, Forward time: 2.2690, Backward time: 3.0730, DDP time: 0.0047, Total iter time: 6.3245 [2020-11-15 07:42:03,261][root][INFO] - ===> Epoch[167](4364/26): Loss 0.3215, Sem 0.3215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.410e-01 Score 90.653 Data time: 0.1508, Forward time: 2.2688, Backward time: 3.0734, DDP time: 0.0047, Total iter time: 6.0079 [2020-11-15 07:42:08,047][root][INFO] - ===> Epoch[167](4365/26): Loss 0.2823, Sem 0.2823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.409e-01 Score 91.230 Data time: 0.1773, Forward time: 2.2687, Backward time: 3.0731, DDP time: 0.0047, Total iter time: 4.6936 [2020-11-15 07:42:13,641][root][INFO] - ===> Epoch[167](4366/26): Loss 0.2570, Sem 0.2570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.409e-01 Score 92.098 Data time: 0.1240, Forward time: 2.2684, Backward time: 3.0734, DDP time: 0.0047, Total iter time: 5.4978 [2020-11-15 07:42:19,361][root][INFO] - ===> Epoch[168](4367/26): Loss 0.2755, Sem 0.2755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.409e-01 Score 91.046 Data time: 0.1632, Forward time: 2.2682, Backward time: 3.0736, DDP time: 0.0047, Total iter time: 5.6480 [2020-11-15 07:42:25,685][root][INFO] - ===> Epoch[168](4368/26): Loss 0.2928, Sem 0.2928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.408e-01 Score 90.946 Data time: 0.1877, Forward time: 2.2681, Backward time: 3.0739, DDP time: 0.0047, Total iter time: 6.2526 [2020-11-15 07:42:30,926][root][INFO] - ===> Epoch[168](4369/26): Loss 0.2391, Sem 0.2391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.408e-01 Score 92.201 Data time: 0.2172, Forward time: 2.2681, Backward time: 3.0737, DDP time: 0.0047, Total iter time: 5.1502 [2020-11-15 07:42:37,703][root][INFO] - ===> Epoch[168](4370/26): Loss 0.2444, Sem 0.2444, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.407e-01 Score 92.340 Data time: 0.1953, Forward time: 2.2682, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 6.6814 [2020-11-15 07:42:42,685][root][INFO] - ===> Epoch[168](4371/26): Loss 0.2435, Sem 0.2435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.407e-01 Score 92.577 Data time: 0.1302, Forward time: 2.2678, Backward time: 3.0741, DDP time: 0.0047, Total iter time: 4.8798 [2020-11-15 07:42:49,811][root][INFO] - ===> Epoch[168](4372/26): Loss 0.3040, Sem 0.3040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.407e-01 Score 90.608 Data time: 0.1877, Forward time: 2.2678, Backward time: 3.0748, DDP time: 0.0047, Total iter time: 7.0491 [2020-11-15 07:42:55,307][root][INFO] - ===> Epoch[168](4373/26): Loss 0.2566, Sem 0.2566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.406e-01 Score 92.407 Data time: 0.2076, Forward time: 2.2677, Backward time: 3.0747, DDP time: 0.0047, Total iter time: 5.3999 [2020-11-15 07:43:01,927][root][INFO] - ===> Epoch[168](4374/26): Loss 0.2913, Sem 0.2913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.406e-01 Score 91.039 Data time: 0.1829, Forward time: 2.2677, Backward time: 3.0752, DDP time: 0.0047, Total iter time: 6.5227 [2020-11-15 07:43:07,319][root][INFO] - ===> Epoch[168](4375/26): Loss 0.2452, Sem 0.2452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.406e-01 Score 92.129 Data time: 0.1754, Forward time: 2.2675, Backward time: 3.0752, DDP time: 0.0047, Total iter time: 5.2811 [2020-11-15 07:43:12,941][root][INFO] - ===> Epoch[168](4376/26): Loss 0.3130, Sem 0.3130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.405e-01 Score 90.373 Data time: 0.2242, Forward time: 2.2676, Backward time: 3.0751, DDP time: 0.0047, Total iter time: 5.5305 [2020-11-15 07:43:19,331][root][INFO] - ===> Epoch[168](4377/26): Loss 0.2833, Sem 0.2833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.405e-01 Score 91.534 Data time: 0.2495, Forward time: 2.2678, Backward time: 3.0751, DDP time: 0.0047, Total iter time: 6.2700 [2020-11-15 07:43:26,135][root][INFO] - ===> Epoch[168](4378/26): Loss 0.3079, Sem 0.3079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.404e-01 Score 90.385 Data time: 0.2007, Forward time: 2.2679, Backward time: 3.0754, DDP time: 0.0047, Total iter time: 6.6664 [2020-11-15 07:43:31,580][root][INFO] - ===> Epoch[168](4379/26): Loss 0.2645, Sem 0.2645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.404e-01 Score 91.404 Data time: 0.1285, Forward time: 2.2676, Backward time: 3.0756, DDP time: 0.0047, Total iter time: 5.3232 [2020-11-15 07:43:36,367][root][INFO] - ===> Epoch[168](4380/26): Loss 0.2381, Sem 0.2381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.404e-01 Score 92.036 Data time: 0.1339, Forward time: 2.2673, Backward time: 3.0755, DDP time: 0.0047, Total iter time: 4.6817 [2020-11-15 07:43:42,776][root][INFO] - ===> Epoch[168](4381/26): Loss 0.2845, Sem 0.2845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.403e-01 Score 91.523 Data time: 0.1538, Forward time: 2.2671, Backward time: 3.0760, DDP time: 0.0047, Total iter time: 6.3149 [2020-11-15 07:43:47,843][root][INFO] - ===> Epoch[168](4382/26): Loss 0.2561, Sem 0.2561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.403e-01 Score 91.912 Data time: 0.1705, Forward time: 2.2669, Backward time: 3.0759, DDP time: 0.0047, Total iter time: 4.9615 [2020-11-15 07:43:54,075][root][INFO] - ===> Epoch[168](4383/26): Loss 0.3026, Sem 0.3026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.403e-01 Score 90.744 Data time: 0.1457, Forward time: 2.2666, Backward time: 3.0764, DDP time: 0.0047, Total iter time: 6.1191 [2020-11-15 07:43:59,998][root][INFO] - ===> Epoch[168](4384/26): Loss 0.2880, Sem 0.2880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.402e-01 Score 90.813 Data time: 0.2420, Forward time: 2.2668, Backward time: 3.0763, DDP time: 0.0047, Total iter time: 5.8374 [2020-11-15 07:44:06,028][root][INFO] - ===> Epoch[168](4385/26): Loss 0.2303, Sem 0.2303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.402e-01 Score 92.785 Data time: 0.2550, Forward time: 2.2671, Backward time: 3.0761, DDP time: 0.0047, Total iter time: 5.9191 [2020-11-15 07:44:12,191][root][INFO] - ===> Epoch[168](4386/26): Loss 0.2788, Sem 0.2788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.401e-01 Score 91.236 Data time: 0.1914, Forward time: 2.2671, Backward time: 3.0764, DDP time: 0.0047, Total iter time: 6.0522 [2020-11-15 07:44:17,787][root][INFO] - ===> Epoch[168](4387/26): Loss 0.3436, Sem 0.3436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.401e-01 Score 90.032 Data time: 0.1803, Forward time: 2.2670, Backward time: 3.0764, DDP time: 0.0047, Total iter time: 5.4786 [2020-11-15 07:44:23,435][root][INFO] - ===> Epoch[168](4388/26): Loss 0.2348, Sem 0.2348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.401e-01 Score 92.428 Data time: 0.1651, Forward time: 2.2668, Backward time: 3.0765, DDP time: 0.0047, Total iter time: 5.5493 [2020-11-15 07:44:30,676][root][INFO] - ===> Epoch[168](4389/26): Loss 0.2984, Sem 0.2984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.400e-01 Score 90.972 Data time: 0.2115, Forward time: 2.2668, Backward time: 3.0771, DDP time: 0.0047, Total iter time: 7.1526 [2020-11-15 07:44:36,956][root][INFO] - ===> Epoch[168](4390/26): Loss 0.2855, Sem 0.2855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.400e-01 Score 91.370 Data time: 0.1938, Forward time: 2.2668, Backward time: 3.0774, DDP time: 0.0047, Total iter time: 6.1728 [2020-11-15 07:44:42,291][root][INFO] - ===> Epoch[168](4391/26): Loss 0.2585, Sem 0.2585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.400e-01 Score 92.210 Data time: 0.2010, Forward time: 2.2668, Backward time: 3.0772, DDP time: 0.0047, Total iter time: 5.2205 [2020-11-15 07:44:47,067][root][INFO] - ===> Epoch[168](4392/26): Loss 0.2442, Sem 0.2442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.399e-01 Score 92.215 Data time: 0.1907, Forward time: 2.2668, Backward time: 3.0768, DDP time: 0.0047, Total iter time: 4.6385 [2020-11-15 07:44:52,948][root][INFO] - ===> Epoch[169](4393/26): Loss 0.2599, Sem 0.2599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.399e-01 Score 91.942 Data time: 0.1963, Forward time: 2.2668, Backward time: 3.0769, DDP time: 0.0047, Total iter time: 5.7771 [2020-11-15 07:44:58,248][root][INFO] - ===> Epoch[169](4394/26): Loss 0.2697, Sem 0.2697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.399e-01 Score 91.576 Data time: 0.1603, Forward time: 2.2666, Backward time: 3.0769, DDP time: 0.0047, Total iter time: 5.1790 [2020-11-15 07:45:04,458][root][INFO] - ===> Epoch[169](4395/26): Loss 0.2500, Sem 0.2500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.398e-01 Score 92.066 Data time: 0.1776, Forward time: 2.2664, Backward time: 3.0773, DDP time: 0.0047, Total iter time: 6.1094 [2020-11-15 07:45:05,412][submitit][WARNING] - Caught signal 10 on learnfair2447: this job is timed-out. [2020-11-15 07:45:05,414][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=4). [2020-11-15 07:45:05,417][submitit][WARNING] - Caught signal 10 on learnfair2447: this job is timed-out. [2020-11-15 07:45:05,429][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=6). [2020-11-15 07:45:05,498][submitit][WARNING] - Caught signal 10 on learnfair2447: this job is timed-out. [2020-11-15 07:45:05,500][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=3). [2020-11-15 07:45:05,542][submitit][WARNING] - Caught signal 10 on learnfair2447: this job is timed-out. [2020-11-15 07:45:05,543][submitit][INFO] - Calling checkpoint method. [2020-11-15 07:45:05,659][submitit][WARNING] - Caught signal 10 on learnfair2447: this job is timed-out. [2020-11-15 07:45:05,661][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=2). [2020-11-15 07:45:05,717][submitit][WARNING] - Caught signal 10 on learnfair2447: this job is timed-out. [2020-11-15 07:45:05,719][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=1). [2020-11-15 07:45:05,722][submitit][WARNING] - Caught signal 10 on learnfair2447: this job is timed-out. [2020-11-15 07:45:05,724][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=7). [2020-11-15 07:45:05,754][submitit][WARNING] - Caught signal 10 on learnfair2447: this job is timed-out. [2020-11-15 07:45:05,756][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=5). [2020-11-15 07:45:05,783][submitit][INFO] - Requeued job 32741685_13 (1 remaining timeouts) [2020-11-15 07:45:05,784][submitit][INFO] - Exiting gracefully after preemption/timeout. [2020-11-15 07:45:05,788][submitit][WARNING] - Bypassing signal 15 [2020-11-15 07:45:05,789][submitit][WARNING] - Bypassing signal 15 [2020-11-15 07:45:05,793][submitit][WARNING] - Bypassing signal 15 [2020-11-15 07:45:05,795][submitit][WARNING] - Bypassing signal 15 [2020-11-15 07:45:05,895][submitit][WARNING] - Bypassing signal 15 [2020-11-15 07:45:05,955][submitit][WARNING] - Bypassing signal 15 [2020-11-15 07:45:05,965][submitit][WARNING] - Bypassing signal 15 [2020-11-15 07:45:05,993][submitit][WARNING] - Bypassing signal 15 [2020-11-15 07:51:48,763][root][INFO] - ===> Loading exsiting config file [2020-11-15 07:51:48,766][root][INFO] - ===> Loading exsiting config file [2020-11-15 07:51:48,770][root][INFO] - ===> Loading exsiting config file [2020-11-15 07:51:48,772][root][INFO] - ===> Loading exsiting config file [2020-11-15 07:51:48,773][root][INFO] - ===> Loading exsiting config file [2020-11-15 07:51:48,775][root][INFO] - ===> Loading exsiting config file [2020-11-15 07:51:48,776][root][INFO] - ===> Loading exsiting config file [2020-11-15 07:51:48,777][root][INFO] - ===> Loading exsiting config file [2020-11-15 07:51:48,797][root][INFO] - ===> Loaded exsiting config file [2020-11-15 07:51:48,800][root][INFO] - ===> Loaded exsiting config file [2020-11-15 07:51:48,804][root][INFO] - ===> Loaded exsiting config file [2020-11-15 07:51:48,806][root][INFO] - ===> Loaded exsiting config file [2020-11-15 07:51:48,807][root][INFO] - ===> Loaded exsiting config file [2020-11-15 07:51:48,808][root][INFO] - ===> Loaded exsiting config file [2020-11-15 07:51:48,810][root][INFO] - ===> Loaded exsiting config file [2020-11-15 07:51:48,811][root][INFO] - ===> Loaded exsiting config file [2020-11-15 07:51:57,980][root][INFO] - ===> Configurations [2020-11-15 07:51:57,993][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_100k/1/weights/checkpoint_10000.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: 0.8 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: 20000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: null voxel_size: 0.05 data_dir: data sampled_inds: 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://learnfair1476:10100 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 save_groundtruth: false save_gt_dir: outputs/gt 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/scannet_sem load_bn: all_bn resume_config: null instance: false swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-15 07:51:57,994][root][INFO] - ===> Initializing dataloader [2020-11-15 07:51:57,997][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-15 07:51:57,999][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-15 07:51:58,000][root][INFO] - ===> Building model [2020-11-15 07:51:58,295][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37846644 [2020-11-15 07:51:58,296][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() ) [2020-11-15 07:51:58,299][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_100k/1/weights/checkpoint_10000.pth [2020-11-15 07:51:59,210][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, 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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 [2020-11-15 07:51:59,400][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-15 07:51:59,401][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-15 07:52:00,032][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 153) [2020-11-15 07:52:11,638][root][INFO] - ===> Epoch[153](4001/26): Loss 0.2779, Sem 0.2779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.543e-01 Score 91.300 Data time: 4.6143, Forward time: 4.0192, Backward time: 2.9009, DDP time: 0.0017, Total iter time: 11.5478 [2020-11-15 07:52:17,433][root][INFO] - ===> Epoch[153](4002/26): Loss 0.3262, Sem 0.3262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.543e-01 Score 89.947 Data time: 0.1564, Forward time: 3.0222, Backward time: 3.0782, DDP time: 0.0029, Total iter time: 5.5700 [2020-11-15 07:52:23,444][root][INFO] - ===> Epoch[153](4003/26): Loss 0.2659, Sem 0.2659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.543e-01 Score 91.780 Data time: 0.1814, Forward time: 2.6890, Backward time: 3.1908, DDP time: 0.0034, Total iter time: 5.7158 [2020-11-15 07:52:28,905][root][INFO] - ===> Epoch[153](4004/26): Loss 0.2639, Sem 0.2639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.542e-01 Score 91.567 Data time: 0.2244, Forward time: 2.6970, Backward time: 2.9605, DDP time: 0.0034, Total iter time: 5.2301 [2020-11-15 07:52:34,659][root][INFO] - ===> Epoch[153](4005/26): Loss 0.2342, Sem 0.2342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.542e-01 Score 92.339 Data time: 0.2619, Forward time: 2.7578, Backward time: 2.8165, DDP time: 0.0030, Total iter time: 5.5155 [2020-11-15 07:52:39,874][root][INFO] - ===> Epoch[153](4006/26): Loss 0.2827, Sem 0.2827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.542e-01 Score 90.709 Data time: 0.2288, Forward time: 2.7361, Backward time: 2.6851, DDP time: 0.0030, Total iter time: 4.9876 [2020-11-15 07:52:45,593][root][INFO] - ===> Epoch[153](4007/26): Loss 0.2616, Sem 0.2616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.541e-01 Score 91.494 Data time: 0.2643, Forward time: 2.7759, Backward time: 2.6177, DDP time: 0.0028, Total iter time: 5.5040 [2020-11-15 07:52:51,421][root][INFO] - ===> Epoch[153](4008/26): Loss 0.2586, Sem 0.2586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.541e-01 Score 91.520 Data time: 0.1925, Forward time: 2.7135, Backward time: 2.6730, DDP time: 0.0030, Total iter time: 5.6765 [2020-11-15 07:52:57,504][root][INFO] - ===> Epoch[153](4009/26): Loss 0.2653, Sem 0.2653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.540e-01 Score 91.428 Data time: 0.2253, Forward time: 2.6885, Backward time: 2.7295, DDP time: 0.0030, Total iter time: 5.9653 [2020-11-15 07:53:03,547][root][INFO] - ===> Epoch[153](4010/26): Loss 0.2472, Sem 0.2472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.540e-01 Score 92.323 Data time: 0.2095, Forward time: 2.6221, Backward time: 2.8137, DDP time: 0.0032, Total iter time: 5.9172 [2020-11-15 07:53:09,701][root][INFO] - ===> Epoch[153](4011/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.540e-01 Score 91.039 Data time: 0.1908, Forward time: 2.6009, Backward time: 2.8669, DDP time: 0.0032, Total iter time: 6.0552 [2020-11-15 07:53:15,378][root][INFO] - ===> Epoch[153](4012/26): Loss 0.2812, Sem 0.2812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.539e-01 Score 90.732 Data time: 0.1511, Forward time: 2.5394, Backward time: 2.9144, DDP time: 0.0033, Total iter time: 5.5723 [2020-11-15 07:53:20,648][root][INFO] - ===> Epoch[153](4013/26): Loss 0.2861, Sem 0.2861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.539e-01 Score 91.283 Data time: 0.2178, Forward time: 2.5493, Backward time: 2.8676, DDP time: 0.0033, Total iter time: 5.2155 [2020-11-15 07:53:26,352][root][INFO] - ===> Epoch[153](4014/26): Loss 0.2700, Sem 0.2700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.539e-01 Score 91.600 Data time: 0.1807, Forward time: 2.5216, Backward time: 2.8879, DDP time: 0.0033, Total iter time: 5.5989 [2020-11-15 07:53:31,976][root][INFO] - ===> Epoch[153](4015/26): Loss 0.2703, Sem 0.2703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.538e-01 Score 91.196 Data time: 0.1860, Forward time: 2.4936, Backward time: 2.9058, DDP time: 0.0033, Total iter time: 5.5175 [2020-11-15 07:53:37,997][root][INFO] - ===> Epoch[153](4016/26): Loss 0.2822, Sem 0.2822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.538e-01 Score 91.271 Data time: 0.2434, Forward time: 2.4999, Backward time: 2.9126, DDP time: 0.0033, Total iter time: 5.9201 [2020-11-15 07:53:44,341][root][INFO] - ===> Epoch[153](4017/26): Loss 0.2398, Sem 0.2398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.537e-01 Score 92.384 Data time: 0.2144, Forward time: 2.5029, Backward time: 2.9419, DDP time: 0.0034, Total iter time: 6.2355 [2020-11-15 07:53:50,841][root][INFO] - ===> Epoch[153](4018/26): Loss 0.2614, Sem 0.2614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.537e-01 Score 91.514 Data time: 0.2152, Forward time: 2.4995, Backward time: 2.9794, DDP time: 0.0034, Total iter time: 6.3725 [2020-11-15 07:53:56,605][root][INFO] - ===> Epoch[153](4019/26): Loss 0.2461, Sem 0.2461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.537e-01 Score 91.965 Data time: 0.2329, Forward time: 2.5147, Backward time: 2.9593, DDP time: 0.0034, Total iter time: 5.6526 [2020-11-15 07:54:01,486][root][INFO] - ===> Epoch[153](4020/26): Loss 0.3263, Sem 0.3263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.536e-01 Score 90.296 Data time: 0.1820, Forward time: 2.5040, Backward time: 2.9234, DDP time: 0.0034, Total iter time: 4.7648 [2020-11-15 07:54:06,640][root][INFO] - ===> Epoch[153](4021/26): Loss 0.2774, Sem 0.2774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.536e-01 Score 91.012 Data time: 0.2011, Forward time: 2.5010, Backward time: 2.8966, DDP time: 0.0035, Total iter time: 5.0542 [2020-11-15 07:54:11,373][root][INFO] - ===> Epoch[153](4022/26): Loss 0.3247, Sem 0.3247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.536e-01 Score 90.204 Data time: 0.1648, Forward time: 2.4772, Backward time: 2.8749, DDP time: 0.0035, Total iter time: 4.6173 [2020-11-15 07:54:16,681][root][INFO] - ===> Epoch[153](4023/26): Loss 0.2850, Sem 0.2850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.535e-01 Score 91.541 Data time: 0.2295, Forward time: 2.4872, Backward time: 2.8475, DDP time: 0.0035, Total iter time: 5.2124 [2020-11-15 07:54:23,119][root][INFO] - ===> Epoch[153](4024/26): Loss 0.3237, Sem 0.3237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.535e-01 Score 90.062 Data time: 0.1562, Forward time: 2.4677, Backward time: 2.8963, DDP time: 0.0035, Total iter time: 6.3103 [2020-11-15 07:54:27,930][root][INFO] - ===> Epoch[153](4025/26): Loss 0.2874, Sem 0.2874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.535e-01 Score 90.991 Data time: 0.1787, Forward time: 2.4540, Backward time: 2.8744, DDP time: 0.0035, Total iter time: 4.7039 [2020-11-15 07:54:34,154][root][INFO] - ===> Epoch[153](4026/26): Loss 0.2532, Sem 0.2532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.534e-01 Score 92.139 Data time: 0.1819, Forward time: 2.4387, Backward time: 2.9087, DDP time: 0.0035, Total iter time: 6.1178 [2020-11-15 07:54:39,189][root][INFO] - ===> Epoch[154](4027/26): Loss 0.2713, Sem 0.2713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.534e-01 Score 91.196 Data time: 0.1877, Forward time: 2.4320, Backward time: 2.8917, DDP time: 0.0035, Total iter time: 4.9372 [2020-11-15 07:54:43,784][root][INFO] - ===> Epoch[154](4028/26): Loss 0.2621, Sem 0.2621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.533e-01 Score 91.930 Data time: 0.1527, Forward time: 2.4112, Backward time: 2.8749, DDP time: 0.0035, Total iter time: 4.4903 [2020-11-15 07:54:49,446][root][INFO] - ===> Epoch[154](4029/26): Loss 0.2947, Sem 0.2947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.533e-01 Score 90.681 Data time: 0.1213, Forward time: 2.3822, Backward time: 2.9064, DDP time: 0.0035, Total iter time: 5.5781 [2020-11-15 07:54:55,142][root][INFO] - ===> Epoch[154](4030/26): Loss 0.2623, Sem 0.2623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.533e-01 Score 91.382 Data time: 0.2300, Forward time: 2.3858, Backward time: 2.9043, DDP time: 0.0036, Total iter time: 5.6101 [2020-11-15 07:55:03,294][root][INFO] - ===> Epoch[154](4031/26): Loss 0.2666, Sem 0.2666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.532e-01 Score 91.670 Data time: 0.2143, Forward time: 2.3878, Backward time: 2.9788, DDP time: 0.0036, Total iter time: 8.0479 [2020-11-15 07:55:08,793][root][INFO] - ===> Epoch[154](4032/26): Loss 0.2774, Sem 0.2774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.532e-01 Score 91.353 Data time: 0.2195, Forward time: 2.3945, Backward time: 2.9649, DDP time: 0.0036, Total iter time: 5.3875 [2020-11-15 07:55:14,459][root][INFO] - ===> Epoch[154](4033/26): Loss 0.3333, Sem 0.3333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.532e-01 Score 89.874 Data time: 0.1799, Forward time: 2.3839, Backward time: 2.9732, DDP time: 0.0036, Total iter time: 5.5503 [2020-11-15 07:55:20,662][root][INFO] - ===> Epoch[154](4034/26): Loss 0.2549, Sem 0.2549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.531e-01 Score 92.191 Data time: 0.1992, Forward time: 2.3846, Backward time: 2.9862, DDP time: 0.0036, Total iter time: 6.1105 [2020-11-15 07:55:25,656][root][INFO] - ===> Epoch[154](4035/26): Loss 0.2958, Sem 0.2958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.531e-01 Score 90.850 Data time: 0.2177, Forward time: 2.3855, Backward time: 2.9649, DDP time: 0.0036, Total iter time: 4.8979 [2020-11-15 07:55:30,941][root][INFO] - ===> Epoch[154](4036/26): Loss 0.2775, Sem 0.2775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.531e-01 Score 91.176 Data time: 0.1525, Forward time: 2.3696, Backward time: 2.9684, DDP time: 0.0036, Total iter time: 5.1716 [2020-11-15 07:55:36,713][root][INFO] - ===> Epoch[154](4037/26): Loss 0.2377, Sem 0.2377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.530e-01 Score 92.474 Data time: 0.1931, Forward time: 2.3640, Backward time: 2.9760, DDP time: 0.0036, Total iter time: 5.6860 [2020-11-15 07:55:42,570][root][INFO] - ===> Epoch[154](4038/26): Loss 0.2509, Sem 0.2509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.530e-01 Score 91.498 Data time: 0.1804, Forward time: 2.3544, Backward time: 2.9895, DDP time: 0.0036, Total iter time: 5.7667 [2020-11-15 07:55:48,725][root][INFO] - ===> Epoch[154](4039/26): Loss 0.2666, Sem 0.2666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.529e-01 Score 91.343 Data time: 0.3232, Forward time: 2.3749, Backward time: 2.9785, DDP time: 0.0036, Total iter time: 6.0729 [2020-11-15 07:55:53,768][root][INFO] - ===> Epoch[154](4040/26): Loss 0.2678, Sem 0.2678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.529e-01 Score 91.949 Data time: 0.2189, Forward time: 2.3799, Backward time: 2.9567, DDP time: 0.0037, Total iter time: 4.9364 [2020-11-15 07:55:59,246][root][INFO] - ===> Epoch[154](4041/26): Loss 0.2571, Sem 0.2571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.529e-01 Score 91.635 Data time: 0.2349, Forward time: 2.3842, Backward time: 2.9463, DDP time: 0.0037, Total iter time: 5.3727 [2020-11-15 07:56:04,386][root][INFO] - ===> Epoch[154](4042/26): Loss 0.2810, Sem 0.2810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.528e-01 Score 91.109 Data time: 0.1457, Forward time: 2.3687, Backward time: 2.9479, DDP time: 0.0037, Total iter time: 5.0027 [2020-11-15 07:56:09,956][root][INFO] - ===> Epoch[154](4043/26): Loss 0.2557, Sem 0.2557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.528e-01 Score 91.805 Data time: 0.2216, Forward time: 2.3723, Backward time: 2.9423, DDP time: 0.0037, Total iter time: 5.4936 [2020-11-15 07:56:17,445][root][INFO] - ===> Epoch[154](4044/26): Loss 0.2909, Sem 0.2909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.528e-01 Score 90.715 Data time: 0.2086, Forward time: 2.3736, Backward time: 2.9803, DDP time: 0.0037, Total iter time: 7.3862 [2020-11-15 07:56:24,475][root][INFO] - ===> Epoch[154](4045/26): Loss 0.2366, Sem 0.2366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.527e-01 Score 92.274 Data time: 0.1832, Forward time: 2.3633, Backward time: 3.0183, DDP time: 0.0037, Total iter time: 6.9301 [2020-11-15 07:56:30,293][root][INFO] - ===> Epoch[154](4046/26): Loss 0.2647, Sem 0.2647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.527e-01 Score 91.518 Data time: 0.2055, Forward time: 2.3603, Backward time: 3.0227, DDP time: 0.0037, Total iter time: 5.7293 [2020-11-15 07:56:35,648][root][INFO] - ===> Epoch[154](4047/26): Loss 0.2734, Sem 0.2734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.526e-01 Score 91.681 Data time: 0.1784, Forward time: 2.3489, Backward time: 3.0254, DDP time: 0.0037, Total iter time: 5.2547 [2020-11-15 07:56:42,095][root][INFO] - ===> Epoch[154](4048/26): Loss 0.2820, Sem 0.2820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.526e-01 Score 91.199 Data time: 0.2490, Forward time: 2.3581, Backward time: 3.0306, DDP time: 0.0037, Total iter time: 6.3810 [2020-11-15 07:56:48,034][root][INFO] - ===> Epoch[154](4049/26): Loss 0.3085, Sem 0.3085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.526e-01 Score 90.582 Data time: 0.2442, Forward time: 2.3681, Backward time: 3.0233, DDP time: 0.0037, Total iter time: 5.8289 [2020-11-15 07:56:52,527][root][INFO] - ===> Epoch[154](4050/26): Loss 0.2622, Sem 0.2622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.525e-01 Score 91.451 Data time: 0.1610, Forward time: 2.3593, Backward time: 3.0074, DDP time: 0.0037, Total iter time: 4.3812 [2020-11-15 07:56:57,913][root][INFO] - ===> Epoch[154](4051/26): Loss 0.2702, Sem 0.2702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.525e-01 Score 91.099 Data time: 0.1879, Forward time: 2.3562, Backward time: 3.0042, DDP time: 0.0037, Total iter time: 5.2958 [2020-11-15 07:57:04,923][root][INFO] - ===> Epoch[154](4052/26): Loss 0.2517, Sem 0.2517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.525e-01 Score 92.233 Data time: 0.1732, Forward time: 2.3476, Backward time: 3.0358, DDP time: 0.0038, Total iter time: 6.8900 [2020-11-15 07:57:09,967][root][INFO] - ===> Epoch[155](4053/26): Loss 0.2768, Sem 0.2768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.524e-01 Score 91.016 Data time: 0.2019, Forward time: 2.3447, Backward time: 3.0252, DDP time: 0.0038, Total iter time: 4.9270 [2020-11-15 07:57:15,626][root][INFO] - ===> Epoch[155](4054/26): Loss 0.2908, Sem 0.2908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.524e-01 Score 90.930 Data time: 0.2099, Forward time: 2.3423, Backward time: 3.0259, DDP time: 0.0038, Total iter time: 5.5593 [2020-11-15 07:57:22,915][root][INFO] - ===> Epoch[155](4055/26): Loss 0.2415, Sem 0.2415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.524e-01 Score 92.282 Data time: 0.3719, Forward time: 2.3683, Backward time: 3.0259, DDP time: 0.0037, Total iter time: 7.1862 [2020-11-15 07:57:27,551][root][INFO] - ===> Epoch[155](4056/26): Loss 0.2973, Sem 0.2973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.523e-01 Score 90.335 Data time: 0.2187, Forward time: 2.3707, Backward time: 3.0035, DDP time: 0.0038, Total iter time: 4.5189 [2020-11-15 07:57:34,445][root][INFO] - ===> Epoch[155](4057/26): Loss 0.2541, Sem 0.2541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.523e-01 Score 92.000 Data time: 0.3578, Forward time: 2.3895, Backward time: 3.0032, DDP time: 0.0037, Total iter time: 6.8010 [2020-11-15 07:57:40,155][root][INFO] - ===> Epoch[155](4058/26): Loss 0.3037, Sem 0.3037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.522e-01 Score 90.035 Data time: 0.2510, Forward time: 2.3972, Backward time: 2.9943, DDP time: 0.0037, Total iter time: 5.5854 [2020-11-15 07:57:46,263][root][INFO] - ===> Epoch[155](4059/26): Loss 0.2750, Sem 0.2750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.522e-01 Score 91.157 Data time: 0.2880, Forward time: 2.4114, Backward time: 2.9853, DDP time: 0.0037, Total iter time: 6.0042 [2020-11-15 07:57:51,279][root][INFO] - ===> Epoch[155](4060/26): Loss 0.2811, Sem 0.2811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.522e-01 Score 91.651 Data time: 0.2103, Forward time: 2.4127, Backward time: 2.9721, DDP time: 0.0037, Total iter time: 4.9203 [2020-11-15 07:57:56,732][root][INFO] - ===> Epoch[155](4061/26): Loss 0.2379, Sem 0.2379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.521e-01 Score 92.382 Data time: 0.2078, Forward time: 2.4107, Backward time: 2.9695, DDP time: 0.0037, Total iter time: 5.3647 [2020-11-15 07:58:02,343][root][INFO] - ===> Epoch[155](4062/26): Loss 0.3620, Sem 0.3620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.521e-01 Score 89.318 Data time: 0.2534, Forward time: 2.4174, Backward time: 2.9604, DDP time: 0.0038, Total iter time: 5.5220 [2020-11-15 07:58:07,467][root][INFO] - ===> Epoch[155](4063/26): Loss 0.2546, Sem 0.2546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.521e-01 Score 91.775 Data time: 0.1868, Forward time: 2.4124, Backward time: 2.9560, DDP time: 0.0038, Total iter time: 5.0356 [2020-11-15 07:58:13,154][root][INFO] - ===> Epoch[155](4064/26): Loss 0.2906, Sem 0.2906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.520e-01 Score 90.695 Data time: 0.2402, Forward time: 2.4167, Backward time: 2.9513, DDP time: 0.0038, Total iter time: 5.6210 [2020-11-15 07:58:18,541][root][INFO] - ===> Epoch[155](4065/26): Loss 0.3117, Sem 0.3117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.520e-01 Score 90.580 Data time: 0.2307, Forward time: 2.4186, Backward time: 2.9438, DDP time: 0.0038, Total iter time: 5.2781 [2020-11-15 07:58:25,169][root][INFO] - ===> Epoch[155](4066/26): Loss 0.2613, Sem 0.2613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.519e-01 Score 91.917 Data time: 0.3461, Forward time: 2.4352, Backward time: 2.9396, DDP time: 0.0038, Total iter time: 6.5426 [2020-11-15 07:58:29,727][root][INFO] - ===> Epoch[155](4067/26): Loss 0.3063, Sem 0.3063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.519e-01 Score 90.588 Data time: 0.1768, Forward time: 2.4318, Backward time: 2.9236, DDP time: 0.0038, Total iter time: 4.4280 [2020-11-15 07:58:35,504][root][INFO] - ===> Epoch[155](4068/26): Loss 0.2910, Sem 0.2910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.519e-01 Score 91.036 Data time: 0.1961, Forward time: 2.4275, Backward time: 2.9287, DDP time: 0.0038, Total iter time: 5.6934 [2020-11-15 07:58:41,103][root][INFO] - ===> Epoch[155](4069/26): Loss 0.2410, Sem 0.2410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.518e-01 Score 92.199 Data time: 0.1870, Forward time: 2.4229, Backward time: 2.9316, DDP time: 0.0038, Total iter time: 5.5038 [2020-11-15 07:58:45,752][root][INFO] - ===> Epoch[155](4070/26): Loss 0.2700, Sem 0.2700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.518e-01 Score 91.439 Data time: 0.1872, Forward time: 2.4127, Backward time: 2.9268, DDP time: 0.0038, Total iter time: 4.5686 [2020-11-15 07:58:50,829][root][INFO] - ===> Epoch[155](4071/26): Loss 0.2663, Sem 0.2663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.518e-01 Score 91.670 Data time: 0.2253, Forward time: 2.4153, Backward time: 2.9163, DDP time: 0.0038, Total iter time: 5.0126 [2020-11-15 07:58:55,612][root][INFO] - ===> Epoch[155](4072/26): Loss 0.2666, Sem 0.2666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.517e-01 Score 91.365 Data time: 0.1540, Forward time: 2.4065, Backward time: 2.9128, DDP time: 0.0038, Total iter time: 4.6846 [2020-11-15 07:59:01,894][root][INFO] - ===> Epoch[155](4073/26): Loss 0.2844, Sem 0.2844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.517e-01 Score 91.002 Data time: 0.2343, Forward time: 2.4130, Backward time: 2.9146, DDP time: 0.0038, Total iter time: 6.2071 [2020-11-15 07:59:06,135][root][INFO] - ===> Epoch[155](4074/26): Loss 0.2936, Sem 0.2936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.517e-01 Score 91.358 Data time: 0.1168, Forward time: 2.4000, Backward time: 2.9098, DDP time: 0.0038, Total iter time: 4.1340 [2020-11-15 07:59:12,110][root][INFO] - ===> Epoch[155](4075/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.516e-01 Score 91.545 Data time: 0.2373, Forward time: 2.4005, Backward time: 2.9122, DDP time: 0.0038, Total iter time: 5.8960 [2020-11-15 07:59:18,427][root][INFO] - ===> Epoch[155](4076/26): Loss 0.2681, Sem 0.2681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.516e-01 Score 90.873 Data time: 0.2311, Forward time: 2.4040, Backward time: 2.9167, DDP time: 0.0038, Total iter time: 6.2183 [2020-11-15 07:59:23,456][root][INFO] - ===> Epoch[155](4077/26): Loss 0.3104, Sem 0.3104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.515e-01 Score 90.107 Data time: 0.1799, Forward time: 2.3985, Backward time: 2.9137, DDP time: 0.0038, Total iter time: 4.9150 [2020-11-15 07:59:28,795][root][INFO] - ===> Epoch[155](4078/26): Loss 0.2861, Sem 0.2861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.515e-01 Score 90.953 Data time: 0.2580, Forward time: 2.4036, Backward time: 2.9045, DDP time: 0.0038, Total iter time: 5.2578 [2020-11-15 07:59:33,500][root][INFO] - ===> Epoch[156](4079/26): Loss 0.2759, Sem 0.2759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.515e-01 Score 91.285 Data time: 0.2474, Forward time: 2.4035, Backward time: 2.8909, DDP time: 0.0038, Total iter time: 4.6009 [2020-11-15 07:59:38,815][root][INFO] - ===> Epoch[156](4080/26): Loss 0.3072, Sem 0.3072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.514e-01 Score 90.627 Data time: 0.1530, Forward time: 2.3956, Backward time: 2.8947, DDP time: 0.0038, Total iter time: 5.2266 [2020-11-15 07:59:44,220][root][INFO] - ===> Epoch[156](4081/26): Loss 0.2733, Sem 0.2733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.514e-01 Score 91.328 Data time: 0.1591, Forward time: 2.3882, Backward time: 2.8994, DDP time: 0.0038, Total iter time: 5.3302 [2020-11-15 07:59:50,053][root][INFO] - ===> Epoch[156](4082/26): Loss 0.3166, Sem 0.3166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.514e-01 Score 90.418 Data time: 0.1940, Forward time: 2.3840, Backward time: 2.9054, DDP time: 0.0038, Total iter time: 5.7332 [2020-11-15 07:59:56,134][root][INFO] - ===> Epoch[156](4083/26): Loss 0.3057, Sem 0.3057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.513e-01 Score 90.880 Data time: 0.1879, Forward time: 2.3762, Backward time: 2.9177, DDP time: 0.0039, Total iter time: 5.9931 [2020-11-15 08:00:02,277][root][INFO] - ===> Epoch[156](4084/26): Loss 0.2960, Sem 0.2960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.513e-01 Score 90.650 Data time: 0.1829, Forward time: 2.3723, Backward time: 2.9274, DDP time: 0.0039, Total iter time: 6.0683 [2020-11-15 08:00:07,256][root][INFO] - ===> Epoch[156](4085/26): Loss 0.2848, Sem 0.2848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.512e-01 Score 91.323 Data time: 0.1926, Forward time: 2.3700, Backward time: 2.9221, DDP time: 0.0039, Total iter time: 4.8852 [2020-11-15 08:00:11,984][root][INFO] - ===> Epoch[156](4086/26): Loss 0.3293, Sem 0.3293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.512e-01 Score 90.483 Data time: 0.1763, Forward time: 2.3653, Backward time: 2.9164, DDP time: 0.0039, Total iter time: 4.6269 [2020-11-15 08:00:17,127][root][INFO] - ===> Epoch[156](4087/26): Loss 0.2464, Sem 0.2464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.512e-01 Score 92.211 Data time: 0.2367, Forward time: 2.3691, Backward time: 2.9071, DDP time: 0.0039, Total iter time: 5.0517 [2020-11-15 08:00:22,322][root][INFO] - ===> Epoch[156](4088/26): Loss 0.2862, Sem 0.2862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.511e-01 Score 90.983 Data time: 0.1603, Forward time: 2.3640, Backward time: 2.9071, DDP time: 0.0039, Total iter time: 5.0884 [2020-11-15 08:00:27,896][root][INFO] - ===> Epoch[156](4089/26): Loss 0.2763, Sem 0.2763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.511e-01 Score 91.097 Data time: 0.1643, Forward time: 2.3588, Backward time: 2.9115, DDP time: 0.0039, Total iter time: 5.4756 [2020-11-15 08:00:33,909][root][INFO] - ===> Epoch[156](4090/26): Loss 0.2679, Sem 0.2679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.511e-01 Score 91.814 Data time: 0.1972, Forward time: 2.3576, Backward time: 2.9168, DDP time: 0.0039, Total iter time: 5.9137 [2020-11-15 08:00:40,027][root][INFO] - ===> Epoch[156](4091/26): Loss 0.2479, Sem 0.2479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.510e-01 Score 92.511 Data time: 0.1442, Forward time: 2.3515, Backward time: 2.9279, DDP time: 0.0039, Total iter time: 6.0056 [2020-11-15 08:00:45,731][root][INFO] - ===> Epoch[156](4092/26): Loss 0.2815, Sem 0.2815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.510e-01 Score 90.950 Data time: 0.1563, Forward time: 2.3443, Backward time: 2.9358, DDP time: 0.0039, Total iter time: 5.6278 [2020-11-15 08:00:51,796][root][INFO] - ===> Epoch[156](4093/26): Loss 0.2606, Sem 0.2606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.510e-01 Score 91.812 Data time: 0.1681, Forward time: 2.3400, Backward time: 2.9447, DDP time: 0.0039, Total iter time: 5.9903 [2020-11-15 08:00:57,529][root][INFO] - ===> Epoch[156](4094/26): Loss 0.2798, Sem 0.2798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.509e-01 Score 91.074 Data time: 0.1953, Forward time: 2.3396, Backward time: 2.9459, DDP time: 0.0039, Total iter time: 5.6410 [2020-11-15 08:01:03,019][root][INFO] - ===> Epoch[156](4095/26): Loss 0.3150, Sem 0.3150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.509e-01 Score 90.374 Data time: 0.2239, Forward time: 2.3431, Backward time: 2.9409, DDP time: 0.0039, Total iter time: 5.3823 [2020-11-15 08:01:08,789][root][INFO] - ===> Epoch[156](4096/26): Loss 0.2778, Sem 0.2778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.508e-01 Score 91.532 Data time: 0.2826, Forward time: 2.3501, Backward time: 2.9347, DDP time: 0.0039, Total iter time: 5.6504 [2020-11-15 08:01:14,974][root][INFO] - ===> Epoch[156](4097/26): Loss 0.2762, Sem 0.2762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.508e-01 Score 92.045 Data time: 0.2696, Forward time: 2.3574, Backward time: 2.9321, DDP time: 0.0039, Total iter time: 6.0482 [2020-11-15 08:01:21,580][root][INFO] - ===> Epoch[156](4098/26): Loss 0.2775, Sem 0.2775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.508e-01 Score 91.478 Data time: 0.2145, Forward time: 2.3574, Backward time: 2.9410, DDP time: 0.0039, Total iter time: 6.4905 [2020-11-15 08:01:28,261][root][INFO] - ===> Epoch[156](4099/26): Loss 0.2811, Sem 0.2811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.507e-01 Score 90.734 Data time: 0.2263, Forward time: 2.3601, Backward time: 2.9481, DDP time: 0.0039, Total iter time: 6.5775 [2020-11-15 08:01:34,066][root][INFO] - ===> Epoch[156](4100/26): Loss 0.2733, Sem 0.2733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.507e-01 Score 91.316 Data time: 0.1927, Forward time: 2.3577, Backward time: 2.9511, DDP time: 0.0039, Total iter time: 5.6809 [2020-11-15 08:01:41,668][root][INFO] - ===> Epoch[156](4101/26): Loss 0.2992, Sem 0.2992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.507e-01 Score 91.415 Data time: 0.2334, Forward time: 2.3610, Backward time: 2.9661, DDP time: 0.0039, Total iter time: 7.5181 [2020-11-15 08:01:47,376][root][INFO] - ===> Epoch[156](4102/26): Loss 0.3099, Sem 0.3099, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.506e-01 Score 91.112 Data time: 0.1844, Forward time: 2.3585, Backward time: 2.9684, DDP time: 0.0039, Total iter time: 5.6090 [2020-11-15 08:01:53,293][root][INFO] - ===> Epoch[156](4103/26): Loss 0.2978, Sem 0.2978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.506e-01 Score 90.476 Data time: 0.1710, Forward time: 2.3550, Backward time: 2.9741, DDP time: 0.0039, Total iter time: 5.8312 [2020-11-15 08:01:59,456][root][INFO] - ===> Epoch[156](4104/26): Loss 0.2599, Sem 0.2599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.505e-01 Score 92.008 Data time: 0.2089, Forward time: 2.3552, Backward time: 2.9781, DDP time: 0.0039, Total iter time: 6.0662 [2020-11-15 08:02:05,069][root][INFO] - ===> Epoch[157](4105/26): Loss 0.2987, Sem 0.2987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.505e-01 Score 90.462 Data time: 0.1847, Forward time: 2.3525, Backward time: 2.9797, DDP time: 0.0039, Total iter time: 5.5043 [2020-11-15 08:02:10,626][root][INFO] - ===> Epoch[157](4106/26): Loss 0.2911, Sem 0.2911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.505e-01 Score 91.495 Data time: 0.1982, Forward time: 2.3521, Backward time: 2.9781, DDP time: 0.0040, Total iter time: 5.4631 [2020-11-15 08:02:16,732][root][INFO] - ===> Epoch[157](4107/26): Loss 0.2489, Sem 0.2489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.504e-01 Score 92.014 Data time: 0.2415, Forward time: 2.3536, Backward time: 2.9800, DDP time: 0.0039, Total iter time: 6.0044 [2020-11-15 08:02:22,565][root][INFO] - ===> Epoch[157](4108/26): Loss 0.2943, Sem 0.2943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.504e-01 Score 91.210 Data time: 0.1867, Forward time: 2.3533, Backward time: 2.9814, DDP time: 0.0040, Total iter time: 5.7160 [2020-11-15 08:02:28,121][root][INFO] - ===> Epoch[157](4109/26): Loss 0.2483, Sem 0.2483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.504e-01 Score 91.967 Data time: 0.1797, Forward time: 2.3495, Backward time: 2.9833, DDP time: 0.0040, Total iter time: 5.4451 [2020-11-15 08:02:34,680][root][INFO] - ===> Epoch[157](4110/26): Loss 0.2876, Sem 0.2876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.503e-01 Score 90.930 Data time: 0.1841, Forward time: 2.3469, Backward time: 2.9934, DDP time: 0.0040, Total iter time: 6.4823 [2020-11-15 08:02:39,723][root][INFO] - ===> Epoch[157](4111/26): Loss 0.2615, Sem 0.2615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.503e-01 Score 91.413 Data time: 0.2101, Forward time: 2.3471, Backward time: 2.9874, DDP time: 0.0040, Total iter time: 4.9465 [2020-11-15 08:02:45,176][root][INFO] - ===> Epoch[157](4112/26): Loss 0.2876, Sem 0.2876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.503e-01 Score 90.661 Data time: 0.1670, Forward time: 2.3409, Backward time: 2.9912, DDP time: 0.0040, Total iter time: 5.3452 [2020-11-15 08:02:50,749][root][INFO] - ===> Epoch[157](4113/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.502e-01 Score 91.932 Data time: 0.1893, Forward time: 2.3390, Backward time: 2.9925, DDP time: 0.0040, Total iter time: 5.5247 [2020-11-15 08:02:57,041][root][INFO] - ===> Epoch[157](4114/26): Loss 0.3296, Sem 0.3296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.502e-01 Score 90.036 Data time: 0.2768, Forward time: 2.3449, Backward time: 2.9916, DDP time: 0.0040, Total iter time: 6.1979 [2020-11-15 08:03:02,849][root][INFO] - ===> Epoch[157](4115/26): Loss 0.2596, Sem 0.2596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.501e-01 Score 91.508 Data time: 0.2744, Forward time: 2.3506, Backward time: 2.9860, DDP time: 0.0040, Total iter time: 5.6921 [2020-11-15 08:03:08,129][root][INFO] - ===> Epoch[157](4116/26): Loss 0.3338, Sem 0.3338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.501e-01 Score 89.914 Data time: 0.2044, Forward time: 2.3500, Backward time: 2.9829, DDP time: 0.0040, Total iter time: 5.1726 [2020-11-15 08:03:13,856][root][INFO] - ===> Epoch[157](4117/26): Loss 0.2900, Sem 0.2900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.501e-01 Score 90.830 Data time: 0.2561, Forward time: 2.3542, Backward time: 2.9787, DDP time: 0.0040, Total iter time: 5.6259 [2020-11-15 08:03:19,966][root][INFO] - ===> Epoch[157](4118/26): Loss 0.3041, Sem 0.3041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.500e-01 Score 90.476 Data time: 0.2737, Forward time: 2.3603, Backward time: 2.9756, DDP time: 0.0040, Total iter time: 5.9816 [2020-11-15 08:03:26,611][root][INFO] - ===> Epoch[157](4119/26): Loss 0.3333, Sem 0.3333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.500e-01 Score 89.943 Data time: 0.2000, Forward time: 2.3605, Backward time: 2.9828, DDP time: 0.0040, Total iter time: 6.5223 [2020-11-15 08:03:31,540][root][INFO] - ===> Epoch[157](4120/26): Loss 0.2664, Sem 0.2664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.500e-01 Score 91.248 Data time: 0.2163, Forward time: 2.3617, Backward time: 2.9752, DDP time: 0.0040, Total iter time: 4.8294 [2020-11-15 08:03:37,055][root][INFO] - ===> Epoch[157](4121/26): Loss 0.2953, Sem 0.2953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.499e-01 Score 90.960 Data time: 0.1858, Forward time: 2.3597, Backward time: 2.9754, DDP time: 0.0040, Total iter time: 5.3956 [2020-11-15 08:03:42,034][root][INFO] - ===> Epoch[157](4122/26): Loss 0.2915, Sem 0.2915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.499e-01 Score 90.907 Data time: 0.2363, Forward time: 2.3607, Backward time: 2.9684, DDP time: 0.0040, Total iter time: 4.8689 [2020-11-15 08:03:47,629][root][INFO] - ===> Epoch[157](4123/26): Loss 0.3340, Sem 0.3340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.498e-01 Score 90.069 Data time: 0.1993, Forward time: 2.3600, Backward time: 2.9683, DDP time: 0.0040, Total iter time: 5.4885 [2020-11-15 08:03:53,472][root][INFO] - ===> Epoch[157](4124/26): Loss 0.3027, Sem 0.3027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.498e-01 Score 90.031 Data time: 0.1801, Forward time: 2.3572, Backward time: 2.9716, DDP time: 0.0041, Total iter time: 5.7350 [2020-11-15 08:03:58,603][root][INFO] - ===> Epoch[157](4125/26): Loss 0.3177, Sem 0.3177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.498e-01 Score 90.304 Data time: 0.1997, Forward time: 2.3562, Backward time: 2.9674, DDP time: 0.0041, Total iter time: 5.0376 [2020-11-15 08:04:03,121][root][INFO] - ===> Epoch[157](4126/26): Loss 0.2742, Sem 0.2742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.497e-01 Score 91.268 Data time: 0.1811, Forward time: 2.3538, Backward time: 2.9608, DDP time: 0.0041, Total iter time: 4.4225 [2020-11-15 08:04:08,279][root][INFO] - ===> Epoch[157](4127/26): Loss 0.3125, Sem 0.3125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.497e-01 Score 90.422 Data time: 0.1763, Forward time: 2.3496, Backward time: 2.9610, DDP time: 0.0041, Total iter time: 5.0732 [2020-11-15 08:04:14,162][root][INFO] - ===> Epoch[157](4128/26): Loss 0.2844, Sem 0.2844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.497e-01 Score 90.994 Data time: 0.2500, Forward time: 2.3530, Backward time: 2.9591, DDP time: 0.0041, Total iter time: 5.7949 [2020-11-15 08:04:20,675][root][INFO] - ===> Epoch[157](4129/26): Loss 0.2760, Sem 0.2760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.496e-01 Score 91.628 Data time: 0.1769, Forward time: 2.3501, Backward time: 2.9675, DDP time: 0.0041, Total iter time: 6.3716 [2020-11-15 08:04:26,568][root][INFO] - ===> Epoch[157](4130/26): Loss 0.2528, Sem 0.2528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.496e-01 Score 91.991 Data time: 0.2117, Forward time: 2.3501, Backward time: 2.9691, DDP time: 0.0041, Total iter time: 5.8070 [2020-11-15 08:04:31,800][root][INFO] - ===> Epoch[158](4131/26): Loss 0.2881, Sem 0.2881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.496e-01 Score 91.101 Data time: 0.2150, Forward time: 2.3493, Backward time: 2.9664, DDP time: 0.0041, Total iter time: 5.1353 [2020-11-15 08:04:37,306][root][INFO] - ===> Epoch[158](4132/26): Loss 0.3653, Sem 0.3653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.495e-01 Score 89.431 Data time: 0.2477, Forward time: 2.3526, Backward time: 2.9617, DDP time: 0.0041, Total iter time: 5.4019 [2020-11-15 08:04:42,749][root][INFO] - ===> Epoch[158](4133/26): Loss 0.2719, Sem 0.2719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.495e-01 Score 91.870 Data time: 0.1957, Forward time: 2.3513, Backward time: 2.9610, DDP time: 0.0041, Total iter time: 5.3101 [2020-11-15 08:04:48,476][root][INFO] - ===> Epoch[158](4134/26): Loss 0.2694, Sem 0.2694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.494e-01 Score 91.641 Data time: 0.1785, Forward time: 2.3485, Backward time: 2.9641, DDP time: 0.0041, Total iter time: 5.6302 [2020-11-15 08:04:53,683][root][INFO] - ===> Epoch[158](4135/26): Loss 0.3251, Sem 0.3251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.494e-01 Score 89.778 Data time: 0.2341, Forward time: 2.3495, Backward time: 2.9598, DDP time: 0.0041, Total iter time: 5.1263 [2020-11-15 08:04:59,034][root][INFO] - ===> Epoch[158](4136/26): Loss 0.2673, Sem 0.2673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.494e-01 Score 91.846 Data time: 0.1777, Forward time: 2.3470, Backward time: 2.9599, DDP time: 0.0041, Total iter time: 5.2262 [2020-11-15 08:05:04,995][root][INFO] - ===> Epoch[158](4137/26): Loss 0.2578, Sem 0.2578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.493e-01 Score 92.111 Data time: 0.2077, Forward time: 2.3471, Backward time: 2.9617, DDP time: 0.0041, Total iter time: 5.8663 [2020-11-15 08:05:11,723][root][INFO] - ===> Epoch[158](4138/26): Loss 0.3704, Sem 0.3704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.493e-01 Score 89.084 Data time: 0.2210, Forward time: 2.3474, Backward time: 2.9682, DDP time: 0.0041, Total iter time: 6.6075 [2020-11-15 08:05:17,565][root][INFO] - ===> Epoch[158](4139/26): Loss 0.3029, Sem 0.3029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.493e-01 Score 90.211 Data time: 0.2262, Forward time: 2.3491, Backward time: 2.9675, DDP time: 0.0041, Total iter time: 5.7427 [2020-11-15 08:05:22,776][root][INFO] - ===> Epoch[158](4140/26): Loss 0.2928, Sem 0.2928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.492e-01 Score 91.142 Data time: 0.1807, Forward time: 2.3474, Backward time: 2.9657, DDP time: 0.0041, Total iter time: 5.0913 [2020-11-15 08:05:28,119][root][INFO] - ===> Epoch[158](4141/26): Loss 0.2645, Sem 0.2645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.492e-01 Score 91.442 Data time: 0.2272, Forward time: 2.3479, Backward time: 2.9628, DDP time: 0.0041, Total iter time: 5.2317 [2020-11-15 08:05:34,212][root][INFO] - ===> Epoch[158](4142/26): Loss 0.3673, Sem 0.3673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.491e-01 Score 88.542 Data time: 0.2526, Forward time: 2.3516, Backward time: 2.9619, DDP time: 0.0041, Total iter time: 6.0006 [2020-11-15 08:05:39,848][root][INFO] - ===> Epoch[158](4143/26): Loss 0.3751, Sem 0.3751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.491e-01 Score 89.677 Data time: 0.2661, Forward time: 2.3559, Backward time: 2.9570, DDP time: 0.0041, Total iter time: 5.5003 [2020-11-15 08:05:45,286][root][INFO] - ===> Epoch[158](4144/26): Loss 0.3411, Sem 0.3411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.491e-01 Score 89.825 Data time: 0.1608, Forward time: 2.3532, Backward time: 2.9580, DDP time: 0.0041, Total iter time: 5.3205 [2020-11-15 08:05:50,627][root][INFO] - ===> Epoch[158](4145/26): Loss 0.3121, Sem 0.3121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.490e-01 Score 90.528 Data time: 0.1880, Forward time: 2.3509, Backward time: 2.9572, DDP time: 0.0041, Total iter time: 5.2352 [2020-11-15 08:05:56,566][root][INFO] - ===> Epoch[158](4146/26): Loss 0.3373, Sem 0.3373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.490e-01 Score 89.924 Data time: 0.2268, Forward time: 2.3524, Backward time: 2.9574, DDP time: 0.0041, Total iter time: 5.8482 [2020-11-15 08:06:02,468][root][INFO] - ===> Epoch[158](4147/26): Loss 0.3356, Sem 0.3356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.490e-01 Score 89.729 Data time: 0.2385, Forward time: 2.3551, Backward time: 2.9561, DDP time: 0.0041, Total iter time: 5.7907 [2020-11-15 08:06:07,610][root][INFO] - ===> Epoch[158](4148/26): Loss 0.3003, Sem 0.3003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.489e-01 Score 89.898 Data time: 0.1759, Forward time: 2.3528, Backward time: 2.9549, DDP time: 0.0041, Total iter time: 5.0409 [2020-11-15 08:06:12,965][root][INFO] - ===> Epoch[158](4149/26): Loss 0.3368, Sem 0.3368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.489e-01 Score 88.939 Data time: 0.2447, Forward time: 2.3527, Backward time: 2.9527, DDP time: 0.0041, Total iter time: 5.2633 [2020-11-15 08:06:18,809][root][INFO] - ===> Epoch[158](4150/26): Loss 0.2728, Sem 0.2728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.489e-01 Score 90.843 Data time: 0.1456, Forward time: 2.3484, Backward time: 2.9581, DDP time: 0.0041, Total iter time: 5.7384 [2020-11-15 08:06:24,408][root][INFO] - ===> Epoch[158](4151/26): Loss 0.2809, Sem 0.2809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.488e-01 Score 90.980 Data time: 0.1736, Forward time: 2.3441, Backward time: 2.9618, DDP time: 0.0041, Total iter time: 5.5099 [2020-11-15 08:06:29,471][root][INFO] - ===> Epoch[158](4152/26): Loss 0.2985, Sem 0.2985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.488e-01 Score 90.251 Data time: 0.2441, Forward time: 2.3457, Backward time: 2.9559, DDP time: 0.0041, Total iter time: 4.9839 [2020-11-15 08:06:35,701][root][INFO] - ===> Epoch[158](4153/26): Loss 0.3312, Sem 0.3312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.487e-01 Score 89.910 Data time: 0.1887, Forward time: 2.3448, Backward time: 2.9603, DDP time: 0.0041, Total iter time: 6.1274 [2020-11-15 08:06:41,493][root][INFO] - ===> Epoch[158](4154/26): Loss 0.2886, Sem 0.2886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.487e-01 Score 90.652 Data time: 0.2132, Forward time: 2.3463, Backward time: 2.9596, DDP time: 0.0041, Total iter time: 5.6842 [2020-11-15 08:06:46,760][root][INFO] - ===> Epoch[158](4155/26): Loss 0.2723, Sem 0.2723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.487e-01 Score 91.780 Data time: 0.1634, Forward time: 2.3426, Backward time: 2.9600, DDP time: 0.0041, Total iter time: 5.1589 [2020-11-15 08:06:53,189][root][INFO] - ===> Epoch[158](4156/26): Loss 0.2470, Sem 0.2470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.486e-01 Score 92.456 Data time: 0.2287, Forward time: 2.3412, Backward time: 2.9658, DDP time: 0.0041, Total iter time: 6.3411 [2020-11-15 08:06:58,622][root][INFO] - ===> Epoch[159](4157/26): Loss 0.2928, Sem 0.2928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.486e-01 Score 90.341 Data time: 0.1764, Forward time: 2.3379, Backward time: 2.9676, DDP time: 0.0041, Total iter time: 5.3278 [2020-11-15 08:07:03,827][root][INFO] - ===> Epoch[159](4158/26): Loss 0.2819, Sem 0.2819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.486e-01 Score 91.381 Data time: 0.2434, Forward time: 2.3393, Backward time: 2.9632, DDP time: 0.0041, Total iter time: 5.1269 [2020-11-15 08:07:08,806][root][INFO] - ===> Epoch[159](4159/26): Loss 0.3450, Sem 0.3450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.485e-01 Score 89.938 Data time: 0.2126, Forward time: 2.3406, Backward time: 2.9579, DDP time: 0.0042, Total iter time: 4.8930 [2020-11-15 08:07:14,493][root][INFO] - ===> Epoch[159](4160/26): Loss 0.2693, Sem 0.2693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.485e-01 Score 91.291 Data time: 0.1202, Forward time: 2.3344, Backward time: 2.9651, DDP time: 0.0041, Total iter time: 5.5956 [2020-11-15 08:07:21,154][root][INFO] - ===> Epoch[159](4161/26): Loss 0.3143, Sem 0.3143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.484e-01 Score 90.461 Data time: 0.2444, Forward time: 2.3368, Backward time: 2.9689, DDP time: 0.0041, Total iter time: 6.6053 [2020-11-15 08:07:26,613][root][INFO] - ===> Epoch[159](4162/26): Loss 0.3293, Sem 0.3293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.484e-01 Score 89.541 Data time: 0.2823, Forward time: 2.3394, Backward time: 2.9647, DDP time: 0.0041, Total iter time: 5.3420 [2020-11-15 08:07:32,653][root][INFO] - ===> Epoch[159](4163/26): Loss 0.3167, Sem 0.3167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.484e-01 Score 90.020 Data time: 0.1042, Forward time: 2.3331, Backward time: 2.9741, DDP time: 0.0041, Total iter time: 5.9438 [2020-11-15 08:07:39,101][root][INFO] - ===> Epoch[159](4164/26): Loss 0.2648, Sem 0.2648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.483e-01 Score 91.711 Data time: 0.2425, Forward time: 2.3329, Backward time: 2.9785, DDP time: 0.0041, Total iter time: 6.3596 [2020-11-15 08:07:45,901][root][INFO] - ===> Epoch[159](4165/26): Loss 0.2779, Sem 0.2779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.483e-01 Score 91.386 Data time: 0.3718, Forward time: 2.3400, Backward time: 2.9776, DDP time: 0.0041, Total iter time: 6.7153 [2020-11-15 08:07:52,541][root][INFO] - ===> Epoch[159](4166/26): Loss 0.2984, Sem 0.2984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.483e-01 Score 90.390 Data time: 0.1954, Forward time: 2.3402, Backward time: 2.9829, DDP time: 0.0041, Total iter time: 6.5299 [2020-11-15 08:07:57,235][root][INFO] - ===> Epoch[159](4167/26): Loss 0.2997, Sem 0.2997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.482e-01 Score 90.670 Data time: 0.2038, Forward time: 2.3399, Backward time: 2.9774, DDP time: 0.0041, Total iter time: 4.5855 [2020-11-15 08:08:03,542][root][INFO] - ===> Epoch[159](4168/26): Loss 0.3027, Sem 0.3027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.482e-01 Score 90.671 Data time: 0.2028, Forward time: 2.3393, Backward time: 2.9815, DDP time: 0.0041, Total iter time: 6.2102 [2020-11-15 08:08:09,126][root][INFO] - ===> Epoch[159](4169/26): Loss 0.2677, Sem 0.2677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.482e-01 Score 91.623 Data time: 0.1811, Forward time: 2.3373, Backward time: 2.9830, DDP time: 0.0041, Total iter time: 5.4847 [2020-11-15 08:08:15,055][root][INFO] - ===> Epoch[159](4170/26): Loss 0.2727, Sem 0.2727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.481e-01 Score 91.206 Data time: 0.1797, Forward time: 2.3357, Backward time: 2.9859, DDP time: 0.0041, Total iter time: 5.8433 [2020-11-15 08:08:20,307][root][INFO] - ===> Epoch[159](4171/26): Loss 0.2557, Sem 0.2557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.481e-01 Score 91.788 Data time: 0.2517, Forward time: 2.3381, Backward time: 2.9811, DDP time: 0.0041, Total iter time: 5.1684 [2020-11-15 08:08:25,057][root][INFO] - ===> Epoch[159](4172/26): Loss 0.2432, Sem 0.2432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.480e-01 Score 92.246 Data time: 0.1970, Forward time: 2.3373, Backward time: 2.9765, DDP time: 0.0041, Total iter time: 4.6318 [2020-11-15 08:08:30,774][root][INFO] - ===> Epoch[159](4173/26): Loss 0.2954, Sem 0.2954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.480e-01 Score 91.361 Data time: 0.2019, Forward time: 2.3370, Backward time: 2.9770, DDP time: 0.0041, Total iter time: 5.6159 [2020-11-15 08:08:36,917][root][INFO] - ===> Epoch[159](4174/26): Loss 0.2488, Sem 0.2488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.480e-01 Score 92.238 Data time: 0.1897, Forward time: 2.3352, Backward time: 2.9812, DDP time: 0.0041, Total iter time: 6.0425 [2020-11-15 08:08:42,666][root][INFO] - ===> Epoch[159](4175/26): Loss 0.3111, Sem 0.3111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.479e-01 Score 90.246 Data time: 0.2743, Forward time: 2.3389, Backward time: 2.9777, DDP time: 0.0041, Total iter time: 5.6458 [2020-11-15 08:08:48,485][root][INFO] - ===> Epoch[159](4176/26): Loss 0.3003, Sem 0.3003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.479e-01 Score 89.791 Data time: 0.2049, Forward time: 2.3393, Backward time: 2.9779, DDP time: 0.0042, Total iter time: 5.7194 [2020-11-15 08:08:54,104][root][INFO] - ===> Epoch[159](4177/26): Loss 0.2530, Sem 0.2530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.479e-01 Score 92.137 Data time: 0.2108, Forward time: 2.3386, Backward time: 2.9782, DDP time: 0.0041, Total iter time: 5.5211 [2020-11-15 08:08:59,244][root][INFO] - ===> Epoch[159](4178/26): Loss 0.3052, Sem 0.3052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.478e-01 Score 90.225 Data time: 0.2428, Forward time: 2.3399, Backward time: 2.9740, DDP time: 0.0042, Total iter time: 5.0573 [2020-11-15 08:09:04,906][root][INFO] - ===> Epoch[159](4179/26): Loss 0.2660, Sem 0.2660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.478e-01 Score 91.280 Data time: 0.1953, Forward time: 2.3388, Backward time: 2.9748, DDP time: 0.0042, Total iter time: 5.5695 [2020-11-15 08:09:09,618][root][INFO] - ===> Epoch[159](4180/26): Loss 0.2931, Sem 0.2931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.477e-01 Score 91.397 Data time: 0.1886, Forward time: 2.3376, Backward time: 2.9708, DDP time: 0.0042, Total iter time: 4.5958 [2020-11-15 08:09:14,974][root][INFO] - ===> Epoch[159](4181/26): Loss 0.2762, Sem 0.2762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.477e-01 Score 91.174 Data time: 0.1959, Forward time: 2.3368, Backward time: 2.9697, DDP time: 0.0042, Total iter time: 5.2446 [2020-11-15 08:09:20,002][root][INFO] - ===> Epoch[159](4182/26): Loss 0.3047, Sem 0.3047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.477e-01 Score 90.387 Data time: 0.1598, Forward time: 2.3338, Backward time: 2.9693, DDP time: 0.0042, Total iter time: 4.9254 [2020-11-15 08:09:26,143][root][INFO] - ===> Epoch[160](4183/26): Loss 0.3159, Sem 0.3159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.476e-01 Score 90.501 Data time: 0.1898, Forward time: 2.3332, Backward time: 2.9724, DDP time: 0.0042, Total iter time: 6.0492 [2020-11-15 08:09:30,951][root][INFO] - ===> Epoch[160](4184/26): Loss 0.2408, Sem 0.2408, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.476e-01 Score 92.479 Data time: 0.2038, Forward time: 2.3311, Backward time: 2.9697, DDP time: 0.0042, Total iter time: 4.7032 [2020-11-15 08:09:37,214][root][INFO] - ===> Epoch[160](4185/26): Loss 0.2439, Sem 0.2439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.476e-01 Score 92.466 Data time: 0.2092, Forward time: 2.3281, Backward time: 2.9755, DDP time: 0.0042, Total iter time: 6.1701 [2020-11-15 08:09:42,740][root][INFO] - ===> Epoch[160](4186/26): Loss 0.3413, Sem 0.3413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.475e-01 Score 89.426 Data time: 0.1937, Forward time: 2.3270, Backward time: 2.9758, DDP time: 0.0042, Total iter time: 5.4227 [2020-11-15 08:09:48,974][root][INFO] - ===> Epoch[160](4187/26): Loss 0.3462, Sem 0.3462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.475e-01 Score 89.745 Data time: 0.2079, Forward time: 2.3271, Backward time: 2.9785, DDP time: 0.0042, Total iter time: 6.1330 [2020-11-15 08:09:55,081][root][INFO] - ===> Epoch[160](4188/26): Loss 0.2636, Sem 0.2636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.475e-01 Score 92.354 Data time: 0.2251, Forward time: 2.3291, Backward time: 2.9790, DDP time: 0.0042, Total iter time: 6.0035 [2020-11-15 08:10:00,545][root][INFO] - ===> Epoch[160](4189/26): Loss 0.2741, Sem 0.2741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.474e-01 Score 91.610 Data time: 0.2511, Forward time: 2.3315, Backward time: 2.9749, DDP time: 0.0042, Total iter time: 5.3448 [2020-11-15 08:10:06,796][root][INFO] - ===> Epoch[160](4190/26): Loss 0.2517, Sem 0.2517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.474e-01 Score 92.189 Data time: 0.2106, Forward time: 2.3324, Backward time: 2.9769, DDP time: 0.0042, Total iter time: 6.1462 [2020-11-15 08:10:12,666][root][INFO] - ===> Epoch[160](4191/26): Loss 0.2755, Sem 0.2755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.473e-01 Score 91.270 Data time: 0.2786, Forward time: 2.3351, Backward time: 2.9749, DDP time: 0.0042, Total iter time: 5.7589 [2020-11-15 08:10:17,382][root][INFO] - ===> Epoch[160](4192/26): Loss 0.2915, Sem 0.2915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.473e-01 Score 90.877 Data time: 0.1795, Forward time: 2.3335, Backward time: 2.9716, DDP time: 0.0042, Total iter time: 4.6051 [2020-11-15 08:10:23,824][root][INFO] - ===> Epoch[160](4193/26): Loss 0.2914, Sem 0.2914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.473e-01 Score 91.133 Data time: 0.2208, Forward time: 2.3338, Backward time: 2.9751, DDP time: 0.0042, Total iter time: 6.3452 [2020-11-15 08:10:29,878][root][INFO] - ===> Epoch[160](4194/26): Loss 0.3122, Sem 0.3122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.472e-01 Score 90.021 Data time: 0.2487, Forward time: 2.3354, Backward time: 2.9752, DDP time: 0.0042, Total iter time: 5.9509 [2020-11-15 08:10:36,838][root][INFO] - ===> Epoch[160](4195/26): Loss 0.2860, Sem 0.2860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.472e-01 Score 91.256 Data time: 0.2279, Forward time: 2.3363, Backward time: 2.9803, DDP time: 0.0042, Total iter time: 6.8365 [2020-11-15 08:10:43,484][root][INFO] - ===> Epoch[160](4196/26): Loss 0.2786, Sem 0.2786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.472e-01 Score 91.060 Data time: 0.3598, Forward time: 2.3420, Backward time: 2.9790, DDP time: 0.0042, Total iter time: 6.5302 [2020-11-15 08:10:49,646][root][INFO] - ===> Epoch[160](4197/26): Loss 0.2823, Sem 0.2823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.471e-01 Score 91.413 Data time: 0.2454, Forward time: 2.3430, Backward time: 2.9799, DDP time: 0.0042, Total iter time: 6.0292 [2020-11-15 08:10:55,923][root][INFO] - ===> Epoch[160](4198/26): Loss 0.2869, Sem 0.2869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.471e-01 Score 90.766 Data time: 0.2430, Forward time: 2.3445, Backward time: 2.9810, DDP time: 0.0042, Total iter time: 6.1658 [2020-11-15 08:11:01,868][root][INFO] - ===> Epoch[160](4199/26): Loss 0.3100, Sem 0.3100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.470e-01 Score 90.147 Data time: 0.1948, Forward time: 2.3444, Backward time: 2.9824, DDP time: 0.0042, Total iter time: 5.8468 [2020-11-15 08:11:06,837][root][INFO] - ===> Epoch[160](4200/26): Loss 0.3137, Sem 0.3137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.470e-01 Score 90.031 Data time: 0.1541, Forward time: 2.3417, Backward time: 2.9816, DDP time: 0.0042, Total iter time: 4.8696 [2020-11-15 08:11:11,907][root][INFO] - ===> Epoch[160](4201/26): Loss 0.2554, Sem 0.2554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.470e-01 Score 91.441 Data time: 0.2362, Forward time: 2.3425, Backward time: 2.9778, DDP time: 0.0042, Total iter time: 4.9877 [2020-11-15 08:11:17,774][root][INFO] - ===> Epoch[160](4202/26): Loss 0.2813, Sem 0.2813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.469e-01 Score 91.362 Data time: 0.2159, Forward time: 2.3421, Backward time: 2.9789, DDP time: 0.0042, Total iter time: 5.7606 [2020-11-15 08:11:22,335][root][INFO] - ===> Epoch[160](4203/26): Loss 0.2654, Sem 0.2654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.469e-01 Score 91.755 Data time: 0.2050, Forward time: 2.3421, Backward time: 2.9736, DDP time: 0.0042, Total iter time: 4.4587 [2020-11-15 08:11:28,610][root][INFO] - ===> Epoch[160](4204/26): Loss 0.2761, Sem 0.2761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.469e-01 Score 90.939 Data time: 0.1997, Forward time: 2.3413, Backward time: 2.9771, DDP time: 0.0042, Total iter time: 6.1745 [2020-11-15 08:11:34,345][root][INFO] - ===> Epoch[160](4205/26): Loss 0.2555, Sem 0.2555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.468e-01 Score 91.910 Data time: 0.1670, Forward time: 2.3385, Backward time: 2.9800, DDP time: 0.0042, Total iter time: 5.6324 [2020-11-15 08:11:41,036][root][INFO] - ===> Epoch[160](4206/26): Loss 0.2768, Sem 0.2768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.468e-01 Score 91.121 Data time: 0.2005, Forward time: 2.3380, Backward time: 2.9852, DDP time: 0.0042, Total iter time: 6.6082 [2020-11-15 08:11:46,195][root][INFO] - ===> Epoch[160](4207/26): Loss 0.2605, Sem 0.2605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.468e-01 Score 91.460 Data time: 0.1876, Forward time: 2.3366, Backward time: 2.9840, DDP time: 0.0042, Total iter time: 5.0591 [2020-11-15 08:11:52,735][root][INFO] - ===> Epoch[160](4208/26): Loss 0.3069, Sem 0.3069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.467e-01 Score 90.342 Data time: 0.2197, Forward time: 2.3371, Backward time: 2.9875, DDP time: 0.0042, Total iter time: 6.4419 [2020-11-15 08:11:58,130][root][INFO] - ===> Epoch[161](4209/26): Loss 0.2789, Sem 0.2789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.467e-01 Score 91.532 Data time: 0.2300, Forward time: 2.3362, Backward time: 2.9868, DDP time: 0.0043, Total iter time: 5.2872 [2020-11-15 08:12:02,994][root][INFO] - ===> Epoch[161](4210/26): Loss 0.3020, Sem 0.3020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.466e-01 Score 90.610 Data time: 0.2187, Forward time: 2.3366, Backward time: 2.9824, DDP time: 0.0043, Total iter time: 4.7572 [2020-11-15 08:12:08,737][root][INFO] - ===> Epoch[161](4211/26): Loss 0.2599, Sem 0.2599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.466e-01 Score 91.884 Data time: 0.2627, Forward time: 2.3397, Backward time: 2.9795, DDP time: 0.0042, Total iter time: 5.6290 [2020-11-15 08:12:16,124][root][INFO] - ===> Epoch[161](4212/26): Loss 0.2673, Sem 0.2673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.466e-01 Score 91.680 Data time: 0.1654, Forward time: 2.3382, Backward time: 2.9886, DDP time: 0.0042, Total iter time: 7.2645 [2020-11-15 08:12:21,347][root][INFO] - ===> Epoch[161](4213/26): Loss 0.2559, Sem 0.2559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.465e-01 Score 91.462 Data time: 0.2141, Forward time: 2.3384, Backward time: 2.9862, DDP time: 0.0042, Total iter time: 5.1211 [2020-11-15 08:12:27,223][root][INFO] - ===> Epoch[161](4214/26): Loss 0.2983, Sem 0.2983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.465e-01 Score 90.597 Data time: 0.2464, Forward time: 2.3388, Backward time: 2.9865, DDP time: 0.0043, Total iter time: 5.7772 [2020-11-15 08:12:33,479][root][INFO] - ===> Epoch[161](4215/26): Loss 0.2646, Sem 0.2646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.465e-01 Score 91.768 Data time: 0.1466, Forward time: 2.3354, Backward time: 2.9923, DDP time: 0.0043, Total iter time: 6.1426 [2020-11-15 08:12:39,030][root][INFO] - ===> Epoch[161](4216/26): Loss 0.3248, Sem 0.3248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.464e-01 Score 89.543 Data time: 0.2627, Forward time: 2.3376, Backward time: 2.9894, DDP time: 0.0043, Total iter time: 5.4697 [2020-11-15 08:12:44,952][root][INFO] - ===> Epoch[161](4217/26): Loss 0.2551, Sem 0.2551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.464e-01 Score 91.999 Data time: 0.2355, Forward time: 2.3392, Backward time: 2.9884, DDP time: 0.0043, Total iter time: 5.7956 [2020-11-15 08:12:50,695][root][INFO] - ===> Epoch[161](4218/26): Loss 0.2579, Sem 0.2579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.463e-01 Score 92.230 Data time: 0.1820, Forward time: 2.3381, Backward time: 2.9896, DDP time: 0.0043, Total iter time: 5.6364 [2020-11-15 08:12:56,556][root][INFO] - ===> Epoch[161](4219/26): Loss 0.2795, Sem 0.2795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.463e-01 Score 91.076 Data time: 0.1438, Forward time: 2.3348, Backward time: 2.9936, DDP time: 0.0043, Total iter time: 5.7630 [2020-11-15 08:13:02,881][root][INFO] - ===> Epoch[161](4220/26): Loss 0.2711, Sem 0.2711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.463e-01 Score 91.088 Data time: 0.2142, Forward time: 2.3348, Backward time: 2.9963, DDP time: 0.0043, Total iter time: 6.2207 [2020-11-15 08:13:08,229][root][INFO] - ===> Epoch[161](4221/26): Loss 0.2868, Sem 0.2868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.462e-01 Score 91.062 Data time: 0.1905, Forward time: 2.3332, Backward time: 2.9961, DDP time: 0.0043, Total iter time: 5.2067 [2020-11-15 08:13:12,926][root][INFO] - ===> Epoch[161](4222/26): Loss 0.2354, Sem 0.2354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.462e-01 Score 92.348 Data time: 0.2066, Forward time: 2.3330, Backward time: 2.9919, DDP time: 0.0043, Total iter time: 4.5925 [2020-11-15 08:13:18,678][root][INFO] - ===> Epoch[161](4223/26): Loss 0.2589, Sem 0.2589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.462e-01 Score 91.532 Data time: 0.1892, Forward time: 2.3319, Backward time: 2.9932, DDP time: 0.0043, Total iter time: 5.6543 [2020-11-15 08:13:25,299][root][INFO] - ===> Epoch[161](4224/26): Loss 0.2849, Sem 0.2849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.461e-01 Score 90.778 Data time: 0.3447, Forward time: 2.3366, Backward time: 2.9922, DDP time: 0.0043, Total iter time: 6.4997 [2020-11-15 08:13:30,767][root][INFO] - ===> Epoch[161](4225/26): Loss 0.2528, Sem 0.2528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.461e-01 Score 92.167 Data time: 0.2299, Forward time: 2.3378, Backward time: 2.9899, DDP time: 0.0043, Total iter time: 5.3486 [2020-11-15 08:13:36,450][root][INFO] - ===> Epoch[161](4226/26): Loss 0.3295, Sem 0.3295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.461e-01 Score 89.975 Data time: 0.1858, Forward time: 2.3373, Backward time: 2.9904, DDP time: 0.0043, Total iter time: 5.5657 [2020-11-15 08:13:41,591][root][INFO] - ===> Epoch[161](4227/26): Loss 0.2579, Sem 0.2579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.460e-01 Score 92.026 Data time: 0.1919, Forward time: 2.3363, Backward time: 2.9889, DDP time: 0.0043, Total iter time: 5.0277 [2020-11-15 08:13:49,089][root][INFO] - ===> Epoch[161](4228/26): Loss 0.2869, Sem 0.2869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.460e-01 Score 90.828 Data time: 0.1496, Forward time: 2.3332, Backward time: 2.9995, DDP time: 0.0043, Total iter time: 7.3920 [2020-11-15 08:13:53,993][root][INFO] - ===> Epoch[161](4229/26): Loss 0.2522, Sem 0.2522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.459e-01 Score 92.216 Data time: 0.2421, Forward time: 2.3342, Backward time: 2.9952, DDP time: 0.0043, Total iter time: 4.8230 [2020-11-15 08:13:58,662][root][INFO] - ===> Epoch[161](4230/26): Loss 0.2869, Sem 0.2869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.459e-01 Score 90.876 Data time: 0.1736, Forward time: 2.3334, Backward time: 2.9917, DDP time: 0.0043, Total iter time: 4.5666 [2020-11-15 08:14:03,866][root][INFO] - ===> Epoch[161](4231/26): Loss 0.2619, Sem 0.2619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.459e-01 Score 91.597 Data time: 0.1267, Forward time: 2.3296, Backward time: 2.9934, DDP time: 0.0043, Total iter time: 5.0986 [2020-11-15 08:14:08,376][root][INFO] - ===> Epoch[161](4232/26): Loss 0.2908, Sem 0.2908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.458e-01 Score 90.368 Data time: 0.1901, Forward time: 2.3287, Backward time: 2.9896, DDP time: 0.0043, Total iter time: 4.4498 [2020-11-15 08:14:14,187][root][INFO] - ===> Epoch[161](4233/26): Loss 0.2611, Sem 0.2611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.458e-01 Score 91.568 Data time: 0.1888, Forward time: 2.3274, Backward time: 2.9914, DDP time: 0.0043, Total iter time: 5.7139 [2020-11-15 08:14:19,249][root][INFO] - ===> Epoch[161](4234/26): Loss 0.2992, Sem 0.2992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.458e-01 Score 90.946 Data time: 0.2369, Forward time: 2.3287, Backward time: 2.9874, DDP time: 0.0043, Total iter time: 4.9719 [2020-11-15 08:14:25,155][root][INFO] - ===> Epoch[162](4235/26): Loss 0.2872, Sem 0.2872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.457e-01 Score 91.249 Data time: 0.2173, Forward time: 2.3298, Backward time: 2.9872, DDP time: 0.0043, Total iter time: 5.7881 [2020-11-15 08:14:31,242][root][INFO] - ===> Epoch[162](4236/26): Loss 0.2876, Sem 0.2876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.457e-01 Score 91.050 Data time: 0.2108, Forward time: 2.3295, Backward time: 2.9890, DDP time: 0.0043, Total iter time: 5.9698 [2020-11-15 08:14:36,961][root][INFO] - ===> Epoch[162](4237/26): Loss 0.2602, Sem 0.2602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.456e-01 Score 91.846 Data time: 0.2554, Forward time: 2.3320, Backward time: 2.9866, DDP time: 0.0043, Total iter time: 5.6114 [2020-11-15 08:14:42,045][root][INFO] - ===> Epoch[162](4238/26): Loss 0.2714, Sem 0.2714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.456e-01 Score 91.056 Data time: 0.1562, Forward time: 2.3296, Backward time: 2.9863, DDP time: 0.0043, Total iter time: 4.9567 [2020-11-15 08:14:47,731][root][INFO] - ===> Epoch[162](4239/26): Loss 0.2407, Sem 0.2407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.456e-01 Score 92.523 Data time: 0.2307, Forward time: 2.3306, Backward time: 2.9853, DDP time: 0.0043, Total iter time: 5.5931 [2020-11-15 08:14:54,659][root][INFO] - ===> Epoch[162](4240/26): Loss 0.2733, Sem 0.2733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.455e-01 Score 90.872 Data time: 0.2334, Forward time: 2.3313, Backward time: 2.9896, DDP time: 0.0043, Total iter time: 6.8270 [2020-11-15 08:15:01,378][root][INFO] - ===> Epoch[162](4241/26): Loss 0.2778, Sem 0.2778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.455e-01 Score 90.934 Data time: 0.2728, Forward time: 2.3345, Backward time: 2.9902, DDP time: 0.0043, Total iter time: 6.5945 [2020-11-15 08:15:06,693][root][INFO] - ===> Epoch[162](4242/26): Loss 0.2415, Sem 0.2415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.455e-01 Score 92.024 Data time: 0.1759, Forward time: 2.3326, Backward time: 2.9904, DDP time: 0.0043, Total iter time: 5.1942 [2020-11-15 08:15:12,800][root][INFO] - ===> Epoch[162](4243/26): Loss 0.2637, Sem 0.2637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.454e-01 Score 91.805 Data time: 0.2618, Forward time: 2.3324, Backward time: 2.9920, DDP time: 0.0043, Total iter time: 6.0119 [2020-11-15 08:15:18,229][root][INFO] - ===> Epoch[162](4244/26): Loss 0.2751, Sem 0.2751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.454e-01 Score 91.928 Data time: 0.2068, Forward time: 2.3327, Backward time: 2.9907, DDP time: 0.0043, Total iter time: 5.3219 [2020-11-15 08:15:23,825][root][INFO] - ===> Epoch[162](4245/26): Loss 0.2813, Sem 0.2813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.453e-01 Score 91.336 Data time: 0.1752, Forward time: 2.3293, Backward time: 2.9934, DDP time: 0.0043, Total iter time: 5.4836 [2020-11-15 08:15:28,803][root][INFO] - ===> Epoch[162](4246/26): Loss 0.2579, Sem 0.2579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.453e-01 Score 91.827 Data time: 0.1966, Forward time: 2.3290, Backward time: 2.9911, DDP time: 0.0043, Total iter time: 4.9100 [2020-11-15 08:15:34,119][root][INFO] - ===> Epoch[162](4247/26): Loss 0.2920, Sem 0.2920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.453e-01 Score 90.983 Data time: 0.1697, Forward time: 2.3267, Backward time: 2.9918, DDP time: 0.0043, Total iter time: 5.2203 [2020-11-15 08:15:39,916][root][INFO] - ===> Epoch[162](4248/26): Loss 0.2598, Sem 0.2598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.452e-01 Score 91.542 Data time: 0.1915, Forward time: 2.3257, Backward time: 2.9932, DDP time: 0.0043, Total iter time: 5.7182 [2020-11-15 08:15:44,121][root][INFO] - ===> Epoch[162](4249/26): Loss 0.2919, Sem 0.2919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.452e-01 Score 90.757 Data time: 0.1984, Forward time: 2.3254, Backward time: 2.9877, DDP time: 0.0043, Total iter time: 4.1140 [2020-11-15 08:15:49,358][root][INFO] - ===> Epoch[162](4250/26): Loss 0.2489, Sem 0.2489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.452e-01 Score 92.281 Data time: 0.1946, Forward time: 2.3252, Backward time: 2.9863, DDP time: 0.0043, Total iter time: 5.1393 [2020-11-15 08:15:54,699][root][INFO] - ===> Epoch[162](4251/26): Loss 0.3030, Sem 0.3030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.451e-01 Score 90.393 Data time: 0.2114, Forward time: 2.3253, Backward time: 2.9848, DDP time: 0.0043, Total iter time: 5.2485 [2020-11-15 08:16:01,036][root][INFO] - ===> Epoch[162](4252/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.451e-01 Score 91.584 Data time: 0.1955, Forward time: 2.3253, Backward time: 2.9875, DDP time: 0.0043, Total iter time: 6.2344 [2020-11-15 08:16:05,985][root][INFO] - ===> Epoch[162](4253/26): Loss 0.2537, Sem 0.2537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.451e-01 Score 91.875 Data time: 0.2178, Forward time: 2.3260, Backward time: 2.9840, DDP time: 0.0043, Total iter time: 4.8592 [2020-11-15 08:16:10,593][root][INFO] - ===> Epoch[162](4254/26): Loss 0.3051, Sem 0.3051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.450e-01 Score 90.491 Data time: 0.1963, Forward time: 2.3242, Backward time: 2.9815, DDP time: 0.0043, Total iter time: 4.4926 [2020-11-15 08:16:16,859][root][INFO] - ===> Epoch[162](4255/26): Loss 0.2796, Sem 0.2796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.450e-01 Score 91.805 Data time: 0.1473, Forward time: 2.3214, Backward time: 2.9867, DDP time: 0.0043, Total iter time: 6.2186 [2020-11-15 08:16:22,228][root][INFO] - ===> Epoch[162](4256/26): Loss 0.3093, Sem 0.3093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.449e-01 Score 90.416 Data time: 0.1976, Forward time: 2.3208, Backward time: 2.9864, DDP time: 0.0043, Total iter time: 5.3239 [2020-11-15 08:16:28,783][root][INFO] - ===> Epoch[162](4257/26): Loss 0.2824, Sem 0.2824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.449e-01 Score 91.152 Data time: 0.3620, Forward time: 2.3249, Backward time: 2.9853, DDP time: 0.0043, Total iter time: 6.4544 [2020-11-15 08:16:35,628][root][INFO] - ===> Epoch[162](4258/26): Loss 0.2708, Sem 0.2708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.449e-01 Score 91.601 Data time: 0.1868, Forward time: 2.3246, Backward time: 2.9899, DDP time: 0.0043, Total iter time: 6.7249 [2020-11-15 08:16:41,910][root][INFO] - ===> Epoch[162](4259/26): Loss 0.3304, Sem 0.3304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.448e-01 Score 90.104 Data time: 0.2111, Forward time: 2.3246, Backward time: 2.9921, DDP time: 0.0043, Total iter time: 6.1840 [2020-11-15 08:16:47,388][root][INFO] - ===> Epoch[162](4260/26): Loss 0.3136, Sem 0.3136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.448e-01 Score 90.104 Data time: 0.2271, Forward time: 2.3257, Backward time: 2.9901, DDP time: 0.0043, Total iter time: 5.3657 [2020-11-15 08:16:52,119][root][INFO] - ===> Epoch[163](4261/26): Loss 0.2971, Sem 0.2971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.448e-01 Score 90.545 Data time: 0.2214, Forward time: 2.3257, Backward time: 2.9866, DDP time: 0.0043, Total iter time: 4.6199 [2020-11-15 08:16:57,019][root][INFO] - ===> Epoch[163](4262/26): Loss 0.2922, Sem 0.2922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.447e-01 Score 90.954 Data time: 0.1668, Forward time: 2.3244, Backward time: 2.9850, DDP time: 0.0043, Total iter time: 4.8096 [2020-11-15 08:17:03,108][root][INFO] - ===> Epoch[163](4263/26): Loss 0.2804, Sem 0.2804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.447e-01 Score 90.750 Data time: 0.1669, Forward time: 2.3224, Backward time: 2.9884, DDP time: 0.0043, Total iter time: 5.9932 [2020-11-15 08:17:07,888][root][INFO] - ===> Epoch[163](4264/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.446e-01 Score 92.416 Data time: 0.1959, Forward time: 2.3215, Backward time: 2.9860, DDP time: 0.0043, Total iter time: 4.6649 [2020-11-15 08:17:12,698][root][INFO] - ===> Epoch[163](4265/26): Loss 0.2975, Sem 0.2975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.446e-01 Score 91.013 Data time: 0.2044, Forward time: 2.3210, Backward time: 2.9832, DDP time: 0.0043, Total iter time: 4.6946 [2020-11-15 08:17:17,561][root][INFO] - ===> Epoch[163](4266/26): Loss 0.2434, Sem 0.2434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.446e-01 Score 92.327 Data time: 0.1865, Forward time: 2.3201, Backward time: 2.9811, DDP time: 0.0043, Total iter time: 4.7459 [2020-11-15 08:17:24,108][root][INFO] - ===> Epoch[163](4267/26): Loss 0.3054, Sem 0.3054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.445e-01 Score 90.836 Data time: 0.1652, Forward time: 2.3185, Backward time: 2.9859, DDP time: 0.0043, Total iter time: 6.4556 [2020-11-15 08:17:30,010][root][INFO] - ===> Epoch[163](4268/26): Loss 0.2911, Sem 0.2911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.445e-01 Score 90.231 Data time: 0.2056, Forward time: 2.3181, Backward time: 2.9870, DDP time: 0.0043, Total iter time: 5.7910 [2020-11-15 08:17:36,863][root][INFO] - ===> Epoch[163](4269/26): Loss 0.3162, Sem 0.3162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.445e-01 Score 89.936 Data time: 0.2171, Forward time: 2.3180, Backward time: 2.9911, DDP time: 0.0043, Total iter time: 6.7418 [2020-11-15 08:17:43,061][root][INFO] - ===> Epoch[163](4270/26): Loss 0.2893, Sem 0.2893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.444e-01 Score 90.677 Data time: 0.2221, Forward time: 2.3191, Backward time: 2.9918, DDP time: 0.0043, Total iter time: 6.0773 [2020-11-15 08:17:48,691][root][INFO] - ===> Epoch[163](4271/26): Loss 0.2959, Sem 0.2959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.444e-01 Score 90.612 Data time: 0.2102, Forward time: 2.3196, Backward time: 2.9911, DDP time: 0.0043, Total iter time: 5.5075 [2020-11-15 08:17:54,848][root][INFO] - ===> Epoch[163](4272/26): Loss 0.3539, Sem 0.3539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.444e-01 Score 89.511 Data time: 0.1974, Forward time: 2.3174, Backward time: 2.9947, DDP time: 0.0043, Total iter time: 6.0337 [2020-11-15 08:18:00,477][root][INFO] - ===> Epoch[163](4273/26): Loss 0.2751, Sem 0.2751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.443e-01 Score 91.160 Data time: 0.2411, Forward time: 2.3185, Backward time: 2.9934, DDP time: 0.0043, Total iter time: 5.5453 [2020-11-15 08:18:05,849][root][INFO] - ===> Epoch[163](4274/26): Loss 0.3365, Sem 0.3365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.443e-01 Score 89.258 Data time: 0.1906, Forward time: 2.3178, Backward time: 2.9929, DDP time: 0.0043, Total iter time: 5.2480 [2020-11-15 08:18:11,565][root][INFO] - ===> Epoch[163](4275/26): Loss 0.2874, Sem 0.2874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.442e-01 Score 91.015 Data time: 0.2106, Forward time: 2.3176, Backward time: 2.9931, DDP time: 0.0043, Total iter time: 5.6052 [2020-11-15 08:18:17,360][root][INFO] - ===> Epoch[163](4276/26): Loss 0.2275, Sem 0.2275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.442e-01 Score 92.817 Data time: 0.1767, Forward time: 2.3160, Backward time: 2.9949, DDP time: 0.0043, Total iter time: 5.6662 [2020-11-15 08:18:23,371][root][INFO] - ===> Epoch[163](4277/26): Loss 0.2490, Sem 0.2490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.442e-01 Score 91.997 Data time: 0.2749, Forward time: 2.3189, Backward time: 2.9931, DDP time: 0.0044, Total iter time: 5.9167 [2020-11-15 08:18:29,058][root][INFO] - ===> Epoch[163](4278/26): Loss 0.2725, Sem 0.2725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.441e-01 Score 91.338 Data time: 0.2083, Forward time: 2.3191, Backward time: 2.9928, DDP time: 0.0044, Total iter time: 5.5599 [2020-11-15 08:18:34,482][root][INFO] - ===> Epoch[163](4279/26): Loss 0.2488, Sem 0.2488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.441e-01 Score 92.129 Data time: 0.1731, Forward time: 2.3180, Backward time: 2.9930, DDP time: 0.0044, Total iter time: 5.3105 [2020-11-15 08:18:39,439][root][INFO] - ===> Epoch[163](4280/26): Loss 0.2775, Sem 0.2775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.441e-01 Score 91.236 Data time: 0.1709, Forward time: 2.3165, Backward time: 2.9920, DDP time: 0.0044, Total iter time: 4.8749 [2020-11-15 08:18:44,451][root][INFO] - ===> Epoch[163](4281/26): Loss 0.2618, Sem 0.2618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.440e-01 Score 91.764 Data time: 0.2266, Forward time: 2.3158, Backward time: 2.9903, DDP time: 0.0044, Total iter time: 4.9240 [2020-11-15 08:18:49,682][root][INFO] - ===> Epoch[163](4282/26): Loss 0.2541, Sem 0.2541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.440e-01 Score 91.331 Data time: 0.1864, Forward time: 2.3152, Backward time: 2.9894, DDP time: 0.0044, Total iter time: 5.1243 [2020-11-15 08:18:54,553][root][INFO] - ===> Epoch[163](4283/26): Loss 0.2922, Sem 0.2922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.439e-01 Score 90.671 Data time: 0.1576, Forward time: 2.3135, Backward time: 2.9880, DDP time: 0.0044, Total iter time: 4.7722 [2020-11-15 08:18:59,635][root][INFO] - ===> Epoch[163](4284/26): Loss 0.2574, Sem 0.2574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.439e-01 Score 91.807 Data time: 0.1672, Forward time: 2.3116, Backward time: 2.9879, DDP time: 0.0044, Total iter time: 4.9886 [2020-11-15 08:19:05,034][root][INFO] - ===> Epoch[163](4285/26): Loss 0.2833, Sem 0.2833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.439e-01 Score 91.086 Data time: 0.2266, Forward time: 2.3121, Backward time: 2.9865, DDP time: 0.0044, Total iter time: 5.3178 [2020-11-15 08:19:09,930][root][INFO] - ===> Epoch[163](4286/26): Loss 0.3200, Sem 0.3200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.438e-01 Score 89.614 Data time: 0.1984, Forward time: 2.3116, Backward time: 2.9843, DDP time: 0.0044, Total iter time: 4.7757 [2020-11-15 08:19:16,034][root][INFO] - ===> Epoch[164](4287/26): Loss 0.2703, Sem 0.2703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.438e-01 Score 91.019 Data time: 0.2545, Forward time: 2.3136, Backward time: 2.9837, DDP time: 0.0044, Total iter time: 5.9832 [2020-11-15 08:19:21,033][root][INFO] - ===> Epoch[164](4288/26): Loss 0.2314, Sem 0.2314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.438e-01 Score 92.433 Data time: 0.2162, Forward time: 2.3140, Backward time: 2.9809, DDP time: 0.0044, Total iter time: 4.8628 [2020-11-15 08:19:26,518][root][INFO] - ===> Epoch[164](4289/26): Loss 0.2935, Sem 0.2935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.437e-01 Score 91.212 Data time: 0.2694, Forward time: 2.3159, Backward time: 2.9783, DDP time: 0.0044, Total iter time: 5.3532 [2020-11-15 08:19:33,078][root][INFO] - ===> Epoch[164](4290/26): Loss 0.3236, Sem 0.3236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.437e-01 Score 90.013 Data time: 0.3585, Forward time: 2.3192, Backward time: 2.9777, DDP time: 0.0044, Total iter time: 6.4540 [2020-11-15 08:19:39,732][root][INFO] - ===> Epoch[164](4291/26): Loss 0.2702, Sem 0.2702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.437e-01 Score 91.549 Data time: 0.2621, Forward time: 2.3216, Backward time: 2.9783, DDP time: 0.0044, Total iter time: 6.5162 [2020-11-15 08:19:45,301][root][INFO] - ===> Epoch[164](4292/26): Loss 0.3191, Sem 0.3191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.436e-01 Score 90.312 Data time: 0.1856, Forward time: 2.3198, Backward time: 2.9796, DDP time: 0.0044, Total iter time: 5.4438 [2020-11-15 08:19:51,395][root][INFO] - ===> Epoch[164](4293/26): Loss 0.2845, Sem 0.2845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.436e-01 Score 90.934 Data time: 0.2251, Forward time: 2.3196, Backward time: 2.9810, DDP time: 0.0044, Total iter time: 5.9932 [2020-11-15 08:19:57,614][root][INFO] - ===> Epoch[164](4294/26): Loss 0.2995, Sem 0.2995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.435e-01 Score 91.070 Data time: 0.2507, Forward time: 2.3213, Backward time: 2.9811, DDP time: 0.0044, Total iter time: 6.1137 [2020-11-15 08:20:03,001][root][INFO] - ===> Epoch[164](4295/26): Loss 0.2768, Sem 0.2768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.435e-01 Score 91.288 Data time: 0.2361, Forward time: 2.3212, Backward time: 2.9800, DDP time: 0.0044, Total iter time: 5.2739 [2020-11-15 08:20:09,182][root][INFO] - ===> Epoch[164](4296/26): Loss 0.2714, Sem 0.2714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.435e-01 Score 91.471 Data time: 0.2042, Forward time: 2.3206, Backward time: 2.9820, DDP time: 0.0044, Total iter time: 6.0748 [2020-11-15 08:20:16,567][root][INFO] - ===> Epoch[164](4297/26): Loss 0.3063, Sem 0.3063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.434e-01 Score 90.192 Data time: 0.3507, Forward time: 2.3239, Backward time: 2.9841, DDP time: 0.0044, Total iter time: 7.2977 [2020-11-15 08:20:22,203][root][INFO] - ===> Epoch[164](4298/26): Loss 0.2220, Sem 0.2220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.434e-01 Score 92.750 Data time: 0.2473, Forward time: 2.3257, Backward time: 2.9820, DDP time: 0.0044, Total iter time: 5.4921 [2020-11-15 08:20:27,766][root][INFO] - ===> Epoch[164](4299/26): Loss 0.2885, Sem 0.2885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.434e-01 Score 90.663 Data time: 0.2115, Forward time: 2.3259, Backward time: 2.9814, DDP time: 0.0044, Total iter time: 5.4430 [2020-11-15 08:20:32,914][root][INFO] - ===> Epoch[164](4300/26): Loss 0.2733, Sem 0.2733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.433e-01 Score 91.364 Data time: 0.1366, Forward time: 2.3232, Backward time: 2.9823, DDP time: 0.0044, Total iter time: 5.0440 [2020-11-15 08:20:38,629][root][INFO] - ===> Epoch[164](4301/26): Loss 0.2893, Sem 0.2893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.433e-01 Score 90.614 Data time: 0.2405, Forward time: 2.3238, Backward time: 2.9818, DDP time: 0.0044, Total iter time: 5.6372 [2020-11-15 08:20:43,692][root][INFO] - ===> Epoch[164](4302/26): Loss 0.3066, Sem 0.3066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.432e-01 Score 91.421 Data time: 0.2542, Forward time: 2.3249, Backward time: 2.9787, DDP time: 0.0044, Total iter time: 4.9639 [2020-11-15 08:20:49,980][root][INFO] - ===> Epoch[164](4303/26): Loss 0.2532, Sem 0.2532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.432e-01 Score 91.899 Data time: 0.1651, Forward time: 2.3234, Backward time: 2.9821, DDP time: 0.0044, Total iter time: 6.1818 [2020-11-15 08:20:55,858][root][INFO] - ===> Epoch[164](4304/26): Loss 0.2602, Sem 0.2602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.432e-01 Score 91.378 Data time: 0.2976, Forward time: 2.3256, Backward time: 2.9805, DDP time: 0.0044, Total iter time: 5.7935 [2020-11-15 08:21:03,014][root][INFO] - ===> Epoch[164](4305/26): Loss 0.3285, Sem 0.3285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.431e-01 Score 90.269 Data time: 0.3656, Forward time: 2.3300, Backward time: 2.9807, DDP time: 0.0044, Total iter time: 7.0641 [2020-11-15 08:21:09,953][root][INFO] - ===> Epoch[164](4306/26): Loss 0.2739, Sem 0.2739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.431e-01 Score 91.341 Data time: 0.2150, Forward time: 2.3305, Backward time: 2.9840, DDP time: 0.0044, Total iter time: 6.8128 [2020-11-15 08:21:15,759][root][INFO] - ===> Epoch[164](4307/26): Loss 0.2835, Sem 0.2835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.431e-01 Score 91.307 Data time: 0.2032, Forward time: 2.3296, Backward time: 2.9851, DDP time: 0.0044, Total iter time: 5.6959 [2020-11-15 08:21:21,226][root][INFO] - ===> Epoch[164](4308/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.430e-01 Score 91.733 Data time: 0.2098, Forward time: 2.3296, Backward time: 2.9844, DDP time: 0.0044, Total iter time: 5.3796 [2020-11-15 08:21:27,900][root][INFO] - ===> Epoch[164](4309/26): Loss 0.2541, Sem 0.2541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.430e-01 Score 92.007 Data time: 0.1698, Forward time: 2.3287, Backward time: 2.9884, DDP time: 0.0044, Total iter time: 6.5705 [2020-11-15 08:21:33,560][root][INFO] - ===> Epoch[164](4310/26): Loss 0.2784, Sem 0.2784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.430e-01 Score 91.056 Data time: 0.1772, Forward time: 2.3270, Backward time: 2.9899, DDP time: 0.0044, Total iter time: 5.5655 [2020-11-15 08:21:38,589][root][INFO] - ===> Epoch[164](4311/26): Loss 0.2585, Sem 0.2585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.429e-01 Score 91.449 Data time: 0.2460, Forward time: 2.3278, Backward time: 2.9870, DDP time: 0.0044, Total iter time: 4.9408 [2020-11-15 08:21:44,032][root][INFO] - ===> Epoch[164](4312/26): Loss 0.2659, Sem 0.2659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.429e-01 Score 91.578 Data time: 0.2300, Forward time: 2.3287, Backward time: 2.9853, DDP time: 0.0044, Total iter time: 5.3400 [2020-11-15 08:21:48,963][root][INFO] - ===> Epoch[165](4313/26): Loss 0.2706, Sem 0.2706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.428e-01 Score 91.672 Data time: 0.1580, Forward time: 2.3270, Backward time: 2.9847, DDP time: 0.0044, Total iter time: 4.8017 [2020-11-15 08:21:53,948][root][INFO] - ===> Epoch[165](4314/26): Loss 0.2504, Sem 0.2504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.428e-01 Score 92.144 Data time: 0.2250, Forward time: 2.3279, Backward time: 2.9817, DDP time: 0.0044, Total iter time: 4.9158 [2020-11-15 08:21:58,907][root][INFO] - ===> Epoch[165](4315/26): Loss 0.2739, Sem 0.2739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.428e-01 Score 91.092 Data time: 0.1819, Forward time: 2.3271, Backward time: 2.9803, DDP time: 0.0044, Total iter time: 4.8633 [2020-11-15 08:22:06,068][root][INFO] - ===> Epoch[165](4316/26): Loss 0.2821, Sem 0.2821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.427e-01 Score 91.529 Data time: 0.1997, Forward time: 2.3268, Backward time: 2.9851, DDP time: 0.0044, Total iter time: 7.0742 [2020-11-15 08:22:11,550][root][INFO] - ===> Epoch[165](4317/26): Loss 0.2848, Sem 0.2848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.427e-01 Score 90.884 Data time: 0.1959, Forward time: 2.3263, Backward time: 2.9849, DDP time: 0.0044, Total iter time: 5.3861 [2020-11-15 08:22:16,952][root][INFO] - ===> Epoch[165](4318/26): Loss 0.3029, Sem 0.3029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.427e-01 Score 90.675 Data time: 0.1540, Forward time: 2.3248, Backward time: 2.9856, DDP time: 0.0044, Total iter time: 5.2956 [2020-11-15 08:22:23,138][root][INFO] - ===> Epoch[165](4319/26): Loss 0.2597, Sem 0.2597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.426e-01 Score 91.341 Data time: 0.1847, Forward time: 2.3234, Backward time: 2.9885, DDP time: 0.0044, Total iter time: 6.1015 [2020-11-15 08:22:29,191][root][INFO] - ===> Epoch[165](4320/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.426e-01 Score 91.731 Data time: 0.2715, Forward time: 2.3252, Backward time: 2.9879, DDP time: 0.0044, Total iter time: 5.9722 [2020-11-15 08:22:33,858][root][INFO] - ===> Epoch[165](4321/26): Loss 0.2944, Sem 0.2944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.425e-01 Score 90.889 Data time: 0.1968, Forward time: 2.3248, Backward time: 2.9852, DDP time: 0.0044, Total iter time: 4.5574 [2020-11-15 08:22:40,480][root][INFO] - ===> Epoch[165](4322/26): Loss 0.2810, Sem 0.2810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.425e-01 Score 91.160 Data time: 0.2708, Forward time: 2.3266, Backward time: 2.9861, DDP time: 0.0044, Total iter time: 6.5106 [2020-11-15 08:22:46,262][root][INFO] - ===> Epoch[165](4323/26): Loss 0.2694, Sem 0.2694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.425e-01 Score 91.062 Data time: 0.2449, Forward time: 2.3279, Backward time: 2.9850, DDP time: 0.0044, Total iter time: 5.6479 [2020-11-15 08:22:52,390][root][INFO] - ===> Epoch[165](4324/26): Loss 0.2847, Sem 0.2847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.424e-01 Score 91.343 Data time: 0.3208, Forward time: 2.3302, Backward time: 2.9835, DDP time: 0.0044, Total iter time: 6.0001 [2020-11-15 08:22:57,101][root][INFO] - ===> Epoch[165](4325/26): Loss 0.2703, Sem 0.2703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.424e-01 Score 91.572 Data time: 0.2008, Forward time: 2.3300, Backward time: 2.9804, DDP time: 0.0044, Total iter time: 4.6126 [2020-11-15 08:23:02,534][root][INFO] - ===> Epoch[165](4326/26): Loss 0.3039, Sem 0.3039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.424e-01 Score 91.081 Data time: 0.2308, Forward time: 2.3308, Backward time: 2.9789, DDP time: 0.0044, Total iter time: 5.3417 [2020-11-15 08:23:08,031][root][INFO] - ===> Epoch[165](4327/26): Loss 0.2962, Sem 0.2962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.423e-01 Score 91.200 Data time: 0.1940, Forward time: 2.3302, Backward time: 2.9789, DDP time: 0.0044, Total iter time: 5.3856 [2020-11-15 08:23:14,728][root][INFO] - ===> Epoch[165](4328/26): Loss 0.2897, Sem 0.2897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.423e-01 Score 90.919 Data time: 0.2248, Forward time: 2.3298, Backward time: 2.9822, DDP time: 0.0044, Total iter time: 6.5963 [2020-11-15 08:23:20,035][root][INFO] - ===> Epoch[165](4329/26): Loss 0.2661, Sem 0.2661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.423e-01 Score 91.398 Data time: 0.2127, Forward time: 2.3296, Backward time: 2.9812, DDP time: 0.0044, Total iter time: 5.2019 [2020-11-15 08:23:25,653][root][INFO] - ===> Epoch[165](4330/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.422e-01 Score 91.645 Data time: 0.2288, Forward time: 2.3301, Backward time: 2.9805, DDP time: 0.0044, Total iter time: 5.5157 [2020-11-15 08:23:32,095][root][INFO] - ===> Epoch[165](4331/26): Loss 0.2763, Sem 0.2763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.422e-01 Score 91.360 Data time: 0.2116, Forward time: 2.3303, Backward time: 2.9823, DDP time: 0.0044, Total iter time: 6.3351 [2020-11-15 08:23:37,786][root][INFO] - ===> Epoch[165](4332/26): Loss 0.2418, Sem 0.2418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.421e-01 Score 92.408 Data time: 0.2257, Forward time: 2.3309, Backward time: 2.9818, DDP time: 0.0044, Total iter time: 5.5700 [2020-11-15 08:23:42,716][root][INFO] - ===> Epoch[165](4333/26): Loss 0.3108, Sem 0.3108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.421e-01 Score 90.604 Data time: 0.2149, Forward time: 2.3314, Backward time: 2.9790, DDP time: 0.0044, Total iter time: 4.8136 [2020-11-15 08:23:48,442][root][INFO] - ===> Epoch[165](4334/26): Loss 0.2860, Sem 0.2860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.421e-01 Score 90.950 Data time: 0.1996, Forward time: 2.3310, Backward time: 2.9794, DDP time: 0.0044, Total iter time: 5.5949 [2020-11-15 08:23:53,500][root][INFO] - ===> Epoch[165](4335/26): Loss 0.2503, Sem 0.2503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.420e-01 Score 91.873 Data time: 0.1993, Forward time: 2.3301, Backward time: 2.9784, DDP time: 0.0044, Total iter time: 4.9487 [2020-11-15 08:23:58,026][root][INFO] - ===> Epoch[165](4336/26): Loss 0.3247, Sem 0.3247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.420e-01 Score 90.173 Data time: 0.2043, Forward time: 2.3298, Backward time: 2.9754, DDP time: 0.0044, Total iter time: 4.4211 [2020-11-15 08:24:03,646][root][INFO] - ===> Epoch[165](4337/26): Loss 0.2805, Sem 0.2805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.420e-01 Score 91.644 Data time: 0.2176, Forward time: 2.3299, Backward time: 2.9751, DDP time: 0.0044, Total iter time: 5.5226 [2020-11-15 08:24:09,756][root][INFO] - ===> Epoch[165](4338/26): Loss 0.2528, Sem 0.2528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.419e-01 Score 91.237 Data time: 0.1705, Forward time: 2.3289, Backward time: 2.9773, DDP time: 0.0044, Total iter time: 6.0037 [2020-11-15 08:24:15,396][root][INFO] - ===> Epoch[166](4339/26): Loss 0.2938, Sem 0.2938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.419e-01 Score 90.936 Data time: 0.2209, Forward time: 2.3293, Backward time: 2.9768, DDP time: 0.0044, Total iter time: 5.5464 [2020-11-15 08:24:22,182][root][INFO] - ===> Epoch[166](4340/26): Loss 0.2689, Sem 0.2689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.418e-01 Score 91.744 Data time: 0.1803, Forward time: 2.3284, Backward time: 2.9807, DDP time: 0.0044, Total iter time: 6.6689 [2020-11-15 08:24:28,914][root][INFO] - ===> Epoch[166](4341/26): Loss 0.2319, Sem 0.2319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.418e-01 Score 92.703 Data time: 0.2273, Forward time: 2.3286, Backward time: 2.9835, DDP time: 0.0044, Total iter time: 6.6431 [2020-11-15 08:24:34,872][root][INFO] - ===> Epoch[166](4342/26): Loss 0.2351, Sem 0.2351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.418e-01 Score 92.539 Data time: 0.2688, Forward time: 2.3305, Backward time: 2.9823, DDP time: 0.0044, Total iter time: 5.8441 [2020-11-15 08:24:41,297][root][INFO] - ===> Epoch[166](4343/26): Loss 0.2619, Sem 0.2619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.417e-01 Score 91.490 Data time: 0.2976, Forward time: 2.3332, Backward time: 2.9815, DDP time: 0.0044, Total iter time: 6.3020 [2020-11-15 08:24:46,572][root][INFO] - ===> Epoch[166](4344/26): Loss 0.3139, Sem 0.3139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.417e-01 Score 90.424 Data time: 0.1955, Forward time: 2.3330, Backward time: 2.9805, DDP time: 0.0044, Total iter time: 5.1599 [2020-11-15 08:24:51,237][root][INFO] - ===> Epoch[166](4345/26): Loss 0.2763, Sem 0.2763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.417e-01 Score 91.876 Data time: 0.1793, Forward time: 2.3319, Backward time: 2.9786, DDP time: 0.0044, Total iter time: 4.5504 [2020-11-15 08:24:57,050][root][INFO] - ===> Epoch[166](4346/26): Loss 0.2507, Sem 0.2507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.416e-01 Score 92.107 Data time: 0.2688, Forward time: 2.3337, Backward time: 2.9771, DDP time: 0.0044, Total iter time: 5.7158 [2020-11-15 08:25:02,000][root][INFO] - ===> Epoch[166](4347/26): Loss 0.2277, Sem 0.2277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.416e-01 Score 92.887 Data time: 0.1984, Forward time: 2.3333, Backward time: 2.9753, DDP time: 0.0044, Total iter time: 4.8255 [2020-11-15 08:25:06,705][root][INFO] - ===> Epoch[166](4348/26): Loss 0.2828, Sem 0.2828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.416e-01 Score 90.684 Data time: 0.1761, Forward time: 2.3319, Backward time: 2.9740, DDP time: 0.0044, Total iter time: 4.6187 [2020-11-15 08:25:11,953][root][INFO] - ===> Epoch[166](4349/26): Loss 0.2866, Sem 0.2866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.415e-01 Score 91.275 Data time: 0.2010, Forward time: 2.3315, Backward time: 2.9733, DDP time: 0.0044, Total iter time: 5.1528 [2020-11-15 08:25:17,516][root][INFO] - ===> Epoch[166](4350/26): Loss 0.2777, Sem 0.2777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.415e-01 Score 91.095 Data time: 0.2336, Forward time: 2.3322, Backward time: 2.9722, DDP time: 0.0044, Total iter time: 5.4407 [2020-11-15 08:25:23,273][root][INFO] - ===> Epoch[166](4351/26): Loss 0.2565, Sem 0.2565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.414e-01 Score 91.650 Data time: 0.1244, Forward time: 2.3297, Backward time: 2.9749, DDP time: 0.0044, Total iter time: 5.6285 [2020-11-15 08:25:28,815][root][INFO] - ===> Epoch[166](4352/26): Loss 0.2573, Sem 0.2573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.414e-01 Score 91.870 Data time: 0.2252, Forward time: 2.3298, Backward time: 2.9745, DDP time: 0.0044, Total iter time: 5.4715 [2020-11-15 08:25:35,378][root][INFO] - ===> Epoch[166](4353/26): Loss 0.2624, Sem 0.2624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.414e-01 Score 91.889 Data time: 0.2215, Forward time: 2.3303, Backward time: 2.9763, DDP time: 0.0044, Total iter time: 6.4507 [2020-11-15 08:25:42,260][root][INFO] - ===> Epoch[166](4354/26): Loss 0.2547, Sem 0.2547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.413e-01 Score 91.729 Data time: 0.2078, Forward time: 2.3305, Backward time: 2.9793, DDP time: 0.0044, Total iter time: 6.7559 [2020-11-15 08:25:47,567][root][INFO] - ===> Epoch[166](4355/26): Loss 0.2698, Sem 0.2698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.413e-01 Score 91.373 Data time: 0.1789, Forward time: 2.3299, Backward time: 2.9789, DDP time: 0.0044, Total iter time: 5.2083 [2020-11-15 08:25:51,869][root][INFO] - ===> Epoch[166](4356/26): Loss 0.2695, Sem 0.2695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.413e-01 Score 91.567 Data time: 0.1405, Forward time: 2.3280, Backward time: 2.9771, DDP time: 0.0044, Total iter time: 4.1968 [2020-11-15 08:25:56,828][root][INFO] - ===> Epoch[166](4357/26): Loss 0.2349, Sem 0.2349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.412e-01 Score 92.011 Data time: 0.2107, Forward time: 2.3281, Backward time: 2.9751, DDP time: 0.0044, Total iter time: 4.8724 [2020-11-15 08:26:01,172][root][INFO] - ===> Epoch[166](4358/26): Loss 0.2403, Sem 0.2403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.412e-01 Score 92.591 Data time: 0.1726, Forward time: 2.3269, Backward time: 2.9727, DDP time: 0.0044, Total iter time: 4.2312 [2020-11-15 08:26:07,383][root][INFO] - ===> Epoch[166](4359/26): Loss 0.2671, Sem 0.2671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.411e-01 Score 91.794 Data time: 0.2173, Forward time: 2.3269, Backward time: 2.9741, DDP time: 0.0044, Total iter time: 6.1133 [2020-11-15 08:26:12,928][root][INFO] - ===> Epoch[166](4360/26): Loss 0.2307, Sem 0.2307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.411e-01 Score 93.137 Data time: 0.2401, Forward time: 2.3278, Backward time: 2.9728, DDP time: 0.0044, Total iter time: 5.4409 [2020-11-15 08:26:18,696][root][INFO] - ===> Epoch[166](4361/26): Loss 0.2498, Sem 0.2498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.411e-01 Score 92.042 Data time: 0.2044, Forward time: 2.3284, Backward time: 2.9724, DDP time: 0.0044, Total iter time: 5.6539 [2020-11-15 08:26:24,137][root][INFO] - ===> Epoch[166](4362/26): Loss 0.2585, Sem 0.2585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.410e-01 Score 92.190 Data time: 0.2060, Forward time: 2.3283, Backward time: 2.9719, DDP time: 0.0044, Total iter time: 5.3370 [2020-11-15 08:26:30,211][root][INFO] - ===> Epoch[166](4363/26): Loss 0.2329, Sem 0.2329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.410e-01 Score 92.706 Data time: 0.1978, Forward time: 2.3284, Backward time: 2.9730, DDP time: 0.0044, Total iter time: 5.9792 [2020-11-15 08:26:36,018][root][INFO] - ===> Epoch[166](4364/26): Loss 0.3004, Sem 0.3004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.410e-01 Score 90.694 Data time: 0.2109, Forward time: 2.3284, Backward time: 2.9732, DDP time: 0.0044, Total iter time: 5.6866 [2020-11-15 08:26:40,906][root][INFO] - ===> Epoch[167](4365/26): Loss 0.2564, Sem 0.2564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.409e-01 Score 91.562 Data time: 0.2328, Forward time: 2.3291, Backward time: 2.9704, DDP time: 0.0044, Total iter time: 4.7824 [2020-11-15 08:26:46,569][root][INFO] - ===> Epoch[167](4366/26): Loss 0.2556, Sem 0.2556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.409e-01 Score 91.635 Data time: 0.2178, Forward time: 2.3291, Backward time: 2.9702, DDP time: 0.0044, Total iter time: 5.5659 [2020-11-15 08:26:52,983][root][INFO] - ===> Epoch[167](4367/26): Loss 0.2469, Sem 0.2469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.409e-01 Score 92.206 Data time: 0.2701, Forward time: 2.3315, Backward time: 2.9697, DDP time: 0.0044, Total iter time: 6.2972 [2020-11-15 08:26:57,809][root][INFO] - ===> Epoch[167](4368/26): Loss 0.2953, Sem 0.2953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.408e-01 Score 90.059 Data time: 0.2078, Forward time: 2.3316, Backward time: 2.9673, DDP time: 0.0044, Total iter time: 4.7017 [2020-11-15 08:27:05,209][root][INFO] - ===> Epoch[167](4369/26): Loss 0.2561, Sem 0.2561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.408e-01 Score 92.219 Data time: 0.1936, Forward time: 2.3310, Backward time: 2.9723, DDP time: 0.0044, Total iter time: 7.2881 [2020-11-15 08:27:11,398][root][INFO] - ===> Epoch[167](4370/26): Loss 0.3085, Sem 0.3085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.407e-01 Score 90.826 Data time: 0.1953, Forward time: 2.3310, Backward time: 2.9737, DDP time: 0.0044, Total iter time: 6.0865 [2020-11-15 08:27:15,971][root][INFO] - ===> Epoch[167](4371/26): Loss 0.2650, Sem 0.2650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.407e-01 Score 91.640 Data time: 0.1444, Forward time: 2.3292, Backward time: 2.9726, DDP time: 0.0044, Total iter time: 4.4648 [2020-11-15 08:27:20,283][root][INFO] - ===> Epoch[167](4372/26): Loss 0.2639, Sem 0.2639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.407e-01 Score 91.664 Data time: 0.1768, Forward time: 2.3280, Backward time: 2.9703, DDP time: 0.0044, Total iter time: 4.2402 [2020-11-15 08:27:26,934][root][INFO] - ===> Epoch[167](4373/26): Loss 0.3162, Sem 0.3162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.406e-01 Score 90.058 Data time: 0.2340, Forward time: 2.3287, Backward time: 2.9722, DDP time: 0.0044, Total iter time: 6.5531 [2020-11-15 08:27:32,582][root][INFO] - ===> Epoch[167](4374/26): Loss 0.2605, Sem 0.2605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.406e-01 Score 91.650 Data time: 0.1922, Forward time: 2.3283, Backward time: 2.9724, DDP time: 0.0044, Total iter time: 5.5222 [2020-11-15 08:27:37,107][root][INFO] - ===> Epoch[167](4375/26): Loss 0.2779, Sem 0.2779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.406e-01 Score 91.725 Data time: 0.2030, Forward time: 2.3282, Backward time: 2.9694, DDP time: 0.0044, Total iter time: 4.4236 [2020-11-15 08:27:43,465][root][INFO] - ===> Epoch[167](4376/26): Loss 0.2579, Sem 0.2579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.405e-01 Score 91.922 Data time: 0.2198, Forward time: 2.3285, Backward time: 2.9709, DDP time: 0.0044, Total iter time: 6.2585 [2020-11-15 08:27:48,064][root][INFO] - ===> Epoch[167](4377/26): Loss 0.2734, Sem 0.2734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.405e-01 Score 91.001 Data time: 0.2203, Forward time: 2.3286, Backward time: 2.9680, DDP time: 0.0044, Total iter time: 4.4978 [2020-11-15 08:27:53,411][root][INFO] - ===> Epoch[167](4378/26): Loss 0.3214, Sem 0.3214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.404e-01 Score 89.640 Data time: 0.2324, Forward time: 2.3294, Backward time: 2.9664, DDP time: 0.0044, Total iter time: 5.2544 [2020-11-15 08:27:59,005][root][INFO] - ===> Epoch[167](4379/26): Loss 0.2719, Sem 0.2719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.404e-01 Score 91.531 Data time: 0.2382, Forward time: 2.3301, Backward time: 2.9655, DDP time: 0.0044, Total iter time: 5.4838 [2020-11-15 08:28:05,845][root][INFO] - ===> Epoch[167](4380/26): Loss 0.2540, Sem 0.2540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.404e-01 Score 92.051 Data time: 0.2034, Forward time: 2.3297, Backward time: 2.9687, DDP time: 0.0044, Total iter time: 6.7268 [2020-11-15 08:28:11,177][root][INFO] - ===> Epoch[167](4381/26): Loss 0.3109, Sem 0.3109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.403e-01 Score 90.203 Data time: 0.2290, Forward time: 2.3303, Backward time: 2.9673, DDP time: 0.0044, Total iter time: 5.2491 [2020-11-15 08:28:17,492][root][INFO] - ===> Epoch[167](4382/26): Loss 0.2655, Sem 0.2655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.403e-01 Score 91.780 Data time: 0.2007, Forward time: 2.3299, Backward time: 2.9693, DDP time: 0.0044, Total iter time: 6.2187 [2020-11-15 08:28:22,743][root][INFO] - ===> Epoch[167](4383/26): Loss 0.2483, Sem 0.2483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.403e-01 Score 92.216 Data time: 0.1968, Forward time: 2.3295, Backward time: 2.9686, DDP time: 0.0044, Total iter time: 5.1704 [2020-11-15 08:28:28,046][root][INFO] - ===> Epoch[167](4384/26): Loss 0.2966, Sem 0.2966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.402e-01 Score 90.472 Data time: 0.1771, Forward time: 2.3286, Backward time: 2.9687, DDP time: 0.0044, Total iter time: 5.2017 [2020-11-15 08:28:34,257][root][INFO] - ===> Epoch[167](4385/26): Loss 0.2728, Sem 0.2728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.402e-01 Score 90.874 Data time: 0.1960, Forward time: 2.3282, Backward time: 2.9705, DDP time: 0.0044, Total iter time: 6.1176 [2020-11-15 08:28:39,657][root][INFO] - ===> Epoch[167](4386/26): Loss 0.2805, Sem 0.2805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.401e-01 Score 91.221 Data time: 0.2400, Forward time: 2.3294, Backward time: 2.9686, DDP time: 0.0044, Total iter time: 5.3057 [2020-11-15 08:28:45,148][root][INFO] - ===> Epoch[167](4387/26): Loss 0.2582, Sem 0.2582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.401e-01 Score 91.658 Data time: 0.1405, Forward time: 2.3276, Backward time: 2.9699, DDP time: 0.0044, Total iter time: 5.3748 [2020-11-15 08:28:51,044][root][INFO] - ===> Epoch[167](4388/26): Loss 0.2667, Sem 0.2667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.401e-01 Score 91.740 Data time: 0.2587, Forward time: 2.3295, Backward time: 2.9687, DDP time: 0.0044, Total iter time: 5.8435 [2020-11-15 08:28:56,632][root][INFO] - ===> Epoch[167](4389/26): Loss 0.2601, Sem 0.2601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.400e-01 Score 91.501 Data time: 0.1765, Forward time: 2.3288, Backward time: 2.9692, DDP time: 0.0044, Total iter time: 5.4898 [2020-11-15 08:29:01,218][root][INFO] - ===> Epoch[167](4390/26): Loss 0.3105, Sem 0.3105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.400e-01 Score 89.739 Data time: 0.1717, Forward time: 2.3276, Backward time: 2.9678, DDP time: 0.0044, Total iter time: 4.4797 [2020-11-15 08:29:09,212][root][INFO] - ===> Epoch[168](4391/26): Loss 0.2890, Sem 0.2890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.400e-01 Score 91.039 Data time: 0.2912, Forward time: 2.3292, Backward time: 2.9718, DDP time: 0.0044, Total iter time: 7.9145 [2020-11-15 08:29:15,979][root][INFO] - ===> Epoch[168](4392/26): Loss 0.2813, Sem 0.2813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.399e-01 Score 91.295 Data time: 0.3612, Forward time: 2.3321, Backward time: 2.9713, DDP time: 0.0044, Total iter time: 6.6424 [2020-11-15 08:29:22,573][root][INFO] - ===> Epoch[168](4393/26): Loss 0.2894, Sem 0.2894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.399e-01 Score 90.809 Data time: 0.3170, Forward time: 2.3351, Backward time: 2.9704, DDP time: 0.0044, Total iter time: 6.4729 [2020-11-15 08:29:28,030][root][INFO] - ===> Epoch[168](4394/26): Loss 0.2424, Sem 0.2424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.399e-01 Score 92.280 Data time: 0.2025, Forward time: 2.3346, Backward time: 2.9703, DDP time: 0.0044, Total iter time: 5.3431 [2020-11-15 08:29:33,857][root][INFO] - ===> Epoch[168](4395/26): Loss 0.2847, Sem 0.2847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.398e-01 Score 90.933 Data time: 0.2560, Forward time: 2.3360, Backward time: 2.9692, DDP time: 0.0044, Total iter time: 5.7364 [2020-11-15 08:29:39,208][root][INFO] - ===> Epoch[168](4396/26): Loss 0.2817, Sem 0.2817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.398e-01 Score 91.127 Data time: 0.2492, Forward time: 2.3369, Backward time: 2.9673, DDP time: 0.0044, Total iter time: 5.2366 [2020-11-15 08:29:44,458][root][INFO] - ===> Epoch[168](4397/26): Loss 0.2738, Sem 0.2738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.397e-01 Score 91.445 Data time: 0.1877, Forward time: 2.3364, Backward time: 2.9665, DDP time: 0.0044, Total iter time: 5.1403 [2020-11-15 08:29:48,418][root][INFO] - ===> Epoch[168](4398/26): Loss 0.2500, Sem 0.2500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.397e-01 Score 92.687 Data time: 0.1610, Forward time: 2.3349, Backward time: 2.9638, DDP time: 0.0044, Total iter time: 3.8613 [2020-11-15 08:29:54,129][root][INFO] - ===> Epoch[168](4399/26): Loss 0.2391, Sem 0.2391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.397e-01 Score 92.593 Data time: 0.2589, Forward time: 2.3352, Backward time: 2.9636, DDP time: 0.0044, Total iter time: 5.6318 [2020-11-15 08:30:00,279][root][INFO] - ===> Epoch[168](4400/26): Loss 0.2721, Sem 0.2721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.396e-01 Score 91.587 Data time: 0.2002, Forward time: 2.3353, Backward time: 2.9646, DDP time: 0.0044, Total iter time: 6.0366 [2020-11-15 08:30:07,686][root][INFO] - ===> Epoch[168](4401/26): Loss 0.2901, Sem 0.2901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.396e-01 Score 91.105 Data time: 0.1493, Forward time: 2.3339, Backward time: 2.9701, DDP time: 0.0044, Total iter time: 7.2954 [2020-11-15 08:30:13,657][root][INFO] - ===> Epoch[168](4402/26): Loss 0.3114, Sem 0.3114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.396e-01 Score 90.840 Data time: 0.1691, Forward time: 2.3326, Backward time: 2.9722, DDP time: 0.0044, Total iter time: 5.8817 [2020-11-15 08:30:19,268][root][INFO] - ===> Epoch[168](4403/26): Loss 0.2550, Sem 0.2550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.395e-01 Score 92.053 Data time: 0.2190, Forward time: 2.3325, Backward time: 2.9721, DDP time: 0.0044, Total iter time: 5.5057 [2020-11-15 08:30:25,364][root][INFO] - ===> Epoch[168](4404/26): Loss 0.2809, Sem 0.2809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.395e-01 Score 90.968 Data time: 0.2822, Forward time: 2.3345, Backward time: 2.9710, DDP time: 0.0044, Total iter time: 5.9852 [2020-11-15 08:30:30,724][root][INFO] - ===> Epoch[168](4405/26): Loss 0.2750, Sem 0.2750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.394e-01 Score 91.531 Data time: 0.2055, Forward time: 2.3343, Backward time: 2.9704, DDP time: 0.0044, Total iter time: 5.2363 [2020-11-15 08:30:36,157][root][INFO] - ===> Epoch[168](4406/26): Loss 0.2862, Sem 0.2862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.394e-01 Score 91.092 Data time: 0.2158, Forward time: 2.3345, Backward time: 2.9696, DDP time: 0.0044, Total iter time: 5.3186 [2020-11-15 08:30:41,334][root][INFO] - ===> Epoch[168](4407/26): Loss 0.2809, Sem 0.2809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.394e-01 Score 91.506 Data time: 0.2225, Forward time: 2.3347, Backward time: 2.9681, DDP time: 0.0044, Total iter time: 5.0673 [2020-11-15 08:30:47,663][root][INFO] - ===> Epoch[168](4408/26): Loss 0.2700, Sem 0.2700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.393e-01 Score 91.366 Data time: 0.1765, Forward time: 2.3343, Backward time: 2.9701, DDP time: 0.0044, Total iter time: 6.2209 [2020-11-15 08:30:52,894][root][INFO] - ===> Epoch[168](4409/26): Loss 0.2625, Sem 0.2625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.393e-01 Score 92.257 Data time: 0.1810, Forward time: 2.3333, Backward time: 2.9700, DDP time: 0.0044, Total iter time: 5.1470 [2020-11-15 08:30:58,949][root][INFO] - ===> Epoch[168](4410/26): Loss 0.2551, Sem 0.2551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.393e-01 Score 92.032 Data time: 0.2109, Forward time: 2.3332, Backward time: 2.9711, DDP time: 0.0044, Total iter time: 5.9779 [2020-11-15 08:31:06,023][root][INFO] - ===> Epoch[168](4411/26): Loss 0.2558, Sem 0.2558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.392e-01 Score 91.770 Data time: 0.2063, Forward time: 2.3331, Backward time: 2.9743, DDP time: 0.0044, Total iter time: 6.9816 [2020-11-15 08:31:13,136][root][INFO] - ===> Epoch[168](4412/26): Loss 0.2388, Sem 0.2388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.392e-01 Score 92.451 Data time: 0.1732, Forward time: 2.3324, Backward time: 2.9784, DDP time: 0.0044, Total iter time: 7.0097 [2020-11-15 08:31:19,017][root][INFO] - ===> Epoch[168](4413/26): Loss 0.2406, Sem 0.2406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.392e-01 Score 92.531 Data time: 0.1994, Forward time: 2.3318, Backward time: 2.9794, DDP time: 0.0044, Total iter time: 5.7693 [2020-11-15 08:31:24,631][root][INFO] - ===> Epoch[168](4414/26): Loss 0.3003, Sem 0.3003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.391e-01 Score 90.612 Data time: 0.2557, Forward time: 2.3323, Backward time: 2.9786, DDP time: 0.0044, Total iter time: 5.5082 [2020-11-15 08:31:29,487][root][INFO] - ===> Epoch[168](4415/26): Loss 0.2759, Sem 0.2759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.391e-01 Score 91.484 Data time: 0.1827, Forward time: 2.3308, Backward time: 2.9781, DDP time: 0.0044, Total iter time: 4.7377 [2020-11-15 08:31:33,911][root][INFO] - ===> Epoch[168](4416/26): Loss 0.2886, Sem 0.2886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.390e-01 Score 90.842 Data time: 0.2045, Forward time: 2.3301, Backward time: 2.9759, DDP time: 0.0045, Total iter time: 4.3436 [2020-11-15 08:31:41,990][root][INFO] - ===> Epoch[169](4417/26): Loss 0.3093, Sem 0.3093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.390e-01 Score 90.752 Data time: 0.2448, Forward time: 2.3311, Backward time: 2.9804, DDP time: 0.0045, Total iter time: 7.9906 [2020-11-15 08:31:46,404][root][INFO] - ===> Epoch[169](4418/26): Loss 0.2501, Sem 0.2501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.390e-01 Score 92.290 Data time: 0.1035, Forward time: 2.3286, Backward time: 2.9803, DDP time: 0.0044, Total iter time: 4.3140 [2020-11-15 08:31:51,941][root][INFO] - ===> Epoch[169](4419/26): Loss 0.2661, Sem 0.2661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.389e-01 Score 91.500 Data time: 0.1986, Forward time: 2.3280, Backward time: 2.9806, DDP time: 0.0044, Total iter time: 5.4626 [2020-11-15 08:31:57,500][root][INFO] - ===> Epoch[169](4420/26): Loss 0.2660, Sem 0.2660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.389e-01 Score 91.393 Data time: 0.2051, Forward time: 2.3281, Backward time: 2.9802, DDP time: 0.0044, Total iter time: 5.4640 [2020-11-15 08:32:03,601][root][INFO] - ===> Epoch[169](4421/26): Loss 0.2906, Sem 0.2906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.389e-01 Score 91.062 Data time: 0.2233, Forward time: 2.3286, Backward time: 2.9805, DDP time: 0.0044, Total iter time: 5.9686 [2020-11-15 08:32:09,073][root][INFO] - ===> Epoch[169](4422/26): Loss 0.2640, Sem 0.2640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.388e-01 Score 91.715 Data time: 0.1728, Forward time: 2.3278, Backward time: 2.9808, DDP time: 0.0044, Total iter time: 5.3392 [2020-11-15 08:32:14,496][root][INFO] - ===> Epoch[169](4423/26): Loss 0.2591, Sem 0.2591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.388e-01 Score 91.900 Data time: 0.2036, Forward time: 2.3273, Backward time: 2.9806, DDP time: 0.0044, Total iter time: 5.3111 [2020-11-15 08:32:21,011][root][INFO] - ===> Epoch[169](4424/26): Loss 0.2363, Sem 0.2363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.387e-01 Score 92.416 Data time: 0.1865, Forward time: 2.3267, Backward time: 2.9831, DDP time: 0.0044, Total iter time: 6.4113 [2020-11-15 08:32:26,215][root][INFO] - ===> Epoch[169](4425/26): Loss 0.2589, Sem 0.2589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.387e-01 Score 91.407 Data time: 0.1681, Forward time: 2.3256, Backward time: 2.9829, DDP time: 0.0044, Total iter time: 5.1003 [2020-11-15 08:32:31,503][root][INFO] - ===> Epoch[169](4426/26): Loss 0.2841, Sem 0.2841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.387e-01 Score 91.072 Data time: 0.2437, Forward time: 2.3266, Backward time: 2.9810, DDP time: 0.0044, Total iter time: 5.1971 [2020-11-15 08:32:36,232][root][INFO] - ===> Epoch[169](4427/26): Loss 0.3012, Sem 0.3012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.386e-01 Score 90.648 Data time: 0.1866, Forward time: 2.3263, Backward time: 2.9792, DDP time: 0.0044, Total iter time: 4.6169 [2020-11-15 08:32:40,533][root][INFO] - ===> Epoch[169](4428/26): Loss 0.3070, Sem 0.3070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.386e-01 Score 89.982 Data time: 0.1576, Forward time: 2.3250, Backward time: 2.9774, DDP time: 0.0044, Total iter time: 4.2068 [2020-11-15 08:32:45,964][root][INFO] - ===> Epoch[169](4429/26): Loss 0.2638, Sem 0.2638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.386e-01 Score 91.550 Data time: 0.2063, Forward time: 2.3251, Backward time: 2.9769, DDP time: 0.0044, Total iter time: 5.3458 [2020-11-15 08:32:50,979][root][INFO] - ===> Epoch[169](4430/26): Loss 0.2786, Sem 0.2786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.385e-01 Score 91.213 Data time: 0.1861, Forward time: 2.3247, Backward time: 2.9758, DDP time: 0.0044, Total iter time: 4.9017 [2020-11-15 08:32:56,232][root][INFO] - ===> Epoch[169](4431/26): Loss 0.2515, Sem 0.2515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.385e-01 Score 91.754 Data time: 0.2156, Forward time: 2.3252, Backward time: 2.9744, DDP time: 0.0044, Total iter time: 5.1548 [2020-11-15 08:33:01,842][root][INFO] - ===> Epoch[169](4432/26): Loss 0.3030, Sem 0.3030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.385e-01 Score 90.338 Data time: 0.1231, Forward time: 2.3231, Backward time: 2.9767, DDP time: 0.0044, Total iter time: 5.5081 [2020-11-15 08:33:08,487][root][INFO] - ===> Epoch[169](4433/26): Loss 0.2505, Sem 0.2505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.384e-01 Score 91.627 Data time: 0.2553, Forward time: 2.3241, Backward time: 2.9779, DDP time: 0.0044, Total iter time: 6.5980 [2020-11-15 08:33:14,159][root][INFO] - ===> Epoch[169](4434/26): Loss 0.2799, Sem 0.2799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.384e-01 Score 91.416 Data time: 0.1765, Forward time: 2.3238, Backward time: 2.9783, DDP time: 0.0044, Total iter time: 5.5496 [2020-11-15 08:33:19,938][root][INFO] - ===> Epoch[169](4435/26): Loss 0.2576, Sem 0.2576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.383e-01 Score 91.716 Data time: 0.1523, Forward time: 2.3224, Backward time: 2.9799, DDP time: 0.0044, Total iter time: 5.6798 [2020-11-15 08:33:25,572][root][INFO] - ===> Epoch[169](4436/26): Loss 0.2107, Sem 0.2107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.383e-01 Score 93.328 Data time: 0.1808, Forward time: 2.3217, Backward time: 2.9805, DDP time: 0.0045, Total iter time: 5.5422 [2020-11-15 08:33:31,503][root][INFO] - ===> Epoch[169](4437/26): Loss 0.3010, Sem 0.3010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.383e-01 Score 90.709 Data time: 0.1671, Forward time: 2.3206, Backward time: 2.9820, DDP time: 0.0045, Total iter time: 5.8305 [2020-11-15 08:33:36,490][root][INFO] - ===> Epoch[169](4438/26): Loss 0.2283, Sem 0.2283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.382e-01 Score 92.804 Data time: 0.2187, Forward time: 2.3210, Backward time: 2.9801, DDP time: 0.0044, Total iter time: 4.8937 [2020-11-15 08:33:42,247][root][INFO] - ===> Epoch[169](4439/26): Loss 0.2437, Sem 0.2437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.382e-01 Score 92.498 Data time: 0.2618, Forward time: 2.3211, Backward time: 2.9800, DDP time: 0.0044, Total iter time: 5.6519 [2020-11-15 08:33:47,783][root][INFO] - ===> Epoch[169](4440/26): Loss 0.2820, Sem 0.2820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.382e-01 Score 90.952 Data time: 0.2711, Forward time: 2.3212, Backward time: 2.9793, DDP time: 0.0044, Total iter time: 5.4229 [2020-11-15 08:33:54,406][root][INFO] - ===> Epoch[169](4441/26): Loss 0.3249, Sem 0.3249, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.381e-01 Score 89.848 Data time: 0.3633, Forward time: 2.3236, Backward time: 2.9788, DDP time: 0.0044, Total iter time: 6.5131 [2020-11-15 08:34:00,787][root][INFO] - ===> Epoch[169](4442/26): Loss 0.2440, Sem 0.2440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.381e-01 Score 92.233 Data time: 0.3490, Forward time: 2.3259, Backward time: 2.9779, DDP time: 0.0044, Total iter time: 6.2841 [2020-11-15 08:34:05,876][root][INFO] - ===> Epoch[170](4443/26): Loss 0.3169, Sem 0.3169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.380e-01 Score 90.226 Data time: 0.2367, Forward time: 2.3262, Backward time: 2.9762, DDP time: 0.0044, Total iter time: 4.9531 [2020-11-15 08:34:13,063][root][INFO] - ===> Epoch[170](4444/26): Loss 0.2829, Sem 0.2829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.380e-01 Score 90.981 Data time: 0.2140, Forward time: 2.3263, Backward time: 2.9793, DDP time: 0.0044, Total iter time: 7.0820 [2020-11-15 08:34:18,112][root][INFO] - ===> Epoch[170](4445/26): Loss 0.2659, Sem 0.2659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.380e-01 Score 92.080 Data time: 0.1988, Forward time: 2.3262, Backward time: 2.9780, DDP time: 0.0044, Total iter time: 4.9297 [2020-11-15 08:34:22,890][root][INFO] - ===> Epoch[170](4446/26): Loss 0.2900, Sem 0.2900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.379e-01 Score 90.995 Data time: 0.2165, Forward time: 2.3264, Backward time: 2.9759, DDP time: 0.0044, Total iter time: 4.6539 [2020-11-15 08:34:28,137][root][INFO] - ===> Epoch[170](4447/26): Loss 0.2428, Sem 0.2428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.379e-01 Score 92.593 Data time: 0.2044, Forward time: 2.3261, Backward time: 2.9750, DDP time: 0.0044, Total iter time: 5.1285 [2020-11-15 08:34:33,509][root][INFO] - ===> Epoch[170](4448/26): Loss 0.2700, Sem 0.2700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.379e-01 Score 91.802 Data time: 0.1897, Forward time: 2.3256, Backward time: 2.9748, DDP time: 0.0044, Total iter time: 5.2776 [2020-11-15 08:34:39,618][root][INFO] - ===> Epoch[170](4449/26): Loss 0.2578, Sem 0.2578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.378e-01 Score 91.960 Data time: 0.2095, Forward time: 2.3252, Backward time: 2.9761, DDP time: 0.0044, Total iter time: 6.0295 [2020-11-15 08:34:45,031][root][INFO] - ===> Epoch[170](4450/26): Loss 0.2720, Sem 0.2720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.378e-01 Score 91.097 Data time: 0.2417, Forward time: 2.3257, Backward time: 2.9751, DDP time: 0.0044, Total iter time: 5.2988 [2020-11-15 08:34:50,457][root][INFO] - ===> Epoch[170](4451/26): Loss 0.2721, Sem 0.2721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.378e-01 Score 91.936 Data time: 0.2266, Forward time: 2.3257, Backward time: 2.9745, DDP time: 0.0044, Total iter time: 5.3221 [2020-11-15 08:34:57,375][root][INFO] - ===> Epoch[170](4452/26): Loss 0.3119, Sem 0.3119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.377e-01 Score 90.486 Data time: 0.2566, Forward time: 2.3265, Backward time: 2.9763, DDP time: 0.0044, Total iter time: 6.8334 [2020-11-15 08:35:02,869][root][INFO] - ===> Epoch[170](4453/26): Loss 0.2710, Sem 0.2710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.377e-01 Score 91.569 Data time: 0.2491, Forward time: 2.3272, Backward time: 2.9750, DDP time: 0.0044, Total iter time: 5.3496 [2020-11-15 08:35:08,332][root][INFO] - ===> Epoch[170](4454/26): Loss 0.2289, Sem 0.2289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.376e-01 Score 92.615 Data time: 0.2198, Forward time: 2.3276, Backward time: 2.9741, DDP time: 0.0044, Total iter time: 5.3532 [2020-11-15 08:35:13,710][root][INFO] - ===> Epoch[170](4455/26): Loss 0.2637, Sem 0.2637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.376e-01 Score 91.481 Data time: 0.2099, Forward time: 2.3277, Backward time: 2.9734, DDP time: 0.0044, Total iter time: 5.2604 [2020-11-15 08:35:19,241][root][INFO] - ===> Epoch[170](4456/26): Loss 0.2197, Sem 0.2197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.376e-01 Score 92.921 Data time: 0.1503, Forward time: 2.3264, Backward time: 2.9744, DDP time: 0.0045, Total iter time: 5.4021 [2020-11-15 08:35:25,098][root][INFO] - ===> Epoch[170](4457/26): Loss 0.3062, Sem 0.3062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.375e-01 Score 90.778 Data time: 0.2303, Forward time: 2.3266, Backward time: 2.9745, DDP time: 0.0045, Total iter time: 5.7691 [2020-11-15 08:35:30,574][root][INFO] - ===> Epoch[170](4458/26): Loss 0.2795, Sem 0.2795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.375e-01 Score 91.331 Data time: 0.1687, Forward time: 2.3257, Backward time: 2.9751, DDP time: 0.0045, Total iter time: 5.3689 [2020-11-15 08:35:36,648][root][INFO] - ===> Epoch[170](4459/26): Loss 0.2742, Sem 0.2742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.375e-01 Score 91.138 Data time: 0.2329, Forward time: 2.3263, Backward time: 2.9753, DDP time: 0.0045, Total iter time: 5.9874 [2020-11-15 08:35:42,376][root][INFO] - ===> Epoch[170](4460/26): Loss 0.2832, Sem 0.2832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.374e-01 Score 91.517 Data time: 0.2261, Forward time: 2.3269, Backward time: 2.9748, DDP time: 0.0045, Total iter time: 5.6264 [2020-11-15 08:35:47,308][root][INFO] - ===> Epoch[170](4461/26): Loss 0.2841, Sem 0.2841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.374e-01 Score 91.607 Data time: 0.2280, Forward time: 2.3267, Backward time: 2.9733, DDP time: 0.0045, Total iter time: 4.8354 [2020-11-15 08:35:52,360][root][INFO] - ===> Epoch[170](4462/26): Loss 0.2875, Sem 0.2875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.373e-01 Score 90.608 Data time: 0.2284, Forward time: 2.3271, Backward time: 2.9717, DDP time: 0.0045, Total iter time: 4.9576 [2020-11-15 08:35:58,297][root][INFO] - ===> Epoch[170](4463/26): Loss 0.2657, Sem 0.2657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.373e-01 Score 91.469 Data time: 0.2064, Forward time: 2.3276, Backward time: 2.9718, DDP time: 0.0045, Total iter time: 5.8255 [2020-11-15 08:36:04,815][root][INFO] - ===> Epoch[170](4464/26): Loss 0.2773, Sem 0.2773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.373e-01 Score 91.197 Data time: 0.1542, Forward time: 2.3264, Backward time: 2.9747, DDP time: 0.0045, Total iter time: 6.4136 [2020-11-15 08:36:10,876][root][INFO] - ===> Epoch[170](4465/26): Loss 0.2527, Sem 0.2527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.372e-01 Score 91.898 Data time: 0.2142, Forward time: 2.3260, Backward time: 2.9759, DDP time: 0.0045, Total iter time: 5.9732 [2020-11-15 08:36:16,508][root][INFO] - ===> Epoch[170](4466/26): Loss 0.2508, Sem 0.2508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.372e-01 Score 91.711 Data time: 0.1611, Forward time: 2.3248, Backward time: 2.9770, DDP time: 0.0045, Total iter time: 5.5356 [2020-11-15 08:36:22,765][root][INFO] - ===> Epoch[170](4467/26): Loss 0.3168, Sem 0.3168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.372e-01 Score 89.942 Data time: 0.1933, Forward time: 2.3249, Backward time: 2.9782, DDP time: 0.0045, Total iter time: 6.1874 [2020-11-15 08:36:29,805][root][INFO] - ===> Epoch[170](4468/26): Loss 0.2822, Sem 0.2822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.371e-01 Score 90.929 Data time: 0.1413, Forward time: 2.3231, Backward time: 2.9827, DDP time: 0.0045, Total iter time: 6.9347 [2020-11-15 08:36:34,615][root][INFO] - ===> Epoch[171](4469/26): Loss 0.2759, Sem 0.2759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.371e-01 Score 90.854 Data time: 0.2099, Forward time: 2.3231, Backward time: 2.9810, DDP time: 0.0045, Total iter time: 4.7331 [2020-11-15 08:36:39,941][root][INFO] - ===> Epoch[171](4470/26): Loss 0.3173, Sem 0.3173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.370e-01 Score 90.228 Data time: 0.1677, Forward time: 2.3224, Backward time: 2.9810, DDP time: 0.0045, Total iter time: 5.2256 [2020-11-15 08:36:44,787][root][INFO] - ===> Epoch[171](4471/26): Loss 0.2785, Sem 0.2785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.370e-01 Score 91.251 Data time: 0.2297, Forward time: 2.3227, Backward time: 2.9789, DDP time: 0.0045, Total iter time: 4.7397 [2020-11-15 08:36:50,011][root][INFO] - ===> Epoch[171](4472/26): Loss 0.2582, Sem 0.2582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.370e-01 Score 92.304 Data time: 0.1951, Forward time: 2.3225, Backward time: 2.9782, DDP time: 0.0045, Total iter time: 5.1013 [2020-11-15 08:36:55,709][root][INFO] - ===> Epoch[171](4473/26): Loss 0.3537, Sem 0.3537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.369e-01 Score 89.729 Data time: 0.1556, Forward time: 2.3214, Backward time: 2.9794, DDP time: 0.0045, Total iter time: 5.5868 [2020-11-15 08:37:00,602][root][INFO] - ===> Epoch[171](4474/26): Loss 0.2612, Sem 0.2612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.369e-01 Score 91.852 Data time: 0.2188, Forward time: 2.3216, Backward time: 2.9776, DDP time: 0.0045, Total iter time: 4.8097 [2020-11-15 08:37:06,155][root][INFO] - ===> Epoch[171](4475/26): Loss 0.3093, Sem 0.3093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.369e-01 Score 90.168 Data time: 0.2134, Forward time: 2.3218, Backward time: 2.9771, DDP time: 0.0045, Total iter time: 5.4361 [2020-11-15 08:37:11,826][root][INFO] - ===> Epoch[171](4476/26): Loss 0.2988, Sem 0.2988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.368e-01 Score 90.850 Data time: 0.2357, Forward time: 2.3214, Backward time: 2.9773, DDP time: 0.0045, Total iter time: 5.5733 [2020-11-15 08:37:18,629][root][INFO] - ===> Epoch[171](4477/26): Loss 0.2734, Sem 0.2734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.368e-01 Score 91.165 Data time: 0.2189, Forward time: 2.3215, Backward time: 2.9795, DDP time: 0.0045, Total iter time: 6.7077 [2020-11-15 08:37:23,515][root][INFO] - ===> Epoch[171](4478/26): Loss 0.2634, Sem 0.2634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.368e-01 Score 91.576 Data time: 0.2596, Forward time: 2.3221, Backward time: 2.9772, DDP time: 0.0045, Total iter time: 4.7827 [2020-11-15 08:37:28,388][root][INFO] - ===> Epoch[171](4479/26): Loss 0.2635, Sem 0.2635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.367e-01 Score 91.856 Data time: 0.1889, Forward time: 2.3217, Backward time: 2.9760, DDP time: 0.0045, Total iter time: 4.7689 [2020-11-15 08:37:33,649][root][INFO] - ===> Epoch[171](4480/26): Loss 0.2875, Sem 0.2875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.367e-01 Score 91.289 Data time: 0.2223, Forward time: 2.3220, Backward time: 2.9749, DDP time: 0.0045, Total iter time: 5.1627 [2020-11-15 08:37:41,230][root][INFO] - ===> Epoch[171](4481/26): Loss 0.3005, Sem 0.3005, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.366e-01 Score 90.795 Data time: 0.1646, Forward time: 2.3211, Backward time: 2.9795, DDP time: 0.0045, Total iter time: 7.4808 [2020-11-15 08:37:47,567][root][INFO] - ===> Epoch[171](4482/26): Loss 0.2885, Sem 0.2885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.366e-01 Score 90.871 Data time: 0.2616, Forward time: 2.3219, Backward time: 2.9800, DDP time: 0.0045, Total iter time: 6.2488 [2020-11-15 08:37:52,566][root][INFO] - ===> Epoch[171](4483/26): Loss 0.2920, Sem 0.2920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.366e-01 Score 90.528 Data time: 0.2497, Forward time: 2.3225, Backward time: 2.9780, DDP time: 0.0045, Total iter time: 4.8779 [2020-11-15 08:37:58,749][root][INFO] - ===> Epoch[171](4484/26): Loss 0.2881, Sem 0.2881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.365e-01 Score 90.693 Data time: 0.2976, Forward time: 2.3244, Backward time: 2.9771, DDP time: 0.0045, Total iter time: 6.0871 [2020-11-15 08:38:05,488][root][INFO] - ===> Epoch[171](4485/26): Loss 0.2631, Sem 0.2631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.365e-01 Score 91.670 Data time: 0.1802, Forward time: 2.3237, Backward time: 2.9799, DDP time: 0.0045, Total iter time: 6.6283 [2020-11-15 08:38:12,386][root][INFO] - ===> Epoch[171](4486/26): Loss 0.2409, Sem 0.2409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.365e-01 Score 92.472 Data time: 0.3922, Forward time: 2.3261, Backward time: 2.9796, DDP time: 0.0045, Total iter time: 6.7951 [2020-11-15 08:38:17,922][root][INFO] - ===> Epoch[171](4487/26): Loss 0.2578, Sem 0.2578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.364e-01 Score 91.561 Data time: 0.2641, Forward time: 2.3273, Backward time: 2.9781, DDP time: 0.0045, Total iter time: 5.4127 [2020-11-15 08:38:23,792][root][INFO] - ===> Epoch[171](4488/26): Loss 0.2486, Sem 0.2486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.364e-01 Score 91.871 Data time: 0.2804, Forward time: 2.3289, Backward time: 2.9769, DDP time: 0.0045, Total iter time: 5.7809 [2020-11-15 08:38:30,695][root][INFO] - ===> Epoch[171](4489/26): Loss 0.2468, Sem 0.2468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.363e-01 Score 92.245 Data time: 0.2347, Forward time: 2.3293, Backward time: 2.9788, DDP time: 0.0045, Total iter time: 6.7814 [2020-11-15 08:38:35,592][root][INFO] - ===> Epoch[171](4490/26): Loss 0.2610, Sem 0.2610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.363e-01 Score 91.409 Data time: 0.2408, Forward time: 2.3297, Backward time: 2.9767, DDP time: 0.0045, Total iter time: 4.8063 [2020-11-15 08:38:40,701][root][INFO] - ===> Epoch[171](4491/26): Loss 0.2918, Sem 0.2918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.363e-01 Score 90.355 Data time: 0.2105, Forward time: 2.3297, Backward time: 2.9755, DDP time: 0.0045, Total iter time: 5.0088 [2020-11-15 08:38:45,619][root][INFO] - ===> Epoch[171](4492/26): Loss 0.2331, Sem 0.2331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.362e-01 Score 92.652 Data time: 0.2091, Forward time: 2.3296, Backward time: 2.9741, DDP time: 0.0045, Total iter time: 4.8273 [2020-11-15 08:38:51,740][root][INFO] - ===> Epoch[171](4493/26): Loss 0.2480, Sem 0.2480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.362e-01 Score 92.420 Data time: 0.2174, Forward time: 2.3299, Backward time: 2.9748, DDP time: 0.0045, Total iter time: 6.0248 [2020-11-15 08:38:56,739][root][INFO] - ===> Epoch[171](4494/26): Loss 0.2878, Sem 0.2878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.362e-01 Score 91.501 Data time: 0.1889, Forward time: 2.3292, Backward time: 2.9740, DDP time: 0.0045, Total iter time: 4.8818 [2020-11-15 08:39:02,220][root][INFO] - ===> Epoch[172](4495/26): Loss 0.2364, Sem 0.2364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.361e-01 Score 92.115 Data time: 0.2841, Forward time: 2.3302, Backward time: 2.9724, DDP time: 0.0045, Total iter time: 5.3734 [2020-11-15 08:39:06,995][root][INFO] - ===> Epoch[172](4496/26): Loss 0.2570, Sem 0.2570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.361e-01 Score 92.365 Data time: 0.1861, Forward time: 2.3296, Backward time: 2.9712, DDP time: 0.0045, Total iter time: 4.6626 [2020-11-15 08:39:12,520][root][INFO] - ===> Epoch[172](4497/26): Loss 0.2957, Sem 0.2957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.361e-01 Score 91.203 Data time: 0.1597, Forward time: 2.3287, Backward time: 2.9718, DDP time: 0.0045, Total iter time: 5.4223 [2020-11-15 08:39:18,056][root][INFO] - ===> Epoch[172](4498/26): Loss 0.3189, Sem 0.3189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.360e-01 Score 90.053 Data time: 0.1753, Forward time: 2.3277, Backward time: 2.9726, DDP time: 0.0045, Total iter time: 5.4480 [2020-11-15 08:39:24,928][root][INFO] - ===> Epoch[172](4499/26): Loss 0.2921, Sem 0.2921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.360e-01 Score 91.762 Data time: 0.3640, Forward time: 2.3300, Backward time: 2.9725, DDP time: 0.0045, Total iter time: 6.7785 [2020-11-15 08:39:30,740][root][INFO] - ===> Epoch[172](4500/26): Loss 0.3197, Sem 0.3197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.359e-01 Score 90.563 Data time: 0.1676, Forward time: 2.3296, Backward time: 2.9732, DDP time: 0.0045, Total iter time: 5.7038 [2020-11-15 08:39:31,518][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-15 08:39:31,681][root][INFO] - ===> Start testing [2020-11-15 08:40:43,708][root][INFO] - 101/312: Data time: 0.0032, Iter time: 0.2126 Loss 0.239 (AVG: 0.578) Score 92.718 (AVG: 85.332) mIOU 62.028 mAP 71.470 mAcc 73.314 IOU: 80.393 95.759 45.253 73.149 88.347 76.266 65.194 44.197 43.084 64.149 30.435 54.403 53.672 61.981 33.953 60.524 91.889 59.302 81.233 37.387 mAP: 82.240 96.866 59.123 71.290 90.841 85.962 66.043 58.523 53.932 75.535 46.669 46.313 62.277 69.934 58.003 87.041 95.175 85.847 85.589 52.190 mAcc: 93.807 99.060 67.998 74.227 91.012 90.941 76.818 49.782 48.903 89.818 39.609 74.230 79.740 69.377 53.907 76.360 96.010 63.094 87.062 44.526 [2020-11-15 08:42:01,860][root][INFO] - 201/312: Data time: 0.0042, Iter time: 0.2475 Loss 0.329 (AVG: 0.565) Score 91.039 (AVG: 85.334) mIOU 62.360 mAP 72.216 mAcc 73.371 IOU: 79.270 96.088 52.514 68.702 86.695 74.155 67.543 48.470 49.535 62.363 19.221 60.652 55.061 59.806 40.348 60.408 90.111 55.158 81.151 39.945 mAP: 82.150 96.992 62.615 74.540 90.080 81.473 67.633 64.708 60.725 70.172 43.639 52.111 64.261 72.488 58.531 88.831 95.164 81.682 82.083 54.449 mAcc: 93.397 98.897 74.809 70.362 88.606 92.473 79.609 55.159 55.792 90.089 23.272 77.319 79.377 67.881 58.796 73.715 96.392 58.434 87.461 45.585 [2020-11-15 08:43:28,548][root][INFO] - 301/312: Data time: 0.0036, Iter time: 0.4252 Loss 0.136 (AVG: 0.547) Score 95.609 (AVG: 85.779) mIOU 62.862 mAP 72.030 mAcc 73.678 IOU: 79.596 96.084 53.435 66.246 86.674 74.594 70.195 51.177 52.452 60.962 18.761 60.575 57.527 68.162 38.086 55.826 89.732 57.881 77.844 41.436 mAP: 81.495 97.121 62.127 70.965 89.820 82.446 68.926 63.275 62.375 68.821 42.194 55.343 68.022 76.921 53.685 86.064 95.430 81.224 79.567 54.783 mAcc: 93.414 98.793 73.519 67.390 88.653 93.147 81.883 58.469 58.164 91.369 22.229 78.986 81.288 76.092 52.707 69.912 95.713 61.267 83.567 46.996 [2020-11-15 08:43:35,131][root][INFO] - 312/312: Data time: 0.0021, Iter time: 0.3285 Loss 0.676 (AVG: 0.548) Score 78.987 (AVG: 85.758) mIOU 62.825 mAP 72.132 mAcc 73.743 IOU: 79.615 96.147 52.796 66.226 86.732 74.079 69.821 51.445 52.499 59.762 20.062 59.308 56.541 68.142 39.376 56.620 89.986 57.023 78.773 41.553 mAP: 81.360 97.174 62.405 70.965 89.903 82.688 68.799 63.291 62.199 68.821 43.101 53.669 68.022 76.921 54.630 86.826 95.285 81.102 80.533 54.954 mAcc: 93.287 98.806 73.000 67.390 88.679 93.067 81.249 58.859 58.160 91.369 23.791 77.581 81.288 76.092 54.142 71.096 95.741 60.200 84.087 46.975 [2020-11-15 08:43:35,131][root][INFO] - Finished test. Elapsed time: 243.4488 [2020-11-15 08:43:35,249][root][INFO] - Current best mIoU: 65.062 at iter 3500 [2020-11-15 08:43:39,134][root][INFO] - ===> Epoch[172](4501/26): Loss 0.3494, Sem 0.3494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.359e-01 Score 89.586 Data time: 0.1547, Forward time: 2.3287, Backward time: 2.9708, DDP time: 0.0045, Total iter time: 3.8786 [2020-11-15 08:43:45,119][root][INFO] - ===> Epoch[172](4502/26): Loss 0.3333, Sem 0.3333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.359e-01 Score 89.773 Data time: 0.1864, Forward time: 2.3279, Backward time: 2.9722, DDP time: 0.0045, Total iter time: 5.8859 [2020-11-15 08:43:50,596][root][INFO] - ===> Epoch[172](4503/26): Loss 0.3027, Sem 0.3027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.358e-01 Score 90.384 Data time: 0.1807, Forward time: 2.3272, Backward time: 2.9725, DDP time: 0.0045, Total iter time: 5.3870 [2020-11-15 08:43:56,954][root][INFO] - ===> Epoch[172](4504/26): Loss 0.3181, Sem 0.3181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.358e-01 Score 89.707 Data time: 0.1859, Forward time: 2.3265, Backward time: 2.9745, DDP time: 0.0045, Total iter time: 6.2695 [2020-11-15 08:44:02,519][root][INFO] - ===> Epoch[172](4505/26): Loss 0.2792, Sem 0.2792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.358e-01 Score 91.014 Data time: 0.2664, Forward time: 2.3275, Backward time: 2.9733, DDP time: 0.0045, Total iter time: 5.4620 [2020-11-15 08:44:08,706][root][INFO] - ===> Epoch[172](4506/26): Loss 0.2437, Sem 0.2437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.357e-01 Score 92.828 Data time: 0.1879, Forward time: 2.3271, Backward time: 2.9747, DDP time: 0.0045, Total iter time: 6.0791 [2020-11-15 08:44:13,765][root][INFO] - ===> Epoch[172](4507/26): Loss 0.3293, Sem 0.3293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.357e-01 Score 89.403 Data time: 0.2118, Forward time: 2.3274, Backward time: 2.9732, DDP time: 0.0045, Total iter time: 4.9496 [2020-11-15 08:44:19,591][root][INFO] - ===> Epoch[172](4508/26): Loss 0.3647, Sem 0.3647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.356e-01 Score 89.209 Data time: 0.2193, Forward time: 2.3275, Backward time: 2.9733, DDP time: 0.0045, Total iter time: 5.7149 [2020-11-15 08:44:26,179][root][INFO] - ===> Epoch[172](4509/26): Loss 0.2902, Sem 0.2902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.356e-01 Score 90.926 Data time: 0.1463, Forward time: 2.3261, Backward time: 2.9764, DDP time: 0.0045, Total iter time: 6.4650 [2020-11-15 08:44:31,846][root][INFO] - ===> Epoch[172](4510/26): Loss 0.3066, Sem 0.3066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.356e-01 Score 90.453 Data time: 0.2512, Forward time: 2.3271, Backward time: 2.9754, DDP time: 0.0045, Total iter time: 5.5952 [2020-11-15 08:44:37,746][root][INFO] - ===> Epoch[172](4511/26): Loss 0.2816, Sem 0.2816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.355e-01 Score 91.118 Data time: 0.1926, Forward time: 2.3272, Backward time: 2.9757, DDP time: 0.0045, Total iter time: 5.7940 [2020-11-15 08:44:42,193][root][INFO] - ===> Epoch[172](4512/26): Loss 0.3008, Sem 0.3008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.355e-01 Score 91.023 Data time: 0.1816, Forward time: 2.3268, Backward time: 2.9738, DDP time: 0.0045, Total iter time: 4.3347 [2020-11-15 08:44:47,848][root][INFO] - ===> Epoch[172](4513/26): Loss 0.2855, Sem 0.2855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.355e-01 Score 90.942 Data time: 0.1300, Forward time: 2.3252, Backward time: 2.9754, DDP time: 0.0045, Total iter time: 5.5548 [2020-11-15 08:44:53,087][root][INFO] - ===> Epoch[172](4514/26): Loss 0.2937, Sem 0.2937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.354e-01 Score 91.233 Data time: 0.1519, Forward time: 2.3238, Backward time: 2.9760, DDP time: 0.0045, Total iter time: 5.1672 [2020-11-15 08:44:58,139][root][INFO] - ===> Epoch[172](4515/26): Loss 0.2957, Sem 0.2957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.354e-01 Score 90.609 Data time: 0.2245, Forward time: 2.3236, Backward time: 2.9750, DDP time: 0.0045, Total iter time: 4.9816 [2020-11-15 08:45:03,992][root][INFO] - ===> Epoch[172](4516/26): Loss 0.2440, Sem 0.2440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.354e-01 Score 92.725 Data time: 0.2450, Forward time: 2.3246, Backward time: 2.9744, DDP time: 0.0045, Total iter time: 5.7562 [2020-11-15 08:45:11,432][root][INFO] - ===> Epoch[172](4517/26): Loss 0.2393, Sem 0.2393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.353e-01 Score 92.448 Data time: 0.1796, Forward time: 2.3242, Backward time: 2.9780, DDP time: 0.0045, Total iter time: 7.3313 [2020-11-15 08:45:16,855][root][INFO] - ===> Epoch[172](4518/26): Loss 0.3016, Sem 0.3016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.353e-01 Score 90.614 Data time: 0.1738, Forward time: 2.3235, Backward time: 2.9783, DDP time: 0.0045, Total iter time: 5.3271 [2020-11-15 08:45:22,406][root][INFO] - ===> Epoch[172](4519/26): Loss 0.2715, Sem 0.2715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.352e-01 Score 91.660 Data time: 0.1297, Forward time: 2.3224, Backward time: 2.9792, DDP time: 0.0045, Total iter time: 5.4546 [2020-11-15 08:45:27,129][root][INFO] - ===> Epoch[172](4520/26): Loss 0.2594, Sem 0.2594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.352e-01 Score 91.567 Data time: 0.1024, Forward time: 2.3201, Backward time: 2.9801, DDP time: 0.0045, Total iter time: 4.6356 [2020-11-15 08:45:33,259][root][INFO] - ===> Epoch[173](4521/26): Loss 0.2989, Sem 0.2989, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.352e-01 Score 90.898 Data time: 0.1969, Forward time: 2.3197, Backward time: 2.9814, DDP time: 0.0045, Total iter time: 6.0454 [2020-11-15 08:45:38,924][root][INFO] - ===> Epoch[173](4522/26): Loss 0.3114, Sem 0.3114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.351e-01 Score 90.601 Data time: 0.1764, Forward time: 2.3193, Backward time: 2.9818, DDP time: 0.0045, Total iter time: 5.5806 [2020-11-15 08:45:44,607][root][INFO] - ===> Epoch[173](4523/26): Loss 0.2831, Sem 0.2831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.351e-01 Score 91.124 Data time: 0.1847, Forward time: 2.3185, Backward time: 2.9825, DDP time: 0.0045, Total iter time: 5.5664 [2020-11-15 08:45:51,394][root][INFO] - ===> Epoch[173](4524/26): Loss 0.2887, Sem 0.2887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.351e-01 Score 91.027 Data time: 0.3579, Forward time: 2.3207, Backward time: 2.9823, DDP time: 0.0045, Total iter time: 6.6849 [2020-11-15 08:45:57,345][root][INFO] - ===> Epoch[173](4525/26): Loss 0.2979, Sem 0.2979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.350e-01 Score 90.765 Data time: 0.2182, Forward time: 2.3214, Backward time: 2.9821, DDP time: 0.0045, Total iter time: 5.8478 [2020-11-15 08:46:02,863][root][INFO] - ===> Epoch[173](4526/26): Loss 0.2951, Sem 0.2951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.350e-01 Score 91.171 Data time: 0.2062, Forward time: 2.3211, Backward time: 2.9820, DDP time: 0.0045, Total iter time: 5.3964 [2020-11-15 08:46:08,600][root][INFO] - ===> Epoch[173](4527/26): Loss 0.3265, Sem 0.3265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.349e-01 Score 89.693 Data time: 0.2012, Forward time: 2.3212, Backward time: 2.9819, DDP time: 0.0045, Total iter time: 5.6343 [2020-11-15 08:46:14,501][root][INFO] - ===> Epoch[173](4528/26): Loss 0.2944, Sem 0.2944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.349e-01 Score 90.240 Data time: 0.1708, Forward time: 2.3205, Backward time: 2.9830, DDP time: 0.0045, Total iter time: 5.8086 [2020-11-15 08:46:19,700][root][INFO] - ===> Epoch[173](4529/26): Loss 0.2608, Sem 0.2608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.349e-01 Score 92.206 Data time: 0.2445, Forward time: 2.3208, Backward time: 2.9818, DDP time: 0.0045, Total iter time: 5.0967 [2020-11-15 08:46:25,915][root][INFO] - ===> Epoch[173](4530/26): Loss 0.2556, Sem 0.2556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.348e-01 Score 92.048 Data time: 0.1493, Forward time: 2.3197, Backward time: 2.9838, DDP time: 0.0045, Total iter time: 6.0716 [2020-11-15 08:46:31,863][root][INFO] - ===> Epoch[173](4531/26): Loss 0.3009, Sem 0.3009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.348e-01 Score 90.496 Data time: 0.1818, Forward time: 2.3190, Backward time: 2.9849, DDP time: 0.0045, Total iter time: 5.8497 [2020-11-15 08:46:37,532][root][INFO] - ===> Epoch[173](4532/26): Loss 0.2804, Sem 0.2804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.348e-01 Score 91.333 Data time: 0.1818, Forward time: 2.3184, Backward time: 2.9856, DDP time: 0.0045, Total iter time: 5.5746 [2020-11-15 08:46:43,178][root][INFO] - ===> Epoch[173](4533/26): Loss 0.2537, Sem 0.2537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.347e-01 Score 91.826 Data time: 0.2743, Forward time: 2.3196, Backward time: 2.9843, DDP time: 0.0045, Total iter time: 5.5628 [2020-11-15 08:46:48,282][root][INFO] - ===> Epoch[173](4534/26): Loss 0.2633, Sem 0.2633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.347e-01 Score 91.554 Data time: 0.1743, Forward time: 2.3194, Backward time: 2.9835, DDP time: 0.0045, Total iter time: 4.9923 [2020-11-15 08:46:54,811][root][INFO] - ===> Epoch[173](4535/26): Loss 0.3787, Sem 0.3787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.346e-01 Score 88.567 Data time: 0.2411, Forward time: 2.3201, Backward time: 2.9842, DDP time: 0.0045, Total iter time: 6.4289 [2020-11-15 08:47:00,453][root][INFO] - ===> Epoch[173](4536/26): Loss 0.2355, Sem 0.2355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.346e-01 Score 92.465 Data time: 0.2373, Forward time: 2.3212, Backward time: 2.9831, DDP time: 0.0045, Total iter time: 5.5315 [2020-11-15 08:47:05,295][root][INFO] - ===> Epoch[173](4537/26): Loss 0.2871, Sem 0.2871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.346e-01 Score 91.194 Data time: 0.1578, Forward time: 2.3204, Backward time: 2.9824, DDP time: 0.0045, Total iter time: 4.7261 [2020-11-15 08:47:10,139][root][INFO] - ===> Epoch[173](4538/26): Loss 0.2666, Sem 0.2666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.345e-01 Score 91.722 Data time: 0.1777, Forward time: 2.3203, Backward time: 2.9811, DDP time: 0.0045, Total iter time: 4.7769 [2020-11-15 08:47:15,801][root][INFO] - ===> Epoch[173](4539/26): Loss 0.2660, Sem 0.2660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.345e-01 Score 91.932 Data time: 0.1546, Forward time: 2.3193, Backward time: 2.9821, DDP time: 0.0045, Total iter time: 5.5767 [2020-11-15 08:47:21,724][root][INFO] - ===> Epoch[173](4540/26): Loss 0.2860, Sem 0.2860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.345e-01 Score 91.022 Data time: 0.1773, Forward time: 2.3182, Backward time: 2.9837, DDP time: 0.0045, Total iter time: 5.8768 [2020-11-15 08:47:26,822][root][INFO] - ===> Epoch[173](4541/26): Loss 0.2441, Sem 0.2441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.344e-01 Score 92.474 Data time: 0.1979, Forward time: 2.3173, Backward time: 2.9835, DDP time: 0.0045, Total iter time: 5.0423 [2020-11-15 08:47:34,407][root][INFO] - ===> Epoch[173](4542/26): Loss 0.2419, Sem 0.2419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.344e-01 Score 92.134 Data time: 0.1839, Forward time: 2.3174, Backward time: 2.9870, DDP time: 0.0045, Total iter time: 7.4943 [2020-11-15 08:47:39,868][root][INFO] - ===> Epoch[173](4543/26): Loss 0.2243, Sem 0.2243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.344e-01 Score 92.860 Data time: 0.1680, Forward time: 2.3167, Backward time: 2.9872, DDP time: 0.0045, Total iter time: 5.3510 [2020-11-15 08:47:45,366][root][INFO] - ===> Epoch[173](4544/26): Loss 0.2537, Sem 0.2537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.343e-01 Score 92.102 Data time: 0.2216, Forward time: 2.3172, Backward time: 2.9865, DDP time: 0.0045, Total iter time: 5.4060 [2020-11-15 08:47:50,392][root][INFO] - ===> Epoch[173](4545/26): Loss 0.2729, Sem 0.2729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.343e-01 Score 91.313 Data time: 0.1795, Forward time: 2.3169, Backward time: 2.9856, DDP time: 0.0045, Total iter time: 4.9059 [2020-11-15 08:47:57,361][root][INFO] - ===> Epoch[173](4546/26): Loss 0.2522, Sem 0.2522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.342e-01 Score 92.472 Data time: 0.1498, Forward time: 2.3160, Backward time: 2.9889, DDP time: 0.0045, Total iter time: 6.8730 [2020-11-15 08:48:03,011][root][INFO] - ===> Epoch[174](4547/26): Loss 0.2938, Sem 0.2938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.342e-01 Score 90.909 Data time: 0.1574, Forward time: 2.3148, Backward time: 2.9899, DDP time: 0.0045, Total iter time: 5.5607 [2020-11-15 08:48:08,497][root][INFO] - ===> Epoch[174](4548/26): Loss 0.3179, Sem 0.3179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.342e-01 Score 90.384 Data time: 0.1775, Forward time: 2.3145, Backward time: 2.9900, DDP time: 0.0045, Total iter time: 5.4194 [2020-11-15 08:48:13,740][root][INFO] - ===> Epoch[174](4549/26): Loss 0.3100, Sem 0.3100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.341e-01 Score 89.883 Data time: 0.1874, Forward time: 2.3142, Backward time: 2.9896, DDP time: 0.0045, Total iter time: 5.1358 [2020-11-15 08:48:19,151][root][INFO] - ===> Epoch[174](4550/26): Loss 0.3200, Sem 0.3200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.341e-01 Score 90.151 Data time: 0.2334, Forward time: 2.3151, Backward time: 2.9883, DDP time: 0.0045, Total iter time: 5.3111 [2020-11-15 08:48:25,727][root][INFO] - ===> Epoch[174](4551/26): Loss 0.2660, Sem 0.2660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.341e-01 Score 91.832 Data time: 0.1800, Forward time: 2.3147, Backward time: 2.9902, DDP time: 0.0045, Total iter time: 6.4706 [2020-11-15 08:48:31,596][root][INFO] - ===> Epoch[174](4552/26): Loss 0.2894, Sem 0.2894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.340e-01 Score 90.744 Data time: 0.1752, Forward time: 2.3143, Backward time: 2.9910, DDP time: 0.0045, Total iter time: 5.7729 [2020-11-15 08:48:37,798][root][INFO] - ===> Epoch[174](4553/26): Loss 0.2866, Sem 0.2866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.340e-01 Score 91.288 Data time: 0.2165, Forward time: 2.3144, Backward time: 2.9917, DDP time: 0.0045, Total iter time: 6.0855 [2020-11-15 08:48:43,800][root][INFO] - ===> Epoch[174](4554/26): Loss 0.2865, Sem 0.2865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.339e-01 Score 90.993 Data time: 0.1970, Forward time: 2.3146, Backward time: 2.9921, DDP time: 0.0045, Total iter time: 5.8869 [2020-11-15 08:48:48,299][root][INFO] - ===> Epoch[174](4555/26): Loss 0.2616, Sem 0.2616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.339e-01 Score 91.928 Data time: 0.1681, Forward time: 2.3140, Backward time: 2.9904, DDP time: 0.0045, Total iter time: 4.3626 [2020-11-15 08:48:55,687][root][INFO] - ===> Epoch[174](4556/26): Loss 0.2733, Sem 0.2733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.339e-01 Score 91.329 Data time: 0.1625, Forward time: 2.3136, Backward time: 2.9938, DDP time: 0.0045, Total iter time: 7.2952 [2020-11-15 08:49:00,505][root][INFO] - ===> Epoch[174](4557/26): Loss 0.2585, Sem 0.2585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.338e-01 Score 92.550 Data time: 0.1494, Forward time: 2.3125, Backward time: 2.9934, DDP time: 0.0045, Total iter time: 4.7001 [2020-11-15 08:49:05,647][root][INFO] - ===> Epoch[174](4558/26): Loss 0.2855, Sem 0.2855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.338e-01 Score 90.437 Data time: 0.2146, Forward time: 2.3124, Backward time: 2.9925, DDP time: 0.0045, Total iter time: 5.0295 [2020-11-15 08:49:11,897][root][INFO] - ===> Epoch[174](4559/26): Loss 0.2400, Sem 0.2400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.338e-01 Score 91.929 Data time: 0.1745, Forward time: 2.3119, Backward time: 2.9940, DDP time: 0.0045, Total iter time: 6.1375 [2020-11-15 08:49:17,348][root][INFO] - ===> Epoch[174](4560/26): Loss 0.2431, Sem 0.2431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.337e-01 Score 92.944 Data time: 0.2142, Forward time: 2.3119, Backward time: 2.9936, DDP time: 0.0045, Total iter time: 5.3321 [2020-11-15 08:49:23,291][root][INFO] - ===> Epoch[174](4561/26): Loss 0.2677, Sem 0.2677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.337e-01 Score 91.695 Data time: 0.2564, Forward time: 2.3133, Backward time: 2.9926, DDP time: 0.0045, Total iter time: 5.8208 [2020-11-15 08:49:28,995][root][INFO] - ===> Epoch[174](4562/26): Loss 0.2549, Sem 0.2549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.337e-01 Score 91.888 Data time: 0.1770, Forward time: 2.3131, Backward time: 2.9928, DDP time: 0.0045, Total iter time: 5.5828 [2020-11-15 08:49:35,128][root][INFO] - ===> Epoch[174](4563/26): Loss 0.3214, Sem 0.3214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.336e-01 Score 90.478 Data time: 0.1946, Forward time: 2.3133, Backward time: 2.9933, DDP time: 0.0045, Total iter time: 6.0267 [2020-11-15 08:49:39,518][root][INFO] - ===> Epoch[174](4564/26): Loss 0.3092, Sem 0.3092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.336e-01 Score 90.532 Data time: 0.1816, Forward time: 2.3127, Backward time: 2.9918, DDP time: 0.0045, Total iter time: 4.2887 [2020-11-15 08:49:43,826][root][INFO] - ===> Epoch[174](4565/26): Loss 0.2706, Sem 0.2706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.335e-01 Score 91.954 Data time: 0.1910, Forward time: 2.3126, Backward time: 2.9896, DDP time: 0.0045, Total iter time: 4.2099 [2020-11-15 08:49:50,012][root][INFO] - ===> Epoch[174](4566/26): Loss 0.3219, Sem 0.3219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.335e-01 Score 90.331 Data time: 0.2346, Forward time: 2.3132, Backward time: 2.9897, DDP time: 0.0045, Total iter time: 6.0825 [2020-11-15 08:49:56,321][root][INFO] - ===> Epoch[174](4567/26): Loss 0.3055, Sem 0.3055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.335e-01 Score 90.298 Data time: 0.2464, Forward time: 2.3142, Backward time: 2.9898, DDP time: 0.0045, Total iter time: 6.1966 [2020-11-15 08:50:02,518][root][INFO] - ===> Epoch[174](4568/26): Loss 0.2656, Sem 0.2656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.334e-01 Score 91.317 Data time: 0.2371, Forward time: 2.3146, Backward time: 2.9902, DDP time: 0.0045, Total iter time: 6.0627 [2020-11-15 08:50:09,314][root][INFO] - ===> Epoch[174](4569/26): Loss 0.2628, Sem 0.2628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.334e-01 Score 91.660 Data time: 0.1313, Forward time: 2.3133, Backward time: 2.9934, DDP time: 0.0045, Total iter time: 6.6831 [2020-11-15 08:50:15,165][root][INFO] - ===> Epoch[174](4570/26): Loss 0.2388, Sem 0.2388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.334e-01 Score 92.611 Data time: 0.1986, Forward time: 2.3131, Backward time: 2.9940, DDP time: 0.0045, Total iter time: 5.7894 [2020-11-15 08:50:20,978][root][INFO] - ===> Epoch[174](4571/26): Loss 0.3040, Sem 0.3040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.333e-01 Score 90.101 Data time: 0.1657, Forward time: 2.3127, Backward time: 2.9947, DDP time: 0.0045, Total iter time: 5.7078 [2020-11-15 08:50:26,403][root][INFO] - ===> Epoch[174](4572/26): Loss 0.3008, Sem 0.3008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.333e-01 Score 90.615 Data time: 0.2409, Forward time: 2.3135, Backward time: 2.9934, DDP time: 0.0045, Total iter time: 5.3128 [2020-11-15 08:50:31,884][root][INFO] - ===> Epoch[175](4573/26): Loss 0.2850, Sem 0.2850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.332e-01 Score 91.054 Data time: 0.1480, Forward time: 2.3126, Backward time: 2.9939, DDP time: 0.0045, Total iter time: 5.3764 [2020-11-15 08:50:37,905][root][INFO] - ===> Epoch[175](4574/26): Loss 0.2806, Sem 0.2806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.332e-01 Score 91.204 Data time: 0.2492, Forward time: 2.3132, Backward time: 2.9938, DDP time: 0.0045, Total iter time: 5.9192 [2020-11-15 08:50:42,855][root][INFO] - ===> Epoch[175](4575/26): Loss 0.3006, Sem 0.3006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.332e-01 Score 90.392 Data time: 0.2052, Forward time: 2.3136, Backward time: 2.9922, DDP time: 0.0045, Total iter time: 4.8262 [2020-11-15 08:50:47,510][root][INFO] - ===> Epoch[175](4576/26): Loss 0.3109, Sem 0.3109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.331e-01 Score 90.891 Data time: 0.1782, Forward time: 2.3131, Backward time: 2.9910, DDP time: 0.0045, Total iter time: 4.5492 [2020-11-15 08:50:52,783][root][INFO] - ===> Epoch[175](4577/26): Loss 0.3061, Sem 0.3061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.331e-01 Score 90.298 Data time: 0.2022, Forward time: 2.3124, Backward time: 2.9910, DDP time: 0.0045, Total iter time: 5.1845 [2020-11-15 08:50:57,782][root][INFO] - ===> Epoch[175](4578/26): Loss 0.2792, Sem 0.2792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.331e-01 Score 91.751 Data time: 0.1840, Forward time: 2.3120, Backward time: 2.9904, DDP time: 0.0045, Total iter time: 4.9096 [2020-11-15 08:51:03,655][root][INFO] - ===> Epoch[175](4579/26): Loss 0.3057, Sem 0.3057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.330e-01 Score 90.227 Data time: 0.1201, Forward time: 2.3103, Backward time: 2.9926, DDP time: 0.0045, Total iter time: 5.7795 [2020-11-15 08:51:09,322][root][INFO] - ===> Epoch[175](4580/26): Loss 0.2783, Sem 0.2783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.330e-01 Score 91.234 Data time: 0.2222, Forward time: 2.3104, Backward time: 2.9924, DDP time: 0.0045, Total iter time: 5.5890 [2020-11-15 08:51:15,118][root][INFO] - ===> Epoch[175](4581/26): Loss 0.2410, Sem 0.2410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.329e-01 Score 92.247 Data time: 0.2075, Forward time: 2.3106, Backward time: 2.9924, DDP time: 0.0045, Total iter time: 5.6890 [2020-11-15 08:51:20,052][root][INFO] - ===> Epoch[175](4582/26): Loss 0.2618, Sem 0.2618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.329e-01 Score 91.929 Data time: 0.1841, Forward time: 2.3100, Backward time: 2.9917, DDP time: 0.0045, Total iter time: 4.8130 [2020-11-15 08:51:25,959][root][INFO] - ===> Epoch[175](4583/26): Loss 0.2962, Sem 0.2962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.329e-01 Score 90.236 Data time: 0.1749, Forward time: 2.3097, Backward time: 2.9924, DDP time: 0.0045, Total iter time: 5.8060 [2020-11-15 08:51:31,452][root][INFO] - ===> Epoch[175](4584/26): Loss 0.2411, Sem 0.2411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.328e-01 Score 92.371 Data time: 0.2117, Forward time: 2.3100, Backward time: 2.9917, DDP time: 0.0045, Total iter time: 5.3762 [2020-11-15 08:51:37,121][root][INFO] - ===> Epoch[175](4585/26): Loss 0.3041, Sem 0.3041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.328e-01 Score 90.674 Data time: 0.2480, Forward time: 2.3112, Backward time: 2.9906, DDP time: 0.0045, Total iter time: 5.5546 [2020-11-15 08:51:43,195][root][INFO] - ===> Epoch[175](4586/26): Loss 0.2877, Sem 0.2877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.328e-01 Score 90.376 Data time: 0.1837, Forward time: 2.3113, Backward time: 2.9911, DDP time: 0.0045, Total iter time: 5.9588 [2020-11-15 08:51:48,949][root][INFO] - ===> Epoch[175](4587/26): Loss 0.2299, Sem 0.2299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.327e-01 Score 92.222 Data time: 0.1961, Forward time: 2.3115, Backward time: 2.9911, DDP time: 0.0045, Total iter time: 5.6455 [2020-11-15 08:51:54,700][root][INFO] - ===> Epoch[175](4588/26): Loss 0.2508, Sem 0.2508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.327e-01 Score 92.236 Data time: 0.1439, Forward time: 2.3105, Backward time: 2.9922, DDP time: 0.0045, Total iter time: 5.6389 [2020-11-15 08:52:01,778][root][INFO] - ===> Epoch[175](4589/26): Loss 0.2718, Sem 0.2718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.327e-01 Score 91.350 Data time: 0.2294, Forward time: 2.3112, Backward time: 2.9938, DDP time: 0.0045, Total iter time: 6.9700 [2020-11-15 08:52:06,491][root][INFO] - ===> Epoch[175](4590/26): Loss 0.2777, Sem 0.2777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.326e-01 Score 91.481 Data time: 0.2034, Forward time: 2.3109, Backward time: 2.9925, DDP time: 0.0045, Total iter time: 4.5742 [2020-11-15 08:52:11,249][root][INFO] - ===> Epoch[175](4591/26): Loss 0.2434, Sem 0.2434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.326e-01 Score 92.216 Data time: 0.1873, Forward time: 2.3102, Backward time: 2.9916, DDP time: 0.0045, Total iter time: 4.6634 [2020-11-15 08:52:17,371][root][INFO] - ===> Epoch[175](4592/26): Loss 0.2615, Sem 0.2615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.325e-01 Score 91.791 Data time: 0.2206, Forward time: 2.3103, Backward time: 2.9921, DDP time: 0.0045, Total iter time: 6.0348 [2020-11-15 08:52:24,011][root][INFO] - ===> Epoch[175](4593/26): Loss 0.2333, Sem 0.2333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.325e-01 Score 92.407 Data time: 0.2144, Forward time: 2.3104, Backward time: 2.9936, DDP time: 0.0045, Total iter time: 6.5203 [2020-11-15 08:52:29,779][root][INFO] - ===> Epoch[175](4594/26): Loss 0.2418, Sem 0.2418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.325e-01 Score 92.110 Data time: 0.2562, Forward time: 2.3116, Backward time: 2.9925, DDP time: 0.0045, Total iter time: 5.6615 [2020-11-15 08:52:35,228][root][INFO] - ===> Epoch[175](4595/26): Loss 0.2485, Sem 0.2485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.324e-01 Score 92.460 Data time: 0.1844, Forward time: 2.3114, Backward time: 2.9923, DDP time: 0.0045, Total iter time: 5.3423 [2020-11-15 08:52:41,045][root][INFO] - ===> Epoch[175](4596/26): Loss 0.2800, Sem 0.2800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.324e-01 Score 91.943 Data time: 0.1588, Forward time: 2.3106, Backward time: 2.9933, DDP time: 0.0045, Total iter time: 5.7050 [2020-11-15 08:52:47,189][root][INFO] - ===> Epoch[175](4597/26): Loss 0.2425, Sem 0.2425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.324e-01 Score 92.388 Data time: 0.1773, Forward time: 2.3100, Backward time: 2.9947, DDP time: 0.0045, Total iter time: 6.0652 [2020-11-15 08:52:52,507][root][INFO] - ===> Epoch[175](4598/26): Loss 0.2483, Sem 0.2483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.323e-01 Score 91.823 Data time: 0.1892, Forward time: 2.3097, Backward time: 2.9943, DDP time: 0.0045, Total iter time: 5.1924 [2020-11-15 08:52:58,356][root][INFO] - ===> Epoch[176](4599/26): Loss 0.2630, Sem 0.2630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.323e-01 Score 91.854 Data time: 0.2491, Forward time: 2.3105, Backward time: 2.9938, DDP time: 0.0045, Total iter time: 5.7396 [2020-11-15 08:53:04,792][root][INFO] - ===> Epoch[176](4600/26): Loss 0.2660, Sem 0.2660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.322e-01 Score 91.619 Data time: 0.1263, Forward time: 2.3092, Backward time: 2.9962, DDP time: 0.0045, Total iter time: 6.3266 [2020-11-15 08:53:10,289][root][INFO] - ===> Epoch[176](4601/26): Loss 0.2348, Sem 0.2348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.322e-01 Score 92.537 Data time: 0.2126, Forward time: 2.3091, Backward time: 2.9961, DDP time: 0.0045, Total iter time: 5.4225 [2020-11-15 08:53:16,611][root][INFO] - ===> Epoch[176](4602/26): Loss 0.2622, Sem 0.2622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.322e-01 Score 91.446 Data time: 0.2734, Forward time: 2.3106, Backward time: 2.9956, DDP time: 0.0045, Total iter time: 6.2278 [2020-11-15 08:53:22,659][root][INFO] - ===> Epoch[176](4603/26): Loss 0.2983, Sem 0.2983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.321e-01 Score 90.895 Data time: 0.2327, Forward time: 2.3114, Backward time: 2.9954, DDP time: 0.0045, Total iter time: 5.9261 [2020-11-15 08:53:27,724][root][INFO] - ===> Epoch[176](4604/26): Loss 0.2961, Sem 0.2961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.321e-01 Score 91.023 Data time: 0.1662, Forward time: 2.3109, Backward time: 2.9949, DDP time: 0.0045, Total iter time: 4.9503 [2020-11-15 08:53:33,056][root][INFO] - ===> Epoch[176](4605/26): Loss 0.2436, Sem 0.2436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.321e-01 Score 92.015 Data time: 0.1995, Forward time: 2.3110, Backward time: 2.9943, DDP time: 0.0045, Total iter time: 5.2468 [2020-11-15 08:53:38,439][root][INFO] - ===> Epoch[176](4606/26): Loss 0.2890, Sem 0.2890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.320e-01 Score 91.187 Data time: 0.1601, Forward time: 2.3098, Backward time: 2.9949, DDP time: 0.0045, Total iter time: 5.2628 [2020-11-15 08:53:43,910][root][INFO] - ===> Epoch[176](4607/26): Loss 0.2867, Sem 0.2867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.320e-01 Score 90.932 Data time: 0.1156, Forward time: 2.3083, Backward time: 2.9964, DDP time: 0.0045, Total iter time: 5.3642 [2020-11-15 08:53:49,903][root][INFO] - ===> Epoch[176](4608/26): Loss 0.2667, Sem 0.2667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.320e-01 Score 91.585 Data time: 0.1793, Forward time: 2.3077, Backward time: 2.9975, DDP time: 0.0045, Total iter time: 5.9323 [2020-11-15 08:53:55,624][root][INFO] - ===> Epoch[176](4609/26): Loss 0.2158, Sem 0.2158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.319e-01 Score 93.359 Data time: 0.2274, Forward time: 2.3079, Backward time: 2.9973, DDP time: 0.0045, Total iter time: 5.6118 [2020-11-15 08:54:01,700][root][INFO] - ===> Epoch[176](4610/26): Loss 0.2497, Sem 0.2497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.319e-01 Score 91.790 Data time: 0.2791, Forward time: 2.3094, Backward time: 2.9964, DDP time: 0.0045, Total iter time: 5.9634 [2020-11-15 08:54:08,043][root][INFO] - ===> Epoch[176](4611/26): Loss 0.2606, Sem 0.2606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.318e-01 Score 91.590 Data time: 0.1779, Forward time: 2.3091, Backward time: 2.9978, DDP time: 0.0045, Total iter time: 6.2275 [2020-11-15 08:54:13,933][root][INFO] - ===> Epoch[176](4612/26): Loss 0.2703, Sem 0.2703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.318e-01 Score 91.428 Data time: 0.2237, Forward time: 2.3094, Backward time: 2.9977, DDP time: 0.0045, Total iter time: 5.7727 [2020-11-15 08:54:19,632][root][INFO] - ===> Epoch[176](4613/26): Loss 0.2454, Sem 0.2454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.318e-01 Score 92.440 Data time: 0.2388, Forward time: 2.3101, Backward time: 2.9970, DDP time: 0.0045, Total iter time: 5.5821 [2020-11-15 08:54:25,713][root][INFO] - ===> Epoch[176](4614/26): Loss 0.2494, Sem 0.2494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.317e-01 Score 91.902 Data time: 0.1628, Forward time: 2.3097, Backward time: 2.9980, DDP time: 0.0045, Total iter time: 5.9623 [2020-11-15 08:54:30,467][root][INFO] - ===> Epoch[176](4615/26): Loss 0.2268, Sem 0.2268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.317e-01 Score 92.623 Data time: 0.1797, Forward time: 2.3091, Backward time: 2.9970, DDP time: 0.0045, Total iter time: 4.6601 [2020-11-15 08:54:36,059][root][INFO] - ===> Epoch[176](4616/26): Loss 0.2738, Sem 0.2738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.317e-01 Score 91.976 Data time: 0.1943, Forward time: 2.3088, Backward time: 2.9972, DDP time: 0.0045, Total iter time: 5.5116 [2020-11-15 08:54:41,628][root][INFO] - ===> Epoch[176](4617/26): Loss 0.2628, Sem 0.2628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.316e-01 Score 91.578 Data time: 0.2104, Forward time: 2.3088, Backward time: 2.9970, DDP time: 0.0045, Total iter time: 5.4655 [2020-11-15 08:54:47,185][root][INFO] - ===> Epoch[176](4618/26): Loss 0.2725, Sem 0.2725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.316e-01 Score 91.242 Data time: 0.1485, Forward time: 2.3079, Backward time: 2.9977, DDP time: 0.0045, Total iter time: 5.4507 [2020-11-15 08:54:53,119][root][INFO] - ===> Epoch[176](4619/26): Loss 0.2659, Sem 0.2659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.315e-01 Score 91.931 Data time: 0.1757, Forward time: 2.3073, Backward time: 2.9988, DDP time: 0.0045, Total iter time: 5.8453 [2020-11-15 08:54:58,720][root][INFO] - ===> Epoch[176](4620/26): Loss 0.2652, Sem 0.2652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.315e-01 Score 91.999 Data time: 0.1741, Forward time: 2.3067, Backward time: 2.9992, DDP time: 0.0045, Total iter time: 5.5007 [2020-11-15 08:55:04,396][root][INFO] - ===> Epoch[176](4621/26): Loss 0.2575, Sem 0.2575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.315e-01 Score 92.089 Data time: 0.1961, Forward time: 2.3068, Backward time: 2.9992, DDP time: 0.0045, Total iter time: 5.5798 [2020-11-15 08:55:10,219][root][INFO] - ===> Epoch[176](4622/26): Loss 0.2570, Sem 0.2570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.314e-01 Score 92.066 Data time: 0.2033, Forward time: 2.3064, Backward time: 2.9996, DDP time: 0.0045, Total iter time: 5.6848 [2020-11-15 08:55:15,448][root][INFO] - ===> Epoch[176](4623/26): Loss 0.2749, Sem 0.2749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.314e-01 Score 91.264 Data time: 0.1187, Forward time: 2.3048, Backward time: 3.0007, DDP time: 0.0045, Total iter time: 5.1167 [2020-11-15 08:55:20,883][root][INFO] - ===> Epoch[176](4624/26): Loss 0.2935, Sem 0.2935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.314e-01 Score 90.699 Data time: 0.2232, Forward time: 2.3049, Backward time: 3.0001, DDP time: 0.0045, Total iter time: 5.3537 [2020-11-15 08:55:26,763][root][INFO] - ===> Epoch[177](4625/26): Loss 0.2451, Sem 0.2451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.313e-01 Score 91.955 Data time: 0.2969, Forward time: 2.3061, Backward time: 2.9991, DDP time: 0.0045, Total iter time: 5.7685 [2020-11-15 08:55:34,043][root][INFO] - ===> Epoch[177](4626/26): Loss 0.2282, Sem 0.2282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.313e-01 Score 93.215 Data time: 0.3826, Forward time: 2.3084, Backward time: 2.9991, DDP time: 0.0045, Total iter time: 7.1702 [2020-11-15 08:55:39,400][root][INFO] - ===> Epoch[177](4627/26): Loss 0.2621, Sem 0.2621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.312e-01 Score 91.598 Data time: 0.1891, Forward time: 2.3084, Backward time: 2.9987, DDP time: 0.0045, Total iter time: 5.2529 [2020-11-15 08:55:45,382][root][INFO] - ===> Epoch[177](4628/26): Loss 0.3339, Sem 0.3339, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.312e-01 Score 90.146 Data time: 0.2638, Forward time: 2.3096, Backward time: 2.9980, DDP time: 0.0045, Total iter time: 5.8834 [2020-11-15 08:55:51,087][root][INFO] - ===> Epoch[177](4629/26): Loss 0.2661, Sem 0.2661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.312e-01 Score 91.726 Data time: 0.1773, Forward time: 2.3088, Backward time: 2.9987, DDP time: 0.0045, Total iter time: 5.5814 [2020-11-15 08:55:56,082][root][INFO] - ===> Epoch[177](4630/26): Loss 0.2485, Sem 0.2485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.311e-01 Score 92.564 Data time: 0.1993, Forward time: 2.3088, Backward time: 2.9977, DDP time: 0.0045, Total iter time: 4.9069 [2020-11-15 08:56:01,294][root][INFO] - ===> Epoch[177](4631/26): Loss 0.2424, Sem 0.2424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.311e-01 Score 92.674 Data time: 0.1617, Forward time: 2.3080, Backward time: 2.9978, DDP time: 0.0045, Total iter time: 5.1107 [2020-11-15 08:56:06,571][root][INFO] - ===> Epoch[177](4632/26): Loss 0.2503, Sem 0.2503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.311e-01 Score 91.989 Data time: 0.2334, Forward time: 2.3086, Backward time: 2.9966, DDP time: 0.0045, Total iter time: 5.2094 [2020-11-15 08:56:12,724][root][INFO] - ===> Epoch[177](4633/26): Loss 0.2270, Sem 0.2270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.310e-01 Score 92.784 Data time: 0.1324, Forward time: 2.3075, Backward time: 2.9984, DDP time: 0.0045, Total iter time: 6.0461 [2020-11-15 08:56:17,587][root][INFO] - ===> Epoch[177](4634/26): Loss 0.2443, Sem 0.2443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.310e-01 Score 92.108 Data time: 0.1995, Forward time: 2.3074, Backward time: 2.9973, DDP time: 0.0045, Total iter time: 4.8055 [2020-11-15 08:56:22,969][root][INFO] - ===> Epoch[177](4635/26): Loss 0.2569, Sem 0.2569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.310e-01 Score 91.748 Data time: 0.2412, Forward time: 2.3080, Backward time: 2.9963, DDP time: 0.0045, Total iter time: 5.3011 [2020-11-15 08:56:28,256][root][INFO] - ===> Epoch[177](4636/26): Loss 0.2272, Sem 0.2272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.309e-01 Score 92.951 Data time: 0.1941, Forward time: 2.3080, Backward time: 2.9958, DDP time: 0.0045, Total iter time: 5.1771 [2020-11-15 08:56:33,153][root][INFO] - ===> Epoch[177](4637/26): Loss 0.2686, Sem 0.2686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.309e-01 Score 91.781 Data time: 0.2316, Forward time: 2.3084, Backward time: 2.9941, DDP time: 0.0045, Total iter time: 4.7956 [2020-11-15 08:56:38,903][root][INFO] - ===> Epoch[177](4638/26): Loss 0.2516, Sem 0.2516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.308e-01 Score 92.009 Data time: 0.2157, Forward time: 2.3086, Backward time: 2.9940, DDP time: 0.0045, Total iter time: 5.6500 [2020-11-15 08:56:45,355][root][INFO] - ===> Epoch[177](4639/26): Loss 0.2717, Sem 0.2717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.308e-01 Score 91.674 Data time: 0.3618, Forward time: 2.3102, Backward time: 2.9934, DDP time: 0.0045, Total iter time: 6.3408 [2020-11-15 08:56:50,573][root][INFO] - ===> Epoch[177](4640/26): Loss 0.2681, Sem 0.2681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.308e-01 Score 91.511 Data time: 0.1887, Forward time: 2.3104, Backward time: 2.9926, DDP time: 0.0045, Total iter time: 5.1050 [2020-11-15 08:56:56,496][root][INFO] - ===> Epoch[177](4641/26): Loss 0.2772, Sem 0.2772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.307e-01 Score 91.211 Data time: 0.2441, Forward time: 2.3111, Backward time: 2.9922, DDP time: 0.0045, Total iter time: 5.8053 [2020-11-15 08:57:03,050][root][INFO] - ===> Epoch[177](4642/26): Loss 0.2399, Sem 0.2399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.307e-01 Score 92.229 Data time: 0.2180, Forward time: 2.3114, Backward time: 2.9932, DDP time: 0.0045, Total iter time: 6.4309 [2020-11-15 08:57:08,960][root][INFO] - ===> Epoch[177](4643/26): Loss 0.2898, Sem 0.2898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.307e-01 Score 91.111 Data time: 0.1618, Forward time: 2.3107, Backward time: 2.9942, DDP time: 0.0045, Total iter time: 5.7968 [2020-11-15 08:57:14,647][root][INFO] - ===> Epoch[177](4644/26): Loss 0.2794, Sem 0.2794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.306e-01 Score 91.193 Data time: 0.1871, Forward time: 2.3105, Backward time: 2.9945, DDP time: 0.0045, Total iter time: 5.5884 [2020-11-15 08:57:21,061][root][INFO] - ===> Epoch[177](4645/26): Loss 0.3550, Sem 0.3550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.306e-01 Score 89.640 Data time: 0.2021, Forward time: 2.3106, Backward time: 2.9955, DDP time: 0.0045, Total iter time: 6.3153 [2020-11-15 08:57:26,481][root][INFO] - ===> Epoch[177](4646/26): Loss 0.2453, Sem 0.2453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.305e-01 Score 91.910 Data time: 0.2002, Forward time: 2.3101, Backward time: 2.9955, DDP time: 0.0045, Total iter time: 5.3044 [2020-11-15 08:57:32,285][root][INFO] - ===> Epoch[177](4647/26): Loss 0.2761, Sem 0.2761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.305e-01 Score 91.244 Data time: 0.1485, Forward time: 2.3091, Backward time: 2.9967, DDP time: 0.0045, Total iter time: 5.7144 [2020-11-15 08:57:37,809][root][INFO] - ===> Epoch[177](4648/26): Loss 0.2588, Sem 0.2588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.305e-01 Score 91.986 Data time: 0.1634, Forward time: 2.3085, Backward time: 2.9972, DDP time: 0.0045, Total iter time: 5.4563 [2020-11-15 08:57:43,646][root][INFO] - ===> Epoch[177](4649/26): Loss 0.2722, Sem 0.2722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.304e-01 Score 91.498 Data time: 0.1816, Forward time: 2.3082, Backward time: 2.9977, DDP time: 0.0045, Total iter time: 5.7471 [2020-11-15 08:57:49,167][root][INFO] - ===> Epoch[177](4650/26): Loss 0.2308, Sem 0.2308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.304e-01 Score 92.553 Data time: 0.1386, Forward time: 2.3073, Backward time: 2.9984, DDP time: 0.0045, Total iter time: 5.4059 [2020-11-15 08:57:55,430][root][INFO] - ===> Epoch[178](4651/26): Loss 0.2849, Sem 0.2849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.304e-01 Score 91.009 Data time: 0.2063, Forward time: 2.3066, Backward time: 2.9999, DDP time: 0.0045, Total iter time: 6.1936 [2020-11-15 08:58:00,581][root][INFO] - ===> Epoch[178](4652/26): Loss 0.3293, Sem 0.3293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.303e-01 Score 90.178 Data time: 0.1960, Forward time: 2.3065, Backward time: 2.9993, DDP time: 0.0045, Total iter time: 5.0644 [2020-11-15 08:58:06,477][root][INFO] - ===> Epoch[178](4653/26): Loss 0.2517, Sem 0.2517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.303e-01 Score 92.665 Data time: 0.1867, Forward time: 2.3064, Backward time: 2.9997, DDP time: 0.0045, Total iter time: 5.7797 [2020-11-15 08:58:12,365][root][INFO] - ===> Epoch[178](4654/26): Loss 0.2642, Sem 0.2642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.303e-01 Score 92.351 Data time: 0.2488, Forward time: 2.3074, Backward time: 2.9990, DDP time: 0.0045, Total iter time: 5.7530 [2020-11-15 08:58:17,016][root][INFO] - ===> Epoch[178](4655/26): Loss 0.2812, Sem 0.2812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.302e-01 Score 90.966 Data time: 0.1404, Forward time: 2.3067, Backward time: 2.9981, DDP time: 0.0045, Total iter time: 4.5330 [2020-11-15 08:58:22,645][root][INFO] - ===> Epoch[178](4656/26): Loss 0.2507, Sem 0.2507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.302e-01 Score 92.434 Data time: 0.1724, Forward time: 2.3062, Backward time: 2.9986, DDP time: 0.0045, Total iter time: 5.5324 [2020-11-15 08:58:27,617][root][INFO] - ===> Epoch[178](4657/26): Loss 0.2930, Sem 0.2930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.301e-01 Score 91.112 Data time: 0.1667, Forward time: 2.3056, Backward time: 2.9981, DDP time: 0.0045, Total iter time: 4.8631 [2020-11-15 08:58:32,862][root][INFO] - ===> Epoch[178](4658/26): Loss 0.2291, Sem 0.2291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.301e-01 Score 92.555 Data time: 0.2279, Forward time: 2.3057, Backward time: 2.9974, DDP time: 0.0045, Total iter time: 5.1559 [2020-11-15 08:58:38,467][root][INFO] - ===> Epoch[178](4659/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.301e-01 Score 92.297 Data time: 0.2274, Forward time: 2.3064, Backward time: 2.9966, DDP time: 0.0045, Total iter time: 5.5124 [2020-11-15 08:58:45,129][root][INFO] - ===> Epoch[178](4660/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.300e-01 Score 93.521 Data time: 0.1485, Forward time: 2.3054, Backward time: 2.9990, DDP time: 0.0045, Total iter time: 6.5464 [2020-11-15 08:58:50,682][root][INFO] - ===> Epoch[178](4661/26): Loss 0.2799, Sem 0.2799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.300e-01 Score 91.360 Data time: 0.2463, Forward time: 2.3059, Backward time: 2.9984, DDP time: 0.0045, Total iter time: 5.4858 [2020-11-15 08:58:55,963][root][INFO] - ===> Epoch[178](4662/26): Loss 0.2495, Sem 0.2495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.300e-01 Score 91.859 Data time: 0.2709, Forward time: 2.3066, Backward time: 2.9971, DDP time: 0.0045, Total iter time: 5.1710 [2020-11-15 08:59:01,662][root][INFO] - ===> Epoch[178](4663/26): Loss 0.2995, Sem 0.2995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.299e-01 Score 91.098 Data time: 0.2519, Forward time: 2.3076, Backward time: 2.9961, DDP time: 0.0045, Total iter time: 5.5810 [2020-11-15 08:59:06,860][root][INFO] - ===> Epoch[178](4664/26): Loss 0.2552, Sem 0.2552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.299e-01 Score 91.934 Data time: 0.2063, Forward time: 2.3075, Backward time: 2.9954, DDP time: 0.0045, Total iter time: 5.0820 [2020-11-15 08:59:13,158][root][INFO] - ===> Epoch[178](4665/26): Loss 0.2755, Sem 0.2755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.298e-01 Score 91.658 Data time: 0.2178, Forward time: 2.3075, Backward time: 2.9963, DDP time: 0.0045, Total iter time: 6.1989 [2020-11-15 08:59:18,606][root][INFO] - ===> Epoch[178](4666/26): Loss 0.2318, Sem 0.2318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.298e-01 Score 92.528 Data time: 0.1673, Forward time: 2.3071, Backward time: 2.9964, DDP time: 0.0045, Total iter time: 5.3490 [2020-11-15 08:59:23,289][root][INFO] - ===> Epoch[178](4667/26): Loss 0.2389, Sem 0.2389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.298e-01 Score 92.358 Data time: 0.1887, Forward time: 2.3064, Backward time: 2.9957, DDP time: 0.0045, Total iter time: 4.5896 [2020-11-15 08:59:28,786][root][INFO] - ===> Epoch[178](4668/26): Loss 0.2498, Sem 0.2498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.297e-01 Score 92.429 Data time: 0.2026, Forward time: 2.3063, Backward time: 2.9955, DDP time: 0.0045, Total iter time: 5.4179 [2020-11-15 08:59:34,461][root][INFO] - ===> Epoch[178](4669/26): Loss 0.3289, Sem 0.3289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.297e-01 Score 90.333 Data time: 0.2065, Forward time: 2.3066, Backward time: 2.9952, DDP time: 0.0045, Total iter time: 5.5762 [2020-11-15 08:59:40,642][root][INFO] - ===> Epoch[178](4670/26): Loss 0.2603, Sem 0.2603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.297e-01 Score 91.318 Data time: 0.1722, Forward time: 2.3059, Backward time: 2.9965, DDP time: 0.0045, Total iter time: 6.0670 [2020-11-15 08:59:48,892][root][INFO] - ===> Epoch[178](4671/26): Loss 0.2494, Sem 0.2494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.296e-01 Score 91.986 Data time: 0.2861, Forward time: 2.3068, Backward time: 2.9993, DDP time: 0.0045, Total iter time: 8.1624 [2020-11-15 08:59:54,325][root][INFO] - ===> Epoch[178](4672/26): Loss 0.2638, Sem 0.2638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.296e-01 Score 91.801 Data time: 0.2348, Forward time: 2.3076, Backward time: 2.9981, DDP time: 0.0045, Total iter time: 5.3247 [2020-11-15 08:59:58,872][root][INFO] - ===> Epoch[178](4673/26): Loss 0.2774, Sem 0.2774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.295e-01 Score 91.242 Data time: 0.1710, Forward time: 2.3076, Backward time: 2.9966, DDP time: 0.0045, Total iter time: 4.4448 [2020-11-15 09:00:03,596][root][INFO] - ===> Epoch[178](4674/26): Loss 0.2462, Sem 0.2462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.295e-01 Score 92.305 Data time: 0.1521, Forward time: 2.3067, Backward time: 2.9960, DDP time: 0.0045, Total iter time: 4.6334 [2020-11-15 09:00:08,548][root][INFO] - ===> Epoch[178](4675/26): Loss 0.2557, Sem 0.2557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.295e-01 Score 91.553 Data time: 0.1383, Forward time: 2.3058, Backward time: 2.9960, DDP time: 0.0045, Total iter time: 4.8763 [2020-11-15 09:00:13,635][root][INFO] - ===> Epoch[178](4676/26): Loss 0.3127, Sem 0.3127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.294e-01 Score 90.807 Data time: 0.1364, Forward time: 2.3049, Backward time: 2.9962, DDP time: 0.0045, Total iter time: 5.0072 [2020-11-15 09:00:19,651][root][INFO] - ===> Epoch[179](4677/26): Loss 0.2647, Sem 0.2647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.294e-01 Score 91.680 Data time: 0.1868, Forward time: 2.3046, Backward time: 2.9970, DDP time: 0.0045, Total iter time: 5.9472 [2020-11-15 09:00:25,254][root][INFO] - ===> Epoch[179](4678/26): Loss 0.2904, Sem 0.2904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.294e-01 Score 90.780 Data time: 0.1816, Forward time: 2.3044, Backward time: 2.9971, DDP time: 0.0045, Total iter time: 5.4958 [2020-11-15 09:00:31,112][root][INFO] - ===> Epoch[179](4679/26): Loss 0.2609, Sem 0.2609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.293e-01 Score 91.703 Data time: 0.2067, Forward time: 2.3038, Backward time: 2.9979, DDP time: 0.0045, Total iter time: 5.7405 [2020-11-15 09:00:38,527][root][INFO] - ===> Epoch[179](4680/26): Loss 0.3532, Sem 0.3532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.293e-01 Score 89.743 Data time: 0.2202, Forward time: 2.3041, Backward time: 3.0001, DDP time: 0.0045, Total iter time: 7.3241 [2020-11-15 09:00:44,533][root][INFO] - ===> Epoch[179](4681/26): Loss 0.2629, Sem 0.2629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.293e-01 Score 91.816 Data time: 0.2602, Forward time: 2.3048, Backward time: 2.9998, DDP time: 0.0045, Total iter time: 5.8944 [2020-11-15 09:00:51,407][root][INFO] - ===> Epoch[179](4682/26): Loss 0.2841, Sem 0.2841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.292e-01 Score 90.968 Data time: 0.2128, Forward time: 2.3050, Backward time: 3.0012, DDP time: 0.0045, Total iter time: 6.7390 [2020-11-15 09:00:56,509][root][INFO] - ===> Epoch[179](4683/26): Loss 0.2318, Sem 0.2318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.292e-01 Score 92.659 Data time: 0.1874, Forward time: 2.3048, Backward time: 3.0006, DDP time: 0.0045, Total iter time: 4.9993 [2020-11-15 09:01:01,739][root][INFO] - ===> Epoch[179](4684/26): Loss 0.2705, Sem 0.2705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.291e-01 Score 91.296 Data time: 0.1534, Forward time: 2.3040, Backward time: 3.0007, DDP time: 0.0045, Total iter time: 5.1257 [2020-11-15 09:01:07,576][root][INFO] - ===> Epoch[179](4685/26): Loss 0.2300, Sem 0.2300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.291e-01 Score 92.465 Data time: 0.2063, Forward time: 2.3039, Backward time: 3.0010, DDP time: 0.0045, Total iter time: 5.7531 [2020-11-15 09:01:12,792][root][INFO] - ===> Epoch[179](4686/26): Loss 0.3121, Sem 0.3121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.291e-01 Score 90.406 Data time: 0.1703, Forward time: 2.3036, Backward time: 3.0007, DDP time: 0.0045, Total iter time: 5.1111 [2020-11-15 09:01:18,151][root][INFO] - ===> Epoch[179](4687/26): Loss 0.2647, Sem 0.2647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.290e-01 Score 91.674 Data time: 0.2003, Forward time: 2.3035, Backward time: 3.0004, DDP time: 0.0045, Total iter time: 5.2638 [2020-11-15 09:01:22,835][root][INFO] - ===> Epoch[179](4688/26): Loss 0.3001, Sem 0.3001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.290e-01 Score 90.498 Data time: 0.2127, Forward time: 2.3035, Backward time: 2.9990, DDP time: 0.0045, Total iter time: 4.5810 [2020-11-15 09:01:29,941][root][INFO] - ===> Epoch[179](4689/26): Loss 0.2713, Sem 0.2713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.290e-01 Score 91.577 Data time: 0.3803, Forward time: 2.3054, Backward time: 2.9990, DDP time: 0.0045, Total iter time: 7.0046 [2020-11-15 09:01:35,671][root][INFO] - ===> Epoch[179](4690/26): Loss 0.3020, Sem 0.3020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.289e-01 Score 90.284 Data time: 0.2469, Forward time: 2.3065, Backward time: 2.9979, DDP time: 0.0045, Total iter time: 5.6196 [2020-11-15 09:01:40,403][root][INFO] - ===> Epoch[179](4691/26): Loss 0.2708, Sem 0.2708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.289e-01 Score 91.164 Data time: 0.2396, Forward time: 2.3067, Backward time: 2.9962, DDP time: 0.0045, Total iter time: 4.6175 [2020-11-15 09:01:45,917][root][INFO] - ===> Epoch[179](4692/26): Loss 0.2381, Sem 0.2381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.288e-01 Score 92.923 Data time: 0.2107, Forward time: 2.3070, Backward time: 2.9957, DDP time: 0.0045, Total iter time: 5.4092 [2020-11-15 09:01:51,679][root][INFO] - ===> Epoch[179](4693/26): Loss 0.2394, Sem 0.2394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.288e-01 Score 92.818 Data time: 0.2132, Forward time: 2.3067, Backward time: 2.9960, DDP time: 0.0045, Total iter time: 5.6602 [2020-11-15 09:01:57,360][root][INFO] - ===> Epoch[179](4694/26): Loss 0.2535, Sem 0.2535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.288e-01 Score 91.920 Data time: 0.2229, Forward time: 2.3073, Backward time: 2.9955, DDP time: 0.0045, Total iter time: 5.5866 [2020-11-15 09:02:04,174][root][INFO] - ===> Epoch[179](4695/26): Loss 0.2931, Sem 0.2931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.287e-01 Score 91.306 Data time: 0.2215, Forward time: 2.3077, Backward time: 2.9966, DDP time: 0.0045, Total iter time: 6.6962 [2020-11-15 09:02:10,030][root][INFO] - ===> Epoch[179](4696/26): Loss 0.2611, Sem 0.2611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.287e-01 Score 91.723 Data time: 0.1409, Forward time: 2.3068, Backward time: 2.9978, DDP time: 0.0045, Total iter time: 5.7367 [2020-11-15 09:02:15,702][root][INFO] - ===> Epoch[179](4697/26): Loss 0.3254, Sem 0.3254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.287e-01 Score 90.151 Data time: 0.2296, Forward time: 2.3069, Backward time: 2.9977, DDP time: 0.0045, Total iter time: 5.5875 [2020-11-15 09:02:21,179][root][INFO] - ===> Epoch[179](4698/26): Loss 0.2809, Sem 0.2809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.286e-01 Score 91.244 Data time: 0.1840, Forward time: 2.3068, Backward time: 2.9975, DDP time: 0.0045, Total iter time: 5.3720 [2020-11-15 09:02:25,940][root][INFO] - ===> Epoch[179](4699/26): Loss 0.2822, Sem 0.2822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.286e-01 Score 91.371 Data time: 0.2010, Forward time: 2.3067, Backward time: 2.9963, DDP time: 0.0045, Total iter time: 4.6490 [2020-11-15 09:02:31,743][root][INFO] - ===> Epoch[179](4700/26): Loss 0.2575, Sem 0.2575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.286e-01 Score 91.661 Data time: 0.2083, Forward time: 2.3062, Backward time: 2.9967, DDP time: 0.0045, Total iter time: 5.6594 [2020-11-15 09:02:36,604][root][INFO] - ===> Epoch[179](4701/26): Loss 0.2865, Sem 0.2865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.285e-01 Score 90.428 Data time: 0.2244, Forward time: 2.3064, Backward time: 2.9954, DDP time: 0.0045, Total iter time: 4.7524 [2020-11-15 09:02:42,366][root][INFO] - ===> Epoch[179](4702/26): Loss 0.2714, Sem 0.2714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.285e-01 Score 91.486 Data time: 0.2528, Forward time: 2.3073, Backward time: 2.9946, DDP time: 0.0045, Total iter time: 5.6629 [2020-11-15 09:02:46,949][root][INFO] - ===> Epoch[180](4703/26): Loss 0.3183, Sem 0.3183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.284e-01 Score 90.003 Data time: 0.1769, Forward time: 2.3071, Backward time: 2.9933, DDP time: 0.0045, Total iter time: 4.4569 [2020-11-15 09:02:51,657][root][INFO] - ===> Epoch[180](4704/26): Loss 0.2903, Sem 0.2903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.284e-01 Score 90.931 Data time: 0.1369, Forward time: 2.3058, Backward time: 2.9932, DDP time: 0.0045, Total iter time: 4.5930 [2020-11-15 09:02:57,094][root][INFO] - ===> Epoch[180](4705/26): Loss 0.2859, Sem 0.2859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.284e-01 Score 90.976 Data time: 0.2396, Forward time: 2.3063, Backward time: 2.9925, DDP time: 0.0045, Total iter time: 5.3536 [2020-11-15 09:03:01,865][root][INFO] - ===> Epoch[180](4706/26): Loss 0.2977, Sem 0.2977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.283e-01 Score 91.250 Data time: 0.1898, Forward time: 2.3059, Backward time: 2.9916, DDP time: 0.0045, Total iter time: 4.6563 [2020-11-15 09:03:06,723][root][INFO] - ===> Epoch[180](4707/26): Loss 0.2400, Sem 0.2400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.283e-01 Score 92.504 Data time: 0.1890, Forward time: 2.3057, Backward time: 2.9907, DDP time: 0.0045, Total iter time: 4.7704 [2020-11-15 09:03:11,959][root][INFO] - ===> Epoch[180](4708/26): Loss 0.2961, Sem 0.2961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.283e-01 Score 90.402 Data time: 0.2194, Forward time: 2.3057, Backward time: 2.9900, DDP time: 0.0045, Total iter time: 5.1241 [2020-11-15 09:03:17,986][root][INFO] - ===> Epoch[180](4709/26): Loss 0.2603, Sem 0.2603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.282e-01 Score 91.897 Data time: 0.2236, Forward time: 2.3061, Backward time: 2.9902, DDP time: 0.0045, Total iter time: 5.9191 [2020-11-15 09:03:24,138][root][INFO] - ===> Epoch[180](4710/26): Loss 0.2612, Sem 0.2612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.282e-01 Score 91.835 Data time: 0.2272, Forward time: 2.3066, Backward time: 2.9903, DDP time: 0.0045, Total iter time: 6.0327 [2020-11-15 09:03:30,028][root][INFO] - ===> Epoch[180](4711/26): Loss 0.2836, Sem 0.2836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.281e-01 Score 91.068 Data time: 0.2757, Forward time: 2.3076, Backward time: 2.9895, DDP time: 0.0045, Total iter time: 5.7758 [2020-11-15 09:03:35,261][root][INFO] - ===> Epoch[180](4712/26): Loss 0.2503, Sem 0.2503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.281e-01 Score 91.676 Data time: 0.2482, Forward time: 2.3082, Backward time: 2.9883, DDP time: 0.0045, Total iter time: 5.1018 [2020-11-15 09:03:41,362][root][INFO] - ===> Epoch[180](4713/26): Loss 0.2844, Sem 0.2844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.281e-01 Score 90.872 Data time: 0.2357, Forward time: 2.3089, Backward time: 2.9881, DDP time: 0.0045, Total iter time: 5.9906 [2020-11-15 09:03:46,190][root][INFO] - ===> Epoch[180](4714/26): Loss 0.2697, Sem 0.2697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.280e-01 Score 91.729 Data time: 0.1702, Forward time: 2.3084, Backward time: 2.9874, DDP time: 0.0045, Total iter time: 4.6982 [2020-11-15 09:03:52,024][root][INFO] - ===> Epoch[180](4715/26): Loss 0.2655, Sem 0.2655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.280e-01 Score 91.656 Data time: 0.1995, Forward time: 2.3082, Backward time: 2.9879, DDP time: 0.0045, Total iter time: 5.7449 [2020-11-15 09:03:58,052][root][INFO] - ===> Epoch[180](4716/26): Loss 0.3313, Sem 0.3313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.280e-01 Score 90.190 Data time: 0.2328, Forward time: 2.3087, Backward time: 2.9879, DDP time: 0.0045, Total iter time: 5.9513 [2020-11-15 09:04:03,986][root][INFO] - ===> Epoch[180](4717/26): Loss 0.2451, Sem 0.2451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.279e-01 Score 92.281 Data time: 0.2838, Forward time: 2.3098, Backward time: 2.9871, DDP time: 0.0045, Total iter time: 5.8062 [2020-11-15 09:04:08,985][root][INFO] - ===> Epoch[180](4718/26): Loss 0.2446, Sem 0.2446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.279e-01 Score 92.456 Data time: 0.1802, Forward time: 2.3095, Backward time: 2.9865, DDP time: 0.0045, Total iter time: 4.8966 [2020-11-15 09:04:15,206][root][INFO] - ===> Epoch[180](4719/26): Loss 0.2633, Sem 0.2633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.278e-01 Score 91.634 Data time: 0.2948, Forward time: 2.3108, Backward time: 2.9859, DDP time: 0.0045, Total iter time: 6.1362 [2020-11-15 09:04:20,983][root][INFO] - ===> Epoch[180](4720/26): Loss 0.2673, Sem 0.2673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.278e-01 Score 90.886 Data time: 0.1692, Forward time: 2.3102, Backward time: 2.9866, DDP time: 0.0045, Total iter time: 5.6641 [2020-11-15 09:04:27,630][root][INFO] - ===> Epoch[180](4721/26): Loss 0.2842, Sem 0.2842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.278e-01 Score 90.986 Data time: 0.2979, Forward time: 2.3114, Backward time: 2.9867, DDP time: 0.0045, Total iter time: 6.5738 [2020-11-15 09:04:33,201][root][INFO] - ===> Epoch[180](4722/26): Loss 0.2627, Sem 0.2627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.277e-01 Score 91.089 Data time: 0.2185, Forward time: 2.3117, Backward time: 2.9863, DDP time: 0.0045, Total iter time: 5.4622 [2020-11-15 09:04:40,396][root][INFO] - ===> Epoch[180](4723/26): Loss 0.3269, Sem 0.3269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.277e-01 Score 89.723 Data time: 0.3367, Forward time: 2.3131, Backward time: 2.9869, DDP time: 0.0045, Total iter time: 7.0976 [2020-11-15 09:04:45,923][root][INFO] - ===> Epoch[180](4724/26): Loss 0.2555, Sem 0.2555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.277e-01 Score 92.031 Data time: 0.1333, Forward time: 2.3123, Backward time: 2.9875, DDP time: 0.0045, Total iter time: 5.4198 [2020-11-15 09:04:50,724][root][INFO] - ===> Epoch[180](4725/26): Loss 0.2502, Sem 0.2502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.276e-01 Score 92.441 Data time: 0.1530, Forward time: 2.3113, Backward time: 2.9873, DDP time: 0.0045, Total iter time: 4.7299 [2020-11-15 09:04:56,086][root][INFO] - ===> Epoch[180](4726/26): Loss 0.3335, Sem 0.3335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.276e-01 Score 88.881 Data time: 0.1827, Forward time: 2.3111, Backward time: 2.9873, DDP time: 0.0045, Total iter time: 5.3210 [2020-11-15 09:05:01,162][root][INFO] - ===> Epoch[180](4727/26): Loss 0.3113, Sem 0.3113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.276e-01 Score 90.503 Data time: 0.1775, Forward time: 2.3108, Backward time: 2.9868, DDP time: 0.0045, Total iter time: 4.9856 [2020-11-15 09:05:07,034][root][INFO] - ===> Epoch[180](4728/26): Loss 0.2841, Sem 0.2841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.275e-01 Score 91.626 Data time: 0.1699, Forward time: 2.3105, Backward time: 2.9874, DDP time: 0.0045, Total iter time: 5.7745 [2020-11-15 09:05:13,009][root][INFO] - ===> Epoch[181](4729/26): Loss 0.2838, Sem 0.2838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.275e-01 Score 91.413 Data time: 0.1779, Forward time: 2.3102, Backward time: 2.9882, DDP time: 0.0045, Total iter time: 5.8856 [2020-11-15 09:05:17,594][root][INFO] - ===> Epoch[181](4730/26): Loss 0.2643, Sem 0.2643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.274e-01 Score 92.006 Data time: 0.1971, Forward time: 2.3097, Backward time: 2.9872, DDP time: 0.0045, Total iter time: 4.4823 [2020-11-15 09:05:23,673][root][INFO] - ===> Epoch[181](4731/26): Loss 0.2438, Sem 0.2438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.274e-01 Score 92.549 Data time: 0.2143, Forward time: 2.3099, Backward time: 2.9875, DDP time: 0.0045, Total iter time: 5.9846 [2020-11-15 09:05:29,135][root][INFO] - ===> Epoch[181](4732/26): Loss 0.2914, Sem 0.2914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.274e-01 Score 90.848 Data time: 0.1948, Forward time: 2.3099, Backward time: 2.9871, DDP time: 0.0045, Total iter time: 5.3368 [2020-11-15 09:05:35,271][root][INFO] - ===> Epoch[181](4733/26): Loss 0.2731, Sem 0.2731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.273e-01 Score 91.678 Data time: 0.2101, Forward time: 2.3096, Backward time: 2.9880, DDP time: 0.0045, Total iter time: 6.0298 [2020-11-15 09:05:39,979][root][INFO] - ===> Epoch[181](4734/26): Loss 0.3068, Sem 0.3068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.273e-01 Score 90.598 Data time: 0.1609, Forward time: 2.3088, Backward time: 2.9875, DDP time: 0.0045, Total iter time: 4.5879 [2020-11-15 09:05:46,108][root][INFO] - ===> Epoch[181](4735/26): Loss 0.2655, Sem 0.2655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.273e-01 Score 91.443 Data time: 0.3035, Forward time: 2.3100, Backward time: 2.9869, DDP time: 0.0045, Total iter time: 6.0540 [2020-11-15 09:05:51,655][root][INFO] - ===> Epoch[181](4736/26): Loss 0.2281, Sem 0.2281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.272e-01 Score 92.494 Data time: 0.2074, Forward time: 2.3100, Backward time: 2.9867, DDP time: 0.0045, Total iter time: 5.4421 [2020-11-15 09:05:56,422][root][INFO] - ===> Epoch[181](4737/26): Loss 0.3088, Sem 0.3088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.272e-01 Score 90.887 Data time: 0.2051, Forward time: 2.3098, Backward time: 2.9857, DDP time: 0.0045, Total iter time: 4.6652 [2020-11-15 09:06:01,800][root][INFO] - ===> Epoch[181](4738/26): Loss 0.2909, Sem 0.2909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.271e-01 Score 90.520 Data time: 0.2336, Forward time: 2.3104, Backward time: 2.9846, DDP time: 0.0045, Total iter time: 5.2869 [2020-11-15 09:06:06,917][root][INFO] - ===> Epoch[181](4739/26): Loss 0.2451, Sem 0.2451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.271e-01 Score 91.904 Data time: 0.2414, Forward time: 2.3109, Backward time: 2.9834, DDP time: 0.0045, Total iter time: 4.9980 [2020-11-15 09:06:13,829][root][INFO] - ===> Epoch[181](4740/26): Loss 0.2774, Sem 0.2774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.271e-01 Score 91.038 Data time: 0.2182, Forward time: 2.3115, Backward time: 2.9844, DDP time: 0.0045, Total iter time: 6.8038 [2020-11-15 09:06:19,529][root][INFO] - ===> Epoch[181](4741/26): Loss 0.2344, Sem 0.2344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.270e-01 Score 92.587 Data time: 0.1508, Forward time: 2.3108, Backward time: 2.9851, DDP time: 0.0045, Total iter time: 5.5780 [2020-11-15 09:06:24,161][root][INFO] - ===> Epoch[181](4742/26): Loss 0.2561, Sem 0.2561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.270e-01 Score 91.788 Data time: 0.2278, Forward time: 2.3106, Backward time: 2.9840, DDP time: 0.0045, Total iter time: 4.5624 [2020-11-15 09:06:30,159][root][INFO] - ===> Epoch[181](4743/26): Loss 0.3182, Sem 0.3182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.270e-01 Score 89.908 Data time: 0.2801, Forward time: 2.3118, Backward time: 2.9832, DDP time: 0.0045, Total iter time: 5.9027 [2020-11-15 09:06:36,623][root][INFO] - ===> Epoch[181](4744/26): Loss 0.2508, Sem 0.2508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.269e-01 Score 92.074 Data time: 0.2835, Forward time: 2.3130, Backward time: 2.9830, DDP time: 0.0045, Total iter time: 6.3623 [2020-11-15 09:06:42,095][root][INFO] - ===> Epoch[181](4745/26): Loss 0.2425, Sem 0.2425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.269e-01 Score 92.720 Data time: 0.2237, Forward time: 2.3136, Backward time: 2.9822, DDP time: 0.0045, Total iter time: 5.3588 [2020-11-15 09:06:48,618][root][INFO] - ===> Epoch[181](4746/26): Loss 0.2551, Sem 0.2551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.268e-01 Score 92.203 Data time: 0.2249, Forward time: 2.3140, Backward time: 2.9829, DDP time: 0.0045, Total iter time: 6.4169 [2020-11-15 09:06:55,043][root][INFO] - ===> Epoch[181](4747/26): Loss 0.2798, Sem 0.2798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.268e-01 Score 91.022 Data time: 0.2516, Forward time: 2.3149, Backward time: 2.9830, DDP time: 0.0045, Total iter time: 6.3382 [2020-11-15 09:07:00,499][root][INFO] - ===> Epoch[181](4748/26): Loss 0.2816, Sem 0.2816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.268e-01 Score 91.173 Data time: 0.2150, Forward time: 2.3155, Backward time: 2.9821, DDP time: 0.0045, Total iter time: 5.3380 [2020-11-15 09:07:06,781][root][INFO] - ===> Epoch[181](4749/26): Loss 0.2290, Sem 0.2290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.267e-01 Score 92.885 Data time: 0.1907, Forward time: 2.3153, Backward time: 2.9831, DDP time: 0.0045, Total iter time: 6.1765 [2020-11-15 09:07:11,314][root][INFO] - ===> Epoch[181](4750/26): Loss 0.2707, Sem 0.2707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.267e-01 Score 91.861 Data time: 0.1919, Forward time: 2.3152, Backward time: 2.9818, DDP time: 0.0045, Total iter time: 4.4515 [2020-11-15 09:07:17,126][root][INFO] - ===> Epoch[181](4751/26): Loss 0.2920, Sem 0.2920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.267e-01 Score 90.631 Data time: 0.2192, Forward time: 2.3147, Backward time: 2.9824, DDP time: 0.0045, Total iter time: 5.7202 [2020-11-15 09:07:22,585][root][INFO] - ===> Epoch[181](4752/26): Loss 0.2984, Sem 0.2984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.266e-01 Score 90.754 Data time: 0.2312, Forward time: 2.3151, Backward time: 2.9817, DDP time: 0.0045, Total iter time: 5.3721 [2020-11-15 09:07:29,257][root][INFO] - ===> Epoch[181](4753/26): Loss 0.2767, Sem 0.2767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.266e-01 Score 91.554 Data time: 0.2668, Forward time: 2.3159, Backward time: 2.9822, DDP time: 0.0045, Total iter time: 6.5668 [2020-11-15 09:07:35,369][root][INFO] - ===> Epoch[181](4754/26): Loss 0.2596, Sem 0.2596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.266e-01 Score 91.648 Data time: 0.1835, Forward time: 2.3156, Backward time: 2.9830, DDP time: 0.0045, Total iter time: 5.9901 [2020-11-15 09:07:40,710][root][INFO] - ===> Epoch[182](4755/26): Loss 0.2711, Sem 0.2711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.265e-01 Score 91.767 Data time: 0.1581, Forward time: 2.3147, Backward time: 2.9834, DDP time: 0.0045, Total iter time: 5.2472 [2020-11-15 09:07:47,279][root][INFO] - ===> Epoch[182](4756/26): Loss 0.2958, Sem 0.2958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.265e-01 Score 90.938 Data time: 0.2780, Forward time: 2.3157, Backward time: 2.9836, DDP time: 0.0045, Total iter time: 6.4962 [2020-11-15 09:07:52,610][root][INFO] - ===> Epoch[182](4757/26): Loss 0.2497, Sem 0.2497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.264e-01 Score 92.151 Data time: 0.2202, Forward time: 2.3162, Backward time: 2.9827, DDP time: 0.0045, Total iter time: 5.2255 [2020-11-15 09:07:56,993][root][INFO] - ===> Epoch[182](4758/26): Loss 0.2983, Sem 0.2983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.264e-01 Score 91.270 Data time: 0.1827, Forward time: 2.3157, Backward time: 2.9815, DDP time: 0.0045, Total iter time: 4.2756 [2020-11-15 09:08:02,323][root][INFO] - ===> Epoch[182](4759/26): Loss 0.2501, Sem 0.2501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.264e-01 Score 91.840 Data time: 0.1674, Forward time: 2.3153, Backward time: 2.9816, DDP time: 0.0045, Total iter time: 5.2439 [2020-11-15 09:08:07,698][root][INFO] - ===> Epoch[182](4760/26): Loss 0.2847, Sem 0.2847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.263e-01 Score 91.146 Data time: 0.1929, Forward time: 2.3149, Backward time: 2.9815, DDP time: 0.0045, Total iter time: 5.2917 [2020-11-15 09:08:13,110][root][INFO] - ===> Epoch[182](4761/26): Loss 0.2430, Sem 0.2430, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.263e-01 Score 92.407 Data time: 0.1967, Forward time: 2.3149, Backward time: 2.9812, DDP time: 0.0045, Total iter time: 5.3022 [2020-11-15 09:08:18,397][root][INFO] - ===> Epoch[182](4762/26): Loss 0.2711, Sem 0.2711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.263e-01 Score 91.575 Data time: 0.2385, Forward time: 2.3152, Backward time: 2.9804, DDP time: 0.0045, Total iter time: 5.1882 [2020-11-15 09:08:22,903][root][INFO] - ===> Epoch[182](4763/26): Loss 0.2401, Sem 0.2401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.262e-01 Score 92.235 Data time: 0.2192, Forward time: 2.3153, Backward time: 2.9789, DDP time: 0.0045, Total iter time: 4.3830 [2020-11-15 09:08:28,930][root][INFO] - ===> Epoch[182](4764/26): Loss 0.2607, Sem 0.2607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.262e-01 Score 91.911 Data time: 0.2296, Forward time: 2.3157, Backward time: 2.9788, DDP time: 0.0045, Total iter time: 5.9324 [2020-11-15 09:08:35,383][root][INFO] - ===> Epoch[182](4765/26): Loss 0.2570, Sem 0.2570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.261e-01 Score 91.879 Data time: 0.1299, Forward time: 2.3149, Backward time: 2.9807, DDP time: 0.0045, Total iter time: 6.3428 [2020-11-15 09:08:41,115][root][INFO] - ===> Epoch[182](4766/26): Loss 0.3139, Sem 0.3139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.261e-01 Score 90.135 Data time: 0.1755, Forward time: 2.3144, Backward time: 2.9813, DDP time: 0.0045, Total iter time: 5.6485 [2020-11-15 09:08:46,807][root][INFO] - ===> Epoch[182](4767/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.261e-01 Score 91.627 Data time: 0.1904, Forward time: 2.3144, Backward time: 2.9814, DDP time: 0.0045, Total iter time: 5.5982 [2020-11-15 09:08:52,911][root][INFO] - ===> Epoch[182](4768/26): Loss 0.2673, Sem 0.2673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.260e-01 Score 91.490 Data time: 0.1576, Forward time: 2.3137, Backward time: 2.9826, DDP time: 0.0045, Total iter time: 6.0040 [2020-11-15 09:08:58,738][root][INFO] - ===> Epoch[182](4769/26): Loss 0.2417, Sem 0.2417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.260e-01 Score 92.529 Data time: 0.1887, Forward time: 2.3135, Backward time: 2.9830, DDP time: 0.0045, Total iter time: 5.7233 [2020-11-15 09:09:04,635][root][INFO] - ===> Epoch[182](4770/26): Loss 0.2488, Sem 0.2488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.260e-01 Score 91.947 Data time: 0.1800, Forward time: 2.3130, Backward time: 2.9838, DDP time: 0.0045, Total iter time: 5.7903 [2020-11-15 09:09:10,758][root][INFO] - ===> Epoch[182](4771/26): Loss 0.2499, Sem 0.2499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.259e-01 Score 91.837 Data time: 0.2331, Forward time: 2.3132, Backward time: 2.9841, DDP time: 0.0045, Total iter time: 6.0076 [2020-11-15 09:09:16,921][root][INFO] - ===> Epoch[182](4772/26): Loss 0.2128, Sem 0.2128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.259e-01 Score 93.180 Data time: 0.1699, Forward time: 2.3127, Backward time: 2.9852, DDP time: 0.0045, Total iter time: 6.0458 [2020-11-15 09:09:22,042][root][INFO] - ===> Epoch[182](4773/26): Loss 0.1815, Sem 0.1815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.259e-01 Score 94.288 Data time: 0.1716, Forward time: 2.3122, Backward time: 2.9850, DDP time: 0.0045, Total iter time: 5.0141 [2020-11-15 09:09:28,089][root][INFO] - ===> Epoch[182](4774/26): Loss 0.2746, Sem 0.2746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.258e-01 Score 90.908 Data time: 0.2013, Forward time: 2.3122, Backward time: 2.9855, DDP time: 0.0045, Total iter time: 5.9308 [2020-11-15 09:09:34,538][root][INFO] - ===> Epoch[182](4775/26): Loss 0.2754, Sem 0.2754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.258e-01 Score 91.202 Data time: 0.1529, Forward time: 2.3117, Backward time: 2.9870, DDP time: 0.0045, Total iter time: 6.3274 [2020-11-15 09:09:40,271][root][INFO] - ===> Epoch[182](4776/26): Loss 0.2467, Sem 0.2467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.257e-01 Score 91.802 Data time: 0.1309, Forward time: 2.3106, Backward time: 2.9881, DDP time: 0.0045, Total iter time: 5.6253 [2020-11-15 09:09:45,359][root][INFO] - ===> Epoch[182](4777/26): Loss 0.2765, Sem 0.2765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.257e-01 Score 91.219 Data time: 0.2000, Forward time: 2.3106, Backward time: 2.9875, DDP time: 0.0045, Total iter time: 5.0259 [2020-11-15 09:09:51,655][root][INFO] - ===> Epoch[182](4778/26): Loss 0.2640, Sem 0.2640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.257e-01 Score 91.745 Data time: 0.1824, Forward time: 2.3102, Backward time: 2.9885, DDP time: 0.0045, Total iter time: 6.1702 [2020-11-15 09:09:57,193][root][INFO] - ===> Epoch[182](4779/26): Loss 0.2347, Sem 0.2347, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.256e-01 Score 92.634 Data time: 0.2220, Forward time: 2.3100, Backward time: 2.9884, DDP time: 0.0045, Total iter time: 5.4248 [2020-11-15 09:10:02,480][root][INFO] - ===> Epoch[182](4780/26): Loss 0.2495, Sem 0.2495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.256e-01 Score 91.643 Data time: 0.1845, Forward time: 2.3099, Backward time: 2.9882, DDP time: 0.0045, Total iter time: 5.1913 [2020-11-15 09:10:08,115][root][INFO] - ===> Epoch[183](4781/26): Loss 0.2929, Sem 0.2929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.256e-01 Score 90.100 Data time: 0.2382, Forward time: 2.3105, Backward time: 2.9875, DDP time: 0.0045, Total iter time: 5.5269 [2020-11-15 09:10:13,423][root][INFO] - ===> Epoch[183](4782/26): Loss 0.2552, Sem 0.2552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.255e-01 Score 91.915 Data time: 0.1677, Forward time: 2.3105, Backward time: 2.9871, DDP time: 0.0045, Total iter time: 5.1933 [2020-11-15 09:10:18,450][root][INFO] - ===> Epoch[183](4783/26): Loss 0.1904, Sem 0.1904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.255e-01 Score 93.913 Data time: 0.1500, Forward time: 2.3098, Backward time: 2.9870, DDP time: 0.0045, Total iter time: 4.9090 [2020-11-15 09:10:23,308][root][INFO] - ===> Epoch[183](4784/26): Loss 0.2693, Sem 0.2693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.254e-01 Score 91.047 Data time: 0.1392, Forward time: 2.3090, Backward time: 2.9869, DDP time: 0.0045, Total iter time: 4.7491 [2020-11-15 09:10:29,050][root][INFO] - ===> Epoch[183](4785/26): Loss 0.2652, Sem 0.2652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.254e-01 Score 91.382 Data time: 0.2116, Forward time: 2.3092, Backward time: 2.9867, DDP time: 0.0045, Total iter time: 5.6491 [2020-11-15 09:10:34,633][root][INFO] - ===> Epoch[183](4786/26): Loss 0.2886, Sem 0.2886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.254e-01 Score 90.872 Data time: 0.1687, Forward time: 2.3089, Backward time: 2.9870, DDP time: 0.0045, Total iter time: 5.4743 [2020-11-15 09:10:41,392][root][INFO] - ===> Epoch[183](4787/26): Loss 0.2998, Sem 0.2998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.253e-01 Score 91.231 Data time: 0.1304, Forward time: 2.3078, Backward time: 2.9894, DDP time: 0.0045, Total iter time: 6.6550 [2020-11-15 09:10:47,429][root][INFO] - ===> Epoch[183](4788/26): Loss 0.2652, Sem 0.2652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.253e-01 Score 92.127 Data time: 0.1990, Forward time: 2.3077, Backward time: 2.9900, DDP time: 0.0045, Total iter time: 5.9629 [2020-11-15 09:10:53,395][root][INFO] - ===> Epoch[183](4789/26): Loss 0.2741, Sem 0.2741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.253e-01 Score 91.264 Data time: 0.2558, Forward time: 2.3082, Backward time: 2.9898, DDP time: 0.0045, Total iter time: 5.8390 [2020-11-15 09:10:59,076][root][INFO] - ===> Epoch[183](4790/26): Loss 0.2898, Sem 0.2898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.252e-01 Score 90.928 Data time: 0.1888, Forward time: 2.3081, Backward time: 2.9899, DDP time: 0.0045, Total iter time: 5.5654 [2020-11-15 09:11:05,221][root][INFO] - ===> Epoch[183](4791/26): Loss 0.2737, Sem 0.2737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.252e-01 Score 91.484 Data time: 0.2782, Forward time: 2.3092, Backward time: 2.9893, DDP time: 0.0045, Total iter time: 6.0227 [2020-11-15 09:11:10,357][root][INFO] - ===> Epoch[183](4792/26): Loss 0.2321, Sem 0.2321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.251e-01 Score 92.913 Data time: 0.1902, Forward time: 2.3091, Backward time: 2.9887, DDP time: 0.0045, Total iter time: 5.0198 [2020-11-15 09:11:15,908][root][INFO] - ===> Epoch[183](4793/26): Loss 0.2371, Sem 0.2371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.251e-01 Score 92.414 Data time: 0.1594, Forward time: 2.3084, Backward time: 2.9893, DDP time: 0.0045, Total iter time: 5.4513 [2020-11-15 09:11:21,553][root][INFO] - ===> Epoch[183](4794/26): Loss 0.2512, Sem 0.2512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.251e-01 Score 91.935 Data time: 0.2307, Forward time: 2.3087, Backward time: 2.9890, DDP time: 0.0045, Total iter time: 5.5521 [2020-11-15 09:11:28,251][root][INFO] - ===> Epoch[183](4795/26): Loss 0.2971, Sem 0.2971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.250e-01 Score 91.050 Data time: 0.3036, Forward time: 2.3099, Backward time: 2.9889, DDP time: 0.0045, Total iter time: 6.5927 [2020-11-15 09:11:34,354][root][INFO] - ===> Epoch[183](4796/26): Loss 0.2543, Sem 0.2543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.250e-01 Score 92.377 Data time: 0.2054, Forward time: 2.3101, Backward time: 2.9892, DDP time: 0.0045, Total iter time: 5.9809 [2020-11-15 09:11:40,667][root][INFO] - ===> Epoch[183](4797/26): Loss 0.2566, Sem 0.2566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.250e-01 Score 91.691 Data time: 0.2544, Forward time: 2.3106, Backward time: 2.9895, DDP time: 0.0045, Total iter time: 6.2076 [2020-11-15 09:11:46,311][root][INFO] - ===> Epoch[183](4798/26): Loss 0.2604, Sem 0.2604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.249e-01 Score 92.059 Data time: 0.2167, Forward time: 2.3109, Backward time: 2.9891, DDP time: 0.0045, Total iter time: 5.5160 [2020-11-15 09:11:51,577][root][INFO] - ===> Epoch[183](4799/26): Loss 0.3211, Sem 0.3211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.249e-01 Score 91.199 Data time: 0.1801, Forward time: 2.3108, Backward time: 2.9888, DDP time: 0.0045, Total iter time: 5.1663 [2020-11-15 09:11:57,188][root][INFO] - ===> Epoch[183](4800/26): Loss 0.2866, Sem 0.2866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.249e-01 Score 91.133 Data time: 0.1738, Forward time: 2.3102, Backward time: 2.9893, DDP time: 0.0045, Total iter time: 5.5159 [2020-11-15 09:12:02,461][root][INFO] - ===> Epoch[183](4801/26): Loss 0.3132, Sem 0.3132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.248e-01 Score 90.227 Data time: 0.1994, Forward time: 2.3102, Backward time: 2.9887, DDP time: 0.0045, Total iter time: 5.1804 [2020-11-15 09:12:07,522][root][INFO] - ===> Epoch[183](4802/26): Loss 0.3271, Sem 0.3271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.248e-01 Score 90.120 Data time: 0.1692, Forward time: 2.3097, Backward time: 2.9885, DDP time: 0.0045, Total iter time: 4.9802 [2020-11-15 09:12:11,935][root][INFO] - ===> Epoch[183](4803/26): Loss 0.2923, Sem 0.2923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.247e-01 Score 90.393 Data time: 0.2235, Forward time: 2.3097, Backward time: 2.9870, DDP time: 0.0045, Total iter time: 4.3238 [2020-11-15 09:12:17,578][root][INFO] - ===> Epoch[183](4804/26): Loss 0.3473, Sem 0.3473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.247e-01 Score 89.354 Data time: 0.2521, Forward time: 2.3104, Backward time: 2.9863, DDP time: 0.0045, Total iter time: 5.5494 [2020-11-15 09:12:22,958][root][INFO] - ===> Epoch[183](4805/26): Loss 0.3326, Sem 0.3326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.247e-01 Score 89.924 Data time: 0.2327, Forward time: 2.3109, Backward time: 2.9853, DDP time: 0.0045, Total iter time: 5.2623 [2020-11-15 09:12:28,278][root][INFO] - ===> Epoch[183](4806/26): Loss 0.2683, Sem 0.2683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.246e-01 Score 91.396 Data time: 0.2305, Forward time: 2.3115, Backward time: 2.9843, DDP time: 0.0045, Total iter time: 5.2165 [2020-11-15 09:12:32,786][root][INFO] - ===> Epoch[184](4807/26): Loss 0.3057, Sem 0.3057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.246e-01 Score 90.357 Data time: 0.2022, Forward time: 2.3113, Backward time: 2.9831, DDP time: 0.0045, Total iter time: 4.4084 [2020-11-15 09:12:38,866][root][INFO] - ===> Epoch[184](4808/26): Loss 0.3420, Sem 0.3420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.246e-01 Score 90.051 Data time: 0.2509, Forward time: 2.3120, Backward time: 2.9829, DDP time: 0.0045, Total iter time: 5.9797 [2020-11-15 09:12:44,556][root][INFO] - ===> Epoch[184](4809/26): Loss 0.2913, Sem 0.2913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.245e-01 Score 91.132 Data time: 0.1276, Forward time: 2.3110, Backward time: 2.9839, DDP time: 0.0045, Total iter time: 5.5745 [2020-11-15 09:12:49,646][root][INFO] - ===> Epoch[184](4810/26): Loss 0.3040, Sem 0.3040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.245e-01 Score 90.825 Data time: 0.1764, Forward time: 2.3106, Backward time: 2.9836, DDP time: 0.0045, Total iter time: 5.0427 [2020-11-15 09:12:55,427][root][INFO] - ===> Epoch[184](4811/26): Loss 0.2983, Sem 0.2983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.244e-01 Score 91.263 Data time: 0.2234, Forward time: 2.3110, Backward time: 2.9834, DDP time: 0.0045, Total iter time: 5.6905 [2020-11-15 09:13:01,152][root][INFO] - ===> Epoch[184](4812/26): Loss 0.3289, Sem 0.3289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.244e-01 Score 89.819 Data time: 0.2675, Forward time: 2.3119, Backward time: 2.9826, DDP time: 0.0045, Total iter time: 5.6207 [2020-11-15 09:13:06,152][root][INFO] - ===> Epoch[184](4813/26): Loss 0.3532, Sem 0.3532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.244e-01 Score 89.127 Data time: 0.2324, Forward time: 2.3121, Backward time: 2.9816, DDP time: 0.0045, Total iter time: 4.9004 [2020-11-15 09:13:11,437][root][INFO] - ===> Epoch[184](4814/26): Loss 0.2718, Sem 0.2718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.243e-01 Score 91.599 Data time: 0.2274, Forward time: 2.3124, Backward time: 2.9808, DDP time: 0.0045, Total iter time: 5.1867 [2020-11-15 09:13:16,223][root][INFO] - ===> Epoch[184](4815/26): Loss 0.2946, Sem 0.2946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.243e-01 Score 91.120 Data time: 0.1520, Forward time: 2.3117, Backward time: 2.9803, DDP time: 0.0045, Total iter time: 4.6753 [2020-11-15 09:13:21,061][root][INFO] - ===> Epoch[184](4816/26): Loss 0.2987, Sem 0.2987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.243e-01 Score 90.378 Data time: 0.1583, Forward time: 2.3110, Backward time: 2.9801, DDP time: 0.0045, Total iter time: 4.7710 [2020-11-15 09:13:25,703][root][INFO] - ===> Epoch[184](4817/26): Loss 0.2679, Sem 0.2679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.242e-01 Score 91.481 Data time: 0.1634, Forward time: 2.3105, Backward time: 2.9794, DDP time: 0.0045, Total iter time: 4.5781 [2020-11-15 09:13:31,761][root][INFO] - ===> Epoch[184](4818/26): Loss 0.2855, Sem 0.2855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.242e-01 Score 91.425 Data time: 0.2054, Forward time: 2.3103, Backward time: 2.9801, DDP time: 0.0045, Total iter time: 5.9624 [2020-11-15 09:13:36,732][root][INFO] - ===> Epoch[184](4819/26): Loss 0.2929, Sem 0.2929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.241e-01 Score 90.929 Data time: 0.1893, Forward time: 2.3102, Backward time: 2.9794, DDP time: 0.0045, Total iter time: 4.8711 [2020-11-15 09:13:42,733][root][INFO] - ===> Epoch[184](4820/26): Loss 0.3124, Sem 0.3124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.241e-01 Score 90.801 Data time: 0.1981, Forward time: 2.3102, Backward time: 2.9798, DDP time: 0.0045, Total iter time: 5.8896 [2020-11-15 09:13:48,811][root][INFO] - ===> Epoch[184](4821/26): Loss 0.3361, Sem 0.3361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.241e-01 Score 89.361 Data time: 0.2204, Forward time: 2.3106, Backward time: 2.9799, DDP time: 0.0045, Total iter time: 5.9801 [2020-11-15 09:13:54,271][root][INFO] - ===> Epoch[184](4822/26): Loss 0.3097, Sem 0.3097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.240e-01 Score 90.586 Data time: 0.1759, Forward time: 2.3103, Backward time: 2.9799, DDP time: 0.0045, Total iter time: 5.3558 [2020-11-15 09:14:01,298][root][INFO] - ===> Epoch[184](4823/26): Loss 0.3254, Sem 0.3254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.240e-01 Score 90.056 Data time: 0.2067, Forward time: 2.3103, Backward time: 2.9815, DDP time: 0.0045, Total iter time: 6.9207 [2020-11-15 09:14:07,804][root][INFO] - ===> Epoch[184](4824/26): Loss 0.3124, Sem 0.3124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.240e-01 Score 90.295 Data time: 0.1782, Forward time: 2.3100, Backward time: 2.9828, DDP time: 0.0045, Total iter time: 6.3976 [2020-11-15 09:14:13,643][root][INFO] - ===> Epoch[184](4825/26): Loss 0.3116, Sem 0.3116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.239e-01 Score 90.098 Data time: 0.2078, Forward time: 2.3100, Backward time: 2.9830, DDP time: 0.0045, Total iter time: 5.7297 [2020-11-15 09:14:19,836][root][INFO] - ===> Epoch[184](4826/26): Loss 0.3023, Sem 0.3023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.239e-01 Score 90.957 Data time: 0.1670, Forward time: 2.3096, Backward time: 2.9840, DDP time: 0.0045, Total iter time: 6.0846 [2020-11-15 09:14:24,801][root][INFO] - ===> Epoch[184](4827/26): Loss 0.2856, Sem 0.2856, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.239e-01 Score 90.853 Data time: 0.1935, Forward time: 2.3095, Backward time: 2.9833, DDP time: 0.0045, Total iter time: 4.8646 [2020-11-15 09:14:29,711][root][INFO] - ===> Epoch[184](4828/26): Loss 0.3298, Sem 0.3298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.238e-01 Score 89.625 Data time: 0.1880, Forward time: 2.3094, Backward time: 2.9825, DDP time: 0.0045, Total iter time: 4.7911 [2020-11-15 09:14:34,846][root][INFO] - ===> Epoch[184](4829/26): Loss 0.3057, Sem 0.3057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.238e-01 Score 90.196 Data time: 0.1947, Forward time: 2.3093, Backward time: 2.9820, DDP time: 0.0045, Total iter time: 5.0380 [2020-11-15 09:14:39,768][root][INFO] - ===> Epoch[184](4830/26): Loss 0.3091, Sem 0.3091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.237e-01 Score 89.635 Data time: 0.1560, Forward time: 2.3088, Backward time: 2.9816, DDP time: 0.0045, Total iter time: 4.7994 [2020-11-15 09:14:44,478][root][INFO] - ===> Epoch[184](4831/26): Loss 0.2854, Sem 0.2854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.237e-01 Score 91.369 Data time: 0.1685, Forward time: 2.3083, Backward time: 2.9810, DDP time: 0.0045, Total iter time: 4.6089 [2020-11-15 09:14:49,898][root][INFO] - ===> Epoch[184](4832/26): Loss 0.2806, Sem 0.2806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.237e-01 Score 91.575 Data time: 0.1484, Forward time: 2.3075, Backward time: 2.9815, DDP time: 0.0045, Total iter time: 5.3316 [2020-11-15 09:14:55,731][root][INFO] - ===> Epoch[185](4833/26): Loss 0.3016, Sem 0.3016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.236e-01 Score 90.943 Data time: 0.1535, Forward time: 2.3068, Backward time: 2.9825, DDP time: 0.0045, Total iter time: 5.7384 [2020-11-15 09:15:01,672][root][INFO] - ===> Epoch[185](4834/26): Loss 0.3042, Sem 0.3042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.236e-01 Score 91.122 Data time: 0.2051, Forward time: 2.3068, Backward time: 2.9828, DDP time: 0.0045, Total iter time: 5.8483 [2020-11-15 09:15:07,846][root][INFO] - ===> Epoch[185](4835/26): Loss 0.2986, Sem 0.2986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.236e-01 Score 90.021 Data time: 0.1864, Forward time: 2.3067, Backward time: 2.9834, DDP time: 0.0045, Total iter time: 6.0602 [2020-11-15 09:15:14,034][root][INFO] - ===> Epoch[185](4836/26): Loss 0.2822, Sem 0.2822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.235e-01 Score 91.569 Data time: 0.1577, Forward time: 2.3060, Backward time: 2.9847, DDP time: 0.0045, Total iter time: 6.0860 [2020-11-15 09:15:18,695][root][INFO] - ===> Epoch[185](4837/26): Loss 0.3071, Sem 0.3071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.235e-01 Score 90.555 Data time: 0.2052, Forward time: 2.3060, Backward time: 2.9836, DDP time: 0.0045, Total iter time: 4.5767 [2020-11-15 09:15:24,989][root][INFO] - ===> Epoch[185](4838/26): Loss 0.2634, Sem 0.2634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.234e-01 Score 91.903 Data time: 0.2451, Forward time: 2.3067, Backward time: 2.9836, DDP time: 0.0045, Total iter time: 6.1924 [2020-11-15 09:15:30,101][root][INFO] - ===> Epoch[185](4839/26): Loss 0.3296, Sem 0.3296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.234e-01 Score 90.024 Data time: 0.1829, Forward time: 2.3065, Backward time: 2.9831, DDP time: 0.0045, Total iter time: 5.0139 [2020-11-15 09:15:37,031][root][INFO] - ===> Epoch[185](4840/26): Loss 0.2960, Sem 0.2960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.234e-01 Score 90.717 Data time: 0.1822, Forward time: 2.3061, Backward time: 2.9849, DDP time: 0.0045, Total iter time: 6.8248 [2020-11-15 09:15:42,598][root][INFO] - ===> Epoch[185](4841/26): Loss 0.3147, Sem 0.3147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.233e-01 Score 90.229 Data time: 0.1825, Forward time: 2.3056, Backward time: 2.9852, DDP time: 0.0045, Total iter time: 5.4722 [2020-11-15 09:15:48,282][root][INFO] - ===> Epoch[185](4842/26): Loss 0.3609, Sem 0.3609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.233e-01 Score 88.887 Data time: 0.2578, Forward time: 2.3064, Backward time: 2.9845, DDP time: 0.0045, Total iter time: 5.5870 [2020-11-15 09:15:53,910][root][INFO] - ===> Epoch[185](4843/26): Loss 0.2240, Sem 0.2240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.233e-01 Score 92.932 Data time: 0.1816, Forward time: 2.3060, Backward time: 2.9848, DDP time: 0.0045, Total iter time: 5.5178 [2020-11-15 09:15:59,657][root][INFO] - ===> Epoch[185](4844/26): Loss 0.3304, Sem 0.3304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.232e-01 Score 89.794 Data time: 0.2603, Forward time: 2.3067, Backward time: 2.9841, DDP time: 0.0045, Total iter time: 5.6330 [2020-11-15 09:16:06,056][root][INFO] - ===> Epoch[185](4845/26): Loss 0.2763, Sem 0.2763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.232e-01 Score 91.712 Data time: 0.2870, Forward time: 2.3080, Backward time: 2.9837, DDP time: 0.0045, Total iter time: 6.2882 [2020-11-15 09:16:12,139][root][INFO] - ===> Epoch[185](4846/26): Loss 0.3250, Sem 0.3250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.231e-01 Score 90.149 Data time: 0.2334, Forward time: 2.3084, Backward time: 2.9838, DDP time: 0.0045, Total iter time: 5.9610 [2020-11-15 09:16:19,006][root][INFO] - ===> Epoch[185](4847/26): Loss 0.3114, Sem 0.3114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.231e-01 Score 90.492 Data time: 0.3683, Forward time: 2.3098, Backward time: 2.9837, DDP time: 0.0045, Total iter time: 6.7617 [2020-11-15 09:16:24,174][root][INFO] - ===> Epoch[185](4848/26): Loss 0.2708, Sem 0.2708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.231e-01 Score 91.481 Data time: 0.2494, Forward time: 2.3102, Backward time: 2.9826, DDP time: 0.0045, Total iter time: 5.0382 [2020-11-15 09:16:29,728][root][INFO] - ===> Epoch[185](4849/26): Loss 0.2558, Sem 0.2558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.230e-01 Score 92.257 Data time: 0.2526, Forward time: 2.3109, Backward time: 2.9818, DDP time: 0.0045, Total iter time: 5.4554 [2020-11-15 09:16:35,195][root][INFO] - ===> Epoch[185](4850/26): Loss 0.3185, Sem 0.3185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.230e-01 Score 90.016 Data time: 0.2560, Forward time: 2.3115, Backward time: 2.9809, DDP time: 0.0045, Total iter time: 5.3572 [2020-11-15 09:16:40,941][root][INFO] - ===> Epoch[185](4851/26): Loss 0.2964, Sem 0.2964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.230e-01 Score 90.160 Data time: 0.2008, Forward time: 2.3117, Backward time: 2.9809, DDP time: 0.0045, Total iter time: 5.6559 [2020-11-15 09:16:46,977][root][INFO] - ===> Epoch[185](4852/26): Loss 0.2656, Sem 0.2656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.229e-01 Score 91.348 Data time: 0.1685, Forward time: 2.3112, Backward time: 2.9818, DDP time: 0.0045, Total iter time: 5.9279 [2020-11-15 09:16:52,222][root][INFO] - ===> Epoch[185](4853/26): Loss 0.2953, Sem 0.2953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.229e-01 Score 90.591 Data time: 0.1573, Forward time: 2.3106, Backward time: 2.9820, DDP time: 0.0045, Total iter time: 5.1649 [2020-11-15 09:16:59,294][root][INFO] - ===> Epoch[185](4854/26): Loss 0.3133, Sem 0.3133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.229e-01 Score 90.049 Data time: 0.2171, Forward time: 2.3108, Backward time: 2.9833, DDP time: 0.0045, Total iter time: 7.0099 [2020-11-15 09:17:04,820][root][INFO] - ===> Epoch[185](4855/26): Loss 0.2762, Sem 0.2762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.228e-01 Score 91.801 Data time: 0.1991, Forward time: 2.3108, Backward time: 2.9832, DDP time: 0.0045, Total iter time: 5.4120 [2020-11-15 09:17:09,271][root][INFO] - ===> Epoch[185](4856/26): Loss 0.2421, Sem 0.2421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.228e-01 Score 92.387 Data time: 0.1955, Forward time: 2.3103, Backward time: 2.9823, DDP time: 0.0045, Total iter time: 4.3530 [2020-11-15 09:17:14,581][root][INFO] - ===> Epoch[185](4857/26): Loss 0.2341, Sem 0.2341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.227e-01 Score 92.665 Data time: 0.1387, Forward time: 2.3094, Backward time: 2.9828, DDP time: 0.0045, Total iter time: 5.2197 [2020-11-15 09:17:20,807][root][INFO] - ===> Epoch[185](4858/26): Loss 0.2797, Sem 0.2797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.227e-01 Score 91.093 Data time: 0.2302, Forward time: 2.3090, Backward time: 2.9838, DDP time: 0.0045, Total iter time: 6.1610 [2020-11-15 09:17:27,353][root][INFO] - ===> Epoch[186](4859/26): Loss 0.2577, Sem 0.2577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.227e-01 Score 92.160 Data time: 0.2694, Forward time: 2.3098, Backward time: 2.9840, DDP time: 0.0045, Total iter time: 6.4566 [2020-11-15 09:17:34,313][root][INFO] - ===> Epoch[186](4860/26): Loss 0.2523, Sem 0.2523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.226e-01 Score 92.142 Data time: 0.1897, Forward time: 2.3098, Backward time: 2.9855, DDP time: 0.0045, Total iter time: 6.8408 [2020-11-15 09:17:39,518][root][INFO] - ===> Epoch[186](4861/26): Loss 0.3014, Sem 0.3014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.226e-01 Score 90.975 Data time: 0.1778, Forward time: 2.3095, Backward time: 2.9852, DDP time: 0.0045, Total iter time: 5.1112 [2020-11-15 09:17:44,009][root][INFO] - ===> Epoch[186](4862/26): Loss 0.2969, Sem 0.2969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.226e-01 Score 90.715 Data time: 0.1936, Forward time: 2.3094, Backward time: 2.9841, DDP time: 0.0045, Total iter time: 4.4018 [2020-11-15 09:17:49,502][root][INFO] - ===> Epoch[186](4863/26): Loss 0.2409, Sem 0.2409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.225e-01 Score 92.315 Data time: 0.1737, Forward time: 2.3089, Backward time: 2.9844, DDP time: 0.0045, Total iter time: 5.3919 [2020-11-15 09:17:54,732][root][INFO] - ===> Epoch[186](4864/26): Loss 0.2632, Sem 0.2632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.225e-01 Score 91.915 Data time: 0.1725, Forward time: 2.3085, Backward time: 2.9844, DDP time: 0.0045, Total iter time: 5.1519 [2020-11-15 09:18:00,670][root][INFO] - ===> Epoch[186](4865/26): Loss 0.2724, Sem 0.2724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.224e-01 Score 91.918 Data time: 0.2627, Forward time: 2.3093, Backward time: 2.9838, DDP time: 0.0045, Total iter time: 5.8361 [2020-11-15 09:18:06,042][root][INFO] - ===> Epoch[186](4866/26): Loss 0.2625, Sem 0.2625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.224e-01 Score 91.979 Data time: 0.1425, Forward time: 2.3088, Backward time: 2.9840, DDP time: 0.0045, Total iter time: 5.2512 [2020-11-15 09:18:12,009][root][INFO] - ===> Epoch[186](4867/26): Loss 0.3260, Sem 0.3260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.224e-01 Score 90.611 Data time: 0.1827, Forward time: 2.3083, Backward time: 2.9849, DDP time: 0.0045, Total iter time: 5.8992 [2020-11-15 09:18:17,573][root][INFO] - ===> Epoch[186](4868/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.223e-01 Score 92.001 Data time: 0.2508, Forward time: 2.3084, Backward time: 2.9846, DDP time: 0.0045, Total iter time: 5.4700 [2020-11-15 09:18:23,964][root][INFO] - ===> Epoch[186](4869/26): Loss 0.2686, Sem 0.2686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.223e-01 Score 91.727 Data time: 0.2770, Forward time: 2.3089, Backward time: 2.9848, DDP time: 0.0045, Total iter time: 6.2606 [2020-11-15 09:18:29,280][root][INFO] - ===> Epoch[186](4870/26): Loss 0.2231, Sem 0.2231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.223e-01 Score 93.069 Data time: 0.1186, Forward time: 2.3079, Backward time: 2.9855, DDP time: 0.0045, Total iter time: 5.2040 [2020-11-15 09:18:35,182][root][INFO] - ===> Epoch[186](4871/26): Loss 0.2397, Sem 0.2397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.222e-01 Score 92.325 Data time: 0.2311, Forward time: 2.3083, Backward time: 2.9854, DDP time: 0.0045, Total iter time: 5.8068 [2020-11-15 09:18:40,436][root][INFO] - ===> Epoch[186](4872/26): Loss 0.2385, Sem 0.2385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.222e-01 Score 92.424 Data time: 0.2199, Forward time: 2.3083, Backward time: 2.9849, DDP time: 0.0045, Total iter time: 5.1447 [2020-11-15 09:18:46,208][root][INFO] - ===> Epoch[186](4873/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.222e-01 Score 91.679 Data time: 0.2425, Forward time: 2.3088, Backward time: 2.9846, DDP time: 0.0045, Total iter time: 5.6513 [2020-11-15 09:18:51,020][root][INFO] - ===> Epoch[186](4874/26): Loss 0.2505, Sem 0.2505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.221e-01 Score 92.181 Data time: 0.2345, Forward time: 2.3088, Backward time: 2.9835, DDP time: 0.0045, Total iter time: 4.7036 [2020-11-15 09:18:57,357][root][INFO] - ===> Epoch[186](4875/26): Loss 0.2610, Sem 0.2610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.221e-01 Score 91.623 Data time: 0.3513, Forward time: 2.3099, Backward time: 2.9831, DDP time: 0.0045, Total iter time: 6.2395 [2020-11-15 09:19:04,659][root][INFO] - ===> Epoch[186](4876/26): Loss 0.2582, Sem 0.2582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.220e-01 Score 91.399 Data time: 0.2099, Forward time: 2.3102, Backward time: 2.9846, DDP time: 0.0045, Total iter time: 7.1820 [2020-11-15 09:19:11,150][root][INFO] - ===> Epoch[186](4877/26): Loss 0.2645, Sem 0.2645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.220e-01 Score 91.359 Data time: 0.3474, Forward time: 2.3113, Backward time: 2.9843, DDP time: 0.0045, Total iter time: 6.3908 [2020-11-15 09:19:17,276][root][INFO] - ===> Epoch[186](4878/26): Loss 0.2358, Sem 0.2358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.220e-01 Score 92.687 Data time: 0.2391, Forward time: 2.3119, Backward time: 2.9842, DDP time: 0.0045, Total iter time: 6.0136 [2020-11-15 09:19:22,401][root][INFO] - ===> Epoch[186](4879/26): Loss 0.2360, Sem 0.2360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.219e-01 Score 92.523 Data time: 0.1407, Forward time: 2.3112, Backward time: 2.9843, DDP time: 0.0045, Total iter time: 5.0063 [2020-11-15 09:19:28,716][root][INFO] - ===> Epoch[186](4880/26): Loss 0.3055, Sem 0.3055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.219e-01 Score 90.982 Data time: 0.1758, Forward time: 2.3109, Backward time: 2.9854, DDP time: 0.0045, Total iter time: 6.2354 [2020-11-15 09:19:33,335][root][INFO] - ===> Epoch[186](4881/26): Loss 0.2517, Sem 0.2517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.219e-01 Score 91.837 Data time: 0.2069, Forward time: 2.3107, Backward time: 2.9843, DDP time: 0.0045, Total iter time: 4.5274 [2020-11-15 09:19:39,578][root][INFO] - ===> Epoch[186](4882/26): Loss 0.2447, Sem 0.2447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.218e-01 Score 92.325 Data time: 0.2500, Forward time: 2.3115, Backward time: 2.9841, DDP time: 0.0045, Total iter time: 6.1489 [2020-11-15 09:19:45,255][root][INFO] - ===> Epoch[186](4883/26): Loss 0.2555, Sem 0.2555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.218e-01 Score 91.832 Data time: 0.1968, Forward time: 2.3115, Backward time: 2.9841, DDP time: 0.0045, Total iter time: 5.5609 [2020-11-15 09:19:51,802][root][INFO] - ===> Epoch[186](4884/26): Loss 0.2481, Sem 0.2481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.217e-01 Score 92.075 Data time: 0.1673, Forward time: 2.3112, Backward time: 2.9854, DDP time: 0.0045, Total iter time: 6.4294 [2020-11-15 09:19:56,682][root][INFO] - ===> Epoch[187](4885/26): Loss 0.2796, Sem 0.2796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.217e-01 Score 91.473 Data time: 0.1981, Forward time: 2.3108, Backward time: 2.9849, DDP time: 0.0045, Total iter time: 4.7886 [2020-11-15 09:20:01,988][root][INFO] - ===> Epoch[187](4886/26): Loss 0.2340, Sem 0.2340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.217e-01 Score 92.613 Data time: 0.2331, Forward time: 2.3113, Backward time: 2.9840, DDP time: 0.0045, Total iter time: 5.2092 [2020-11-15 09:20:06,963][root][INFO] - ===> Epoch[187](4887/26): Loss 0.2583, Sem 0.2583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.216e-01 Score 91.777 Data time: 0.1792, Forward time: 2.3110, Backward time: 2.9836, DDP time: 0.0045, Total iter time: 4.8742 [2020-11-15 09:20:12,903][root][INFO] - ===> Epoch[187](4888/26): Loss 0.2821, Sem 0.2821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.216e-01 Score 91.348 Data time: 0.2649, Forward time: 2.3113, Backward time: 2.9835, DDP time: 0.0045, Total iter time: 5.8455 [2020-11-15 09:20:18,879][root][INFO] - ===> Epoch[187](4889/26): Loss 0.2092, Sem 0.2092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.216e-01 Score 93.295 Data time: 0.1881, Forward time: 2.3113, Backward time: 2.9839, DDP time: 0.0045, Total iter time: 5.8583 [2020-11-15 09:20:24,442][root][INFO] - ===> Epoch[187](4890/26): Loss 0.2025, Sem 0.2025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.215e-01 Score 93.497 Data time: 0.2390, Forward time: 2.3118, Backward time: 2.9833, DDP time: 0.0045, Total iter time: 5.4758 [2020-11-15 09:20:29,760][root][INFO] - ===> Epoch[187](4891/26): Loss 0.2593, Sem 0.2593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.215e-01 Score 91.554 Data time: 0.1490, Forward time: 2.3113, Backward time: 2.9834, DDP time: 0.0045, Total iter time: 5.1907 [2020-11-15 09:20:35,641][root][INFO] - ===> Epoch[187](4892/26): Loss 0.2171, Sem 0.2171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.214e-01 Score 93.231 Data time: 0.1833, Forward time: 2.3109, Backward time: 2.9840, DDP time: 0.0045, Total iter time: 5.8042 [2020-11-15 09:20:42,328][root][INFO] - ===> Epoch[187](4893/26): Loss 0.2507, Sem 0.2507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.214e-01 Score 92.199 Data time: 0.2125, Forward time: 2.3111, Backward time: 2.9850, DDP time: 0.0045, Total iter time: 6.6015 [2020-11-15 09:20:48,445][root][INFO] - ===> Epoch[187](4894/26): Loss 0.2481, Sem 0.2481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.214e-01 Score 91.863 Data time: 0.2865, Forward time: 2.3120, Backward time: 2.9845, DDP time: 0.0045, Total iter time: 6.0131 [2020-11-15 09:20:53,056][root][INFO] - ===> Epoch[187](4895/26): Loss 0.2692, Sem 0.2692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.213e-01 Score 91.699 Data time: 0.2152, Forward time: 2.3121, Backward time: 2.9833, DDP time: 0.0045, Total iter time: 4.4931 [2020-11-15 09:20:59,816][root][INFO] - ===> Epoch[187](4896/26): Loss 0.2731, Sem 0.2731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.213e-01 Score 91.396 Data time: 0.1923, Forward time: 2.3121, Backward time: 2.9844, DDP time: 0.0045, Total iter time: 6.6756 [2020-11-15 09:21:05,187][root][INFO] - ===> Epoch[187](4897/26): Loss 0.2471, Sem 0.2471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.213e-01 Score 92.369 Data time: 0.1755, Forward time: 2.3119, Backward time: 2.9843, DDP time: 0.0045, Total iter time: 5.2566 [2020-11-15 09:21:11,021][root][INFO] - ===> Epoch[187](4898/26): Loss 0.2633, Sem 0.2633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.212e-01 Score 91.899 Data time: 0.1680, Forward time: 2.3116, Backward time: 2.9849, DDP time: 0.0045, Total iter time: 5.7267 [2020-11-15 09:21:15,804][root][INFO] - ===> Epoch[187](4899/26): Loss 0.2646, Sem 0.2646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.212e-01 Score 91.625 Data time: 0.1808, Forward time: 2.3115, Backward time: 2.9839, DDP time: 0.0045, Total iter time: 4.6909 [2020-11-15 09:21:20,744][root][INFO] - ===> Epoch[187](4900/26): Loss 0.2630, Sem 0.2630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.212e-01 Score 91.581 Data time: 0.2053, Forward time: 2.3112, Backward time: 2.9835, DDP time: 0.0045, Total iter time: 4.8383 [2020-11-15 09:21:26,239][root][INFO] - ===> Epoch[187](4901/26): Loss 0.3253, Sem 0.3253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.211e-01 Score 90.087 Data time: 0.1922, Forward time: 2.3111, Backward time: 2.9834, DDP time: 0.0045, Total iter time: 5.3953 [2020-11-15 09:21:32,950][root][INFO] - ===> Epoch[187](4902/26): Loss 0.2988, Sem 0.2988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.211e-01 Score 90.852 Data time: 0.2018, Forward time: 2.3110, Backward time: 2.9846, DDP time: 0.0045, Total iter time: 6.6045 [2020-11-15 09:21:39,093][root][INFO] - ===> Epoch[187](4903/26): Loss 0.2603, Sem 0.2603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.210e-01 Score 91.304 Data time: 0.1918, Forward time: 2.3108, Backward time: 2.9852, DDP time: 0.0045, Total iter time: 6.0349 [2020-11-15 09:21:44,572][root][INFO] - ===> Epoch[187](4904/26): Loss 0.2628, Sem 0.2628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.210e-01 Score 92.298 Data time: 0.2191, Forward time: 2.3109, Backward time: 2.9849, DDP time: 0.0045, Total iter time: 5.3755 [2020-11-15 09:21:50,946][root][INFO] - ===> Epoch[187](4905/26): Loss 0.2362, Sem 0.2362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.210e-01 Score 92.202 Data time: 0.2082, Forward time: 2.3111, Backward time: 2.9855, DDP time: 0.0045, Total iter time: 6.2492 [2020-11-15 09:21:55,677][root][INFO] - ===> Epoch[187](4906/26): Loss 0.2646, Sem 0.2646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.209e-01 Score 92.007 Data time: 0.2223, Forward time: 2.3112, Backward time: 2.9844, DDP time: 0.0045, Total iter time: 4.5947 [2020-11-15 09:22:00,292][root][INFO] - ===> Epoch[187](4907/26): Loss 0.2615, Sem 0.2615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.209e-01 Score 91.894 Data time: 0.2136, Forward time: 2.3113, Backward time: 2.9831, DDP time: 0.0045, Total iter time: 4.5135 [2020-11-15 09:22:05,860][root][INFO] - ===> Epoch[187](4908/26): Loss 0.2251, Sem 0.2251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.209e-01 Score 92.897 Data time: 0.1835, Forward time: 2.3113, Backward time: 2.9829, DDP time: 0.0045, Total iter time: 5.4708 [2020-11-15 09:22:11,614][root][INFO] - ===> Epoch[187](4909/26): Loss 0.2446, Sem 0.2446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.208e-01 Score 92.000 Data time: 0.1309, Forward time: 2.3104, Backward time: 2.9839, DDP time: 0.0045, Total iter time: 5.6534 [2020-11-15 09:22:16,835][root][INFO] - ===> Epoch[187](4910/26): Loss 0.2420, Sem 0.2420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.208e-01 Score 92.389 Data time: 0.2028, Forward time: 2.3101, Backward time: 2.9838, DDP time: 0.0045, Total iter time: 5.1406 [2020-11-15 09:22:22,946][root][INFO] - ===> Epoch[188](4911/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.207e-01 Score 93.083 Data time: 0.2318, Forward time: 2.3107, Backward time: 2.9837, DDP time: 0.0045, Total iter time: 5.9860 [2020-11-15 09:22:29,253][root][INFO] - ===> Epoch[188](4912/26): Loss 0.2739, Sem 0.2739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.207e-01 Score 91.884 Data time: 0.1655, Forward time: 2.3102, Backward time: 2.9847, DDP time: 0.0045, Total iter time: 6.1705 [2020-11-15 09:22:36,827][root][INFO] - ===> Epoch[188](4913/26): Loss 0.2614, Sem 0.2614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.207e-01 Score 92.045 Data time: 0.1533, Forward time: 2.3096, Backward time: 2.9873, DDP time: 0.0045, Total iter time: 7.4865 [2020-11-15 09:22:42,254][root][INFO] - ===> Epoch[188](4914/26): Loss 0.2917, Sem 0.2917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.206e-01 Score 90.419 Data time: 0.2280, Forward time: 2.3101, Backward time: 2.9866, DDP time: 0.0045, Total iter time: 5.3399 [2020-11-15 09:22:47,575][root][INFO] - ===> Epoch[188](4915/26): Loss 0.2013, Sem 0.2013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.206e-01 Score 93.463 Data time: 0.2051, Forward time: 2.3099, Backward time: 2.9864, DDP time: 0.0045, Total iter time: 5.1955 [2020-11-15 09:22:53,034][root][INFO] - ===> Epoch[188](4916/26): Loss 0.2957, Sem 0.2957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.206e-01 Score 91.179 Data time: 0.1632, Forward time: 2.3095, Backward time: 2.9866, DDP time: 0.0045, Total iter time: 5.3503 [2020-11-15 09:22:57,911][root][INFO] - ===> Epoch[188](4917/26): Loss 0.2606, Sem 0.2606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.205e-01 Score 91.909 Data time: 0.2074, Forward time: 2.3092, Backward time: 2.9860, DDP time: 0.0045, Total iter time: 4.7961 [2020-11-15 09:23:03,700][root][INFO] - ===> Epoch[188](4918/26): Loss 0.2972, Sem 0.2972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.205e-01 Score 90.940 Data time: 0.2231, Forward time: 2.3095, Backward time: 2.9859, DDP time: 0.0045, Total iter time: 5.6900 [2020-11-15 09:23:08,298][root][INFO] - ===> Epoch[188](4919/26): Loss 0.2705, Sem 0.2705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.204e-01 Score 91.226 Data time: 0.2362, Forward time: 2.3095, Backward time: 2.9847, DDP time: 0.0045, Total iter time: 4.4794 [2020-11-15 09:23:13,860][root][INFO] - ===> Epoch[188](4920/26): Loss 0.2873, Sem 0.2873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.204e-01 Score 90.884 Data time: 0.2330, Forward time: 2.3098, Backward time: 2.9843, DDP time: 0.0045, Total iter time: 5.4504 [2020-11-15 09:23:19,679][root][INFO] - ===> Epoch[188](4921/26): Loss 0.2895, Sem 0.2895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.204e-01 Score 90.193 Data time: 0.2219, Forward time: 2.3099, Backward time: 2.9843, DDP time: 0.0045, Total iter time: 5.7020 [2020-11-15 09:23:25,250][root][INFO] - ===> Epoch[188](4922/26): Loss 0.2875, Sem 0.2875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.203e-01 Score 91.567 Data time: 0.1854, Forward time: 2.3098, Backward time: 2.9843, DDP time: 0.0045, Total iter time: 5.4547 [2020-11-15 09:23:30,934][root][INFO] - ===> Epoch[188](4923/26): Loss 0.2815, Sem 0.2815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.203e-01 Score 90.983 Data time: 0.1598, Forward time: 2.3092, Backward time: 2.9849, DDP time: 0.0045, Total iter time: 5.5799 [2020-11-15 09:23:35,958][root][INFO] - ===> Epoch[188](4924/26): Loss 0.3245, Sem 0.3245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.203e-01 Score 89.592 Data time: 0.1893, Forward time: 2.3090, Backward time: 2.9844, DDP time: 0.0045, Total iter time: 4.9286 [2020-11-15 09:23:42,374][root][INFO] - ===> Epoch[188](4925/26): Loss 0.3252, Sem 0.3252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.202e-01 Score 89.990 Data time: 0.1624, Forward time: 2.3085, Backward time: 2.9857, DDP time: 0.0045, Total iter time: 6.3173 [2020-11-15 09:23:47,866][root][INFO] - ===> Epoch[188](4926/26): Loss 0.2660, Sem 0.2660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.202e-01 Score 91.679 Data time: 0.2004, Forward time: 2.3084, Backward time: 2.9856, DDP time: 0.0045, Total iter time: 5.3799 [2020-11-15 09:23:53,683][root][INFO] - ===> Epoch[188](4927/26): Loss 0.2883, Sem 0.2883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.202e-01 Score 90.980 Data time: 0.1784, Forward time: 2.3082, Backward time: 2.9859, DDP time: 0.0045, Total iter time: 5.7117 [2020-11-15 09:23:59,594][root][INFO] - ===> Epoch[188](4928/26): Loss 0.2710, Sem 0.2710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.201e-01 Score 92.020 Data time: 0.1763, Forward time: 2.3079, Backward time: 2.9866, DDP time: 0.0045, Total iter time: 5.8138 [2020-11-15 09:24:04,986][root][INFO] - ===> Epoch[188](4929/26): Loss 0.3026, Sem 0.3026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.201e-01 Score 90.320 Data time: 0.2563, Forward time: 2.3084, Backward time: 2.9857, DDP time: 0.0045, Total iter time: 5.3029 [2020-11-15 09:24:11,347][root][INFO] - ===> Epoch[188](4930/26): Loss 0.2630, Sem 0.2630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.200e-01 Score 91.252 Data time: 0.2620, Forward time: 2.3089, Backward time: 2.9859, DDP time: 0.0045, Total iter time: 6.2431 [2020-11-15 09:24:16,869][root][INFO] - ===> Epoch[188](4931/26): Loss 0.2829, Sem 0.2829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.200e-01 Score 91.420 Data time: 0.1915, Forward time: 2.3087, Backward time: 2.9859, DDP time: 0.0045, Total iter time: 5.4064 [2020-11-15 09:24:23,063][root][INFO] - ===> Epoch[188](4932/26): Loss 0.2645, Sem 0.2645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.200e-01 Score 91.394 Data time: 0.1620, Forward time: 2.3082, Backward time: 2.9870, DDP time: 0.0045, Total iter time: 6.1024 [2020-11-15 09:24:28,386][root][INFO] - ===> Epoch[188](4933/26): Loss 0.2813, Sem 0.2813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.199e-01 Score 91.514 Data time: 0.2057, Forward time: 2.3080, Backward time: 2.9868, DDP time: 0.0045, Total iter time: 5.2284 [2020-11-15 09:24:33,510][root][INFO] - ===> Epoch[188](4934/26): Loss 0.2346, Sem 0.2346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.199e-01 Score 92.818 Data time: 0.1967, Forward time: 2.3080, Backward time: 2.9862, DDP time: 0.0045, Total iter time: 5.0208 [2020-11-15 09:24:39,193][root][INFO] - ===> Epoch[188](4935/26): Loss 0.2383, Sem 0.2383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.199e-01 Score 92.659 Data time: 0.2067, Forward time: 2.3080, Backward time: 2.9862, DDP time: 0.0045, Total iter time: 5.5691 [2020-11-15 09:24:43,962][root][INFO] - ===> Epoch[188](4936/26): Loss 0.1956, Sem 0.1956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.198e-01 Score 93.796 Data time: 0.1878, Forward time: 2.3078, Backward time: 2.9855, DDP time: 0.0045, Total iter time: 4.6554 [2020-11-15 09:24:51,136][root][INFO] - ===> Epoch[189](4937/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.198e-01 Score 92.694 Data time: 0.2212, Forward time: 2.3080, Backward time: 2.9869, DDP time: 0.0045, Total iter time: 7.0762 [2020-11-15 09:24:56,139][root][INFO] - ===> Epoch[189](4938/26): Loss 0.2624, Sem 0.2624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.197e-01 Score 91.555 Data time: 0.1520, Forward time: 2.3073, Backward time: 2.9868, DDP time: 0.0045, Total iter time: 4.8626 [2020-11-15 09:25:01,589][root][INFO] - ===> Epoch[189](4939/26): Loss 0.2407, Sem 0.2407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.197e-01 Score 92.263 Data time: 0.2336, Forward time: 2.3075, Backward time: 2.9864, DDP time: 0.0045, Total iter time: 5.3606 [2020-11-15 09:25:07,276][root][INFO] - ===> Epoch[189](4940/26): Loss 0.2381, Sem 0.2381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.197e-01 Score 92.402 Data time: 0.2275, Forward time: 2.3076, Backward time: 2.9863, DDP time: 0.0045, Total iter time: 5.5710 [2020-11-15 09:25:12,674][root][INFO] - ===> Epoch[189](4941/26): Loss 0.2748, Sem 0.2748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.196e-01 Score 91.478 Data time: 0.1935, Forward time: 2.3074, Backward time: 2.9862, DDP time: 0.0045, Total iter time: 5.2877 [2020-11-15 09:25:18,838][root][INFO] - ===> Epoch[189](4942/26): Loss 0.2582, Sem 0.2582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.196e-01 Score 91.781 Data time: 0.1174, Forward time: 2.3065, Backward time: 2.9876, DDP time: 0.0045, Total iter time: 6.0621 [2020-11-15 09:25:24,622][root][INFO] - ===> Epoch[189](4943/26): Loss 0.2531, Sem 0.2531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.196e-01 Score 92.152 Data time: 0.1858, Forward time: 2.3063, Backward time: 2.9880, DDP time: 0.0045, Total iter time: 5.7111 [2020-11-15 09:25:29,795][root][INFO] - ===> Epoch[189](4944/26): Loss 0.2472, Sem 0.2472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.195e-01 Score 92.031 Data time: 0.1838, Forward time: 2.3061, Backward time: 2.9877, DDP time: 0.0045, Total iter time: 5.0758 [2020-11-15 09:25:34,879][root][INFO] - ===> Epoch[189](4945/26): Loss 0.2705, Sem 0.2705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.195e-01 Score 91.895 Data time: 0.1598, Forward time: 2.3056, Backward time: 2.9876, DDP time: 0.0045, Total iter time: 4.9784 [2020-11-15 09:25:41,851][root][INFO] - ===> Epoch[189](4946/26): Loss 0.3028, Sem 0.3028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.194e-01 Score 90.699 Data time: 0.1713, Forward time: 2.3053, Backward time: 2.9892, DDP time: 0.0045, Total iter time: 6.8719 [2020-11-15 09:25:47,402][root][INFO] - ===> Epoch[189](4947/26): Loss 0.2734, Sem 0.2734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.194e-01 Score 90.913 Data time: 0.2105, Forward time: 2.3052, Backward time: 2.9892, DDP time: 0.0045, Total iter time: 5.4426 [2020-11-15 09:25:52,947][root][INFO] - ===> Epoch[189](4948/26): Loss 0.2893, Sem 0.2893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.194e-01 Score 91.446 Data time: 0.1975, Forward time: 2.3052, Backward time: 2.9890, DDP time: 0.0045, Total iter time: 5.4228 [2020-11-15 09:25:58,066][root][INFO] - ===> Epoch[189](4949/26): Loss 0.2330, Sem 0.2330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.193e-01 Score 92.364 Data time: 0.1963, Forward time: 2.3052, Backward time: 2.9884, DDP time: 0.0045, Total iter time: 5.0057 [2020-11-15 09:26:03,610][root][INFO] - ===> Epoch[189](4950/26): Loss 0.2506, Sem 0.2506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.193e-01 Score 92.270 Data time: 0.1913, Forward time: 2.3045, Backward time: 2.9889, DDP time: 0.0045, Total iter time: 5.4362 [2020-11-15 09:26:08,527][root][INFO] - ===> Epoch[189](4951/26): Loss 0.2680, Sem 0.2680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.193e-01 Score 91.668 Data time: 0.1773, Forward time: 2.3041, Backward time: 2.9885, DDP time: 0.0045, Total iter time: 4.8296 [2020-11-15 09:26:14,323][root][INFO] - ===> Epoch[189](4952/26): Loss 0.2799, Sem 0.2799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.192e-01 Score 91.202 Data time: 0.2232, Forward time: 2.3043, Backward time: 2.9884, DDP time: 0.0045, Total iter time: 5.6989 [2020-11-15 09:26:19,589][root][INFO] - ===> Epoch[189](4953/26): Loss 0.2404, Sem 0.2404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.192e-01 Score 92.409 Data time: 0.2459, Forward time: 2.3048, Backward time: 2.9874, DDP time: 0.0045, Total iter time: 5.1413 [2020-11-15 09:26:26,300][root][INFO] - ===> Epoch[189](4954/26): Loss 0.2329, Sem 0.2329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.192e-01 Score 92.602 Data time: 0.1738, Forward time: 2.3044, Backward time: 2.9888, DDP time: 0.0045, Total iter time: 6.5972 [2020-11-15 09:26:32,602][root][INFO] - ===> Epoch[189](4955/26): Loss 0.3147, Sem 0.3147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.191e-01 Score 90.344 Data time: 0.2011, Forward time: 2.3044, Backward time: 2.9895, DDP time: 0.0045, Total iter time: 6.2064 [2020-11-15 09:26:37,880][root][INFO] - ===> Epoch[189](4956/26): Loss 0.2545, Sem 0.2545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.191e-01 Score 92.039 Data time: 0.1989, Forward time: 2.3044, Backward time: 2.9891, DDP time: 0.0045, Total iter time: 5.1659 [2020-11-15 09:26:42,742][root][INFO] - ===> Epoch[189](4957/26): Loss 0.2861, Sem 0.2861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.190e-01 Score 90.806 Data time: 0.1726, Forward time: 2.3041, Backward time: 2.9885, DDP time: 0.0045, Total iter time: 4.7564 [2020-11-15 09:26:49,178][root][INFO] - ===> Epoch[189](4958/26): Loss 0.2251, Sem 0.2251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.190e-01 Score 92.661 Data time: 0.2066, Forward time: 2.3036, Backward time: 2.9898, DDP time: 0.0045, Total iter time: 6.3416 [2020-11-15 09:26:54,620][root][INFO] - ===> Epoch[189](4959/26): Loss 0.2574, Sem 0.2574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.190e-01 Score 91.415 Data time: 0.2484, Forward time: 2.3040, Backward time: 2.9891, DDP time: 0.0045, Total iter time: 5.3592 [2020-11-15 09:27:01,448][root][INFO] - ===> Epoch[189](4960/26): Loss 0.2343, Sem 0.2343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.189e-01 Score 92.461 Data time: 0.2545, Forward time: 2.3045, Backward time: 2.9898, DDP time: 0.0045, Total iter time: 6.7129 [2020-11-15 09:27:06,834][root][INFO] - ===> Epoch[189](4961/26): Loss 0.2615, Sem 0.2615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.189e-01 Score 91.888 Data time: 0.2523, Forward time: 2.3051, Backward time: 2.9889, DDP time: 0.0045, Total iter time: 5.2657 [2020-11-15 09:27:11,433][root][INFO] - ===> Epoch[189](4962/26): Loss 0.2791, Sem 0.2791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.189e-01 Score 91.293 Data time: 0.2237, Forward time: 2.3049, Backward time: 2.9879, DDP time: 0.0045, Total iter time: 4.4755 [2020-11-15 09:27:18,507][root][INFO] - ===> Epoch[190](4963/26): Loss 0.2595, Sem 0.2595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.188e-01 Score 91.605 Data time: 0.1880, Forward time: 2.3046, Backward time: 2.9895, DDP time: 0.0045, Total iter time: 6.9862 [2020-11-15 09:27:23,922][root][INFO] - ===> Epoch[190](4964/26): Loss 0.2471, Sem 0.2471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.188e-01 Score 92.118 Data time: 0.2086, Forward time: 2.3046, Backward time: 2.9893, DDP time: 0.0045, Total iter time: 5.2979 [2020-11-15 09:27:29,471][root][INFO] - ===> Epoch[190](4965/26): Loss 0.2604, Sem 0.2604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.187e-01 Score 91.412 Data time: 0.1958, Forward time: 2.3045, Backward time: 2.9893, DDP time: 0.0045, Total iter time: 5.4363 [2020-11-15 09:27:34,801][root][INFO] - ===> Epoch[190](4966/26): Loss 0.2310, Sem 0.2310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.187e-01 Score 92.856 Data time: 0.2513, Forward time: 2.3049, Backward time: 2.9885, DDP time: 0.0045, Total iter time: 5.2351 [2020-11-15 09:27:39,492][root][INFO] - ===> Epoch[190](4967/26): Loss 0.2333, Sem 0.2333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.187e-01 Score 92.531 Data time: 0.1937, Forward time: 2.3050, Backward time: 2.9875, DDP time: 0.0045, Total iter time: 4.5816 [2020-11-15 09:27:44,728][root][INFO] - ===> Epoch[190](4968/26): Loss 0.2490, Sem 0.2490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.186e-01 Score 92.057 Data time: 0.1475, Forward time: 2.3043, Backward time: 2.9877, DDP time: 0.0045, Total iter time: 5.1402 [2020-11-15 09:27:50,416][root][INFO] - ===> Epoch[190](4969/26): Loss 0.2887, Sem 0.2887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.186e-01 Score 91.244 Data time: 0.1885, Forward time: 2.3042, Backward time: 2.9879, DDP time: 0.0045, Total iter time: 5.6165 [2020-11-15 09:27:56,136][root][INFO] - ===> Epoch[190](4970/26): Loss 0.2913, Sem 0.2913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.186e-01 Score 90.944 Data time: 0.2110, Forward time: 2.3040, Backward time: 2.9881, DDP time: 0.0045, Total iter time: 5.6186 [2020-11-15 09:28:02,266][root][INFO] - ===> Epoch[190](4971/26): Loss 0.2486, Sem 0.2486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.185e-01 Score 92.274 Data time: 0.1221, Forward time: 2.3030, Backward time: 2.9896, DDP time: 0.0045, Total iter time: 6.0246 [2020-11-15 09:28:08,248][root][INFO] - ===> Epoch[190](4972/26): Loss 0.2503, Sem 0.2503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.185e-01 Score 92.198 Data time: 0.1933, Forward time: 2.3029, Backward time: 2.9902, DDP time: 0.0045, Total iter time: 5.9154 [2020-11-15 09:28:13,439][root][INFO] - ===> Epoch[190](4973/26): Loss 0.2383, Sem 0.2383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.184e-01 Score 93.184 Data time: 0.2683, Forward time: 2.3032, Backward time: 2.9893, DDP time: 0.0045, Total iter time: 5.0961 [2020-11-15 09:28:18,588][root][INFO] - ===> Epoch[190](4974/26): Loss 0.2780, Sem 0.2780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.184e-01 Score 91.520 Data time: 0.1464, Forward time: 2.3025, Backward time: 2.9895, DDP time: 0.0045, Total iter time: 5.0153 [2020-11-15 09:28:24,326][root][INFO] - ===> Epoch[190](4975/26): Loss 0.2611, Sem 0.2611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.184e-01 Score 91.253 Data time: 0.1942, Forward time: 2.3023, Backward time: 2.9898, DDP time: 0.0045, Total iter time: 5.6466 [2020-11-15 09:28:30,101][root][INFO] - ===> Epoch[190](4976/26): Loss 0.2171, Sem 0.2171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.183e-01 Score 92.767 Data time: 0.2633, Forward time: 2.3026, Backward time: 2.9895, DDP time: 0.0045, Total iter time: 5.6547 [2020-11-15 09:28:35,960][root][INFO] - ===> Epoch[190](4977/26): Loss 0.2340, Sem 0.2340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.183e-01 Score 92.628 Data time: 0.2803, Forward time: 2.3034, Backward time: 2.9889, DDP time: 0.0045, Total iter time: 5.7638 [2020-11-15 09:28:42,060][root][INFO] - ===> Epoch[190](4978/26): Loss 0.2880, Sem 0.2880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.183e-01 Score 90.710 Data time: 0.1417, Forward time: 2.3028, Backward time: 2.9899, DDP time: 0.0045, Total iter time: 5.9919 [2020-11-15 09:28:48,907][root][INFO] - ===> Epoch[190](4979/26): Loss 0.2281, Sem 0.2281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.182e-01 Score 92.707 Data time: 0.3747, Forward time: 2.3040, Backward time: 2.9898, DDP time: 0.0045, Total iter time: 6.7672 [2020-11-15 09:28:56,024][root][INFO] - ===> Epoch[190](4980/26): Loss 0.2935, Sem 0.2935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.182e-01 Score 90.750 Data time: 0.1502, Forward time: 2.3038, Backward time: 2.9914, DDP time: 0.0045, Total iter time: 7.0166 [2020-11-15 09:29:02,269][root][INFO] - ===> Epoch[190](4981/26): Loss 0.2521, Sem 0.2521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.182e-01 Score 91.769 Data time: 0.1841, Forward time: 2.3035, Backward time: 2.9922, DDP time: 0.0045, Total iter time: 6.1401 [2020-11-15 09:29:08,017][root][INFO] - ===> Epoch[190](4982/26): Loss 0.2733, Sem 0.2733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.181e-01 Score 91.305 Data time: 0.2216, Forward time: 2.3037, Backward time: 2.9921, DDP time: 0.0045, Total iter time: 5.6546 [2020-11-15 09:29:13,155][root][INFO] - ===> Epoch[190](4983/26): Loss 0.2369, Sem 0.2369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.181e-01 Score 92.569 Data time: 0.1732, Forward time: 2.3035, Backward time: 2.9918, DDP time: 0.0045, Total iter time: 5.0110 [2020-11-15 09:29:18,445][root][INFO] - ===> Epoch[190](4984/26): Loss 0.2860, Sem 0.2860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.180e-01 Score 91.018 Data time: 0.1508, Forward time: 2.3029, Backward time: 2.9920, DDP time: 0.0045, Total iter time: 5.2082 [2020-11-15 09:29:23,750][root][INFO] - ===> Epoch[190](4985/26): Loss 0.2607, Sem 0.2607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.180e-01 Score 92.022 Data time: 0.1860, Forward time: 2.3027, Backward time: 2.9918, DDP time: 0.0045, Total iter time: 5.2014 [2020-11-15 09:29:29,623][root][INFO] - ===> Epoch[190](4986/26): Loss 0.2656, Sem 0.2656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.180e-01 Score 91.727 Data time: 0.2147, Forward time: 2.3030, Backward time: 2.9918, DDP time: 0.0045, Total iter time: 5.7696 [2020-11-15 09:29:35,388][root][INFO] - ===> Epoch[190](4987/26): Loss 0.2829, Sem 0.2829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.179e-01 Score 91.281 Data time: 0.1682, Forward time: 2.3027, Backward time: 2.9921, DDP time: 0.0045, Total iter time: 5.6541 [2020-11-15 09:29:40,728][root][INFO] - ===> Epoch[190](4988/26): Loss 0.2808, Sem 0.2808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.179e-01 Score 91.076 Data time: 0.1555, Forward time: 2.3021, Backward time: 2.9924, DDP time: 0.0045, Total iter time: 5.2412 [2020-11-15 09:29:46,010][root][INFO] - ===> Epoch[191](4989/26): Loss 0.2832, Sem 0.2832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.179e-01 Score 91.710 Data time: 0.2183, Forward time: 2.3023, Backward time: 2.9918, DDP time: 0.0045, Total iter time: 5.1897 [2020-11-15 09:29:52,229][root][INFO] - ===> Epoch[191](4990/26): Loss 0.2506, Sem 0.2506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.178e-01 Score 92.117 Data time: 0.2205, Forward time: 2.3026, Backward time: 2.9921, DDP time: 0.0045, Total iter time: 6.0818 [2020-11-15 09:29:57,719][root][INFO] - ===> Epoch[191](4991/26): Loss 0.2433, Sem 0.2433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.178e-01 Score 91.661 Data time: 0.2310, Forward time: 2.3028, Backward time: 2.9917, DDP time: 0.0045, Total iter time: 5.3547 [2020-11-15 09:30:03,396][root][INFO] - ===> Epoch[191](4992/26): Loss 0.3012, Sem 0.3012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.177e-01 Score 90.798 Data time: 0.2376, Forward time: 2.3034, Backward time: 2.9911, DDP time: 0.0045, Total iter time: 5.5467 [2020-11-15 09:30:09,854][root][INFO] - ===> Epoch[191](4993/26): Loss 0.2781, Sem 0.2781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.177e-01 Score 90.577 Data time: 0.1184, Forward time: 2.3026, Backward time: 2.9928, DDP time: 0.0045, Total iter time: 6.3441 [2020-11-15 09:30:14,916][root][INFO] - ===> Epoch[191](4994/26): Loss 0.2394, Sem 0.2394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.177e-01 Score 92.304 Data time: 0.1909, Forward time: 2.3023, Backward time: 2.9925, DDP time: 0.0045, Total iter time: 4.9962 [2020-11-15 09:30:22,002][root][INFO] - ===> Epoch[191](4995/26): Loss 0.2786, Sem 0.2786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.176e-01 Score 91.621 Data time: 0.1941, Forward time: 2.3023, Backward time: 2.9939, DDP time: 0.0045, Total iter time: 6.9913 [2020-11-15 09:30:27,110][root][INFO] - ===> Epoch[191](4996/26): Loss 0.2851, Sem 0.2851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.176e-01 Score 90.666 Data time: 0.2134, Forward time: 2.3024, Backward time: 2.9933, DDP time: 0.0045, Total iter time: 5.0018 [2020-11-15 09:30:32,237][root][INFO] - ===> Epoch[191](4997/26): Loss 0.2935, Sem 0.2935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.176e-01 Score 90.825 Data time: 0.1928, Forward time: 2.3024, Backward time: 2.9927, DDP time: 0.0045, Total iter time: 5.0096 [2020-11-15 09:30:37,090][root][INFO] - ===> Epoch[191](4998/26): Loss 0.2421, Sem 0.2421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.175e-01 Score 92.201 Data time: 0.1479, Forward time: 2.3019, Backward time: 2.9924, DDP time: 0.0045, Total iter time: 4.7442 [2020-11-15 09:30:43,443][root][INFO] - ===> Epoch[191](4999/26): Loss 0.2470, Sem 0.2470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.175e-01 Score 92.422 Data time: 0.1804, Forward time: 2.3016, Backward time: 2.9935, DDP time: 0.0045, Total iter time: 6.2716 [2020-11-15 09:30:48,203][root][INFO] - ===> Epoch[191](5000/26): Loss 0.2719, Sem 0.2719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.174e-01 Score 91.290 Data time: 0.1774, Forward time: 2.3013, Backward time: 2.9929, DDP time: 0.0045, Total iter time: 4.6417 [2020-11-15 09:30:49,137][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-15 09:30:49,322][root][INFO] - ===> Start testing [2020-11-15 09:32:13,547][root][INFO] - 101/312: Data time: 0.0042, Iter time: 0.1622 Loss 0.141 (AVG: 0.461) Score 96.076 (AVG: 87.521) mIOU 64.433 mAP 73.698 mAcc 71.996 IOU: 81.746 96.323 56.853 70.877 90.530 83.584 70.919 52.689 35.156 76.422 27.946 52.451 39.159 65.099 55.858 54.308 94.238 50.387 78.627 55.485 mAP: 82.500 98.144 59.915 59.284 90.013 88.335 69.996 68.119 62.221 74.661 48.030 62.704 67.393 71.516 63.029 88.910 97.683 78.465 83.507 59.534 mAcc: 94.802 98.850 88.746 78.016 93.744 88.810 89.885 61.374 39.045 91.076 32.533 54.718 45.049 70.197 58.480 60.126 97.079 52.645 84.881 59.855 [2020-11-15 09:33:23,351][root][INFO] - 201/312: Data time: 0.0072, Iter time: 0.1336 Loss 0.020 (AVG: 0.502) Score 99.959 (AVG: 86.463) mIOU 63.210 mAP 72.979 mAcc 71.312 IOU: 80.866 96.070 52.994 75.177 88.584 76.970 67.857 53.836 38.690 72.797 26.470 46.365 44.931 64.765 45.916 57.346 94.594 45.658 82.483 51.825 mAP: 81.492 97.786 61.118 69.814 90.219 85.139 71.349 67.844 61.039 71.941 46.348 54.795 63.923 73.441 58.027 90.234 95.967 77.684 82.613 58.810 mAcc: 94.182 98.920 86.253 83.038 93.024 85.791 88.258 63.549 41.693 88.160 33.537 48.411 50.165 71.118 47.876 64.259 97.362 46.995 86.691 56.959 [2020-11-15 09:34:40,790][root][INFO] - 301/312: Data time: 0.0053, Iter time: 0.3962 Loss 0.174 (AVG: 0.498) Score 95.009 (AVG: 86.402) mIOU 63.580 mAP 72.904 mAcc 71.607 IOU: 81.403 96.011 51.420 77.661 88.561 79.044 66.695 52.380 40.228 72.766 26.493 44.786 46.967 68.085 45.538 61.870 93.690 46.746 83.555 47.704 mAP: 80.596 97.617 61.103 73.634 90.040 81.779 71.049 68.020 60.448 69.669 49.471 55.204 63.715 76.559 54.941 90.383 95.326 77.907 83.395 57.220 mAcc: 93.977 98.892 85.082 85.588 92.866 87.280 87.776 61.983 44.316 87.342 32.412 47.144 51.835 74.481 47.216 68.624 97.020 47.876 87.612 52.810 [2020-11-15 09:34:49,939][root][INFO] - 312/312: Data time: 0.0020, Iter time: 0.2193 Loss 0.168 (AVG: 0.497) Score 94.679 (AVG: 86.453) mIOU 63.755 mAP 72.797 mAcc 71.756 IOU: 81.511 95.970 52.119 77.397 88.633 79.772 66.787 52.628 40.293 71.762 26.174 45.523 47.118 68.150 48.141 61.870 92.958 47.664 83.555 47.084 mAP: 80.514 97.619 60.617 72.431 90.204 82.132 70.748 67.533 60.188 69.073 49.016 55.517 63.452 76.935 55.506 90.383 95.444 78.234 83.395 57.007 mAcc: 93.995 98.867 85.631 84.999 92.945 87.845 87.840 61.812 44.434 86.553 31.975 47.935 52.248 74.497 49.864 68.624 96.335 48.838 87.612 52.272 [2020-11-15 09:34:49,940][root][INFO] - Finished test. Elapsed time: 240.6165 [2020-11-15 09:34:50,043][root][INFO] - Current best mIoU: 65.062 at iter 3500 [2020-11-15 09:34:54,632][root][INFO] - ===> Epoch[191](5001/26): Loss 0.2465, Sem 0.2465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.174e-01 Score 92.069 Data time: 0.1733, Forward time: 2.3012, Backward time: 2.9920, DDP time: 0.0045, Total iter time: 4.5822 [2020-11-15 09:35:00,021][root][INFO] - ===> Epoch[191](5002/26): Loss 0.3045, Sem 0.3045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.174e-01 Score 90.397 Data time: 0.2180, Forward time: 2.3017, Backward time: 2.9913, DDP time: 0.0045, Total iter time: 5.2825 [2020-11-15 09:35:06,582][root][INFO] - ===> Epoch[191](5003/26): Loss 0.2415, Sem 0.2415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.173e-01 Score 92.347 Data time: 0.1605, Forward time: 2.3013, Backward time: 2.9925, DDP time: 0.0045, Total iter time: 6.4363 [2020-11-15 09:35:12,614][root][INFO] - ===> Epoch[191](5004/26): Loss 0.2488, Sem 0.2488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.173e-01 Score 91.810 Data time: 0.2288, Forward time: 2.3012, Backward time: 2.9929, DDP time: 0.0045, Total iter time: 5.9100 [2020-11-15 09:35:17,204][root][INFO] - ===> Epoch[191](5005/26): Loss 0.2510, Sem 0.2510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.173e-01 Score 92.265 Data time: 0.1798, Forward time: 2.3008, Backward time: 2.9922, DDP time: 0.0045, Total iter time: 4.4882 [2020-11-15 09:35:23,547][root][INFO] - ===> Epoch[191](5006/26): Loss 0.3109, Sem 0.3109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.172e-01 Score 90.581 Data time: 0.3458, Forward time: 2.3018, Backward time: 2.9919, DDP time: 0.0045, Total iter time: 6.2544 [2020-11-15 09:35:29,064][root][INFO] - ===> Epoch[191](5007/26): Loss 0.2588, Sem 0.2588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.172e-01 Score 91.738 Data time: 0.1935, Forward time: 2.3020, Backward time: 2.9915, DDP time: 0.0045, Total iter time: 5.4058 [2020-11-15 09:35:35,248][root][INFO] - ===> Epoch[191](5008/26): Loss 0.2244, Sem 0.2244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.172e-01 Score 93.222 Data time: 0.1777, Forward time: 2.3018, Backward time: 2.9922, DDP time: 0.0045, Total iter time: 6.0802 [2020-11-15 09:35:41,127][root][INFO] - ===> Epoch[191](5009/26): Loss 0.2860, Sem 0.2860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.171e-01 Score 91.024 Data time: 0.1799, Forward time: 2.3016, Backward time: 2.9926, DDP time: 0.0045, Total iter time: 5.7861 [2020-11-15 09:35:47,119][root][INFO] - ===> Epoch[191](5010/26): Loss 0.2733, Sem 0.2733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.171e-01 Score 91.319 Data time: 0.1849, Forward time: 2.3015, Backward time: 2.9931, DDP time: 0.0045, Total iter time: 5.8814 [2020-11-15 09:35:51,724][root][INFO] - ===> Epoch[191](5011/26): Loss 0.2802, Sem 0.2802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.170e-01 Score 91.270 Data time: 0.1601, Forward time: 2.3010, Backward time: 2.9926, DDP time: 0.0045, Total iter time: 4.4899 [2020-11-15 09:35:56,714][root][INFO] - ===> Epoch[191](5012/26): Loss 0.2073, Sem 0.2073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.170e-01 Score 93.648 Data time: 0.1417, Forward time: 2.3004, Backward time: 2.9925, DDP time: 0.0045, Total iter time: 4.8961 [2020-11-15 09:36:03,363][root][INFO] - ===> Epoch[191](5013/26): Loss 0.2215, Sem 0.2215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.170e-01 Score 92.558 Data time: 0.1573, Forward time: 2.2998, Backward time: 2.9940, DDP time: 0.0045, Total iter time: 6.5548 [2020-11-15 09:36:09,769][root][INFO] - ===> Epoch[191](5014/26): Loss 0.3009, Sem 0.3009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.169e-01 Score 90.578 Data time: 0.1823, Forward time: 2.2996, Backward time: 2.9950, DDP time: 0.0045, Total iter time: 6.3035 [2020-11-15 09:36:14,902][root][INFO] - ===> Epoch[192](5015/26): Loss 0.2679, Sem 0.2679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.169e-01 Score 91.373 Data time: 0.2169, Forward time: 2.2996, Backward time: 2.9944, DDP time: 0.0045, Total iter time: 5.0342 [2020-11-15 09:36:20,668][root][INFO] - ===> Epoch[192](5016/26): Loss 0.3124, Sem 0.3124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.169e-01 Score 90.251 Data time: 0.2661, Forward time: 2.3003, Backward time: 2.9938, DDP time: 0.0045, Total iter time: 5.6649 [2020-11-15 09:36:26,201][root][INFO] - ===> Epoch[192](5017/26): Loss 0.2763, Sem 0.2763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.168e-01 Score 91.467 Data time: 0.1935, Forward time: 2.3004, Backward time: 2.9935, DDP time: 0.0045, Total iter time: 5.4154 [2020-11-15 09:36:30,697][root][INFO] - ===> Epoch[192](5018/26): Loss 0.2082, Sem 0.2082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.168e-01 Score 93.593 Data time: 0.2106, Forward time: 2.3001, Backward time: 2.9927, DDP time: 0.0046, Total iter time: 4.3716 [2020-11-15 09:36:36,413][root][INFO] - ===> Epoch[192](5019/26): Loss 0.3030, Sem 0.3030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.167e-01 Score 90.475 Data time: 0.2554, Forward time: 2.3007, Backward time: 2.9922, DDP time: 0.0045, Total iter time: 5.6238 [2020-11-15 09:36:42,685][root][INFO] - ===> Epoch[192](5020/26): Loss 0.2970, Sem 0.2970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.167e-01 Score 90.840 Data time: 0.2438, Forward time: 2.3010, Backward time: 2.9925, DDP time: 0.0045, Total iter time: 6.1607 [2020-11-15 09:36:48,087][root][INFO] - ===> Epoch[192](5021/26): Loss 0.2867, Sem 0.2867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.167e-01 Score 90.663 Data time: 0.2435, Forward time: 2.3015, Backward time: 2.9916, DDP time: 0.0045, Total iter time: 5.2810 [2020-11-15 09:36:54,225][root][INFO] - ===> Epoch[192](5022/26): Loss 0.2657, Sem 0.2657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.166e-01 Score 91.276 Data time: 0.1684, Forward time: 2.3013, Backward time: 2.9923, DDP time: 0.0045, Total iter time: 6.0236 [2020-11-15 09:37:01,214][root][INFO] - ===> Epoch[192](5023/26): Loss 0.2620, Sem 0.2620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.166e-01 Score 91.801 Data time: 0.2031, Forward time: 2.3012, Backward time: 2.9936, DDP time: 0.0045, Total iter time: 6.8948 [2020-11-15 09:37:06,570][root][INFO] - ===> Epoch[192](5024/26): Loss 0.2574, Sem 0.2574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.166e-01 Score 92.231 Data time: 0.2220, Forward time: 2.3014, Backward time: 2.9931, DDP time: 0.0045, Total iter time: 5.2565 [2020-11-15 09:37:13,761][root][INFO] - ===> Epoch[192](5025/26): Loss 0.3036, Sem 0.3036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.165e-01 Score 90.642 Data time: 0.2490, Forward time: 2.3019, Backward time: 2.9941, DDP time: 0.0045, Total iter time: 7.0831 [2020-11-15 09:37:19,315][root][INFO] - ===> Epoch[192](5026/26): Loss 0.2660, Sem 0.2660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.165e-01 Score 91.971 Data time: 0.1998, Forward time: 2.3020, Backward time: 2.9939, DDP time: 0.0045, Total iter time: 5.4485 [2020-11-15 09:37:24,557][root][INFO] - ===> Epoch[192](5027/26): Loss 0.2772, Sem 0.2772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.164e-01 Score 91.487 Data time: 0.1772, Forward time: 2.3017, Backward time: 2.9938, DDP time: 0.0045, Total iter time: 5.1414 [2020-11-15 09:37:30,379][root][INFO] - ===> Epoch[192](5028/26): Loss 0.3821, Sem 0.3821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.164e-01 Score 89.015 Data time: 0.2110, Forward time: 2.3016, Backward time: 2.9939, DDP time: 0.0045, Total iter time: 5.7279 [2020-11-15 09:37:36,950][root][INFO] - ===> Epoch[192](5029/26): Loss 0.2695, Sem 0.2695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.164e-01 Score 91.258 Data time: 0.2116, Forward time: 2.3018, Backward time: 2.9946, DDP time: 0.0045, Total iter time: 6.4855 [2020-11-15 09:37:42,545][root][INFO] - ===> Epoch[192](5030/26): Loss 0.2481, Sem 0.2481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.163e-01 Score 92.563 Data time: 0.1656, Forward time: 2.3015, Backward time: 2.9948, DDP time: 0.0045, Total iter time: 5.5010 [2020-11-15 09:37:47,497][root][INFO] - ===> Epoch[192](5031/26): Loss 0.2644, Sem 0.2644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.163e-01 Score 91.667 Data time: 0.2001, Forward time: 2.3014, Backward time: 2.9943, DDP time: 0.0045, Total iter time: 4.8826 [2020-11-15 09:37:53,117][root][INFO] - ===> Epoch[192](5032/26): Loss 0.3012, Sem 0.3012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.163e-01 Score 90.588 Data time: 0.1905, Forward time: 2.3014, Backward time: 2.9942, DDP time: 0.0045, Total iter time: 5.5277 [2020-11-15 09:37:58,961][root][INFO] - ===> Epoch[192](5033/26): Loss 0.3506, Sem 0.3506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.162e-01 Score 89.772 Data time: 0.1796, Forward time: 2.3011, Backward time: 2.9947, DDP time: 0.0045, Total iter time: 5.7381 [2020-11-15 09:38:03,829][root][INFO] - ===> Epoch[192](5034/26): Loss 0.2711, Sem 0.2711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.162e-01 Score 91.379 Data time: 0.1905, Forward time: 2.3008, Backward time: 2.9943, DDP time: 0.0045, Total iter time: 4.7773 [2020-11-15 09:38:09,644][root][INFO] - ===> Epoch[192](5035/26): Loss 0.2860, Sem 0.2860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.161e-01 Score 90.617 Data time: 0.1987, Forward time: 2.3007, Backward time: 2.9945, DDP time: 0.0045, Total iter time: 5.7229 [2020-11-15 09:38:15,446][root][INFO] - ===> Epoch[192](5036/26): Loss 0.2976, Sem 0.2976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.161e-01 Score 91.175 Data time: 0.1716, Forward time: 2.3002, Backward time: 2.9951, DDP time: 0.0045, Total iter time: 5.6832 [2020-11-15 09:38:21,813][root][INFO] - ===> Epoch[192](5037/26): Loss 0.3316, Sem 0.3316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.161e-01 Score 89.640 Data time: 0.3427, Forward time: 2.3011, Backward time: 2.9948, DDP time: 0.0045, Total iter time: 6.2629 [2020-11-15 09:38:27,763][root][INFO] - ===> Epoch[192](5038/26): Loss 0.3198, Sem 0.3198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.160e-01 Score 89.655 Data time: 0.2018, Forward time: 2.3013, Backward time: 2.9948, DDP time: 0.0045, Total iter time: 5.8276 [2020-11-15 09:38:33,126][root][INFO] - ===> Epoch[192](5039/26): Loss 0.2647, Sem 0.2647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.160e-01 Score 91.902 Data time: 0.2345, Forward time: 2.3015, Backward time: 2.9943, DDP time: 0.0045, Total iter time: 5.2409 [2020-11-15 09:38:37,592][root][INFO] - ===> Epoch[192](5040/26): Loss 0.3437, Sem 0.3437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.160e-01 Score 89.344 Data time: 0.1643, Forward time: 2.3010, Backward time: 2.9937, DDP time: 0.0045, Total iter time: 4.3257 [2020-11-15 09:38:43,504][root][INFO] - ===> Epoch[193](5041/26): Loss 0.3037, Sem 0.3037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.159e-01 Score 90.449 Data time: 0.2737, Forward time: 2.3017, Backward time: 2.9933, DDP time: 0.0045, Total iter time: 5.8210 [2020-11-15 09:38:49,690][root][INFO] - ===> Epoch[193](5042/26): Loss 0.3174, Sem 0.3174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.159e-01 Score 90.501 Data time: 0.1940, Forward time: 2.3017, Backward time: 2.9937, DDP time: 0.0045, Total iter time: 6.0806 [2020-11-15 09:38:55,605][root][INFO] - ===> Epoch[193](5043/26): Loss 0.3137, Sem 0.3137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.159e-01 Score 89.951 Data time: 0.1972, Forward time: 2.3015, Backward time: 2.9941, DDP time: 0.0045, Total iter time: 5.8113 [2020-11-15 09:39:00,659][root][INFO] - ===> Epoch[193](5044/26): Loss 0.2929, Sem 0.2929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.158e-01 Score 90.898 Data time: 0.2190, Forward time: 2.3017, Backward time: 2.9934, DDP time: 0.0045, Total iter time: 4.9428 [2020-11-15 09:39:06,086][root][INFO] - ===> Epoch[193](5045/26): Loss 0.2574, Sem 0.2574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.158e-01 Score 91.670 Data time: 0.2227, Forward time: 2.3021, Backward time: 2.9927, DDP time: 0.0045, Total iter time: 5.3279 [2020-11-15 09:39:12,157][root][INFO] - ===> Epoch[193](5046/26): Loss 0.3102, Sem 0.3102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.157e-01 Score 90.665 Data time: 0.1443, Forward time: 2.3016, Backward time: 2.9936, DDP time: 0.0045, Total iter time: 5.9528 [2020-11-15 09:39:17,523][root][INFO] - ===> Epoch[193](5047/26): Loss 0.2509, Sem 0.2509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.157e-01 Score 92.185 Data time: 0.2566, Forward time: 2.3020, Backward time: 2.9929, DDP time: 0.0045, Total iter time: 5.2638 [2020-11-15 09:39:22,949][root][INFO] - ===> Epoch[193](5048/26): Loss 0.2889, Sem 0.2889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.157e-01 Score 90.930 Data time: 0.2156, Forward time: 2.3024, Backward time: 2.9924, DDP time: 0.0045, Total iter time: 5.3247 [2020-11-15 09:39:27,874][root][INFO] - ===> Epoch[193](5049/26): Loss 0.2574, Sem 0.2574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.156e-01 Score 91.938 Data time: 0.1938, Forward time: 2.3024, Backward time: 2.9917, DDP time: 0.0045, Total iter time: 4.8062 [2020-11-15 09:39:33,994][root][INFO] - ===> Epoch[193](5050/26): Loss 0.2606, Sem 0.2606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.156e-01 Score 91.574 Data time: 0.1849, Forward time: 2.3020, Backward time: 2.9924, DDP time: 0.0045, Total iter time: 6.0107 [2020-11-15 09:39:39,704][root][INFO] - ===> Epoch[193](5051/26): Loss 0.2397, Sem 0.2397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.156e-01 Score 92.614 Data time: 0.2959, Forward time: 2.3026, Backward time: 2.9918, DDP time: 0.0045, Total iter time: 5.6132 [2020-11-15 09:39:44,343][root][INFO] - ===> Epoch[193](5052/26): Loss 0.2715, Sem 0.2715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.155e-01 Score 91.320 Data time: 0.1543, Forward time: 2.3021, Backward time: 2.9914, DDP time: 0.0045, Total iter time: 4.5336 [2020-11-15 09:39:49,282][root][INFO] - ===> Epoch[193](5053/26): Loss 0.2663, Sem 0.2663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.155e-01 Score 91.513 Data time: 0.1529, Forward time: 2.3016, Backward time: 2.9913, DDP time: 0.0045, Total iter time: 4.8481 [2020-11-15 09:39:55,225][root][INFO] - ===> Epoch[193](5054/26): Loss 0.3064, Sem 0.3064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.154e-01 Score 90.244 Data time: 0.1290, Forward time: 2.3008, Backward time: 2.9923, DDP time: 0.0046, Total iter time: 5.8462 [2020-11-15 09:40:01,276][root][INFO] - ===> Epoch[193](5055/26): Loss 0.2993, Sem 0.2993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.154e-01 Score 91.404 Data time: 0.1758, Forward time: 2.3004, Backward time: 2.9931, DDP time: 0.0046, Total iter time: 5.9586 [2020-11-15 09:40:07,085][root][INFO] - ===> Epoch[193](5056/26): Loss 0.2717, Sem 0.2717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.154e-01 Score 91.941 Data time: 0.2152, Forward time: 2.3005, Backward time: 2.9931, DDP time: 0.0046, Total iter time: 5.7157 [2020-11-15 09:40:14,981][root][INFO] - ===> Epoch[193](5057/26): Loss 0.2541, Sem 0.2541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.153e-01 Score 91.862 Data time: 0.2223, Forward time: 2.3007, Backward time: 2.9949, DDP time: 0.0046, Total iter time: 7.7767 [2020-11-15 09:40:20,147][root][INFO] - ===> Epoch[193](5058/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.153e-01 Score 93.899 Data time: 0.1901, Forward time: 2.3006, Backward time: 2.9945, DDP time: 0.0046, Total iter time: 5.0421 [2020-11-15 09:40:25,316][root][INFO] - ===> Epoch[193](5059/26): Loss 0.2370, Sem 0.2370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.153e-01 Score 92.611 Data time: 0.1486, Forward time: 2.2999, Backward time: 2.9947, DDP time: 0.0046, Total iter time: 5.0781 [2020-11-15 09:40:30,805][root][INFO] - ===> Epoch[193](5060/26): Loss 0.2541, Sem 0.2541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.152e-01 Score 91.941 Data time: 0.2317, Forward time: 2.3002, Backward time: 2.9943, DDP time: 0.0046, Total iter time: 5.4159 [2020-11-15 09:40:37,182][root][INFO] - ===> Epoch[193](5061/26): Loss 0.2975, Sem 0.2975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.152e-01 Score 91.306 Data time: 0.2032, Forward time: 2.3002, Backward time: 2.9949, DDP time: 0.0046, Total iter time: 6.2559 [2020-11-15 09:40:43,165][root][INFO] - ===> Epoch[193](5062/26): Loss 0.2236, Sem 0.2236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.151e-01 Score 92.886 Data time: 0.2762, Forward time: 2.3009, Backward time: 2.9944, DDP time: 0.0046, Total iter time: 5.8735 [2020-11-15 09:40:50,571][root][INFO] - ===> Epoch[193](5063/26): Loss 0.3067, Sem 0.3067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.151e-01 Score 90.134 Data time: 0.2246, Forward time: 2.3013, Backward time: 2.9956, DDP time: 0.0046, Total iter time: 7.2815 [2020-11-15 09:40:56,496][root][INFO] - ===> Epoch[193](5064/26): Loss 0.2375, Sem 0.2375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.151e-01 Score 92.912 Data time: 0.1944, Forward time: 2.3014, Backward time: 2.9957, DDP time: 0.0046, Total iter time: 5.8049 [2020-11-15 09:41:01,132][root][INFO] - ===> Epoch[193](5065/26): Loss 0.2700, Sem 0.2700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.150e-01 Score 91.228 Data time: 0.1436, Forward time: 2.3010, Backward time: 2.9952, DDP time: 0.0046, Total iter time: 4.5246 [2020-11-15 09:41:06,529][root][INFO] - ===> Epoch[193](5066/26): Loss 0.2756, Sem 0.2756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.150e-01 Score 91.320 Data time: 0.1728, Forward time: 2.3003, Backward time: 2.9957, DDP time: 0.0046, Total iter time: 5.3074 [2020-11-15 09:41:11,766][root][INFO] - ===> Epoch[194](5067/26): Loss 0.2488, Sem 0.2488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.150e-01 Score 92.148 Data time: 0.2054, Forward time: 2.3002, Backward time: 2.9953, DDP time: 0.0046, Total iter time: 5.1582 [2020-11-15 09:41:17,840][root][INFO] - ===> Epoch[194](5068/26): Loss 0.2846, Sem 0.2846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.149e-01 Score 90.940 Data time: 0.2636, Forward time: 2.3006, Backward time: 2.9953, DDP time: 0.0046, Total iter time: 5.9681 [2020-11-15 09:41:24,326][root][INFO] - ===> Epoch[194](5069/26): Loss 0.2419, Sem 0.2419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.149e-01 Score 92.418 Data time: 0.2347, Forward time: 2.3008, Backward time: 2.9958, DDP time: 0.0046, Total iter time: 6.3778 [2020-11-15 09:41:29,564][root][INFO] - ===> Epoch[194](5070/26): Loss 0.2293, Sem 0.2293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.149e-01 Score 92.577 Data time: 0.1907, Forward time: 2.3004, Backward time: 2.9958, DDP time: 0.0046, Total iter time: 5.1164 [2020-11-15 09:41:35,348][root][INFO] - ===> Epoch[194](5071/26): Loss 0.2744, Sem 0.2744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.148e-01 Score 91.572 Data time: 0.2341, Forward time: 2.3007, Backward time: 2.9956, DDP time: 0.0046, Total iter time: 5.6916 [2020-11-15 09:41:40,839][root][INFO] - ===> Epoch[194](5072/26): Loss 0.2888, Sem 0.2888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.148e-01 Score 90.860 Data time: 0.2114, Forward time: 2.3008, Backward time: 2.9954, DDP time: 0.0046, Total iter time: 5.3863 [2020-11-15 09:41:46,140][root][INFO] - ===> Epoch[194](5073/26): Loss 0.2725, Sem 0.2725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.147e-01 Score 91.642 Data time: 0.2404, Forward time: 2.3007, Backward time: 2.9950, DDP time: 0.0046, Total iter time: 5.1831 [2020-11-15 09:41:51,884][root][INFO] - ===> Epoch[194](5074/26): Loss 0.3170, Sem 0.3170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.147e-01 Score 89.662 Data time: 0.2194, Forward time: 2.3008, Backward time: 2.9950, DDP time: 0.0046, Total iter time: 5.6313 [2020-11-15 09:41:57,171][root][INFO] - ===> Epoch[194](5075/26): Loss 0.3246, Sem 0.3246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.147e-01 Score 89.335 Data time: 0.1855, Forward time: 2.3006, Backward time: 2.9949, DDP time: 0.0046, Total iter time: 5.1868 [2020-11-15 09:42:02,487][root][INFO] - ===> Epoch[194](5076/26): Loss 0.3020, Sem 0.3020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.146e-01 Score 90.916 Data time: 0.2136, Forward time: 2.3005, Backward time: 2.9946, DDP time: 0.0046, Total iter time: 5.2062 [2020-11-15 09:42:07,899][root][INFO] - ===> Epoch[194](5077/26): Loss 0.3198, Sem 0.3198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.146e-01 Score 90.252 Data time: 0.2367, Forward time: 2.3010, Backward time: 2.9939, DDP time: 0.0046, Total iter time: 5.3100 [2020-11-15 09:42:13,296][root][INFO] - ===> Epoch[194](5078/26): Loss 0.2922, Sem 0.2922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.146e-01 Score 90.700 Data time: 0.2598, Forward time: 2.3010, Backward time: 2.9936, DDP time: 0.0046, Total iter time: 5.2859 [2020-11-15 09:42:18,406][root][INFO] - ===> Epoch[194](5079/26): Loss 0.2472, Sem 0.2472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.145e-01 Score 92.159 Data time: 0.1789, Forward time: 2.3008, Backward time: 2.9933, DDP time: 0.0046, Total iter time: 5.0057 [2020-11-15 09:42:23,947][root][INFO] - ===> Epoch[194](5080/26): Loss 0.2613, Sem 0.2613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.145e-01 Score 91.514 Data time: 0.1988, Forward time: 2.3008, Backward time: 2.9933, DDP time: 0.0046, Total iter time: 5.4421 [2020-11-15 09:42:29,801][root][INFO] - ===> Epoch[194](5081/26): Loss 0.2793, Sem 0.2793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.144e-01 Score 91.355 Data time: 0.2146, Forward time: 2.3007, Backward time: 2.9934, DDP time: 0.0046, Total iter time: 5.7497 [2020-11-15 09:42:36,058][root][INFO] - ===> Epoch[194](5082/26): Loss 0.2808, Sem 0.2808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.144e-01 Score 91.223 Data time: 0.2713, Forward time: 2.3016, Backward time: 2.9930, DDP time: 0.0046, Total iter time: 6.1483 [2020-11-15 09:42:41,872][root][INFO] - ===> Epoch[194](5083/26): Loss 0.2133, Sem 0.2133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.144e-01 Score 93.349 Data time: 0.1445, Forward time: 2.3012, Backward time: 2.9936, DDP time: 0.0046, Total iter time: 5.7037 [2020-11-15 09:42:47,938][root][INFO] - ===> Epoch[194](5084/26): Loss 0.2655, Sem 0.2655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.143e-01 Score 91.886 Data time: 0.2150, Forward time: 2.3013, Backward time: 2.9938, DDP time: 0.0046, Total iter time: 5.9751 [2020-11-15 09:42:53,221][root][INFO] - ===> Epoch[194](5085/26): Loss 0.2475, Sem 0.2475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.143e-01 Score 92.459 Data time: 0.2063, Forward time: 2.3012, Backward time: 2.9935, DDP time: 0.0046, Total iter time: 5.1677 [2020-11-15 09:42:58,581][root][INFO] - ===> Epoch[194](5086/26): Loss 0.2717, Sem 0.2717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.143e-01 Score 91.353 Data time: 0.2124, Forward time: 2.3012, Backward time: 2.9932, DDP time: 0.0046, Total iter time: 5.2510 [2020-11-15 09:43:03,441][root][INFO] - ===> Epoch[194](5087/26): Loss 0.2633, Sem 0.2633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.142e-01 Score 91.712 Data time: 0.2189, Forward time: 2.3014, Backward time: 2.9923, DDP time: 0.0046, Total iter time: 4.7545 [2020-11-15 09:43:09,242][root][INFO] - ===> Epoch[194](5088/26): Loss 0.3386, Sem 0.3386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.142e-01 Score 89.505 Data time: 0.1514, Forward time: 2.3009, Backward time: 2.9930, DDP time: 0.0046, Total iter time: 5.6888 [2020-11-15 09:43:13,993][root][INFO] - ===> Epoch[194](5089/26): Loss 0.2795, Sem 0.2795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.141e-01 Score 90.827 Data time: 0.1566, Forward time: 2.3003, Backward time: 2.9927, DDP time: 0.0046, Total iter time: 4.6529 [2020-11-15 09:43:18,997][root][INFO] - ===> Epoch[194](5090/26): Loss 0.2627, Sem 0.2627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.141e-01 Score 91.630 Data time: 0.2288, Forward time: 2.3006, Backward time: 2.9919, DDP time: 0.0046, Total iter time: 4.9147 [2020-11-15 09:43:24,532][root][INFO] - ===> Epoch[194](5091/26): Loss 0.2336, Sem 0.2336, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.141e-01 Score 92.494 Data time: 0.2053, Forward time: 2.3006, Backward time: 2.9918, DDP time: 0.0046, Total iter time: 5.4285 [2020-11-15 09:43:31,321][root][INFO] - ===> Epoch[194](5092/26): Loss 0.2364, Sem 0.2364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.140e-01 Score 92.690 Data time: 0.3650, Forward time: 2.3017, Backward time: 2.9916, DDP time: 0.0046, Total iter time: 6.6661 [2020-11-15 09:43:37,090][root][INFO] - ===> Epoch[195](5093/26): Loss 0.2783, Sem 0.2783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.140e-01 Score 91.259 Data time: 0.1906, Forward time: 2.3017, Backward time: 2.9916, DDP time: 0.0046, Total iter time: 5.6483 [2020-11-15 09:43:43,131][root][INFO] - ===> Epoch[195](5094/26): Loss 0.2743, Sem 0.2743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.140e-01 Score 91.584 Data time: 0.2531, Forward time: 2.3022, Backward time: 2.9915, DDP time: 0.0046, Total iter time: 5.9435 [2020-11-15 09:43:49,815][root][INFO] - ===> Epoch[195](5095/26): Loss 0.2727, Sem 0.2727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.139e-01 Score 91.472 Data time: 0.2151, Forward time: 2.3024, Backward time: 2.9922, DDP time: 0.0046, Total iter time: 6.5674 [2020-11-15 09:43:55,684][root][INFO] - ===> Epoch[195](5096/26): Loss 0.2179, Sem 0.2179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.139e-01 Score 92.957 Data time: 0.2157, Forward time: 2.3027, Backward time: 2.9920, DDP time: 0.0046, Total iter time: 5.7680 [2020-11-15 09:44:01,075][root][INFO] - ===> Epoch[195](5097/26): Loss 0.3002, Sem 0.3002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.139e-01 Score 91.005 Data time: 0.1159, Forward time: 2.3019, Backward time: 2.9927, DDP time: 0.0046, Total iter time: 5.2891 [2020-11-15 09:44:07,330][root][INFO] - ===> Epoch[195](5098/26): Loss 0.2554, Sem 0.2554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.138e-01 Score 91.986 Data time: 0.2656, Forward time: 2.3019, Backward time: 2.9932, DDP time: 0.0046, Total iter time: 6.1912 [2020-11-15 09:44:12,032][root][INFO] - ===> Epoch[195](5099/26): Loss 0.2751, Sem 0.2751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.138e-01 Score 92.218 Data time: 0.2154, Forward time: 2.3020, Backward time: 2.9923, DDP time: 0.0046, Total iter time: 4.6124 [2020-11-15 09:44:17,927][root][INFO] - ===> Epoch[195](5100/26): Loss 0.2595, Sem 0.2595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.137e-01 Score 92.327 Data time: 0.1384, Forward time: 2.3014, Backward time: 2.9931, DDP time: 0.0046, Total iter time: 5.8007 [2020-11-15 09:44:24,320][root][INFO] - ===> Epoch[195](5101/26): Loss 0.2593, Sem 0.2593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.137e-01 Score 91.800 Data time: 0.1759, Forward time: 2.3010, Backward time: 2.9941, DDP time: 0.0046, Total iter time: 6.2966 [2020-11-15 09:44:29,886][root][INFO] - ===> Epoch[195](5102/26): Loss 0.2528, Sem 0.2528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.137e-01 Score 91.863 Data time: 0.2231, Forward time: 2.3014, Backward time: 2.9936, DDP time: 0.0046, Total iter time: 5.4139 [2020-11-15 09:44:35,389][root][INFO] - ===> Epoch[195](5103/26): Loss 0.2279, Sem 0.2279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.136e-01 Score 92.859 Data time: 0.1852, Forward time: 2.3013, Backward time: 2.9936, DDP time: 0.0046, Total iter time: 5.3882 [2020-11-15 09:44:41,734][root][INFO] - ===> Epoch[195](5104/26): Loss 0.2842, Sem 0.2842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.136e-01 Score 90.820 Data time: 0.1879, Forward time: 2.3009, Backward time: 2.9945, DDP time: 0.0046, Total iter time: 6.2360 [2020-11-15 09:44:46,885][root][INFO] - ===> Epoch[195](5105/26): Loss 0.2235, Sem 0.2235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.136e-01 Score 92.934 Data time: 0.1761, Forward time: 2.3008, Backward time: 2.9942, DDP time: 0.0046, Total iter time: 5.0509 [2020-11-15 09:44:52,132][root][INFO] - ===> Epoch[195](5106/26): Loss 0.2821, Sem 0.2821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.135e-01 Score 90.833 Data time: 0.1970, Forward time: 2.3008, Backward time: 2.9938, DDP time: 0.0046, Total iter time: 5.1260 [2020-11-15 09:44:57,211][root][INFO] - ===> Epoch[195](5107/26): Loss 0.3172, Sem 0.3172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.135e-01 Score 90.023 Data time: 0.1975, Forward time: 2.3009, Backward time: 2.9932, DDP time: 0.0046, Total iter time: 4.9716 [2020-11-15 09:45:01,609][root][INFO] - ===> Epoch[195](5108/26): Loss 0.2597, Sem 0.2597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.134e-01 Score 91.844 Data time: 0.1340, Forward time: 2.3003, Backward time: 2.9926, DDP time: 0.0046, Total iter time: 4.2812 [2020-11-15 09:45:06,783][root][INFO] - ===> Epoch[195](5109/26): Loss 0.2539, Sem 0.2539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.134e-01 Score 92.137 Data time: 0.1628, Forward time: 2.2998, Backward time: 2.9927, DDP time: 0.0046, Total iter time: 5.0966 [2020-11-15 09:45:13,656][root][INFO] - ===> Epoch[195](5110/26): Loss 0.2823, Sem 0.2823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.134e-01 Score 91.034 Data time: 0.1907, Forward time: 2.2996, Backward time: 2.9939, DDP time: 0.0046, Total iter time: 6.7665 [2020-11-15 09:45:19,722][root][INFO] - ===> Epoch[195](5111/26): Loss 0.2779, Sem 0.2779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.133e-01 Score 91.302 Data time: 0.2189, Forward time: 2.2999, Backward time: 2.9940, DDP time: 0.0046, Total iter time: 5.9647 [2020-11-15 09:45:25,281][root][INFO] - ===> Epoch[195](5112/26): Loss 0.2795, Sem 0.2795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.133e-01 Score 91.321 Data time: 0.2087, Forward time: 2.2999, Backward time: 2.9939, DDP time: 0.0046, Total iter time: 5.4452 [2020-11-15 09:45:30,972][root][INFO] - ===> Epoch[195](5113/26): Loss 0.2728, Sem 0.2728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.133e-01 Score 91.339 Data time: 0.2109, Forward time: 2.3000, Backward time: 2.9937, DDP time: 0.0046, Total iter time: 5.5588 [2020-11-15 09:45:35,670][root][INFO] - ===> Epoch[195](5114/26): Loss 0.2377, Sem 0.2377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.132e-01 Score 92.531 Data time: 0.1992, Forward time: 2.3001, Backward time: 2.9928, DDP time: 0.0046, Total iter time: 4.5719 [2020-11-15 09:45:40,826][root][INFO] - ===> Epoch[195](5115/26): Loss 0.2647, Sem 0.2647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.132e-01 Score 91.475 Data time: 0.1874, Forward time: 2.3000, Backward time: 2.9925, DDP time: 0.0046, Total iter time: 5.0504 [2020-11-15 09:45:46,587][root][INFO] - ===> Epoch[195](5116/26): Loss 0.2978, Sem 0.2978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.131e-01 Score 90.529 Data time: 0.2836, Forward time: 2.3007, Backward time: 2.9919, DDP time: 0.0046, Total iter time: 5.6607 [2020-11-15 09:45:52,433][root][INFO] - ===> Epoch[195](5117/26): Loss 0.2924, Sem 0.2924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.131e-01 Score 91.471 Data time: 0.1732, Forward time: 2.3006, Backward time: 2.9921, DDP time: 0.0046, Total iter time: 5.7272 [2020-11-15 09:45:58,302][root][INFO] - ===> Epoch[195](5118/26): Loss 0.2430, Sem 0.2430, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.131e-01 Score 92.007 Data time: 0.1752, Forward time: 2.3002, Backward time: 2.9927, DDP time: 0.0046, Total iter time: 5.7564 [2020-11-15 09:46:04,162][root][INFO] - ===> Epoch[196](5119/26): Loss 0.2596, Sem 0.2596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.130e-01 Score 91.929 Data time: 0.2282, Forward time: 2.3002, Backward time: 2.9928, DDP time: 0.0046, Total iter time: 5.7647 [2020-11-15 09:46:09,044][root][INFO] - ===> Epoch[196](5120/26): Loss 0.2559, Sem 0.2559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.130e-01 Score 91.910 Data time: 0.1724, Forward time: 2.2999, Backward time: 2.9925, DDP time: 0.0046, Total iter time: 4.7840 [2020-11-15 09:46:14,811][root][INFO] - ===> Epoch[196](5121/26): Loss 0.2462, Sem 0.2462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.130e-01 Score 92.101 Data time: 0.2739, Forward time: 2.3005, Backward time: 2.9920, DDP time: 0.0046, Total iter time: 5.6848 [2020-11-15 09:46:20,682][root][INFO] - ===> Epoch[196](5122/26): Loss 0.2351, Sem 0.2351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.129e-01 Score 92.369 Data time: 0.2867, Forward time: 2.3012, Backward time: 2.9914, DDP time: 0.0046, Total iter time: 5.7674 [2020-11-15 09:46:25,455][root][INFO] - ===> Epoch[196](5123/26): Loss 0.2245, Sem 0.2245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.129e-01 Score 92.517 Data time: 0.2385, Forward time: 2.3013, Backward time: 2.9905, DDP time: 0.0046, Total iter time: 4.6496 [2020-11-15 09:46:30,544][root][INFO] - ===> Epoch[196](5124/26): Loss 0.2435, Sem 0.2435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.129e-01 Score 92.361 Data time: 0.1916, Forward time: 2.3012, Backward time: 2.9901, DDP time: 0.0046, Total iter time: 4.9838 [2020-11-15 09:46:35,868][root][INFO] - ===> Epoch[196](5125/26): Loss 0.2488, Sem 0.2488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.128e-01 Score 91.796 Data time: 0.2287, Forward time: 2.3012, Backward time: 2.9898, DDP time: 0.0046, Total iter time: 5.2398 [2020-11-15 09:46:42,506][root][INFO] - ===> Epoch[196](5126/26): Loss 0.2908, Sem 0.2908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.128e-01 Score 91.304 Data time: 0.2135, Forward time: 2.3012, Backward time: 2.9906, DDP time: 0.0046, Total iter time: 6.5344 [2020-11-15 09:46:47,602][root][INFO] - ===> Epoch[196](5127/26): Loss 0.2238, Sem 0.2238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.127e-01 Score 92.791 Data time: 0.2012, Forward time: 2.3011, Backward time: 2.9902, DDP time: 0.0046, Total iter time: 5.0130 [2020-11-15 09:46:53,604][root][INFO] - ===> Epoch[196](5128/26): Loss 0.2484, Sem 0.2484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.127e-01 Score 92.142 Data time: 0.2202, Forward time: 2.3012, Backward time: 2.9904, DDP time: 0.0046, Total iter time: 5.8886 [2020-11-15 09:47:00,239][root][INFO] - ===> Epoch[196](5129/26): Loss 0.2407, Sem 0.2407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.127e-01 Score 91.883 Data time: 0.2024, Forward time: 2.3013, Backward time: 2.9911, DDP time: 0.0046, Total iter time: 6.5211 [2020-11-15 09:47:05,911][root][INFO] - ===> Epoch[196](5130/26): Loss 0.2287, Sem 0.2287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.126e-01 Score 92.841 Data time: 0.1669, Forward time: 2.3011, Backward time: 2.9914, DDP time: 0.0046, Total iter time: 5.5673 [2020-11-15 09:47:12,312][root][INFO] - ===> Epoch[196](5131/26): Loss 0.3070, Sem 0.3070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.126e-01 Score 90.178 Data time: 0.1286, Forward time: 2.3005, Backward time: 2.9926, DDP time: 0.0046, Total iter time: 6.3137 [2020-11-15 09:47:18,082][root][INFO] - ===> Epoch[196](5132/26): Loss 0.2325, Sem 0.2325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.126e-01 Score 92.189 Data time: 0.1235, Forward time: 2.2996, Backward time: 2.9936, DDP time: 0.0046, Total iter time: 5.6887 [2020-11-15 09:47:24,809][root][INFO] - ===> Epoch[196](5133/26): Loss 0.2296, Sem 0.2296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.125e-01 Score 92.621 Data time: 0.2178, Forward time: 2.2997, Backward time: 2.9944, DDP time: 0.0046, Total iter time: 6.6558 [2020-11-15 09:47:30,412][root][INFO] - ===> Epoch[196](5134/26): Loss 0.2504, Sem 0.2504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.125e-01 Score 92.002 Data time: 0.2198, Forward time: 2.3001, Backward time: 2.9940, DDP time: 0.0046, Total iter time: 5.4972 [2020-11-15 09:47:35,445][root][INFO] - ===> Epoch[196](5135/26): Loss 0.2578, Sem 0.2578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.124e-01 Score 91.657 Data time: 0.2006, Forward time: 2.3001, Backward time: 2.9934, DDP time: 0.0046, Total iter time: 4.9150 [2020-11-15 09:47:40,497][root][INFO] - ===> Epoch[196](5136/26): Loss 0.2288, Sem 0.2288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.124e-01 Score 92.486 Data time: 0.1710, Forward time: 2.2997, Backward time: 2.9932, DDP time: 0.0046, Total iter time: 4.9399 [2020-11-15 09:47:46,301][root][INFO] - ===> Epoch[196](5137/26): Loss 0.3125, Sem 0.3125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.124e-01 Score 90.585 Data time: 0.2103, Forward time: 2.2997, Backward time: 2.9934, DDP time: 0.0046, Total iter time: 5.7009 [2020-11-15 09:47:51,352][root][INFO] - ===> Epoch[196](5138/26): Loss 0.2297, Sem 0.2297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.123e-01 Score 92.573 Data time: 0.2366, Forward time: 2.3000, Backward time: 2.9925, DDP time: 0.0046, Total iter time: 4.9258 [2020-11-15 09:47:57,750][root][INFO] - ===> Epoch[196](5139/26): Loss 0.2617, Sem 0.2617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.123e-01 Score 92.003 Data time: 0.2102, Forward time: 2.3002, Backward time: 2.9930, DDP time: 0.0046, Total iter time: 6.2792 [2020-11-15 09:48:03,285][root][INFO] - ===> Epoch[196](5140/26): Loss 0.2471, Sem 0.2471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.123e-01 Score 91.470 Data time: 0.1818, Forward time: 2.3000, Backward time: 2.9931, DDP time: 0.0046, Total iter time: 5.4167 [2020-11-15 09:48:08,224][root][INFO] - ===> Epoch[196](5141/26): Loss 0.2417, Sem 0.2417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.122e-01 Score 92.167 Data time: 0.2038, Forward time: 2.2999, Backward time: 2.9925, DDP time: 0.0046, Total iter time: 4.8230 [2020-11-15 09:48:14,055][root][INFO] - ===> Epoch[196](5142/26): Loss 0.2790, Sem 0.2790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.122e-01 Score 91.222 Data time: 0.2172, Forward time: 2.2996, Backward time: 2.9929, DDP time: 0.0046, Total iter time: 5.7335 [2020-11-15 09:48:21,767][root][INFO] - ===> Epoch[196](5143/26): Loss 0.2780, Sem 0.2780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.121e-01 Score 91.216 Data time: 0.3942, Forward time: 2.3009, Backward time: 2.9932, DDP time: 0.0046, Total iter time: 7.5900 [2020-11-15 09:48:27,149][root][INFO] - ===> Epoch[196](5144/26): Loss 0.2636, Sem 0.2636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.121e-01 Score 91.961 Data time: 0.2166, Forward time: 2.3012, Backward time: 2.9928, DDP time: 0.0046, Total iter time: 5.2452 [2020-11-15 09:48:32,836][root][INFO] - ===> Epoch[197](5145/26): Loss 0.2858, Sem 0.2858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.121e-01 Score 90.592 Data time: 0.1923, Forward time: 2.3011, Backward time: 2.9928, DDP time: 0.0046, Total iter time: 5.5823 [2020-11-15 09:48:39,215][root][INFO] - ===> Epoch[197](5146/26): Loss 0.2992, Sem 0.2992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.120e-01 Score 90.414 Data time: 0.3489, Forward time: 2.3020, Backward time: 2.9925, DDP time: 0.0046, Total iter time: 6.2669 [2020-11-15 09:48:44,267][root][INFO] - ===> Epoch[197](5147/26): Loss 0.2294, Sem 0.2294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.120e-01 Score 92.770 Data time: 0.2083, Forward time: 2.3019, Backward time: 2.9920, DDP time: 0.0046, Total iter time: 4.9250 [2020-11-15 09:48:50,486][root][INFO] - ===> Epoch[197](5148/26): Loss 0.2295, Sem 0.2295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.120e-01 Score 92.491 Data time: 0.1993, Forward time: 2.3019, Backward time: 2.9925, DDP time: 0.0046, Total iter time: 6.1104 [2020-11-15 09:48:56,346][root][INFO] - ===> Epoch[197](5149/26): Loss 0.2952, Sem 0.2952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.119e-01 Score 90.635 Data time: 0.1635, Forward time: 2.3014, Backward time: 2.9931, DDP time: 0.0046, Total iter time: 5.7508 [2020-11-15 09:49:02,511][submitit][WARNING] - Caught signal 10 on learnfair1476: this job is timed-out. [2020-11-15 09:49:02,517][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=6). [2020-11-15 09:49:02,516][submitit][WARNING] - Caught signal 10 on learnfair1476: this job is timed-out. [2020-11-15 09:49:02,524][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=1). [2020-11-15 09:49:02,542][submitit][WARNING] - Caught signal 10 on learnfair1476: this job is timed-out. [2020-11-15 09:49:02,547][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=2). [2020-11-15 09:49:02,539][submitit][WARNING] - Caught signal 10 on learnfair1476: this job is timed-out. [2020-11-15 09:49:02,550][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=7). [2020-11-15 09:49:02,565][submitit][WARNING] - Caught signal 10 on learnfair1476: this job is timed-out. [2020-11-15 09:49:02,570][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=3). [2020-11-15 09:49:02,572][submitit][WARNING] - Caught signal 10 on learnfair1476: this job is timed-out. [2020-11-15 09:49:02,577][submitit][INFO] - Calling checkpoint method. [2020-11-15 09:49:02,591][submitit][WARNING] - Caught signal 10 on learnfair1476: this job is timed-out. [2020-11-15 09:49:02,597][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=5). [2020-11-15 09:49:02,619][submitit][WARNING] - Caught signal 10 on learnfair1476: this job is timed-out. [2020-11-15 09:49:02,625][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=4). [2020-11-15 09:49:03,296][submitit][INFO] - Requeued job 32741685_13 (0 remaining timeouts) [2020-11-15 09:49:03,296][submitit][INFO] - Exiting gracefully after preemption/timeout. [2020-11-15 10:18:34,018][root][INFO] - ===> Loading exsiting config file [2020-11-15 10:18:34,019][root][INFO] - ===> Loading exsiting config file [2020-11-15 10:18:34,020][root][INFO] - ===> Loading exsiting config file [2020-11-15 10:18:34,021][root][INFO] - ===> Loading exsiting config file [2020-11-15 10:18:34,023][root][INFO] - ===> Loading exsiting config file [2020-11-15 10:18:34,024][root][INFO] - ===> Loading exsiting config file [2020-11-15 10:18:34,026][root][INFO] - ===> Loading exsiting config file [2020-11-15 10:18:34,027][root][INFO] - ===> Loading exsiting config file [2020-11-15 10:18:34,055][root][INFO] - ===> Loaded exsiting config file [2020-11-15 10:18:34,056][root][INFO] - ===> Loaded exsiting config file [2020-11-15 10:18:34,056][root][INFO] - ===> Loaded exsiting config file [2020-11-15 10:18:34,056][root][INFO] - ===> Loaded exsiting config file [2020-11-15 10:18:34,058][root][INFO] - ===> Loaded exsiting config file [2020-11-15 10:18:34,059][root][INFO] - ===> Loaded exsiting config file [2020-11-15 10:18:34,060][root][INFO] - ===> Loaded exsiting config file [2020-11-15 10:18:34,062][root][INFO] - ===> Loaded exsiting config file [2020-11-15 10:18:44,255][root][INFO] - ===> Configurations [2020-11-15 10:18:44,270][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_100k/1/weights/checkpoint_10000.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: 0.8 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: 20000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: null voxel_size: 0.05 data_dir: data sampled_inds: 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://learnfair1758:10100 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 save_groundtruth: false save_gt_dir: outputs/gt 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/scannet_sem load_bn: all_bn resume_config: null instance: false swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-15 10:18:44,271][root][INFO] - ===> Initializing dataloader [2020-11-15 10:18:44,274][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-15 10:18:44,277][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-15 10:18:44,277][root][INFO] - ===> Building model [2020-11-15 10:18:44,593][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37846644 [2020-11-15 10:18:44,593][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() ) [2020-11-15 10:18:44,596][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_100k/1/weights/checkpoint_10000.pth [2020-11-15 10:18:45,383][root][INFO] - Loading weights:conv0p1s1.kernel, bn0.bn.weight, bn0.bn.bias, bn0.bn.running_mean, bn0.bn.running_var, bn0.bn.num_batches_tracked, conv1p1s2.kernel, bn1.bn.weight, bn1.bn.bias, bn1.bn.running_mean, bn1.bn.running_var, bn1.bn.num_batches_tracked, block1.0.conv1.kernel, block1.0.norm1.bn.weight, block1.0.norm1.bn.bias, block1.0.norm1.bn.running_mean, block1.0.norm1.bn.running_var, block1.0.norm1.bn.num_batches_tracked, block1.0.conv2.kernel, block1.0.norm2.bn.weight, block1.0.norm2.bn.bias, block1.0.norm2.bn.running_mean, block1.0.norm2.bn.running_var, block1.0.norm2.bn.num_batches_tracked, block1.1.conv1.kernel, block1.1.norm1.bn.weight, block1.1.norm1.bn.bias, block1.1.norm1.bn.running_mean, block1.1.norm1.bn.running_var, block1.1.norm1.bn.num_batches_tracked, block1.1.conv2.kernel, block1.1.norm2.bn.weight, block1.1.norm2.bn.bias, block1.1.norm2.bn.running_mean, block1.1.norm2.bn.running_var, block1.1.norm2.bn.num_batches_tracked, conv2p2s2.kernel, bn2.bn.weight, bn2.bn.bias, bn2.bn.running_mean, bn2.bn.running_var, bn2.bn.num_batches_tracked, block2.0.conv1.kernel, block2.0.norm1.bn.weight, block2.0.norm1.bn.bias, block2.0.norm1.bn.running_mean, block2.0.norm1.bn.running_var, block2.0.norm1.bn.num_batches_tracked, block2.0.conv2.kernel, block2.0.norm2.bn.weight, block2.0.norm2.bn.bias, block2.0.norm2.bn.running_mean, block2.0.norm2.bn.running_var, block2.0.norm2.bn.num_batches_tracked, block2.0.downsample.0.kernel, block2.0.downsample.1.bn.weight, block2.0.downsample.1.bn.bias, block2.0.downsample.1.bn.running_mean, block2.0.downsample.1.bn.running_var, block2.0.downsample.1.bn.num_batches_tracked, block2.1.conv1.kernel, block2.1.norm1.bn.weight, block2.1.norm1.bn.bias, block2.1.norm1.bn.running_mean, block2.1.norm1.bn.running_var, block2.1.norm1.bn.num_batches_tracked, block2.1.conv2.kernel, block2.1.norm2.bn.weight, block2.1.norm2.bn.bias, block2.1.norm2.bn.running_mean, block2.1.norm2.bn.running_var, block2.1.norm2.bn.num_batches_tracked, block2.2.conv1.kernel, block2.2.norm1.bn.weight, block2.2.norm1.bn.bias, block2.2.norm1.bn.running_mean, block2.2.norm1.bn.running_var, block2.2.norm1.bn.num_batches_tracked, block2.2.conv2.kernel, block2.2.norm2.bn.weight, block2.2.norm2.bn.bias, block2.2.norm2.bn.running_mean, block2.2.norm2.bn.running_var, block2.2.norm2.bn.num_batches_tracked, conv3p4s2.kernel, bn3.bn.weight, bn3.bn.bias, bn3.bn.running_mean, bn3.bn.running_var, bn3.bn.num_batches_tracked, block3.0.conv1.kernel, block3.0.norm1.bn.weight, block3.0.norm1.bn.bias, block3.0.norm1.bn.running_mean, block3.0.norm1.bn.running_var, block3.0.norm1.bn.num_batches_tracked, block3.0.conv2.kernel, block3.0.norm2.bn.weight, block3.0.norm2.bn.bias, block3.0.norm2.bn.running_mean, block3.0.norm2.bn.running_var, block3.0.norm2.bn.num_batches_tracked, block3.0.downsample.0.kernel, block3.0.downsample.1.bn.weight, block3.0.downsample.1.bn.bias, block3.0.downsample.1.bn.running_mean, block3.0.downsample.1.bn.running_var, block3.0.downsample.1.bn.num_batches_tracked, block3.1.conv1.kernel, block3.1.norm1.bn.weight, block3.1.norm1.bn.bias, block3.1.norm1.bn.running_mean, block3.1.norm1.bn.running_var, block3.1.norm1.bn.num_batches_tracked, block3.1.conv2.kernel, block3.1.norm2.bn.weight, block3.1.norm2.bn.bias, block3.1.norm2.bn.running_mean, block3.1.norm2.bn.running_var, block3.1.norm2.bn.num_batches_tracked, block3.2.conv1.kernel, block3.2.norm1.bn.weight, block3.2.norm1.bn.bias, block3.2.norm1.bn.running_mean, block3.2.norm1.bn.running_var, block3.2.norm1.bn.num_batches_tracked, block3.2.conv2.kernel, block3.2.norm2.bn.weight, block3.2.norm2.bn.bias, block3.2.norm2.bn.running_mean, block3.2.norm2.bn.running_var, block3.2.norm2.bn.num_batches_tracked, block3.3.conv1.kernel, block3.3.norm1.bn.weight, block3.3.norm1.bn.bias, block3.3.norm1.bn.running_mean, block3.3.norm1.bn.running_var, block3.3.norm1.bn.num_batches_tracked, block3.3.conv2.kernel, block3.3.norm2.bn.weight, block3.3.norm2.bn.bias, block3.3.norm2.bn.running_mean, block3.3.norm2.bn.running_var, block3.3.norm2.bn.num_batches_tracked, conv4p8s2.kernel, bn4.bn.weight, bn4.bn.bias, bn4.bn.running_mean, bn4.bn.running_var, bn4.bn.num_batches_tracked, block4.0.conv1.kernel, block4.0.norm1.bn.weight, block4.0.norm1.bn.bias, block4.0.norm1.bn.running_mean, block4.0.norm1.bn.running_var, block4.0.norm1.bn.num_batches_tracked, block4.0.conv2.kernel, block4.0.norm2.bn.weight, block4.0.norm2.bn.bias, block4.0.norm2.bn.running_mean, block4.0.norm2.bn.running_var, block4.0.norm2.bn.num_batches_tracked, block4.0.downsample.0.kernel, block4.0.downsample.1.bn.weight, block4.0.downsample.1.bn.bias, block4.0.downsample.1.bn.running_mean, block4.0.downsample.1.bn.running_var, block4.0.downsample.1.bn.num_batches_tracked, block4.1.conv1.kernel, block4.1.norm1.bn.weight, block4.1.norm1.bn.bias, block4.1.norm1.bn.running_mean, block4.1.norm1.bn.running_var, block4.1.norm1.bn.num_batches_tracked, block4.1.conv2.kernel, block4.1.norm2.bn.weight, block4.1.norm2.bn.bias, block4.1.norm2.bn.running_mean, block4.1.norm2.bn.running_var, block4.1.norm2.bn.num_batches_tracked, block4.2.conv1.kernel, block4.2.norm1.bn.weight, block4.2.norm1.bn.bias, block4.2.norm1.bn.running_mean, block4.2.norm1.bn.running_var, block4.2.norm1.bn.num_batches_tracked, block4.2.conv2.kernel, block4.2.norm2.bn.weight, block4.2.norm2.bn.bias, block4.2.norm2.bn.running_mean, block4.2.norm2.bn.running_var, block4.2.norm2.bn.num_batches_tracked, block4.3.conv1.kernel, block4.3.norm1.bn.weight, block4.3.norm1.bn.bias, block4.3.norm1.bn.running_mean, block4.3.norm1.bn.running_var, block4.3.norm1.bn.num_batches_tracked, block4.3.conv2.kernel, block4.3.norm2.bn.weight, block4.3.norm2.bn.bias, block4.3.norm2.bn.running_mean, block4.3.norm2.bn.running_var, block4.3.norm2.bn.num_batches_tracked, block4.4.conv1.kernel, block4.4.norm1.bn.weight, block4.4.norm1.bn.bias, block4.4.norm1.bn.running_mean, block4.4.norm1.bn.running_var, block4.4.norm1.bn.num_batches_tracked, block4.4.conv2.kernel, block4.4.norm2.bn.weight, block4.4.norm2.bn.bias, block4.4.norm2.bn.running_mean, block4.4.norm2.bn.running_var, block4.4.norm2.bn.num_batches_tracked, block4.5.conv1.kernel, block4.5.norm1.bn.weight, block4.5.norm1.bn.bias, block4.5.norm1.bn.running_mean, block4.5.norm1.bn.running_var, block4.5.norm1.bn.num_batches_tracked, block4.5.conv2.kernel, block4.5.norm2.bn.weight, block4.5.norm2.bn.bias, block4.5.norm2.bn.running_mean, block4.5.norm2.bn.running_var, block4.5.norm2.bn.num_batches_tracked, convtr4p16s2.kernel, bntr4.bn.weight, bntr4.bn.bias, bntr4.bn.running_mean, bntr4.bn.running_var, bntr4.bn.num_batches_tracked, block5.0.conv1.kernel, block5.0.norm1.bn.weight, block5.0.norm1.bn.bias, block5.0.norm1.bn.running_mean, block5.0.norm1.bn.running_var, block5.0.norm1.bn.num_batches_tracked, block5.0.conv2.kernel, block5.0.norm2.bn.weight, block5.0.norm2.bn.bias, block5.0.norm2.bn.running_mean, block5.0.norm2.bn.running_var, block5.0.norm2.bn.num_batches_tracked, block5.0.downsample.0.kernel, block5.0.downsample.1.bn.weight, block5.0.downsample.1.bn.bias, block5.0.downsample.1.bn.running_mean, block5.0.downsample.1.bn.running_var, block5.0.downsample.1.bn.num_batches_tracked, block5.1.conv1.kernel, block5.1.norm1.bn.weight, block5.1.norm1.bn.bias, block5.1.norm1.bn.running_mean, block5.1.norm1.bn.running_var, block5.1.norm1.bn.num_batches_tracked, block5.1.conv2.kernel, block5.1.norm2.bn.weight, block5.1.norm2.bn.bias, block5.1.norm2.bn.running_mean, block5.1.norm2.bn.running_var, block5.1.norm2.bn.num_batches_tracked, convtr5p8s2.kernel, bntr5.bn.weight, bntr5.bn.bias, bntr5.bn.running_mean, bntr5.bn.running_var, bntr5.bn.num_batches_tracked, block6.0.conv1.kernel, block6.0.norm1.bn.weight, block6.0.norm1.bn.bias, block6.0.norm1.bn.running_mean, block6.0.norm1.bn.running_var, block6.0.norm1.bn.num_batches_tracked, block6.0.conv2.kernel, block6.0.norm2.bn.weight, block6.0.norm2.bn.bias, block6.0.norm2.bn.running_mean, block6.0.norm2.bn.running_var, block6.0.norm2.bn.num_batches_tracked, block6.0.downsample.0.kernel, block6.0.downsample.1.bn.weight, block6.0.downsample.1.bn.bias, block6.0.downsample.1.bn.running_mean, block6.0.downsample.1.bn.running_var, block6.0.downsample.1.bn.num_batches_tracked, block6.1.conv1.kernel, block6.1.norm1.bn.weight, block6.1.norm1.bn.bias, block6.1.norm1.bn.running_mean, block6.1.norm1.bn.running_var, block6.1.norm1.bn.num_batches_tracked, block6.1.conv2.kernel, block6.1.norm2.bn.weight, block6.1.norm2.bn.bias, block6.1.norm2.bn.running_mean, block6.1.norm2.bn.running_var, block6.1.norm2.bn.num_batches_tracked, convtr6p4s2.kernel, bntr6.bn.weight, bntr6.bn.bias, bntr6.bn.running_mean, bntr6.bn.running_var, bntr6.bn.num_batches_tracked, block7.0.conv1.kernel, block7.0.norm1.bn.weight, block7.0.norm1.bn.bias, block7.0.norm1.bn.running_mean, block7.0.norm1.bn.running_var, block7.0.norm1.bn.num_batches_tracked, block7.0.conv2.kernel, block7.0.norm2.bn.weight, block7.0.norm2.bn.bias, block7.0.norm2.bn.running_mean, block7.0.norm2.bn.running_var, block7.0.norm2.bn.num_batches_tracked, block7.0.downsample.0.kernel, block7.0.downsample.1.bn.weight, block7.0.downsample.1.bn.bias, block7.0.downsample.1.bn.running_mean, block7.0.downsample.1.bn.running_var, block7.0.downsample.1.bn.num_batches_tracked, block7.1.conv1.kernel, block7.1.norm1.bn.weight, block7.1.norm1.bn.bias, block7.1.norm1.bn.running_mean, block7.1.norm1.bn.running_var, block7.1.norm1.bn.num_batches_tracked, block7.1.conv2.kernel, block7.1.norm2.bn.weight, block7.1.norm2.bn.bias, block7.1.norm2.bn.running_mean, block7.1.norm2.bn.running_var, block7.1.norm2.bn.num_batches_tracked, convtr7p2s2.kernel, bntr7.bn.weight, bntr7.bn.bias, bntr7.bn.running_mean, bntr7.bn.running_var, bntr7.bn.num_batches_tracked, block8.0.conv1.kernel, block8.0.norm1.bn.weight, block8.0.norm1.bn.bias, block8.0.norm1.bn.running_mean, block8.0.norm1.bn.running_var, block8.0.norm1.bn.num_batches_tracked, block8.0.conv2.kernel, block8.0.norm2.bn.weight, block8.0.norm2.bn.bias, block8.0.norm2.bn.running_mean, block8.0.norm2.bn.running_var, block8.0.norm2.bn.num_batches_tracked, block8.0.downsample.0.kernel, block8.0.downsample.1.bn.weight, block8.0.downsample.1.bn.bias, block8.0.downsample.1.bn.running_mean, block8.0.downsample.1.bn.running_var, block8.0.downsample.1.bn.num_batches_tracked, block8.1.conv1.kernel, block8.1.norm1.bn.weight, block8.1.norm1.bn.bias, block8.1.norm1.bn.running_mean, block8.1.norm1.bn.running_var, block8.1.norm1.bn.num_batches_tracked, block8.1.conv2.kernel, block8.1.norm2.bn.weight, block8.1.norm2.bn.bias, block8.1.norm2.bn.running_mean, block8.1.norm2.bn.running_var, block8.1.norm2.bn.num_batches_tracked [2020-11-15 10:18:45,648][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-15 10:18:45,649][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-15 10:18:46,373][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 191) [2020-11-15 10:18:57,893][root][INFO] - ===> Epoch[191](5001/26): Loss 0.2720, Sem 0.2720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.174e-01 Score 91.288 Data time: 4.6743, Forward time: 3.9343, Backward time: 2.8275, DDP time: 0.0017, Total iter time: 11.4492 [2020-11-15 10:19:03,701][root][INFO] - ===> Epoch[191](5002/26): Loss 0.2991, Sem 0.2991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.174e-01 Score 90.710 Data time: 0.1663, Forward time: 3.0294, Backward time: 3.0025, DDP time: 0.0027, Total iter time: 5.5832 [2020-11-15 10:19:09,679][root][INFO] - ===> Epoch[191](5003/26): Loss 0.2605, Sem 0.2605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.173e-01 Score 91.922 Data time: 0.1875, Forward time: 2.7015, Backward time: 3.1147, DDP time: 0.0040, Total iter time: 5.6605 [2020-11-15 10:19:15,368][root][INFO] - ===> Epoch[191](5004/26): Loss 0.2537, Sem 0.2537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.173e-01 Score 92.524 Data time: 0.2345, Forward time: 2.6753, Backward time: 2.9788, DDP time: 0.0041, Total iter time: 5.5017 [2020-11-15 10:19:21,057][root][INFO] - ===> Epoch[191](5005/26): Loss 0.2097, Sem 0.2097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.173e-01 Score 93.153 Data time: 0.2436, Forward time: 2.7284, Backward time: 2.8429, DDP time: 0.0036, Total iter time: 5.4970 [2020-11-15 10:19:26,469][root][INFO] - ===> Epoch[191](5006/26): Loss 0.2460, Sem 0.2460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.172e-01 Score 91.841 Data time: 0.2431, Forward time: 2.7404, Backward time: 2.7194, DDP time: 0.0038, Total iter time: 5.2131 [2020-11-15 10:19:32,117][root][INFO] - ===> Epoch[191](5007/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.172e-01 Score 92.302 Data time: 0.2334, Forward time: 2.7677, Backward time: 2.6549, DDP time: 0.0038, Total iter time: 5.4829 [2020-11-15 10:19:38,392][root][INFO] - ===> Epoch[191](5008/26): Loss 0.2500, Sem 0.2500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.172e-01 Score 91.947 Data time: 0.1824, Forward time: 2.7223, Backward time: 2.7542, DDP time: 0.0039, Total iter time: 6.1229 [2020-11-15 10:19:44,534][root][INFO] - ===> Epoch[191](5009/26): Loss 0.2464, Sem 0.2464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.171e-01 Score 92.052 Data time: 0.2121, Forward time: 2.7074, Backward time: 2.7981, DDP time: 0.0038, Total iter time: 6.0145 [2020-11-15 10:19:50,687][root][INFO] - ===> Epoch[191](5010/26): Loss 0.2212, Sem 0.2212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.171e-01 Score 92.976 Data time: 0.1560, Forward time: 2.6296, Backward time: 2.9007, DDP time: 0.0038, Total iter time: 6.0221 [2020-11-15 10:19:57,030][root][INFO] - ===> Epoch[191](5011/26): Loss 0.2551, Sem 0.2551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.170e-01 Score 91.554 Data time: 0.1909, Forward time: 2.6105, Backward time: 2.9601, DDP time: 0.0038, Total iter time: 6.2448 [2020-11-15 10:20:02,426][root][INFO] - ===> Epoch[191](5012/26): Loss 0.2541, Sem 0.2541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.170e-01 Score 91.258 Data time: 0.1386, Forward time: 2.5421, Backward time: 2.9828, DDP time: 0.0038, Total iter time: 5.2737 [2020-11-15 10:20:07,457][root][INFO] - ===> Epoch[191](5013/26): Loss 0.2426, Sem 0.2426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.170e-01 Score 91.976 Data time: 0.1742, Forward time: 2.5289, Backward time: 2.9367, DDP time: 0.0038, Total iter time: 4.9593 [2020-11-15 10:20:12,715][root][INFO] - ===> Epoch[191](5014/26): Loss 0.2489, Sem 0.2489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.169e-01 Score 91.601 Data time: 0.1791, Forward time: 2.5079, Backward time: 2.9140, DDP time: 0.0038, Total iter time: 5.1357 [2020-11-15 10:20:18,290][root][INFO] - ===> Epoch[191](5015/26): Loss 0.2352, Sem 0.2352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.169e-01 Score 92.211 Data time: 0.1726, Forward time: 2.4826, Backward time: 2.9252, DDP time: 0.0038, Total iter time: 5.4607 [2020-11-15 10:20:24,104][root][INFO] - ===> Epoch[191](5016/26): Loss 0.2697, Sem 0.2697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.169e-01 Score 92.199 Data time: 0.2320, Forward time: 2.4982, Backward time: 2.9114, DDP time: 0.0038, Total iter time: 5.7109 [2020-11-15 10:20:30,623][root][INFO] - ===> Epoch[191](5017/26): Loss 0.2147, Sem 0.2147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.168e-01 Score 92.909 Data time: 0.2268, Forward time: 2.5081, Backward time: 2.9429, DDP time: 0.0038, Total iter time: 6.3991 [2020-11-15 10:20:36,959][root][INFO] - ===> Epoch[191](5018/26): Loss 0.2176, Sem 0.2176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.168e-01 Score 93.054 Data time: 0.1767, Forward time: 2.4956, Backward time: 2.9813, DDP time: 0.0038, Total iter time: 6.1956 [2020-11-15 10:20:43,170][root][INFO] - ===> Epoch[191](5019/26): Loss 0.2435, Sem 0.2435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.167e-01 Score 92.165 Data time: 0.2344, Forward time: 2.5090, Backward time: 2.9851, DDP time: 0.0038, Total iter time: 6.0971 [2020-11-15 10:20:47,902][root][INFO] - ===> Epoch[191](5020/26): Loss 0.2835, Sem 0.2835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.167e-01 Score 91.710 Data time: 0.1724, Forward time: 2.4952, Backward time: 2.9446, DDP time: 0.0038, Total iter time: 4.6138 [2020-11-15 10:20:53,044][root][INFO] - ===> Epoch[191](5021/26): Loss 0.2466, Sem 0.2466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.167e-01 Score 92.036 Data time: 0.1987, Forward time: 2.4874, Backward time: 2.9210, DDP time: 0.0038, Total iter time: 5.0445 [2020-11-15 10:20:57,443][root][INFO] - ===> Epoch[191](5022/26): Loss 0.2609, Sem 0.2609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.166e-01 Score 91.900 Data time: 0.1682, Forward time: 2.4639, Backward time: 2.8841, DDP time: 0.0038, Total iter time: 4.2941 [2020-11-15 10:21:03,288][root][INFO] - ===> Epoch[191](5023/26): Loss 0.2320, Sem 0.2320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.166e-01 Score 92.789 Data time: 0.2232, Forward time: 2.4659, Backward time: 2.8882, DDP time: 0.0038, Total iter time: 5.7650 [2020-11-15 10:21:09,797][root][INFO] - ===> Epoch[191](5024/26): Loss 0.2829, Sem 0.2829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.166e-01 Score 91.067 Data time: 0.1610, Forward time: 2.4481, Backward time: 2.9380, DDP time: 0.0038, Total iter time: 6.3893 [2020-11-15 10:21:14,746][root][INFO] - ===> Epoch[191](5025/26): Loss 0.2794, Sem 0.2794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.165e-01 Score 91.283 Data time: 0.1627, Forward time: 2.4271, Backward time: 2.9286, DDP time: 0.0038, Total iter time: 4.8607 [2020-11-15 10:21:20,817][root][INFO] - ===> Epoch[191](5026/26): Loss 0.2541, Sem 0.2541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.165e-01 Score 91.856 Data time: 0.2238, Forward time: 2.4294, Backward time: 2.9392, DDP time: 0.0039, Total iter time: 5.9724 [2020-11-15 10:21:26,476][root][INFO] - ===> Epoch[192](5027/26): Loss 0.2623, Sem 0.2623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.164e-01 Score 91.890 Data time: 0.1770, Forward time: 2.4194, Backward time: 2.9460, DDP time: 0.0038, Total iter time: 5.5547 [2020-11-15 10:21:32,285][root][INFO] - ===> Epoch[192](5028/26): Loss 0.2531, Sem 0.2531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.164e-01 Score 91.801 Data time: 0.1472, Forward time: 2.3942, Backward time: 2.9741, DDP time: 0.0038, Total iter time: 5.7194 [2020-11-15 10:21:38,220][root][INFO] - ===> Epoch[192](5029/26): Loss 0.2319, Sem 0.2319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.164e-01 Score 92.883 Data time: 0.1824, Forward time: 2.3838, Backward time: 2.9925, DDP time: 0.0038, Total iter time: 5.8800 [2020-11-15 10:21:44,493][root][INFO] - ===> Epoch[192](5030/26): Loss 0.2010, Sem 0.2010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.163e-01 Score 93.702 Data time: 0.1762, Forward time: 2.3737, Backward time: 3.0195, DDP time: 0.0038, Total iter time: 6.2014 [2020-11-15 10:21:51,249][root][INFO] - ===> Epoch[192](5031/26): Loss 0.2424, Sem 0.2424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.163e-01 Score 92.547 Data time: 0.1262, Forward time: 2.3475, Backward time: 3.0768, DDP time: 0.0038, Total iter time: 6.6693 [2020-11-15 10:21:55,668][root][INFO] - ===> Epoch[192](5032/26): Loss 0.2192, Sem 0.2192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.163e-01 Score 93.519 Data time: 0.1589, Forward time: 2.3348, Backward time: 3.0507, DDP time: 0.0038, Total iter time: 4.3862 [2020-11-15 10:22:01,495][root][INFO] - ===> Epoch[192](5033/26): Loss 0.2315, Sem 0.2315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.162e-01 Score 92.843 Data time: 0.2022, Forward time: 2.3339, Backward time: 3.0538, DDP time: 0.0038, Total iter time: 5.7348 [2020-11-15 10:22:07,540][root][INFO] - ===> Epoch[192](5034/26): Loss 0.2600, Sem 0.2600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.162e-01 Score 91.457 Data time: 0.1679, Forward time: 2.3236, Backward time: 3.0729, DDP time: 0.0038, Total iter time: 5.9648 [2020-11-15 10:22:13,063][root][INFO] - ===> Epoch[192](5035/26): Loss 0.2074, Sem 0.2074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.161e-01 Score 93.777 Data time: 0.1876, Forward time: 2.3199, Backward time: 3.0704, DDP time: 0.0038, Total iter time: 5.4368 [2020-11-15 10:22:19,095][root][INFO] - ===> Epoch[192](5036/26): Loss 0.2350, Sem 0.2350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.161e-01 Score 92.418 Data time: 0.1598, Forward time: 2.3077, Backward time: 3.0897, DDP time: 0.0038, Total iter time: 5.9408 [2020-11-15 10:22:25,285][root][INFO] - ===> Epoch[192](5037/26): Loss 0.2010, Sem 0.2010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.161e-01 Score 93.574 Data time: 0.1498, Forward time: 2.2909, Backward time: 3.1180, DDP time: 0.0038, Total iter time: 6.1206 [2020-11-15 10:22:30,749][root][INFO] - ===> Epoch[192](5038/26): Loss 0.2543, Sem 0.2543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.160e-01 Score 92.064 Data time: 0.2371, Forward time: 2.2895, Backward time: 3.1108, DDP time: 0.0038, Total iter time: 5.3912 [2020-11-15 10:22:36,670][root][INFO] - ===> Epoch[192](5039/26): Loss 0.2547, Sem 0.2547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.160e-01 Score 92.009 Data time: 0.2273, Forward time: 2.3007, Backward time: 3.1035, DDP time: 0.0038, Total iter time: 5.8260 [2020-11-15 10:22:43,165][root][INFO] - ===> Epoch[192](5040/26): Loss 0.2708, Sem 0.2708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.160e-01 Score 91.243 Data time: 0.2294, Forward time: 2.3096, Backward time: 3.1091, DDP time: 0.0038, Total iter time: 6.3497 [2020-11-15 10:22:49,684][root][INFO] - ===> Epoch[192](5041/26): Loss 0.2962, Sem 0.2962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.159e-01 Score 90.362 Data time: 0.2364, Forward time: 2.3249, Backward time: 3.1108, DDP time: 0.0038, Total iter time: 6.4091 [2020-11-15 10:22:54,944][root][INFO] - ===> Epoch[192](5042/26): Loss 0.2991, Sem 0.2991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.159e-01 Score 90.327 Data time: 0.1883, Forward time: 2.3218, Backward time: 3.1008, DDP time: 0.0038, Total iter time: 5.1506 [2020-11-15 10:23:00,260][root][INFO] - ===> Epoch[192](5043/26): Loss 0.2454, Sem 0.2454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.159e-01 Score 92.125 Data time: 0.2212, Forward time: 2.3260, Backward time: 3.0860, DDP time: 0.0038, Total iter time: 5.2187 [2020-11-15 10:23:06,280][root][INFO] - ===> Epoch[192](5044/26): Loss 0.3336, Sem 0.3336, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.158e-01 Score 89.822 Data time: 0.1820, Forward time: 2.3208, Backward time: 3.0956, DDP time: 0.0038, Total iter time: 5.9102 [2020-11-15 10:23:11,475][root][INFO] - ===> Epoch[192](5045/26): Loss 0.2907, Sem 0.2907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.158e-01 Score 91.030 Data time: 0.2228, Forward time: 2.3241, Backward time: 3.0793, DDP time: 0.0038, Total iter time: 5.0972 [2020-11-15 10:23:17,329][root][INFO] - ===> Epoch[192](5046/26): Loss 0.2312, Sem 0.2312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.157e-01 Score 92.573 Data time: 0.2284, Forward time: 2.3334, Backward time: 3.0725, DDP time: 0.0038, Total iter time: 5.7618 [2020-11-15 10:23:23,123][root][INFO] - ===> Epoch[192](5047/26): Loss 0.2993, Sem 0.2993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.157e-01 Score 90.806 Data time: 0.2079, Forward time: 2.3364, Backward time: 3.0694, DDP time: 0.0038, Total iter time: 5.6685 [2020-11-15 10:23:29,505][root][INFO] - ===> Epoch[192](5048/26): Loss 0.2792, Sem 0.2792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.157e-01 Score 91.306 Data time: 0.2169, Forward time: 2.3328, Backward time: 3.0843, DDP time: 0.0038, Total iter time: 6.2713 [2020-11-15 10:23:34,752][root][INFO] - ===> Epoch[192](5049/26): Loss 0.2760, Sem 0.2760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.156e-01 Score 91.650 Data time: 0.1978, Forward time: 2.3290, Backward time: 3.0771, DDP time: 0.0038, Total iter time: 5.1486 [2020-11-15 10:23:39,220][root][INFO] - ===> Epoch[192](5050/26): Loss 0.2551, Sem 0.2551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.156e-01 Score 91.652 Data time: 0.1966, Forward time: 2.3303, Backward time: 3.0511, DDP time: 0.0038, Total iter time: 4.3813 [2020-11-15 10:23:43,973][root][INFO] - ===> Epoch[192](5051/26): Loss 0.2796, Sem 0.2796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.156e-01 Score 90.803 Data time: 0.1538, Forward time: 2.3198, Backward time: 3.0426, DDP time: 0.0038, Total iter time: 4.6581 [2020-11-15 10:23:49,327][root][INFO] - ===> Epoch[192](5052/26): Loss 0.2385, Sem 0.2385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.155e-01 Score 92.845 Data time: 0.1870, Forward time: 2.3156, Backward time: 3.0406, DDP time: 0.0038, Total iter time: 5.2958 [2020-11-15 10:23:55,484][root][INFO] - ===> Epoch[193](5053/26): Loss 0.2944, Sem 0.2944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.155e-01 Score 90.887 Data time: 0.1585, Forward time: 2.3049, Backward time: 3.0592, DDP time: 0.0038, Total iter time: 6.0771 [2020-11-15 10:24:00,188][root][INFO] - ===> Epoch[193](5054/26): Loss 0.2653, Sem 0.2653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.154e-01 Score 91.558 Data time: 0.1754, Forward time: 2.3006, Backward time: 3.0457, DDP time: 0.0038, Total iter time: 4.6224 [2020-11-15 10:24:06,078][root][INFO] - ===> Epoch[193](5055/26): Loss 0.2505, Sem 0.2505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.154e-01 Score 92.498 Data time: 0.1412, Forward time: 2.2894, Backward time: 3.0603, DDP time: 0.0038, Total iter time: 5.8131 [2020-11-15 10:24:10,708][root][INFO] - ===> Epoch[193](5056/26): Loss 0.2627, Sem 0.2627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.154e-01 Score 91.334 Data time: 0.2030, Forward time: 2.2882, Backward time: 3.0433, DDP time: 0.0038, Total iter time: 4.5694 [2020-11-15 10:24:17,549][root][INFO] - ===> Epoch[193](5057/26): Loss 0.2109, Sem 0.2109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.153e-01 Score 93.298 Data time: 0.3535, Forward time: 2.3113, Backward time: 3.0387, DDP time: 0.0038, Total iter time: 6.7500 [2020-11-15 10:24:23,486][root][INFO] - ===> Epoch[193](5058/26): Loss 0.2728, Sem 0.2728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.153e-01 Score 91.856 Data time: 0.2563, Forward time: 2.3260, Backward time: 3.0273, DDP time: 0.0037, Total iter time: 5.8068 [2020-11-15 10:24:29,702][root][INFO] - ===> Epoch[193](5059/26): Loss 0.2817, Sem 0.2817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.153e-01 Score 91.252 Data time: 0.1903, Forward time: 2.3244, Backward time: 3.0366, DDP time: 0.0037, Total iter time: 6.0971 [2020-11-15 10:24:35,324][root][INFO] - ===> Epoch[193](5060/26): Loss 0.2280, Sem 0.2280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.152e-01 Score 92.366 Data time: 0.2344, Forward time: 2.3313, Backward time: 3.0283, DDP time: 0.0037, Total iter time: 5.5250 [2020-11-15 10:24:40,616][root][INFO] - ===> Epoch[193](5061/26): Loss 0.2622, Sem 0.2622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.152e-01 Score 92.176 Data time: 0.1588, Forward time: 2.3237, Backward time: 3.0287, DDP time: 0.0037, Total iter time: 5.1825 [2020-11-15 10:24:46,473][root][INFO] - ===> Epoch[193](5062/26): Loss 0.3100, Sem 0.3100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.151e-01 Score 90.529 Data time: 0.1785, Forward time: 2.3183, Backward time: 3.0363, DDP time: 0.0037, Total iter time: 5.7754 [2020-11-15 10:24:52,754][root][INFO] - ===> Epoch[193](5063/26): Loss 0.2440, Sem 0.2440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.151e-01 Score 92.203 Data time: 0.1894, Forward time: 2.3159, Backward time: 3.0475, DDP time: 0.0037, Total iter time: 6.2015 [2020-11-15 10:24:57,963][root][INFO] - ===> Epoch[193](5064/26): Loss 0.2651, Sem 0.2651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.151e-01 Score 91.446 Data time: 0.2433, Forward time: 2.3217, Backward time: 3.0336, DDP time: 0.0037, Total iter time: 5.1010 [2020-11-15 10:25:03,173][root][INFO] - ===> Epoch[193](5065/26): Loss 0.2476, Sem 0.2476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.150e-01 Score 91.893 Data time: 0.1740, Forward time: 2.3190, Backward time: 3.0289, DDP time: 0.0038, Total iter time: 5.1201 [2020-11-15 10:25:08,749][root][INFO] - ===> Epoch[193](5066/26): Loss 0.2304, Sem 0.2304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.150e-01 Score 92.508 Data time: 0.1840, Forward time: 2.3155, Backward time: 3.0300, DDP time: 0.0038, Total iter time: 5.4659 [2020-11-15 10:25:15,004][root][INFO] - ===> Epoch[193](5067/26): Loss 0.2632, Sem 0.2632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.150e-01 Score 91.690 Data time: 0.2010, Forward time: 2.3159, Backward time: 3.0377, DDP time: 0.0038, Total iter time: 6.1721 [2020-11-15 10:25:20,263][root][INFO] - ===> Epoch[193](5068/26): Loss 0.3427, Sem 0.3427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.149e-01 Score 90.194 Data time: 0.1812, Forward time: 2.3137, Backward time: 3.0333, DDP time: 0.0038, Total iter time: 5.1717 [2020-11-15 10:25:25,923][root][INFO] - ===> Epoch[193](5069/26): Loss 0.2689, Sem 0.2689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.149e-01 Score 91.677 Data time: 0.1149, Forward time: 2.2989, Backward time: 3.0496, DDP time: 0.0038, Total iter time: 5.5759 [2020-11-15 10:25:32,372][root][INFO] - ===> Epoch[193](5070/26): Loss 0.2729, Sem 0.2729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.149e-01 Score 91.084 Data time: 0.1697, Forward time: 2.2942, Backward time: 3.0655, DDP time: 0.0038, Total iter time: 6.4257 [2020-11-15 10:25:38,117][root][INFO] - ===> Epoch[193](5071/26): Loss 0.2663, Sem 0.2663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.148e-01 Score 91.491 Data time: 0.2027, Forward time: 2.2941, Backward time: 3.0663, DDP time: 0.0038, Total iter time: 5.6907 [2020-11-15 10:25:43,713][root][INFO] - ===> Epoch[193](5072/26): Loss 0.2985, Sem 0.2985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.148e-01 Score 90.872 Data time: 0.1785, Forward time: 2.2914, Backward time: 3.0672, DDP time: 0.0038, Total iter time: 5.5066 [2020-11-15 10:25:49,245][root][INFO] - ===> Epoch[193](5073/26): Loss 0.3043, Sem 0.3043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.147e-01 Score 91.190 Data time: 0.1847, Forward time: 2.2899, Backward time: 3.0664, DDP time: 0.0038, Total iter time: 5.4411 [2020-11-15 10:25:55,617][root][INFO] - ===> Epoch[193](5074/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.147e-01 Score 92.452 Data time: 0.1719, Forward time: 2.2867, Backward time: 3.0778, DDP time: 0.0038, Total iter time: 6.2605 [2020-11-15 10:26:00,754][root][INFO] - ===> Epoch[193](5075/26): Loss 0.2607, Sem 0.2607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.147e-01 Score 91.850 Data time: 0.1327, Forward time: 2.2769, Backward time: 3.0800, DDP time: 0.0038, Total iter time: 5.0359 [2020-11-15 10:26:06,429][root][INFO] - ===> Epoch[193](5076/26): Loss 0.2368, Sem 0.2368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.146e-01 Score 93.058 Data time: 0.1736, Forward time: 2.2711, Backward time: 3.0852, DDP time: 0.0038, Total iter time: 5.5869 [2020-11-15 10:26:12,207][root][INFO] - ===> Epoch[193](5077/26): Loss 0.3019, Sem 0.3019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.146e-01 Score 90.849 Data time: 0.2080, Forward time: 2.2712, Backward time: 3.0857, DDP time: 0.0038, Total iter time: 5.6894 [2020-11-15 10:26:18,271][root][INFO] - ===> Epoch[193](5078/26): Loss 0.2799, Sem 0.2799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.146e-01 Score 91.488 Data time: 0.2138, Forward time: 2.2756, Backward time: 3.0856, DDP time: 0.0038, Total iter time: 5.9534 [2020-11-15 10:26:23,957][root][INFO] - ===> Epoch[194](5079/26): Loss 0.2740, Sem 0.2740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.145e-01 Score 91.534 Data time: 0.2095, Forward time: 2.2767, Backward time: 3.0835, DDP time: 0.0039, Total iter time: 5.5588 [2020-11-15 10:26:29,755][root][INFO] - ===> Epoch[194](5080/26): Loss 0.2733, Sem 0.2733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.145e-01 Score 91.631 Data time: 0.2046, Forward time: 2.2767, Backward time: 3.0840, DDP time: 0.0039, Total iter time: 5.6760 [2020-11-15 10:26:36,472][root][INFO] - ===> Epoch[194](5081/26): Loss 0.2365, Sem 0.2365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.144e-01 Score 92.570 Data time: 0.2502, Forward time: 2.2823, Backward time: 3.0897, DDP time: 0.0039, Total iter time: 6.6067 [2020-11-15 10:26:41,744][root][INFO] - ===> Epoch[194](5082/26): Loss 0.2566, Sem 0.2566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.144e-01 Score 92.097 Data time: 0.2729, Forward time: 2.2879, Backward time: 3.0776, DDP time: 0.0039, Total iter time: 5.1464 [2020-11-15 10:26:47,058][root][INFO] - ===> Epoch[194](5083/26): Loss 0.2352, Sem 0.2352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.144e-01 Score 92.342 Data time: 0.1683, Forward time: 2.2822, Backward time: 3.0770, DDP time: 0.0039, Total iter time: 5.1953 [2020-11-15 10:26:52,746][root][INFO] - ===> Epoch[194](5084/26): Loss 0.2764, Sem 0.2764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.143e-01 Score 91.550 Data time: 0.2597, Forward time: 2.2893, Backward time: 3.0695, DDP time: 0.0039, Total iter time: 5.6090 [2020-11-15 10:26:57,282][root][INFO] - ===> Epoch[194](5085/26): Loss 0.2193, Sem 0.2193, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.143e-01 Score 93.140 Data time: 0.2235, Forward time: 2.2902, Backward time: 3.0547, DDP time: 0.0039, Total iter time: 4.4122 [2020-11-15 10:27:01,613][root][INFO] - ===> Epoch[194](5086/26): Loss 0.2331, Sem 0.2331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.143e-01 Score 92.462 Data time: 0.1708, Forward time: 2.2879, Backward time: 3.0417, DDP time: 0.0039, Total iter time: 4.2375 [2020-11-15 10:27:06,977][root][INFO] - ===> Epoch[194](5087/26): Loss 0.2528, Sem 0.2528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.142e-01 Score 92.013 Data time: 0.1171, Forward time: 2.2768, Backward time: 3.0506, DDP time: 0.0039, Total iter time: 5.2655 [2020-11-15 10:27:12,967][root][INFO] - ===> Epoch[194](5088/26): Loss 0.2440, Sem 0.2440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.142e-01 Score 91.965 Data time: 0.2155, Forward time: 2.2785, Backward time: 3.0520, DDP time: 0.0039, Total iter time: 5.9496 [2020-11-15 10:27:18,376][root][INFO] - ===> Epoch[194](5089/26): Loss 0.2837, Sem 0.2837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.141e-01 Score 90.951 Data time: 0.2114, Forward time: 2.2777, Backward time: 3.0498, DDP time: 0.0039, Total iter time: 5.3375 [2020-11-15 10:27:23,866][root][INFO] - ===> Epoch[194](5090/26): Loss 0.2165, Sem 0.2165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.141e-01 Score 93.138 Data time: 0.2134, Forward time: 2.2802, Backward time: 3.0452, DDP time: 0.0039, Total iter time: 5.4038 [2020-11-15 10:27:30,445][root][INFO] - ===> Epoch[194](5091/26): Loss 0.2455, Sem 0.2455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.141e-01 Score 92.205 Data time: 0.1808, Forward time: 2.2758, Backward time: 3.0585, DDP time: 0.0039, Total iter time: 6.4773 [2020-11-15 10:27:36,257][root][INFO] - ===> Epoch[194](5092/26): Loss 0.2571, Sem 0.2571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.140e-01 Score 91.927 Data time: 0.2659, Forward time: 2.2846, Backward time: 3.0512, DDP time: 0.0039, Total iter time: 5.7456 [2020-11-15 10:27:44,103][root][INFO] - ===> Epoch[194](5093/26): Loss 0.3016, Sem 0.3016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.140e-01 Score 90.477 Data time: 0.1712, Forward time: 2.2801, Backward time: 3.0772, DDP time: 0.0039, Total iter time: 7.7311 [2020-11-15 10:27:50,888][root][INFO] - ===> Epoch[194](5094/26): Loss 0.2982, Sem 0.2982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.140e-01 Score 90.933 Data time: 0.1813, Forward time: 2.2762, Backward time: 3.0920, DDP time: 0.0039, Total iter time: 6.7124 [2020-11-15 10:27:56,949][root][INFO] - ===> Epoch[194](5095/26): Loss 0.2682, Sem 0.2682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.139e-01 Score 91.661 Data time: 0.2128, Forward time: 2.2774, Backward time: 3.0943, DDP time: 0.0040, Total iter time: 5.9778 [2020-11-15 10:28:02,723][root][INFO] - ===> Epoch[194](5096/26): Loss 0.2675, Sem 0.2675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.139e-01 Score 91.967 Data time: 0.2513, Forward time: 2.2839, Backward time: 3.0881, DDP time: 0.0039, Total iter time: 5.6564 [2020-11-15 10:28:07,656][root][INFO] - ===> Epoch[194](5097/26): Loss 0.2912, Sem 0.2912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.139e-01 Score 90.878 Data time: 0.1527, Forward time: 2.2785, Backward time: 3.0853, DDP time: 0.0039, Total iter time: 4.8209 [2020-11-15 10:28:13,501][root][INFO] - ===> Epoch[194](5098/26): Loss 0.2939, Sem 0.2939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.138e-01 Score 91.133 Data time: 0.2200, Forward time: 2.2804, Backward time: 3.0844, DDP time: 0.0039, Total iter time: 5.7457 [2020-11-15 10:28:20,026][root][INFO] - ===> Epoch[194](5099/26): Loss 0.2891, Sem 0.2891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.138e-01 Score 90.907 Data time: 0.1684, Forward time: 2.2754, Backward time: 3.0966, DDP time: 0.0040, Total iter time: 6.4122 [2020-11-15 10:28:25,899][root][INFO] - ===> Epoch[194](5100/26): Loss 0.2696, Sem 0.2696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.137e-01 Score 91.842 Data time: 0.2092, Forward time: 2.2760, Backward time: 3.0972, DDP time: 0.0040, Total iter time: 5.7809 [2020-11-15 10:28:30,715][root][INFO] - ===> Epoch[194](5101/26): Loss 0.2599, Sem 0.2599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.137e-01 Score 91.617 Data time: 0.1778, Forward time: 2.2732, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 4.7088 [2020-11-15 10:28:35,996][root][INFO] - ===> Epoch[194](5102/26): Loss 0.2351, Sem 0.2351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.137e-01 Score 92.700 Data time: 0.2350, Forward time: 2.2747, Backward time: 3.0854, DDP time: 0.0040, Total iter time: 5.1946 [2020-11-15 10:28:43,262][root][INFO] - ===> Epoch[194](5103/26): Loss 0.2794, Sem 0.2794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.136e-01 Score 91.116 Data time: 0.3754, Forward time: 2.2889, Backward time: 3.0850, DDP time: 0.0040, Total iter time: 7.1706 [2020-11-15 10:28:48,825][root][INFO] - ===> Epoch[194](5104/26): Loss 0.3021, Sem 0.3021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.136e-01 Score 90.200 Data time: 0.1501, Forward time: 2.2868, Backward time: 3.0854, DDP time: 0.0040, Total iter time: 5.4429 [2020-11-15 10:28:55,217][root][INFO] - ===> Epoch[195](5105/26): Loss 0.2626, Sem 0.2626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.136e-01 Score 92.101 Data time: 0.1774, Forward time: 2.2827, Backward time: 3.0951, DDP time: 0.0040, Total iter time: 6.2826 [2020-11-15 10:29:02,107][root][INFO] - ===> Epoch[195](5106/26): Loss 0.2667, Sem 0.2667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.135e-01 Score 91.821 Data time: 0.3555, Forward time: 2.2946, Backward time: 3.0927, DDP time: 0.0040, Total iter time: 6.7689 [2020-11-15 10:29:07,385][root][INFO] - ===> Epoch[195](5107/26): Loss 0.2688, Sem 0.2688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.135e-01 Score 91.531 Data time: 0.2696, Forward time: 2.2984, Backward time: 3.0840, DDP time: 0.0040, Total iter time: 5.1520 [2020-11-15 10:29:13,732][root][INFO] - ===> Epoch[195](5108/26): Loss 0.2129, Sem 0.2129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.134e-01 Score 93.221 Data time: 0.2550, Forward time: 2.3036, Backward time: 3.0838, DDP time: 0.0040, Total iter time: 6.2433 [2020-11-15 10:29:18,368][root][INFO] - ===> Epoch[195](5109/26): Loss 0.2870, Sem 0.2870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.134e-01 Score 91.515 Data time: 0.2037, Forward time: 2.3032, Backward time: 3.0740, DDP time: 0.0040, Total iter time: 4.5150 [2020-11-15 10:29:24,238][root][INFO] - ===> Epoch[195](5110/26): Loss 0.2581, Sem 0.2581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.134e-01 Score 91.943 Data time: 0.2287, Forward time: 2.3070, Backward time: 3.0712, DDP time: 0.0040, Total iter time: 5.7643 [2020-11-15 10:29:30,561][root][INFO] - ===> Epoch[195](5111/26): Loss 0.2503, Sem 0.2503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.133e-01 Score 91.738 Data time: 0.2010, Forward time: 2.3035, Backward time: 3.0789, DDP time: 0.0040, Total iter time: 6.1993 [2020-11-15 10:29:36,901][root][INFO] - ===> Epoch[195](5112/26): Loss 0.2497, Sem 0.2497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.133e-01 Score 92.129 Data time: 0.1865, Forward time: 2.3014, Backward time: 3.0862, DDP time: 0.0040, Total iter time: 6.2701 [2020-11-15 10:29:42,516][root][INFO] - ===> Epoch[195](5113/26): Loss 0.2781, Sem 0.2781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.133e-01 Score 91.765 Data time: 0.1917, Forward time: 2.3001, Backward time: 3.0865, DDP time: 0.0040, Total iter time: 5.5441 [2020-11-15 10:29:46,855][root][INFO] - ===> Epoch[195](5114/26): Loss 0.2845, Sem 0.2845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.132e-01 Score 91.265 Data time: 0.1835, Forward time: 2.2972, Backward time: 3.0775, DDP time: 0.0040, Total iter time: 4.2557 [2020-11-15 10:29:53,031][root][INFO] - ===> Epoch[195](5115/26): Loss 0.2550, Sem 0.2550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.132e-01 Score 92.367 Data time: 0.3046, Forward time: 2.3052, Backward time: 3.0730, DDP time: 0.0040, Total iter time: 6.0998 [2020-11-15 10:29:58,694][root][INFO] - ===> Epoch[195](5116/26): Loss 0.2665, Sem 0.2665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.131e-01 Score 91.628 Data time: 0.2063, Forward time: 2.3061, Backward time: 3.0713, DDP time: 0.0040, Total iter time: 5.5566 [2020-11-15 10:30:03,641][root][INFO] - ===> Epoch[195](5117/26): Loss 0.2942, Sem 0.2942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.131e-01 Score 90.678 Data time: 0.2074, Forward time: 2.3077, Backward time: 3.0633, DDP time: 0.0040, Total iter time: 4.8686 [2020-11-15 10:30:11,302][root][INFO] - ===> Epoch[195](5118/26): Loss 0.2774, Sem 0.2774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.131e-01 Score 91.100 Data time: 0.2477, Forward time: 2.3091, Backward time: 3.0771, DDP time: 0.0040, Total iter time: 7.5570 [2020-11-15 10:30:16,632][root][INFO] - ===> Epoch[195](5119/26): Loss 0.2278, Sem 0.2278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.130e-01 Score 92.899 Data time: 0.1581, Forward time: 2.3047, Backward time: 3.0783, DDP time: 0.0040, Total iter time: 5.2623 [2020-11-15 10:30:22,843][root][INFO] - ===> Epoch[195](5120/26): Loss 0.2601, Sem 0.2601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.130e-01 Score 91.608 Data time: 0.2009, Forward time: 2.3046, Backward time: 3.0824, DDP time: 0.0040, Total iter time: 6.1663 [2020-11-15 10:30:27,759][root][INFO] - ===> Epoch[195](5121/26): Loss 0.2478, Sem 0.2478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.130e-01 Score 92.182 Data time: 0.2321, Forward time: 2.3065, Backward time: 3.0739, DDP time: 0.0040, Total iter time: 4.8344 [2020-11-15 10:30:34,275][root][INFO] - ===> Epoch[195](5122/26): Loss 0.2677, Sem 0.2677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.129e-01 Score 91.831 Data time: 0.3535, Forward time: 2.3149, Backward time: 3.0711, DDP time: 0.0040, Total iter time: 6.4174 [2020-11-15 10:30:39,118][root][INFO] - ===> Epoch[195](5123/26): Loss 0.2337, Sem 0.2337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.129e-01 Score 92.464 Data time: 0.2077, Forward time: 2.3167, Backward time: 3.0612, DDP time: 0.0040, Total iter time: 4.7084 [2020-11-15 10:30:45,055][root][INFO] - ===> Epoch[195](5124/26): Loss 0.2379, Sem 0.2379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.129e-01 Score 92.100 Data time: 0.1928, Forward time: 2.3126, Backward time: 3.0664, DDP time: 0.0040, Total iter time: 5.8439 [2020-11-15 10:30:50,585][root][INFO] - ===> Epoch[195](5125/26): Loss 0.2917, Sem 0.2917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.128e-01 Score 91.145 Data time: 0.1662, Forward time: 2.3093, Backward time: 3.0686, DDP time: 0.0041, Total iter time: 5.4977 [2020-11-15 10:30:55,605][root][INFO] - ===> Epoch[195](5126/26): Loss 0.2789, Sem 0.2789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.128e-01 Score 90.572 Data time: 0.1542, Forward time: 2.3056, Backward time: 3.0673, DDP time: 0.0041, Total iter time: 4.9670 [2020-11-15 10:31:01,946][root][INFO] - ===> Epoch[195](5127/26): Loss 0.2593, Sem 0.2593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.127e-01 Score 91.249 Data time: 0.1831, Forward time: 2.3005, Backward time: 3.0770, DDP time: 0.0041, Total iter time: 6.3016 [2020-11-15 10:31:07,155][root][INFO] - ===> Epoch[195](5128/26): Loss 0.2665, Sem 0.2665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.127e-01 Score 91.535 Data time: 0.1895, Forward time: 2.2984, Backward time: 3.0754, DDP time: 0.0041, Total iter time: 5.1590 [2020-11-15 10:31:12,166][root][INFO] - ===> Epoch[195](5129/26): Loss 0.2501, Sem 0.2501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.127e-01 Score 92.224 Data time: 0.1895, Forward time: 2.2970, Backward time: 3.0715, DDP time: 0.0041, Total iter time: 4.9470 [2020-11-15 10:31:17,527][root][INFO] - ===> Epoch[195](5130/26): Loss 0.2319, Sem 0.2319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.126e-01 Score 92.696 Data time: 0.2274, Forward time: 2.2986, Backward time: 3.0671, DDP time: 0.0041, Total iter time: 5.2542 [2020-11-15 10:31:23,635][root][INFO] - ===> Epoch[196](5131/26): Loss 0.2829, Sem 0.2829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.126e-01 Score 91.058 Data time: 0.1908, Forward time: 2.2975, Backward time: 3.0704, DDP time: 0.0041, Total iter time: 6.0098 [2020-11-15 10:31:29,597][root][INFO] - ===> Epoch[196](5132/26): Loss 0.2475, Sem 0.2475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.126e-01 Score 92.194 Data time: 0.2658, Forward time: 2.2994, Backward time: 3.0701, DDP time: 0.0041, Total iter time: 5.8872 [2020-11-15 10:31:34,408][root][INFO] - ===> Epoch[196](5133/26): Loss 0.2274, Sem 0.2274, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.125e-01 Score 92.973 Data time: 0.2035, Forward time: 2.2992, Backward time: 3.0634, DDP time: 0.0041, Total iter time: 4.6923 [2020-11-15 10:31:39,164][root][INFO] - ===> Epoch[196](5134/26): Loss 0.2640, Sem 0.2640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.125e-01 Score 91.801 Data time: 0.1754, Forward time: 2.2963, Backward time: 3.0594, DDP time: 0.0041, Total iter time: 4.6713 [2020-11-15 10:31:46,010][root][INFO] - ===> Epoch[196](5135/26): Loss 0.2933, Sem 0.2933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.124e-01 Score 90.769 Data time: 0.3641, Forward time: 2.3054, Backward time: 3.0579, DDP time: 0.0041, Total iter time: 6.7637 [2020-11-15 10:31:51,840][root][INFO] - ===> Epoch[196](5136/26): Loss 0.2506, Sem 0.2506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.124e-01 Score 92.008 Data time: 0.1913, Forward time: 2.3058, Backward time: 3.0579, DDP time: 0.0041, Total iter time: 5.7115 [2020-11-15 10:31:56,564][root][INFO] - ===> Epoch[196](5137/26): Loss 0.2286, Sem 0.2286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.124e-01 Score 92.858 Data time: 0.2183, Forward time: 2.3050, Backward time: 3.0513, DDP time: 0.0041, Total iter time: 4.6137 [2020-11-15 10:32:02,869][root][INFO] - ===> Epoch[196](5138/26): Loss 0.2301, Sem 0.2301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.123e-01 Score 92.655 Data time: 0.3259, Forward time: 2.3121, Backward time: 3.0479, DDP time: 0.0041, Total iter time: 6.2145 [2020-11-15 10:32:08,475][root][INFO] - ===> Epoch[196](5139/26): Loss 0.2786, Sem 0.2786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.123e-01 Score 92.193 Data time: 0.1283, Forward time: 2.3066, Backward time: 3.0533, DDP time: 0.0041, Total iter time: 5.4764 [2020-11-15 10:32:14,276][root][INFO] - ===> Epoch[196](5140/26): Loss 0.2506, Sem 0.2506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.123e-01 Score 92.131 Data time: 0.2379, Forward time: 2.3083, Backward time: 3.0522, DDP time: 0.0041, Total iter time: 5.7358 [2020-11-15 10:32:19,737][root][INFO] - ===> Epoch[196](5141/26): Loss 0.2722, Sem 0.2722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.122e-01 Score 91.244 Data time: 0.2647, Forward time: 2.3125, Backward time: 3.0461, DDP time: 0.0041, Total iter time: 5.3681 [2020-11-15 10:32:25,701][root][INFO] - ===> Epoch[196](5142/26): Loss 0.2526, Sem 0.2526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.122e-01 Score 91.780 Data time: 0.1980, Forward time: 2.3116, Backward time: 3.0484, DDP time: 0.0041, Total iter time: 5.8544 [2020-11-15 10:32:32,255][root][INFO] - ===> Epoch[196](5143/26): Loss 0.2944, Sem 0.2944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.121e-01 Score 91.000 Data time: 0.2531, Forward time: 2.3150, Backward time: 3.0506, DDP time: 0.0041, Total iter time: 6.4769 [2020-11-15 10:32:37,324][root][INFO] - ===> Epoch[196](5144/26): Loss 0.2454, Sem 0.2454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.121e-01 Score 92.631 Data time: 0.1708, Forward time: 2.3130, Backward time: 3.0481, DDP time: 0.0041, Total iter time: 4.9672 [2020-11-15 10:32:43,296][root][INFO] - ===> Epoch[196](5145/26): Loss 0.2542, Sem 0.2542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.121e-01 Score 91.544 Data time: 0.1789, Forward time: 2.3117, Backward time: 3.0514, DDP time: 0.0041, Total iter time: 5.9050 [2020-11-15 10:32:50,088][root][INFO] - ===> Epoch[196](5146/26): Loss 0.2736, Sem 0.2736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.120e-01 Score 91.620 Data time: 0.1843, Forward time: 2.3099, Backward time: 3.0601, DDP time: 0.0041, Total iter time: 6.7158 [2020-11-15 10:32:56,168][root][INFO] - ===> Epoch[196](5147/26): Loss 0.2457, Sem 0.2457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.120e-01 Score 92.498 Data time: 0.2087, Forward time: 2.3108, Backward time: 3.0618, DDP time: 0.0041, Total iter time: 6.0177 [2020-11-15 10:33:01,218][root][INFO] - ===> Epoch[196](5148/26): Loss 0.2852, Sem 0.2852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.120e-01 Score 90.953 Data time: 0.1811, Forward time: 2.3093, Backward time: 3.0590, DDP time: 0.0041, Total iter time: 4.9800 [2020-11-15 10:33:06,162][root][INFO] - ===> Epoch[196](5149/26): Loss 0.2658, Sem 0.2658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.119e-01 Score 91.472 Data time: 0.1537, Forward time: 2.3052, Backward time: 3.0580, DDP time: 0.0041, Total iter time: 4.8597 [2020-11-15 10:33:11,293][root][INFO] - ===> Epoch[196](5150/26): Loss 0.2515, Sem 0.2515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.119e-01 Score 92.200 Data time: 0.1800, Forward time: 2.3034, Backward time: 3.0561, DDP time: 0.0041, Total iter time: 5.0697 [2020-11-15 10:33:16,696][root][INFO] - ===> Epoch[196](5151/26): Loss 0.2992, Sem 0.2992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.118e-01 Score 90.907 Data time: 0.1311, Forward time: 2.2978, Backward time: 3.0597, DDP time: 0.0041, Total iter time: 5.3184 [2020-11-15 10:33:21,590][root][INFO] - ===> Epoch[196](5152/26): Loss 0.2242, Sem 0.2242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.118e-01 Score 92.891 Data time: 0.1132, Forward time: 2.2921, Backward time: 3.0606, DDP time: 0.0041, Total iter time: 4.8524 [2020-11-15 10:33:26,670][root][INFO] - ===> Epoch[196](5153/26): Loss 0.2959, Sem 0.2959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.118e-01 Score 91.020 Data time: 0.2077, Forward time: 2.2897, Backward time: 3.0591, DDP time: 0.0041, Total iter time: 5.0484 [2020-11-15 10:33:32,025][root][INFO] - ===> Epoch[196](5154/26): Loss 0.2751, Sem 0.2751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.117e-01 Score 91.160 Data time: 0.2519, Forward time: 2.2932, Backward time: 3.0534, DDP time: 0.0041, Total iter time: 5.2815 [2020-11-15 10:33:37,144][root][INFO] - ===> Epoch[196](5155/26): Loss 0.2298, Sem 0.2298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.117e-01 Score 92.409 Data time: 0.1705, Forward time: 2.2919, Backward time: 3.0509, DDP time: 0.0041, Total iter time: 5.0058 [2020-11-15 10:33:43,794][root][INFO] - ===> Epoch[196](5156/26): Loss 0.2768, Sem 0.2768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.117e-01 Score 91.604 Data time: 0.1321, Forward time: 2.2866, Backward time: 3.0619, DDP time: 0.0041, Total iter time: 6.5467 [2020-11-15 10:33:50,336][root][INFO] - ===> Epoch[197](5157/26): Loss 0.2794, Sem 0.2794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.116e-01 Score 91.169 Data time: 0.2348, Forward time: 2.2891, Backward time: 3.0647, DDP time: 0.0041, Total iter time: 6.4854 [2020-11-15 10:33:55,414][root][INFO] - ===> Epoch[197](5158/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.116e-01 Score 92.577 Data time: 0.2595, Forward time: 2.2912, Backward time: 3.0583, DDP time: 0.0041, Total iter time: 4.9446 [2020-11-15 10:34:00,735][root][INFO] - ===> Epoch[197](5159/26): Loss 0.2784, Sem 0.2784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.116e-01 Score 91.474 Data time: 0.2399, Forward time: 2.2945, Backward time: 3.0525, DDP time: 0.0041, Total iter time: 5.2078 [2020-11-15 10:34:05,944][root][INFO] - ===> Epoch[197](5160/26): Loss 0.2907, Sem 0.2907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.115e-01 Score 90.836 Data time: 0.2664, Forward time: 2.2966, Backward time: 3.0470, DDP time: 0.0041, Total iter time: 5.0940 [2020-11-15 10:34:11,585][root][INFO] - ===> Epoch[197](5161/26): Loss 0.2352, Sem 0.2352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.115e-01 Score 92.175 Data time: 0.1683, Forward time: 2.2950, Backward time: 3.0483, DDP time: 0.0041, Total iter time: 5.5473 [2020-11-15 10:34:17,393][root][INFO] - ===> Epoch[197](5162/26): Loss 0.2436, Sem 0.2436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.114e-01 Score 91.972 Data time: 0.2727, Forward time: 2.2998, Backward time: 3.0440, DDP time: 0.0041, Total iter time: 5.7080 [2020-11-15 10:34:24,240][root][INFO] - ===> Epoch[197](5163/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.114e-01 Score 93.462 Data time: 0.2320, Forward time: 2.3019, Backward time: 3.0484, DDP time: 0.0041, Total iter time: 6.7311 [2020-11-15 10:34:29,693][root][INFO] - ===> Epoch[197](5164/26): Loss 0.2851, Sem 0.2851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.114e-01 Score 90.910 Data time: 0.1776, Forward time: 2.3008, Backward time: 3.0479, DDP time: 0.0041, Total iter time: 5.3504 [2020-11-15 10:34:34,936][root][INFO] - ===> Epoch[197](5165/26): Loss 0.2041, Sem 0.2041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.113e-01 Score 93.661 Data time: 0.1990, Forward time: 2.3000, Backward time: 3.0459, DDP time: 0.0041, Total iter time: 5.1373 [2020-11-15 10:34:40,663][root][INFO] - ===> Epoch[197](5166/26): Loss 0.2317, Sem 0.2317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.113e-01 Score 92.750 Data time: 0.2706, Forward time: 2.3042, Backward time: 3.0417, DDP time: 0.0041, Total iter time: 5.6333 [2020-11-15 10:34:45,903][root][INFO] - ===> Epoch[197](5167/26): Loss 0.2768, Sem 0.2768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.113e-01 Score 90.964 Data time: 0.2376, Forward time: 2.3070, Backward time: 3.0360, DDP time: 0.0041, Total iter time: 5.1239 [2020-11-15 10:34:51,543][root][INFO] - ===> Epoch[197](5168/26): Loss 0.2480, Sem 0.2480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.112e-01 Score 91.860 Data time: 0.1762, Forward time: 2.3058, Backward time: 3.0369, DDP time: 0.0041, Total iter time: 5.5313 [2020-11-15 10:34:57,756][root][INFO] - ===> Epoch[197](5169/26): Loss 0.2972, Sem 0.2972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.112e-01 Score 90.715 Data time: 0.3311, Forward time: 2.3113, Backward time: 3.0341, DDP time: 0.0041, Total iter time: 6.1372 [2020-11-15 10:35:04,141][root][INFO] - ===> Epoch[197](5170/26): Loss 0.2282, Sem 0.2282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.111e-01 Score 92.667 Data time: 0.2020, Forward time: 2.3122, Backward time: 3.0367, DDP time: 0.0041, Total iter time: 6.2552 [2020-11-15 10:35:10,065][root][INFO] - ===> Epoch[197](5171/26): Loss 0.2449, Sem 0.2449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.111e-01 Score 92.133 Data time: 0.2395, Forward time: 2.3116, Backward time: 3.0382, DDP time: 0.0041, Total iter time: 5.8349 [2020-11-15 10:35:15,932][root][INFO] - ===> Epoch[197](5172/26): Loss 0.2173, Sem 0.2173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.111e-01 Score 92.996 Data time: 0.2093, Forward time: 2.3122, Backward time: 3.0385, DDP time: 0.0041, Total iter time: 5.7903 [2020-11-15 10:35:20,952][root][INFO] - ===> Epoch[197](5173/26): Loss 0.2787, Sem 0.2787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.110e-01 Score 91.718 Data time: 0.1999, Forward time: 2.3123, Backward time: 3.0345, DDP time: 0.0041, Total iter time: 4.9134 [2020-11-15 10:35:26,640][root][INFO] - ===> Epoch[197](5174/26): Loss 0.2018, Sem 0.2018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.110e-01 Score 93.446 Data time: 0.1413, Forward time: 2.3088, Backward time: 3.0378, DDP time: 0.0041, Total iter time: 5.5962 [2020-11-15 10:35:31,187][root][INFO] - ===> Epoch[197](5175/26): Loss 0.2235, Sem 0.2235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.110e-01 Score 92.782 Data time: 0.1495, Forward time: 2.3054, Backward time: 3.0350, DDP time: 0.0041, Total iter time: 4.4916 [2020-11-15 10:35:37,324][root][INFO] - ===> Epoch[197](5176/26): Loss 0.2332, Sem 0.2332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.109e-01 Score 92.211 Data time: 0.2010, Forward time: 2.3044, Backward time: 3.0385, DDP time: 0.0041, Total iter time: 6.0759 [2020-11-15 10:35:43,094][root][INFO] - ===> Epoch[197](5177/26): Loss 0.2204, Sem 0.2204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.109e-01 Score 93.198 Data time: 0.2262, Forward time: 2.3034, Backward time: 3.0398, DDP time: 0.0041, Total iter time: 5.6906 [2020-11-15 10:35:47,751][root][INFO] - ===> Epoch[197](5178/26): Loss 0.2075, Sem 0.2075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.108e-01 Score 93.124 Data time: 0.2006, Forward time: 2.3034, Backward time: 3.0335, DDP time: 0.0041, Total iter time: 4.5864 [2020-11-15 10:35:52,295][root][INFO] - ===> Epoch[197](5179/26): Loss 0.2545, Sem 0.2545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.108e-01 Score 92.438 Data time: 0.2196, Forward time: 2.3032, Backward time: 3.0274, DDP time: 0.0041, Total iter time: 4.4506 [2020-11-15 10:35:58,775][root][INFO] - ===> Epoch[197](5180/26): Loss 0.2644, Sem 0.2644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.108e-01 Score 91.752 Data time: 0.1870, Forward time: 2.3019, Backward time: 3.0327, DDP time: 0.0041, Total iter time: 6.3861 [2020-11-15 10:36:04,678][root][INFO] - ===> Epoch[197](5181/26): Loss 0.2374, Sem 0.2374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.107e-01 Score 92.290 Data time: 0.1980, Forward time: 2.3009, Backward time: 3.0349, DDP time: 0.0041, Total iter time: 5.8240 [2020-11-15 10:36:10,908][root][INFO] - ===> Epoch[197](5182/26): Loss 0.2547, Sem 0.2547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.107e-01 Score 91.792 Data time: 0.2067, Forward time: 2.3008, Backward time: 3.0376, DDP time: 0.0041, Total iter time: 6.1462 [2020-11-15 10:36:17,208][root][INFO] - ===> Epoch[198](5183/26): Loss 0.2542, Sem 0.2542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.107e-01 Score 92.232 Data time: 0.3241, Forward time: 2.3057, Backward time: 3.0355, DDP time: 0.0041, Total iter time: 6.1838 [2020-11-15 10:36:22,081][root][INFO] - ===> Epoch[198](5184/26): Loss 0.2449, Sem 0.2449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.106e-01 Score 92.053 Data time: 0.1379, Forward time: 2.3026, Backward time: 3.0341, DDP time: 0.0041, Total iter time: 4.7518 [2020-11-15 10:36:27,638][root][INFO] - ===> Epoch[198](5185/26): Loss 0.2233, Sem 0.2233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.106e-01 Score 93.041 Data time: 0.1784, Forward time: 2.3010, Backward time: 3.0351, DDP time: 0.0041, Total iter time: 5.4971 [2020-11-15 10:36:33,709][root][INFO] - ===> Epoch[198](5186/26): Loss 0.2412, Sem 0.2412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.106e-01 Score 92.272 Data time: 0.1466, Forward time: 2.2975, Backward time: 3.0405, DDP time: 0.0041, Total iter time: 5.9894 [2020-11-15 10:36:39,380][root][INFO] - ===> Epoch[198](5187/26): Loss 0.2256, Sem 0.2256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.105e-01 Score 92.680 Data time: 0.1902, Forward time: 2.2968, Backward time: 3.0412, DDP time: 0.0041, Total iter time: 5.6065 [2020-11-15 10:36:45,367][root][INFO] - ===> Epoch[198](5188/26): Loss 0.2485, Sem 0.2485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.105e-01 Score 91.750 Data time: 0.1889, Forward time: 2.2949, Backward time: 3.0444, DDP time: 0.0041, Total iter time: 5.8801 [2020-11-15 10:36:51,243][root][INFO] - ===> Epoch[198](5189/26): Loss 0.2391, Sem 0.2391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.104e-01 Score 93.175 Data time: 0.2579, Forward time: 2.2976, Backward time: 3.0425, DDP time: 0.0041, Total iter time: 5.7840 [2020-11-15 10:36:55,835][root][INFO] - ===> Epoch[198](5190/26): Loss 0.2391, Sem 0.2391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.104e-01 Score 92.542 Data time: 0.2114, Forward time: 2.2979, Backward time: 3.0363, DDP time: 0.0042, Total iter time: 4.4797 [2020-11-15 10:37:02,070][root][INFO] - ===> Epoch[198](5191/26): Loss 0.2682, Sem 0.2682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.104e-01 Score 91.287 Data time: 0.2249, Forward time: 2.2994, Backward time: 3.0375, DDP time: 0.0042, Total iter time: 6.1317 [2020-11-15 10:37:08,419][root][INFO] - ===> Epoch[198](5192/26): Loss 0.2305, Sem 0.2305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.103e-01 Score 92.694 Data time: 0.1811, Forward time: 2.2983, Backward time: 3.0417, DDP time: 0.0042, Total iter time: 6.2304 [2020-11-15 10:37:13,342][root][INFO] - ===> Epoch[198](5193/26): Loss 0.2172, Sem 0.2172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.103e-01 Score 93.001 Data time: 0.2232, Forward time: 2.2992, Backward time: 3.0368, DDP time: 0.0042, Total iter time: 4.8121 [2020-11-15 10:37:18,360][root][INFO] - ===> Epoch[198](5194/26): Loss 0.2198, Sem 0.2198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.103e-01 Score 92.953 Data time: 0.1708, Forward time: 2.2981, Backward time: 3.0344, DDP time: 0.0042, Total iter time: 4.9109 [2020-11-15 10:37:25,042][root][INFO] - ===> Epoch[198](5195/26): Loss 0.2485, Sem 0.2485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.102e-01 Score 92.439 Data time: 0.1378, Forward time: 2.2940, Backward time: 3.0433, DDP time: 0.0042, Total iter time: 6.5751 [2020-11-15 10:37:31,392][root][INFO] - ===> Epoch[198](5196/26): Loss 0.2270, Sem 0.2270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.102e-01 Score 92.935 Data time: 0.2125, Forward time: 2.2942, Backward time: 3.0463, DDP time: 0.0042, Total iter time: 6.2654 [2020-11-15 10:37:37,562][root][INFO] - ===> Epoch[198](5197/26): Loss 0.2185, Sem 0.2185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.101e-01 Score 93.223 Data time: 0.2909, Forward time: 2.2972, Backward time: 3.0453, DDP time: 0.0042, Total iter time: 6.0752 [2020-11-15 10:37:43,883][root][INFO] - ===> Epoch[198](5198/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.101e-01 Score 93.367 Data time: 0.1996, Forward time: 2.2977, Backward time: 3.0476, DDP time: 0.0042, Total iter time: 6.2197 [2020-11-15 10:37:50,082][root][INFO] - ===> Epoch[198](5199/26): Loss 0.2268, Sem 0.2268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.101e-01 Score 92.584 Data time: 0.1463, Forward time: 2.2950, Backward time: 3.0526, DDP time: 0.0042, Total iter time: 6.0839 [2020-11-15 10:37:55,472][root][INFO] - ===> Epoch[198](5200/26): Loss 0.2485, Sem 0.2485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.100e-01 Score 91.682 Data time: 0.1850, Forward time: 2.2928, Backward time: 3.0533, DDP time: 0.0042, Total iter time: 5.3253 [2020-11-15 10:38:01,186][root][INFO] - ===> Epoch[198](5201/26): Loss 0.2341, Sem 0.2341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.100e-01 Score 92.792 Data time: 0.2090, Forward time: 2.2928, Backward time: 3.0532, DDP time: 0.0042, Total iter time: 5.6312 [2020-11-15 10:38:07,293][root][INFO] - ===> Epoch[198](5202/26): Loss 0.2262, Sem 0.2262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.100e-01 Score 92.683 Data time: 0.2759, Forward time: 2.2965, Backward time: 3.0514, DDP time: 0.0042, Total iter time: 5.9968 [2020-11-15 10:38:12,221][root][INFO] - ===> Epoch[198](5203/26): Loss 0.2004, Sem 0.2004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.099e-01 Score 93.668 Data time: 0.1698, Forward time: 2.2945, Backward time: 3.0493, DDP time: 0.0042, Total iter time: 4.8106 [2020-11-15 10:38:17,740][root][INFO] - ===> Epoch[198](5204/26): Loss 0.2423, Sem 0.2423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.099e-01 Score 92.191 Data time: 0.2498, Forward time: 2.2970, Backward time: 3.0460, DDP time: 0.0042, Total iter time: 5.4271 [2020-11-15 10:38:24,809][root][INFO] - ===> Epoch[198](5205/26): Loss 0.2607, Sem 0.2607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.098e-01 Score 91.607 Data time: 0.1710, Forward time: 2.2961, Backward time: 3.0532, DDP time: 0.0042, Total iter time: 6.9489 [2020-11-15 10:38:30,835][root][INFO] - ===> Epoch[198](5206/26): Loss 0.2141, Sem 0.2141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.098e-01 Score 93.051 Data time: 0.1562, Forward time: 2.2936, Backward time: 3.0571, DDP time: 0.0042, Total iter time: 5.9117 [2020-11-15 10:38:36,331][root][INFO] - ===> Epoch[198](5207/26): Loss 0.2369, Sem 0.2369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.098e-01 Score 92.500 Data time: 0.2063, Forward time: 2.2918, Backward time: 3.0578, DDP time: 0.0042, Total iter time: 5.4202 [2020-11-15 10:38:41,339][root][INFO] - ===> Epoch[198](5208/26): Loss 0.2113, Sem 0.2113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.097e-01 Score 93.459 Data time: 0.1363, Forward time: 2.2882, Backward time: 3.0581, DDP time: 0.0042, Total iter time: 4.9180 [2020-11-15 10:38:47,794][root][INFO] - ===> Epoch[199](5209/26): Loss 0.2809, Sem 0.2809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.097e-01 Score 91.135 Data time: 0.1559, Forward time: 2.2856, Backward time: 3.0642, DDP time: 0.0042, Total iter time: 6.3833 [2020-11-15 10:38:53,982][root][INFO] - ===> Epoch[199](5210/26): Loss 0.2938, Sem 0.2938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.097e-01 Score 91.015 Data time: 0.1904, Forward time: 2.2828, Backward time: 3.0690, DDP time: 0.0042, Total iter time: 6.1090 [2020-11-15 10:38:59,644][root][INFO] - ===> Epoch[199](5211/26): Loss 0.2229, Sem 0.2229, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.096e-01 Score 92.734 Data time: 0.2273, Forward time: 2.2842, Backward time: 3.0673, DDP time: 0.0042, Total iter time: 5.5887 [2020-11-15 10:39:04,788][root][INFO] - ===> Epoch[199](5212/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.096e-01 Score 92.493 Data time: 0.1843, Forward time: 2.2828, Backward time: 3.0660, DDP time: 0.0042, Total iter time: 5.0475 [2020-11-15 10:39:11,778][root][INFO] - ===> Epoch[199](5213/26): Loss 0.2308, Sem 0.2308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.095e-01 Score 92.333 Data time: 0.3972, Forward time: 2.2891, Backward time: 3.0652, DDP time: 0.0042, Total iter time: 6.9117 [2020-11-15 10:39:17,914][root][INFO] - ===> Epoch[199](5214/26): Loss 0.2381, Sem 0.2381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.095e-01 Score 92.142 Data time: 0.1986, Forward time: 2.2899, Backward time: 3.0660, DDP time: 0.0042, Total iter time: 5.9854 [2020-11-15 10:39:22,854][root][INFO] - ===> Epoch[199](5215/26): Loss 0.2110, Sem 0.2110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.095e-01 Score 93.370 Data time: 0.2376, Forward time: 2.2914, Backward time: 3.0608, DDP time: 0.0042, Total iter time: 4.8425 [2020-11-15 10:39:27,987][root][INFO] - ===> Epoch[199](5216/26): Loss 0.2497, Sem 0.2497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.094e-01 Score 92.163 Data time: 0.2203, Forward time: 2.2916, Backward time: 3.0579, DDP time: 0.0042, Total iter time: 5.0312 [2020-11-15 10:39:34,530][root][INFO] - ===> Epoch[199](5217/26): Loss 0.2656, Sem 0.2656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.094e-01 Score 91.916 Data time: 0.2844, Forward time: 2.2948, Backward time: 3.0582, DDP time: 0.0042, Total iter time: 6.4507 [2020-11-15 10:39:40,026][root][INFO] - ===> Epoch[199](5218/26): Loss 0.2282, Sem 0.2282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.094e-01 Score 92.750 Data time: 0.2524, Forward time: 2.2976, Backward time: 3.0544, DDP time: 0.0042, Total iter time: 5.3875 [2020-11-15 10:39:45,103][root][INFO] - ===> Epoch[199](5219/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.093e-01 Score 92.641 Data time: 0.1678, Forward time: 2.2942, Backward time: 3.0547, DDP time: 0.0042, Total iter time: 4.9615 [2020-11-15 10:39:49,979][root][INFO] - ===> Epoch[199](5220/26): Loss 0.2403, Sem 0.2403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.093e-01 Score 92.442 Data time: 0.1596, Forward time: 2.2915, Backward time: 3.0534, DDP time: 0.0042, Total iter time: 4.8201 [2020-11-15 10:39:55,197][root][INFO] - ===> Epoch[199](5221/26): Loss 0.2101, Sem 0.2101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.093e-01 Score 93.169 Data time: 0.1811, Forward time: 2.2898, Backward time: 3.0525, DDP time: 0.0042, Total iter time: 5.1466 [2020-11-15 10:40:00,379][root][INFO] - ===> Epoch[199](5222/26): Loss 0.2628, Sem 0.2628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.092e-01 Score 91.505 Data time: 0.1888, Forward time: 2.2874, Backward time: 3.0526, DDP time: 0.0042, Total iter time: 5.1106 [2020-11-15 10:40:05,565][root][INFO] - ===> Epoch[199](5223/26): Loss 0.2596, Sem 0.2596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.092e-01 Score 92.199 Data time: 0.1897, Forward time: 2.2860, Backward time: 3.0518, DDP time: 0.0042, Total iter time: 5.1125 [2020-11-15 10:40:11,515][root][INFO] - ===> Epoch[199](5224/26): Loss 0.2220, Sem 0.2220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.091e-01 Score 92.884 Data time: 0.1856, Forward time: 2.2856, Backward time: 3.0532, DDP time: 0.0042, Total iter time: 5.8594 [2020-11-15 10:40:17,115][root][INFO] - ===> Epoch[199](5225/26): Loss 0.2432, Sem 0.2432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.091e-01 Score 91.733 Data time: 0.1615, Forward time: 2.2837, Backward time: 3.0547, DDP time: 0.0042, Total iter time: 5.5051 [2020-11-15 10:40:23,850][root][INFO] - ===> Epoch[199](5226/26): Loss 0.2365, Sem 0.2365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.091e-01 Score 93.121 Data time: 0.2059, Forward time: 2.2836, Backward time: 3.0592, DDP time: 0.0042, Total iter time: 6.6472 [2020-11-15 10:40:28,910][root][INFO] - ===> Epoch[199](5227/26): Loss 0.2610, Sem 0.2610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.090e-01 Score 91.754 Data time: 0.2328, Forward time: 2.2853, Backward time: 3.0548, DDP time: 0.0042, Total iter time: 4.9577 [2020-11-15 10:40:35,183][root][INFO] - ===> Epoch[199](5228/26): Loss 0.2331, Sem 0.2331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.090e-01 Score 92.727 Data time: 0.2504, Forward time: 2.2855, Backward time: 3.0566, DDP time: 0.0042, Total iter time: 6.1665 [2020-11-15 10:40:41,999][root][INFO] - ===> Epoch[199](5229/26): Loss 0.2486, Sem 0.2486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.090e-01 Score 92.314 Data time: 0.2740, Forward time: 2.2883, Backward time: 3.0583, DDP time: 0.0042, Total iter time: 6.7083 [2020-11-15 10:40:47,004][root][INFO] - ===> Epoch[199](5230/26): Loss 0.2203, Sem 0.2203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.089e-01 Score 92.625 Data time: 0.2117, Forward time: 2.2891, Backward time: 3.0543, DDP time: 0.0042, Total iter time: 4.8672 [2020-11-15 10:40:52,058][root][INFO] - ===> Epoch[199](5231/26): Loss 0.2456, Sem 0.2456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.089e-01 Score 92.521 Data time: 0.2657, Forward time: 2.2903, Backward time: 3.0499, DDP time: 0.0042, Total iter time: 4.9529 [2020-11-15 10:40:57,440][root][INFO] - ===> Epoch[199](5232/26): Loss 0.2322, Sem 0.2322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.088e-01 Score 92.630 Data time: 0.2462, Forward time: 2.2925, Backward time: 3.0460, DDP time: 0.0042, Total iter time: 5.2886 [2020-11-15 10:41:02,698][root][INFO] - ===> Epoch[199](5233/26): Loss 0.1654, Sem 0.1654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.088e-01 Score 94.805 Data time: 0.2554, Forward time: 2.2944, Backward time: 3.0422, DDP time: 0.0042, Total iter time: 5.1631 [2020-11-15 10:41:06,824][root][INFO] - ===> Epoch[199](5234/26): Loss 0.2631, Sem 0.2631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.088e-01 Score 91.372 Data time: 0.1945, Forward time: 2.2938, Backward time: 3.0362, DDP time: 0.0042, Total iter time: 4.0219 [2020-11-15 10:41:13,941][root][INFO] - ===> Epoch[200](5235/26): Loss 0.2295, Sem 0.2295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.087e-01 Score 92.529 Data time: 0.2236, Forward time: 2.2930, Backward time: 3.0427, DDP time: 0.0042, Total iter time: 7.0279 [2020-11-15 10:41:20,196][root][INFO] - ===> Epoch[200](5236/26): Loss 0.2633, Sem 0.2633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.087e-01 Score 91.755 Data time: 0.1780, Forward time: 2.2920, Backward time: 3.0457, DDP time: 0.0042, Total iter time: 6.1293 [2020-11-15 10:41:25,910][root][INFO] - ===> Epoch[200](5237/26): Loss 0.2586, Sem 0.2586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.087e-01 Score 91.793 Data time: 0.2055, Forward time: 2.2920, Backward time: 3.0456, DDP time: 0.0042, Total iter time: 5.6030 [2020-11-15 10:41:30,718][root][INFO] - ===> Epoch[200](5238/26): Loss 0.2432, Sem 0.2432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.086e-01 Score 92.484 Data time: 0.2289, Forward time: 2.2928, Backward time: 3.0411, DDP time: 0.0042, Total iter time: 4.7000 [2020-11-15 10:41:36,993][root][INFO] - ===> Epoch[200](5239/26): Loss 0.2288, Sem 0.2288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.086e-01 Score 92.854 Data time: 0.1225, Forward time: 2.2892, Backward time: 3.0476, DDP time: 0.0042, Total iter time: 6.1590 [2020-11-15 10:41:42,388][root][INFO] - ===> Epoch[200](5240/26): Loss 0.2799, Sem 0.2799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.085e-01 Score 91.253 Data time: 0.1585, Forward time: 2.2875, Backward time: 3.0482, DDP time: 0.0042, Total iter time: 5.3343 [2020-11-15 10:41:48,593][root][INFO] - ===> Epoch[200](5241/26): Loss 0.2467, Sem 0.2467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.085e-01 Score 92.304 Data time: 0.1225, Forward time: 2.2841, Backward time: 3.0544, DDP time: 0.0042, Total iter time: 6.1350 [2020-11-15 10:41:53,872][root][INFO] - ===> Epoch[200](5242/26): Loss 0.2434, Sem 0.2434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.085e-01 Score 91.881 Data time: 0.1604, Forward time: 2.2818, Backward time: 3.0553, DDP time: 0.0042, Total iter time: 5.2401 [2020-11-15 10:41:59,864][root][INFO] - ===> Epoch[200](5243/26): Loss 0.2797, Sem 0.2797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.084e-01 Score 90.718 Data time: 0.2120, Forward time: 2.2825, Backward time: 3.0557, DDP time: 0.0042, Total iter time: 5.9105 [2020-11-15 10:42:05,448][root][INFO] - ===> Epoch[200](5244/26): Loss 0.2538, Sem 0.2538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.084e-01 Score 92.018 Data time: 0.2019, Forward time: 2.2825, Backward time: 3.0551, DDP time: 0.0042, Total iter time: 5.4678 [2020-11-15 10:42:12,241][root][INFO] - ===> Epoch[200](5245/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.084e-01 Score 92.150 Data time: 0.3535, Forward time: 2.2874, Backward time: 3.0543, DDP time: 0.0042, Total iter time: 6.6826 [2020-11-15 10:42:18,471][root][INFO] - ===> Epoch[200](5246/26): Loss 0.2691, Sem 0.2691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.083e-01 Score 91.533 Data time: 0.1929, Forward time: 2.2872, Backward time: 3.0565, DDP time: 0.0042, Total iter time: 6.1288 [2020-11-15 10:42:24,045][root][INFO] - ===> Epoch[200](5247/26): Loss 0.2398, Sem 0.2398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.083e-01 Score 92.079 Data time: 0.2587, Forward time: 2.2896, Backward time: 3.0534, DDP time: 0.0042, Total iter time: 5.4640 [2020-11-15 10:42:30,294][root][INFO] - ===> Epoch[200](5248/26): Loss 0.2768, Sem 0.2768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.083e-01 Score 91.391 Data time: 0.1670, Forward time: 2.2881, Backward time: 3.0570, DDP time: 0.0042, Total iter time: 6.1483 [2020-11-15 10:42:36,704][root][INFO] - ===> Epoch[200](5249/26): Loss 0.2475, Sem 0.2475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.082e-01 Score 91.950 Data time: 0.2226, Forward time: 2.2887, Backward time: 3.0590, DDP time: 0.0042, Total iter time: 6.3064 [2020-11-15 10:42:42,652][root][INFO] - ===> Epoch[200](5250/26): Loss 0.2552, Sem 0.2552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.082e-01 Score 92.199 Data time: 0.2148, Forward time: 2.2895, Backward time: 3.0591, DDP time: 0.0042, Total iter time: 5.8408 [2020-11-15 10:42:48,965][root][INFO] - ===> Epoch[200](5251/26): Loss 0.2559, Sem 0.2559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.081e-01 Score 92.021 Data time: 0.1917, Forward time: 2.2886, Backward time: 3.0621, DDP time: 0.0042, Total iter time: 6.1923 [2020-11-15 10:42:54,895][root][INFO] - ===> Epoch[200](5252/26): Loss 0.2804, Sem 0.2804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.081e-01 Score 91.171 Data time: 0.2095, Forward time: 2.2893, Backward time: 3.0624, DDP time: 0.0042, Total iter time: 5.8362 [2020-11-15 10:43:00,433][root][INFO] - ===> Epoch[200](5253/26): Loss 0.2581, Sem 0.2581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.081e-01 Score 92.158 Data time: 0.1036, Forward time: 2.2851, Backward time: 3.0663, DDP time: 0.0042, Total iter time: 5.4097 [2020-11-15 10:43:04,787][root][INFO] - ===> Epoch[200](5254/26): Loss 0.3179, Sem 0.3179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.080e-01 Score 90.448 Data time: 0.1677, Forward time: 2.2834, Backward time: 3.0632, DDP time: 0.0042, Total iter time: 4.3177 [2020-11-15 10:43:10,069][root][INFO] - ===> Epoch[200](5255/26): Loss 0.2474, Sem 0.2474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.080e-01 Score 92.474 Data time: 0.2335, Forward time: 2.2841, Backward time: 3.0608, DDP time: 0.0043, Total iter time: 5.2015 [2020-11-15 10:43:16,163][root][INFO] - ===> Epoch[200](5256/26): Loss 0.2883, Sem 0.2883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.080e-01 Score 91.497 Data time: 0.2991, Forward time: 2.2875, Backward time: 3.0587, DDP time: 0.0042, Total iter time: 5.9745 [2020-11-15 10:43:22,013][root][INFO] - ===> Epoch[200](5257/26): Loss 0.2622, Sem 0.2622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.079e-01 Score 91.861 Data time: 0.1347, Forward time: 2.2852, Backward time: 3.0615, DDP time: 0.0043, Total iter time: 5.7441 [2020-11-15 10:43:27,019][root][INFO] - ===> Epoch[200](5258/26): Loss 0.2699, Sem 0.2699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.079e-01 Score 91.833 Data time: 0.2210, Forward time: 2.2855, Backward time: 3.0586, DDP time: 0.0043, Total iter time: 4.9138 [2020-11-15 10:43:33,157][root][INFO] - ===> Epoch[200](5259/26): Loss 0.2725, Sem 0.2725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.078e-01 Score 91.571 Data time: 0.2727, Forward time: 2.2886, Backward time: 3.0570, DDP time: 0.0042, Total iter time: 6.0344 [2020-11-15 10:43:38,480][root][INFO] - ===> Epoch[200](5260/26): Loss 0.2637, Sem 0.2637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.078e-01 Score 91.502 Data time: 0.1588, Forward time: 2.2870, Backward time: 3.0571, DDP time: 0.0042, Total iter time: 5.2008 [2020-11-15 10:43:43,873][root][INFO] - ===> Epoch[201](5261/26): Loss 0.2560, Sem 0.2560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.078e-01 Score 92.035 Data time: 0.2192, Forward time: 2.2875, Backward time: 3.0553, DDP time: 0.0043, Total iter time: 5.2833 [2020-11-15 10:43:50,753][root][INFO] - ===> Epoch[201](5262/26): Loss 0.2476, Sem 0.2476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.077e-01 Score 92.279 Data time: 0.2305, Forward time: 2.2894, Backward time: 3.0577, DDP time: 0.0042, Total iter time: 6.7851 [2020-11-15 10:43:56,973][root][INFO] - ===> Epoch[201](5263/26): Loss 0.3027, Sem 0.3027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.077e-01 Score 90.994 Data time: 0.1763, Forward time: 2.2887, Backward time: 3.0601, DDP time: 0.0042, Total iter time: 6.1044 [2020-11-15 10:44:02,136][root][INFO] - ===> Epoch[201](5264/26): Loss 0.2444, Sem 0.2444, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.077e-01 Score 92.214 Data time: 0.1685, Forward time: 2.2871, Backward time: 3.0598, DDP time: 0.0042, Total iter time: 5.0868 [2020-11-15 10:44:07,034][root][INFO] - ===> Epoch[201](5265/26): Loss 0.2583, Sem 0.2583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.076e-01 Score 92.022 Data time: 0.2230, Forward time: 2.2881, Backward time: 3.0559, DDP time: 0.0042, Total iter time: 4.8224 [2020-11-15 10:44:12,305][root][INFO] - ===> Epoch[201](5266/26): Loss 0.2969, Sem 0.2969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.076e-01 Score 90.641 Data time: 0.2284, Forward time: 2.2899, Backward time: 3.0525, DDP time: 0.0042, Total iter time: 5.1560 [2020-11-15 10:44:18,233][root][INFO] - ===> Epoch[201](5267/26): Loss 0.2563, Sem 0.2563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.075e-01 Score 91.822 Data time: 0.1916, Forward time: 2.2899, Backward time: 3.0533, DDP time: 0.0042, Total iter time: 5.8125 [2020-11-15 10:44:23,067][root][INFO] - ===> Epoch[201](5268/26): Loss 0.2735, Sem 0.2735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.075e-01 Score 91.548 Data time: 0.1967, Forward time: 2.2896, Backward time: 3.0504, DDP time: 0.0042, Total iter time: 4.7290 [2020-11-15 10:44:28,423][root][INFO] - ===> Epoch[201](5269/26): Loss 0.2908, Sem 0.2908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.075e-01 Score 91.543 Data time: 0.2134, Forward time: 2.2897, Backward time: 3.0487, DDP time: 0.0042, Total iter time: 5.2294 [2020-11-15 10:44:35,193][root][INFO] - ===> Epoch[201](5270/26): Loss 0.2297, Sem 0.2297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.074e-01 Score 92.923 Data time: 0.3354, Forward time: 2.2940, Backward time: 3.0479, DDP time: 0.0042, Total iter time: 6.6610 [2020-11-15 10:44:40,492][root][INFO] - ===> Epoch[201](5271/26): Loss 0.2851, Sem 0.2851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.074e-01 Score 91.373 Data time: 0.2716, Forward time: 2.2960, Backward time: 3.0442, DDP time: 0.0042, Total iter time: 5.1696 [2020-11-15 10:44:46,536][root][INFO] - ===> Epoch[201](5272/26): Loss 0.2420, Sem 0.2420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.074e-01 Score 92.355 Data time: 0.2831, Forward time: 2.2991, Backward time: 3.0420, DDP time: 0.0042, Total iter time: 5.8952 [2020-11-15 10:44:52,707][root][INFO] - ===> Epoch[201](5273/26): Loss 0.2348, Sem 0.2348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.073e-01 Score 92.534 Data time: 0.2939, Forward time: 2.3025, Backward time: 3.0401, DDP time: 0.0042, Total iter time: 6.0503 [2020-11-15 10:44:58,368][root][INFO] - ===> Epoch[201](5274/26): Loss 0.2507, Sem 0.2507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.073e-01 Score 91.605 Data time: 0.2201, Forward time: 2.3038, Backward time: 3.0385, DDP time: 0.0042, Total iter time: 5.5453 [2020-11-15 10:45:04,082][root][INFO] - ===> Epoch[201](5275/26): Loss 0.2472, Sem 0.2472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.072e-01 Score 92.145 Data time: 0.2977, Forward time: 2.3061, Backward time: 3.0357, DDP time: 0.0042, Total iter time: 5.6081 [2020-11-15 10:45:10,533][root][INFO] - ===> Epoch[201](5276/26): Loss 0.2297, Sem 0.2297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.072e-01 Score 92.187 Data time: 0.3451, Forward time: 2.3100, Backward time: 3.0342, DDP time: 0.0042, Total iter time: 6.3513 [2020-11-15 10:45:17,054][root][INFO] - ===> Epoch[201](5277/26): Loss 0.2830, Sem 0.2830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.072e-01 Score 91.428 Data time: 0.3540, Forward time: 2.3139, Backward time: 3.0328, DDP time: 0.0042, Total iter time: 6.3985 [2020-11-15 10:45:23,114][root][INFO] - ===> Epoch[201](5278/26): Loss 0.2272, Sem 0.2272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.071e-01 Score 93.064 Data time: 0.2321, Forward time: 2.3159, Backward time: 3.0320, DDP time: 0.0042, Total iter time: 5.9449 [2020-11-15 10:45:28,578][root][INFO] - ===> Epoch[201](5279/26): Loss 0.2134, Sem 0.2134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.071e-01 Score 93.084 Data time: 0.1677, Forward time: 2.3141, Backward time: 3.0328, DDP time: 0.0042, Total iter time: 5.3617 [2020-11-15 10:45:33,824][root][INFO] - ===> Epoch[201](5280/26): Loss 0.2359, Sem 0.2359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.071e-01 Score 92.585 Data time: 0.1811, Forward time: 2.3132, Backward time: 3.0322, DDP time: 0.0042, Total iter time: 5.1772 [2020-11-15 10:45:39,539][root][INFO] - ===> Epoch[201](5281/26): Loss 0.2837, Sem 0.2837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.070e-01 Score 91.197 Data time: 0.2013, Forward time: 2.3134, Backward time: 3.0322, DDP time: 0.0042, Total iter time: 5.6484 [2020-11-15 10:45:44,838][root][INFO] - ===> Epoch[201](5282/26): Loss 0.2671, Sem 0.2671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.070e-01 Score 92.211 Data time: 0.2333, Forward time: 2.3144, Backward time: 3.0298, DDP time: 0.0042, Total iter time: 5.2160 [2020-11-15 10:45:51,154][root][INFO] - ===> Epoch[201](5283/26): Loss 0.2389, Sem 0.2389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.070e-01 Score 92.060 Data time: 0.2064, Forward time: 2.3144, Backward time: 3.0318, DDP time: 0.0042, Total iter time: 6.1932 [2020-11-15 10:45:56,064][root][INFO] - ===> Epoch[201](5284/26): Loss 0.2531, Sem 0.2531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.069e-01 Score 92.480 Data time: 0.2292, Forward time: 2.3151, Backward time: 3.0284, DDP time: 0.0042, Total iter time: 4.8096 [2020-11-15 10:46:02,611][root][INFO] - ===> Epoch[201](5285/26): Loss 0.2762, Sem 0.2762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.069e-01 Score 91.780 Data time: 0.2000, Forward time: 2.3147, Backward time: 3.0314, DDP time: 0.0042, Total iter time: 6.4498 [2020-11-15 10:46:07,797][root][INFO] - ===> Epoch[201](5286/26): Loss 0.2327, Sem 0.2327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.068e-01 Score 92.976 Data time: 0.2118, Forward time: 2.3147, Backward time: 3.0297, DDP time: 0.0042, Total iter time: 5.0910 [2020-11-15 10:46:13,522][root][INFO] - ===> Epoch[202](5287/26): Loss 0.2645, Sem 0.2645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.068e-01 Score 91.376 Data time: 0.2131, Forward time: 2.3147, Backward time: 3.0296, DDP time: 0.0042, Total iter time: 5.6309 [2020-11-15 10:46:19,393][root][INFO] - ===> Epoch[202](5288/26): Loss 0.2479, Sem 0.2479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.068e-01 Score 92.345 Data time: 0.1743, Forward time: 2.3132, Backward time: 3.0317, DDP time: 0.0042, Total iter time: 5.7688 [2020-11-15 10:46:25,348][root][INFO] - ===> Epoch[202](5289/26): Loss 0.2745, Sem 0.2745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.067e-01 Score 91.432 Data time: 0.2167, Forward time: 2.3131, Backward time: 3.0326, DDP time: 0.0042, Total iter time: 5.8756 [2020-11-15 10:46:31,038][root][INFO] - ===> Epoch[202](5290/26): Loss 0.2703, Sem 0.2703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.067e-01 Score 91.400 Data time: 0.1886, Forward time: 2.3123, Backward time: 3.0333, DDP time: 0.0042, Total iter time: 5.6006 [2020-11-15 10:46:36,343][root][INFO] - ===> Epoch[202](5291/26): Loss 0.2544, Sem 0.2544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.067e-01 Score 91.451 Data time: 0.1441, Forward time: 2.3094, Backward time: 3.0348, DDP time: 0.0042, Total iter time: 5.2200 [2020-11-15 10:46:42,983][root][INFO] - ===> Epoch[202](5292/26): Loss 0.2531, Sem 0.2531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.066e-01 Score 92.022 Data time: 0.3386, Forward time: 2.3130, Backward time: 3.0342, DDP time: 0.0042, Total iter time: 6.5799 [2020-11-15 10:46:48,842][root][INFO] - ===> Epoch[202](5293/26): Loss 0.2641, Sem 0.2641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.066e-01 Score 91.438 Data time: 0.1706, Forward time: 2.3118, Backward time: 3.0357, DDP time: 0.0042, Total iter time: 5.7282 [2020-11-15 10:46:53,835][root][INFO] - ===> Epoch[202](5294/26): Loss 0.2314, Sem 0.2314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.065e-01 Score 92.654 Data time: 0.2454, Forward time: 2.3115, Backward time: 3.0334, DDP time: 0.0042, Total iter time: 4.8856 [2020-11-15 10:46:58,971][root][INFO] - ===> Epoch[202](5295/26): Loss 0.2724, Sem 0.2724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.065e-01 Score 91.201 Data time: 0.1681, Forward time: 2.3104, Backward time: 3.0327, DDP time: 0.0042, Total iter time: 5.0394 [2020-11-15 10:47:04,489][root][INFO] - ===> Epoch[202](5296/26): Loss 0.2464, Sem 0.2464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.065e-01 Score 92.298 Data time: 0.2536, Forward time: 2.3124, Backward time: 3.0301, DDP time: 0.0042, Total iter time: 5.4324 [2020-11-15 10:47:10,724][root][INFO] - ===> Epoch[202](5297/26): Loss 0.2621, Sem 0.2621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.064e-01 Score 91.612 Data time: 0.2452, Forward time: 2.3139, Backward time: 3.0301, DDP time: 0.0042, Total iter time: 6.1234 [2020-11-15 10:47:17,405][root][INFO] - ===> Epoch[202](5298/26): Loss 0.2420, Sem 0.2420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.064e-01 Score 92.078 Data time: 0.2453, Forward time: 2.3154, Backward time: 3.0318, DDP time: 0.0042, Total iter time: 6.5997 [2020-11-15 10:47:22,106][root][INFO] - ===> Epoch[202](5299/26): Loss 0.3198, Sem 0.3198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.064e-01 Score 90.263 Data time: 0.2266, Forward time: 2.3156, Backward time: 3.0282, DDP time: 0.0042, Total iter time: 4.5914 [2020-11-15 10:47:27,477][root][INFO] - ===> Epoch[202](5300/26): Loss 0.2403, Sem 0.2403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.063e-01 Score 92.335 Data time: 0.2591, Forward time: 2.3172, Backward time: 3.0254, DDP time: 0.0042, Total iter time: 5.2731 [2020-11-15 10:47:32,715][root][INFO] - ===> Epoch[202](5301/26): Loss 0.2394, Sem 0.2394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.063e-01 Score 92.486 Data time: 0.2327, Forward time: 2.3186, Backward time: 3.0225, DDP time: 0.0042, Total iter time: 5.1403 [2020-11-15 10:47:39,399][root][INFO] - ===> Epoch[202](5302/26): Loss 0.2580, Sem 0.2580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.062e-01 Score 91.907 Data time: 0.1828, Forward time: 2.3175, Backward time: 3.0265, DDP time: 0.0042, Total iter time: 6.5756 [2020-11-15 10:47:45,157][root][INFO] - ===> Epoch[202](5303/26): Loss 0.2246, Sem 0.2246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.062e-01 Score 92.768 Data time: 0.2139, Forward time: 2.3174, Backward time: 3.0269, DDP time: 0.0042, Total iter time: 5.6860 [2020-11-15 10:47:51,535][root][INFO] - ===> Epoch[202](5304/26): Loss 0.2256, Sem 0.2256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.062e-01 Score 92.860 Data time: 0.2073, Forward time: 2.3176, Backward time: 3.0287, DDP time: 0.0042, Total iter time: 6.2904 [2020-11-15 10:47:56,981][root][INFO] - ===> Epoch[202](5305/26): Loss 0.2511, Sem 0.2511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.061e-01 Score 92.412 Data time: 0.2008, Forward time: 2.3179, Backward time: 3.0277, DDP time: 0.0042, Total iter time: 5.3587 [2020-11-15 10:48:01,855][root][INFO] - ===> Epoch[202](5306/26): Loss 0.2825, Sem 0.2825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.061e-01 Score 90.998 Data time: 0.2162, Forward time: 2.3171, Backward time: 3.0257, DDP time: 0.0042, Total iter time: 4.7747 [2020-11-15 10:48:07,070][root][INFO] - ===> Epoch[202](5307/26): Loss 0.3018, Sem 0.3018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.061e-01 Score 91.128 Data time: 0.2060, Forward time: 2.3168, Backward time: 3.0243, DDP time: 0.0042, Total iter time: 5.1089 [2020-11-15 10:48:12,489][root][INFO] - ===> Epoch[202](5308/26): Loss 0.2772, Sem 0.2772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.060e-01 Score 90.902 Data time: 0.2052, Forward time: 2.3155, Backward time: 3.0246, DDP time: 0.0042, Total iter time: 5.3094 [2020-11-15 10:48:17,936][root][INFO] - ===> Epoch[202](5309/26): Loss 0.2471, Sem 0.2471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.060e-01 Score 92.120 Data time: 0.2375, Forward time: 2.3160, Backward time: 3.0232, DDP time: 0.0042, Total iter time: 5.3561 [2020-11-15 10:48:25,205][root][INFO] - ===> Epoch[202](5310/26): Loss 0.2240, Sem 0.2240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.059e-01 Score 92.926 Data time: 0.3917, Forward time: 2.3204, Backward time: 3.0233, DDP time: 0.0042, Total iter time: 7.1448 [2020-11-15 10:48:29,918][root][INFO] - ===> Epoch[202](5311/26): Loss 0.1986, Sem 0.1986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.059e-01 Score 93.939 Data time: 0.2057, Forward time: 2.3208, Backward time: 3.0197, DDP time: 0.0042, Total iter time: 4.5813 [2020-11-15 10:48:35,044][root][INFO] - ===> Epoch[202](5312/26): Loss 0.2557, Sem 0.2557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.059e-01 Score 91.932 Data time: 0.1570, Forward time: 2.3190, Backward time: 3.0197, DDP time: 0.0042, Total iter time: 5.0222 [2020-11-15 10:48:39,968][root][INFO] - ===> Epoch[203](5313/26): Loss 0.2248, Sem 0.2248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.058e-01 Score 92.430 Data time: 0.1510, Forward time: 2.3168, Backward time: 3.0195, DDP time: 0.0042, Total iter time: 4.8503 [2020-11-15 10:48:44,946][root][INFO] - ===> Epoch[203](5314/26): Loss 0.2317, Sem 0.2317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.058e-01 Score 92.404 Data time: 0.1963, Forward time: 2.3151, Backward time: 3.0189, DDP time: 0.0042, Total iter time: 4.9168 [2020-11-15 10:48:51,120][root][INFO] - ===> Epoch[203](5315/26): Loss 0.2275, Sem 0.2275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.058e-01 Score 92.711 Data time: 0.1725, Forward time: 2.3135, Backward time: 3.0220, DDP time: 0.0042, Total iter time: 6.0945 [2020-11-15 10:48:56,714][root][INFO] - ===> Epoch[203](5316/26): Loss 0.2295, Sem 0.2295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.057e-01 Score 92.909 Data time: 0.2669, Forward time: 2.3155, Backward time: 3.0197, DDP time: 0.0042, Total iter time: 5.5212 [2020-11-15 10:49:03,355][root][INFO] - ===> Epoch[203](5317/26): Loss 0.3122, Sem 0.3122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.057e-01 Score 90.275 Data time: 0.2010, Forward time: 2.3153, Backward time: 3.0226, DDP time: 0.0042, Total iter time: 6.5255 [2020-11-15 10:49:09,058][root][INFO] - ===> Epoch[203](5318/26): Loss 0.2445, Sem 0.2445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.057e-01 Score 92.010 Data time: 0.2255, Forward time: 2.3162, Backward time: 3.0216, DDP time: 0.0042, Total iter time: 5.5972 [2020-11-15 10:49:15,498][root][INFO] - ===> Epoch[203](5319/26): Loss 0.2753, Sem 0.2753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.056e-01 Score 90.796 Data time: 0.1578, Forward time: 2.3146, Backward time: 3.0253, DDP time: 0.0042, Total iter time: 6.3343 [2020-11-15 10:49:21,615][root][INFO] - ===> Epoch[203](5320/26): Loss 0.2861, Sem 0.2861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.056e-01 Score 91.254 Data time: 0.2336, Forward time: 2.3157, Backward time: 3.0255, DDP time: 0.0042, Total iter time: 6.0430 [2020-11-15 10:49:26,309][root][INFO] - ===> Epoch[203](5321/26): Loss 0.2504, Sem 0.2504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.055e-01 Score 92.557 Data time: 0.1509, Forward time: 2.3140, Backward time: 3.0241, DDP time: 0.0042, Total iter time: 4.5731 [2020-11-15 10:49:32,650][root][INFO] - ===> Epoch[203](5322/26): Loss 0.2630, Sem 0.2630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.055e-01 Score 91.698 Data time: 0.1559, Forward time: 2.3120, Backward time: 3.0280, DDP time: 0.0042, Total iter time: 6.2652 [2020-11-15 10:49:39,596][root][INFO] - ===> Epoch[203](5323/26): Loss 0.2634, Sem 0.2634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.055e-01 Score 91.478 Data time: 0.2326, Forward time: 2.3133, Backward time: 3.0305, DDP time: 0.0042, Total iter time: 6.8671 [2020-11-15 10:49:45,346][root][INFO] - ===> Epoch[203](5324/26): Loss 0.2279, Sem 0.2279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.054e-01 Score 92.932 Data time: 0.1977, Forward time: 2.3130, Backward time: 3.0308, DDP time: 0.0042, Total iter time: 5.6395 [2020-11-15 10:49:51,447][root][INFO] - ===> Epoch[203](5325/26): Loss 0.2502, Sem 0.2502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.054e-01 Score 91.975 Data time: 0.1944, Forward time: 2.3129, Backward time: 3.0321, DDP time: 0.0042, Total iter time: 6.0135 [2020-11-15 10:49:56,640][root][INFO] - ===> Epoch[203](5326/26): Loss 0.2821, Sem 0.2821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.054e-01 Score 91.194 Data time: 0.1556, Forward time: 2.3112, Backward time: 3.0319, DDP time: 0.0043, Total iter time: 5.1024 [2020-11-15 10:50:04,028][root][INFO] - ===> Epoch[203](5327/26): Loss 0.2678, Sem 0.2678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.053e-01 Score 91.400 Data time: 0.2255, Forward time: 2.3115, Backward time: 3.0366, DDP time: 0.0043, Total iter time: 7.3286 [2020-11-15 10:50:10,479][root][INFO] - ===> Epoch[203](5328/26): Loss 0.2718, Sem 0.2718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.053e-01 Score 91.187 Data time: 0.3494, Forward time: 2.3144, Backward time: 3.0357, DDP time: 0.0042, Total iter time: 6.3583 [2020-11-15 10:50:16,064][root][INFO] - ===> Epoch[203](5329/26): Loss 0.2702, Sem 0.2702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.052e-01 Score 92.002 Data time: 0.2132, Forward time: 2.3153, Backward time: 3.0343, DDP time: 0.0042, Total iter time: 5.4650 [2020-11-15 10:50:21,116][root][INFO] - ===> Epoch[203](5330/26): Loss 0.2495, Sem 0.2495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.052e-01 Score 91.978 Data time: 0.2078, Forward time: 2.3152, Backward time: 3.0324, DDP time: 0.0042, Total iter time: 4.9515 [2020-11-15 10:50:26,966][root][INFO] - ===> Epoch[203](5331/26): Loss 0.2823, Sem 0.2823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.052e-01 Score 91.172 Data time: 0.1969, Forward time: 2.3152, Backward time: 3.0328, DDP time: 0.0043, Total iter time: 5.7476 [2020-11-15 10:50:31,679][root][INFO] - ===> Epoch[203](5332/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.051e-01 Score 92.671 Data time: 0.1402, Forward time: 2.3129, Backward time: 3.0321, DDP time: 0.0043, Total iter time: 4.6036 [2020-11-15 10:50:36,893][root][INFO] - ===> Epoch[203](5333/26): Loss 0.2559, Sem 0.2559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.051e-01 Score 92.008 Data time: 0.1912, Forward time: 2.3128, Backward time: 3.0309, DDP time: 0.0043, Total iter time: 5.1450 [2020-11-15 10:50:43,973][root][INFO] - ===> Epoch[203](5334/26): Loss 0.2301, Sem 0.2301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.051e-01 Score 92.330 Data time: 0.1602, Forward time: 2.3113, Backward time: 3.0362, DDP time: 0.0043, Total iter time: 6.9787 [2020-11-15 10:50:49,236][root][INFO] - ===> Epoch[203](5335/26): Loss 0.2610, Sem 0.2610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.050e-01 Score 91.798 Data time: 0.1579, Forward time: 2.3100, Backward time: 3.0363, DDP time: 0.0043, Total iter time: 5.1930 [2020-11-15 10:50:54,313][root][INFO] - ===> Epoch[203](5336/26): Loss 0.2545, Sem 0.2545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.050e-01 Score 91.877 Data time: 0.2182, Forward time: 2.3098, Backward time: 3.0346, DDP time: 0.0043, Total iter time: 4.9925 [2020-11-15 10:51:00,214][root][INFO] - ===> Epoch[203](5337/26): Loss 0.2556, Sem 0.2556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.049e-01 Score 92.089 Data time: 0.2619, Forward time: 2.3121, Backward time: 3.0328, DDP time: 0.0043, Total iter time: 5.8058 [2020-11-15 10:51:06,508][root][INFO] - ===> Epoch[203](5338/26): Loss 0.2711, Sem 0.2711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.049e-01 Score 91.328 Data time: 0.1321, Forward time: 2.3104, Backward time: 3.0361, DDP time: 0.0043, Total iter time: 6.1759 [2020-11-15 10:51:12,394][root][INFO] - ===> Epoch[204](5339/26): Loss 0.2685, Sem 0.2685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.049e-01 Score 91.783 Data time: 0.1814, Forward time: 2.3085, Backward time: 3.0383, DDP time: 0.0043, Total iter time: 5.7867 [2020-11-15 10:51:18,462][root][INFO] - ===> Epoch[204](5340/26): Loss 0.2670, Sem 0.2670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.048e-01 Score 91.386 Data time: 0.1659, Forward time: 2.3071, Backward time: 3.0407, DDP time: 0.0043, Total iter time: 5.9886 [2020-11-15 10:51:24,427][root][INFO] - ===> Epoch[204](5341/26): Loss 0.2653, Sem 0.2653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.048e-01 Score 92.062 Data time: 0.1645, Forward time: 2.3055, Backward time: 3.0430, DDP time: 0.0043, Total iter time: 5.8722 [2020-11-15 10:51:30,246][root][INFO] - ===> Epoch[204](5342/26): Loss 0.2627, Sem 0.2627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.048e-01 Score 91.724 Data time: 0.2542, Forward time: 2.3072, Backward time: 3.0417, DDP time: 0.0043, Total iter time: 5.7500 [2020-11-15 10:51:36,139][root][INFO] - ===> Epoch[204](5343/26): Loss 0.2901, Sem 0.2901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.047e-01 Score 91.043 Data time: 0.2225, Forward time: 2.3077, Backward time: 3.0417, DDP time: 0.0043, Total iter time: 5.7867 [2020-11-15 10:51:41,269][root][INFO] - ===> Epoch[204](5344/26): Loss 0.2485, Sem 0.2485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.047e-01 Score 91.935 Data time: 0.1771, Forward time: 2.3061, Backward time: 3.0415, DDP time: 0.0043, Total iter time: 5.0258 [2020-11-15 10:51:47,566][root][INFO] - ===> Epoch[204](5345/26): Loss 0.2646, Sem 0.2646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.046e-01 Score 91.770 Data time: 0.1082, Forward time: 2.3028, Backward time: 3.0469, DDP time: 0.0043, Total iter time: 6.2109 [2020-11-15 10:51:53,972][root][INFO] - ===> Epoch[204](5346/26): Loss 0.3066, Sem 0.3066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.046e-01 Score 90.404 Data time: 0.1796, Forward time: 2.3009, Backward time: 3.0508, DDP time: 0.0043, Total iter time: 6.3877 [2020-11-15 10:51:59,793][root][INFO] - ===> Epoch[204](5347/26): Loss 0.2589, Sem 0.2589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.046e-01 Score 91.748 Data time: 0.1597, Forward time: 2.2995, Backward time: 3.0526, DDP time: 0.0043, Total iter time: 5.7402 [2020-11-15 10:52:06,213][root][INFO] - ===> Epoch[204](5348/26): Loss 0.3014, Sem 0.3014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.045e-01 Score 90.698 Data time: 0.1161, Forward time: 2.2969, Backward time: 3.0577, DDP time: 0.0043, Total iter time: 6.3673 [2020-11-15 10:52:11,535][root][INFO] - ===> Epoch[204](5349/26): Loss 0.3095, Sem 0.3095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.045e-01 Score 90.554 Data time: 0.1658, Forward time: 2.2960, Backward time: 3.0578, DDP time: 0.0043, Total iter time: 5.2825 [2020-11-15 10:52:18,766][root][INFO] - ===> Epoch[204](5350/26): Loss 0.2590, Sem 0.2590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.045e-01 Score 91.770 Data time: 0.1827, Forward time: 2.2955, Backward time: 3.0625, DDP time: 0.0043, Total iter time: 7.1519 [2020-11-15 10:52:25,601][root][INFO] - ===> Epoch[204](5351/26): Loss 0.3105, Sem 0.3105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.044e-01 Score 90.646 Data time: 0.1763, Forward time: 2.2940, Backward time: 3.0670, DDP time: 0.0043, Total iter time: 6.7380 [2020-11-15 10:52:32,027][root][INFO] - ===> Epoch[204](5352/26): Loss 0.3123, Sem 0.3123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.044e-01 Score 90.665 Data time: 0.3571, Forward time: 2.2968, Backward time: 3.0660, DDP time: 0.0043, Total iter time: 6.3809 [2020-11-15 10:52:37,082][root][INFO] - ===> Epoch[204](5353/26): Loss 0.2340, Sem 0.2340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.044e-01 Score 92.709 Data time: 0.2349, Forward time: 2.2981, Backward time: 3.0628, DDP time: 0.0043, Total iter time: 4.9299 [2020-11-15 10:52:43,038][root][INFO] - ===> Epoch[204](5354/26): Loss 0.2385, Sem 0.2385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.043e-01 Score 92.634 Data time: 0.2177, Forward time: 2.2990, Backward time: 3.0626, DDP time: 0.0043, Total iter time: 5.8617 [2020-11-15 10:52:48,056][root][INFO] - ===> Epoch[204](5355/26): Loss 0.3168, Sem 0.3168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.043e-01 Score 90.111 Data time: 0.1935, Forward time: 2.2986, Backward time: 3.0610, DDP time: 0.0043, Total iter time: 4.9326 [2020-11-15 10:52:53,887][root][INFO] - ===> Epoch[204](5356/26): Loss 0.2638, Sem 0.2638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.042e-01 Score 91.275 Data time: 0.1863, Forward time: 2.2979, Backward time: 3.0619, DDP time: 0.0043, Total iter time: 5.7382 [2020-11-15 10:52:59,425][root][INFO] - ===> Epoch[204](5357/26): Loss 0.2627, Sem 0.2627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.042e-01 Score 91.663 Data time: 0.2010, Forward time: 2.2975, Backward time: 3.0615, DDP time: 0.0043, Total iter time: 5.4608 [2020-11-15 10:53:04,920][root][INFO] - ===> Epoch[204](5358/26): Loss 0.2334, Sem 0.2334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.042e-01 Score 92.140 Data time: 0.1946, Forward time: 2.2973, Backward time: 3.0609, DDP time: 0.0043, Total iter time: 5.4091 [2020-11-15 10:53:11,496][root][INFO] - ===> Epoch[204](5359/26): Loss 0.2439, Sem 0.2439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.041e-01 Score 92.433 Data time: 0.2028, Forward time: 2.2970, Backward time: 3.0635, DDP time: 0.0043, Total iter time: 6.4971 [2020-11-15 10:53:16,880][root][INFO] - ===> Epoch[204](5360/26): Loss 0.2981, Sem 0.2981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.041e-01 Score 90.530 Data time: 0.1607, Forward time: 2.2955, Backward time: 3.0640, DDP time: 0.0043, Total iter time: 5.2775 [2020-11-15 10:53:23,290][root][INFO] - ===> Epoch[204](5361/26): Loss 0.2752, Sem 0.2752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.041e-01 Score 91.381 Data time: 0.2619, Forward time: 2.2972, Backward time: 3.0641, DDP time: 0.0043, Total iter time: 6.3319 [2020-11-15 10:53:30,119][root][INFO] - ===> Epoch[204](5362/26): Loss 0.2147, Sem 0.2147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.040e-01 Score 93.148 Data time: 0.2373, Forward time: 2.2977, Backward time: 3.0664, DDP time: 0.0043, Total iter time: 6.7192 [2020-11-15 10:53:36,017][root][INFO] - ===> Epoch[204](5363/26): Loss 0.2718, Sem 0.2718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.040e-01 Score 91.439 Data time: 0.1916, Forward time: 2.2973, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 5.7902 [2020-11-15 10:53:41,789][root][INFO] - ===> Epoch[204](5364/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.039e-01 Score 92.471 Data time: 0.1493, Forward time: 2.2958, Backward time: 3.0688, DDP time: 0.0043, Total iter time: 5.6984 [2020-11-15 10:53:48,188][root][INFO] - ===> Epoch[205](5365/26): Loss 0.2933, Sem 0.2933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.039e-01 Score 90.953 Data time: 0.1794, Forward time: 2.2948, Backward time: 3.0716, DDP time: 0.0043, Total iter time: 6.3414 [2020-11-15 10:53:53,174][root][INFO] - ===> Epoch[205](5366/26): Loss 0.2420, Sem 0.2420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.039e-01 Score 91.725 Data time: 0.1726, Forward time: 2.2938, Backward time: 3.0707, DDP time: 0.0043, Total iter time: 4.9002 [2020-11-15 10:53:58,245][root][INFO] - ===> Epoch[205](5367/26): Loss 0.2694, Sem 0.2694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.038e-01 Score 91.740 Data time: 0.1613, Forward time: 2.2921, Backward time: 3.0706, DDP time: 0.0043, Total iter time: 4.9889 [2020-11-15 10:54:03,600][root][INFO] - ===> Epoch[205](5368/26): Loss 0.2513, Sem 0.2513, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.038e-01 Score 91.927 Data time: 0.2032, Forward time: 2.2924, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 5.2720 [2020-11-15 10:54:09,023][root][INFO] - ===> Epoch[205](5369/26): Loss 0.2750, Sem 0.2750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.038e-01 Score 91.321 Data time: 0.1685, Forward time: 2.2911, Backward time: 3.0699, DDP time: 0.0043, Total iter time: 5.3397 [2020-11-15 10:54:14,531][root][INFO] - ===> Epoch[205](5370/26): Loss 0.2231, Sem 0.2231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.037e-01 Score 92.797 Data time: 0.2040, Forward time: 2.2910, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 5.4345 [2020-11-15 10:54:19,587][root][INFO] - ===> Epoch[205](5371/26): Loss 0.2791, Sem 0.2791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.037e-01 Score 91.009 Data time: 0.1658, Forward time: 2.2896, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 4.9520 [2020-11-15 10:54:26,851][root][INFO] - ===> Epoch[205](5372/26): Loss 0.2783, Sem 0.2783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.036e-01 Score 91.379 Data time: 0.2445, Forward time: 2.2899, Backward time: 3.0726, DDP time: 0.0043, Total iter time: 7.1764 [2020-11-15 10:54:32,739][root][INFO] - ===> Epoch[205](5373/26): Loss 0.2580, Sem 0.2580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.036e-01 Score 91.570 Data time: 0.2699, Forward time: 2.2916, Backward time: 3.0712, DDP time: 0.0043, Total iter time: 5.7776 [2020-11-15 10:54:38,477][root][INFO] - ===> Epoch[205](5374/26): Loss 0.2739, Sem 0.2739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.036e-01 Score 91.223 Data time: 0.2186, Forward time: 2.2920, Backward time: 3.0708, DDP time: 0.0043, Total iter time: 5.6191 [2020-11-15 10:54:44,100][root][INFO] - ===> Epoch[205](5375/26): Loss 0.2686, Sem 0.2686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.035e-01 Score 91.363 Data time: 0.2092, Forward time: 2.2919, Backward time: 3.0706, DDP time: 0.0043, Total iter time: 5.5142 [2020-11-15 10:54:49,475][root][INFO] - ===> Epoch[205](5376/26): Loss 0.2266, Sem 0.2266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.035e-01 Score 92.623 Data time: 0.2445, Forward time: 2.2929, Backward time: 3.0685, DDP time: 0.0043, Total iter time: 5.2696 [2020-11-15 10:54:55,559][root][INFO] - ===> Epoch[205](5377/26): Loss 0.2317, Sem 0.2317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.035e-01 Score 92.828 Data time: 0.1631, Forward time: 2.2922, Backward time: 3.0702, DDP time: 0.0043, Total iter time: 5.9754 [2020-11-15 10:55:01,891][root][INFO] - ===> Epoch[205](5378/26): Loss 0.2608, Sem 0.2608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.034e-01 Score 91.829 Data time: 0.1595, Forward time: 2.2908, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 6.2373 [2020-11-15 10:55:08,512][root][INFO] - ===> Epoch[205](5379/26): Loss 0.2343, Sem 0.2343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.034e-01 Score 92.297 Data time: 0.2401, Forward time: 2.2915, Backward time: 3.0745, DDP time: 0.0043, Total iter time: 6.5566 [2020-11-15 10:55:14,215][root][INFO] - ===> Epoch[205](5380/26): Loss 0.2289, Sem 0.2289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.034e-01 Score 93.510 Data time: 0.1914, Forward time: 2.2910, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.5773 [2020-11-15 10:55:19,802][root][INFO] - ===> Epoch[205](5381/26): Loss 0.2478, Sem 0.2478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.033e-01 Score 91.821 Data time: 0.2136, Forward time: 2.2910, Backward time: 3.0745, DDP time: 0.0043, Total iter time: 5.4938 [2020-11-15 10:55:26,505][root][INFO] - ===> Epoch[205](5382/26): Loss 0.3011, Sem 0.3011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.033e-01 Score 90.903 Data time: 0.2339, Forward time: 2.2907, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 6.6025 [2020-11-15 10:55:32,512][root][INFO] - ===> Epoch[205](5383/26): Loss 0.2617, Sem 0.2617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.032e-01 Score 92.352 Data time: 0.2248, Forward time: 2.2914, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.9129 [2020-11-15 10:55:38,158][root][INFO] - ===> Epoch[205](5384/26): Loss 0.2440, Sem 0.2440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.032e-01 Score 92.837 Data time: 0.2056, Forward time: 2.2916, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 5.5420 [2020-11-15 10:55:42,609][root][INFO] - ===> Epoch[205](5385/26): Loss 0.2338, Sem 0.2338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.032e-01 Score 92.700 Data time: 0.2127, Forward time: 2.2918, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 4.3499 [2020-11-15 10:55:47,706][root][INFO] - ===> Epoch[205](5386/26): Loss 0.2337, Sem 0.2337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.031e-01 Score 92.764 Data time: 0.1984, Forward time: 2.2917, Backward time: 3.0717, DDP time: 0.0043, Total iter time: 5.0132 [2020-11-15 10:55:53,326][root][INFO] - ===> Epoch[205](5387/26): Loss 0.2568, Sem 0.2568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.031e-01 Score 91.610 Data time: 0.2206, Forward time: 2.2918, Backward time: 3.0713, DDP time: 0.0043, Total iter time: 5.5338 [2020-11-15 10:55:58,523][root][INFO] - ===> Epoch[205](5388/26): Loss 0.2150, Sem 0.2150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.031e-01 Score 93.504 Data time: 0.1740, Forward time: 2.2910, Backward time: 3.0707, DDP time: 0.0043, Total iter time: 5.0839 [2020-11-15 10:56:04,313][root][INFO] - ===> Epoch[205](5389/26): Loss 0.2589, Sem 0.2589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.030e-01 Score 92.000 Data time: 0.1610, Forward time: 2.2899, Backward time: 3.0720, DDP time: 0.0043, Total iter time: 5.6974 [2020-11-15 10:56:09,421][root][INFO] - ===> Epoch[205](5390/26): Loss 0.2470, Sem 0.2470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.030e-01 Score 92.324 Data time: 0.2137, Forward time: 2.2891, Backward time: 3.0711, DDP time: 0.0043, Total iter time: 5.0285 [2020-11-15 10:56:14,493][root][INFO] - ===> Epoch[206](5391/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.029e-01 Score 91.761 Data time: 0.1879, Forward time: 2.2883, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 4.9700 [2020-11-15 10:56:20,696][root][INFO] - ===> Epoch[206](5392/26): Loss 0.3006, Sem 0.3006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.029e-01 Score 90.734 Data time: 0.2520, Forward time: 2.2893, Backward time: 3.0704, DDP time: 0.0043, Total iter time: 6.1017 [2020-11-15 10:56:26,208][root][INFO] - ===> Epoch[206](5393/26): Loss 0.2648, Sem 0.2648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.029e-01 Score 91.666 Data time: 0.2544, Forward time: 2.2907, Backward time: 3.0683, DDP time: 0.0043, Total iter time: 5.3843 [2020-11-15 10:56:30,693][root][INFO] - ===> Epoch[206](5394/26): Loss 0.2124, Sem 0.2124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.028e-01 Score 93.320 Data time: 0.1707, Forward time: 2.2896, Backward time: 3.0663, DDP time: 0.0043, Total iter time: 4.3510 [2020-11-15 10:56:36,770][root][INFO] - ===> Epoch[206](5395/26): Loss 0.2562, Sem 0.2562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.028e-01 Score 92.072 Data time: 0.1761, Forward time: 2.2887, Backward time: 3.0681, DDP time: 0.0043, Total iter time: 5.9892 [2020-11-15 10:56:42,545][root][INFO] - ===> Epoch[206](5396/26): Loss 0.2273, Sem 0.2273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.028e-01 Score 92.585 Data time: 0.1419, Forward time: 2.2870, Backward time: 3.0699, DDP time: 0.0043, Total iter time: 5.6868 [2020-11-15 10:56:47,560][root][INFO] - ===> Epoch[206](5397/26): Loss 0.2595, Sem 0.2595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.027e-01 Score 92.388 Data time: 0.1835, Forward time: 2.2865, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 4.9230 [2020-11-15 10:56:53,493][root][INFO] - ===> Epoch[206](5398/26): Loss 0.2346, Sem 0.2346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.027e-01 Score 92.483 Data time: 0.2653, Forward time: 2.2869, Backward time: 3.0687, DDP time: 0.0043, Total iter time: 5.8437 [2020-11-15 10:57:00,674][root][INFO] - ===> Epoch[206](5399/26): Loss 0.2084, Sem 0.2084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.026e-01 Score 93.615 Data time: 0.2268, Forward time: 2.2873, Backward time: 3.0717, DDP time: 0.0043, Total iter time: 7.0754 [2020-11-15 10:57:07,211][root][INFO] - ===> Epoch[206](5400/26): Loss 0.2913, Sem 0.2913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.026e-01 Score 91.289 Data time: 0.3498, Forward time: 2.2899, Backward time: 3.0709, DDP time: 0.0043, Total iter time: 6.4321 [2020-11-15 10:57:12,743][root][INFO] - ===> Epoch[206](5401/26): Loss 0.2351, Sem 0.2351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.026e-01 Score 92.286 Data time: 0.1946, Forward time: 2.2899, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 5.4122 [2020-11-15 10:57:18,253][root][INFO] - ===> Epoch[206](5402/26): Loss 0.2197, Sem 0.2197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.025e-01 Score 93.189 Data time: 0.1580, Forward time: 2.2886, Backward time: 3.0710, DDP time: 0.0043, Total iter time: 5.3995 [2020-11-15 10:57:25,238][root][INFO] - ===> Epoch[206](5403/26): Loss 0.2425, Sem 0.2425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.025e-01 Score 92.152 Data time: 0.2273, Forward time: 2.2889, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 6.8847 [2020-11-15 10:57:31,361][root][INFO] - ===> Epoch[206](5404/26): Loss 0.2099, Sem 0.2099, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.025e-01 Score 93.514 Data time: 0.2506, Forward time: 2.2893, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 5.9990 [2020-11-15 10:57:37,064][root][INFO] - ===> Epoch[206](5405/26): Loss 0.2563, Sem 0.2563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.024e-01 Score 91.938 Data time: 0.2097, Forward time: 2.2896, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 5.5854 [2020-11-15 10:57:42,296][root][INFO] - ===> Epoch[206](5406/26): Loss 0.2506, Sem 0.2506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.024e-01 Score 92.094 Data time: 0.1227, Forward time: 2.2877, Backward time: 3.0743, DDP time: 0.0043, Total iter time: 5.1119 [2020-11-15 10:57:47,434][root][INFO] - ===> Epoch[206](5407/26): Loss 0.2707, Sem 0.2707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.023e-01 Score 91.653 Data time: 0.2474, Forward time: 2.2887, Backward time: 3.0719, DDP time: 0.0043, Total iter time: 5.0469 [2020-11-15 10:57:53,167][root][INFO] - ===> Epoch[206](5408/26): Loss 0.2397, Sem 0.2397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.023e-01 Score 92.175 Data time: 0.1671, Forward time: 2.2877, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 5.6225 [2020-11-15 10:57:57,946][root][INFO] - ===> Epoch[206](5409/26): Loss 0.2021, Sem 0.2021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.023e-01 Score 93.855 Data time: 0.1840, Forward time: 2.2870, Backward time: 3.0713, DDP time: 0.0043, Total iter time: 4.6858 [2020-11-15 10:58:03,727][root][INFO] - ===> Epoch[206](5410/26): Loss 0.2233, Sem 0.2233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.022e-01 Score 93.349 Data time: 0.1945, Forward time: 2.2869, Backward time: 3.0715, DDP time: 0.0043, Total iter time: 5.6854 [2020-11-15 10:58:08,980][root][INFO] - ===> Epoch[206](5411/26): Loss 0.2590, Sem 0.2590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.022e-01 Score 91.445 Data time: 0.1903, Forward time: 2.2864, Backward time: 3.0707, DDP time: 0.0043, Total iter time: 5.1604 [2020-11-15 10:58:14,223][root][INFO] - ===> Epoch[206](5412/26): Loss 0.2902, Sem 0.2902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.022e-01 Score 90.825 Data time: 0.2200, Forward time: 2.2856, Backward time: 3.0702, DDP time: 0.0043, Total iter time: 5.1716 [2020-11-15 10:58:19,310][root][INFO] - ===> Epoch[206](5413/26): Loss 0.2275, Sem 0.2275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.021e-01 Score 92.781 Data time: 0.1993, Forward time: 2.2853, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.0066 [2020-11-15 10:58:25,070][root][INFO] - ===> Epoch[206](5414/26): Loss 0.2090, Sem 0.2090, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.021e-01 Score 93.122 Data time: 0.1925, Forward time: 2.2848, Backward time: 3.0696, DDP time: 0.0043, Total iter time: 5.6687 [2020-11-15 10:58:30,520][root][INFO] - ===> Epoch[206](5415/26): Loss 0.2594, Sem 0.2594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.020e-01 Score 91.748 Data time: 0.1788, Forward time: 2.2841, Backward time: 3.0696, DDP time: 0.0043, Total iter time: 5.3626 [2020-11-15 10:58:36,655][root][INFO] - ===> Epoch[206](5416/26): Loss 0.2103, Sem 0.2103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.020e-01 Score 93.276 Data time: 0.1678, Forward time: 2.2832, Backward time: 3.0715, DDP time: 0.0043, Total iter time: 6.0514 [2020-11-15 10:58:42,381][root][INFO] - ===> Epoch[207](5417/26): Loss 0.2311, Sem 0.2311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.020e-01 Score 92.300 Data time: 0.1911, Forward time: 2.2825, Backward time: 3.0722, DDP time: 0.0043, Total iter time: 5.6545 [2020-11-15 10:58:48,054][root][INFO] - ===> Epoch[207](5418/26): Loss 0.2730, Sem 0.2730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.019e-01 Score 91.334 Data time: 0.2333, Forward time: 2.2830, Backward time: 3.0715, DDP time: 0.0043, Total iter time: 5.5887 [2020-11-15 10:58:53,278][root][INFO] - ===> Epoch[207](5419/26): Loss 0.2389, Sem 0.2389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.019e-01 Score 92.341 Data time: 0.2773, Forward time: 2.2842, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.1237 [2020-11-15 10:58:59,910][root][INFO] - ===> Epoch[207](5420/26): Loss 0.2435, Sem 0.2435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.019e-01 Score 92.238 Data time: 0.2379, Forward time: 2.2843, Backward time: 3.0710, DDP time: 0.0043, Total iter time: 6.5172 [2020-11-15 10:59:05,752][root][INFO] - ===> Epoch[207](5421/26): Loss 0.2269, Sem 0.2269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.018e-01 Score 92.653 Data time: 0.2198, Forward time: 2.2844, Backward time: 3.0711, DDP time: 0.0043, Total iter time: 5.7277 [2020-11-15 10:59:11,271][root][INFO] - ===> Epoch[207](5422/26): Loss 0.2492, Sem 0.2492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.018e-01 Score 91.947 Data time: 0.2687, Forward time: 2.2857, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.4208 [2020-11-15 10:59:17,653][root][INFO] - ===> Epoch[207](5423/26): Loss 0.2374, Sem 0.2374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.018e-01 Score 92.585 Data time: 0.2585, Forward time: 2.2871, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 6.2674 [2020-11-15 10:59:23,019][root][INFO] - ===> Epoch[207](5424/26): Loss 0.2128, Sem 0.2128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.017e-01 Score 93.250 Data time: 0.1849, Forward time: 2.2864, Backward time: 3.0690, DDP time: 0.0043, Total iter time: 5.2771 [2020-11-15 10:59:28,991][root][INFO] - ===> Epoch[207](5425/26): Loss 0.2759, Sem 0.2759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.017e-01 Score 91.346 Data time: 0.2158, Forward time: 2.2856, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 5.8971 [2020-11-15 10:59:34,962][root][INFO] - ===> Epoch[207](5426/26): Loss 0.2745, Sem 0.2745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.016e-01 Score 91.360 Data time: 0.2304, Forward time: 2.2861, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 5.8865 [2020-11-15 10:59:39,723][root][INFO] - ===> Epoch[207](5427/26): Loss 0.2291, Sem 0.2291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.016e-01 Score 92.528 Data time: 0.1488, Forward time: 2.2848, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 4.6626 [2020-11-15 10:59:44,470][root][INFO] - ===> Epoch[207](5428/26): Loss 0.2381, Sem 0.2381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.016e-01 Score 92.267 Data time: 0.2182, Forward time: 2.2851, Backward time: 3.0670, DDP time: 0.0043, Total iter time: 4.6820 [2020-11-15 10:59:50,725][root][INFO] - ===> Epoch[207](5429/26): Loss 0.2726, Sem 0.2726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.015e-01 Score 91.463 Data time: 0.2509, Forward time: 2.2862, Backward time: 3.0671, DDP time: 0.0043, Total iter time: 6.1543 [2020-11-15 10:59:57,074][root][INFO] - ===> Epoch[207](5430/26): Loss 0.2415, Sem 0.2415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.015e-01 Score 92.820 Data time: 0.2072, Forward time: 2.2865, Backward time: 3.0681, DDP time: 0.0043, Total iter time: 6.2247 [2020-11-15 11:00:01,798][root][INFO] - ===> Epoch[207](5431/26): Loss 0.2598, Sem 0.2598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.015e-01 Score 91.484 Data time: 0.1959, Forward time: 2.2863, Backward time: 3.0661, DDP time: 0.0043, Total iter time: 4.6199 [2020-11-15 11:00:09,106][root][INFO] - ===> Epoch[207](5432/26): Loss 0.2385, Sem 0.2385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.014e-01 Score 92.475 Data time: 0.2406, Forward time: 2.2863, Backward time: 3.0695, DDP time: 0.0043, Total iter time: 7.2288 [2020-11-15 11:00:14,626][root][INFO] - ===> Epoch[207](5433/26): Loss 0.1897, Sem 0.1897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.014e-01 Score 93.949 Data time: 0.1176, Forward time: 2.2843, Backward time: 3.0713, DDP time: 0.0043, Total iter time: 5.4201 [2020-11-15 11:00:19,574][root][INFO] - ===> Epoch[207](5434/26): Loss 0.2253, Sem 0.2253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.013e-01 Score 92.655 Data time: 0.1920, Forward time: 2.2838, Backward time: 3.0702, DDP time: 0.0043, Total iter time: 4.9051 [2020-11-15 11:00:25,371][root][INFO] - ===> Epoch[207](5435/26): Loss 0.2401, Sem 0.2401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.013e-01 Score 92.609 Data time: 0.2418, Forward time: 2.2849, Backward time: 3.0692, DDP time: 0.0043, Total iter time: 5.7008 [2020-11-15 11:00:31,498][root][INFO] - ===> Epoch[207](5436/26): Loss 0.2072, Sem 0.2072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.013e-01 Score 93.338 Data time: 0.1531, Forward time: 2.2837, Backward time: 3.0712, DDP time: 0.0043, Total iter time: 6.0167 [2020-11-15 11:00:36,644][root][INFO] - ===> Epoch[207](5437/26): Loss 0.2417, Sem 0.2417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.012e-01 Score 92.413 Data time: 0.2669, Forward time: 2.2845, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.0465 [2020-11-15 11:00:42,005][root][INFO] - ===> Epoch[207](5438/26): Loss 0.2432, Sem 0.2432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.012e-01 Score 92.370 Data time: 0.1425, Forward time: 2.2829, Backward time: 3.0699, DDP time: 0.0043, Total iter time: 5.2542 [2020-11-15 11:00:48,286][root][INFO] - ===> Epoch[207](5439/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.012e-01 Score 92.381 Data time: 0.2474, Forward time: 2.2837, Backward time: 3.0703, DDP time: 0.0043, Total iter time: 6.1950 [2020-11-15 11:00:53,547][root][INFO] - ===> Epoch[207](5440/26): Loss 0.2775, Sem 0.2775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.011e-01 Score 91.455 Data time: 0.2204, Forward time: 2.2838, Backward time: 3.0691, DDP time: 0.0043, Total iter time: 5.1489 [2020-11-15 11:00:58,286][root][INFO] - ===> Epoch[207](5441/26): Loss 0.2632, Sem 0.2632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.011e-01 Score 91.397 Data time: 0.1794, Forward time: 2.2829, Backward time: 3.0678, DDP time: 0.0043, Total iter time: 4.6360 [2020-11-15 11:01:04,394][root][INFO] - ===> Epoch[207](5442/26): Loss 0.2505, Sem 0.2505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.010e-01 Score 92.189 Data time: 0.2761, Forward time: 2.2845, Backward time: 3.0670, DDP time: 0.0043, Total iter time: 6.0274 [2020-11-15 11:01:11,377][root][INFO] - ===> Epoch[208](5443/26): Loss 0.2227, Sem 0.2227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.010e-01 Score 93.682 Data time: 0.1718, Forward time: 2.2841, Backward time: 3.0701, DDP time: 0.0043, Total iter time: 6.8560 [2020-11-15 11:01:17,253][root][INFO] - ===> Epoch[208](5444/26): Loss 0.2613, Sem 0.2613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.010e-01 Score 92.052 Data time: 0.1607, Forward time: 2.2830, Backward time: 3.0716, DDP time: 0.0044, Total iter time: 5.7927 [2020-11-15 11:01:22,992][root][INFO] - ===> Epoch[208](5445/26): Loss 0.2717, Sem 0.2717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.009e-01 Score 91.890 Data time: 0.1788, Forward time: 2.2821, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.6763 [2020-11-15 11:01:28,334][root][INFO] - ===> Epoch[208](5446/26): Loss 0.2753, Sem 0.2753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.009e-01 Score 90.684 Data time: 0.2484, Forward time: 2.2833, Backward time: 3.0706, DDP time: 0.0043, Total iter time: 5.2632 [2020-11-15 11:01:33,800][root][INFO] - ===> Epoch[208](5447/26): Loss 0.2527, Sem 0.2527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.009e-01 Score 91.928 Data time: 0.1891, Forward time: 2.2831, Backward time: 3.0701, DDP time: 0.0043, Total iter time: 5.3567 [2020-11-15 11:01:38,749][root][INFO] - ===> Epoch[208](5448/26): Loss 0.2693, Sem 0.2693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.008e-01 Score 91.564 Data time: 0.1801, Forward time: 2.2822, Backward time: 3.0694, DDP time: 0.0043, Total iter time: 4.8661 [2020-11-15 11:01:46,275][root][INFO] - ===> Epoch[208](5449/26): Loss 0.2615, Sem 0.2615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.008e-01 Score 91.453 Data time: 0.2909, Forward time: 2.2842, Backward time: 3.0713, DDP time: 0.0043, Total iter time: 7.4350 [2020-11-15 11:01:51,330][root][INFO] - ===> Epoch[208](5450/26): Loss 0.2479, Sem 0.2479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.007e-01 Score 92.412 Data time: 0.1482, Forward time: 2.2833, Backward time: 3.0707, DDP time: 0.0043, Total iter time: 4.9407 [2020-11-15 11:01:57,432][root][INFO] - ===> Epoch[208](5451/26): Loss 0.2233, Sem 0.2233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.007e-01 Score 92.579 Data time: 0.1668, Forward time: 2.2823, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 6.0020 [2020-11-15 11:02:02,358][root][INFO] - ===> Epoch[208](5452/26): Loss 0.2376, Sem 0.2376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.007e-01 Score 92.688 Data time: 0.1740, Forward time: 2.2815, Backward time: 3.0716, DDP time: 0.0044, Total iter time: 4.8537 [2020-11-15 11:02:07,727][root][INFO] - ===> Epoch[208](5453/26): Loss 0.3436, Sem 0.3436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.006e-01 Score 89.654 Data time: 0.1919, Forward time: 2.2812, Backward time: 3.0712, DDP time: 0.0044, Total iter time: 5.2740 [2020-11-15 11:02:12,760][root][INFO] - ===> Epoch[208](5454/26): Loss 0.2247, Sem 0.2247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.006e-01 Score 92.737 Data time: 0.1325, Forward time: 2.2795, Backward time: 3.0714, DDP time: 0.0044, Total iter time: 4.9488 [2020-11-15 11:02:18,289][root][INFO] - ===> Epoch[208](5455/26): Loss 0.2140, Sem 0.2140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.006e-01 Score 92.885 Data time: 0.2441, Forward time: 2.2805, Backward time: 3.0701, DDP time: 0.0044, Total iter time: 5.4655 [2020-11-15 11:02:25,548][root][INFO] - ===> Epoch[208](5456/26): Loss 0.2818, Sem 0.2818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.005e-01 Score 91.469 Data time: 0.1788, Forward time: 2.2798, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 7.1299 [2020-11-15 11:02:31,012][root][INFO] - ===> Epoch[208](5457/26): Loss 0.2383, Sem 0.2383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.005e-01 Score 92.938 Data time: 0.1571, Forward time: 2.2787, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.3717 [2020-11-15 11:02:37,969][root][INFO] - ===> Epoch[208](5458/26): Loss 0.2402, Sem 0.2402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.005e-01 Score 92.620 Data time: 0.1785, Forward time: 2.2780, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 6.8685 [2020-11-15 11:02:43,010][root][INFO] - ===> Epoch[208](5459/26): Loss 0.2567, Sem 0.2567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.004e-01 Score 91.208 Data time: 0.1390, Forward time: 2.2765, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 4.9495 [2020-11-15 11:02:48,493][root][INFO] - ===> Epoch[208](5460/26): Loss 0.2564, Sem 0.2564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.004e-01 Score 92.039 Data time: 0.2326, Forward time: 2.2774, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 5.4364 [2020-11-15 11:02:53,848][root][INFO] - ===> Epoch[208](5461/26): Loss 0.2178, Sem 0.2178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.003e-01 Score 92.888 Data time: 0.2070, Forward time: 2.2771, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.2397 [2020-11-15 11:03:00,501][root][INFO] - ===> Epoch[208](5462/26): Loss 0.2437, Sem 0.2437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.003e-01 Score 92.378 Data time: 0.2476, Forward time: 2.2779, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 6.5390 [2020-11-15 11:03:06,569][root][INFO] - ===> Epoch[208](5463/26): Loss 0.2250, Sem 0.2250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.003e-01 Score 92.518 Data time: 0.2309, Forward time: 2.2785, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 5.9610 [2020-11-15 11:03:12,031][root][INFO] - ===> Epoch[208](5464/26): Loss 0.2259, Sem 0.2259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.002e-01 Score 92.327 Data time: 0.1767, Forward time: 2.2778, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.3432 [2020-11-15 11:03:17,354][root][INFO] - ===> Epoch[208](5465/26): Loss 0.2288, Sem 0.2288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.002e-01 Score 92.772 Data time: 0.1876, Forward time: 2.2773, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 5.2266 [2020-11-15 11:03:22,710][root][INFO] - ===> Epoch[208](5466/26): Loss 0.2193, Sem 0.2193, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.002e-01 Score 93.079 Data time: 0.1831, Forward time: 2.2768, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.2557 [2020-11-15 11:03:27,780][root][INFO] - ===> Epoch[208](5467/26): Loss 0.2391, Sem 0.2391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.001e-01 Score 93.303 Data time: 0.2158, Forward time: 2.2761, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 4.9842 [2020-11-15 11:03:34,840][root][INFO] - ===> Epoch[208](5468/26): Loss 0.2207, Sem 0.2207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.001e-01 Score 92.821 Data time: 0.2401, Forward time: 2.2770, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 6.9718 [2020-11-15 11:03:40,885][root][INFO] - ===> Epoch[209](5469/26): Loss 0.2627, Sem 0.2627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.000e-01 Score 91.502 Data time: 0.1668, Forward time: 2.2764, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.9433 [2020-11-15 11:03:46,716][root][INFO] - ===> Epoch[209](5470/26): Loss 0.2486, Sem 0.2486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.000e-01 Score 92.163 Data time: 0.1533, Forward time: 2.2752, Backward time: 3.0803, DDP time: 0.0044, Total iter time: 5.7512 [2020-11-15 11:03:52,119][root][INFO] - ===> Epoch[209](5471/26): Loss 0.2758, Sem 0.2758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.000e-01 Score 91.716 Data time: 0.2564, Forward time: 2.2764, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 5.3206 [2020-11-15 11:03:57,401][root][INFO] - ===> Epoch[209](5472/26): Loss 0.2108, Sem 0.2108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.999e-01 Score 93.735 Data time: 0.1722, Forward time: 2.2756, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.1670 [2020-11-15 11:04:02,705][root][INFO] - ===> Epoch[209](5473/26): Loss 0.1824, Sem 0.1824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.999e-01 Score 93.946 Data time: 0.2553, Forward time: 2.2767, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 5.2081 [2020-11-15 11:04:07,959][root][INFO] - ===> Epoch[209](5474/26): Loss 0.2503, Sem 0.2503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.999e-01 Score 92.060 Data time: 0.1795, Forward time: 2.2760, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.1479 [2020-11-15 11:04:13,559][root][INFO] - ===> Epoch[209](5475/26): Loss 0.2394, Sem 0.2394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.998e-01 Score 92.347 Data time: 0.2374, Forward time: 2.2766, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.5174 [2020-11-15 11:04:18,540][root][INFO] - ===> Epoch[209](5476/26): Loss 0.2191, Sem 0.2191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.998e-01 Score 93.191 Data time: 0.2153, Forward time: 2.2772, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 4.8843 [2020-11-15 11:04:23,838][root][INFO] - ===> Epoch[209](5477/26): Loss 0.2587, Sem 0.2587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.997e-01 Score 92.006 Data time: 0.2315, Forward time: 2.2779, Backward time: 3.0715, DDP time: 0.0044, Total iter time: 5.1938 [2020-11-15 11:04:29,692][root][INFO] - ===> Epoch[209](5478/26): Loss 0.2117, Sem 0.2117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.997e-01 Score 93.436 Data time: 0.1595, Forward time: 2.2769, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 5.7586 [2020-11-15 11:04:36,491][root][INFO] - ===> Epoch[209](5479/26): Loss 0.2010, Sem 0.2010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.997e-01 Score 93.581 Data time: 0.1796, Forward time: 2.2763, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 6.7224 [2020-11-15 11:04:41,364][root][INFO] - ===> Epoch[209](5480/26): Loss 0.2250, Sem 0.2250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.996e-01 Score 93.096 Data time: 0.1827, Forward time: 2.2758, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 4.7792 [2020-11-15 11:04:47,258][root][INFO] - ===> Epoch[209](5481/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.996e-01 Score 93.124 Data time: 0.1870, Forward time: 2.2755, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 5.7929 [2020-11-15 11:04:51,894][root][INFO] - ===> Epoch[209](5482/26): Loss 0.2332, Sem 0.2332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.996e-01 Score 92.643 Data time: 0.1579, Forward time: 2.2747, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 4.5406 [2020-11-15 11:04:57,423][root][INFO] - ===> Epoch[209](5483/26): Loss 0.2014, Sem 0.2014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.995e-01 Score 93.308 Data time: 0.1315, Forward time: 2.2732, Backward time: 3.0749, DDP time: 0.0044, Total iter time: 5.4649 [2020-11-15 11:05:02,628][root][INFO] - ===> Epoch[209](5484/26): Loss 0.2078, Sem 0.2078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.995e-01 Score 92.927 Data time: 0.1161, Forward time: 2.2712, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 5.1373 [2020-11-15 11:05:08,796][root][INFO] - ===> Epoch[209](5485/26): Loss 0.2689, Sem 0.2689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.994e-01 Score 91.798 Data time: 0.1747, Forward time: 2.2696, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 6.1221 [2020-11-15 11:05:14,401][root][INFO] - ===> Epoch[209](5486/26): Loss 0.2258, Sem 0.2258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.994e-01 Score 93.179 Data time: 0.1931, Forward time: 2.2694, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.5315 [2020-11-15 11:05:20,346][root][INFO] - ===> Epoch[209](5487/26): Loss 0.2097, Sem 0.2097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.994e-01 Score 93.016 Data time: 0.1921, Forward time: 2.2689, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 5.8514 [2020-11-15 11:05:24,919][root][INFO] - ===> Epoch[209](5488/26): Loss 0.2117, Sem 0.2117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.993e-01 Score 92.950 Data time: 0.1699, Forward time: 2.2681, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 4.4756 [2020-11-15 11:05:29,913][root][INFO] - ===> Epoch[209](5489/26): Loss 0.2036, Sem 0.2036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.993e-01 Score 93.374 Data time: 0.1528, Forward time: 2.2664, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 4.9057 [2020-11-15 11:05:35,117][root][INFO] - ===> Epoch[209](5490/26): Loss 0.2726, Sem 0.2726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.993e-01 Score 91.506 Data time: 0.2114, Forward time: 2.2665, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 5.1285 [2020-11-15 11:05:40,740][root][INFO] - ===> Epoch[209](5491/26): Loss 0.2258, Sem 0.2258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.992e-01 Score 92.639 Data time: 0.2175, Forward time: 2.2672, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.5137 [2020-11-15 11:05:47,007][root][INFO] - ===> Epoch[209](5492/26): Loss 0.2205, Sem 0.2205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.992e-01 Score 92.808 Data time: 0.1847, Forward time: 2.2667, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 6.1300 [2020-11-15 11:05:53,334][root][INFO] - ===> Epoch[209](5493/26): Loss 0.2488, Sem 0.2488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.992e-01 Score 92.375 Data time: 0.2135, Forward time: 2.2670, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 6.2244 [2020-11-15 11:05:58,794][root][INFO] - ===> Epoch[209](5494/26): Loss 0.2520, Sem 0.2520, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.991e-01 Score 91.920 Data time: 0.1632, Forward time: 2.2661, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 5.3499 [2020-11-15 11:06:05,121][root][INFO] - ===> Epoch[210](5495/26): Loss 0.2296, Sem 0.2296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.991e-01 Score 92.498 Data time: 0.1221, Forward time: 2.2644, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 6.2228 [2020-11-15 11:06:11,023][root][INFO] - ===> Epoch[210](5496/26): Loss 0.2787, Sem 0.2787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.990e-01 Score 90.920 Data time: 0.1309, Forward time: 2.2627, Backward time: 3.0846, DDP time: 0.0044, Total iter time: 5.8318 [2020-11-15 11:06:16,316][root][INFO] - ===> Epoch[210](5497/26): Loss 0.2408, Sem 0.2408, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.990e-01 Score 92.098 Data time: 0.2174, Forward time: 2.2630, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 5.2176 [2020-11-15 11:06:21,605][root][INFO] - ===> Epoch[210](5498/26): Loss 0.2629, Sem 0.2629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.990e-01 Score 91.274 Data time: 0.2417, Forward time: 2.2641, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 5.1775 [2020-11-15 11:06:27,183][root][INFO] - ===> Epoch[210](5499/26): Loss 0.2500, Sem 0.2500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.989e-01 Score 91.794 Data time: 0.1265, Forward time: 2.2625, Backward time: 3.0830, DDP time: 0.0044, Total iter time: 5.4622 [2020-11-15 11:06:32,966][root][INFO] - ===> Epoch[210](5500/26): Loss 0.2650, Sem 0.2650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.989e-01 Score 91.586 Data time: 0.2231, Forward time: 2.2628, Backward time: 3.0829, DDP time: 0.0044, Total iter time: 5.7022 [2020-11-15 11:06:33,718][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-15 11:06:33,900][root][INFO] - ===> Start testing [2020-11-15 11:07:56,312][root][INFO] - 101/312: Data time: 0.0038, Iter time: 0.2161 Loss 1.716 (AVG: 0.567) Score 66.533 (AVG: 85.477) mIOU 61.668 mAP 70.382 mAcc 68.399 IOU: 77.132 96.094 60.354 71.074 87.040 79.734 64.212 49.886 50.109 60.870 10.610 41.086 52.435 63.934 47.049 48.648 89.901 47.591 78.981 56.625 mAP: 79.141 95.797 59.335 66.603 89.930 81.608 69.574 61.386 62.655 65.039 49.146 55.008 61.422 67.671 54.770 84.098 95.099 75.569 76.571 57.221 mAcc: 96.845 98.100 74.037 72.544 88.717 92.534 82.656 63.939 53.466 68.626 10.963 43.657 61.645 75.031 49.255 51.426 90.850 48.647 79.974 65.068 [2020-11-15 11:09:12,697][root][INFO] - 201/312: Data time: 0.0061, Iter time: 0.3590 Loss 0.215 (AVG: 0.532) Score 93.327 (AVG: 86.470) mIOU 63.181 mAP 71.287 mAcc 70.035 IOU: 79.620 96.113 60.739 63.468 87.560 76.855 66.165 51.818 46.878 75.713 11.260 45.961 55.110 75.012 43.633 54.139 90.044 49.056 86.103 48.382 mAP: 80.251 95.836 61.282 61.634 89.979 79.680 70.884 62.542 62.243 62.545 45.702 58.446 61.572 81.767 54.972 86.747 95.021 76.770 83.956 53.911 mAcc: 97.002 98.125 75.998 65.083 89.823 91.589 83.438 65.146 50.392 83.941 11.800 48.532 64.012 81.902 46.581 60.816 90.878 50.158 87.314 58.161 [2020-11-15 11:10:28,028][root][INFO] - 301/312: Data time: 0.0049, Iter time: 0.2116 Loss 0.293 (AVG: 0.540) Score 89.317 (AVG: 86.330) mIOU 62.987 mAP 71.625 mAcc 69.800 IOU: 79.651 96.126 57.320 66.943 88.572 78.144 67.229 51.010 41.158 73.235 14.737 47.179 53.019 72.450 41.208 59.476 88.970 51.065 86.185 46.072 mAP: 80.172 95.688 59.652 63.945 90.386 82.459 72.334 63.468 60.301 62.820 45.626 59.202 61.742 81.426 55.829 87.344 95.035 78.389 82.964 53.720 mAcc: 96.749 98.234 72.622 68.663 91.002 91.711 84.490 64.025 45.274 80.712 15.421 49.634 61.503 80.706 43.607 66.086 89.897 52.332 87.359 55.970 [2020-11-15 11:10:35,744][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.3799 Loss 1.451 (AVG: 0.539) Score 66.227 (AVG: 86.336) mIOU 62.888 mAP 71.619 mAcc 69.688 IOU: 79.821 96.083 57.962 65.327 88.525 77.726 66.859 51.356 43.088 74.745 14.746 47.558 52.917 72.277 41.618 55.106 89.229 51.750 85.402 45.672 mAP: 80.325 95.689 60.523 62.577 90.443 82.383 72.779 63.925 60.481 64.009 46.380 59.394 61.455 81.545 55.504 87.043 95.086 78.948 80.332 53.562 mAcc: 96.773 98.187 73.268 66.963 90.956 91.828 84.605 64.580 47.205 81.939 15.582 50.033 61.312 80.490 44.017 60.461 90.150 53.084 86.588 55.729 [2020-11-15 11:10:35,747][root][INFO] - Finished test. Elapsed time: 241.8436 [2020-11-15 11:10:35,883][root][INFO] - Current best mIoU: 65.062 at iter 3500 [2020-11-15 11:10:40,322][root][INFO] - ===> Epoch[210](5501/26): Loss 0.2563, Sem 0.2563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.989e-01 Score 92.021 Data time: 0.1661, Forward time: 2.2624, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 4.4333 [2020-11-15 11:10:45,471][root][INFO] - ===> Epoch[210](5502/26): Loss 0.2691, Sem 0.2691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.988e-01 Score 91.333 Data time: 0.1931, Forward time: 2.2625, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.0516 [2020-11-15 11:10:51,798][root][INFO] - ===> Epoch[210](5503/26): Loss 0.2216, Sem 0.2216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.988e-01 Score 93.120 Data time: 0.1635, Forward time: 2.2616, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 6.2301 [2020-11-15 11:10:56,844][root][INFO] - ===> Epoch[210](5504/26): Loss 0.2703, Sem 0.2703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.987e-01 Score 92.091 Data time: 0.2233, Forward time: 2.2621, Backward time: 3.0801, DDP time: 0.0044, Total iter time: 4.9484 [2020-11-15 11:11:03,319][root][INFO] - ===> Epoch[210](5505/26): Loss 0.2281, Sem 0.2281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.987e-01 Score 92.740 Data time: 0.2025, Forward time: 2.2620, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 6.3659 [2020-11-15 11:11:08,616][root][INFO] - ===> Epoch[210](5506/26): Loss 0.2596, Sem 0.2596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.987e-01 Score 91.644 Data time: 0.2682, Forward time: 2.2629, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.2009 [2020-11-15 11:11:14,214][root][INFO] - ===> Epoch[210](5507/26): Loss 0.2816, Sem 0.2816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.986e-01 Score 91.482 Data time: 0.1183, Forward time: 2.2611, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 5.4854 [2020-11-15 11:11:19,300][root][INFO] - ===> Epoch[210](5508/26): Loss 0.2850, Sem 0.2850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.986e-01 Score 91.578 Data time: 0.2456, Forward time: 2.2619, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.0122 [2020-11-15 11:11:25,577][root][INFO] - ===> Epoch[210](5509/26): Loss 0.2408, Sem 0.2408, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.986e-01 Score 92.521 Data time: 0.2112, Forward time: 2.2623, Backward time: 3.0804, DDP time: 0.0044, Total iter time: 6.1639 [2020-11-15 11:11:31,843][root][INFO] - ===> Epoch[210](5510/26): Loss 0.2209, Sem 0.2209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.985e-01 Score 93.061 Data time: 0.1877, Forward time: 2.2620, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 6.1642 [2020-11-15 11:11:37,759][root][INFO] - ===> Epoch[210](5511/26): Loss 0.2094, Sem 0.2094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.985e-01 Score 93.562 Data time: 0.1367, Forward time: 2.2608, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 5.8246 [2020-11-15 11:11:43,970][root][INFO] - ===> Epoch[210](5512/26): Loss 0.2259, Sem 0.2259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.984e-01 Score 92.867 Data time: 0.1247, Forward time: 2.2591, Backward time: 3.0860, DDP time: 0.0044, Total iter time: 6.1381 [2020-11-15 11:11:50,775][root][INFO] - ===> Epoch[210](5513/26): Loss 0.2487, Sem 0.2487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.984e-01 Score 91.794 Data time: 0.2064, Forward time: 2.2588, Backward time: 3.0885, DDP time: 0.0044, Total iter time: 6.7617 [2020-11-15 11:11:56,915][root][INFO] - ===> Epoch[210](5514/26): Loss 0.2388, Sem 0.2388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.984e-01 Score 92.157 Data time: 0.1991, Forward time: 2.2578, Backward time: 3.0902, DDP time: 0.0044, Total iter time: 6.0573 [2020-11-15 11:12:02,893][root][INFO] - ===> Epoch[210](5515/26): Loss 0.3054, Sem 0.3054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.983e-01 Score 90.797 Data time: 0.2825, Forward time: 2.2593, Backward time: 3.0892, DDP time: 0.0044, Total iter time: 5.9029 [2020-11-15 11:12:09,023][root][INFO] - ===> Epoch[210](5516/26): Loss 0.2067, Sem 0.2067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.983e-01 Score 93.727 Data time: 0.2015, Forward time: 2.2593, Backward time: 3.0899, DDP time: 0.0044, Total iter time: 6.0051 [2020-11-15 11:12:14,620][root][INFO] - ===> Epoch[210](5517/26): Loss 0.2521, Sem 0.2521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.983e-01 Score 91.580 Data time: 0.2201, Forward time: 2.2596, Backward time: 3.0893, DDP time: 0.0044, Total iter time: 5.5043 [2020-11-15 11:12:20,889][root][INFO] - ===> Epoch[210](5518/26): Loss 0.2269, Sem 0.2269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.982e-01 Score 92.995 Data time: 0.2300, Forward time: 2.2604, Backward time: 3.0894, DDP time: 0.0044, Total iter time: 6.1422 [2020-11-15 11:12:25,666][root][INFO] - ===> Epoch[210](5519/26): Loss 0.2549, Sem 0.2549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.982e-01 Score 92.679 Data time: 0.1819, Forward time: 2.2600, Backward time: 3.0879, DDP time: 0.0044, Total iter time: 4.6586 [2020-11-15 11:12:31,039][root][INFO] - ===> Epoch[210](5520/26): Loss 0.2330, Sem 0.2330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.981e-01 Score 92.664 Data time: 0.2516, Forward time: 2.2609, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.2900 [2020-11-15 11:12:36,632][root][INFO] - ===> Epoch[211](5521/26): Loss 0.2528, Sem 0.2528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.981e-01 Score 91.767 Data time: 0.1610, Forward time: 2.2601, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 5.4765 [2020-11-15 11:12:41,960][root][INFO] - ===> Epoch[211](5522/26): Loss 0.2790, Sem 0.2790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.981e-01 Score 91.167 Data time: 0.2117, Forward time: 2.2601, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 5.2259 [2020-11-15 11:12:46,560][root][INFO] - ===> Epoch[211](5523/26): Loss 0.2027, Sem 0.2027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.980e-01 Score 93.291 Data time: 0.1807, Forward time: 2.2597, Backward time: 3.0846, DDP time: 0.0044, Total iter time: 4.4945 [2020-11-15 11:12:51,817][root][INFO] - ===> Epoch[211](5524/26): Loss 0.2325, Sem 0.2325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.980e-01 Score 92.390 Data time: 0.2716, Forward time: 2.2600, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.1758 [2020-11-15 11:12:57,301][root][INFO] - ===> Epoch[211](5525/26): Loss 0.2322, Sem 0.2322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.980e-01 Score 92.631 Data time: 0.2421, Forward time: 2.2609, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 5.3800 [2020-11-15 11:13:02,688][root][INFO] - ===> Epoch[211](5526/26): Loss 0.2345, Sem 0.2345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.979e-01 Score 92.654 Data time: 0.2605, Forward time: 2.2619, Backward time: 3.0803, DDP time: 0.0044, Total iter time: 5.2972 [2020-11-15 11:13:07,985][root][INFO] - ===> Epoch[211](5527/26): Loss 0.2352, Sem 0.2352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.979e-01 Score 92.925 Data time: 0.1704, Forward time: 2.2614, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.2043 [2020-11-15 11:13:13,926][root][INFO] - ===> Epoch[211](5528/26): Loss 0.2504, Sem 0.2504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.978e-01 Score 91.817 Data time: 0.1755, Forward time: 2.2606, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 5.8622 [2020-11-15 11:13:18,721][root][INFO] - ===> Epoch[211](5529/26): Loss 0.2176, Sem 0.2176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.978e-01 Score 92.905 Data time: 0.2151, Forward time: 2.2605, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 4.7286 [2020-11-15 11:13:24,946][root][INFO] - ===> Epoch[211](5530/26): Loss 0.2949, Sem 0.2949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.978e-01 Score 91.517 Data time: 0.2749, Forward time: 2.2625, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 6.1520 [2020-11-15 11:13:31,255][root][INFO] - ===> Epoch[211](5531/26): Loss 0.2827, Sem 0.2827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.977e-01 Score 91.680 Data time: 0.1620, Forward time: 2.2620, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 6.1981 [2020-11-15 11:13:35,698][root][INFO] - ===> Epoch[211](5532/26): Loss 0.2494, Sem 0.2494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.977e-01 Score 91.771 Data time: 0.2117, Forward time: 2.2618, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 4.3685 [2020-11-15 11:13:41,714][root][INFO] - ===> Epoch[211](5533/26): Loss 0.2422, Sem 0.2422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.977e-01 Score 92.228 Data time: 0.3050, Forward time: 2.2634, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.9182 [2020-11-15 11:13:48,726][root][INFO] - ===> Epoch[211](5534/26): Loss 0.2511, Sem 0.2511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.976e-01 Score 92.197 Data time: 0.2775, Forward time: 2.2644, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 6.8979 [2020-11-15 11:13:55,113][root][INFO] - ===> Epoch[211](5535/26): Loss 0.2631, Sem 0.2631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.976e-01 Score 91.891 Data time: 0.2463, Forward time: 2.2655, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 6.2913 [2020-11-15 11:14:00,299][root][INFO] - ===> Epoch[211](5536/26): Loss 0.2630, Sem 0.2630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.976e-01 Score 91.561 Data time: 0.2108, Forward time: 2.2656, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.0633 [2020-11-15 11:14:06,281][root][INFO] - ===> Epoch[211](5537/26): Loss 0.2624, Sem 0.2624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.975e-01 Score 91.726 Data time: 0.2818, Forward time: 2.2672, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.8715 [2020-11-15 11:14:12,779][root][INFO] - ===> Epoch[211](5538/26): Loss 0.2759, Sem 0.2759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.975e-01 Score 91.182 Data time: 0.2030, Forward time: 2.2672, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 6.3915 [2020-11-15 11:14:18,985][root][INFO] - ===> Epoch[211](5539/26): Loss 0.2768, Sem 0.2768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.974e-01 Score 91.224 Data time: 0.1920, Forward time: 2.2669, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 6.1139 [2020-11-15 11:14:24,791][root][INFO] - ===> Epoch[211](5540/26): Loss 0.2058, Sem 0.2058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.974e-01 Score 93.103 Data time: 0.2136, Forward time: 2.2669, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 5.7317 [2020-11-15 11:14:30,245][root][INFO] - ===> Epoch[211](5541/26): Loss 0.2454, Sem 0.2454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.974e-01 Score 92.004 Data time: 0.2141, Forward time: 2.2672, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 5.3669 [2020-11-15 11:14:36,887][root][INFO] - ===> Epoch[211](5542/26): Loss 0.2670, Sem 0.2670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.973e-01 Score 91.464 Data time: 0.1853, Forward time: 2.2669, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 6.5618 [2020-11-15 11:14:41,949][root][INFO] - ===> Epoch[211](5543/26): Loss 0.2468, Sem 0.2468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.973e-01 Score 92.094 Data time: 0.2463, Forward time: 2.2676, Backward time: 3.0775, DDP time: 0.0044, Total iter time: 4.9889 [2020-11-15 11:14:47,339][root][INFO] - ===> Epoch[211](5544/26): Loss 0.2266, Sem 0.2266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.973e-01 Score 92.224 Data time: 0.2010, Forward time: 2.2678, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.2942 [2020-11-15 11:14:52,641][root][INFO] - ===> Epoch[211](5545/26): Loss 0.2641, Sem 0.2641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.972e-01 Score 91.617 Data time: 0.1650, Forward time: 2.2671, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.2166 [2020-11-15 11:14:58,070][root][INFO] - ===> Epoch[211](5546/26): Loss 0.2383, Sem 0.2383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.972e-01 Score 92.369 Data time: 0.2074, Forward time: 2.2663, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.3616 [2020-11-15 11:15:03,308][root][INFO] - ===> Epoch[212](5547/26): Loss 0.2024, Sem 0.2024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.971e-01 Score 93.342 Data time: 0.1611, Forward time: 2.2656, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.1654 [2020-11-15 11:15:08,737][root][INFO] - ===> Epoch[212](5548/26): Loss 0.2332, Sem 0.2332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.971e-01 Score 92.527 Data time: 0.1648, Forward time: 2.2647, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 5.3583 [2020-11-15 11:15:14,747][root][INFO] - ===> Epoch[212](5549/26): Loss 0.2271, Sem 0.2271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.971e-01 Score 92.380 Data time: 0.1764, Forward time: 2.2642, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.9257 [2020-11-15 11:15:20,045][root][INFO] - ===> Epoch[212](5550/26): Loss 0.3144, Sem 0.3144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.970e-01 Score 90.494 Data time: 0.1940, Forward time: 2.2641, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.2063 [2020-11-15 11:15:25,985][root][INFO] - ===> Epoch[212](5551/26): Loss 0.2540, Sem 0.2540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.970e-01 Score 92.270 Data time: 0.1689, Forward time: 2.2634, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.8361 [2020-11-15 11:15:31,550][root][INFO] - ===> Epoch[212](5552/26): Loss 0.2107, Sem 0.2107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.970e-01 Score 93.747 Data time: 0.1849, Forward time: 2.2629, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 5.4955 [2020-11-15 11:15:36,408][root][INFO] - ===> Epoch[212](5553/26): Loss 0.2199, Sem 0.2199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.969e-01 Score 93.282 Data time: 0.2249, Forward time: 2.2633, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 4.7717 [2020-11-15 11:15:42,760][root][INFO] - ===> Epoch[212](5554/26): Loss 0.2103, Sem 0.2103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.969e-01 Score 93.537 Data time: 0.2028, Forward time: 2.2632, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 6.2482 [2020-11-15 11:15:47,858][root][INFO] - ===> Epoch[212](5555/26): Loss 0.2243, Sem 0.2243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.968e-01 Score 93.170 Data time: 0.1746, Forward time: 2.2623, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 5.0037 [2020-11-15 11:15:53,020][root][INFO] - ===> Epoch[212](5556/26): Loss 0.2108, Sem 0.2108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.968e-01 Score 93.021 Data time: 0.1751, Forward time: 2.2616, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 5.0913 [2020-11-15 11:15:58,610][root][INFO] - ===> Epoch[212](5557/26): Loss 0.1997, Sem 0.1997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.968e-01 Score 93.714 Data time: 0.2056, Forward time: 2.2614, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 5.5063 [2020-11-15 11:16:03,718][root][INFO] - ===> Epoch[212](5558/26): Loss 0.2225, Sem 0.2225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.967e-01 Score 93.052 Data time: 0.2271, Forward time: 2.2619, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 4.9983 [2020-11-15 11:16:09,788][root][INFO] - ===> Epoch[212](5559/26): Loss 0.2290, Sem 0.2290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.967e-01 Score 93.035 Data time: 0.1532, Forward time: 2.2608, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 5.9577 [2020-11-15 11:16:16,630][root][INFO] - ===> Epoch[212](5560/26): Loss 0.2453, Sem 0.2453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.967e-01 Score 92.281 Data time: 0.3431, Forward time: 2.2628, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 6.7721 [2020-11-15 11:16:23,116][root][INFO] - ===> Epoch[212](5561/26): Loss 0.2140, Sem 0.2140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.966e-01 Score 93.088 Data time: 0.1993, Forward time: 2.2628, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 6.3671 [2020-11-15 11:16:29,899][root][INFO] - ===> Epoch[212](5562/26): Loss 0.2154, Sem 0.2154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.966e-01 Score 93.161 Data time: 0.3586, Forward time: 2.2650, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 6.6789 [2020-11-15 11:16:36,377][root][INFO] - ===> Epoch[212](5563/26): Loss 0.2553, Sem 0.2553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.965e-01 Score 91.933 Data time: 0.1396, Forward time: 2.2641, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 6.3544 [2020-11-15 11:16:43,142][root][INFO] - ===> Epoch[212](5564/26): Loss 0.2237, Sem 0.2237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.965e-01 Score 92.553 Data time: 0.3642, Forward time: 2.2662, Backward time: 3.0804, DDP time: 0.0044, Total iter time: 6.6907 [2020-11-15 11:16:49,686][root][INFO] - ===> Epoch[212](5565/26): Loss 0.2400, Sem 0.2400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.965e-01 Score 92.524 Data time: 0.1311, Forward time: 2.2652, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 6.4421 [2020-11-15 11:16:55,369][root][INFO] - ===> Epoch[212](5566/26): Loss 0.2386, Sem 0.2386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.964e-01 Score 92.551 Data time: 0.2551, Forward time: 2.2661, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 5.6090 [2020-11-15 11:17:01,150][root][INFO] - ===> Epoch[212](5567/26): Loss 0.2438, Sem 0.2438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.964e-01 Score 91.815 Data time: 0.1775, Forward time: 2.2655, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 5.6968 [2020-11-15 11:17:06,844][root][INFO] - ===> Epoch[212](5568/26): Loss 0.2168, Sem 0.2168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.964e-01 Score 93.016 Data time: 0.1933, Forward time: 2.2652, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 5.6093 [2020-11-15 11:17:11,745][root][INFO] - ===> Epoch[212](5569/26): Loss 0.2636, Sem 0.2636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.963e-01 Score 91.454 Data time: 0.1996, Forward time: 2.2653, Backward time: 3.0812, DDP time: 0.0044, Total iter time: 4.8071 [2020-11-15 11:17:16,977][root][INFO] - ===> Epoch[212](5570/26): Loss 0.2524, Sem 0.2524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.963e-01 Score 91.851 Data time: 0.1750, Forward time: 2.2648, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 5.1313 [2020-11-15 11:17:22,353][root][INFO] - ===> Epoch[212](5571/26): Loss 0.2073, Sem 0.2073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.963e-01 Score 92.969 Data time: 0.1313, Forward time: 2.2634, Backward time: 3.0817, DDP time: 0.0044, Total iter time: 5.2913 [2020-11-15 11:17:30,142][root][INFO] - ===> Epoch[212](5572/26): Loss 0.2366, Sem 0.2366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.962e-01 Score 92.577 Data time: 0.2713, Forward time: 2.2647, Backward time: 3.0839, DDP time: 0.0044, Total iter time: 7.7377 [2020-11-15 11:17:35,520][root][INFO] - ===> Epoch[213](5573/26): Loss 0.2674, Sem 0.2674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.962e-01 Score 92.072 Data time: 0.1366, Forward time: 2.2638, Backward time: 3.0843, DDP time: 0.0044, Total iter time: 5.2729 [2020-11-15 11:17:41,529][root][INFO] - ===> Epoch[213](5574/26): Loss 0.2394, Sem 0.2394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.961e-01 Score 92.167 Data time: 0.1514, Forward time: 2.2628, Backward time: 3.0857, DDP time: 0.0044, Total iter time: 5.9145 [2020-11-15 11:17:46,466][root][INFO] - ===> Epoch[213](5575/26): Loss 0.2629, Sem 0.2629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.961e-01 Score 91.643 Data time: 0.1340, Forward time: 2.2617, Backward time: 3.0856, DDP time: 0.0044, Total iter time: 4.8608 [2020-11-15 11:17:52,326][root][INFO] - ===> Epoch[213](5576/26): Loss 0.2226, Sem 0.2226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.961e-01 Score 92.913 Data time: 0.1857, Forward time: 2.2612, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 5.7817 [2020-11-15 11:17:57,224][root][INFO] - ===> Epoch[213](5577/26): Loss 0.2537, Sem 0.2537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.960e-01 Score 91.776 Data time: 0.2439, Forward time: 2.2617, Backward time: 3.0845, DDP time: 0.0044, Total iter time: 4.8125 [2020-11-15 11:18:01,874][root][INFO] - ===> Epoch[213](5578/26): Loss 0.2875, Sem 0.2875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.960e-01 Score 91.235 Data time: 0.2041, Forward time: 2.2618, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 4.5442 [2020-11-15 11:18:07,796][root][INFO] - ===> Epoch[213](5579/26): Loss 0.2407, Sem 0.2407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.960e-01 Score 92.512 Data time: 0.1501, Forward time: 2.2608, Backward time: 3.0840, DDP time: 0.0044, Total iter time: 5.8305 [2020-11-15 11:18:13,544][root][INFO] - ===> Epoch[213](5580/26): Loss 0.2357, Sem 0.2357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.959e-01 Score 92.508 Data time: 0.1284, Forward time: 2.2594, Backward time: 3.0854, DDP time: 0.0044, Total iter time: 5.6818 [2020-11-15 11:18:18,779][root][INFO] - ===> Epoch[213](5581/26): Loss 0.2356, Sem 0.2356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.959e-01 Score 93.177 Data time: 0.1916, Forward time: 2.2591, Backward time: 3.0850, DDP time: 0.0044, Total iter time: 5.1742 [2020-11-15 11:18:24,443][root][INFO] - ===> Epoch[213](5582/26): Loss 0.2616, Sem 0.2616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.958e-01 Score 92.125 Data time: 0.1947, Forward time: 2.2588, Backward time: 3.0852, DDP time: 0.0044, Total iter time: 5.5695 [2020-11-15 11:18:31,506][root][INFO] - ===> Epoch[213](5583/26): Loss 0.2164, Sem 0.2164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.958e-01 Score 93.175 Data time: 0.2168, Forward time: 2.2590, Backward time: 3.0872, DDP time: 0.0044, Total iter time: 6.9769 [2020-11-15 11:18:39,173][root][INFO] - ===> Epoch[213](5584/26): Loss 0.2395, Sem 0.2395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.958e-01 Score 92.310 Data time: 0.1849, Forward time: 2.2586, Backward time: 3.0908, DDP time: 0.0044, Total iter time: 7.5674 [2020-11-15 11:18:44,497][root][INFO] - ===> Epoch[213](5585/26): Loss 0.2519, Sem 0.2519, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.957e-01 Score 91.852 Data time: 0.1744, Forward time: 2.2581, Backward time: 3.0906, DDP time: 0.0044, Total iter time: 5.2326 [2020-11-15 11:18:50,029][root][INFO] - ===> Epoch[213](5586/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.957e-01 Score 93.034 Data time: 0.1674, Forward time: 2.2575, Backward time: 3.0910, DDP time: 0.0044, Total iter time: 5.4467 [2020-11-15 11:18:55,939][root][INFO] - ===> Epoch[213](5587/26): Loss 0.2457, Sem 0.2457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.957e-01 Score 92.026 Data time: 0.2663, Forward time: 2.2584, Backward time: 3.0904, DDP time: 0.0044, Total iter time: 5.8331 [2020-11-15 11:19:02,953][root][INFO] - ===> Epoch[213](5588/26): Loss 0.2343, Sem 0.2343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.956e-01 Score 92.571 Data time: 0.3073, Forward time: 2.2599, Backward time: 3.0908, DDP time: 0.0044, Total iter time: 6.8812 [2020-11-15 11:19:08,698][root][INFO] - ===> Epoch[213](5589/26): Loss 0.2388, Sem 0.2388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.956e-01 Score 92.598 Data time: 0.1480, Forward time: 2.2591, Backward time: 3.0916, DDP time: 0.0044, Total iter time: 5.6184 [2020-11-15 11:19:15,044][root][INFO] - ===> Epoch[213](5590/26): Loss 0.2211, Sem 0.2211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.955e-01 Score 92.661 Data time: 0.2645, Forward time: 2.2593, Backward time: 3.0924, DDP time: 0.0044, Total iter time: 6.2774 [2020-11-15 11:19:20,522][root][INFO] - ===> Epoch[213](5591/26): Loss 0.2680, Sem 0.2680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.955e-01 Score 91.463 Data time: 0.2150, Forward time: 2.2593, Backward time: 3.0920, DDP time: 0.0044, Total iter time: 5.3789 [2020-11-15 11:19:26,083][root][INFO] - ===> Epoch[213](5592/26): Loss 0.2751, Sem 0.2751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.955e-01 Score 91.771 Data time: 0.2031, Forward time: 2.2591, Backward time: 3.0919, DDP time: 0.0044, Total iter time: 5.4690 [2020-11-15 11:19:32,251][root][INFO] - ===> Epoch[213](5593/26): Loss 0.2293, Sem 0.2293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.954e-01 Score 92.389 Data time: 0.3379, Forward time: 2.2607, Backward time: 3.0909, DDP time: 0.0044, Total iter time: 6.0686 [2020-11-15 11:19:37,298][root][INFO] - ===> Epoch[213](5594/26): Loss 0.2279, Sem 0.2279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.954e-01 Score 92.312 Data time: 0.2383, Forward time: 2.2614, Backward time: 3.0891, DDP time: 0.0044, Total iter time: 4.9400 [2020-11-15 11:19:44,189][root][INFO] - ===> Epoch[213](5595/26): Loss 0.2264, Sem 0.2264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.954e-01 Score 92.932 Data time: 0.2193, Forward time: 2.2617, Backward time: 3.0906, DDP time: 0.0044, Total iter time: 6.7733 [2020-11-15 11:19:49,660][root][INFO] - ===> Epoch[213](5596/26): Loss 0.2475, Sem 0.2475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.953e-01 Score 91.953 Data time: 0.1735, Forward time: 2.2609, Backward time: 3.0910, DDP time: 0.0044, Total iter time: 5.3695 [2020-11-15 11:19:57,242][root][INFO] - ===> Epoch[213](5597/26): Loss 0.2013, Sem 0.2013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.953e-01 Score 93.466 Data time: 0.2376, Forward time: 2.2613, Backward time: 3.0935, DDP time: 0.0044, Total iter time: 7.4894 [2020-11-15 11:20:03,536][root][INFO] - ===> Epoch[213](5598/26): Loss 0.2540, Sem 0.2540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.952e-01 Score 92.269 Data time: 0.2085, Forward time: 2.2613, Backward time: 3.0944, DDP time: 0.0044, Total iter time: 6.1884 [2020-11-15 11:20:09,204][root][INFO] - ===> Epoch[214](5599/26): Loss 0.2182, Sem 0.2182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.952e-01 Score 92.862 Data time: 0.2242, Forward time: 2.2615, Backward time: 3.0941, DDP time: 0.0044, Total iter time: 5.5601 [2020-11-15 11:20:14,877][root][INFO] - ===> Epoch[214](5600/26): Loss 0.2266, Sem 0.2266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.952e-01 Score 92.605 Data time: 0.2661, Forward time: 2.2626, Backward time: 3.0927, DDP time: 0.0044, Total iter time: 5.5649 [2020-11-15 11:20:20,221][root][INFO] - ===> Epoch[214](5601/26): Loss 0.2231, Sem 0.2231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.951e-01 Score 93.149 Data time: 0.1709, Forward time: 2.2622, Backward time: 3.0925, DDP time: 0.0044, Total iter time: 5.2494 [2020-11-15 11:20:25,137][root][INFO] - ===> Epoch[214](5602/26): Loss 0.2281, Sem 0.2281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.951e-01 Score 92.798 Data time: 0.2333, Forward time: 2.2623, Backward time: 3.0911, DDP time: 0.0044, Total iter time: 4.8201 [2020-11-15 11:20:29,969][root][INFO] - ===> Epoch[214](5603/26): Loss 0.2910, Sem 0.2910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.951e-01 Score 91.535 Data time: 0.2154, Forward time: 2.2627, Backward time: 3.0893, DDP time: 0.0044, Total iter time: 4.7221 [2020-11-15 11:20:34,765][root][INFO] - ===> Epoch[214](5604/26): Loss 0.2224, Sem 0.2224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.950e-01 Score 92.641 Data time: 0.1092, Forward time: 2.2610, Backward time: 3.0897, DDP time: 0.0044, Total iter time: 4.6865 [2020-11-15 11:20:40,145][root][INFO] - ===> Epoch[214](5605/26): Loss 0.2326, Sem 0.2326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.950e-01 Score 92.772 Data time: 0.2015, Forward time: 2.2609, Backward time: 3.0893, DDP time: 0.0044, Total iter time: 5.3176 [2020-11-15 11:20:45,310][root][INFO] - ===> Epoch[214](5606/26): Loss 0.2386, Sem 0.2386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.949e-01 Score 92.609 Data time: 0.1169, Forward time: 2.2596, Backward time: 3.0899, DDP time: 0.0044, Total iter time: 5.0847 [2020-11-15 11:20:51,201][root][INFO] - ===> Epoch[214](5607/26): Loss 0.3195, Sem 0.3195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.949e-01 Score 90.038 Data time: 0.2527, Forward time: 2.2593, Backward time: 3.0904, DDP time: 0.0044, Total iter time: 5.8238 [2020-11-15 11:20:57,110][root][INFO] - ===> Epoch[214](5608/26): Loss 0.1903, Sem 0.1903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.949e-01 Score 93.793 Data time: 0.2066, Forward time: 2.2594, Backward time: 3.0906, DDP time: 0.0044, Total iter time: 5.8139 [2020-11-15 11:21:02,550][root][INFO] - ===> Epoch[214](5609/26): Loss 0.2424, Sem 0.2424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.948e-01 Score 92.231 Data time: 0.1968, Forward time: 2.2592, Backward time: 3.0903, DDP time: 0.0044, Total iter time: 5.3325 [2020-11-15 11:21:08,290][root][INFO] - ===> Epoch[214](5610/26): Loss 0.2420, Sem 0.2420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.948e-01 Score 92.567 Data time: 0.1886, Forward time: 2.2592, Backward time: 3.0904, DDP time: 0.0044, Total iter time: 5.6360 [2020-11-15 11:21:13,601][root][INFO] - ===> Epoch[214](5611/26): Loss 0.2370, Sem 0.2370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.948e-01 Score 92.454 Data time: 0.1367, Forward time: 2.2580, Backward time: 3.0909, DDP time: 0.0044, Total iter time: 5.2100 [2020-11-15 11:21:19,647][root][INFO] - ===> Epoch[214](5612/26): Loss 0.2245, Sem 0.2245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.947e-01 Score 93.533 Data time: 0.2082, Forward time: 2.2579, Backward time: 3.0915, DDP time: 0.0044, Total iter time: 5.9773 [2020-11-15 11:21:25,629][root][INFO] - ===> Epoch[214](5613/26): Loss 0.3135, Sem 0.3135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.947e-01 Score 90.395 Data time: 0.1860, Forward time: 2.2578, Backward time: 3.0920, DDP time: 0.0044, Total iter time: 5.8692 [2020-11-15 11:21:30,671][root][INFO] - ===> Epoch[214](5614/26): Loss 0.2069, Sem 0.2069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.947e-01 Score 93.788 Data time: 0.1720, Forward time: 2.2570, Backward time: 3.0917, DDP time: 0.0044, Total iter time: 4.9226 [2020-11-15 11:21:35,463][root][INFO] - ===> Epoch[214](5615/26): Loss 0.2644, Sem 0.2644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.946e-01 Score 91.736 Data time: 0.1863, Forward time: 2.2566, Backward time: 3.0906, DDP time: 0.0044, Total iter time: 4.7210 [2020-11-15 11:21:41,934][root][INFO] - ===> Epoch[214](5616/26): Loss 0.2812, Sem 0.2812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.946e-01 Score 91.293 Data time: 0.2519, Forward time: 2.2570, Backward time: 3.0912, DDP time: 0.0044, Total iter time: 6.3782 [2020-11-15 11:21:48,523][root][INFO] - ===> Epoch[214](5617/26): Loss 0.2674, Sem 0.2674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.945e-01 Score 91.643 Data time: 0.1843, Forward time: 2.2567, Backward time: 3.0929, DDP time: 0.0044, Total iter time: 6.4911 [2020-11-15 11:21:54,414][root][INFO] - ===> Epoch[214](5618/26): Loss 0.2637, Sem 0.2637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.945e-01 Score 91.256 Data time: 0.2741, Forward time: 2.2578, Backward time: 3.0919, DDP time: 0.0044, Total iter time: 5.7862 [2020-11-15 11:21:59,985][root][INFO] - ===> Epoch[214](5619/26): Loss 0.2354, Sem 0.2354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.945e-01 Score 92.446 Data time: 0.2277, Forward time: 2.2582, Backward time: 3.0913, DDP time: 0.0044, Total iter time: 5.4476 [2020-11-15 11:22:06,403][root][INFO] - ===> Epoch[214](5620/26): Loss 0.2869, Sem 0.2869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.944e-01 Score 90.994 Data time: 0.2087, Forward time: 2.2585, Backward time: 3.0920, DDP time: 0.0044, Total iter time: 6.3180 [2020-11-15 11:22:11,473][root][INFO] - ===> Epoch[214](5621/26): Loss 0.2374, Sem 0.2374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.944e-01 Score 92.623 Data time: 0.1725, Forward time: 2.2581, Backward time: 3.0912, DDP time: 0.0044, Total iter time: 4.9766 [2020-11-15 11:22:17,281][root][INFO] - ===> Epoch[214](5622/26): Loss 0.2699, Sem 0.2699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.944e-01 Score 91.211 Data time: 0.1947, Forward time: 2.2574, Backward time: 3.0920, DDP time: 0.0044, Total iter time: 5.7038 [2020-11-15 11:22:23,296][root][INFO] - ===> Epoch[214](5623/26): Loss 0.2342, Sem 0.2342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.943e-01 Score 92.244 Data time: 0.2793, Forward time: 2.2587, Backward time: 3.0912, DDP time: 0.0044, Total iter time: 5.9319 [2020-11-15 11:22:28,938][root][INFO] - ===> Epoch[214](5624/26): Loss 0.2435, Sem 0.2435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.943e-01 Score 92.295 Data time: 0.2085, Forward time: 2.2589, Backward time: 3.0909, DDP time: 0.0044, Total iter time: 5.5313 [2020-11-15 11:22:34,098][root][INFO] - ===> Epoch[215](5625/26): Loss 0.2168, Sem 0.2168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.942e-01 Score 93.130 Data time: 0.2039, Forward time: 2.2590, Backward time: 3.0899, DDP time: 0.0044, Total iter time: 5.0505 [2020-11-15 11:22:40,728][root][INFO] - ===> Epoch[215](5626/26): Loss 0.2701, Sem 0.2701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.942e-01 Score 91.138 Data time: 0.2451, Forward time: 2.2598, Backward time: 3.0904, DDP time: 0.0044, Total iter time: 6.5227 [2020-11-15 11:22:46,147][root][INFO] - ===> Epoch[215](5627/26): Loss 0.2470, Sem 0.2470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.942e-01 Score 92.060 Data time: 0.2311, Forward time: 2.2602, Backward time: 3.0895, DDP time: 0.0044, Total iter time: 5.3170 [2020-11-15 11:22:50,872][root][INFO] - ===> Epoch[215](5628/26): Loss 0.2174, Sem 0.2174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.941e-01 Score 93.560 Data time: 0.2123, Forward time: 2.2605, Backward time: 3.0877, DDP time: 0.0044, Total iter time: 4.6251 [2020-11-15 11:22:56,327][root][INFO] - ===> Epoch[215](5629/26): Loss 0.2678, Sem 0.2678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.941e-01 Score 91.983 Data time: 0.2061, Forward time: 2.2604, Backward time: 3.0874, DDP time: 0.0044, Total iter time: 5.3558 [2020-11-15 11:23:01,710][root][INFO] - ===> Epoch[215](5630/26): Loss 0.2645, Sem 0.2645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.941e-01 Score 91.348 Data time: 0.2078, Forward time: 2.2605, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 5.3064 [2020-11-15 11:23:06,666][root][INFO] - ===> Epoch[215](5631/26): Loss 0.2337, Sem 0.2337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.940e-01 Score 92.847 Data time: 0.1926, Forward time: 2.2603, Backward time: 3.0858, DDP time: 0.0044, Total iter time: 4.8708 [2020-11-15 11:23:12,824][root][INFO] - ===> Epoch[215](5632/26): Loss 0.2223, Sem 0.2223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.940e-01 Score 92.563 Data time: 0.3292, Forward time: 2.2618, Backward time: 3.0849, DDP time: 0.0044, Total iter time: 6.0714 [2020-11-15 11:23:19,235][root][INFO] - ===> Epoch[215](5633/26): Loss 0.2212, Sem 0.2212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.939e-01 Score 92.830 Data time: 0.1701, Forward time: 2.2613, Backward time: 3.0864, DDP time: 0.0044, Total iter time: 6.2966 [2020-11-15 11:23:24,322][root][INFO] - ===> Epoch[215](5634/26): Loss 0.2455, Sem 0.2455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.939e-01 Score 91.972 Data time: 0.1770, Forward time: 2.2608, Backward time: 3.0859, DDP time: 0.0044, Total iter time: 5.0198 [2020-11-15 11:23:29,177][root][INFO] - ===> Epoch[215](5635/26): Loss 0.1974, Sem 0.1974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.939e-01 Score 93.634 Data time: 0.1858, Forward time: 2.2603, Backward time: 3.0851, DDP time: 0.0044, Total iter time: 4.7686 [2020-11-15 11:23:34,126][root][INFO] - ===> Epoch[215](5636/26): Loss 0.2288, Sem 0.2288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.938e-01 Score 92.548 Data time: 0.2374, Forward time: 2.2608, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 4.8660 [2020-11-15 11:23:39,694][root][INFO] - ===> Epoch[215](5637/26): Loss 0.2479, Sem 0.2479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.938e-01 Score 92.048 Data time: 0.2614, Forward time: 2.2618, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 5.4768 [2020-11-15 11:23:45,582][root][INFO] - ===> Epoch[215](5638/26): Loss 0.2263, Sem 0.2263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.938e-01 Score 92.851 Data time: 0.2088, Forward time: 2.2622, Backward time: 3.0821, DDP time: 0.0044, Total iter time: 5.7672 [2020-11-15 11:23:50,630][root][INFO] - ===> Epoch[215](5639/26): Loss 0.2085, Sem 0.2085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.937e-01 Score 93.525 Data time: 0.1788, Forward time: 2.2617, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 4.9326 [2020-11-15 11:23:56,388][root][INFO] - ===> Epoch[215](5640/26): Loss 0.2944, Sem 0.2944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.937e-01 Score 91.172 Data time: 0.2008, Forward time: 2.2618, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 5.6877 [2020-11-15 11:24:01,603][root][INFO] - ===> Epoch[215](5641/26): Loss 0.2555, Sem 0.2555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.936e-01 Score 91.745 Data time: 0.1837, Forward time: 2.2613, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 5.1290 [2020-11-15 11:24:07,511][root][INFO] - ===> Epoch[215](5642/26): Loss 0.2551, Sem 0.2551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.936e-01 Score 92.173 Data time: 0.2326, Forward time: 2.2617, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 5.8381 [2020-11-15 11:24:12,697][root][INFO] - ===> Epoch[215](5643/26): Loss 0.2182, Sem 0.2182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.936e-01 Score 92.975 Data time: 0.2329, Forward time: 2.2622, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.0713 [2020-11-15 11:24:18,194][root][INFO] - ===> Epoch[215](5644/26): Loss 0.2526, Sem 0.2526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.935e-01 Score 91.754 Data time: 0.2333, Forward time: 2.2629, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.3986 [2020-11-15 11:24:23,758][root][INFO] - ===> Epoch[215](5645/26): Loss 0.2590, Sem 0.2590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.935e-01 Score 91.829 Data time: 0.2165, Forward time: 2.2631, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 5.4308 [2020-11-15 11:24:29,416][root][INFO] - ===> Epoch[215](5646/26): Loss 0.2780, Sem 0.2780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.935e-01 Score 91.054 Data time: 0.1168, Forward time: 2.2618, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.5602 [2020-11-15 11:24:34,205][root][INFO] - ===> Epoch[215](5647/26): Loss 0.2498, Sem 0.2498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.934e-01 Score 91.898 Data time: 0.2258, Forward time: 2.2618, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 4.7053 [2020-11-15 11:24:39,859][root][INFO] - ===> Epoch[215](5648/26): Loss 0.2330, Sem 0.2330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.934e-01 Score 92.499 Data time: 0.2283, Forward time: 2.2620, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.5555 [2020-11-15 11:24:45,675][root][INFO] - ===> Epoch[215](5649/26): Loss 0.2500, Sem 0.2500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.933e-01 Score 92.136 Data time: 0.2350, Forward time: 2.2625, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 5.6963 [2020-11-15 11:24:52,517][root][INFO] - ===> Epoch[215](5650/26): Loss 0.2240, Sem 0.2240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.933e-01 Score 93.098 Data time: 0.4013, Forward time: 2.2644, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 6.7220 [2020-11-15 11:24:58,351][root][INFO] - ===> Epoch[216](5651/26): Loss 0.2610, Sem 0.2610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.933e-01 Score 92.045 Data time: 0.2269, Forward time: 2.2650, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 5.7057 [2020-11-15 11:25:04,357][root][INFO] - ===> Epoch[216](5652/26): Loss 0.2716, Sem 0.2716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.932e-01 Score 91.454 Data time: 0.1948, Forward time: 2.2650, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.8925 [2020-11-15 11:25:10,880][root][INFO] - ===> Epoch[216](5653/26): Loss 0.2742, Sem 0.2742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.932e-01 Score 91.199 Data time: 0.1017, Forward time: 2.2633, Backward time: 3.0801, DDP time: 0.0044, Total iter time: 6.4346 [2020-11-15 11:25:16,595][root][INFO] - ===> Epoch[216](5654/26): Loss 0.2181, Sem 0.2181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.932e-01 Score 92.697 Data time: 0.1740, Forward time: 2.2627, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 5.6734 [2020-11-15 11:25:23,094][root][INFO] - ===> Epoch[216](5655/26): Loss 0.2297, Sem 0.2297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.931e-01 Score 92.040 Data time: 0.2159, Forward time: 2.2628, Backward time: 3.0819, DDP time: 0.0044, Total iter time: 6.4319 [2020-11-15 11:25:29,489][root][INFO] - ===> Epoch[216](5656/26): Loss 0.2367, Sem 0.2367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.931e-01 Score 92.441 Data time: 0.1741, Forward time: 2.2625, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 6.2919 [2020-11-15 11:25:35,485][root][INFO] - ===> Epoch[216](5657/26): Loss 0.2367, Sem 0.2367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.931e-01 Score 92.324 Data time: 0.1688, Forward time: 2.2618, Backward time: 3.0843, DDP time: 0.0044, Total iter time: 5.9124 [2020-11-15 11:25:41,332][root][INFO] - ===> Epoch[216](5658/26): Loss 0.2754, Sem 0.2754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.930e-01 Score 91.301 Data time: 0.2044, Forward time: 2.2621, Backward time: 3.0843, DDP time: 0.0044, Total iter time: 5.7572 [2020-11-15 11:25:47,539][root][INFO] - ===> Epoch[216](5659/26): Loss 0.2736, Sem 0.2736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.930e-01 Score 91.495 Data time: 0.1549, Forward time: 2.2613, Backward time: 3.0857, DDP time: 0.0044, Total iter time: 6.0992 [2020-11-15 11:25:53,889][root][INFO] - ===> Epoch[216](5660/26): Loss 0.2663, Sem 0.2663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.929e-01 Score 91.888 Data time: 0.1719, Forward time: 2.2609, Backward time: 3.0871, DDP time: 0.0044, Total iter time: 6.2873 [2020-11-15 11:26:00,247][root][INFO] - ===> Epoch[216](5661/26): Loss 0.2572, Sem 0.2572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.929e-01 Score 92.391 Data time: 0.1787, Forward time: 2.2605, Backward time: 3.0883, DDP time: 0.0044, Total iter time: 6.2646 [2020-11-15 11:26:05,676][root][INFO] - ===> Epoch[216](5662/26): Loss 0.2465, Sem 0.2465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.929e-01 Score 92.399 Data time: 0.1526, Forward time: 2.2598, Backward time: 3.0887, DDP time: 0.0044, Total iter time: 5.3383 [2020-11-15 11:26:11,793][root][INFO] - ===> Epoch[216](5663/26): Loss 0.2354, Sem 0.2354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.928e-01 Score 92.388 Data time: 0.1889, Forward time: 2.2594, Backward time: 3.0896, DDP time: 0.0044, Total iter time: 6.0375 [2020-11-15 11:26:16,685][root][INFO] - ===> Epoch[216](5664/26): Loss 0.2230, Sem 0.2230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.928e-01 Score 92.602 Data time: 0.2238, Forward time: 2.2598, Backward time: 3.0881, DDP time: 0.0044, Total iter time: 4.8055 [2020-11-15 11:26:22,817][root][INFO] - ===> Epoch[216](5665/26): Loss 0.2134, Sem 0.2134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.928e-01 Score 93.113 Data time: 0.2919, Forward time: 2.2612, Backward time: 3.0873, DDP time: 0.0044, Total iter time: 6.0313 [2020-11-15 11:26:27,355][root][INFO] - ===> Epoch[216](5666/26): Loss 0.2634, Sem 0.2634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.927e-01 Score 92.173 Data time: 0.1589, Forward time: 2.2606, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 4.4238 [2020-11-15 11:26:32,750][root][INFO] - ===> Epoch[216](5667/26): Loss 0.2405, Sem 0.2405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.927e-01 Score 92.394 Data time: 0.1726, Forward time: 2.2600, Backward time: 3.0863, DDP time: 0.0044, Total iter time: 5.3166 [2020-11-15 11:26:37,533][root][INFO] - ===> Epoch[216](5668/26): Loss 0.2453, Sem 0.2453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.926e-01 Score 92.989 Data time: 0.1826, Forward time: 2.2596, Backward time: 3.0853, DDP time: 0.0044, Total iter time: 4.6920 [2020-11-15 11:26:44,168][root][INFO] - ===> Epoch[216](5669/26): Loss 0.2329, Sem 0.2329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.926e-01 Score 92.202 Data time: 0.2236, Forward time: 2.2595, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 6.5485 [2020-11-15 11:26:49,819][root][INFO] - ===> Epoch[216](5670/26): Loss 0.2084, Sem 0.2084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.926e-01 Score 93.387 Data time: 0.2013, Forward time: 2.2594, Backward time: 3.0868, DDP time: 0.0044, Total iter time: 5.5636 [2020-11-15 11:26:55,733][root][INFO] - ===> Epoch[216](5671/26): Loss 0.2486, Sem 0.2486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.925e-01 Score 92.359 Data time: 0.2272, Forward time: 2.2600, Backward time: 3.0865, DDP time: 0.0044, Total iter time: 5.8202 [2020-11-15 11:27:01,225][root][INFO] - ===> Epoch[216](5672/26): Loss 0.2335, Sem 0.2335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.925e-01 Score 92.686 Data time: 0.2282, Forward time: 2.2605, Backward time: 3.0857, DDP time: 0.0044, Total iter time: 5.3856 [2020-11-15 11:27:07,743][root][INFO] - ===> Epoch[216](5673/26): Loss 0.2104, Sem 0.2104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.925e-01 Score 92.991 Data time: 0.1778, Forward time: 2.2603, Backward time: 3.0869, DDP time: 0.0044, Total iter time: 6.4040 [2020-11-15 11:27:13,514][root][INFO] - ===> Epoch[216](5674/26): Loss 0.2456, Sem 0.2456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.924e-01 Score 91.885 Data time: 0.2143, Forward time: 2.2607, Backward time: 3.0866, DDP time: 0.0044, Total iter time: 5.6764 [2020-11-15 11:27:18,951][root][INFO] - ===> Epoch[216](5675/26): Loss 0.2356, Sem 0.2356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.924e-01 Score 92.248 Data time: 0.1782, Forward time: 2.2602, Backward time: 3.0867, DDP time: 0.0044, Total iter time: 5.3473 [2020-11-15 11:27:24,085][root][INFO] - ===> Epoch[216](5676/26): Loss 0.2645, Sem 0.2645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.923e-01 Score 91.593 Data time: 0.2357, Forward time: 2.2607, Backward time: 3.0854, DDP time: 0.0044, Total iter time: 5.0664 [2020-11-15 11:27:29,227][root][INFO] - ===> Epoch[217](5677/26): Loss 0.2329, Sem 0.2329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.923e-01 Score 92.382 Data time: 0.1816, Forward time: 2.2604, Backward time: 3.0849, DDP time: 0.0044, Total iter time: 5.0318 [2020-11-15 11:27:35,284][root][INFO] - ===> Epoch[217](5678/26): Loss 0.2194, Sem 0.2194, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.923e-01 Score 93.434 Data time: 0.3003, Forward time: 2.2617, Backward time: 3.0841, DDP time: 0.0044, Total iter time: 5.9899 [2020-11-15 11:27:40,081][root][INFO] - ===> Epoch[217](5679/26): Loss 0.2681, Sem 0.2681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.922e-01 Score 91.516 Data time: 0.2168, Forward time: 2.2620, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 4.6907 [2020-11-15 11:27:46,637][root][INFO] - ===> Epoch[217](5680/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.922e-01 Score 92.979 Data time: 0.3524, Forward time: 2.2635, Backward time: 3.0821, DDP time: 0.0044, Total iter time: 6.4594 [2020-11-15 11:27:52,003][root][INFO] - ===> Epoch[217](5681/26): Loss 0.2180, Sem 0.2180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.922e-01 Score 93.367 Data time: 0.2142, Forward time: 2.2638, Backward time: 3.0813, DDP time: 0.0044, Total iter time: 5.2543 [2020-11-15 11:27:56,759][root][INFO] - ===> Epoch[217](5682/26): Loss 0.2394, Sem 0.2394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.921e-01 Score 92.415 Data time: 0.2276, Forward time: 2.2641, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 4.6606 [2020-11-15 11:28:02,394][root][INFO] - ===> Epoch[217](5683/26): Loss 0.2338, Sem 0.2338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.921e-01 Score 92.351 Data time: 0.2180, Forward time: 2.2643, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.5302 [2020-11-15 11:28:08,423][root][INFO] - ===> Epoch[217](5684/26): Loss 0.2459, Sem 0.2459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.920e-01 Score 92.185 Data time: 0.1912, Forward time: 2.2641, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 5.9260 [2020-11-15 11:28:13,452][root][INFO] - ===> Epoch[217](5685/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.920e-01 Score 91.943 Data time: 0.2145, Forward time: 2.2642, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 4.9369 [2020-11-15 11:28:18,961][root][INFO] - ===> Epoch[217](5686/26): Loss 0.2925, Sem 0.2925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.920e-01 Score 90.912 Data time: 0.2562, Forward time: 2.2650, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 5.4215 [2020-11-15 11:28:24,637][root][INFO] - ===> Epoch[217](5687/26): Loss 0.2439, Sem 0.2439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.919e-01 Score 92.492 Data time: 0.1859, Forward time: 2.2650, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 5.5565 [2020-11-15 11:28:29,010][root][INFO] - ===> Epoch[217](5688/26): Loss 0.2432, Sem 0.2432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.919e-01 Score 92.196 Data time: 0.1574, Forward time: 2.2641, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 4.2851 [2020-11-15 11:28:36,030][root][INFO] - ===> Epoch[217](5689/26): Loss 0.2516, Sem 0.2516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.919e-01 Score 91.890 Data time: 0.1896, Forward time: 2.2638, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 6.9744 [2020-11-15 11:28:41,921][root][INFO] - ===> Epoch[217](5690/26): Loss 0.2687, Sem 0.2687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.918e-01 Score 91.642 Data time: 0.2452, Forward time: 2.2645, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.8086 [2020-11-15 11:28:47,362][root][INFO] - ===> Epoch[217](5691/26): Loss 0.2389, Sem 0.2389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.918e-01 Score 92.303 Data time: 0.3167, Forward time: 2.2654, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.3408 [2020-11-15 11:28:54,680][root][INFO] - ===> Epoch[217](5692/26): Loss 0.2078, Sem 0.2078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.917e-01 Score 93.494 Data time: 0.2588, Forward time: 2.2661, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 7.2147 [2020-11-15 11:29:00,871][root][INFO] - ===> Epoch[217](5693/26): Loss 0.2287, Sem 0.2287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.917e-01 Score 92.521 Data time: 0.3388, Forward time: 2.2674, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 6.0924 [2020-11-15 11:29:06,695][root][INFO] - ===> Epoch[217](5694/26): Loss 0.2375, Sem 0.2375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.917e-01 Score 92.322 Data time: 0.1860, Forward time: 2.2671, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.7059 [2020-11-15 11:29:11,708][root][INFO] - ===> Epoch[217](5695/26): Loss 0.2440, Sem 0.2440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.916e-01 Score 92.310 Data time: 0.2324, Forward time: 2.2677, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 4.9544 [2020-11-15 11:29:18,714][root][INFO] - ===> Epoch[217](5696/26): Loss 0.2386, Sem 0.2386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.916e-01 Score 92.093 Data time: 0.1610, Forward time: 2.2672, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 6.9033 [2020-11-15 11:29:24,853][root][INFO] - ===> Epoch[217](5697/26): Loss 0.2481, Sem 0.2481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.916e-01 Score 92.203 Data time: 0.1820, Forward time: 2.2667, Backward time: 3.0798, DDP time: 0.0044, Total iter time: 6.0746 [2020-11-15 11:29:32,281][root][INFO] - ===> Epoch[217](5698/26): Loss 0.2370, Sem 0.2370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.915e-01 Score 92.378 Data time: 0.2122, Forward time: 2.2668, Backward time: 3.0821, DDP time: 0.0044, Total iter time: 7.3409 [2020-11-15 11:29:37,281][root][INFO] - ===> Epoch[217](5699/26): Loss 0.3046, Sem 0.3046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.915e-01 Score 90.751 Data time: 0.1659, Forward time: 2.2664, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 4.9143 [2020-11-15 11:29:42,763][root][INFO] - ===> Epoch[217](5700/26): Loss 0.2350, Sem 0.2350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.915e-01 Score 92.281 Data time: 0.1408, Forward time: 2.2654, Backward time: 3.0822, DDP time: 0.0044, Total iter time: 5.3990 [2020-11-15 11:29:47,862][root][INFO] - ===> Epoch[217](5701/26): Loss 0.2465, Sem 0.2465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.914e-01 Score 92.592 Data time: 0.2210, Forward time: 2.2658, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 5.0367 [2020-11-15 11:29:54,559][root][INFO] - ===> Epoch[217](5702/26): Loss 0.2441, Sem 0.2441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.914e-01 Score 92.370 Data time: 0.1761, Forward time: 2.2653, Backward time: 3.0828, DDP time: 0.0044, Total iter time: 6.5922 [2020-11-15 11:30:00,134][root][INFO] - ===> Epoch[218](5703/26): Loss 0.2456, Sem 0.2456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.913e-01 Score 92.160 Data time: 0.1884, Forward time: 2.2650, Backward time: 3.0829, DDP time: 0.0044, Total iter time: 5.4886 [2020-11-15 11:30:05,519][root][INFO] - ===> Epoch[218](5704/26): Loss 0.2610, Sem 0.2610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.913e-01 Score 91.780 Data time: 0.2254, Forward time: 2.2654, Backward time: 3.0821, DDP time: 0.0044, Total iter time: 5.2835 [2020-11-15 11:30:10,199][root][INFO] - ===> Epoch[218](5705/26): Loss 0.2352, Sem 0.2352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.913e-01 Score 92.612 Data time: 0.1917, Forward time: 2.2653, Backward time: 3.0808, DDP time: 0.0044, Total iter time: 4.5694 [2020-11-15 11:30:16,544][root][INFO] - ===> Epoch[218](5706/26): Loss 0.1930, Sem 0.1930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.912e-01 Score 93.794 Data time: 0.1670, Forward time: 2.2646, Backward time: 3.0823, DDP time: 0.0044, Total iter time: 6.2466 [2020-11-15 11:30:22,638][root][INFO] - ===> Epoch[218](5707/26): Loss 0.2285, Sem 0.2285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.912e-01 Score 92.674 Data time: 0.2585, Forward time: 2.2654, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 6.0043 [2020-11-15 11:30:28,698][root][INFO] - ===> Epoch[218](5708/26): Loss 0.2077, Sem 0.2077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.912e-01 Score 93.367 Data time: 0.1976, Forward time: 2.2654, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.9416 [2020-11-15 11:30:33,863][root][INFO] - ===> Epoch[218](5709/26): Loss 0.2255, Sem 0.2255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.911e-01 Score 92.478 Data time: 0.1996, Forward time: 2.2653, Backward time: 3.0818, DDP time: 0.0044, Total iter time: 5.0480 [2020-11-15 11:30:38,902][root][INFO] - ===> Epoch[218](5710/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.911e-01 Score 92.693 Data time: 0.2109, Forward time: 2.2652, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 4.9401 [2020-11-15 11:30:44,342][root][INFO] - ===> Epoch[218](5711/26): Loss 0.2375, Sem 0.2375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.910e-01 Score 92.223 Data time: 0.2595, Forward time: 2.2661, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.3554 [2020-11-15 11:30:50,674][root][INFO] - ===> Epoch[218](5712/26): Loss 0.2089, Sem 0.2089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.910e-01 Score 93.377 Data time: 0.3319, Forward time: 2.2674, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 6.2160 [2020-11-15 11:30:56,502][root][INFO] - ===> Epoch[218](5713/26): Loss 0.2052, Sem 0.2052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.910e-01 Score 93.351 Data time: 0.2797, Forward time: 2.2685, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 5.7205 [2020-11-15 11:31:02,343][root][INFO] - ===> Epoch[218](5714/26): Loss 0.2349, Sem 0.2349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.909e-01 Score 92.092 Data time: 0.2132, Forward time: 2.2686, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 5.7260 [2020-11-15 11:31:09,110][root][INFO] - ===> Epoch[218](5715/26): Loss 0.2472, Sem 0.2472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.909e-01 Score 92.343 Data time: 0.1276, Forward time: 2.2676, Backward time: 3.0805, DDP time: 0.0044, Total iter time: 6.6924 [2020-11-15 11:31:15,180][root][INFO] - ===> Epoch[218](5716/26): Loss 0.2674, Sem 0.2674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.909e-01 Score 92.244 Data time: 0.1913, Forward time: 2.2673, Backward time: 3.0814, DDP time: 0.0044, Total iter time: 6.0398 [2020-11-15 11:31:21,071][root][INFO] - ===> Epoch[218](5717/26): Loss 0.2916, Sem 0.2916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.908e-01 Score 90.677 Data time: 0.2844, Forward time: 2.2682, Backward time: 3.0807, DDP time: 0.0044, Total iter time: 5.8116 [2020-11-15 11:31:25,349][root][INFO] - ===> Epoch[218](5718/26): Loss 0.2287, Sem 0.2287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.908e-01 Score 92.670 Data time: 0.1943, Forward time: 2.2677, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 4.1749 [2020-11-15 11:31:30,620][root][INFO] - ===> Epoch[218](5719/26): Loss 0.2959, Sem 0.2959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.907e-01 Score 90.445 Data time: 0.2424, Forward time: 2.2683, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 5.2084 [2020-11-15 11:31:36,810][root][INFO] - ===> Epoch[218](5720/26): Loss 0.2831, Sem 0.2831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.907e-01 Score 91.129 Data time: 0.2253, Forward time: 2.2690, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 6.0928 [2020-11-15 11:31:42,699][root][INFO] - ===> Epoch[218](5721/26): Loss 0.1900, Sem 0.1900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.907e-01 Score 93.911 Data time: 0.1527, Forward time: 2.2685, Backward time: 3.0788, DDP time: 0.0044, Total iter time: 5.8029 [2020-11-15 11:31:48,797][root][INFO] - ===> Epoch[218](5722/26): Loss 0.2279, Sem 0.2279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.906e-01 Score 92.561 Data time: 0.2099, Forward time: 2.2686, Backward time: 3.0792, DDP time: 0.0044, Total iter time: 5.9962 [2020-11-15 11:31:53,873][root][INFO] - ===> Epoch[218](5723/26): Loss 0.2834, Sem 0.2834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.906e-01 Score 91.674 Data time: 0.1546, Forward time: 2.2679, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 4.9968 [2020-11-15 11:31:58,504][root][INFO] - ===> Epoch[218](5724/26): Loss 0.2560, Sem 0.2560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.906e-01 Score 91.901 Data time: 0.1271, Forward time: 2.2670, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 4.5708 [2020-11-15 11:32:05,494][root][INFO] - ===> Epoch[218](5725/26): Loss 0.2369, Sem 0.2369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.905e-01 Score 92.461 Data time: 0.1085, Forward time: 2.2656, Backward time: 3.0820, DDP time: 0.0044, Total iter time: 6.9389 [2020-11-15 11:32:12,036][root][INFO] - ===> Epoch[218](5726/26): Loss 0.3137, Sem 0.3137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.905e-01 Score 90.461 Data time: 0.1411, Forward time: 2.2647, Backward time: 3.0841, DDP time: 0.0044, Total iter time: 6.4928 [2020-11-15 11:32:17,593][root][INFO] - ===> Epoch[218](5727/26): Loss 0.2987, Sem 0.2987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.904e-01 Score 91.096 Data time: 0.1763, Forward time: 2.2642, Backward time: 3.0845, DDP time: 0.0044, Total iter time: 5.4965 [2020-11-15 11:32:23,307][root][INFO] - ===> Epoch[218](5728/26): Loss 0.2792, Sem 0.2792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.904e-01 Score 90.887 Data time: 0.2284, Forward time: 2.2645, Backward time: 3.0841, DDP time: 0.0044, Total iter time: 5.6229 [2020-11-15 11:32:29,148][root][INFO] - ===> Epoch[219](5729/26): Loss 0.2784, Sem 0.2784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.904e-01 Score 91.584 Data time: 0.2664, Forward time: 2.2655, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.7242 [2020-11-15 11:32:34,626][root][INFO] - ===> Epoch[219](5730/26): Loss 0.2861, Sem 0.2861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.903e-01 Score 90.567 Data time: 0.1584, Forward time: 2.2651, Backward time: 3.0833, DDP time: 0.0044, Total iter time: 5.3428 [2020-11-15 11:32:41,143][root][INFO] - ===> Epoch[219](5731/26): Loss 0.2436, Sem 0.2436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.903e-01 Score 92.344 Data time: 0.1441, Forward time: 2.2642, Backward time: 3.0852, DDP time: 0.0044, Total iter time: 6.4309 [2020-11-15 11:32:47,257][root][INFO] - ===> Epoch[219](5732/26): Loss 0.1901, Sem 0.1901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.903e-01 Score 93.849 Data time: 0.1726, Forward time: 2.2639, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 6.0437 [2020-11-15 11:32:52,414][root][INFO] - ===> Epoch[219](5733/26): Loss 0.2573, Sem 0.2573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.902e-01 Score 91.788 Data time: 0.2477, Forward time: 2.2644, Backward time: 3.0848, DDP time: 0.0044, Total iter time: 5.0698 [2020-11-15 11:32:57,613][root][INFO] - ===> Epoch[219](5734/26): Loss 0.2636, Sem 0.2636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.902e-01 Score 91.317 Data time: 0.2382, Forward time: 2.2650, Backward time: 3.0835, DDP time: 0.0044, Total iter time: 5.0895 [2020-11-15 11:33:03,277][root][INFO] - ===> Epoch[219](5735/26): Loss 0.2501, Sem 0.2501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.901e-01 Score 92.212 Data time: 0.1954, Forward time: 2.2651, Backward time: 3.0834, DDP time: 0.0044, Total iter time: 5.5675 [2020-11-15 11:33:08,433][root][INFO] - ===> Epoch[219](5736/26): Loss 0.3186, Sem 0.3186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.901e-01 Score 90.397 Data time: 0.2085, Forward time: 2.2650, Backward time: 3.0827, DDP time: 0.0044, Total iter time: 5.0495 [2020-11-15 11:33:14,308][root][INFO] - ===> Epoch[219](5737/26): Loss 0.2474, Sem 0.2474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.901e-01 Score 92.416 Data time: 0.1817, Forward time: 2.2647, Backward time: 3.0832, DDP time: 0.0044, Total iter time: 5.7731 [2020-11-15 11:33:19,873][root][INFO] - ===> Epoch[219](5738/26): Loss 0.2814, Sem 0.2814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.900e-01 Score 91.287 Data time: 0.2182, Forward time: 2.2650, Backward time: 3.0827, DDP time: 0.0044, Total iter time: 5.4717 [2020-11-15 11:33:25,521][root][INFO] - ===> Epoch[219](5739/26): Loss 0.2900, Sem 0.2900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.900e-01 Score 90.639 Data time: 0.2051, Forward time: 2.2652, Backward time: 3.0824, DDP time: 0.0044, Total iter time: 5.5252 [2020-11-15 11:33:30,397][root][INFO] - ===> Epoch[219](5740/26): Loss 0.2423, Sem 0.2423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.900e-01 Score 92.439 Data time: 0.1802, Forward time: 2.2650, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 4.7271 [2020-11-15 11:33:36,301][root][INFO] - ===> Epoch[219](5741/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.899e-01 Score 93.305 Data time: 0.1483, Forward time: 2.2642, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 5.7979 [2020-11-15 11:33:42,291][root][INFO] - ===> Epoch[219](5742/26): Loss 0.3030, Sem 0.3030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.899e-01 Score 90.311 Data time: 0.1859, Forward time: 2.2641, Backward time: 3.0829, DDP time: 0.0044, Total iter time: 5.8933 [2020-11-15 11:33:48,060][root][INFO] - ===> Epoch[219](5743/26): Loss 0.2727, Sem 0.2727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.898e-01 Score 90.938 Data time: 0.1237, Forward time: 2.2630, Backward time: 3.0841, DDP time: 0.0044, Total iter time: 5.6628 [2020-11-15 11:33:53,955][root][INFO] - ===> Epoch[219](5744/26): Loss 0.2312, Sem 0.2312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.898e-01 Score 92.598 Data time: 0.2250, Forward time: 2.2632, Backward time: 3.0842, DDP time: 0.0044, Total iter time: 5.8130 [2020-11-15 11:33:59,273][root][INFO] - ===> Epoch[219](5745/26): Loss 0.2411, Sem 0.2411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.898e-01 Score 92.096 Data time: 0.1692, Forward time: 2.2628, Backward time: 3.0840, DDP time: 0.0044, Total iter time: 5.2064 [2020-11-15 11:34:04,914][root][INFO] - ===> Epoch[219](5746/26): Loss 0.2835, Sem 0.2835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.897e-01 Score 91.696 Data time: 0.1806, Forward time: 2.2624, Backward time: 3.0843, DDP time: 0.0044, Total iter time: 5.5381 [2020-11-15 11:34:10,385][root][INFO] - ===> Epoch[219](5747/26): Loss 0.2477, Sem 0.2477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.897e-01 Score 92.107 Data time: 0.1550, Forward time: 2.2617, Backward time: 3.0847, DDP time: 0.0044, Total iter time: 5.3741 [2020-11-15 11:34:16,328][root][INFO] - ===> Epoch[219](5748/26): Loss 0.2413, Sem 0.2413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.897e-01 Score 92.240 Data time: 0.1925, Forward time: 2.2615, Backward time: 3.0852, DDP time: 0.0044, Total iter time: 5.8675 [2020-11-15 11:34:21,670][root][INFO] - ===> Epoch[219](5749/26): Loss 0.2911, Sem 0.2911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.896e-01 Score 90.990 Data time: 0.2559, Forward time: 2.2622, Backward time: 3.0840, DDP time: 0.0044, Total iter time: 5.2541 [2020-11-15 11:34:27,640][root][INFO] - ===> Epoch[219](5750/26): Loss 0.2506, Sem 0.2506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.896e-01 Score 92.241 Data time: 0.2224, Forward time: 2.2620, Backward time: 3.0844, DDP time: 0.0044, Total iter time: 5.8530 [2020-11-15 11:34:32,672][root][INFO] - ===> Epoch[219](5751/26): Loss 0.3123, Sem 0.3123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.896e-01 Score 90.935 Data time: 0.1421, Forward time: 2.2612, Backward time: 3.0844, DDP time: 0.0044, Total iter time: 4.9639 [2020-11-15 11:34:39,756][root][INFO] - ===> Epoch[219](5752/26): Loss 0.2936, Sem 0.2936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.895e-01 Score 91.259 Data time: 0.2147, Forward time: 2.2613, Backward time: 3.0861, DDP time: 0.0044, Total iter time: 7.0152 [2020-11-15 11:34:45,060][root][INFO] - ===> Epoch[219](5753/26): Loss 0.2478, Sem 0.2478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.895e-01 Score 91.669 Data time: 0.2794, Forward time: 2.2618, Backward time: 3.0849, DDP time: 0.0044, Total iter time: 5.1739 [2020-11-15 11:34:51,943][root][INFO] - ===> Epoch[219](5754/26): Loss 0.2075, Sem 0.2075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.894e-01 Score 93.364 Data time: 0.2953, Forward time: 2.2632, Backward time: 3.0850, DDP time: 0.0044, Total iter time: 6.7658 [2020-11-15 11:34:57,158][root][INFO] - ===> Epoch[220](5755/26): Loss 0.2485, Sem 0.2485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.894e-01 Score 92.046 Data time: 0.2446, Forward time: 2.2639, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 5.0979 [2020-11-15 11:35:02,904][root][INFO] - ===> Epoch[220](5756/26): Loss 0.2443, Sem 0.2443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.894e-01 Score 92.065 Data time: 0.2078, Forward time: 2.2638, Backward time: 3.0836, DDP time: 0.0044, Total iter time: 5.6307 [2020-11-15 11:35:08,256][root][INFO] - ===> Epoch[220](5757/26): Loss 0.2320, Sem 0.2320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.893e-01 Score 92.343 Data time: 0.2563, Forward time: 2.2644, Backward time: 3.0825, DDP time: 0.0044, Total iter time: 5.2395 [2020-11-15 11:35:13,429][root][INFO] - ===> Epoch[220](5758/26): Loss 0.2419, Sem 0.2419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.893e-01 Score 92.717 Data time: 0.2377, Forward time: 2.2647, Backward time: 3.0815, DDP time: 0.0044, Total iter time: 5.0653 [2020-11-15 11:35:18,846][root][INFO] - ===> Epoch[220](5759/26): Loss 0.2678, Sem 0.2678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.893e-01 Score 91.708 Data time: 0.2029, Forward time: 2.2647, Backward time: 3.0810, DDP time: 0.0044, Total iter time: 5.3214 [2020-11-15 11:35:23,483][root][INFO] - ===> Epoch[220](5760/26): Loss 0.2621, Sem 0.2621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.892e-01 Score 92.148 Data time: 0.2195, Forward time: 2.2649, Backward time: 3.0795, DDP time: 0.0044, Total iter time: 4.5434 [2020-11-15 11:35:28,596][root][INFO] - ===> Epoch[220](5761/26): Loss 0.2149, Sem 0.2149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.892e-01 Score 93.073 Data time: 0.2113, Forward time: 2.2649, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.0180 [2020-11-15 11:35:34,436][root][INFO] - ===> Epoch[220](5762/26): Loss 0.2274, Sem 0.2274, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.891e-01 Score 92.737 Data time: 0.2874, Forward time: 2.2659, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.7451 [2020-11-15 11:35:39,732][root][INFO] - ===> Epoch[220](5763/26): Loss 0.2604, Sem 0.2604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.891e-01 Score 91.866 Data time: 0.2395, Forward time: 2.2665, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.1774 [2020-11-15 11:35:44,633][root][INFO] - ===> Epoch[220](5764/26): Loss 0.2234, Sem 0.2234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.891e-01 Score 93.267 Data time: 0.1511, Forward time: 2.2660, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 4.7904 [2020-11-15 11:35:49,646][root][INFO] - ===> Epoch[220](5765/26): Loss 0.2221, Sem 0.2221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.890e-01 Score 92.821 Data time: 0.1767, Forward time: 2.2655, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 4.9208 [2020-11-15 11:35:54,729][root][INFO] - ===> Epoch[220](5766/26): Loss 0.2754, Sem 0.2754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.890e-01 Score 92.071 Data time: 0.2570, Forward time: 2.2661, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 4.9813 [2020-11-15 11:36:00,668][root][INFO] - ===> Epoch[220](5767/26): Loss 0.2773, Sem 0.2773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.890e-01 Score 91.002 Data time: 0.2116, Forward time: 2.2661, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.8343 [2020-11-15 11:36:08,174][root][INFO] - ===> Epoch[220](5768/26): Loss 0.2797, Sem 0.2797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.889e-01 Score 90.939 Data time: 0.2794, Forward time: 2.2673, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 7.3962 [2020-11-15 11:36:13,988][root][INFO] - ===> Epoch[220](5769/26): Loss 0.2311, Sem 0.2311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.889e-01 Score 92.654 Data time: 0.1846, Forward time: 2.2673, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.6808 [2020-11-15 11:36:19,980][root][INFO] - ===> Epoch[220](5770/26): Loss 0.2401, Sem 0.2401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.888e-01 Score 92.461 Data time: 0.1704, Forward time: 2.2668, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 5.8675 [2020-11-15 11:36:26,009][root][INFO] - ===> Epoch[220](5771/26): Loss 0.2639, Sem 0.2639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.888e-01 Score 91.794 Data time: 0.2170, Forward time: 2.2669, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.9415 [2020-11-15 11:36:34,785][root][INFO] - ===> Epoch[220](5772/26): Loss 0.2437, Sem 0.2437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.888e-01 Score 92.632 Data time: 0.2744, Forward time: 2.2679, Backward time: 3.0796, DDP time: 0.0044, Total iter time: 8.6781 [2020-11-15 11:36:40,451][root][INFO] - ===> Epoch[220](5773/26): Loss 0.2078, Sem 0.2078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.887e-01 Score 93.493 Data time: 0.1754, Forward time: 2.2676, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 5.5531 [2020-11-15 11:36:47,919][root][INFO] - ===> Epoch[220](5774/26): Loss 0.2453, Sem 0.2453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.887e-01 Score 92.364 Data time: 0.1662, Forward time: 2.2670, Backward time: 3.0826, DDP time: 0.0044, Total iter time: 7.3866 [2020-11-15 11:36:52,602][root][INFO] - ===> Epoch[220](5775/26): Loss 0.3104, Sem 0.3104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.887e-01 Score 90.559 Data time: 0.2249, Forward time: 2.2672, Backward time: 3.0811, DDP time: 0.0044, Total iter time: 4.6189 [2020-11-15 11:36:58,157][root][INFO] - ===> Epoch[220](5776/26): Loss 0.2230, Sem 0.2230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.886e-01 Score 92.944 Data time: 0.1832, Forward time: 2.2673, Backward time: 3.0809, DDP time: 0.0044, Total iter time: 5.4608 [2020-11-15 11:37:03,036][root][INFO] - ===> Epoch[220](5777/26): Loss 0.2220, Sem 0.2220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.886e-01 Score 92.977 Data time: 0.1448, Forward time: 2.2666, Backward time: 3.0806, DDP time: 0.0044, Total iter time: 4.7851 [2020-11-15 11:37:08,526][root][INFO] - ===> Epoch[220](5778/26): Loss 0.3040, Sem 0.3040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.885e-01 Score 90.177 Data time: 0.2169, Forward time: 2.2667, Backward time: 3.0802, DDP time: 0.0044, Total iter time: 5.4123 [2020-11-15 11:37:13,549][root][INFO] - ===> Epoch[220](5779/26): Loss 0.2431, Sem 0.2431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.885e-01 Score 92.011 Data time: 0.2048, Forward time: 2.2668, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 4.9270 [2020-11-15 11:37:19,444][root][INFO] - ===> Epoch[220](5780/26): Loss 0.2029, Sem 0.2029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.885e-01 Score 93.600 Data time: 0.1822, Forward time: 2.2663, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.8075 [2020-11-15 11:37:25,126][root][INFO] - ===> Epoch[221](5781/26): Loss 0.2609, Sem 0.2609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.884e-01 Score 91.806 Data time: 0.2148, Forward time: 2.2664, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.6086 [2020-11-15 11:37:30,872][root][INFO] - ===> Epoch[221](5782/26): Loss 0.2672, Sem 0.2672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.884e-01 Score 91.238 Data time: 0.2632, Forward time: 2.2673, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.6545 [2020-11-15 11:37:36,427][root][INFO] - ===> Epoch[221](5783/26): Loss 0.2512, Sem 0.2512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.884e-01 Score 92.410 Data time: 0.2387, Forward time: 2.2678, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.4411 [2020-11-15 11:37:42,677][root][INFO] - ===> Epoch[221](5784/26): Loss 0.2835, Sem 0.2835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.883e-01 Score 91.384 Data time: 0.1973, Forward time: 2.2672, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 6.1407 [2020-11-15 11:37:48,471][root][INFO] - ===> Epoch[221](5785/26): Loss 0.2793, Sem 0.2793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.883e-01 Score 91.459 Data time: 0.2702, Forward time: 2.2681, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.7398 [2020-11-15 11:37:53,959][root][INFO] - ===> Epoch[221](5786/26): Loss 0.2707, Sem 0.2707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.882e-01 Score 91.781 Data time: 0.1775, Forward time: 2.2678, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.3788 [2020-11-15 11:37:59,812][root][INFO] - ===> Epoch[221](5787/26): Loss 0.2860, Sem 0.2860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.882e-01 Score 90.961 Data time: 0.2076, Forward time: 2.2679, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 5.7735 [2020-11-15 11:38:06,795][root][INFO] - ===> Epoch[221](5788/26): Loss 0.2219, Sem 0.2219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.882e-01 Score 92.992 Data time: 0.2101, Forward time: 2.2680, Backward time: 3.0802, DDP time: 0.0044, Total iter time: 6.8836 [2020-11-15 11:38:12,322][root][INFO] - ===> Epoch[221](5789/26): Loss 0.2511, Sem 0.2511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.881e-01 Score 92.184 Data time: 0.1967, Forward time: 2.2680, Backward time: 3.0799, DDP time: 0.0044, Total iter time: 5.4276 [2020-11-15 11:38:17,906][root][INFO] - ===> Epoch[221](5790/26): Loss 0.2758, Sem 0.2758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.881e-01 Score 91.096 Data time: 0.2297, Forward time: 2.2684, Backward time: 3.0793, DDP time: 0.0044, Total iter time: 5.4942 [2020-11-15 11:38:23,598][root][INFO] - ===> Epoch[221](5791/26): Loss 0.2355, Sem 0.2355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.881e-01 Score 92.774 Data time: 0.2057, Forward time: 2.2687, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.5840 [2020-11-15 11:38:28,968][root][INFO] - ===> Epoch[221](5792/26): Loss 0.2579, Sem 0.2579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.880e-01 Score 91.754 Data time: 0.1661, Forward time: 2.2682, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 5.2644 [2020-11-15 11:38:36,063][root][INFO] - ===> Epoch[221](5793/26): Loss 0.2621, Sem 0.2621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.880e-01 Score 92.246 Data time: 0.2419, Forward time: 2.2687, Backward time: 3.0803, DDP time: 0.0044, Total iter time: 6.9923 [2020-11-15 11:38:40,745][root][INFO] - ===> Epoch[221](5794/26): Loss 0.2535, Sem 0.2535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.880e-01 Score 92.382 Data time: 0.2091, Forward time: 2.2686, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 4.5370 [2020-11-15 11:38:47,246][root][INFO] - ===> Epoch[221](5795/26): Loss 0.2588, Sem 0.2588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.879e-01 Score 92.059 Data time: 0.3583, Forward time: 2.2700, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 6.3935 [2020-11-15 11:38:52,794][root][INFO] - ===> Epoch[221](5796/26): Loss 0.2102, Sem 0.2102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.879e-01 Score 93.346 Data time: 0.1784, Forward time: 2.2698, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.4175 [2020-11-15 11:38:58,316][root][INFO] - ===> Epoch[221](5797/26): Loss 0.2858, Sem 0.2858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.878e-01 Score 91.099 Data time: 0.2102, Forward time: 2.2699, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 5.4274 [2020-11-15 11:39:03,876][root][INFO] - ===> Epoch[221](5798/26): Loss 0.3064, Sem 0.3064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.878e-01 Score 90.077 Data time: 0.2528, Forward time: 2.2708, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.4525 [2020-11-15 11:39:08,747][root][INFO] - ===> Epoch[221](5799/26): Loss 0.2285, Sem 0.2285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.878e-01 Score 92.907 Data time: 0.1900, Forward time: 2.2708, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 4.7571 [2020-11-15 11:39:13,636][root][INFO] - ===> Epoch[221](5800/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.877e-01 Score 91.837 Data time: 0.2180, Forward time: 2.2707, Backward time: 3.0749, DDP time: 0.0044, Total iter time: 4.7851 [2020-11-15 11:39:19,484][root][INFO] - ===> Epoch[221](5801/26): Loss 0.2682, Sem 0.2682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.877e-01 Score 91.824 Data time: 0.1640, Forward time: 2.2703, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.7557 [2020-11-15 11:39:23,783][root][INFO] - ===> Epoch[221](5802/26): Loss 0.2434, Sem 0.2434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.877e-01 Score 92.336 Data time: 0.1483, Forward time: 2.2694, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 4.2157 [2020-11-15 11:39:30,263][root][INFO] - ===> Epoch[221](5803/26): Loss 0.2429, Sem 0.2429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.876e-01 Score 92.072 Data time: 0.3417, Forward time: 2.2707, Backward time: 3.0742, DDP time: 0.0044, Total iter time: 6.4017 [2020-11-15 11:39:35,401][root][INFO] - ===> Epoch[221](5804/26): Loss 0.2610, Sem 0.2610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.876e-01 Score 92.058 Data time: 0.1417, Forward time: 2.2698, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.0311 [2020-11-15 11:39:41,755][root][INFO] - ===> Epoch[221](5805/26): Loss 0.2327, Sem 0.2327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.875e-01 Score 92.372 Data time: 0.1896, Forward time: 2.2694, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 6.2768 [2020-11-15 11:39:46,882][root][INFO] - ===> Epoch[221](5806/26): Loss 0.2500, Sem 0.2500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.875e-01 Score 92.448 Data time: 0.1940, Forward time: 2.2693, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 5.0428 [2020-11-15 11:39:53,348][root][INFO] - ===> Epoch[222](5807/26): Loss 0.2733, Sem 0.2733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.875e-01 Score 92.140 Data time: 0.1759, Forward time: 2.2689, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 6.3695 [2020-11-15 11:39:58,744][root][INFO] - ===> Epoch[222](5808/26): Loss 0.2201, Sem 0.2201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.874e-01 Score 92.632 Data time: 0.2579, Forward time: 2.2696, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.2997 [2020-11-15 11:40:04,477][root][INFO] - ===> Epoch[222](5809/26): Loss 0.2625, Sem 0.2625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.874e-01 Score 91.579 Data time: 0.2811, Forward time: 2.2705, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.6309 [2020-11-15 11:40:09,628][root][INFO] - ===> Epoch[222](5810/26): Loss 0.1973, Sem 0.1973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.874e-01 Score 93.869 Data time: 0.2066, Forward time: 2.2705, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 5.0483 [2020-11-15 11:40:16,852][root][INFO] - ===> Epoch[222](5811/26): Loss 0.2587, Sem 0.2587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.873e-01 Score 91.642 Data time: 0.2102, Forward time: 2.2707, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 7.1195 [2020-11-15 11:40:22,855][root][INFO] - ===> Epoch[222](5812/26): Loss 0.2333, Sem 0.2333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.873e-01 Score 92.443 Data time: 0.2062, Forward time: 2.2700, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 5.9114 [2020-11-15 11:40:29,514][root][INFO] - ===> Epoch[222](5813/26): Loss 0.2643, Sem 0.2643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.872e-01 Score 91.833 Data time: 0.2328, Forward time: 2.2700, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 6.6021 [2020-11-15 11:40:34,939][root][INFO] - ===> Epoch[222](5814/26): Loss 0.2939, Sem 0.2939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.872e-01 Score 90.286 Data time: 0.1745, Forward time: 2.2696, Backward time: 3.0775, DDP time: 0.0044, Total iter time: 5.3340 [2020-11-15 11:40:40,346][root][INFO] - ===> Epoch[222](5815/26): Loss 0.2168, Sem 0.2168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.872e-01 Score 93.236 Data time: 0.2336, Forward time: 2.2699, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.3279 [2020-11-15 11:40:45,696][root][INFO] - ===> Epoch[222](5816/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.871e-01 Score 91.367 Data time: 0.2096, Forward time: 2.2699, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 5.2471 [2020-11-15 11:40:51,271][root][INFO] - ===> Epoch[222](5817/26): Loss 0.2385, Sem 0.2385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.871e-01 Score 92.862 Data time: 0.1761, Forward time: 2.2695, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.4794 [2020-11-15 11:40:56,637][root][INFO] - ===> Epoch[222](5818/26): Loss 0.2628, Sem 0.2628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.871e-01 Score 91.962 Data time: 0.1934, Forward time: 2.2691, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.2832 [2020-11-15 11:41:02,839][root][INFO] - ===> Epoch[222](5819/26): Loss 0.2783, Sem 0.2783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.870e-01 Score 91.300 Data time: 0.3083, Forward time: 2.2703, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 6.1278 [2020-11-15 11:41:07,869][root][INFO] - ===> Epoch[222](5820/26): Loss 0.2736, Sem 0.2736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.870e-01 Score 91.345 Data time: 0.2160, Forward time: 2.2707, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 4.9208 [2020-11-15 11:41:12,949][root][INFO] - ===> Epoch[222](5821/26): Loss 0.2371, Sem 0.2371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.869e-01 Score 92.742 Data time: 0.2275, Forward time: 2.2708, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 4.9802 [2020-11-15 11:41:18,653][root][INFO] - ===> Epoch[222](5822/26): Loss 0.2546, Sem 0.2546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.869e-01 Score 92.199 Data time: 0.1688, Forward time: 2.2703, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 5.5949 [2020-11-15 11:41:23,764][root][INFO] - ===> Epoch[222](5823/26): Loss 0.2437, Sem 0.2437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.869e-01 Score 92.227 Data time: 0.2403, Forward time: 2.2708, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.0207 [2020-11-15 11:41:28,919][root][INFO] - ===> Epoch[222](5824/26): Loss 0.2311, Sem 0.2311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.868e-01 Score 92.377 Data time: 0.1621, Forward time: 2.2702, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.0568 [2020-11-15 11:41:34,899][root][INFO] - ===> Epoch[222](5825/26): Loss 0.2740, Sem 0.2740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.868e-01 Score 91.693 Data time: 0.1603, Forward time: 2.2696, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 5.8984 [2020-11-15 11:41:40,684][root][INFO] - ===> Epoch[222](5826/26): Loss 0.2370, Sem 0.2370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.868e-01 Score 92.169 Data time: 0.2255, Forward time: 2.2700, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.6880 [2020-11-15 11:41:46,531][root][INFO] - ===> Epoch[222](5827/26): Loss 0.2362, Sem 0.2362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.867e-01 Score 93.072 Data time: 0.2234, Forward time: 2.2703, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 5.7203 [2020-11-15 11:41:51,286][root][INFO] - ===> Epoch[222](5828/26): Loss 0.2588, Sem 0.2588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.867e-01 Score 92.010 Data time: 0.1619, Forward time: 2.2698, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 4.6392 [2020-11-15 11:41:56,493][root][INFO] - ===> Epoch[222](5829/26): Loss 0.2266, Sem 0.2266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.866e-01 Score 93.056 Data time: 0.1901, Forward time: 2.2694, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.1067 [2020-11-15 11:42:02,110][root][INFO] - ===> Epoch[222](5830/26): Loss 0.3159, Sem 0.3159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.866e-01 Score 90.390 Data time: 0.1703, Forward time: 2.2688, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.5081 [2020-11-15 11:42:07,105][root][INFO] - ===> Epoch[222](5831/26): Loss 0.2856, Sem 0.2856, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.866e-01 Score 91.295 Data time: 0.2047, Forward time: 2.2688, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 4.9065 [2020-11-15 11:42:12,686][root][INFO] - ===> Epoch[222](5832/26): Loss 0.2473, Sem 0.2473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.865e-01 Score 92.438 Data time: 0.2134, Forward time: 2.2688, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 5.4733 [2020-11-15 11:42:18,295][root][INFO] - ===> Epoch[223](5833/26): Loss 0.2795, Sem 0.2795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.865e-01 Score 91.778 Data time: 0.1681, Forward time: 2.2685, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.4873 [2020-11-15 11:42:23,232][root][INFO] - ===> Epoch[223](5834/26): Loss 0.2263, Sem 0.2263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.865e-01 Score 92.738 Data time: 0.1679, Forward time: 2.2680, Backward time: 3.0718, DDP time: 0.0044, Total iter time: 4.8428 [2020-11-15 11:42:28,752][root][INFO] - ===> Epoch[223](5835/26): Loss 0.2673, Sem 0.2673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.864e-01 Score 91.953 Data time: 0.1949, Forward time: 2.2680, Backward time: 3.0717, DDP time: 0.0044, Total iter time: 5.4361 [2020-11-15 11:42:34,390][root][INFO] - ===> Epoch[223](5836/26): Loss 0.2495, Sem 0.2495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.864e-01 Score 92.082 Data time: 0.2210, Forward time: 2.2683, Backward time: 3.0713, DDP time: 0.0044, Total iter time: 5.5397 [2020-11-15 11:42:39,907][root][INFO] - ===> Epoch[223](5837/26): Loss 0.2567, Sem 0.2567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.863e-01 Score 91.779 Data time: 0.2041, Forward time: 2.2681, Backward time: 3.0711, DDP time: 0.0044, Total iter time: 5.4071 [2020-11-15 11:42:46,953][root][INFO] - ===> Epoch[223](5838/26): Loss 0.2201, Sem 0.2201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.863e-01 Score 93.145 Data time: 0.3855, Forward time: 2.2697, Backward time: 3.0709, DDP time: 0.0044, Total iter time: 6.9576 [2020-11-15 11:42:52,759][root][INFO] - ===> Epoch[223](5839/26): Loss 0.2464, Sem 0.2464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.863e-01 Score 92.066 Data time: 0.2695, Forward time: 2.2706, Backward time: 3.0701, DDP time: 0.0044, Total iter time: 5.6914 [2020-11-15 11:42:58,728][root][INFO] - ===> Epoch[223](5840/26): Loss 0.2234, Sem 0.2234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.862e-01 Score 93.014 Data time: 0.2323, Forward time: 2.2707, Backward time: 3.0703, DDP time: 0.0044, Total iter time: 5.8472 [2020-11-15 11:43:05,101][root][INFO] - ===> Epoch[223](5841/26): Loss 0.2906, Sem 0.2906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.862e-01 Score 90.858 Data time: 0.3321, Forward time: 2.2718, Backward time: 3.0698, DDP time: 0.0044, Total iter time: 6.2747 [2020-11-15 11:43:10,986][root][INFO] - ===> Epoch[223](5842/26): Loss 0.1990, Sem 0.1990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.862e-01 Score 93.562 Data time: 0.1672, Forward time: 2.2714, Backward time: 3.0704, DDP time: 0.0044, Total iter time: 5.7687 [2020-11-15 11:43:15,504][root][INFO] - ===> Epoch[223](5843/26): Loss 0.2573, Sem 0.2573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.861e-01 Score 92.228 Data time: 0.2005, Forward time: 2.2712, Backward time: 3.0691, DDP time: 0.0044, Total iter time: 4.4392 [2020-11-15 11:43:20,057][root][INFO] - ===> Epoch[223](5844/26): Loss 0.2183, Sem 0.2183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.861e-01 Score 92.972 Data time: 0.2392, Forward time: 2.2713, Backward time: 3.0677, DDP time: 0.0044, Total iter time: 4.4590 [2020-11-15 11:43:27,064][root][INFO] - ===> Epoch[223](5845/26): Loss 0.2587, Sem 0.2587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.861e-01 Score 91.568 Data time: 0.2062, Forward time: 2.2711, Backward time: 3.0693, DDP time: 0.0044, Total iter time: 6.9067 [2020-11-15 11:43:32,971][root][INFO] - ===> Epoch[223](5846/26): Loss 0.2657, Sem 0.2657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.860e-01 Score 91.718 Data time: 0.2067, Forward time: 2.2712, Backward time: 3.0694, DDP time: 0.0044, Total iter time: 5.8179 [2020-11-15 11:43:38,630][root][INFO] - ===> Epoch[223](5847/26): Loss 0.2951, Sem 0.2951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.860e-01 Score 90.702 Data time: 0.1983, Forward time: 2.2711, Backward time: 3.0694, DDP time: 0.0044, Total iter time: 5.5544 [2020-11-15 11:43:44,007][root][INFO] - ===> Epoch[223](5848/26): Loss 0.2327, Sem 0.2327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.859e-01 Score 92.434 Data time: 0.2357, Forward time: 2.2715, Backward time: 3.0687, DDP time: 0.0044, Total iter time: 5.2860 [2020-11-15 11:43:50,860][root][INFO] - ===> Epoch[223](5849/26): Loss 0.3346, Sem 0.3346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.859e-01 Score 90.070 Data time: 0.1598, Forward time: 2.2710, Backward time: 3.0705, DDP time: 0.0044, Total iter time: 6.7484 [2020-11-15 11:43:56,938][root][INFO] - ===> Epoch[223](5850/26): Loss 0.2194, Sem 0.2194, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.859e-01 Score 92.729 Data time: 0.1873, Forward time: 2.2705, Backward time: 3.0714, DDP time: 0.0044, Total iter time: 6.0050 [2020-11-15 11:44:02,208][root][INFO] - ===> Epoch[223](5851/26): Loss 0.2375, Sem 0.2375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.858e-01 Score 92.409 Data time: 0.2457, Forward time: 2.2710, Backward time: 3.0704, DDP time: 0.0044, Total iter time: 5.2029 [2020-11-15 11:44:08,512][root][INFO] - ===> Epoch[223](5852/26): Loss 0.2522, Sem 0.2522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.858e-01 Score 91.691 Data time: 0.2341, Forward time: 2.2716, Backward time: 3.0705, DDP time: 0.0044, Total iter time: 6.1995 [2020-11-15 11:44:13,292][root][INFO] - ===> Epoch[223](5853/26): Loss 0.2741, Sem 0.2741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.858e-01 Score 91.348 Data time: 0.2006, Forward time: 2.2714, Backward time: 3.0695, DDP time: 0.0044, Total iter time: 4.6716 [2020-11-15 11:44:19,772][root][INFO] - ===> Epoch[223](5854/26): Loss 0.2835, Sem 0.2835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.857e-01 Score 90.703 Data time: 0.2367, Forward time: 2.2718, Backward time: 3.0700, DDP time: 0.0044, Total iter time: 6.3809 [2020-11-15 11:44:24,726][root][INFO] - ===> Epoch[223](5855/26): Loss 0.2594, Sem 0.2594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.857e-01 Score 91.747 Data time: 0.1929, Forward time: 2.2717, Backward time: 3.0692, DDP time: 0.0044, Total iter time: 4.8472 [2020-11-15 11:44:30,318][root][INFO] - ===> Epoch[223](5856/26): Loss 0.2997, Sem 0.2997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.856e-01 Score 90.840 Data time: 0.1955, Forward time: 2.2715, Backward time: 3.0692, DDP time: 0.0044, Total iter time: 5.4871 [2020-11-15 11:44:36,277][root][INFO] - ===> Epoch[223](5857/26): Loss 0.2131, Sem 0.2131, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.856e-01 Score 93.259 Data time: 0.2039, Forward time: 2.2714, Backward time: 3.0696, DDP time: 0.0044, Total iter time: 5.8738 [2020-11-15 11:44:41,820][root][INFO] - ===> Epoch[223](5858/26): Loss 0.2379, Sem 0.2379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.856e-01 Score 92.438 Data time: 0.2184, Forward time: 2.2717, Backward time: 3.0692, DDP time: 0.0044, Total iter time: 5.4468 [2020-11-15 11:44:48,478][root][INFO] - ===> Epoch[224](5859/26): Loss 0.2495, Sem 0.2495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.855e-01 Score 91.953 Data time: 0.2242, Forward time: 2.2720, Backward time: 3.0698, DDP time: 0.0044, Total iter time: 6.4571 [2020-11-15 11:44:54,377][root][INFO] - ===> Epoch[224](5860/26): Loss 0.2130, Sem 0.2130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.855e-01 Score 92.847 Data time: 0.1912, Forward time: 2.2720, Backward time: 3.0700, DDP time: 0.0044, Total iter time: 5.7978 [2020-11-15 11:45:01,136][root][INFO] - ===> Epoch[224](5861/26): Loss 0.2776, Sem 0.2776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.855e-01 Score 91.350 Data time: 0.1324, Forward time: 2.2711, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 6.6605 [2020-11-15 11:45:07,583][root][INFO] - ===> Epoch[224](5862/26): Loss 0.2655, Sem 0.2655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.854e-01 Score 92.025 Data time: 0.1989, Forward time: 2.2710, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 6.3898 [2020-11-15 11:45:13,253][root][INFO] - ===> Epoch[224](5863/26): Loss 0.2378, Sem 0.2378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.854e-01 Score 92.149 Data time: 0.1888, Forward time: 2.2709, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.5778 [2020-11-15 11:45:18,837][root][INFO] - ===> Epoch[224](5864/26): Loss 0.2243, Sem 0.2243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.853e-01 Score 92.898 Data time: 0.1511, Forward time: 2.2701, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 5.4862 [2020-11-15 11:45:24,465][root][INFO] - ===> Epoch[224](5865/26): Loss 0.2217, Sem 0.2217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.853e-01 Score 92.876 Data time: 0.2043, Forward time: 2.2703, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.5720 [2020-11-15 11:45:30,201][root][INFO] - ===> Epoch[224](5866/26): Loss 0.2315, Sem 0.2315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.853e-01 Score 92.236 Data time: 0.0972, Forward time: 2.2690, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 5.6466 [2020-11-15 11:45:36,020][root][INFO] - ===> Epoch[224](5867/26): Loss 0.2613, Sem 0.2613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.852e-01 Score 91.602 Data time: 0.1884, Forward time: 2.2689, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.7650 [2020-11-15 11:45:41,909][root][INFO] - ===> Epoch[224](5868/26): Loss 0.2223, Sem 0.2223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.852e-01 Score 92.736 Data time: 0.2870, Forward time: 2.2698, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.8079 [2020-11-15 11:45:48,261][root][INFO] - ===> Epoch[224](5869/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.852e-01 Score 92.623 Data time: 0.2939, Forward time: 2.2710, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 6.2266 [2020-11-15 11:45:54,008][root][INFO] - ===> Epoch[224](5870/26): Loss 0.2643, Sem 0.2643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.851e-01 Score 91.835 Data time: 0.1868, Forward time: 2.2711, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.6275 [2020-11-15 11:45:59,150][root][INFO] - ===> Epoch[224](5871/26): Loss 0.2133, Sem 0.2133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.851e-01 Score 93.096 Data time: 0.2482, Forward time: 2.2716, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 5.0499 [2020-11-15 11:46:04,815][root][INFO] - ===> Epoch[224](5872/26): Loss 0.2602, Sem 0.2602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.850e-01 Score 91.398 Data time: 0.2898, Forward time: 2.2723, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 5.5770 [2020-11-15 11:46:10,389][root][INFO] - ===> Epoch[224](5873/26): Loss 0.2781, Sem 0.2781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.850e-01 Score 91.911 Data time: 0.2073, Forward time: 2.2724, Backward time: 3.0717, DDP time: 0.0044, Total iter time: 5.4593 [2020-11-15 11:46:14,826][root][INFO] - ===> Epoch[224](5874/26): Loss 0.2518, Sem 0.2518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.850e-01 Score 91.984 Data time: 0.2006, Forward time: 2.2723, Backward time: 3.0704, DDP time: 0.0044, Total iter time: 4.3470 [2020-11-15 11:46:20,633][root][INFO] - ===> Epoch[224](5875/26): Loss 0.2711, Sem 0.2711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.849e-01 Score 91.491 Data time: 0.1971, Forward time: 2.2723, Backward time: 3.0705, DDP time: 0.0044, Total iter time: 5.7036 [2020-11-15 11:46:26,772][root][INFO] - ===> Epoch[224](5876/26): Loss 0.2537, Sem 0.2537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.849e-01 Score 91.827 Data time: 0.1598, Forward time: 2.2717, Backward time: 3.0716, DDP time: 0.0044, Total iter time: 6.0474 [2020-11-15 11:46:32,978][root][INFO] - ===> Epoch[224](5877/26): Loss 0.2665, Sem 0.2665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.849e-01 Score 91.672 Data time: 0.2293, Forward time: 2.2716, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 6.1371 [2020-11-15 11:46:38,460][root][INFO] - ===> Epoch[224](5878/26): Loss 0.2415, Sem 0.2415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.848e-01 Score 92.150 Data time: 0.2008, Forward time: 2.2716, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 5.3927 [2020-11-15 11:46:43,159][root][INFO] - ===> Epoch[224](5879/26): Loss 0.2767, Sem 0.2767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.848e-01 Score 91.695 Data time: 0.1649, Forward time: 2.2713, Backward time: 3.0712, DDP time: 0.0044, Total iter time: 4.5906 [2020-11-15 11:46:49,703][root][INFO] - ===> Epoch[224](5880/26): Loss 0.2498, Sem 0.2498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.847e-01 Score 92.008 Data time: 0.1526, Forward time: 2.2705, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 6.4572 [2020-11-15 11:46:55,635][root][INFO] - ===> Epoch[224](5881/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.847e-01 Score 91.587 Data time: 0.2942, Forward time: 2.2710, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.8446 [2020-11-15 11:47:02,250][root][INFO] - ===> Epoch[224](5882/26): Loss 0.2698, Sem 0.2698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.847e-01 Score 91.683 Data time: 0.2906, Forward time: 2.2723, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 6.5074 [2020-11-15 11:47:09,165][root][INFO] - ===> Epoch[224](5883/26): Loss 0.2952, Sem 0.2952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.846e-01 Score 90.088 Data time: 0.1637, Forward time: 2.2719, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 6.8064 [2020-11-15 11:47:15,139][root][INFO] - ===> Epoch[224](5884/26): Loss 0.2258, Sem 0.2258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.846e-01 Score 92.835 Data time: 0.1784, Forward time: 2.2719, Backward time: 3.0742, DDP time: 0.0044, Total iter time: 5.8768 [2020-11-15 11:47:22,521][root][INFO] - ===> Epoch[225](5885/26): Loss 0.3245, Sem 0.3245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.846e-01 Score 89.698 Data time: 0.1182, Forward time: 2.2709, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 7.2667 [2020-11-15 11:47:28,864][root][INFO] - ===> Epoch[225](5886/26): Loss 0.2479, Sem 0.2479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.845e-01 Score 92.302 Data time: 0.1300, Forward time: 2.2699, Backward time: 3.0790, DDP time: 0.0044, Total iter time: 6.2799 [2020-11-15 11:47:33,520][root][INFO] - ===> Epoch[225](5887/26): Loss 0.2312, Sem 0.2312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.845e-01 Score 92.523 Data time: 0.1354, Forward time: 2.2690, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 4.6224 [2020-11-15 11:47:39,303][root][INFO] - ===> Epoch[225](5888/26): Loss 0.2205, Sem 0.2205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.844e-01 Score 93.369 Data time: 0.2945, Forward time: 2.2698, Backward time: 3.0780, DDP time: 0.0044, Total iter time: 5.7225 [2020-11-15 11:47:45,858][root][INFO] - ===> Epoch[225](5889/26): Loss 0.2344, Sem 0.2344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.844e-01 Score 92.816 Data time: 0.3517, Forward time: 2.2711, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 6.4427 [2020-11-15 11:47:51,367][root][INFO] - ===> Epoch[225](5890/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.844e-01 Score 93.841 Data time: 0.2552, Forward time: 2.2718, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.3729 [2020-11-15 11:47:57,176][root][INFO] - ===> Epoch[225](5891/26): Loss 0.2201, Sem 0.2201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.843e-01 Score 93.308 Data time: 0.2341, Forward time: 2.2722, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 5.6974 [2020-11-15 11:48:03,051][root][INFO] - ===> Epoch[225](5892/26): Loss 0.2238, Sem 0.2238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.843e-01 Score 92.721 Data time: 0.2318, Forward time: 2.2726, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 5.7535 [2020-11-15 11:48:08,914][root][INFO] - ===> Epoch[225](5893/26): Loss 0.2852, Sem 0.2852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.843e-01 Score 91.532 Data time: 0.2773, Forward time: 2.2735, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 5.7461 [2020-11-15 11:48:14,039][root][INFO] - ===> Epoch[225](5894/26): Loss 0.2552, Sem 0.2552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.842e-01 Score 92.031 Data time: 0.2444, Forward time: 2.2740, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 4.9935 [2020-11-15 11:48:18,481][root][INFO] - ===> Epoch[225](5895/26): Loss 0.2588, Sem 0.2588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.842e-01 Score 91.665 Data time: 0.1986, Forward time: 2.2738, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 4.3396 [2020-11-15 11:48:23,645][root][INFO] - ===> Epoch[225](5896/26): Loss 0.2694, Sem 0.2694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.841e-01 Score 91.413 Data time: 0.1637, Forward time: 2.2733, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.0677 [2020-11-15 11:48:29,290][root][INFO] - ===> Epoch[225](5897/26): Loss 0.2630, Sem 0.2630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.841e-01 Score 92.180 Data time: 0.2292, Forward time: 2.2735, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.5528 [2020-11-15 11:48:35,007][root][INFO] - ===> Epoch[225](5898/26): Loss 0.2961, Sem 0.2961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.841e-01 Score 90.667 Data time: 0.1320, Forward time: 2.2727, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.6111 [2020-11-15 11:48:39,919][root][INFO] - ===> Epoch[225](5899/26): Loss 0.3013, Sem 0.3013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.840e-01 Score 90.162 Data time: 0.1611, Forward time: 2.2721, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 4.8269 [2020-11-15 11:48:45,917][root][INFO] - ===> Epoch[225](5900/26): Loss 0.2447, Sem 0.2447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.840e-01 Score 91.023 Data time: 0.1610, Forward time: 2.2714, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 5.9105 [2020-11-15 11:48:52,231][root][INFO] - ===> Epoch[225](5901/26): Loss 0.2745, Sem 0.2745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.840e-01 Score 90.966 Data time: 0.1599, Forward time: 2.2710, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 6.2306 [2020-11-15 11:48:57,908][root][INFO] - ===> Epoch[225](5902/26): Loss 0.2865, Sem 0.2865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.839e-01 Score 90.965 Data time: 0.2450, Forward time: 2.2710, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 5.5794 [2020-11-15 11:49:02,800][root][INFO] - ===> Epoch[225](5903/26): Loss 0.3153, Sem 0.3153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.839e-01 Score 89.895 Data time: 0.2196, Forward time: 2.2711, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 4.7825 [2020-11-15 11:49:08,187][root][INFO] - ===> Epoch[225](5904/26): Loss 0.2905, Sem 0.2905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.839e-01 Score 90.883 Data time: 0.2158, Forward time: 2.2712, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.2817 [2020-11-15 11:49:13,556][root][INFO] - ===> Epoch[225](5905/26): Loss 0.2922, Sem 0.2922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.838e-01 Score 91.190 Data time: 0.1649, Forward time: 2.2708, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 5.2620 [2020-11-15 11:49:18,810][root][INFO] - ===> Epoch[225](5906/26): Loss 0.2846, Sem 0.2846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.838e-01 Score 91.539 Data time: 0.2389, Forward time: 2.2712, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.1782 [2020-11-15 11:49:24,005][root][INFO] - ===> Epoch[225](5907/26): Loss 0.2612, Sem 0.2612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.837e-01 Score 91.703 Data time: 0.1938, Forward time: 2.2712, Backward time: 3.0718, DDP time: 0.0044, Total iter time: 5.0678 [2020-11-15 11:49:31,087][root][INFO] - ===> Epoch[225](5908/26): Loss 0.3104, Sem 0.3104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.837e-01 Score 90.208 Data time: 0.2047, Forward time: 2.2712, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 6.9727 [2020-11-15 11:49:37,826][root][INFO] - ===> Epoch[225](5909/26): Loss 0.2868, Sem 0.2868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.837e-01 Score 90.955 Data time: 0.1755, Forward time: 2.2710, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 6.6325 [2020-11-15 11:49:43,655][root][INFO] - ===> Epoch[225](5910/26): Loss 0.2585, Sem 0.2585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.836e-01 Score 92.395 Data time: 0.1507, Forward time: 2.2704, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.7285 [2020-11-15 11:49:49,527][root][INFO] - ===> Epoch[226](5911/26): Loss 0.2313, Sem 0.2313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.836e-01 Score 92.732 Data time: 0.2010, Forward time: 2.2704, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.8008 [2020-11-15 11:49:56,004][root][INFO] - ===> Epoch[226](5912/26): Loss 0.2899, Sem 0.2899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.836e-01 Score 90.988 Data time: 0.1965, Forward time: 2.2699, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 6.3754 [2020-11-15 11:50:01,312][root][INFO] - ===> Epoch[226](5913/26): Loss 0.2648, Sem 0.2648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.835e-01 Score 91.835 Data time: 0.2364, Forward time: 2.2703, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.2101 [2020-11-15 11:50:07,275][root][INFO] - ===> Epoch[226](5914/26): Loss 0.2514, Sem 0.2514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.835e-01 Score 91.701 Data time: 0.2351, Forward time: 2.2707, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.8663 [2020-11-15 11:50:12,960][root][INFO] - ===> Epoch[226](5915/26): Loss 0.2703, Sem 0.2703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.834e-01 Score 91.774 Data time: 0.2261, Forward time: 2.2711, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.5820 [2020-11-15 11:50:19,347][root][INFO] - ===> Epoch[226](5916/26): Loss 0.2740, Sem 0.2740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.834e-01 Score 91.425 Data time: 0.2261, Forward time: 2.2713, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 6.2985 [2020-11-15 11:50:25,965][root][INFO] - ===> Epoch[226](5917/26): Loss 0.2756, Sem 0.2756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.834e-01 Score 91.877 Data time: 0.1801, Forward time: 2.2711, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 6.5314 [2020-11-15 11:50:32,642][root][INFO] - ===> Epoch[226](5918/26): Loss 0.2687, Sem 0.2687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.833e-01 Score 91.724 Data time: 0.2213, Forward time: 2.2713, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 6.5947 [2020-11-15 11:50:39,042][root][INFO] - ===> Epoch[226](5919/26): Loss 0.2701, Sem 0.2701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.833e-01 Score 91.490 Data time: 0.2349, Forward time: 2.2717, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 6.2864 [2020-11-15 11:50:44,000][root][INFO] - ===> Epoch[226](5920/26): Loss 0.2534, Sem 0.2534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.833e-01 Score 91.590 Data time: 0.2124, Forward time: 2.2720, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 4.8480 [2020-11-15 11:50:50,519][root][INFO] - ===> Epoch[226](5921/26): Loss 0.2865, Sem 0.2865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.832e-01 Score 91.026 Data time: 0.1677, Forward time: 2.2714, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 6.4245 [2020-11-15 11:50:56,549][root][INFO] - ===> Epoch[226](5922/26): Loss 0.2654, Sem 0.2654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.832e-01 Score 91.986 Data time: 0.3327, Forward time: 2.2723, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 5.9582 [2020-11-15 11:51:03,143][root][INFO] - ===> Epoch[226](5923/26): Loss 0.2706, Sem 0.2706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.831e-01 Score 91.514 Data time: 0.1853, Forward time: 2.2724, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 6.4909 [2020-11-15 11:51:08,166][root][INFO] - ===> Epoch[226](5924/26): Loss 0.2660, Sem 0.2660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.831e-01 Score 91.367 Data time: 0.1388, Forward time: 2.2716, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 4.9249 [2020-11-15 11:51:14,027][root][INFO] - ===> Epoch[226](5925/26): Loss 0.2317, Sem 0.2317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.831e-01 Score 92.196 Data time: 0.2265, Forward time: 2.2719, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.7929 [2020-11-15 11:51:19,880][root][INFO] - ===> Epoch[226](5926/26): Loss 0.2687, Sem 0.2687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.830e-01 Score 91.845 Data time: 0.2441, Forward time: 2.2723, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 5.7424 [2020-11-15 11:51:24,849][root][INFO] - ===> Epoch[226](5927/26): Loss 0.2335, Sem 0.2335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.830e-01 Score 92.620 Data time: 0.1744, Forward time: 2.2720, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 4.8758 [2020-11-15 11:51:30,770][root][INFO] - ===> Epoch[226](5928/26): Loss 0.3088, Sem 0.3088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.830e-01 Score 90.485 Data time: 0.1823, Forward time: 2.2717, Backward time: 3.0782, DDP time: 0.0044, Total iter time: 5.8422 [2020-11-15 11:51:36,628][root][INFO] - ===> Epoch[226](5929/26): Loss 0.2794, Sem 0.2794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.829e-01 Score 91.761 Data time: 0.1414, Forward time: 2.2711, Backward time: 3.0789, DDP time: 0.0044, Total iter time: 5.7537 [2020-11-15 11:51:43,170][root][INFO] - ===> Epoch[226](5930/26): Loss 0.2551, Sem 0.2551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.829e-01 Score 91.911 Data time: 0.1669, Forward time: 2.2705, Backward time: 3.0804, DDP time: 0.0044, Total iter time: 6.4743 [2020-11-15 11:51:47,707][root][INFO] - ===> Epoch[226](5931/26): Loss 0.2582, Sem 0.2582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.828e-01 Score 91.855 Data time: 0.2065, Forward time: 2.2706, Backward time: 3.0791, DDP time: 0.0044, Total iter time: 4.4671 [2020-11-15 11:51:53,288][root][INFO] - ===> Epoch[226](5932/26): Loss 0.2463, Sem 0.2463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.828e-01 Score 92.778 Data time: 0.1168, Forward time: 2.2697, Backward time: 3.0800, DDP time: 0.0044, Total iter time: 5.4865 [2020-11-15 11:51:58,321][root][INFO] - ===> Epoch[226](5933/26): Loss 0.2431, Sem 0.2431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.828e-01 Score 92.310 Data time: 0.2007, Forward time: 2.2696, Backward time: 3.0794, DDP time: 0.0044, Total iter time: 4.9709 [2020-11-15 11:52:03,026][root][INFO] - ===> Epoch[226](5934/26): Loss 0.2701, Sem 0.2701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.827e-01 Score 91.105 Data time: 0.2091, Forward time: 2.2696, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 4.5861 [2020-11-15 11:52:08,021][root][INFO] - ===> Epoch[226](5935/26): Loss 0.2343, Sem 0.2343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.827e-01 Score 92.763 Data time: 0.2250, Forward time: 2.2700, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 4.8779 [2020-11-15 11:52:13,740][root][INFO] - ===> Epoch[226](5936/26): Loss 0.2851, Sem 0.2851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.827e-01 Score 91.078 Data time: 0.2274, Forward time: 2.2703, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.6062 [2020-11-15 11:52:18,796][root][INFO] - ===> Epoch[227](5937/26): Loss 0.2603, Sem 0.2603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.826e-01 Score 91.740 Data time: 0.1921, Forward time: 2.2698, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 4.9129 [2020-11-15 11:52:23,879][root][INFO] - ===> Epoch[227](5938/26): Loss 0.2664, Sem 0.2664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.826e-01 Score 91.866 Data time: 0.2201, Forward time: 2.2699, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.0035 [2020-11-15 11:52:28,954][root][INFO] - ===> Epoch[227](5939/26): Loss 0.2591, Sem 0.2591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.825e-01 Score 92.223 Data time: 0.2224, Forward time: 2.2701, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 4.9697 [2020-11-15 11:52:34,371][root][INFO] - ===> Epoch[227](5940/26): Loss 0.2203, Sem 0.2203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.825e-01 Score 93.004 Data time: 0.1619, Forward time: 2.2695, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.3093 [2020-11-15 11:52:40,232][root][INFO] - ===> Epoch[227](5941/26): Loss 0.2443, Sem 0.2443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.825e-01 Score 92.566 Data time: 0.1884, Forward time: 2.2693, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 5.7852 [2020-11-15 11:52:45,652][root][INFO] - ===> Epoch[227](5942/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.824e-01 Score 91.360 Data time: 0.2119, Forward time: 2.2695, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 5.3336 [2020-11-15 11:52:51,154][root][INFO] - ===> Epoch[227](5943/26): Loss 0.2865, Sem 0.2865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.824e-01 Score 90.945 Data time: 0.2075, Forward time: 2.2696, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 5.4080 [2020-11-15 11:52:56,453][root][INFO] - ===> Epoch[227](5944/26): Loss 0.2864, Sem 0.2864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.824e-01 Score 91.272 Data time: 0.2445, Forward time: 2.2701, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 5.2067 [2020-11-15 11:53:01,376][root][INFO] - ===> Epoch[227](5945/26): Loss 0.2562, Sem 0.2562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.823e-01 Score 91.748 Data time: 0.1633, Forward time: 2.2697, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 4.8063 [2020-11-15 11:53:08,062][root][INFO] - ===> Epoch[227](5946/26): Loss 0.2298, Sem 0.2298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.823e-01 Score 92.503 Data time: 0.2926, Forward time: 2.2705, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 6.5923 [2020-11-15 11:53:13,764][root][INFO] - ===> Epoch[227](5947/26): Loss 0.2499, Sem 0.2499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.822e-01 Score 92.344 Data time: 0.2551, Forward time: 2.2712, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.5826 [2020-11-15 11:53:19,798][root][INFO] - ===> Epoch[227](5948/26): Loss 0.2855, Sem 0.2855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.822e-01 Score 91.525 Data time: 0.2291, Forward time: 2.2718, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.9290 [2020-11-15 11:53:26,363][root][INFO] - ===> Epoch[227](5949/26): Loss 0.2590, Sem 0.2590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.822e-01 Score 91.589 Data time: 0.1808, Forward time: 2.2716, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 6.4483 [2020-11-15 11:53:31,923][root][INFO] - ===> Epoch[227](5950/26): Loss 0.2549, Sem 0.2549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.821e-01 Score 91.797 Data time: 0.1801, Forward time: 2.2714, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 5.4518 [2020-11-15 11:53:36,935][root][INFO] - ===> Epoch[227](5951/26): Loss 0.2987, Sem 0.2987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.821e-01 Score 90.714 Data time: 0.1744, Forward time: 2.2710, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 4.9159 [2020-11-15 11:53:42,070][root][INFO] - ===> Epoch[227](5952/26): Loss 0.2431, Sem 0.2431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.821e-01 Score 92.263 Data time: 0.2404, Forward time: 2.2714, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.0594 [2020-11-15 11:53:48,224][root][INFO] - ===> Epoch[227](5953/26): Loss 0.2464, Sem 0.2464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.820e-01 Score 92.081 Data time: 0.1734, Forward time: 2.2711, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 6.0521 [2020-11-15 11:53:52,846][root][INFO] - ===> Epoch[227](5954/26): Loss 0.2635, Sem 0.2635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.820e-01 Score 92.056 Data time: 0.1944, Forward time: 2.2709, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 4.5113 [2020-11-15 11:53:58,717][root][INFO] - ===> Epoch[227](5955/26): Loss 0.2620, Sem 0.2620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.819e-01 Score 91.731 Data time: 0.2252, Forward time: 2.2710, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.7786 [2020-11-15 11:54:03,938][root][INFO] - ===> Epoch[227](5956/26): Loss 0.2233, Sem 0.2233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.819e-01 Score 93.019 Data time: 0.2781, Forward time: 2.2714, Backward time: 3.0712, DDP time: 0.0044, Total iter time: 5.1057 [2020-11-15 11:54:09,141][root][INFO] - ===> Epoch[227](5957/26): Loss 0.1987, Sem 0.1987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.819e-01 Score 93.675 Data time: 0.1500, Forward time: 2.2709, Backward time: 3.0712, DDP time: 0.0044, Total iter time: 5.0983 [2020-11-15 11:54:14,337][root][INFO] - ===> Epoch[227](5958/26): Loss 0.2852, Sem 0.2852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.818e-01 Score 91.005 Data time: 0.2037, Forward time: 2.2707, Backward time: 3.0708, DDP time: 0.0044, Total iter time: 5.1032 [2020-11-15 11:54:20,384][root][INFO] - ===> Epoch[227](5959/26): Loss 0.2544, Sem 0.2544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.818e-01 Score 91.743 Data time: 0.2874, Forward time: 2.2714, Backward time: 3.0704, DDP time: 0.0044, Total iter time: 5.9526 [2020-11-15 11:54:25,727][root][INFO] - ===> Epoch[227](5960/26): Loss 0.2403, Sem 0.2403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.818e-01 Score 92.082 Data time: 0.1857, Forward time: 2.2711, Backward time: 3.0703, DDP time: 0.0044, Total iter time: 5.2239 [2020-11-15 11:54:32,373][root][INFO] - ===> Epoch[227](5961/26): Loss 0.2693, Sem 0.2693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.817e-01 Score 92.024 Data time: 0.2420, Forward time: 2.2717, Backward time: 3.0707, DDP time: 0.0044, Total iter time: 6.5530 [2020-11-15 11:54:38,440][root][INFO] - ===> Epoch[227](5962/26): Loss 0.2729, Sem 0.2729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.817e-01 Score 91.915 Data time: 0.2210, Forward time: 2.2715, Backward time: 3.0711, DDP time: 0.0044, Total iter time: 5.9356 [2020-11-15 11:54:44,284][root][INFO] - ===> Epoch[228](5963/26): Loss 0.2297, Sem 0.2297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.817e-01 Score 92.748 Data time: 0.2085, Forward time: 2.2715, Backward time: 3.0712, DDP time: 0.0044, Total iter time: 5.7552 [2020-11-15 11:54:49,971][root][INFO] - ===> Epoch[228](5964/26): Loss 0.2410, Sem 0.2410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.816e-01 Score 92.110 Data time: 0.2542, Forward time: 2.2720, Backward time: 3.0707, DDP time: 0.0044, Total iter time: 5.5982 [2020-11-15 11:54:56,081][root][INFO] - ===> Epoch[228](5965/26): Loss 0.2714, Sem 0.2714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.816e-01 Score 91.791 Data time: 0.2824, Forward time: 2.2729, Backward time: 3.0701, DDP time: 0.0044, Total iter time: 6.0009 [2020-11-15 11:55:01,868][root][INFO] - ===> Epoch[228](5966/26): Loss 0.2431, Sem 0.2431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.815e-01 Score 92.238 Data time: 0.1920, Forward time: 2.2730, Backward time: 3.0701, DDP time: 0.0044, Total iter time: 5.6644 [2020-11-15 11:55:06,964][root][INFO] - ===> Epoch[228](5967/26): Loss 0.2583, Sem 0.2583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.815e-01 Score 91.768 Data time: 0.1588, Forward time: 2.2724, Backward time: 3.0701, DDP time: 0.0044, Total iter time: 4.9959 [2020-11-15 11:55:11,910][root][INFO] - ===> Epoch[228](5968/26): Loss 0.2325, Sem 0.2325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.815e-01 Score 92.730 Data time: 0.2376, Forward time: 2.2723, Backward time: 3.0693, DDP time: 0.0044, Total iter time: 4.8674 [2020-11-15 11:55:16,733][root][INFO] - ===> Epoch[228](5969/26): Loss 0.2528, Sem 0.2528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.814e-01 Score 92.118 Data time: 0.1678, Forward time: 2.2719, Backward time: 3.0687, DDP time: 0.0044, Total iter time: 4.7209 [2020-11-15 11:55:21,596][root][INFO] - ===> Epoch[228](5970/26): Loss 0.2370, Sem 0.2370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.814e-01 Score 92.831 Data time: 0.1795, Forward time: 2.2717, Backward time: 3.0681, DDP time: 0.0044, Total iter time: 4.7772 [2020-11-15 11:55:28,237][root][INFO] - ===> Epoch[228](5971/26): Loss 0.2867, Sem 0.2867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.814e-01 Score 91.130 Data time: 0.1751, Forward time: 2.2714, Backward time: 3.0694, DDP time: 0.0044, Total iter time: 6.5314 [2020-11-15 11:55:34,440][root][INFO] - ===> Epoch[228](5972/26): Loss 0.2313, Sem 0.2313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.813e-01 Score 92.771 Data time: 0.2047, Forward time: 2.2714, Backward time: 3.0699, DDP time: 0.0044, Total iter time: 6.1220 [2020-11-15 11:55:40,944][root][INFO] - ===> Epoch[228](5973/26): Loss 0.2241, Sem 0.2241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.813e-01 Score 92.489 Data time: 0.1843, Forward time: 2.2713, Backward time: 3.0708, DDP time: 0.0044, Total iter time: 6.4028 [2020-11-15 11:55:47,412][root][INFO] - ===> Epoch[228](5974/26): Loss 0.2310, Sem 0.2310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.812e-01 Score 92.652 Data time: 0.1398, Forward time: 2.2704, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 6.3821 [2020-11-15 11:55:53,858][root][INFO] - ===> Epoch[228](5975/26): Loss 0.2616, Sem 0.2616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.812e-01 Score 91.660 Data time: 0.1943, Forward time: 2.2702, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 6.3837 [2020-11-15 11:55:59,182][root][INFO] - ===> Epoch[228](5976/26): Loss 0.2204, Sem 0.2204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.812e-01 Score 93.131 Data time: 0.1578, Forward time: 2.2698, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 5.2294 [2020-11-15 11:56:05,492][root][INFO] - ===> Epoch[228](5977/26): Loss 0.2462, Sem 0.2462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.811e-01 Score 91.483 Data time: 0.1630, Forward time: 2.2694, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 6.2300 [2020-11-15 11:56:11,096][root][INFO] - ===> Epoch[228](5978/26): Loss 0.2586, Sem 0.2586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.811e-01 Score 91.579 Data time: 0.2404, Forward time: 2.2694, Backward time: 3.0742, DDP time: 0.0044, Total iter time: 5.5207 [2020-11-15 11:56:17,181][root][INFO] - ===> Epoch[228](5979/26): Loss 0.2552, Sem 0.2552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.811e-01 Score 91.714 Data time: 0.1746, Forward time: 2.2692, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 5.9999 [2020-11-15 11:56:22,295][root][INFO] - ===> Epoch[228](5980/26): Loss 0.2216, Sem 0.2216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.810e-01 Score 92.850 Data time: 0.1670, Forward time: 2.2687, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 5.0328 [2020-11-15 11:56:27,827][root][INFO] - ===> Epoch[228](5981/26): Loss 0.2505, Sem 0.2505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.810e-01 Score 92.108 Data time: 0.1927, Forward time: 2.2685, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 5.4553 [2020-11-15 11:56:33,330][root][INFO] - ===> Epoch[228](5982/26): Loss 0.2642, Sem 0.2642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.809e-01 Score 91.825 Data time: 0.2049, Forward time: 2.2687, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.4231 [2020-11-15 11:56:40,294][root][INFO] - ===> Epoch[228](5983/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.809e-01 Score 93.578 Data time: 0.1929, Forward time: 2.2685, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 6.8611 [2020-11-15 11:56:45,420][root][INFO] - ===> Epoch[228](5984/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.809e-01 Score 93.171 Data time: 0.2057, Forward time: 2.2686, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 5.0224 [2020-11-15 11:56:51,717][root][INFO] - ===> Epoch[228](5985/26): Loss 0.2058, Sem 0.2058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.808e-01 Score 93.218 Data time: 0.1533, Forward time: 2.2680, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 6.2057 [2020-11-15 11:56:57,694][root][INFO] - ===> Epoch[228](5986/26): Loss 0.2467, Sem 0.2467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.808e-01 Score 91.924 Data time: 0.3092, Forward time: 2.2688, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.9121 [2020-11-15 11:57:04,185][root][INFO] - ===> Epoch[228](5987/26): Loss 0.2701, Sem 0.2701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.808e-01 Score 91.395 Data time: 0.2128, Forward time: 2.2687, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 6.3449 [2020-11-15 11:57:09,699][root][INFO] - ===> Epoch[228](5988/26): Loss 0.2067, Sem 0.2067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.807e-01 Score 93.390 Data time: 0.2538, Forward time: 2.2693, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.4116 [2020-11-15 11:57:16,340][root][INFO] - ===> Epoch[229](5989/26): Loss 0.2159, Sem 0.2159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.807e-01 Score 92.903 Data time: 0.1267, Forward time: 2.2687, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 6.5384 [2020-11-15 11:57:22,688][root][INFO] - ===> Epoch[229](5990/26): Loss 0.2393, Sem 0.2393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.806e-01 Score 92.844 Data time: 0.1501, Forward time: 2.2680, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 6.2648 [2020-11-15 11:57:29,707][root][INFO] - ===> Epoch[229](5991/26): Loss 0.2587, Sem 0.2587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.806e-01 Score 91.855 Data time: 0.2090, Forward time: 2.2681, Backward time: 3.0797, DDP time: 0.0044, Total iter time: 6.9575 [2020-11-15 11:57:34,576][root][INFO] - ===> Epoch[229](5992/26): Loss 0.2179, Sem 0.2179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.806e-01 Score 93.166 Data time: 0.2289, Forward time: 2.2682, Backward time: 3.0787, DDP time: 0.0044, Total iter time: 4.7421 [2020-11-15 11:57:39,525][root][INFO] - ===> Epoch[229](5993/26): Loss 0.2054, Sem 0.2054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.805e-01 Score 93.474 Data time: 0.1489, Forward time: 2.2677, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 4.8247 [2020-11-15 11:57:44,984][root][INFO] - ===> Epoch[229](5994/26): Loss 0.2362, Sem 0.2362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.805e-01 Score 92.478 Data time: 0.1614, Forward time: 2.2671, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.3905 [2020-11-15 11:57:49,908][root][INFO] - ===> Epoch[229](5995/26): Loss 0.3039, Sem 0.3039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.805e-01 Score 90.762 Data time: 0.1535, Forward time: 2.2666, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 4.8243 [2020-11-15 11:57:54,475][root][INFO] - ===> Epoch[229](5996/26): Loss 0.2337, Sem 0.2337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.804e-01 Score 92.867 Data time: 0.2014, Forward time: 2.2664, Backward time: 3.0775, DDP time: 0.0044, Total iter time: 4.4935 [2020-11-15 11:57:59,975][root][INFO] - ===> Epoch[229](5997/26): Loss 0.2618, Sem 0.2618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.804e-01 Score 92.018 Data time: 0.2884, Forward time: 2.2670, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.4054 [2020-11-15 11:58:04,814][root][INFO] - ===> Epoch[229](5998/26): Loss 0.2253, Sem 0.2253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.803e-01 Score 93.000 Data time: 0.2086, Forward time: 2.2671, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 4.7047 [2020-11-15 11:58:10,161][root][INFO] - ===> Epoch[229](5999/26): Loss 0.2395, Sem 0.2395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.803e-01 Score 91.736 Data time: 0.2094, Forward time: 2.2670, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.2476 [2020-11-15 11:58:15,557][root][INFO] - ===> Epoch[229](6000/26): Loss 0.3113, Sem 0.3113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.803e-01 Score 90.048 Data time: 0.1302, Forward time: 2.2663, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.3008 [2020-11-15 11:58:16,264][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-15 11:58:16,427][root][INFO] - ===> Start testing [2020-11-15 11:59:32,107][root][INFO] - 101/312: Data time: 0.0051, Iter time: 0.4806 Loss 0.243 (AVG: 0.580) Score 91.391 (AVG: 85.633) mIOU 63.155 mAP 73.950 mAcc 73.378 IOU: 80.401 95.922 57.372 70.948 86.455 81.674 66.290 40.929 41.258 65.641 29.486 60.402 55.418 59.176 45.625 53.458 89.461 59.807 83.870 39.517 mAP: 83.531 97.569 66.203 73.032 89.196 81.203 71.527 64.002 59.117 72.858 57.308 62.602 62.627 75.689 53.876 92.083 90.648 81.924 87.052 56.954 mAcc: 95.275 98.480 68.268 82.258 90.389 94.130 83.180 45.855 53.496 82.728 31.213 78.350 67.944 71.098 66.266 69.413 91.374 65.237 85.313 47.292 [2020-11-15 12:00:52,265][root][INFO] - 201/312: Data time: 0.0037, Iter time: 0.4054 Loss 0.566 (AVG: 0.558) Score 84.695 (AVG: 86.239) mIOU 64.223 mAP 73.067 mAcc 73.830 IOU: 80.362 95.773 56.293 69.559 87.114 80.872 64.993 47.433 47.578 73.637 25.799 54.668 53.320 68.503 42.669 54.030 90.992 60.487 84.059 46.323 mAP: 81.991 97.195 63.465 74.655 89.847 81.699 68.250 67.684 58.175 67.146 51.958 60.814 61.615 80.243 56.189 90.687 92.937 79.010 81.676 56.106 mAcc: 95.245 98.409 69.276 82.643 90.951 92.455 80.271 52.776 58.877 87.059 26.752 71.162 70.213 78.698 59.599 64.975 92.666 65.838 86.650 52.087 [2020-11-15 12:02:08,602][root][INFO] - 301/312: Data time: 0.0070, Iter time: 0.2910 Loss 0.496 (AVG: 0.545) Score 84.001 (AVG: 86.541) mIOU 64.503 mAP 73.050 mAcc 74.197 IOU: 81.108 95.851 57.663 70.165 87.001 79.019 65.979 48.294 46.000 74.913 24.155 57.310 54.586 67.217 41.166 55.366 91.995 62.433 83.880 45.969 mAP: 82.415 97.242 63.727 76.196 90.362 78.653 69.048 67.045 57.325 66.643 50.292 61.332 60.904 81.246 54.155 88.613 94.072 82.110 82.644 56.974 mAcc: 95.486 98.442 71.538 84.039 90.887 91.063 82.555 53.105 56.526 88.636 26.401 74.059 69.921 78.279 54.369 66.807 93.675 70.385 86.336 51.437 [2020-11-15 12:02:16,790][root][INFO] - 312/312: Data time: 0.0018, Iter time: 0.1688 Loss 0.393 (AVG: 0.543) Score 88.291 (AVG: 86.540) mIOU 64.380 mAP 72.960 mAcc 74.056 IOU: 81.002 95.853 57.475 69.228 87.077 79.234 66.457 48.593 46.146 75.739 24.246 56.966 54.689 67.080 40.317 53.685 92.098 62.512 83.517 45.681 mAP: 82.083 97.222 64.193 74.823 90.358 78.939 69.518 67.423 57.378 66.721 50.033 61.332 61.511 81.760 53.376 88.513 94.273 82.429 80.609 56.699 mAcc: 95.519 98.450 70.953 83.024 90.893 91.333 82.947 53.467 56.556 89.100 26.486 74.059 70.293 78.131 53.915 64.059 93.855 70.747 86.099 51.226 [2020-11-15 12:02:16,791][root][INFO] - Finished test. Elapsed time: 240.3622 [2020-11-15 12:02:16,898][root][INFO] - Current best mIoU: 65.062 at iter 3500 [2020-11-15 12:02:20,838][root][INFO] - ===> Epoch[229](6001/26): Loss 0.2703, Sem 0.2703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.802e-01 Score 91.612 Data time: 0.1534, Forward time: 2.2658, Backward time: 3.0746, DDP time: 0.0045, Total iter time: 3.9329 [2020-11-15 12:02:28,191][root][INFO] - ===> Epoch[229](6002/26): Loss 0.2496, Sem 0.2496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.802e-01 Score 92.047 Data time: 0.2136, Forward time: 2.2660, Backward time: 3.0760, DDP time: 0.0045, Total iter time: 7.2615 [2020-11-15 12:02:31,088][submitit][WARNING] - Caught signal 10 on learnfair1758: this job is timed-out. [2020-11-15 12:02:31,089][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=7). [2020-11-15 12:02:31,305][submitit][WARNING] - Caught signal 10 on learnfair1758: this job is timed-out. [2020-11-15 12:02:31,307][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=5). [2020-11-15 12:02:34,226][submitit][WARNING] - Caught signal 10 on learnfair1758: this job is timed-out. [2020-11-15 12:02:34,228][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=4). [2020-11-15 12:02:34,260][submitit][WARNING] - Caught signal 10 on learnfair1758: this job is timed-out. [2020-11-15 12:02:34,265][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=3). [2020-11-15 12:02:34,263][submitit][WARNING] - Caught signal 10 on learnfair1758: this job is timed-out. [2020-11-15 12:02:34,268][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=2). [2020-11-15 12:02:34,265][submitit][WARNING] - Caught signal 10 on learnfair1758: this job is timed-out. [2020-11-15 12:02:34,270][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=1). [2020-11-15 12:02:34,268][submitit][WARNING] - Caught signal 10 on learnfair1758: this job is timed-out. [2020-11-15 12:02:34,273][submitit][INFO] - Calling checkpoint method. [2020-11-15 12:02:34,280][submitit][WARNING] - Caught signal 10 on learnfair1758: this job is timed-out. [2020-11-15 12:02:34,285][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=6). [2020-11-15 12:02:34,333][submitit][INFO] - Job not requeued because: timed-out too many times. [2020-11-15 12:02:34,357][submitit][ERROR] - Submitted job triggered an exception [2020-11-16 01:05:04,683][root][INFO] - ===> Loading exsiting config file [2020-11-16 01:05:04,684][root][INFO] - ===> Loading exsiting config file [2020-11-16 01:05:04,684][root][INFO] - ===> Loading exsiting config file [2020-11-16 01:05:04,688][root][INFO] - ===> Loading exsiting config file [2020-11-16 01:05:04,691][root][INFO] - ===> Loading exsiting config file [2020-11-16 01:05:04,692][root][INFO] - ===> Loading exsiting config file [2020-11-16 01:05:04,693][root][INFO] - ===> Loading exsiting config file [2020-11-16 01:05:04,694][root][INFO] - ===> Loading exsiting config file [2020-11-16 01:05:04,721][root][INFO] - ===> Loaded exsiting config file [2020-11-16 01:05:04,721][root][INFO] - ===> Loaded exsiting config file [2020-11-16 01:05:04,721][root][INFO] - ===> Loaded exsiting config file [2020-11-16 01:05:04,722][root][INFO] - ===> Loaded exsiting config file [2020-11-16 01:05:04,725][root][INFO] - ===> Loaded exsiting config file [2020-11-16 01:05:04,726][root][INFO] - ===> Loaded exsiting config file [2020-11-16 01:05:04,727][root][INFO] - ===> Loaded exsiting config file [2020-11-16 01:05:04,729][root][INFO] - ===> Loaded exsiting config file [2020-11-16 01:05:13,938][root][INFO] - ===> Configurations [2020-11-16 01:05:13,955][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_100k/1/weights/checkpoint_10000.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: 0.8 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: 20000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: null voxel_size: 0.05 data_dir: data sampled_inds: 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://learnfair1815:10100 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 save_groundtruth: false save_gt_dir: outputs/gt 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/scannet_sem load_bn: all_bn resume_config: null instance: false swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-16 01:05:13,956][root][INFO] - ===> Initializing dataloader [2020-11-16 01:05:13,959][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-16 01:05:13,962][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-16 01:05:13,962][root][INFO] - ===> Building model [2020-11-16 01:05:14,258][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37846644 [2020-11-16 01:05:14,260][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() ) [2020-11-16 01:05:14,263][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_100k/1/weights/checkpoint_10000.pth [2020-11-16 01:05:15,102][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, 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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 [2020-11-16 01:05:15,306][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-16 01:05:15,306][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-16 01:05:15,898][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 229) [2020-11-16 01:05:27,612][root][INFO] - ===> Epoch[229](6001/26): Loss 0.2480, Sem 0.2480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.802e-01 Score 92.473 Data time: 4.5783, Forward time: 4.0725, Backward time: 2.9946, DDP time: 0.0015, Total iter time: 11.6570 [2020-11-16 01:05:33,365][root][INFO] - ===> Epoch[229](6002/26): Loss 0.2845, Sem 0.2845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.802e-01 Score 91.158 Data time: 0.1523, Forward time: 3.0486, Backward time: 3.1199, DDP time: 0.0026, Total iter time: 5.5230 [2020-11-16 01:05:39,538][root][INFO] - ===> Epoch[229](6003/26): Loss 0.2794, Sem 0.2794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.802e-01 Score 90.916 Data time: 0.1885, Forward time: 2.7249, Backward time: 3.2501, DDP time: 0.0030, Total iter time: 5.8817 [2020-11-16 01:05:45,081][root][INFO] - ===> Epoch[229](6004/26): Loss 0.2741, Sem 0.2741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.801e-01 Score 91.510 Data time: 0.2302, Forward time: 2.7308, Backward time: 2.9997, DDP time: 0.0031, Total iter time: 5.3432 [2020-11-16 01:05:51,039][root][INFO] - ===> Epoch[229](6005/26): Loss 0.2169, Sem 0.2169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.801e-01 Score 93.117 Data time: 0.2682, Forward time: 2.8012, Backward time: 2.8713, DDP time: 0.0027, Total iter time: 5.7200 [2020-11-16 01:05:56,145][root][INFO] - ===> Epoch[229](6006/26): Loss 0.2443, Sem 0.2443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.800e-01 Score 92.313 Data time: 0.2227, Forward time: 2.7658, Backward time: 2.7183, DDP time: 0.0029, Total iter time: 4.8672 [2020-11-16 01:06:01,774][root][INFO] - ===> Epoch[229](6007/26): Loss 0.2419, Sem 0.2419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.800e-01 Score 92.336 Data time: 0.2533, Forward time: 2.7807, Backward time: 2.6377, DDP time: 0.0032, Total iter time: 5.3855 [2020-11-16 01:06:07,665][root][INFO] - ===> Epoch[229](6008/26): Loss 0.2547, Sem 0.2547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.800e-01 Score 91.660 Data time: 0.1973, Forward time: 2.7340, Backward time: 2.6793, DDP time: 0.0032, Total iter time: 5.7042 [2020-11-16 01:06:13,850][root][INFO] - ===> Epoch[229](6009/26): Loss 0.2565, Sem 0.2565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.799e-01 Score 91.608 Data time: 0.2162, Forward time: 2.7018, Backward time: 2.7497, DDP time: 0.0033, Total iter time: 6.0450 [2020-11-16 01:06:20,496][root][INFO] - ===> Epoch[229](6010/26): Loss 0.2258, Sem 0.2258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.799e-01 Score 92.722 Data time: 0.1761, Forward time: 2.6268, Backward time: 2.8976, DDP time: 0.0033, Total iter time: 6.5046 [2020-11-16 01:06:26,403][root][INFO] - ===> Epoch[229](6011/26): Loss 0.2706, Sem 0.2706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.799e-01 Score 91.179 Data time: 0.2095, Forward time: 2.6206, Backward time: 2.9056, DDP time: 0.0034, Total iter time: 5.8001 [2020-11-16 01:06:31,638][root][INFO] - ===> Epoch[229](6012/26): Loss 0.2678, Sem 0.2678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.798e-01 Score 91.619 Data time: 0.1364, Forward time: 2.5451, Backward time: 2.9284, DDP time: 0.0034, Total iter time: 5.1234 [2020-11-16 01:06:36,761][root][INFO] - ===> Epoch[229](6013/26): Loss 0.2501, Sem 0.2501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.798e-01 Score 91.848 Data time: 0.1838, Forward time: 2.5390, Backward time: 2.8854, DDP time: 0.0035, Total iter time: 5.0394 [2020-11-16 01:06:41,901][root][INFO] - ===> Epoch[229](6014/26): Loss 0.2487, Sem 0.2487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.797e-01 Score 91.958 Data time: 0.1931, Forward time: 2.5211, Backward time: 2.8539, DDP time: 0.0035, Total iter time: 5.0180 [2020-11-16 01:06:47,747][root][INFO] - ===> Epoch[229](6015/26): Loss 0.2550, Sem 0.2550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.797e-01 Score 91.839 Data time: 0.1814, Forward time: 2.4914, Backward time: 2.8892, DDP time: 0.0035, Total iter time: 5.7328 [2020-11-16 01:06:54,140][root][INFO] - ===> Epoch[229](6016/26): Loss 0.2925, Sem 0.2925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.797e-01 Score 90.869 Data time: 0.2441, Forward time: 2.5111, Backward time: 2.9078, DDP time: 0.0035, Total iter time: 6.3084 [2020-11-16 01:07:00,630][root][INFO] - ===> Epoch[229](6017/26): Loss 0.2368, Sem 0.2368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.796e-01 Score 92.351 Data time: 0.2163, Forward time: 2.5167, Backward time: 2.9416, DDP time: 0.0035, Total iter time: 6.3677 [2020-11-16 01:07:06,766][root][INFO] - ===> Epoch[229](6018/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.796e-01 Score 92.901 Data time: 0.2299, Forward time: 2.5046, Backward time: 2.9661, DDP time: 0.0035, Total iter time: 5.9991 [2020-11-16 01:07:12,850][root][INFO] - ===> Epoch[229](6019/26): Loss 0.2007, Sem 0.2007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.796e-01 Score 93.370 Data time: 0.2337, Forward time: 2.5181, Backward time: 2.9643, DDP time: 0.0035, Total iter time: 5.9790 [2020-11-16 01:07:17,518][root][INFO] - ===> Epoch[229](6020/26): Loss 0.3004, Sem 0.3004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.795e-01 Score 91.431 Data time: 0.1801, Forward time: 2.5021, Backward time: 2.9239, DDP time: 0.0035, Total iter time: 4.5610 [2020-11-16 01:07:22,387][root][INFO] - ===> Epoch[229](6021/26): Loss 0.2427, Sem 0.2427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.795e-01 Score 91.505 Data time: 0.1979, Forward time: 2.4979, Backward time: 2.8860, DDP time: 0.0035, Total iter time: 4.7798 [2020-11-16 01:07:26,840][root][INFO] - ===> Epoch[229](6022/26): Loss 0.2807, Sem 0.2807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.795e-01 Score 91.288 Data time: 0.1577, Forward time: 2.4743, Backward time: 2.8537, DDP time: 0.0035, Total iter time: 4.3548 [2020-11-16 01:07:32,316][root][INFO] - ===> Epoch[229](6023/26): Loss 0.2403, Sem 0.2403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.794e-01 Score 92.768 Data time: 0.2198, Forward time: 2.4800, Backward time: 2.8396, DDP time: 0.0035, Total iter time: 5.3972 [2020-11-16 01:07:38,571][root][INFO] - ===> Epoch[229](6024/26): Loss 0.2752, Sem 0.2752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.794e-01 Score 91.406 Data time: 0.1539, Forward time: 2.4594, Backward time: 2.8838, DDP time: 0.0035, Total iter time: 6.1468 [2020-11-16 01:07:43,423][root][INFO] - ===> Epoch[229](6025/26): Loss 0.2456, Sem 0.2456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.793e-01 Score 92.320 Data time: 0.1547, Forward time: 2.4367, Backward time: 2.8748, DDP time: 0.0035, Total iter time: 4.7717 [2020-11-16 01:07:48,956][root][INFO] - ===> Epoch[229](6026/26): Loss 0.2345, Sem 0.2345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.793e-01 Score 92.326 Data time: 0.1683, Forward time: 2.4214, Backward time: 2.8853, DDP time: 0.0035, Total iter time: 5.4346 [2020-11-16 01:07:55,270][root][INFO] - ===> Epoch[230](6027/26): Loss 0.2533, Sem 0.2533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.793e-01 Score 92.009 Data time: 0.1651, Forward time: 2.4032, Backward time: 2.9273, DDP time: 0.0035, Total iter time: 6.2358 [2020-11-16 01:08:00,110][root][INFO] - ===> Epoch[230](6028/26): Loss 0.1942, Sem 0.1942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.792e-01 Score 93.437 Data time: 0.1738, Forward time: 2.3926, Backward time: 2.9104, DDP time: 0.0035, Total iter time: 4.7686 [2020-11-16 01:08:06,094][root][INFO] - ===> Epoch[230](6029/26): Loss 0.2087, Sem 0.2087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.792e-01 Score 93.340 Data time: 0.2038, Forward time: 2.3906, Backward time: 2.9226, DDP time: 0.0035, Total iter time: 5.8772 [2020-11-16 01:08:11,710][root][INFO] - ===> Epoch[230](6030/26): Loss 0.2324, Sem 0.2324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.792e-01 Score 92.614 Data time: 0.2518, Forward time: 2.4091, Backward time: 2.9018, DDP time: 0.0035, Total iter time: 5.5078 [2020-11-16 01:08:17,889][root][INFO] - ===> Epoch[230](6031/26): Loss 0.2300, Sem 0.2300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.791e-01 Score 92.921 Data time: 0.1611, Forward time: 2.3915, Backward time: 2.9345, DDP time: 0.0035, Total iter time: 6.0672 [2020-11-16 01:08:22,483][root][INFO] - ===> Epoch[230](6032/26): Loss 0.2344, Sem 0.2344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.791e-01 Score 92.627 Data time: 0.2194, Forward time: 2.3913, Backward time: 2.9020, DDP time: 0.0035, Total iter time: 4.5186 [2020-11-16 01:08:28,411][root][INFO] - ===> Epoch[230](6033/26): Loss 0.2222, Sem 0.2222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.790e-01 Score 92.797 Data time: 0.2091, Forward time: 2.3978, Backward time: 2.9039, DDP time: 0.0035, Total iter time: 5.8339 [2020-11-16 01:08:33,860][root][INFO] - ===> Epoch[230](6034/26): Loss 0.2330, Sem 0.2330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.790e-01 Score 92.298 Data time: 0.1878, Forward time: 2.3959, Backward time: 2.9001, DDP time: 0.0035, Total iter time: 5.3355 [2020-11-16 01:08:39,008][root][INFO] - ===> Epoch[230](6035/26): Loss 0.2227, Sem 0.2227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.790e-01 Score 93.065 Data time: 0.1567, Forward time: 2.3811, Backward time: 2.9010, DDP time: 0.0035, Total iter time: 5.0357 [2020-11-16 01:08:45,318][root][INFO] - ===> Epoch[230](6036/26): Loss 0.2191, Sem 0.2191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.789e-01 Score 92.872 Data time: 0.1902, Forward time: 2.3757, Backward time: 2.9244, DDP time: 0.0035, Total iter time: 6.2210 [2020-11-16 01:08:51,519][root][INFO] - ===> Epoch[230](6037/26): Loss 0.2347, Sem 0.2347, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.789e-01 Score 92.653 Data time: 0.1918, Forward time: 2.3675, Backward time: 2.9463, DDP time: 0.0035, Total iter time: 6.1134 [2020-11-16 01:08:57,125][root][INFO] - ===> Epoch[230](6038/26): Loss 0.2186, Sem 0.2186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.789e-01 Score 92.632 Data time: 0.2601, Forward time: 2.3819, Backward time: 2.9307, DDP time: 0.0035, Total iter time: 5.5421 [2020-11-16 01:09:02,254][root][INFO] - ===> Epoch[230](6039/26): Loss 0.2511, Sem 0.2511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.788e-01 Score 91.928 Data time: 0.1907, Forward time: 2.3784, Backward time: 2.9203, DDP time: 0.0035, Total iter time: 5.0192 [2020-11-16 01:09:08,263][root][INFO] - ===> Epoch[230](6040/26): Loss 0.2290, Sem 0.2290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.788e-01 Score 92.323 Data time: 0.1799, Forward time: 2.3616, Backward time: 2.9445, DDP time: 0.0035, Total iter time: 5.9140 [2020-11-16 01:09:13,315][root][INFO] - ===> Epoch[230](6041/26): Loss 0.2047, Sem 0.2047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.787e-01 Score 93.455 Data time: 0.1838, Forward time: 2.3606, Backward time: 2.9329, DDP time: 0.0035, Total iter time: 5.0092 [2020-11-16 01:09:18,132][root][INFO] - ===> Epoch[230](6042/26): Loss 0.2636, Sem 0.2636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.787e-01 Score 92.552 Data time: 0.1936, Forward time: 2.3552, Backward time: 2.9189, DDP time: 0.0035, Total iter time: 4.7275 [2020-11-16 01:09:24,442][root][INFO] - ===> Epoch[230](6043/26): Loss 0.2492, Sem 0.2492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.787e-01 Score 91.845 Data time: 0.1909, Forward time: 2.3534, Backward time: 2.9361, DDP time: 0.0036, Total iter time: 6.2173 [2020-11-16 01:09:30,128][root][INFO] - ===> Epoch[230](6044/26): Loss 0.2507, Sem 0.2507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.786e-01 Score 92.100 Data time: 0.1635, Forward time: 2.3401, Backward time: 2.9504, DDP time: 0.0036, Total iter time: 5.6105 [2020-11-16 01:09:35,075][root][INFO] - ===> Epoch[230](6045/26): Loss 0.2829, Sem 0.2829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.786e-01 Score 90.516 Data time: 0.2181, Forward time: 2.3424, Backward time: 2.9340, DDP time: 0.0035, Total iter time: 4.8855 [2020-11-16 01:09:41,125][root][INFO] - ===> Epoch[230](6046/26): Loss 0.2394, Sem 0.2394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.786e-01 Score 92.271 Data time: 0.2229, Forward time: 2.3485, Backward time: 2.9363, DDP time: 0.0035, Total iter time: 5.9471 [2020-11-16 01:09:46,580][root][INFO] - ===> Epoch[230](6047/26): Loss 0.2326, Sem 0.2326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.785e-01 Score 92.210 Data time: 0.1999, Forward time: 2.3475, Backward time: 2.9329, DDP time: 0.0036, Total iter time: 5.3445 [2020-11-16 01:09:52,613][root][INFO] - ===> Epoch[230](6048/26): Loss 0.2518, Sem 0.2518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.785e-01 Score 91.748 Data time: 0.1352, Forward time: 2.3335, Backward time: 2.9552, DDP time: 0.0036, Total iter time: 5.9475 [2020-11-16 01:09:58,175][root][INFO] - ===> Epoch[230](6049/26): Loss 0.2322, Sem 0.2322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.784e-01 Score 92.481 Data time: 0.1743, Forward time: 2.3251, Backward time: 2.9624, DDP time: 0.0036, Total iter time: 5.4949 [2020-11-16 01:10:03,602][root][INFO] - ===> Epoch[230](6050/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.784e-01 Score 91.708 Data time: 0.2585, Forward time: 2.3293, Backward time: 2.9535, DDP time: 0.0036, Total iter time: 5.3496 [2020-11-16 01:10:07,808][root][INFO] - ===> Epoch[230](6051/26): Loss 0.2545, Sem 0.2545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.784e-01 Score 91.673 Data time: 0.1538, Forward time: 2.3203, Backward time: 2.9354, DDP time: 0.0036, Total iter time: 4.1080 [2020-11-16 01:10:14,087][root][INFO] - ===> Epoch[230](6052/26): Loss 0.2230, Sem 0.2230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.783e-01 Score 92.878 Data time: 0.1833, Forward time: 2.3111, Backward time: 2.9566, DDP time: 0.0036, Total iter time: 6.2049 [2020-11-16 01:10:21,232][root][INFO] - ===> Epoch[231](6053/26): Loss 0.3120, Sem 0.3120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.783e-01 Score 90.005 Data time: 0.2500, Forward time: 2.3181, Backward time: 2.9768, DDP time: 0.0036, Total iter time: 7.0507 [2020-11-16 01:10:26,511][root][INFO] - ===> Epoch[231](6054/26): Loss 0.2240, Sem 0.2240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.783e-01 Score 92.881 Data time: 0.1784, Forward time: 2.3133, Backward time: 2.9745, DDP time: 0.0036, Total iter time: 5.1658 [2020-11-16 01:10:30,949][root][INFO] - ===> Epoch[231](6055/26): Loss 0.2229, Sem 0.2229, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.782e-01 Score 93.041 Data time: 0.2064, Forward time: 2.3134, Backward time: 2.9535, DDP time: 0.0036, Total iter time: 4.3596 [2020-11-16 01:10:35,145][root][INFO] - ===> Epoch[231](6056/26): Loss 0.2143, Sem 0.2143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.782e-01 Score 92.962 Data time: 0.2090, Forward time: 2.3067, Backward time: 2.9348, DDP time: 0.0036, Total iter time: 4.0980 [2020-11-16 01:10:41,597][root][INFO] - ===> Epoch[231](6057/26): Loss 0.2426, Sem 0.2426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.781e-01 Score 92.401 Data time: 0.5181, Forward time: 2.3230, Backward time: 2.9289, DDP time: 0.0036, Total iter time: 6.3810 [2020-11-16 01:10:48,461][root][INFO] - ===> Epoch[231](6058/26): Loss 0.2427, Sem 0.2427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.781e-01 Score 92.253 Data time: 0.3184, Forward time: 2.3422, Backward time: 2.9292, DDP time: 0.0036, Total iter time: 6.7200 [2020-11-16 01:10:53,917][root][INFO] - ===> Epoch[231](6059/26): Loss 0.2247, Sem 0.2247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.781e-01 Score 92.827 Data time: 0.2051, Forward time: 2.3439, Backward time: 2.9239, DDP time: 0.0036, Total iter time: 5.3210 [2020-11-16 01:11:00,266][root][INFO] - ===> Epoch[231](6060/26): Loss 0.2710, Sem 0.2710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.780e-01 Score 91.190 Data time: 0.1649, Forward time: 2.3366, Backward time: 2.9424, DDP time: 0.0036, Total iter time: 6.2486 [2020-11-16 01:11:05,588][root][INFO] - ===> Epoch[231](6061/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.780e-01 Score 92.718 Data time: 0.1897, Forward time: 2.3332, Backward time: 2.9415, DDP time: 0.0036, Total iter time: 5.2728 [2020-11-16 01:11:10,917][root][INFO] - ===> Epoch[231](6062/26): Loss 0.2579, Sem 0.2579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.780e-01 Score 92.279 Data time: 0.2036, Forward time: 2.3314, Backward time: 2.9373, DDP time: 0.0036, Total iter time: 5.2325 [2020-11-16 01:11:16,590][root][INFO] - ===> Epoch[231](6063/26): Loss 0.2534, Sem 0.2534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.779e-01 Score 93.163 Data time: 0.2023, Forward time: 2.3329, Backward time: 2.9368, DDP time: 0.0036, Total iter time: 5.5966 [2020-11-16 01:11:21,902][root][INFO] - ===> Epoch[231](6064/26): Loss 0.2106, Sem 0.2106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.779e-01 Score 93.078 Data time: 0.2645, Forward time: 2.3389, Backward time: 2.9254, DDP time: 0.0036, Total iter time: 5.2190 [2020-11-16 01:11:27,793][root][INFO] - ===> Epoch[231](6065/26): Loss 0.2337, Sem 0.2337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.778e-01 Score 92.475 Data time: 0.1653, Forward time: 2.3323, Backward time: 2.9357, DDP time: 0.0036, Total iter time: 5.7901 [2020-11-16 01:11:32,807][root][INFO] - ===> Epoch[231](6066/26): Loss 0.2397, Sem 0.2397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.778e-01 Score 92.249 Data time: 0.1890, Forward time: 2.3315, Backward time: 2.9281, DDP time: 0.0036, Total iter time: 4.9515 [2020-11-16 01:11:37,933][root][INFO] - ===> Epoch[231](6067/26): Loss 0.2534, Sem 0.2534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.778e-01 Score 91.746 Data time: 0.1989, Forward time: 2.3293, Backward time: 2.9229, DDP time: 0.0036, Total iter time: 5.0297 [2020-11-16 01:11:43,600][root][INFO] - ===> Epoch[231](6068/26): Loss 0.2283, Sem 0.2283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.777e-01 Score 93.190 Data time: 0.1288, Forward time: 2.3180, Backward time: 2.9352, DDP time: 0.0037, Total iter time: 5.5926 [2020-11-16 01:11:48,814][root][INFO] - ===> Epoch[231](6069/26): Loss 0.2589, Sem 0.2589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.777e-01 Score 91.669 Data time: 0.1395, Forward time: 2.3071, Backward time: 2.9413, DDP time: 0.0037, Total iter time: 5.1717 [2020-11-16 01:11:53,608][root][INFO] - ===> Epoch[231](6070/26): Loss 0.1775, Sem 0.1775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.777e-01 Score 94.557 Data time: 0.1320, Forward time: 2.2967, Backward time: 2.9404, DDP time: 0.0037, Total iter time: 4.7549 [2020-11-16 01:11:59,718][root][INFO] - ===> Epoch[231](6071/26): Loss 0.2613, Sem 0.2613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.776e-01 Score 92.006 Data time: 0.2314, Forward time: 2.3006, Backward time: 2.9442, DDP time: 0.0037, Total iter time: 6.0650 [2020-11-16 01:12:04,617][root][INFO] - ===> Epoch[231](6072/26): Loss 0.2433, Sem 0.2433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.776e-01 Score 92.264 Data time: 0.2326, Forward time: 2.3028, Backward time: 2.9322, DDP time: 0.0037, Total iter time: 4.7997 [2020-11-16 01:12:09,489][root][INFO] - ===> Epoch[231](6073/26): Loss 0.2671, Sem 0.2671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.775e-01 Score 91.520 Data time: 0.2058, Forward time: 2.3024, Backward time: 2.9230, DDP time: 0.0037, Total iter time: 4.7793 [2020-11-16 01:12:14,856][root][INFO] - ===> Epoch[231](6074/26): Loss 0.2493, Sem 0.2493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.775e-01 Score 92.315 Data time: 0.1623, Forward time: 2.2967, Backward time: 2.9260, DDP time: 0.0037, Total iter time: 5.2827 [2020-11-16 01:12:20,253][root][INFO] - ===> Epoch[231](6075/26): Loss 0.3095, Sem 0.3095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.775e-01 Score 91.082 Data time: 0.2207, Forward time: 2.2992, Backward time: 2.9213, DDP time: 0.0037, Total iter time: 5.3098 [2020-11-16 01:12:25,543][root][INFO] - ===> Epoch[231](6076/26): Loss 0.1890, Sem 0.1890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.774e-01 Score 93.801 Data time: 0.1926, Forward time: 2.2992, Backward time: 2.9177, DDP time: 0.0037, Total iter time: 5.1909 [2020-11-16 01:12:29,434][root][INFO] - ===> Epoch[231](6077/26): Loss 0.2300, Sem 0.2300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.774e-01 Score 92.675 Data time: 0.1688, Forward time: 2.2931, Backward time: 2.9024, DDP time: 0.0038, Total iter time: 3.7703 [2020-11-16 01:12:35,265][root][INFO] - ===> Epoch[231](6078/26): Loss 0.2496, Sem 0.2496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.774e-01 Score 91.759 Data time: 0.2465, Forward time: 2.2982, Backward time: 2.9007, DDP time: 0.0038, Total iter time: 5.7532 [2020-11-16 01:12:40,645][root][INFO] - ===> Epoch[232](6079/26): Loss 0.2084, Sem 0.2084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.773e-01 Score 93.580 Data time: 0.2436, Forward time: 2.3043, Backward time: 2.8924, DDP time: 0.0038, Total iter time: 5.2759 [2020-11-16 01:12:46,182][root][INFO] - ===> Epoch[232](6080/26): Loss 0.2257, Sem 0.2257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.773e-01 Score 92.888 Data time: 0.2496, Forward time: 2.3117, Backward time: 2.8836, DDP time: 0.0038, Total iter time: 5.4216 [2020-11-16 01:12:51,315][root][INFO] - ===> Epoch[232](6081/26): Loss 0.1995, Sem 0.1995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.772e-01 Score 93.510 Data time: 0.1928, Forward time: 2.3098, Backward time: 2.8791, DDP time: 0.0038, Total iter time: 5.0225 [2020-11-16 01:12:57,864][root][INFO] - ===> Epoch[232](6082/26): Loss 0.2987, Sem 0.2987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.772e-01 Score 90.798 Data time: 0.2185, Forward time: 2.3133, Backward time: 2.8874, DDP time: 0.0038, Total iter time: 6.4646 [2020-11-16 01:13:04,279][root][INFO] - ===> Epoch[232](6083/26): Loss 0.2618, Sem 0.2618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.772e-01 Score 92.079 Data time: 0.1979, Forward time: 2.3130, Backward time: 2.8975, DDP time: 0.0038, Total iter time: 6.3191 [2020-11-16 01:13:10,317][root][INFO] - ===> Epoch[232](6084/26): Loss 0.2578, Sem 0.2578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.771e-01 Score 92.121 Data time: 0.1986, Forward time: 2.3131, Backward time: 2.9027, DDP time: 0.0038, Total iter time: 5.9406 [2020-11-16 01:13:15,585][root][INFO] - ===> Epoch[232](6085/26): Loss 0.2243, Sem 0.2243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.771e-01 Score 92.765 Data time: 0.1588, Forward time: 2.3082, Backward time: 2.9040, DDP time: 0.0039, Total iter time: 5.1684 [2020-11-16 01:13:20,443][root][INFO] - ===> Epoch[232](6086/26): Loss 0.2460, Sem 0.2460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.771e-01 Score 92.280 Data time: 0.1921, Forward time: 2.3060, Backward time: 2.8986, DDP time: 0.0039, Total iter time: 4.7927 [2020-11-16 01:13:25,693][root][INFO] - ===> Epoch[232](6087/26): Loss 0.2216, Sem 0.2216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.770e-01 Score 93.121 Data time: 0.1891, Forward time: 2.3043, Backward time: 2.8967, DDP time: 0.0039, Total iter time: 5.1583 [2020-11-16 01:13:31,634][root][INFO] - ===> Epoch[232](6088/26): Loss 0.2580, Sem 0.2580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.770e-01 Score 91.917 Data time: 0.1438, Forward time: 2.2963, Backward time: 2.9087, DDP time: 0.0039, Total iter time: 5.8304 [2020-11-16 01:13:36,874][root][INFO] - ===> Epoch[232](6089/26): Loss 0.2200, Sem 0.2200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.769e-01 Score 93.191 Data time: 0.2207, Forward time: 2.2945, Backward time: 2.9071, DDP time: 0.0039, Total iter time: 5.1871 [2020-11-16 01:13:42,910][root][INFO] - ===> Epoch[232](6090/26): Loss 0.2174, Sem 0.2174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.769e-01 Score 92.984 Data time: 0.2272, Forward time: 2.2977, Backward time: 2.9091, DDP time: 0.0039, Total iter time: 5.9568 [2020-11-16 01:13:48,130][root][INFO] - ===> Epoch[232](6091/26): Loss 0.1995, Sem 0.1995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.769e-01 Score 93.936 Data time: 0.2477, Forward time: 2.3025, Backward time: 2.9004, DDP time: 0.0039, Total iter time: 5.1125 [2020-11-16 01:13:53,190][root][INFO] - ===> Epoch[232](6092/26): Loss 0.2082, Sem 0.2082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.768e-01 Score 93.141 Data time: 0.1988, Forward time: 2.3035, Backward time: 2.8938, DDP time: 0.0039, Total iter time: 4.9436 [2020-11-16 01:13:59,251][root][INFO] - ===> Epoch[232](6093/26): Loss 0.2271, Sem 0.2271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.768e-01 Score 92.745 Data time: 0.1866, Forward time: 2.3022, Backward time: 2.9002, DDP time: 0.0039, Total iter time: 5.9534 [2020-11-16 01:14:04,528][root][INFO] - ===> Epoch[232](6094/26): Loss 0.2644, Sem 0.2644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.768e-01 Score 92.081 Data time: 0.1659, Forward time: 2.2983, Backward time: 2.9014, DDP time: 0.0039, Total iter time: 5.1859 [2020-11-16 01:14:10,151][root][INFO] - ===> Epoch[232](6095/26): Loss 0.2060, Sem 0.2060, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.767e-01 Score 93.040 Data time: 0.1779, Forward time: 2.2943, Backward time: 2.9059, DDP time: 0.0039, Total iter time: 5.5424 [2020-11-16 01:14:15,970][root][INFO] - ===> Epoch[232](6096/26): Loss 0.2727, Sem 0.2727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.767e-01 Score 91.200 Data time: 0.2426, Forward time: 2.2977, Backward time: 2.9051, DDP time: 0.0039, Total iter time: 5.7387 [2020-11-16 01:14:22,051][root][INFO] - ===> Epoch[232](6097/26): Loss 0.2599, Sem 0.2599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.767e-01 Score 92.095 Data time: 0.1734, Forward time: 2.2973, Backward time: 2.9110, DDP time: 0.0039, Total iter time: 5.9846 [2020-11-16 01:14:27,549][root][INFO] - ===> Epoch[232](6098/26): Loss 0.2098, Sem 0.2098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.766e-01 Score 92.920 Data time: 0.1276, Forward time: 2.2888, Backward time: 2.9200, DDP time: 0.0039, Total iter time: 5.3981 [2020-11-16 01:14:32,653][root][INFO] - ===> Epoch[232](6099/26): Loss 0.2814, Sem 0.2814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.766e-01 Score 90.911 Data time: 0.2315, Forward time: 2.2912, Backward time: 2.9133, DDP time: 0.0039, Total iter time: 5.0309 [2020-11-16 01:14:38,364][root][INFO] - ===> Epoch[232](6100/26): Loss 0.2205, Sem 0.2205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.765e-01 Score 93.153 Data time: 0.2237, Forward time: 2.2933, Backward time: 2.9125, DDP time: 0.0039, Total iter time: 5.6227 [2020-11-16 01:14:44,795][root][INFO] - ===> Epoch[232](6101/26): Loss 0.2201, Sem 0.2201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.765e-01 Score 92.482 Data time: 0.2419, Forward time: 2.2983, Backward time: 2.9158, DDP time: 0.0039, Total iter time: 6.3370 [2020-11-16 01:14:50,420][root][INFO] - ===> Epoch[232](6102/26): Loss 0.2236, Sem 0.2236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.765e-01 Score 92.786 Data time: 0.2446, Forward time: 2.3016, Backward time: 2.9124, DDP time: 0.0039, Total iter time: 5.5010 [2020-11-16 01:14:56,685][root][INFO] - ===> Epoch[232](6103/26): Loss 0.2063, Sem 0.2063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.764e-01 Score 93.549 Data time: 0.3408, Forward time: 2.3107, Backward time: 2.9092, DDP time: 0.0039, Total iter time: 6.1644 [2020-11-16 01:15:01,669][root][INFO] - ===> Epoch[232](6104/26): Loss 0.2240, Sem 0.2240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.764e-01 Score 92.605 Data time: 0.2042, Forward time: 2.3123, Backward time: 2.9019, DDP time: 0.0039, Total iter time: 4.8686 [2020-11-16 01:15:07,804][root][INFO] - ===> Epoch[233](6105/26): Loss 0.2082, Sem 0.2082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.764e-01 Score 93.085 Data time: 0.2974, Forward time: 2.3207, Backward time: 2.8984, DDP time: 0.0039, Total iter time: 6.0444 [2020-11-16 01:15:13,669][root][INFO] - ===> Epoch[233](6106/26): Loss 0.2530, Sem 0.2530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.763e-01 Score 91.698 Data time: 0.2667, Forward time: 2.3276, Backward time: 2.8941, DDP time: 0.0039, Total iter time: 5.7673 [2020-11-16 01:15:18,895][root][INFO] - ===> Epoch[233](6107/26): Loss 0.2173, Sem 0.2173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.763e-01 Score 93.074 Data time: 0.2145, Forward time: 2.3286, Backward time: 2.8898, DDP time: 0.0039, Total iter time: 5.1299 [2020-11-16 01:15:24,528][root][INFO] - ===> Epoch[233](6108/26): Loss 0.1996, Sem 0.1996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.762e-01 Score 93.760 Data time: 0.2026, Forward time: 2.3299, Backward time: 2.8891, DDP time: 0.0039, Total iter time: 5.5394 [2020-11-16 01:15:29,460][root][INFO] - ===> Epoch[233](6109/26): Loss 0.2595, Sem 0.2595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.762e-01 Score 92.249 Data time: 0.1593, Forward time: 2.3251, Backward time: 2.8885, DDP time: 0.0039, Total iter time: 4.8647 [2020-11-16 01:15:34,517][root][INFO] - ===> Epoch[233](6110/26): Loss 0.2143, Sem 0.2143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.762e-01 Score 93.077 Data time: 0.2224, Forward time: 2.3279, Backward time: 2.8817, DDP time: 0.0039, Total iter time: 5.0215 [2020-11-16 01:15:39,351][root][INFO] - ===> Epoch[233](6111/26): Loss 0.2721, Sem 0.2721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.761e-01 Score 91.326 Data time: 0.1812, Forward time: 2.3253, Backward time: 2.8781, DDP time: 0.0039, Total iter time: 4.7458 [2020-11-16 01:15:45,741][root][INFO] - ===> Epoch[233](6112/26): Loss 0.2294, Sem 0.2294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.761e-01 Score 92.691 Data time: 0.2359, Forward time: 2.3297, Backward time: 2.8812, DDP time: 0.0039, Total iter time: 6.3309 [2020-11-16 01:15:50,606][root][INFO] - ===> Epoch[233](6113/26): Loss 0.2377, Sem 0.2377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.761e-01 Score 92.907 Data time: 0.1504, Forward time: 2.3250, Backward time: 2.8797, DDP time: 0.0039, Total iter time: 4.7550 [2020-11-16 01:15:55,991][root][INFO] - ===> Epoch[233](6114/26): Loss 0.2234, Sem 0.2234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.760e-01 Score 92.829 Data time: 0.1440, Forward time: 2.3188, Backward time: 2.8846, DDP time: 0.0039, Total iter time: 5.3216 [2020-11-16 01:16:01,683][root][INFO] - ===> Epoch[233](6115/26): Loss 0.2550, Sem 0.2550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.760e-01 Score 92.059 Data time: 0.2425, Forward time: 2.3235, Backward time: 2.8814, DDP time: 0.0039, Total iter time: 5.6552 [2020-11-16 01:16:05,859][root][INFO] - ===> Epoch[233](6116/26): Loss 0.2442, Sem 0.2442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.759e-01 Score 92.624 Data time: 0.2062, Forward time: 2.3218, Backward time: 2.8713, DDP time: 0.0039, Total iter time: 4.0622 [2020-11-16 01:16:11,168][root][INFO] - ===> Epoch[233](6117/26): Loss 0.2334, Sem 0.2334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.759e-01 Score 92.789 Data time: 0.1993, Forward time: 2.3220, Backward time: 2.8693, DDP time: 0.0039, Total iter time: 5.2388 [2020-11-16 01:16:16,237][root][INFO] - ===> Epoch[233](6118/26): Loss 0.2024, Sem 0.2024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.759e-01 Score 93.209 Data time: 0.1990, Forward time: 2.3199, Backward time: 2.8673, DDP time: 0.0039, Total iter time: 4.9717 [2020-11-16 01:16:21,850][root][INFO] - ===> Epoch[233](6119/26): Loss 0.2114, Sem 0.2114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.758e-01 Score 93.492 Data time: 0.2134, Forward time: 2.3200, Backward time: 2.8672, DDP time: 0.0040, Total iter time: 5.5388 [2020-11-16 01:16:27,186][root][INFO] - ===> Epoch[233](6120/26): Loss 0.2067, Sem 0.2067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.758e-01 Score 93.251 Data time: 0.1948, Forward time: 2.3183, Backward time: 2.8673, DDP time: 0.0040, Total iter time: 5.2449 [2020-11-16 01:16:32,597][root][INFO] - ===> Epoch[233](6121/26): Loss 0.2221, Sem 0.2221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.758e-01 Score 92.680 Data time: 0.2607, Forward time: 2.3226, Backward time: 2.8618, DDP time: 0.0039, Total iter time: 5.3125 [2020-11-16 01:16:38,268][root][INFO] - ===> Epoch[233](6122/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.757e-01 Score 94.131 Data time: 0.2035, Forward time: 2.3223, Backward time: 2.8627, DDP time: 0.0039, Total iter time: 5.5460 [2020-11-16 01:16:43,557][root][INFO] - ===> Epoch[233](6123/26): Loss 0.2542, Sem 0.2542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.757e-01 Score 92.688 Data time: 0.1439, Forward time: 2.3170, Backward time: 2.8660, DDP time: 0.0040, Total iter time: 5.1792 [2020-11-16 01:16:49,561][root][INFO] - ===> Epoch[233](6124/26): Loss 0.2103, Sem 0.2103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.756e-01 Score 93.380 Data time: 0.1510, Forward time: 2.3134, Backward time: 2.8736, DDP time: 0.0040, Total iter time: 5.9452 [2020-11-16 01:16:54,874][root][INFO] - ===> Epoch[233](6125/26): Loss 0.2060, Sem 0.2060, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.756e-01 Score 93.352 Data time: 0.1037, Forward time: 2.3057, Backward time: 2.8808, DDP time: 0.0040, Total iter time: 5.2408 [2020-11-16 01:16:59,824][root][INFO] - ===> Epoch[233](6126/26): Loss 0.2240, Sem 0.2240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.756e-01 Score 92.772 Data time: 0.1760, Forward time: 2.3013, Backward time: 2.8808, DDP time: 0.0040, Total iter time: 4.9031 [2020-11-16 01:17:06,233][root][INFO] - ===> Epoch[233](6127/26): Loss 0.2500, Sem 0.2500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.755e-01 Score 92.415 Data time: 0.3432, Forward time: 2.3088, Backward time: 2.8796, DDP time: 0.0040, Total iter time: 6.3421 [2020-11-16 01:17:11,749][root][INFO] - ===> Epoch[233](6128/26): Loss 0.2495, Sem 0.2495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.755e-01 Score 92.517 Data time: 0.1888, Forward time: 2.3072, Backward time: 2.8806, DDP time: 0.0040, Total iter time: 5.3986 [2020-11-16 01:17:18,102][root][INFO] - ===> Epoch[233](6129/26): Loss 0.1795, Sem 0.1795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.755e-01 Score 94.334 Data time: 0.1874, Forward time: 2.3060, Backward time: 2.8879, DDP time: 0.0040, Total iter time: 6.2583 [2020-11-16 01:17:25,032][root][INFO] - ===> Epoch[233](6130/26): Loss 0.1889, Sem 0.1889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.754e-01 Score 93.507 Data time: 0.1902, Forward time: 2.3049, Backward time: 2.8989, DDP time: 0.0040, Total iter time: 6.8216 [2020-11-16 01:17:32,794][root][INFO] - ===> Epoch[234](6131/26): Loss 0.2048, Sem 0.2048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.754e-01 Score 93.151 Data time: 0.2078, Forward time: 2.3013, Backward time: 2.9182, DDP time: 0.0040, Total iter time: 7.6689 [2020-11-16 01:17:37,773][root][INFO] - ===> Epoch[234](6132/26): Loss 0.2246, Sem 0.2246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.753e-01 Score 93.132 Data time: 0.2037, Forward time: 2.3008, Backward time: 2.9141, DDP time: 0.0040, Total iter time: 4.8993 [2020-11-16 01:17:42,978][root][INFO] - ===> Epoch[234](6133/26): Loss 0.1922, Sem 0.1922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.753e-01 Score 94.106 Data time: 0.1975, Forward time: 2.3004, Backward time: 2.9118, DDP time: 0.0040, Total iter time: 5.1159 [2020-11-16 01:17:48,221][root][INFO] - ===> Epoch[234](6134/26): Loss 0.1727, Sem 0.1727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.753e-01 Score 94.681 Data time: 0.2021, Forward time: 2.3004, Backward time: 2.9093, DDP time: 0.0040, Total iter time: 5.1569 [2020-11-16 01:17:53,570][root][INFO] - ===> Epoch[234](6135/26): Loss 0.2421, Sem 0.2421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.752e-01 Score 92.756 Data time: 0.2215, Forward time: 2.3019, Backward time: 2.9062, DDP time: 0.0040, Total iter time: 5.2613 [2020-11-16 01:17:58,395][root][INFO] - ===> Epoch[234](6136/26): Loss 0.2011, Sem 0.2011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.752e-01 Score 93.604 Data time: 0.1639, Forward time: 2.2961, Backward time: 2.9065, DDP time: 0.0040, Total iter time: 4.7314 [2020-11-16 01:18:03,780][root][INFO] - ===> Epoch[234](6137/26): Loss 0.2251, Sem 0.2251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.752e-01 Score 92.660 Data time: 0.1772, Forward time: 2.2941, Backward time: 2.9074, DDP time: 0.0040, Total iter time: 5.3104 [2020-11-16 01:18:10,211][root][INFO] - ===> Epoch[234](6138/26): Loss 0.1949, Sem 0.1949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.751e-01 Score 93.665 Data time: 0.1801, Forward time: 2.2928, Backward time: 2.9149, DDP time: 0.0040, Total iter time: 6.3396 [2020-11-16 01:18:15,340][root][INFO] - ===> Epoch[234](6139/26): Loss 0.1900, Sem 0.1900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.751e-01 Score 93.914 Data time: 0.1795, Forward time: 2.2908, Backward time: 2.9138, DDP time: 0.0040, Total iter time: 5.0296 [2020-11-16 01:18:21,304][root][INFO] - ===> Epoch[234](6140/26): Loss 0.2574, Sem 0.2574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.750e-01 Score 92.253 Data time: 0.1820, Forward time: 2.2856, Backward time: 2.9214, DDP time: 0.0040, Total iter time: 5.8810 [2020-11-16 01:18:27,063][root][INFO] - ===> Epoch[234](6141/26): Loss 0.2283, Sem 0.2283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.750e-01 Score 92.879 Data time: 0.2136, Forward time: 2.2863, Backward time: 2.9222, DDP time: 0.0040, Total iter time: 5.6983 [2020-11-16 01:18:34,244][root][INFO] - ===> Epoch[234](6142/26): Loss 0.2153, Sem 0.2153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.750e-01 Score 93.084 Data time: 0.1387, Forward time: 2.2808, Backward time: 2.9384, DDP time: 0.0040, Total iter time: 7.0866 [2020-11-16 01:18:40,629][root][INFO] - ===> Epoch[234](6143/26): Loss 0.2256, Sem 0.2256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.749e-01 Score 93.178 Data time: 0.1894, Forward time: 2.2788, Backward time: 2.9459, DDP time: 0.0040, Total iter time: 6.3091 [2020-11-16 01:18:45,925][root][INFO] - ===> Epoch[234](6144/26): Loss 0.2067, Sem 0.2067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.749e-01 Score 93.490 Data time: 0.2382, Forward time: 2.2810, Backward time: 2.9418, DDP time: 0.0040, Total iter time: 5.2187 [2020-11-16 01:18:51,099][root][INFO] - ===> Epoch[234](6145/26): Loss 0.1978, Sem 0.1978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.749e-01 Score 93.877 Data time: 0.2122, Forward time: 2.2816, Backward time: 2.9384, DDP time: 0.0040, Total iter time: 5.0707 [2020-11-16 01:18:56,957][root][INFO] - ===> Epoch[234](6146/26): Loss 0.2508, Sem 0.2508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.748e-01 Score 92.665 Data time: 0.2220, Forward time: 2.2835, Backward time: 2.9381, DDP time: 0.0040, Total iter time: 5.7387 [2020-11-16 01:19:03,151][root][INFO] - ===> Epoch[234](6147/26): Loss 0.2441, Sem 0.2441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.748e-01 Score 91.679 Data time: 0.1653, Forward time: 2.2822, Backward time: 2.9435, DDP time: 0.0040, Total iter time: 6.0819 [2020-11-16 01:19:07,723][root][INFO] - ===> Epoch[234](6148/26): Loss 0.2272, Sem 0.2272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.747e-01 Score 93.233 Data time: 0.1431, Forward time: 2.2786, Backward time: 2.9409, DDP time: 0.0040, Total iter time: 4.4837 [2020-11-16 01:19:13,749][root][INFO] - ===> Epoch[234](6149/26): Loss 0.1982, Sem 0.1982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.747e-01 Score 93.597 Data time: 0.1192, Forward time: 2.2718, Backward time: 2.9518, DDP time: 0.0040, Total iter time: 5.9601 [2020-11-16 01:19:18,624][root][INFO] - ===> Epoch[234](6150/26): Loss 0.2181, Sem 0.2181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.747e-01 Score 92.950 Data time: 0.1925, Forward time: 2.2710, Backward time: 2.9484, DDP time: 0.0040, Total iter time: 4.8295 [2020-11-16 01:19:24,922][root][INFO] - ===> Epoch[234](6151/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.746e-01 Score 93.537 Data time: 0.2196, Forward time: 2.2728, Backward time: 2.9512, DDP time: 0.0040, Total iter time: 6.2042 [2020-11-16 01:19:29,859][root][INFO] - ===> Epoch[234](6152/26): Loss 0.1992, Sem 0.1992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.746e-01 Score 93.634 Data time: 0.1716, Forward time: 2.2707, Backward time: 2.9484, DDP time: 0.0040, Total iter time: 4.8294 [2020-11-16 01:19:36,324][root][INFO] - ===> Epoch[234](6153/26): Loss 0.2145, Sem 0.2145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.746e-01 Score 93.310 Data time: 0.1343, Forward time: 2.2653, Backward time: 2.9593, DDP time: 0.0040, Total iter time: 6.3749 [2020-11-16 01:19:40,938][root][INFO] - ===> Epoch[234](6154/26): Loss 0.2299, Sem 0.2299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.745e-01 Score 93.072 Data time: 0.2152, Forward time: 2.2663, Backward time: 2.9526, DDP time: 0.0040, Total iter time: 4.5625 [2020-11-16 01:19:44,940][root][INFO] - ===> Epoch[234](6155/26): Loss 0.1592, Sem 0.1592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.745e-01 Score 94.611 Data time: 0.1754, Forward time: 2.2643, Backward time: 2.9447, DDP time: 0.0040, Total iter time: 3.9019 [2020-11-16 01:19:50,165][root][INFO] - ===> Epoch[234](6156/26): Loss 0.2668, Sem 0.2668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.744e-01 Score 92.140 Data time: 0.1646, Forward time: 2.2609, Backward time: 2.9458, DDP time: 0.0040, Total iter time: 5.1261 [2020-11-16 01:19:55,752][root][INFO] - ===> Epoch[235](6157/26): Loss 0.2245, Sem 0.2245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.744e-01 Score 92.909 Data time: 0.2372, Forward time: 2.2625, Backward time: 2.9439, DDP time: 0.0041, Total iter time: 5.5187 [2020-11-16 01:20:01,859][root][INFO] - ===> Epoch[235](6158/26): Loss 0.2475, Sem 0.2475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.744e-01 Score 92.193 Data time: 0.2956, Forward time: 2.2685, Backward time: 2.9411, DDP time: 0.0040, Total iter time: 6.0106 [2020-11-16 01:20:07,519][root][INFO] - ===> Epoch[235](6159/26): Loss 0.2210, Sem 0.2210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.743e-01 Score 93.159 Data time: 0.2346, Forward time: 2.2716, Backward time: 2.9383, DDP time: 0.0040, Total iter time: 5.5290 [2020-11-16 01:20:12,458][root][INFO] - ===> Epoch[235](6160/26): Loss 0.2312, Sem 0.2312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.743e-01 Score 92.617 Data time: 0.2027, Forward time: 2.2715, Backward time: 2.9345, DDP time: 0.0040, Total iter time: 4.8390 [2020-11-16 01:20:17,465][root][INFO] - ===> Epoch[235](6161/26): Loss 0.2266, Sem 0.2266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.743e-01 Score 92.734 Data time: 0.2330, Forward time: 2.2732, Backward time: 2.9294, DDP time: 0.0040, Total iter time: 4.9209 [2020-11-16 01:20:23,368][root][INFO] - ===> Epoch[235](6162/26): Loss 0.2373, Sem 0.2373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.742e-01 Score 92.445 Data time: 0.2407, Forward time: 2.2759, Backward time: 2.9287, DDP time: 0.0041, Total iter time: 5.8100 [2020-11-16 01:20:30,834][root][INFO] - ===> Epoch[235](6163/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.742e-01 Score 93.991 Data time: 0.2046, Forward time: 2.2756, Backward time: 2.9402, DDP time: 0.0041, Total iter time: 7.3677 [2020-11-16 01:20:37,753][root][INFO] - ===> Epoch[235](6164/26): Loss 0.2167, Sem 0.2167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.741e-01 Score 93.106 Data time: 0.1728, Forward time: 2.2736, Backward time: 2.9501, DDP time: 0.0041, Total iter time: 6.8370 [2020-11-16 01:20:43,185][root][INFO] - ===> Epoch[235](6165/26): Loss 0.1982, Sem 0.1982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.741e-01 Score 93.406 Data time: 0.1588, Forward time: 2.2704, Backward time: 2.9526, DDP time: 0.0041, Total iter time: 5.3576 [2020-11-16 01:20:48,714][root][INFO] - ===> Epoch[235](6166/26): Loss 0.2036, Sem 0.2036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.741e-01 Score 93.590 Data time: 0.1830, Forward time: 2.2694, Backward time: 2.9534, DDP time: 0.0041, Total iter time: 5.4559 [2020-11-16 01:20:54,311][root][INFO] - ===> Epoch[235](6167/26): Loss 0.2071, Sem 0.2071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.740e-01 Score 93.112 Data time: 0.1621, Forward time: 2.2667, Backward time: 2.9562, DDP time: 0.0041, Total iter time: 5.5190 [2020-11-16 01:21:00,066][root][INFO] - ===> Epoch[235](6168/26): Loss 0.2375, Sem 0.2375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.740e-01 Score 92.257 Data time: 0.2260, Forward time: 2.2655, Backward time: 2.9582, DDP time: 0.0041, Total iter time: 5.6769 [2020-11-16 01:21:05,710][root][INFO] - ===> Epoch[235](6169/26): Loss 0.2441, Sem 0.2441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.740e-01 Score 91.851 Data time: 0.2029, Forward time: 2.2653, Backward time: 2.9589, DDP time: 0.0041, Total iter time: 5.5516 [2020-11-16 01:21:10,973][root][INFO] - ===> Epoch[235](6170/26): Loss 0.1975, Sem 0.1975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.739e-01 Score 93.497 Data time: 0.1639, Forward time: 2.2628, Backward time: 2.9595, DDP time: 0.0041, Total iter time: 5.1579 [2020-11-16 01:21:17,300][root][INFO] - ===> Epoch[235](6171/26): Loss 0.2199, Sem 0.2199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.739e-01 Score 93.275 Data time: 0.1760, Forward time: 2.2601, Backward time: 2.9662, DDP time: 0.0041, Total iter time: 6.2374 [2020-11-16 01:21:24,738][root][INFO] - ===> Epoch[235](6172/26): Loss 0.2465, Sem 0.2465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.739e-01 Score 92.224 Data time: 0.2673, Forward time: 2.2641, Backward time: 2.9725, DDP time: 0.0041, Total iter time: 7.3567 [2020-11-16 01:21:29,845][root][INFO] - ===> Epoch[235](6173/26): Loss 0.1953, Sem 0.1953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.738e-01 Score 93.811 Data time: 0.2173, Forward time: 2.2670, Backward time: 2.9669, DDP time: 0.0041, Total iter time: 4.9838 [2020-11-16 01:21:36,164][root][INFO] - ===> Epoch[235](6174/26): Loss 0.2230, Sem 0.2230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.738e-01 Score 92.995 Data time: 0.1872, Forward time: 2.2669, Backward time: 2.9709, DDP time: 0.0041, Total iter time: 6.2188 [2020-11-16 01:21:41,258][root][INFO] - ===> Epoch[235](6175/26): Loss 0.2079, Sem 0.2079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.737e-01 Score 93.243 Data time: 0.1755, Forward time: 2.2655, Backward time: 2.9695, DDP time: 0.0041, Total iter time: 4.9818 [2020-11-16 01:21:47,371][root][INFO] - ===> Epoch[235](6176/26): Loss 0.1819, Sem 0.1819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.737e-01 Score 94.186 Data time: 0.1679, Forward time: 2.2638, Backward time: 2.9741, DDP time: 0.0041, Total iter time: 6.0258 [2020-11-16 01:21:53,363][root][INFO] - ===> Epoch[235](6177/26): Loss 0.1896, Sem 0.1896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.737e-01 Score 93.578 Data time: 0.1593, Forward time: 2.2608, Backward time: 2.9793, DDP time: 0.0041, Total iter time: 5.9132 [2020-11-16 01:22:00,141][root][INFO] - ===> Epoch[235](6178/26): Loss 0.2622, Sem 0.2622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.736e-01 Score 92.146 Data time: 0.1866, Forward time: 2.2582, Backward time: 2.9881, DDP time: 0.0041, Total iter time: 6.7067 [2020-11-16 01:22:05,722][root][INFO] - ===> Epoch[235](6179/26): Loss 0.2597, Sem 0.2597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.736e-01 Score 91.711 Data time: 0.1928, Forward time: 2.2581, Backward time: 2.9881, DDP time: 0.0041, Total iter time: 5.4901 [2020-11-16 01:22:11,610][root][INFO] - ===> Epoch[235](6180/26): Loss 0.2067, Sem 0.2067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.736e-01 Score 93.713 Data time: 0.1499, Forward time: 2.2553, Backward time: 2.9923, DDP time: 0.0041, Total iter time: 5.7899 [2020-11-16 01:22:17,821][root][INFO] - ===> Epoch[235](6181/26): Loss 0.2056, Sem 0.2056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.735e-01 Score 93.765 Data time: 0.1821, Forward time: 2.2535, Backward time: 2.9971, DDP time: 0.0041, Total iter time: 6.1332 [2020-11-16 01:22:22,663][root][INFO] - ===> Epoch[235](6182/26): Loss 0.1855, Sem 0.1855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.735e-01 Score 94.145 Data time: 0.1911, Forward time: 2.2530, Backward time: 2.9934, DDP time: 0.0041, Total iter time: 4.7377 [2020-11-16 01:22:28,602][root][INFO] - ===> Epoch[236](6183/26): Loss 0.1939, Sem 0.1939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.734e-01 Score 94.080 Data time: 0.1760, Forward time: 2.2519, Backward time: 2.9963, DDP time: 0.0041, Total iter time: 5.8523 [2020-11-16 01:22:32,730][root][INFO] - ===> Epoch[236](6184/26): Loss 0.2329, Sem 0.2329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.734e-01 Score 92.071 Data time: 0.1841, Forward time: 2.2509, Backward time: 2.9896, DDP time: 0.0041, Total iter time: 4.0358 [2020-11-16 01:22:39,617][root][INFO] - ===> Epoch[236](6185/26): Loss 0.1982, Sem 0.1982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.734e-01 Score 93.538 Data time: 0.1811, Forward time: 2.2493, Backward time: 2.9978, DDP time: 0.0041, Total iter time: 6.7904 [2020-11-16 01:22:44,949][root][INFO] - ===> Epoch[236](6186/26): Loss 0.2242, Sem 0.2242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.733e-01 Score 92.739 Data time: 0.2542, Forward time: 2.2523, Backward time: 2.9934, DDP time: 0.0041, Total iter time: 5.2544 [2020-11-16 01:22:50,487][root][INFO] - ===> Epoch[236](6187/26): Loss 0.2397, Sem 0.2397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.733e-01 Score 92.485 Data time: 0.2555, Forward time: 2.2556, Backward time: 2.9896, DDP time: 0.0041, Total iter time: 5.4281 [2020-11-16 01:22:56,119][root][INFO] - ===> Epoch[236](6188/26): Loss 0.2471, Sem 0.2471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.733e-01 Score 92.242 Data time: 0.2352, Forward time: 2.2571, Backward time: 2.9878, DDP time: 0.0041, Total iter time: 5.4893 [2020-11-16 01:23:01,919][root][INFO] - ===> Epoch[236](6189/26): Loss 0.2253, Sem 0.2253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.732e-01 Score 93.234 Data time: 0.2386, Forward time: 2.2569, Backward time: 2.9887, DDP time: 0.0041, Total iter time: 5.6839 [2020-11-16 01:23:07,925][root][INFO] - ===> Epoch[236](6190/26): Loss 0.2058, Sem 0.2058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.732e-01 Score 93.070 Data time: 0.2082, Forward time: 2.2578, Backward time: 2.9898, DDP time: 0.0041, Total iter time: 5.9084 [2020-11-16 01:23:13,512][root][INFO] - ===> Epoch[236](6191/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.731e-01 Score 93.934 Data time: 0.2012, Forward time: 2.2583, Backward time: 2.9890, DDP time: 0.0041, Total iter time: 5.4712 [2020-11-16 01:23:18,484][root][INFO] - ===> Epoch[236](6192/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.731e-01 Score 94.115 Data time: 0.2261, Forward time: 2.2601, Backward time: 2.9840, DDP time: 0.0041, Total iter time: 4.8682 [2020-11-16 01:23:24,167][root][INFO] - ===> Epoch[236](6193/26): Loss 0.2211, Sem 0.2211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.731e-01 Score 93.049 Data time: 0.1819, Forward time: 2.2589, Backward time: 2.9855, DDP time: 0.0041, Total iter time: 5.5846 [2020-11-16 01:23:30,209][root][INFO] - ===> Epoch[236](6194/26): Loss 0.2599, Sem 0.2599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.730e-01 Score 92.453 Data time: 0.1830, Forward time: 2.2572, Backward time: 2.9893, DDP time: 0.0041, Total iter time: 5.9530 [2020-11-16 01:23:36,994][root][INFO] - ===> Epoch[236](6195/26): Loss 0.2075, Sem 0.2075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.730e-01 Score 93.207 Data time: 0.2143, Forward time: 2.2571, Backward time: 2.9951, DDP time: 0.0041, Total iter time: 6.7057 [2020-11-16 01:23:41,909][root][INFO] - ===> Epoch[236](6196/26): Loss 0.2278, Sem 0.2278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.730e-01 Score 92.938 Data time: 0.2161, Forward time: 2.2579, Backward time: 2.9908, DDP time: 0.0042, Total iter time: 4.8190 [2020-11-16 01:23:47,966][root][INFO] - ===> Epoch[236](6197/26): Loss 0.2237, Sem 0.2237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.729e-01 Score 92.751 Data time: 0.2187, Forward time: 2.2590, Backward time: 2.9918, DDP time: 0.0042, Total iter time: 5.9503 [2020-11-16 01:23:52,661][root][INFO] - ===> Epoch[236](6198/26): Loss 0.2304, Sem 0.2304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.729e-01 Score 92.600 Data time: 0.1951, Forward time: 2.2587, Backward time: 2.9876, DDP time: 0.0042, Total iter time: 4.5905 [2020-11-16 01:23:58,639][root][INFO] - ===> Epoch[236](6199/26): Loss 0.2210, Sem 0.2210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.728e-01 Score 93.335 Data time: 0.1677, Forward time: 2.2571, Backward time: 2.9909, DDP time: 0.0042, Total iter time: 5.8783 [2020-11-16 01:24:03,908][root][INFO] - ===> Epoch[236](6200/26): Loss 0.2283, Sem 0.2283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.728e-01 Score 92.945 Data time: 0.1208, Forward time: 2.2526, Backward time: 2.9938, DDP time: 0.0042, Total iter time: 5.1922 [2020-11-16 01:24:08,642][root][INFO] - ===> Epoch[236](6201/26): Loss 0.2360, Sem 0.2360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.728e-01 Score 92.426 Data time: 0.1881, Forward time: 2.2517, Backward time: 2.9908, DDP time: 0.0042, Total iter time: 4.6814 [2020-11-16 01:24:14,945][root][INFO] - ===> Epoch[236](6202/26): Loss 0.2003, Sem 0.2003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.727e-01 Score 93.776 Data time: 0.1780, Forward time: 2.2499, Backward time: 2.9958, DDP time: 0.0042, Total iter time: 6.2086 [2020-11-16 01:24:21,085][root][INFO] - ===> Epoch[236](6203/26): Loss 0.2260, Sem 0.2260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.727e-01 Score 92.723 Data time: 0.2904, Forward time: 2.2544, Backward time: 2.9938, DDP time: 0.0042, Total iter time: 6.0449 [2020-11-16 01:24:27,613][root][INFO] - ===> Epoch[236](6204/26): Loss 0.2262, Sem 0.2262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.727e-01 Score 92.692 Data time: 0.1854, Forward time: 2.2531, Backward time: 2.9992, DDP time: 0.0042, Total iter time: 6.4246 [2020-11-16 01:24:33,155][root][INFO] - ===> Epoch[236](6205/26): Loss 0.2088, Sem 0.2088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.726e-01 Score 93.568 Data time: 0.1686, Forward time: 2.2507, Backward time: 3.0011, DDP time: 0.0042, Total iter time: 5.4383 [2020-11-16 01:24:38,887][root][INFO] - ===> Epoch[236](6206/26): Loss 0.2386, Sem 0.2386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.726e-01 Score 92.769 Data time: 0.3050, Forward time: 2.2541, Backward time: 2.9981, DDP time: 0.0042, Total iter time: 5.6529 [2020-11-16 01:24:44,289][root][INFO] - ===> Epoch[236](6207/26): Loss 0.2198, Sem 0.2198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.725e-01 Score 93.000 Data time: 0.1570, Forward time: 2.2523, Backward time: 2.9989, DDP time: 0.0042, Total iter time: 5.3018 [2020-11-16 01:24:50,435][root][INFO] - ===> Epoch[236](6208/26): Loss 0.2417, Sem 0.2417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.725e-01 Score 92.402 Data time: 0.1933, Forward time: 2.2518, Backward time: 3.0018, DDP time: 0.0042, Total iter time: 6.0517 [2020-11-16 01:24:55,147][root][INFO] - ===> Epoch[237](6209/26): Loss 0.2809, Sem 0.2809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.725e-01 Score 91.549 Data time: 0.1837, Forward time: 2.2505, Backward time: 2.9989, DDP time: 0.0042, Total iter time: 4.6263 [2020-11-16 01:25:00,487][root][INFO] - ===> Epoch[237](6210/26): Loss 0.2231, Sem 0.2231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.724e-01 Score 92.765 Data time: 0.2274, Forward time: 2.2516, Backward time: 2.9966, DDP time: 0.0042, Total iter time: 5.2503 [2020-11-16 01:25:05,297][root][INFO] - ===> Epoch[237](6211/26): Loss 0.2328, Sem 0.2328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.724e-01 Score 92.599 Data time: 0.2191, Forward time: 2.2530, Backward time: 2.9914, DDP time: 0.0042, Total iter time: 4.6889 [2020-11-16 01:25:11,985][root][INFO] - ===> Epoch[237](6212/26): Loss 0.2407, Sem 0.2407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.724e-01 Score 92.156 Data time: 0.1665, Forward time: 2.2510, Backward time: 2.9983, DDP time: 0.0042, Total iter time: 6.5859 [2020-11-16 01:25:18,203][root][INFO] - ===> Epoch[237](6213/26): Loss 0.2231, Sem 0.2231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.723e-01 Score 92.851 Data time: 0.2301, Forward time: 2.2521, Backward time: 2.9999, DDP time: 0.0042, Total iter time: 6.1396 [2020-11-16 01:25:24,161][root][INFO] - ===> Epoch[237](6214/26): Loss 0.2776, Sem 0.2776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.723e-01 Score 91.520 Data time: 0.2423, Forward time: 2.2546, Backward time: 2.9989, DDP time: 0.0042, Total iter time: 5.8528 [2020-11-16 01:25:31,299][root][INFO] - ===> Epoch[237](6215/26): Loss 0.2329, Sem 0.2329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.722e-01 Score 92.270 Data time: 0.2592, Forward time: 2.2577, Backward time: 3.0024, DDP time: 0.0042, Total iter time: 7.0216 [2020-11-16 01:25:37,053][root][INFO] - ===> Epoch[237](6216/26): Loss 0.3158, Sem 0.3158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.722e-01 Score 90.274 Data time: 0.2234, Forward time: 2.2588, Backward time: 3.0013, DDP time: 0.0042, Total iter time: 5.6389 [2020-11-16 01:25:42,607][root][INFO] - ===> Epoch[237](6217/26): Loss 0.2243, Sem 0.2243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.722e-01 Score 92.773 Data time: 0.2069, Forward time: 2.2588, Backward time: 3.0009, DDP time: 0.0042, Total iter time: 5.4555 [2020-11-16 01:25:48,416][root][INFO] - ===> Epoch[237](6218/26): Loss 0.2305, Sem 0.2305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.721e-01 Score 92.341 Data time: 0.1999, Forward time: 2.2585, Backward time: 3.0021, DDP time: 0.0042, Total iter time: 5.7310 [2020-11-16 01:25:53,850][root][INFO] - ===> Epoch[237](6219/26): Loss 0.1987, Sem 0.1987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.721e-01 Score 93.817 Data time: 0.2147, Forward time: 2.2591, Backward time: 3.0007, DDP time: 0.0042, Total iter time: 5.3403 [2020-11-16 01:25:59,407][root][INFO] - ===> Epoch[237](6220/26): Loss 0.2088, Sem 0.2088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.721e-01 Score 93.098 Data time: 0.1667, Forward time: 2.2570, Backward time: 3.0024, DDP time: 0.0042, Total iter time: 5.4541 [2020-11-16 01:26:05,767][root][INFO] - ===> Epoch[237](6221/26): Loss 0.2332, Sem 0.2332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.720e-01 Score 93.000 Data time: 0.2184, Forward time: 2.2585, Backward time: 3.0043, DDP time: 0.0042, Total iter time: 6.2913 [2020-11-16 01:26:10,316][root][INFO] - ===> Epoch[237](6222/26): Loss 0.2544, Sem 0.2544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.720e-01 Score 92.266 Data time: 0.2462, Forward time: 2.2589, Backward time: 2.9990, DDP time: 0.0042, Total iter time: 4.4313 [2020-11-16 01:26:17,353][root][INFO] - ===> Epoch[237](6223/26): Loss 0.2128, Sem 0.2128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.719e-01 Score 93.333 Data time: 0.2153, Forward time: 2.2593, Backward time: 3.0045, DDP time: 0.0042, Total iter time: 6.9275 [2020-11-16 01:26:22,827][root][INFO] - ===> Epoch[237](6224/26): Loss 0.2351, Sem 0.2351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.719e-01 Score 92.458 Data time: 0.1695, Forward time: 2.2580, Backward time: 3.0052, DDP time: 0.0042, Total iter time: 5.3710 [2020-11-16 01:26:28,321][root][INFO] - ===> Epoch[237](6225/26): Loss 0.2782, Sem 0.2782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.719e-01 Score 91.157 Data time: 0.1498, Forward time: 2.2553, Backward time: 3.0073, DDP time: 0.0042, Total iter time: 5.4187 [2020-11-16 01:26:33,734][root][INFO] - ===> Epoch[237](6226/26): Loss 0.2313, Sem 0.2313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.718e-01 Score 92.464 Data time: 0.1726, Forward time: 2.2537, Backward time: 3.0082, DDP time: 0.0042, Total iter time: 5.3436 [2020-11-16 01:26:38,882][root][INFO] - ===> Epoch[237](6227/26): Loss 0.2523, Sem 0.2523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.718e-01 Score 92.450 Data time: 0.1825, Forward time: 2.2532, Backward time: 3.0068, DDP time: 0.0042, Total iter time: 5.0734 [2020-11-16 01:26:44,101][root][INFO] - ===> Epoch[237](6228/26): Loss 0.2403, Sem 0.2403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.718e-01 Score 92.100 Data time: 0.1837, Forward time: 2.2524, Backward time: 3.0058, DDP time: 0.0042, Total iter time: 5.1201 [2020-11-16 01:26:50,207][root][INFO] - ===> Epoch[237](6229/26): Loss 0.2074, Sem 0.2074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.717e-01 Score 93.366 Data time: 0.1641, Forward time: 2.2506, Backward time: 3.0096, DDP time: 0.0042, Total iter time: 6.0149 [2020-11-16 01:26:55,746][root][INFO] - ===> Epoch[237](6230/26): Loss 0.2596, Sem 0.2596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.717e-01 Score 92.445 Data time: 0.1648, Forward time: 2.2490, Backward time: 3.0110, DDP time: 0.0042, Total iter time: 5.4808 [2020-11-16 01:27:00,644][root][INFO] - ===> Epoch[237](6231/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.716e-01 Score 93.653 Data time: 0.2309, Forward time: 2.2487, Backward time: 3.0081, DDP time: 0.0042, Total iter time: 4.7996 [2020-11-16 01:27:06,338][root][INFO] - ===> Epoch[237](6232/26): Loss 0.2149, Sem 0.2149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.716e-01 Score 93.093 Data time: 0.1824, Forward time: 2.2484, Backward time: 3.0086, DDP time: 0.0042, Total iter time: 5.5981 [2020-11-16 01:27:11,965][root][INFO] - ===> Epoch[237](6233/26): Loss 0.2060, Sem 0.2060, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.716e-01 Score 93.680 Data time: 0.1585, Forward time: 2.2464, Backward time: 3.0107, DDP time: 0.0042, Total iter time: 5.5426 [2020-11-16 01:27:16,918][root][INFO] - ===> Epoch[237](6234/26): Loss 0.2102, Sem 0.2102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.715e-01 Score 93.146 Data time: 0.2070, Forward time: 2.2462, Backward time: 3.0081, DDP time: 0.0042, Total iter time: 4.8575 [2020-11-16 01:27:22,493][root][INFO] - ===> Epoch[238](6235/26): Loss 0.2976, Sem 0.2976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.715e-01 Score 91.244 Data time: 0.2286, Forward time: 2.2478, Backward time: 3.0064, DDP time: 0.0042, Total iter time: 5.4779 [2020-11-16 01:27:28,678][root][INFO] - ===> Epoch[238](6236/26): Loss 0.2312, Sem 0.2312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.715e-01 Score 92.902 Data time: 0.1810, Forward time: 2.2471, Backward time: 3.0093, DDP time: 0.0042, Total iter time: 6.0829 [2020-11-16 01:27:33,873][root][INFO] - ===> Epoch[238](6237/26): Loss 0.2470, Sem 0.2470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.714e-01 Score 91.930 Data time: 0.2082, Forward time: 2.2471, Backward time: 3.0076, DDP time: 0.0042, Total iter time: 5.0972 [2020-11-16 01:27:39,761][root][INFO] - ===> Epoch[238](6238/26): Loss 0.2816, Sem 0.2816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.714e-01 Score 91.623 Data time: 0.2617, Forward time: 2.2491, Backward time: 3.0065, DDP time: 0.0042, Total iter time: 5.7913 [2020-11-16 01:27:44,443][root][INFO] - ===> Epoch[238](6239/26): Loss 0.2487, Sem 0.2487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.713e-01 Score 92.219 Data time: 0.2044, Forward time: 2.2497, Backward time: 3.0020, DDP time: 0.0042, Total iter time: 4.5587 [2020-11-16 01:27:48,815][root][INFO] - ===> Epoch[238](6240/26): Loss 0.2169, Sem 0.2169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.713e-01 Score 93.298 Data time: 0.1745, Forward time: 2.2478, Backward time: 2.9989, DDP time: 0.0042, Total iter time: 4.2721 [2020-11-16 01:27:55,374][root][INFO] - ===> Epoch[238](6241/26): Loss 0.2668, Sem 0.2668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.713e-01 Score 90.649 Data time: 0.2464, Forward time: 2.2497, Backward time: 3.0008, DDP time: 0.0042, Total iter time: 6.4854 [2020-11-16 01:28:01,749][root][INFO] - ===> Epoch[238](6242/26): Loss 0.2633, Sem 0.2633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.712e-01 Score 91.636 Data time: 0.1700, Forward time: 2.2482, Backward time: 3.0053, DDP time: 0.0042, Total iter time: 6.2604 [2020-11-16 01:28:06,907][root][INFO] - ===> Epoch[238](6243/26): Loss 0.2340, Sem 0.2340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.712e-01 Score 92.935 Data time: 0.2270, Forward time: 2.2498, Backward time: 3.0021, DDP time: 0.0042, Total iter time: 5.0997 [2020-11-16 01:28:11,833][root][INFO] - ===> Epoch[238](6244/26): Loss 0.2528, Sem 0.2528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.712e-01 Score 92.861 Data time: 0.2178, Forward time: 2.2507, Backward time: 2.9984, DDP time: 0.0042, Total iter time: 4.8234 [2020-11-16 01:28:18,456][root][INFO] - ===> Epoch[238](6245/26): Loss 0.3063, Sem 0.3063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.711e-01 Score 90.837 Data time: 0.1563, Forward time: 2.2492, Backward time: 3.0039, DDP time: 0.0042, Total iter time: 6.5335 [2020-11-16 01:28:24,128][root][INFO] - ===> Epoch[238](6246/26): Loss 0.2369, Sem 0.2369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.711e-01 Score 92.907 Data time: 0.0755, Forward time: 2.2445, Backward time: 3.0097, DDP time: 0.0042, Total iter time: 5.6221 [2020-11-16 01:28:30,278][root][INFO] - ===> Epoch[238](6247/26): Loss 0.2556, Sem 0.2556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.710e-01 Score 92.316 Data time: 0.1424, Forward time: 2.2421, Backward time: 3.0145, DDP time: 0.0042, Total iter time: 6.1017 [2020-11-16 01:28:35,126][root][INFO] - ===> Epoch[238](6248/26): Loss 0.3004, Sem 0.3004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.710e-01 Score 90.884 Data time: 0.1897, Forward time: 2.2416, Backward time: 3.0121, DDP time: 0.0042, Total iter time: 4.7753 [2020-11-16 01:28:40,806][root][INFO] - ===> Epoch[238](6249/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.710e-01 Score 92.568 Data time: 0.2428, Forward time: 2.2430, Backward time: 3.0109, DDP time: 0.0042, Total iter time: 5.5793 [2020-11-16 01:28:46,449][root][INFO] - ===> Epoch[238](6250/26): Loss 0.2148, Sem 0.2148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.709e-01 Score 93.317 Data time: 0.1797, Forward time: 2.2428, Backward time: 3.0112, DDP time: 0.0042, Total iter time: 5.5387 [2020-11-16 01:28:53,034][root][INFO] - ===> Epoch[238](6251/26): Loss 0.2913, Sem 0.2913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.709e-01 Score 90.792 Data time: 0.1812, Forward time: 2.2423, Backward time: 3.0154, DDP time: 0.0042, Total iter time: 6.4843 [2020-11-16 01:28:58,402][root][INFO] - ===> Epoch[238](6252/26): Loss 0.2786, Sem 0.2786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.709e-01 Score 91.515 Data time: 0.2423, Forward time: 2.2445, Backward time: 3.0118, DDP time: 0.0042, Total iter time: 5.2723 [2020-11-16 01:29:03,148][root][INFO] - ===> Epoch[238](6253/26): Loss 0.2346, Sem 0.2346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.708e-01 Score 92.846 Data time: 0.1805, Forward time: 2.2440, Backward time: 3.0085, DDP time: 0.0043, Total iter time: 4.6338 [2020-11-16 01:29:07,709][root][INFO] - ===> Epoch[238](6254/26): Loss 0.2323, Sem 0.2323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.708e-01 Score 92.646 Data time: 0.1700, Forward time: 2.2427, Backward time: 3.0060, DDP time: 0.0043, Total iter time: 4.4865 [2020-11-16 01:29:12,269][root][INFO] - ===> Epoch[238](6255/26): Loss 0.2493, Sem 0.2493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.707e-01 Score 92.824 Data time: 0.1926, Forward time: 2.2426, Backward time: 3.0022, DDP time: 0.0043, Total iter time: 4.4832 [2020-11-16 01:29:17,985][root][INFO] - ===> Epoch[238](6256/26): Loss 0.2616, Sem 0.2616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.707e-01 Score 91.736 Data time: 0.1702, Forward time: 2.2407, Backward time: 3.0044, DDP time: 0.0043, Total iter time: 5.6096 [2020-11-16 01:29:22,777][root][INFO] - ===> Epoch[238](6257/26): Loss 0.2359, Sem 0.2359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.707e-01 Score 92.508 Data time: 0.2324, Forward time: 2.2418, Backward time: 3.0002, DDP time: 0.0043, Total iter time: 4.7072 [2020-11-16 01:29:29,039][root][INFO] - ===> Epoch[238](6258/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.706e-01 Score 93.223 Data time: 0.2354, Forward time: 2.2439, Backward time: 3.0004, DDP time: 0.0043, Total iter time: 6.1414 [2020-11-16 01:29:34,584][root][INFO] - ===> Epoch[238](6259/26): Loss 0.2467, Sem 0.2467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.706e-01 Score 92.538 Data time: 0.1852, Forward time: 2.2435, Backward time: 3.0005, DDP time: 0.0043, Total iter time: 5.4241 [2020-11-16 01:29:40,292][root][INFO] - ===> Epoch[238](6260/26): Loss 0.2562, Sem 0.2562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.706e-01 Score 91.834 Data time: 0.2532, Forward time: 2.2439, Backward time: 3.0003, DDP time: 0.0043, Total iter time: 5.6296 [2020-11-16 01:29:46,594][root][INFO] - ===> Epoch[239](6261/26): Loss 0.2775, Sem 0.2775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.705e-01 Score 91.298 Data time: 0.2439, Forward time: 2.2461, Backward time: 3.0007, DDP time: 0.0043, Total iter time: 6.2033 [2020-11-16 01:29:52,872][root][INFO] - ===> Epoch[239](6262/26): Loss 0.2337, Sem 0.2337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.705e-01 Score 92.586 Data time: 0.2276, Forward time: 2.2476, Backward time: 3.0015, DDP time: 0.0043, Total iter time: 6.1604 [2020-11-16 01:29:58,488][root][INFO] - ===> Epoch[239](6263/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.705e-01 Score 92.765 Data time: 0.2427, Forward time: 2.2478, Backward time: 3.0011, DDP time: 0.0043, Total iter time: 5.5001 [2020-11-16 01:30:05,856][root][INFO] - ===> Epoch[239](6264/26): Loss 0.2204, Sem 0.2204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.704e-01 Score 93.732 Data time: 0.2664, Forward time: 2.2501, Backward time: 3.0050, DDP time: 0.0043, Total iter time: 7.2529 [2020-11-16 01:30:11,306][root][INFO] - ===> Epoch[239](6265/26): Loss 0.2632, Sem 0.2632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.704e-01 Score 92.240 Data time: 0.2393, Forward time: 2.2518, Backward time: 3.0027, DDP time: 0.0043, Total iter time: 5.3363 [2020-11-16 01:30:17,279][root][INFO] - ===> Epoch[239](6266/26): Loss 0.2286, Sem 0.2286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.703e-01 Score 92.577 Data time: 0.1339, Forward time: 2.2494, Backward time: 3.0063, DDP time: 0.0043, Total iter time: 5.8812 [2020-11-16 01:30:23,300][root][INFO] - ===> Epoch[239](6267/26): Loss 0.2714, Sem 0.2714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.703e-01 Score 91.504 Data time: 0.1469, Forward time: 2.2470, Backward time: 3.0102, DDP time: 0.0043, Total iter time: 5.9464 [2020-11-16 01:30:28,493][root][INFO] - ===> Epoch[239](6268/26): Loss 0.2337, Sem 0.2337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.703e-01 Score 92.674 Data time: 0.2277, Forward time: 2.2480, Backward time: 3.0077, DDP time: 0.0043, Total iter time: 5.1312 [2020-11-16 01:30:34,868][root][INFO] - ===> Epoch[239](6269/26): Loss 0.2811, Sem 0.2811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.702e-01 Score 91.066 Data time: 0.2267, Forward time: 2.2486, Backward time: 3.0097, DDP time: 0.0043, Total iter time: 6.2688 [2020-11-16 01:30:41,401][root][INFO] - ===> Epoch[239](6270/26): Loss 0.2104, Sem 0.2104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.702e-01 Score 93.420 Data time: 0.3431, Forward time: 2.2522, Backward time: 3.0091, DDP time: 0.0043, Total iter time: 6.4357 [2020-11-16 01:30:47,028][root][INFO] - ===> Epoch[239](6271/26): Loss 0.2398, Sem 0.2398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.702e-01 Score 92.402 Data time: 0.2550, Forward time: 2.2547, Backward time: 3.0065, DDP time: 0.0043, Total iter time: 5.4982 [2020-11-16 01:30:52,882][root][INFO] - ===> Epoch[239](6272/26): Loss 0.2497, Sem 0.2497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.701e-01 Score 92.030 Data time: 0.1926, Forward time: 2.2535, Backward time: 3.0083, DDP time: 0.0043, Total iter time: 5.7349 [2020-11-16 01:30:58,973][root][INFO] - ===> Epoch[239](6273/26): Loss 0.2236, Sem 0.2236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.701e-01 Score 93.203 Data time: 0.3286, Forward time: 2.2566, Backward time: 3.0066, DDP time: 0.0043, Total iter time: 6.0014 [2020-11-16 01:31:05,713][root][INFO] - ===> Epoch[239](6274/26): Loss 0.2336, Sem 0.2336, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.700e-01 Score 92.462 Data time: 0.1237, Forward time: 2.2543, Backward time: 3.0128, DDP time: 0.0043, Total iter time: 6.6473 [2020-11-16 01:31:12,145][root][INFO] - ===> Epoch[239](6275/26): Loss 0.2555, Sem 0.2555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.700e-01 Score 92.087 Data time: 0.1390, Forward time: 2.2519, Backward time: 3.0180, DDP time: 0.0043, Total iter time: 6.3465 [2020-11-16 01:31:17,760][root][INFO] - ===> Epoch[239](6276/26): Loss 0.2566, Sem 0.2566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.700e-01 Score 91.709 Data time: 0.1808, Forward time: 2.2512, Backward time: 3.0188, DDP time: 0.0043, Total iter time: 5.5492 [2020-11-16 01:31:23,428][root][INFO] - ===> Epoch[239](6277/26): Loss 0.2164, Sem 0.2164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.699e-01 Score 93.023 Data time: 0.2051, Forward time: 2.2519, Backward time: 3.0183, DDP time: 0.0043, Total iter time: 5.5684 [2020-11-16 01:31:29,037][root][INFO] - ===> Epoch[239](6278/26): Loss 0.2548, Sem 0.2548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.699e-01 Score 92.011 Data time: 0.1635, Forward time: 2.2507, Backward time: 3.0193, DDP time: 0.0043, Total iter time: 5.5025 [2020-11-16 01:31:35,090][root][INFO] - ===> Epoch[239](6279/26): Loss 0.2284, Sem 0.2284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.699e-01 Score 92.861 Data time: 0.1660, Forward time: 2.2488, Backward time: 3.0226, DDP time: 0.0043, Total iter time: 5.9589 [2020-11-16 01:31:40,433][root][INFO] - ===> Epoch[239](6280/26): Loss 0.2411, Sem 0.2411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.698e-01 Score 92.555 Data time: 0.1928, Forward time: 2.2481, Backward time: 3.0223, DDP time: 0.0043, Total iter time: 5.2736 [2020-11-16 01:31:46,037][root][INFO] - ===> Epoch[239](6281/26): Loss 0.2169, Sem 0.2169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.698e-01 Score 92.733 Data time: 0.2057, Forward time: 2.2480, Backward time: 3.0223, DDP time: 0.0043, Total iter time: 5.5229 [2020-11-16 01:31:51,050][root][INFO] - ===> Epoch[239](6282/26): Loss 0.2603, Sem 0.2603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.697e-01 Score 91.884 Data time: 0.2353, Forward time: 2.2494, Backward time: 3.0187, DDP time: 0.0043, Total iter time: 4.9154 [2020-11-16 01:31:56,457][root][INFO] - ===> Epoch[239](6283/26): Loss 0.2184, Sem 0.2184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.697e-01 Score 93.064 Data time: 0.1936, Forward time: 2.2493, Backward time: 3.0180, DDP time: 0.0043, Total iter time: 5.2957 [2020-11-16 01:32:02,636][root][INFO] - ===> Epoch[239](6284/26): Loss 0.2405, Sem 0.2405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.697e-01 Score 92.334 Data time: 0.2246, Forward time: 2.2507, Backward time: 3.0184, DDP time: 0.0043, Total iter time: 6.0698 [2020-11-16 01:32:08,614][root][INFO] - ===> Epoch[239](6285/26): Loss 0.2150, Sem 0.2150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.696e-01 Score 92.999 Data time: 0.2863, Forward time: 2.2537, Backward time: 3.0164, DDP time: 0.0043, Total iter time: 5.8626 [2020-11-16 01:32:13,905][root][INFO] - ===> Epoch[239](6286/26): Loss 0.1988, Sem 0.1988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.696e-01 Score 93.589 Data time: 0.1584, Forward time: 2.2524, Backward time: 3.0166, DDP time: 0.0043, Total iter time: 5.1884 [2020-11-16 01:32:18,649][root][INFO] - ===> Epoch[240](6287/26): Loss 0.2245, Sem 0.2245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.696e-01 Score 92.932 Data time: 0.1590, Forward time: 2.2505, Backward time: 3.0153, DDP time: 0.0043, Total iter time: 4.6753 [2020-11-16 01:32:24,314][root][INFO] - ===> Epoch[240](6288/26): Loss 0.2161, Sem 0.2161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.695e-01 Score 93.092 Data time: 0.1946, Forward time: 2.2503, Backward time: 3.0157, DDP time: 0.0043, Total iter time: 5.6052 [2020-11-16 01:32:30,253][root][INFO] - ===> Epoch[240](6289/26): Loss 0.2590, Sem 0.2590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.695e-01 Score 91.891 Data time: 0.1932, Forward time: 2.2498, Backward time: 3.0172, DDP time: 0.0043, Total iter time: 5.8397 [2020-11-16 01:32:35,840][root][INFO] - ===> Epoch[240](6290/26): Loss 0.2503, Sem 0.2503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.694e-01 Score 92.300 Data time: 0.2167, Forward time: 2.2503, Backward time: 3.0165, DDP time: 0.0043, Total iter time: 5.4988 [2020-11-16 01:32:40,955][root][INFO] - ===> Epoch[240](6291/26): Loss 0.2263, Sem 0.2263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.694e-01 Score 92.889 Data time: 0.1896, Forward time: 2.2497, Backward time: 3.0153, DDP time: 0.0043, Total iter time: 5.0070 [2020-11-16 01:32:46,589][root][INFO] - ===> Epoch[240](6292/26): Loss 0.2085, Sem 0.2085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.694e-01 Score 93.453 Data time: 0.1885, Forward time: 2.2491, Backward time: 3.0159, DDP time: 0.0043, Total iter time: 5.5331 [2020-11-16 01:32:51,968][root][INFO] - ===> Epoch[240](6293/26): Loss 0.2107, Sem 0.2107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.693e-01 Score 93.201 Data time: 0.1884, Forward time: 2.2484, Backward time: 3.0158, DDP time: 0.0043, Total iter time: 5.2857 [2020-11-16 01:32:58,796][root][INFO] - ===> Epoch[240](6294/26): Loss 0.2627, Sem 0.2627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.693e-01 Score 91.570 Data time: 0.2068, Forward time: 2.2484, Backward time: 3.0197, DDP time: 0.0043, Total iter time: 6.7438 [2020-11-16 01:33:04,549][root][INFO] - ===> Epoch[240](6295/26): Loss 0.2473, Sem 0.2473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.693e-01 Score 91.942 Data time: 0.1857, Forward time: 2.2480, Backward time: 3.0203, DDP time: 0.0043, Total iter time: 5.6557 [2020-11-16 01:33:10,808][root][INFO] - ===> Epoch[240](6296/26): Loss 0.2414, Sem 0.2414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.692e-01 Score 92.155 Data time: 0.2312, Forward time: 2.2493, Backward time: 3.0211, DDP time: 0.0043, Total iter time: 6.1709 [2020-11-16 01:33:16,394][root][INFO] - ===> Epoch[240](6297/26): Loss 0.2503, Sem 0.2503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.692e-01 Score 92.205 Data time: 0.2452, Forward time: 2.2499, Backward time: 3.0201, DDP time: 0.0043, Total iter time: 5.4580 [2020-11-16 01:33:21,974][root][INFO] - ===> Epoch[240](6298/26): Loss 0.2615, Sem 0.2615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.691e-01 Score 92.524 Data time: 0.1969, Forward time: 2.2497, Backward time: 3.0200, DDP time: 0.0043, Total iter time: 5.4758 [2020-11-16 01:33:28,068][root][INFO] - ===> Epoch[240](6299/26): Loss 0.2476, Sem 0.2476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.691e-01 Score 92.485 Data time: 0.2533, Forward time: 2.2515, Backward time: 3.0197, DDP time: 0.0043, Total iter time: 6.0045 [2020-11-16 01:33:33,178][root][INFO] - ===> Epoch[240](6300/26): Loss 0.2365, Sem 0.2365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.691e-01 Score 92.621 Data time: 0.2001, Forward time: 2.2517, Backward time: 3.0176, DDP time: 0.0043, Total iter time: 4.9833 [2020-11-16 01:33:38,902][root][INFO] - ===> Epoch[240](6301/26): Loss 0.2537, Sem 0.2537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.690e-01 Score 92.208 Data time: 0.1710, Forward time: 2.2510, Backward time: 3.0186, DDP time: 0.0043, Total iter time: 5.6179 [2020-11-16 01:33:43,889][root][INFO] - ===> Epoch[240](6302/26): Loss 0.2358, Sem 0.2358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.690e-01 Score 92.442 Data time: 0.1814, Forward time: 2.2506, Backward time: 3.0170, DDP time: 0.0043, Total iter time: 4.9216 [2020-11-16 01:33:49,617][root][INFO] - ===> Epoch[240](6303/26): Loss 0.2008, Sem 0.2008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.690e-01 Score 93.870 Data time: 0.2244, Forward time: 2.2515, Backward time: 3.0163, DDP time: 0.0043, Total iter time: 5.6191 [2020-11-16 01:33:54,181][root][INFO] - ===> Epoch[240](6304/26): Loss 0.2223, Sem 0.2223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.689e-01 Score 92.596 Data time: 0.1949, Forward time: 2.2516, Backward time: 3.0129, DDP time: 0.0043, Total iter time: 4.4652 [2020-11-16 01:33:59,911][root][INFO] - ===> Epoch[240](6305/26): Loss 0.2167, Sem 0.2167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.689e-01 Score 93.197 Data time: 0.1772, Forward time: 2.2512, Backward time: 3.0136, DDP time: 0.0043, Total iter time: 5.6202 [2020-11-16 01:34:05,207][root][INFO] - ===> Epoch[240](6306/26): Loss 0.2298, Sem 0.2298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.688e-01 Score 92.813 Data time: 0.1168, Forward time: 2.2483, Backward time: 3.0159, DDP time: 0.0043, Total iter time: 5.2097 [2020-11-16 01:34:10,168][root][INFO] - ===> Epoch[240](6307/26): Loss 0.2810, Sem 0.2810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.688e-01 Score 91.170 Data time: 0.1474, Forward time: 2.2462, Backward time: 3.0160, DDP time: 0.0043, Total iter time: 4.8935 [2020-11-16 01:34:16,036][root][INFO] - ===> Epoch[240](6308/26): Loss 0.2466, Sem 0.2466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.688e-01 Score 91.740 Data time: 0.2409, Forward time: 2.2473, Backward time: 3.0157, DDP time: 0.0043, Total iter time: 5.7917 [2020-11-16 01:34:23,775][root][INFO] - ===> Epoch[240](6309/26): Loss 0.2241, Sem 0.2241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.687e-01 Score 92.727 Data time: 0.1921, Forward time: 2.2466, Backward time: 3.0228, DDP time: 0.0043, Total iter time: 7.6208 [2020-11-16 01:34:29,529][root][INFO] - ===> Epoch[240](6310/26): Loss 0.2224, Sem 0.2224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.687e-01 Score 92.954 Data time: 0.2311, Forward time: 2.2473, Backward time: 3.0224, DDP time: 0.0043, Total iter time: 5.6574 [2020-11-16 01:34:37,969][root][INFO] - ===> Epoch[240](6311/26): Loss 0.2184, Sem 0.2184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.687e-01 Score 92.822 Data time: 0.2201, Forward time: 2.2484, Backward time: 3.0299, DDP time: 0.0043, Total iter time: 8.3269 [2020-11-16 01:34:42,828][root][INFO] - ===> Epoch[240](6312/26): Loss 0.2344, Sem 0.2344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.686e-01 Score 92.776 Data time: 0.1834, Forward time: 2.2475, Backward time: 3.0284, DDP time: 0.0043, Total iter time: 4.7623 [2020-11-16 01:34:48,397][root][INFO] - ===> Epoch[241](6313/26): Loss 0.2395, Sem 0.2395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.686e-01 Score 92.304 Data time: 0.1829, Forward time: 2.2469, Backward time: 3.0288, DDP time: 0.0043, Total iter time: 5.4762 [2020-11-16 01:34:54,016][root][INFO] - ===> Epoch[241](6314/26): Loss 0.2354, Sem 0.2354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.685e-01 Score 92.192 Data time: 0.1987, Forward time: 2.2468, Backward time: 3.0288, DDP time: 0.0043, Total iter time: 5.5182 [2020-11-16 01:35:00,226][root][INFO] - ===> Epoch[241](6315/26): Loss 0.2482, Sem 0.2482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.685e-01 Score 92.375 Data time: 0.2078, Forward time: 2.2474, Backward time: 3.0298, DDP time: 0.0043, Total iter time: 6.1066 [2020-11-16 01:35:07,595][root][INFO] - ===> Epoch[241](6316/26): Loss 0.2284, Sem 0.2284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.685e-01 Score 92.487 Data time: 0.2107, Forward time: 2.2468, Backward time: 3.0355, DDP time: 0.0043, Total iter time: 7.2579 [2020-11-16 01:35:13,242][root][INFO] - ===> Epoch[241](6317/26): Loss 0.2692, Sem 0.2692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.684e-01 Score 91.461 Data time: 0.2398, Forward time: 2.2484, Backward time: 3.0340, DDP time: 0.0043, Total iter time: 5.5582 [2020-11-16 01:35:18,902][root][INFO] - ===> Epoch[241](6318/26): Loss 0.2402, Sem 0.2402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.684e-01 Score 92.720 Data time: 0.2112, Forward time: 2.2492, Backward time: 3.0333, DDP time: 0.0043, Total iter time: 5.5609 [2020-11-16 01:35:25,505][root][INFO] - ===> Epoch[241](6319/26): Loss 0.2310, Sem 0.2310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.684e-01 Score 92.631 Data time: 0.1961, Forward time: 2.2489, Backward time: 3.0363, DDP time: 0.0043, Total iter time: 6.4950 [2020-11-16 01:35:31,230][root][INFO] - ===> Epoch[241](6320/26): Loss 0.2419, Sem 0.2419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.683e-01 Score 92.298 Data time: 0.2363, Forward time: 2.2503, Backward time: 3.0351, DDP time: 0.0044, Total iter time: 5.6215 [2020-11-16 01:35:36,046][root][INFO] - ===> Epoch[241](6321/26): Loss 0.2317, Sem 0.2317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.683e-01 Score 92.803 Data time: 0.1394, Forward time: 2.2484, Backward time: 3.0344, DDP time: 0.0044, Total iter time: 4.6988 [2020-11-16 01:35:42,217][root][INFO] - ===> Epoch[241](6322/26): Loss 0.2537, Sem 0.2537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.682e-01 Score 91.953 Data time: 0.1926, Forward time: 2.2466, Backward time: 3.0375, DDP time: 0.0044, Total iter time: 6.0920 [2020-11-16 01:35:46,853][root][INFO] - ===> Epoch[241](6323/26): Loss 0.2141, Sem 0.2141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.682e-01 Score 93.467 Data time: 0.1903, Forward time: 2.2457, Backward time: 3.0355, DDP time: 0.0044, Total iter time: 4.5550 [2020-11-16 01:35:52,261][root][INFO] - ===> Epoch[241](6324/26): Loss 0.2448, Sem 0.2448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.682e-01 Score 92.604 Data time: 0.1890, Forward time: 2.2451, Backward time: 3.0353, DDP time: 0.0044, Total iter time: 5.3200 [2020-11-16 01:35:57,934][root][INFO] - ===> Epoch[241](6325/26): Loss 0.2600, Sem 0.2600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.681e-01 Score 91.905 Data time: 0.2473, Forward time: 2.2468, Backward time: 3.0336, DDP time: 0.0044, Total iter time: 5.5610 [2020-11-16 01:36:02,989][root][INFO] - ===> Epoch[241](6326/26): Loss 0.2421, Sem 0.2421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.681e-01 Score 92.368 Data time: 0.1678, Forward time: 2.2464, Backward time: 3.0323, DDP time: 0.0044, Total iter time: 4.9362 [2020-11-16 01:36:09,136][root][INFO] - ===> Epoch[241](6327/26): Loss 0.2804, Sem 0.2804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.681e-01 Score 91.347 Data time: 0.1988, Forward time: 2.2465, Backward time: 3.0336, DDP time: 0.0044, Total iter time: 6.0382 [2020-11-16 01:36:14,375][root][INFO] - ===> Epoch[241](6328/26): Loss 0.2655, Sem 0.2655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.680e-01 Score 91.632 Data time: 0.1716, Forward time: 2.2457, Backward time: 3.0332, DDP time: 0.0044, Total iter time: 5.1197 [2020-11-16 01:36:20,057][root][INFO] - ===> Epoch[241](6329/26): Loss 0.2588, Sem 0.2588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.680e-01 Score 91.700 Data time: 0.2017, Forward time: 2.2455, Backward time: 3.0334, DDP time: 0.0044, Total iter time: 5.5862 [2020-11-16 01:36:25,704][root][INFO] - ===> Epoch[241](6330/26): Loss 0.2089, Sem 0.2089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.679e-01 Score 93.204 Data time: 0.2555, Forward time: 2.2475, Backward time: 3.0314, DDP time: 0.0044, Total iter time: 5.5401 [2020-11-16 01:36:30,596][root][INFO] - ===> Epoch[241](6331/26): Loss 0.2669, Sem 0.2669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.679e-01 Score 91.635 Data time: 0.1706, Forward time: 2.2467, Backward time: 3.0299, DDP time: 0.0044, Total iter time: 4.7612 [2020-11-16 01:36:39,332][root][INFO] - ===> Epoch[241](6332/26): Loss 0.2731, Sem 0.2731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.679e-01 Score 91.236 Data time: 0.2590, Forward time: 2.2487, Backward time: 3.0368, DDP time: 0.0044, Total iter time: 8.6363 [2020-11-16 01:36:44,461][root][INFO] - ===> Epoch[241](6333/26): Loss 0.2869, Sem 0.2869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.678e-01 Score 91.418 Data time: 0.1009, Forward time: 2.2461, Backward time: 3.0383, DDP time: 0.0044, Total iter time: 5.0141 [2020-11-16 01:36:51,609][root][INFO] - ===> Epoch[241](6334/26): Loss 0.2285, Sem 0.2285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.678e-01 Score 92.867 Data time: 0.1675, Forward time: 2.2448, Backward time: 3.0441, DDP time: 0.0044, Total iter time: 7.1252 [2020-11-16 01:36:57,199][root][INFO] - ===> Epoch[241](6335/26): Loss 0.2181, Sem 0.2181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.678e-01 Score 93.471 Data time: 0.2499, Forward time: 2.2467, Backward time: 3.0421, DDP time: 0.0044, Total iter time: 5.5250 [2020-11-16 01:37:03,900][root][INFO] - ===> Epoch[241](6336/26): Loss 0.2225, Sem 0.2225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.677e-01 Score 92.942 Data time: 0.2055, Forward time: 2.2475, Backward time: 3.0443, DDP time: 0.0044, Total iter time: 6.5941 [2020-11-16 01:37:09,520][root][INFO] - ===> Epoch[241](6337/26): Loss 0.2149, Sem 0.2149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.677e-01 Score 93.154 Data time: 0.1901, Forward time: 2.2476, Backward time: 3.0441, DDP time: 0.0044, Total iter time: 5.5171 [2020-11-16 01:37:15,507][root][INFO] - ===> Epoch[241](6338/26): Loss 0.2284, Sem 0.2284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.676e-01 Score 92.605 Data time: 0.2120, Forward time: 2.2485, Backward time: 3.0442, DDP time: 0.0044, Total iter time: 5.9084 [2020-11-16 01:37:20,892][root][INFO] - ===> Epoch[242](6339/26): Loss 0.2568, Sem 0.2568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.676e-01 Score 92.000 Data time: 0.1554, Forward time: 2.2475, Backward time: 3.0444, DDP time: 0.0044, Total iter time: 5.2748 [2020-11-16 01:37:25,639][root][INFO] - ===> Epoch[242](6340/26): Loss 0.2401, Sem 0.2401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.676e-01 Score 92.805 Data time: 0.1543, Forward time: 2.2458, Backward time: 3.0436, DDP time: 0.0044, Total iter time: 4.6798 [2020-11-16 01:37:30,903][root][INFO] - ===> Epoch[242](6341/26): Loss 0.2242, Sem 0.2242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.675e-01 Score 92.688 Data time: 0.2175, Forward time: 2.2462, Backward time: 3.0422, DDP time: 0.0044, Total iter time: 5.2071 [2020-11-16 01:37:36,323][root][INFO] - ===> Epoch[242](6342/26): Loss 0.2238, Sem 0.2238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.675e-01 Score 92.646 Data time: 0.2626, Forward time: 2.2480, Backward time: 3.0396, DDP time: 0.0044, Total iter time: 5.3200 [2020-11-16 01:37:42,744][root][INFO] - ===> Epoch[242](6343/26): Loss 0.2317, Sem 0.2317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.675e-01 Score 92.587 Data time: 0.3379, Forward time: 2.2513, Backward time: 3.0384, DDP time: 0.0044, Total iter time: 6.3191 [2020-11-16 01:37:48,517][root][INFO] - ===> Epoch[242](6344/26): Loss 0.2673, Sem 0.2673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.674e-01 Score 91.206 Data time: 0.2475, Forward time: 2.2534, Backward time: 3.0360, DDP time: 0.0044, Total iter time: 5.4672 [2020-11-16 01:37:54,717][root][INFO] - ===> Epoch[242](6345/26): Loss 0.2463, Sem 0.2463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.674e-01 Score 92.175 Data time: 0.1841, Forward time: 2.2524, Backward time: 3.0384, DDP time: 0.0044, Total iter time: 6.0904 [2020-11-16 01:38:00,607][root][INFO] - ===> Epoch[242](6346/26): Loss 0.2487, Sem 0.2487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.673e-01 Score 91.877 Data time: 0.2974, Forward time: 2.2543, Backward time: 3.0372, DDP time: 0.0044, Total iter time: 5.8252 [2020-11-16 01:38:06,946][root][INFO] - ===> Epoch[242](6347/26): Loss 0.2520, Sem 0.2520, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.673e-01 Score 92.032 Data time: 0.1714, Forward time: 2.2536, Backward time: 3.0396, DDP time: 0.0044, Total iter time: 6.2398 [2020-11-16 01:38:12,279][root][INFO] - ===> Epoch[242](6348/26): Loss 0.2198, Sem 0.2198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.673e-01 Score 92.952 Data time: 0.2315, Forward time: 2.2544, Backward time: 3.0379, DDP time: 0.0044, Total iter time: 5.2578 [2020-11-16 01:38:17,431][root][INFO] - ===> Epoch[242](6349/26): Loss 0.2360, Sem 0.2360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.672e-01 Score 92.419 Data time: 0.2223, Forward time: 2.2540, Backward time: 3.0368, DDP time: 0.0044, Total iter time: 5.0532 [2020-11-16 01:38:23,849][root][INFO] - ===> Epoch[242](6350/26): Loss 0.2659, Sem 0.2659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.672e-01 Score 91.999 Data time: 0.2624, Forward time: 2.2555, Backward time: 3.0374, DDP time: 0.0044, Total iter time: 6.3167 [2020-11-16 01:38:29,052][root][INFO] - ===> Epoch[242](6351/26): Loss 0.2102, Sem 0.2102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.672e-01 Score 93.458 Data time: 0.1991, Forward time: 2.2553, Backward time: 3.0363, DDP time: 0.0044, Total iter time: 5.1006 [2020-11-16 01:38:34,597][root][INFO] - ===> Epoch[242](6352/26): Loss 0.2272, Sem 0.2272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.671e-01 Score 92.697 Data time: 0.2488, Forward time: 2.2565, Backward time: 3.0348, DDP time: 0.0044, Total iter time: 5.4745 [2020-11-16 01:38:40,406][root][INFO] - ===> Epoch[242](6353/26): Loss 0.2450, Sem 0.2450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.671e-01 Score 91.968 Data time: 0.2346, Forward time: 2.2574, Backward time: 3.0342, DDP time: 0.0044, Total iter time: 5.7025 [2020-11-16 01:38:45,383][root][INFO] - ===> Epoch[242](6354/26): Loss 0.1983, Sem 0.1983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.670e-01 Score 93.736 Data time: 0.2361, Forward time: 2.2585, Backward time: 3.0313, DDP time: 0.0044, Total iter time: 4.8662 [2020-11-16 01:38:50,806][root][INFO] - ===> Epoch[242](6355/26): Loss 0.2556, Sem 0.2556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.670e-01 Score 91.515 Data time: 0.2145, Forward time: 2.2585, Backward time: 3.0306, DDP time: 0.0044, Total iter time: 5.3235 [2020-11-16 01:38:56,245][root][INFO] - ===> Epoch[242](6356/26): Loss 0.2264, Sem 0.2264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.670e-01 Score 92.695 Data time: 0.2375, Forward time: 2.2585, Backward time: 3.0300, DDP time: 0.0044, Total iter time: 5.3548 [2020-11-16 01:39:01,448][root][INFO] - ===> Epoch[242](6357/26): Loss 0.2149, Sem 0.2149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.669e-01 Score 93.095 Data time: 0.1884, Forward time: 2.2576, Backward time: 3.0296, DDP time: 0.0044, Total iter time: 5.1217 [2020-11-16 01:39:07,249][root][INFO] - ===> Epoch[242](6358/26): Loss 0.2230, Sem 0.2230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.669e-01 Score 93.083 Data time: 0.1989, Forward time: 2.2580, Backward time: 3.0298, DDP time: 0.0044, Total iter time: 5.7119 [2020-11-16 01:39:13,639][root][INFO] - ===> Epoch[242](6359/26): Loss 0.1967, Sem 0.1967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.669e-01 Score 93.982 Data time: 0.2215, Forward time: 2.2582, Backward time: 3.0315, DDP time: 0.0044, Total iter time: 6.2844 [2020-11-16 01:39:19,105][root][INFO] - ===> Epoch[242](6360/26): Loss 0.1925, Sem 0.1925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.668e-01 Score 93.810 Data time: 0.1477, Forward time: 2.2567, Backward time: 3.0324, DDP time: 0.0044, Total iter time: 5.3496 [2020-11-16 01:39:25,516][root][INFO] - ===> Epoch[242](6361/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.668e-01 Score 92.457 Data time: 0.1634, Forward time: 2.2555, Backward time: 3.0357, DDP time: 0.0044, Total iter time: 6.3429 [2020-11-16 01:39:30,835][root][INFO] - ===> Epoch[242](6362/26): Loss 0.2273, Sem 0.2273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.667e-01 Score 92.452 Data time: 0.2736, Forward time: 2.2569, Backward time: 3.0333, DDP time: 0.0044, Total iter time: 5.2233 [2020-11-16 01:39:36,069][root][INFO] - ===> Epoch[242](6363/26): Loss 0.2699, Sem 0.2699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.667e-01 Score 91.949 Data time: 0.2305, Forward time: 2.2582, Backward time: 3.0308, DDP time: 0.0044, Total iter time: 5.1210 [2020-11-16 01:39:40,842][root][INFO] - ===> Epoch[242](6364/26): Loss 0.2230, Sem 0.2230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.667e-01 Score 92.987 Data time: 0.2147, Forward time: 2.2590, Backward time: 3.0277, DDP time: 0.0043, Total iter time: 4.6615 [2020-11-16 01:39:47,836][root][INFO] - ===> Epoch[243](6365/26): Loss 0.2087, Sem 0.2087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.666e-01 Score 93.457 Data time: 0.1281, Forward time: 2.2570, Backward time: 3.0338, DDP time: 0.0043, Total iter time: 6.8998 [2020-11-16 01:39:52,853][root][INFO] - ===> Epoch[243](6366/26): Loss 0.2685, Sem 0.2685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.666e-01 Score 91.857 Data time: 0.1698, Forward time: 2.2558, Backward time: 3.0334, DDP time: 0.0044, Total iter time: 4.9620 [2020-11-16 01:39:58,685][root][INFO] - ===> Epoch[243](6367/26): Loss 0.2390, Sem 0.2390, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.666e-01 Score 92.656 Data time: 0.2284, Forward time: 2.2569, Backward time: 3.0326, DDP time: 0.0044, Total iter time: 5.7462 [2020-11-16 01:40:04,546][root][INFO] - ===> Epoch[243](6368/26): Loss 0.3071, Sem 0.3071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.665e-01 Score 90.755 Data time: 0.2205, Forward time: 2.2576, Backward time: 3.0323, DDP time: 0.0044, Total iter time: 5.7458 [2020-11-16 01:40:10,248][root][INFO] - ===> Epoch[243](6369/26): Loss 0.3033, Sem 0.3033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.665e-01 Score 90.621 Data time: 0.1597, Forward time: 2.2564, Backward time: 3.0336, DDP time: 0.0044, Total iter time: 5.6015 [2020-11-16 01:40:14,957][root][INFO] - ===> Epoch[243](6370/26): Loss 0.2762, Sem 0.2762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.664e-01 Score 91.188 Data time: 0.2078, Forward time: 2.2563, Backward time: 3.0313, DDP time: 0.0044, Total iter time: 4.6395 [2020-11-16 01:40:20,567][root][INFO] - ===> Epoch[243](6371/26): Loss 0.2739, Sem 0.2739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.664e-01 Score 91.423 Data time: 0.1887, Forward time: 2.2559, Backward time: 3.0315, DDP time: 0.0044, Total iter time: 5.4972 [2020-11-16 01:40:25,651][root][INFO] - ===> Epoch[243](6372/26): Loss 0.2495, Sem 0.2495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.664e-01 Score 91.813 Data time: 0.2062, Forward time: 2.2560, Backward time: 3.0300, DDP time: 0.0044, Total iter time: 4.9789 [2020-11-16 01:40:32,017][root][INFO] - ===> Epoch[243](6373/26): Loss 0.2704, Sem 0.2704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.663e-01 Score 91.816 Data time: 0.1800, Forward time: 2.2550, Backward time: 3.0327, DDP time: 0.0044, Total iter time: 6.2569 [2020-11-16 01:40:38,147][root][INFO] - ===> Epoch[243](6374/26): Loss 0.3262, Sem 0.3262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.663e-01 Score 89.629 Data time: 0.1789, Forward time: 2.2538, Backward time: 3.0351, DDP time: 0.0044, Total iter time: 6.0415 [2020-11-16 01:40:44,559][root][INFO] - ===> Epoch[243](6375/26): Loss 0.3185, Sem 0.3185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.663e-01 Score 90.288 Data time: 0.3500, Forward time: 2.2565, Backward time: 3.0341, DDP time: 0.0044, Total iter time: 6.3258 [2020-11-16 01:40:50,875][root][INFO] - ===> Epoch[243](6376/26): Loss 0.2801, Sem 0.2801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.662e-01 Score 90.885 Data time: 0.2933, Forward time: 2.2592, Backward time: 3.0330, DDP time: 0.0044, Total iter time: 6.1945 [2020-11-16 01:40:56,824][root][INFO] - ===> Epoch[243](6377/26): Loss 0.2817, Sem 0.2817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.662e-01 Score 91.179 Data time: 0.2972, Forward time: 2.2614, Backward time: 3.0313, DDP time: 0.0044, Total iter time: 5.8188 [2020-11-16 01:41:03,267][root][INFO] - ===> Epoch[243](6378/26): Loss 0.3149, Sem 0.3149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.662e-01 Score 90.713 Data time: 0.2309, Forward time: 2.2628, Backward time: 3.0318, DDP time: 0.0044, Total iter time: 6.3252 [2020-11-16 01:41:10,406][root][INFO] - ===> Epoch[243](6379/26): Loss 0.3324, Sem 0.3324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.661e-01 Score 89.892 Data time: 0.1500, Forward time: 2.2615, Backward time: 3.0368, DDP time: 0.0044, Total iter time: 7.0327 [2020-11-16 01:41:15,526][root][INFO] - ===> Epoch[243](6380/26): Loss 0.2380, Sem 0.2380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.661e-01 Score 92.513 Data time: 0.2131, Forward time: 2.2609, Backward time: 3.0360, DDP time: 0.0044, Total iter time: 5.0387 [2020-11-16 01:41:21,990][root][INFO] - ===> Epoch[243](6381/26): Loss 0.2655, Sem 0.2655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.660e-01 Score 91.840 Data time: 0.1470, Forward time: 2.2596, Backward time: 3.0394, DDP time: 0.0044, Total iter time: 6.4001 [2020-11-16 01:41:27,987][root][INFO] - ===> Epoch[243](6382/26): Loss 0.2676, Sem 0.2676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.660e-01 Score 92.023 Data time: 0.1889, Forward time: 2.2592, Backward time: 3.0408, DDP time: 0.0044, Total iter time: 5.9439 [2020-11-16 01:41:33,321][root][INFO] - ===> Epoch[243](6383/26): Loss 0.2633, Sem 0.2633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.660e-01 Score 91.961 Data time: 0.2268, Forward time: 2.2601, Backward time: 3.0391, DDP time: 0.0044, Total iter time: 5.2680 [2020-11-16 01:41:39,172][root][INFO] - ===> Epoch[243](6384/26): Loss 0.2315, Sem 0.2315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.659e-01 Score 92.778 Data time: 0.1778, Forward time: 2.2598, Backward time: 3.0397, DDP time: 0.0044, Total iter time: 5.7466 [2020-11-16 01:41:44,905][root][INFO] - ===> Epoch[243](6385/26): Loss 0.2681, Sem 0.2681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.659e-01 Score 91.671 Data time: 0.2284, Forward time: 2.2605, Backward time: 3.0392, DDP time: 0.0044, Total iter time: 5.6410 [2020-11-16 01:41:49,476][root][INFO] - ===> Epoch[243](6386/26): Loss 0.2529, Sem 0.2529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.659e-01 Score 92.191 Data time: 0.1796, Forward time: 2.2599, Backward time: 3.0371, DDP time: 0.0044, Total iter time: 4.4695 [2020-11-16 01:41:55,300][root][INFO] - ===> Epoch[243](6387/26): Loss 0.2427, Sem 0.2427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.658e-01 Score 92.245 Data time: 0.1617, Forward time: 2.2587, Backward time: 3.0388, DDP time: 0.0044, Total iter time: 5.7735 [2020-11-16 01:42:01,435][root][INFO] - ===> Epoch[243](6388/26): Loss 0.2606, Sem 0.2606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.658e-01 Score 91.930 Data time: 0.1976, Forward time: 2.2584, Backward time: 3.0404, DDP time: 0.0044, Total iter time: 6.0947 [2020-11-16 01:42:06,907][root][INFO] - ===> Epoch[243](6389/26): Loss 0.2645, Sem 0.2645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.657e-01 Score 91.522 Data time: 0.2071, Forward time: 2.2585, Backward time: 3.0398, DDP time: 0.0044, Total iter time: 5.3937 [2020-11-16 01:42:13,240][root][INFO] - ===> Epoch[243](6390/26): Loss 0.2389, Sem 0.2389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.657e-01 Score 92.648 Data time: 0.1776, Forward time: 2.2575, Backward time: 3.0424, DDP time: 0.0044, Total iter time: 6.2538 [2020-11-16 01:42:19,027][root][INFO] - ===> Epoch[244](6391/26): Loss 0.2235, Sem 0.2235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.657e-01 Score 92.970 Data time: 0.2779, Forward time: 2.2592, Backward time: 3.0411, DDP time: 0.0044, Total iter time: 5.7303 [2020-11-16 01:42:25,154][root][INFO] - ===> Epoch[244](6392/26): Loss 0.2954, Sem 0.2954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.656e-01 Score 89.922 Data time: 0.2168, Forward time: 2.2597, Backward time: 3.0416, DDP time: 0.0044, Total iter time: 6.0136 [2020-11-16 01:42:31,821][root][INFO] - ===> Epoch[244](6393/26): Loss 0.2792, Sem 0.2792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.656e-01 Score 91.241 Data time: 0.2488, Forward time: 2.2609, Backward time: 3.0428, DDP time: 0.0044, Total iter time: 6.5764 [2020-11-16 01:42:36,446][root][INFO] - ===> Epoch[244](6394/26): Loss 0.2746, Sem 0.2746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.656e-01 Score 91.261 Data time: 0.2132, Forward time: 2.2611, Backward time: 3.0400, DDP time: 0.0044, Total iter time: 4.5028 [2020-11-16 01:42:42,527][root][INFO] - ===> Epoch[244](6395/26): Loss 0.2146, Sem 0.2146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.655e-01 Score 92.984 Data time: 0.2981, Forward time: 2.2633, Backward time: 3.0388, DDP time: 0.0044, Total iter time: 5.9861 [2020-11-16 01:42:48,753][root][INFO] - ===> Epoch[244](6396/26): Loss 0.2880, Sem 0.2880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.655e-01 Score 91.103 Data time: 0.2115, Forward time: 2.2637, Backward time: 3.0397, DDP time: 0.0044, Total iter time: 6.1176 [2020-11-16 01:42:53,570][root][INFO] - ===> Epoch[244](6397/26): Loss 0.2484, Sem 0.2484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.654e-01 Score 91.827 Data time: 0.1676, Forward time: 2.2626, Backward time: 3.0386, DDP time: 0.0044, Total iter time: 4.7214 [2020-11-16 01:42:59,146][root][INFO] - ===> Epoch[244](6398/26): Loss 0.2486, Sem 0.2486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.654e-01 Score 91.949 Data time: 0.2128, Forward time: 2.2627, Backward time: 3.0383, DDP time: 0.0044, Total iter time: 5.4901 [2020-11-16 01:43:04,790][root][INFO] - ===> Epoch[244](6399/26): Loss 0.2227, Sem 0.2227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.654e-01 Score 93.392 Data time: 0.2705, Forward time: 2.2644, Backward time: 3.0365, DDP time: 0.0044, Total iter time: 5.5585 [2020-11-16 01:43:10,148][root][INFO] - ===> Epoch[244](6400/26): Loss 0.3105, Sem 0.3105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.653e-01 Score 90.585 Data time: 0.2411, Forward time: 2.2656, Backward time: 3.0345, DDP time: 0.0044, Total iter time: 5.2468 [2020-11-16 01:43:16,500][root][INFO] - ===> Epoch[244](6401/26): Loss 0.2435, Sem 0.2435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.653e-01 Score 92.557 Data time: 0.2317, Forward time: 2.2662, Backward time: 3.0354, DDP time: 0.0044, Total iter time: 6.2426 [2020-11-16 01:43:21,931][root][INFO] - ===> Epoch[244](6402/26): Loss 0.2641, Sem 0.2641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.653e-01 Score 91.383 Data time: 0.2158, Forward time: 2.2664, Backward time: 3.0347, DDP time: 0.0044, Total iter time: 5.3257 [2020-11-16 01:43:26,585][root][INFO] - ===> Epoch[244](6403/26): Loss 0.2395, Sem 0.2395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.652e-01 Score 92.150 Data time: 0.1643, Forward time: 2.2655, Backward time: 3.0332, DDP time: 0.0044, Total iter time: 4.5668 [2020-11-16 01:43:32,046][root][INFO] - ===> Epoch[244](6404/26): Loss 0.3050, Sem 0.3050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.652e-01 Score 90.880 Data time: 0.1623, Forward time: 2.2634, Backward time: 3.0348, DDP time: 0.0044, Total iter time: 5.3970 [2020-11-16 01:43:37,481][root][INFO] - ===> Epoch[244](6405/26): Loss 0.2432, Sem 0.2432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.651e-01 Score 92.082 Data time: 0.2318, Forward time: 2.2635, Backward time: 3.0342, DDP time: 0.0044, Total iter time: 5.3779 [2020-11-16 01:43:42,603][root][INFO] - ===> Epoch[244](6406/26): Loss 0.2759, Sem 0.2759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.651e-01 Score 91.317 Data time: 0.2310, Forward time: 2.2642, Backward time: 3.0322, DDP time: 0.0044, Total iter time: 5.0425 [2020-11-16 01:43:48,011][root][INFO] - ===> Epoch[244](6407/26): Loss 0.2559, Sem 0.2559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.651e-01 Score 91.407 Data time: 0.2560, Forward time: 2.2656, Backward time: 3.0302, DDP time: 0.0044, Total iter time: 5.3093 [2020-11-16 01:43:52,834][root][INFO] - ===> Epoch[244](6408/26): Loss 0.2553, Sem 0.2553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.650e-01 Score 91.904 Data time: 0.2234, Forward time: 2.2660, Backward time: 3.0277, DDP time: 0.0044, Total iter time: 4.7162 [2020-11-16 01:43:58,220][root][INFO] - ===> Epoch[244](6409/26): Loss 0.2396, Sem 0.2396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.650e-01 Score 92.733 Data time: 0.2353, Forward time: 2.2667, Backward time: 3.0264, DDP time: 0.0044, Total iter time: 5.2816 [2020-11-16 01:44:05,108][root][INFO] - ===> Epoch[244](6410/26): Loss 0.2791, Sem 0.2791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.650e-01 Score 91.971 Data time: 0.1884, Forward time: 2.2663, Backward time: 3.0296, DDP time: 0.0044, Total iter time: 6.7804 [2020-11-16 01:44:10,442][root][INFO] - ===> Epoch[244](6411/26): Loss 0.2267, Sem 0.2267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.649e-01 Score 93.052 Data time: 0.1519, Forward time: 2.2651, Backward time: 3.0301, DDP time: 0.0044, Total iter time: 5.2532 [2020-11-16 01:44:15,712][root][INFO] - ===> Epoch[244](6412/26): Loss 0.2279, Sem 0.2279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.649e-01 Score 92.626 Data time: 0.1910, Forward time: 2.2648, Backward time: 3.0296, DDP time: 0.0044, Total iter time: 5.2114 [2020-11-16 01:44:21,512][root][INFO] - ===> Epoch[244](6413/26): Loss 0.2245, Sem 0.2245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.648e-01 Score 92.315 Data time: 0.1992, Forward time: 2.2647, Backward time: 3.0299, DDP time: 0.0044, Total iter time: 5.7004 [2020-11-16 01:44:27,344][root][INFO] - ===> Epoch[244](6414/26): Loss 0.2257, Sem 0.2257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.648e-01 Score 92.657 Data time: 0.2100, Forward time: 2.2652, Backward time: 3.0299, DDP time: 0.0044, Total iter time: 5.7323 [2020-11-16 01:44:33,446][root][INFO] - ===> Epoch[244](6415/26): Loss 0.2523, Sem 0.2523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.648e-01 Score 92.185 Data time: 0.1673, Forward time: 2.2641, Backward time: 3.0319, DDP time: 0.0044, Total iter time: 5.9910 [2020-11-16 01:44:38,866][root][INFO] - ===> Epoch[244](6416/26): Loss 0.2744, Sem 0.2744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.647e-01 Score 92.004 Data time: 0.2567, Forward time: 2.2654, Backward time: 3.0301, DDP time: 0.0044, Total iter time: 5.3464 [2020-11-16 01:44:45,253][root][INFO] - ===> Epoch[245](6417/26): Loss 0.2667, Sem 0.2667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.647e-01 Score 91.967 Data time: 0.2604, Forward time: 2.2667, Backward time: 3.0304, DDP time: 0.0044, Total iter time: 6.2819 [2020-11-16 01:44:50,874][root][INFO] - ===> Epoch[245](6418/26): Loss 0.2386, Sem 0.2386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.647e-01 Score 92.242 Data time: 0.2455, Forward time: 2.2674, Backward time: 3.0295, DDP time: 0.0044, Total iter time: 5.5138 [2020-11-16 01:44:56,934][root][INFO] - ===> Epoch[245](6419/26): Loss 0.2290, Sem 0.2290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.646e-01 Score 92.401 Data time: 0.2064, Forward time: 2.2677, Backward time: 3.0302, DDP time: 0.0044, Total iter time: 5.9461 [2020-11-16 01:45:02,252][root][INFO] - ===> Epoch[245](6420/26): Loss 0.2510, Sem 0.2510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.646e-01 Score 92.469 Data time: 0.1846, Forward time: 2.2671, Backward time: 3.0299, DDP time: 0.0044, Total iter time: 5.2271 [2020-11-16 01:45:07,583][root][INFO] - ===> Epoch[245](6421/26): Loss 0.2375, Sem 0.2375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.645e-01 Score 92.538 Data time: 0.2597, Forward time: 2.2682, Backward time: 3.0279, DDP time: 0.0044, Total iter time: 5.2430 [2020-11-16 01:45:12,646][root][INFO] - ===> Epoch[245](6422/26): Loss 0.2441, Sem 0.2441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.645e-01 Score 92.677 Data time: 0.2770, Forward time: 2.2691, Backward time: 3.0256, DDP time: 0.0044, Total iter time: 4.9666 [2020-11-16 01:45:17,174][root][INFO] - ===> Epoch[245](6423/26): Loss 0.2319, Sem 0.2319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.645e-01 Score 92.273 Data time: 0.1574, Forward time: 2.2680, Backward time: 3.0241, DDP time: 0.0044, Total iter time: 4.4364 [2020-11-16 01:45:24,049][root][INFO] - ===> Epoch[245](6424/26): Loss 0.2543, Sem 0.2543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.644e-01 Score 92.579 Data time: 0.2072, Forward time: 2.2681, Backward time: 3.0268, DDP time: 0.0044, Total iter time: 6.7978 [2020-11-16 01:45:28,640][root][INFO] - ===> Epoch[245](6425/26): Loss 0.2465, Sem 0.2465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.644e-01 Score 92.585 Data time: 0.1996, Forward time: 2.2680, Backward time: 3.0244, DDP time: 0.0044, Total iter time: 4.4726 [2020-11-16 01:45:34,338][root][INFO] - ===> Epoch[245](6426/26): Loss 0.2251, Sem 0.2251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.644e-01 Score 92.540 Data time: 0.2234, Forward time: 2.2686, Backward time: 3.0240, DDP time: 0.0044, Total iter time: 5.6108 [2020-11-16 01:45:40,226][root][INFO] - ===> Epoch[245](6427/26): Loss 0.3226, Sem 0.3226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.643e-01 Score 90.086 Data time: 0.2369, Forward time: 2.2685, Backward time: 3.0244, DDP time: 0.0044, Total iter time: 5.7659 [2020-11-16 01:45:45,398][root][INFO] - ===> Epoch[245](6428/26): Loss 0.2214, Sem 0.2214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.643e-01 Score 93.121 Data time: 0.2247, Forward time: 2.2691, Backward time: 3.0228, DDP time: 0.0044, Total iter time: 5.0675 [2020-11-16 01:45:51,081][root][INFO] - ===> Epoch[245](6429/26): Loss 0.2432, Sem 0.2432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.642e-01 Score 92.070 Data time: 0.2081, Forward time: 2.2690, Backward time: 3.0228, DDP time: 0.0044, Total iter time: 5.5795 [2020-11-16 01:45:55,684][root][INFO] - ===> Epoch[245](6430/26): Loss 0.2477, Sem 0.2477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.642e-01 Score 92.374 Data time: 0.1934, Forward time: 2.2686, Backward time: 3.0205, DDP time: 0.0044, Total iter time: 4.5074 [2020-11-16 01:46:00,985][root][INFO] - ===> Epoch[245](6431/26): Loss 0.2336, Sem 0.2336, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.642e-01 Score 91.947 Data time: 0.1857, Forward time: 2.2681, Backward time: 3.0203, DDP time: 0.0044, Total iter time: 5.2254 [2020-11-16 01:46:06,560][root][INFO] - ===> Epoch[245](6432/26): Loss 0.2491, Sem 0.2491, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.641e-01 Score 92.452 Data time: 0.2257, Forward time: 2.2686, Backward time: 3.0196, DDP time: 0.0044, Total iter time: 5.4751 [2020-11-16 01:46:12,707][root][INFO] - ===> Epoch[245](6433/26): Loss 0.2552, Sem 0.2552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.641e-01 Score 91.508 Data time: 0.2104, Forward time: 2.2688, Backward time: 3.0204, DDP time: 0.0044, Total iter time: 6.0281 [2020-11-16 01:46:17,442][root][INFO] - ===> Epoch[245](6434/26): Loss 0.2501, Sem 0.2501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.641e-01 Score 92.082 Data time: 0.1851, Forward time: 2.2684, Backward time: 3.0188, DDP time: 0.0044, Total iter time: 4.6208 [2020-11-16 01:46:22,855][root][INFO] - ===> Epoch[245](6435/26): Loss 0.2092, Sem 0.2092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.640e-01 Score 93.426 Data time: 0.1815, Forward time: 2.2677, Backward time: 3.0189, DDP time: 0.0044, Total iter time: 5.3160 [2020-11-16 01:46:28,815][root][INFO] - ===> Epoch[245](6436/26): Loss 0.2712, Sem 0.2712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.640e-01 Score 91.922 Data time: 0.1790, Forward time: 2.2670, Backward time: 3.0203, DDP time: 0.0044, Total iter time: 5.8792 [2020-11-16 01:46:34,633][root][INFO] - ===> Epoch[245](6437/26): Loss 0.2579, Sem 0.2579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.639e-01 Score 92.230 Data time: 0.2178, Forward time: 2.2673, Backward time: 3.0203, DDP time: 0.0044, Total iter time: 5.7230 [2020-11-16 01:46:40,600][root][INFO] - ===> Epoch[245](6438/26): Loss 0.2283, Sem 0.2283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.639e-01 Score 92.343 Data time: 0.1873, Forward time: 2.2668, Backward time: 3.0214, DDP time: 0.0044, Total iter time: 5.8566 [2020-11-16 01:46:45,775][root][INFO] - ===> Epoch[245](6439/26): Loss 0.2799, Sem 0.2799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.639e-01 Score 91.335 Data time: 0.2699, Forward time: 2.2676, Backward time: 3.0195, DDP time: 0.0044, Total iter time: 5.0808 [2020-11-16 01:46:51,673][root][INFO] - ===> Epoch[245](6440/26): Loss 0.2579, Sem 0.2579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.638e-01 Score 92.068 Data time: 0.1599, Forward time: 2.2666, Backward time: 3.0210, DDP time: 0.0044, Total iter time: 5.7891 [2020-11-16 01:46:58,075][root][INFO] - ===> Epoch[245](6441/26): Loss 0.2350, Sem 0.2350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.638e-01 Score 92.662 Data time: 0.1895, Forward time: 2.2662, Backward time: 3.0231, DDP time: 0.0044, Total iter time: 6.3260 [2020-11-16 01:47:03,267][root][INFO] - ===> Epoch[245](6442/26): Loss 0.2099, Sem 0.2099, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.638e-01 Score 93.363 Data time: 0.2152, Forward time: 2.2667, Backward time: 3.0216, DDP time: 0.0044, Total iter time: 5.1116 [2020-11-16 01:47:09,494][root][INFO] - ===> Epoch[246](6443/26): Loss 0.2253, Sem 0.2253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.637e-01 Score 93.364 Data time: 0.2034, Forward time: 2.2666, Backward time: 3.0230, DDP time: 0.0044, Total iter time: 6.1313 [2020-11-16 01:47:14,644][root][INFO] - ===> Epoch[246](6444/26): Loss 0.2693, Sem 0.2693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.637e-01 Score 92.019 Data time: 0.2162, Forward time: 2.2667, Backward time: 3.0218, DDP time: 0.0044, Total iter time: 5.0632 [2020-11-16 01:47:19,594][root][INFO] - ===> Epoch[246](6445/26): Loss 0.2052, Sem 0.2052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.636e-01 Score 93.313 Data time: 0.2267, Forward time: 2.2672, Backward time: 3.0197, DDP time: 0.0044, Total iter time: 4.8565 [2020-11-16 01:47:24,639][root][INFO] - ===> Epoch[246](6446/26): Loss 0.2142, Sem 0.2142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.636e-01 Score 92.822 Data time: 0.1226, Forward time: 2.2653, Backward time: 3.0206, DDP time: 0.0044, Total iter time: 4.9669 [2020-11-16 01:47:29,394][root][INFO] - ===> Epoch[246](6447/26): Loss 0.2485, Sem 0.2485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.636e-01 Score 92.248 Data time: 0.2083, Forward time: 2.2653, Backward time: 3.0187, DDP time: 0.0044, Total iter time: 4.7195 [2020-11-16 01:47:35,020][root][INFO] - ===> Epoch[246](6448/26): Loss 0.2351, Sem 0.2351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.635e-01 Score 92.689 Data time: 0.1949, Forward time: 2.2651, Backward time: 3.0189, DDP time: 0.0044, Total iter time: 5.5520 [2020-11-16 01:47:39,950][root][INFO] - ===> Epoch[246](6449/26): Loss 0.2308, Sem 0.2308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.635e-01 Score 92.859 Data time: 0.2271, Forward time: 2.2655, Backward time: 3.0170, DDP time: 0.0044, Total iter time: 4.8444 [2020-11-16 01:47:45,981][root][INFO] - ===> Epoch[246](6450/26): Loss 0.2315, Sem 0.2315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.635e-01 Score 92.499 Data time: 0.1569, Forward time: 2.2646, Backward time: 3.0187, DDP time: 0.0044, Total iter time: 5.9434 [2020-11-16 01:47:50,889][root][INFO] - ===> Epoch[246](6451/26): Loss 0.2166, Sem 0.2166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.634e-01 Score 93.089 Data time: 0.1528, Forward time: 2.2632, Backward time: 3.0186, DDP time: 0.0044, Total iter time: 4.8395 [2020-11-16 01:47:56,625][root][INFO] - ===> Epoch[246](6452/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.634e-01 Score 93.285 Data time: 0.2227, Forward time: 2.2639, Backward time: 3.0182, DDP time: 0.0044, Total iter time: 5.6886 [2020-11-16 01:48:01,966][root][INFO] - ===> Epoch[246](6453/26): Loss 0.2474, Sem 0.2474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.633e-01 Score 92.494 Data time: 0.2065, Forward time: 2.2638, Backward time: 3.0176, DDP time: 0.0044, Total iter time: 5.2394 [2020-11-16 01:48:07,262][root][INFO] - ===> Epoch[246](6454/26): Loss 0.2170, Sem 0.2170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.633e-01 Score 93.531 Data time: 0.2335, Forward time: 2.2647, Backward time: 3.0160, DDP time: 0.0044, Total iter time: 5.2170 [2020-11-16 01:48:12,534][root][INFO] - ===> Epoch[246](6455/26): Loss 0.2619, Sem 0.2619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.633e-01 Score 91.985 Data time: 0.2781, Forward time: 2.2658, Backward time: 3.0140, DDP time: 0.0044, Total iter time: 5.1703 [2020-11-16 01:48:17,903][root][INFO] - ===> Epoch[246](6456/26): Loss 0.2632, Sem 0.2632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.632e-01 Score 91.668 Data time: 0.2068, Forward time: 2.2664, Backward time: 3.0130, DDP time: 0.0044, Total iter time: 5.2702 [2020-11-16 01:48:23,286][root][INFO] - ===> Epoch[246](6457/26): Loss 0.2506, Sem 0.2506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.632e-01 Score 92.246 Data time: 0.1638, Forward time: 2.2653, Backward time: 3.0134, DDP time: 0.0044, Total iter time: 5.2739 [2020-11-16 01:48:29,165][root][INFO] - ===> Epoch[246](6458/26): Loss 0.2744, Sem 0.2744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.632e-01 Score 91.755 Data time: 0.2171, Forward time: 2.2657, Backward time: 3.0136, DDP time: 0.0044, Total iter time: 5.8202 [2020-11-16 01:48:33,727][root][INFO] - ===> Epoch[246](6459/26): Loss 0.2205, Sem 0.2205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.631e-01 Score 92.987 Data time: 0.1449, Forward time: 2.2643, Backward time: 3.0128, DDP time: 0.0044, Total iter time: 4.4730 [2020-11-16 01:48:40,532][root][INFO] - ===> Epoch[246](6460/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.631e-01 Score 92.142 Data time: 0.2280, Forward time: 2.2641, Backward time: 3.0154, DDP time: 0.0044, Total iter time: 6.7408 [2020-11-16 01:48:45,938][root][INFO] - ===> Epoch[246](6461/26): Loss 0.2329, Sem 0.2329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.630e-01 Score 93.164 Data time: 0.1682, Forward time: 2.2637, Backward time: 3.0154, DDP time: 0.0044, Total iter time: 5.3039 [2020-11-16 01:48:51,046][root][INFO] - ===> Epoch[246](6462/26): Loss 0.2657, Sem 0.2657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.630e-01 Score 91.883 Data time: 0.2248, Forward time: 2.2639, Backward time: 3.0140, DDP time: 0.0044, Total iter time: 5.0032 [2020-11-16 01:48:58,246][root][INFO] - ===> Epoch[246](6463/26): Loss 0.2675, Sem 0.2675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.630e-01 Score 91.366 Data time: 0.2449, Forward time: 2.2656, Backward time: 3.0156, DDP time: 0.0044, Total iter time: 7.0993 [2020-11-16 01:49:04,896][root][INFO] - ===> Epoch[246](6464/26): Loss 0.2879, Sem 0.2879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.629e-01 Score 90.471 Data time: 0.1551, Forward time: 2.2646, Backward time: 3.0186, DDP time: 0.0044, Total iter time: 6.5275 [2020-11-16 01:49:10,467][root][INFO] - ===> Epoch[246](6465/26): Loss 0.2969, Sem 0.2969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.629e-01 Score 90.753 Data time: 0.1850, Forward time: 2.2639, Backward time: 3.0192, DDP time: 0.0044, Total iter time: 5.4833 [2020-11-16 01:49:16,381][root][INFO] - ===> Epoch[246](6466/26): Loss 0.2601, Sem 0.2601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.629e-01 Score 91.919 Data time: 0.2045, Forward time: 2.2638, Backward time: 3.0199, DDP time: 0.0044, Total iter time: 5.8550 [2020-11-16 01:49:21,350][root][INFO] - ===> Epoch[246](6467/26): Loss 0.2553, Sem 0.2553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.628e-01 Score 92.243 Data time: 0.2085, Forward time: 2.2643, Backward time: 3.0180, DDP time: 0.0044, Total iter time: 4.8666 [2020-11-16 01:49:26,842][root][INFO] - ===> Epoch[246](6468/26): Loss 0.2809, Sem 0.2809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.628e-01 Score 91.846 Data time: 0.2397, Forward time: 2.2652, Backward time: 3.0168, DDP time: 0.0044, Total iter time: 5.3843 [2020-11-16 01:49:32,530][root][INFO] - ===> Epoch[247](6469/26): Loss 0.2252, Sem 0.2252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.627e-01 Score 93.142 Data time: 0.2639, Forward time: 2.2666, Backward time: 3.0154, DDP time: 0.0044, Total iter time: 5.5692 [2020-11-16 01:49:38,616][root][INFO] - ===> Epoch[247](6470/26): Loss 0.2619, Sem 0.2619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.627e-01 Score 92.612 Data time: 0.1693, Forward time: 2.2661, Backward time: 3.0166, DDP time: 0.0044, Total iter time: 5.9778 [2020-11-16 01:49:44,376][root][INFO] - ===> Epoch[247](6471/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.627e-01 Score 93.026 Data time: 0.2032, Forward time: 2.2662, Backward time: 3.0167, DDP time: 0.0044, Total iter time: 5.6615 [2020-11-16 01:49:51,078][root][INFO] - ===> Epoch[247](6472/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.626e-01 Score 93.134 Data time: 0.2200, Forward time: 2.2665, Backward time: 3.0185, DDP time: 0.0044, Total iter time: 6.5924 [2020-11-16 01:49:57,369][root][INFO] - ===> Epoch[247](6473/26): Loss 0.2630, Sem 0.2630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.626e-01 Score 91.823 Data time: 0.3358, Forward time: 2.2686, Backward time: 3.0175, DDP time: 0.0044, Total iter time: 6.1899 [2020-11-16 01:50:03,320][root][INFO] - ===> Epoch[247](6474/26): Loss 0.2202, Sem 0.2202, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.626e-01 Score 92.924 Data time: 0.2415, Forward time: 2.2687, Backward time: 3.0180, DDP time: 0.0044, Total iter time: 5.8455 [2020-11-16 01:50:08,529][root][INFO] - ===> Epoch[247](6475/26): Loss 0.2482, Sem 0.2482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.625e-01 Score 92.226 Data time: 0.2589, Forward time: 2.2696, Backward time: 3.0161, DDP time: 0.0044, Total iter time: 5.1094 [2020-11-16 01:50:13,829][root][INFO] - ===> Epoch[247](6476/26): Loss 0.2557, Sem 0.2557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.625e-01 Score 91.792 Data time: 0.1358, Forward time: 2.2682, Backward time: 3.0168, DDP time: 0.0044, Total iter time: 5.1847 [2020-11-16 01:50:19,238][root][INFO] - ===> Epoch[247](6477/26): Loss 0.2609, Sem 0.2609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.624e-01 Score 91.816 Data time: 0.1854, Forward time: 2.2675, Backward time: 3.0170, DDP time: 0.0044, Total iter time: 5.3569 [2020-11-16 01:50:24,354][root][INFO] - ===> Epoch[247](6478/26): Loss 0.2439, Sem 0.2439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.624e-01 Score 92.476 Data time: 0.2351, Forward time: 2.2681, Backward time: 3.0153, DDP time: 0.0044, Total iter time: 5.0412 [2020-11-16 01:50:31,740][root][INFO] - ===> Epoch[247](6479/26): Loss 0.2419, Sem 0.2419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.624e-01 Score 92.709 Data time: 0.1789, Forward time: 2.2677, Backward time: 3.0192, DDP time: 0.0044, Total iter time: 7.2898 [2020-11-16 01:50:36,479][root][INFO] - ===> Epoch[247](6480/26): Loss 0.2367, Sem 0.2367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.623e-01 Score 92.921 Data time: 0.2142, Forward time: 2.2671, Backward time: 3.0179, DDP time: 0.0044, Total iter time: 4.6609 [2020-11-16 01:50:41,564][root][INFO] - ===> Epoch[247](6481/26): Loss 0.2270, Sem 0.2270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.623e-01 Score 92.601 Data time: 0.2312, Forward time: 2.2678, Backward time: 3.0161, DDP time: 0.0044, Total iter time: 5.0099 [2020-11-16 01:50:47,226][root][INFO] - ===> Epoch[247](6482/26): Loss 0.2443, Sem 0.2443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.623e-01 Score 92.208 Data time: 0.2074, Forward time: 2.2683, Backward time: 3.0156, DDP time: 0.0044, Total iter time: 5.5540 [2020-11-16 01:50:53,362][root][INFO] - ===> Epoch[247](6483/26): Loss 0.2211, Sem 0.2211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.622e-01 Score 93.081 Data time: 0.1770, Forward time: 2.2676, Backward time: 3.0172, DDP time: 0.0044, Total iter time: 6.0316 [2020-11-16 01:50:59,021][root][INFO] - ===> Epoch[247](6484/26): Loss 0.2292, Sem 0.2292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.622e-01 Score 92.841 Data time: 0.2455, Forward time: 2.2684, Backward time: 3.0164, DDP time: 0.0044, Total iter time: 5.5868 [2020-11-16 01:51:03,862][root][INFO] - ===> Epoch[247](6485/26): Loss 0.2537, Sem 0.2537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.621e-01 Score 92.537 Data time: 0.2172, Forward time: 2.2682, Backward time: 3.0148, DDP time: 0.0044, Total iter time: 4.7290 [2020-11-16 01:51:09,951][root][INFO] - ===> Epoch[247](6486/26): Loss 0.2348, Sem 0.2348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.621e-01 Score 92.759 Data time: 0.1740, Forward time: 2.2675, Backward time: 3.0163, DDP time: 0.0044, Total iter time: 5.9992 [2020-11-16 01:51:15,505][root][INFO] - ===> Epoch[247](6487/26): Loss 0.2273, Sem 0.2273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.621e-01 Score 92.755 Data time: 0.2228, Forward time: 2.2676, Backward time: 3.0160, DDP time: 0.0044, Total iter time: 5.4560 [2020-11-16 01:51:21,725][root][INFO] - ===> Epoch[247](6488/26): Loss 0.2205, Sem 0.2205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.620e-01 Score 92.835 Data time: 0.3320, Forward time: 2.2695, Backward time: 3.0150, DDP time: 0.0044, Total iter time: 6.1190 [2020-11-16 01:51:27,024][root][INFO] - ===> Epoch[247](6489/26): Loss 0.2513, Sem 0.2513, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.620e-01 Score 92.152 Data time: 0.2544, Forward time: 2.2707, Backward time: 3.0130, DDP time: 0.0044, Total iter time: 5.1865 [2020-11-16 01:51:33,265][root][INFO] - ===> Epoch[247](6490/26): Loss 0.2293, Sem 0.2293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.620e-01 Score 92.942 Data time: 0.2787, Forward time: 2.2725, Backward time: 3.0123, DDP time: 0.0044, Total iter time: 6.1312 [2020-11-16 01:51:39,259][root][INFO] - ===> Epoch[247](6491/26): Loss 0.2730, Sem 0.2730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.619e-01 Score 91.911 Data time: 0.2891, Forward time: 2.2742, Backward time: 3.0112, DDP time: 0.0044, Total iter time: 5.8780 [2020-11-16 01:51:44,904][root][INFO] - ===> Epoch[247](6492/26): Loss 0.2524, Sem 0.2524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.619e-01 Score 92.307 Data time: 0.2234, Forward time: 2.2747, Backward time: 3.0106, DDP time: 0.0044, Total iter time: 5.5186 [2020-11-16 01:51:49,884][root][INFO] - ===> Epoch[247](6493/26): Loss 0.2511, Sem 0.2511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.618e-01 Score 91.843 Data time: 0.2007, Forward time: 2.2745, Backward time: 3.0095, DDP time: 0.0044, Total iter time: 4.8843 [2020-11-16 01:51:55,712][root][INFO] - ===> Epoch[247](6494/26): Loss 0.2318, Sem 0.2318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.618e-01 Score 92.430 Data time: 0.2867, Forward time: 2.2761, Backward time: 3.0083, DDP time: 0.0044, Total iter time: 5.7616 [2020-11-16 01:52:02,619][root][INFO] - ===> Epoch[248](6495/26): Loss 0.2065, Sem 0.2065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.618e-01 Score 93.381 Data time: 0.1769, Forward time: 2.2757, Backward time: 3.0110, DDP time: 0.0044, Total iter time: 6.7684 [2020-11-16 01:52:07,927][root][INFO] - ===> Epoch[248](6496/26): Loss 0.2109, Sem 0.2109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.617e-01 Score 93.253 Data time: 0.2476, Forward time: 2.2757, Backward time: 3.0103, DDP time: 0.0044, Total iter time: 5.2008 [2020-11-16 01:52:13,011][root][INFO] - ===> Epoch[248](6497/26): Loss 0.2279, Sem 0.2279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.617e-01 Score 92.736 Data time: 0.1918, Forward time: 2.2756, Backward time: 3.0093, DDP time: 0.0044, Total iter time: 4.9771 [2020-11-16 01:52:19,706][root][INFO] - ===> Epoch[248](6498/26): Loss 0.2427, Sem 0.2427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.617e-01 Score 92.377 Data time: 0.1876, Forward time: 2.2751, Backward time: 3.0117, DDP time: 0.0044, Total iter time: 6.5923 [2020-11-16 01:52:25,739][root][INFO] - ===> Epoch[248](6499/26): Loss 0.2166, Sem 0.2166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.616e-01 Score 92.969 Data time: 0.1752, Forward time: 2.2742, Backward time: 3.0133, DDP time: 0.0044, Total iter time: 5.9470 [2020-11-16 01:52:32,554][root][INFO] - ===> Epoch[248](6500/26): Loss 0.2681, Sem 0.2681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.616e-01 Score 90.957 Data time: 0.2902, Forward time: 2.2757, Backward time: 3.0140, DDP time: 0.0044, Total iter time: 6.7115 [2020-11-16 01:52:33,695][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 01:52:33,837][root][INFO] - ===> Start testing [2020-11-16 01:53:56,173][root][INFO] - 101/312: Data time: 0.0039, Iter time: 0.5564 Loss 0.217 (AVG: 0.486) Score 93.248 (AVG: 86.962) mIOU 65.139 mAP 73.949 mAcc 73.892 IOU: 81.540 95.822 58.337 71.388 85.524 72.095 65.540 52.233 53.794 80.042 13.172 57.462 46.146 62.338 51.680 56.768 93.646 64.079 86.105 55.074 mAP: 81.562 96.788 66.676 80.402 89.135 81.254 70.154 66.655 67.598 76.222 40.254 59.210 65.148 77.171 54.415 82.958 96.759 85.060 85.342 56.215 mAcc: 94.380 98.877 76.050 81.664 90.948 86.636 73.218 62.287 60.085 93.591 14.364 68.099 63.538 65.512 53.179 60.831 94.924 77.437 91.939 70.276 [2020-11-16 01:55:12,210][root][INFO] - 201/312: Data time: 0.0046, Iter time: 0.1720 Loss 0.127 (AVG: 0.476) Score 96.221 (AVG: 87.435) mIOU 66.654 mAP 75.001 mAcc 75.070 IOU: 82.302 95.469 58.100 82.090 86.709 75.890 65.463 54.296 48.902 79.448 18.937 62.753 55.788 67.108 50.084 59.647 91.033 60.527 86.478 52.053 mAP: 83.083 96.721 64.064 83.915 89.518 82.650 71.776 70.319 65.649 68.983 48.333 62.006 63.305 78.803 61.453 85.395 95.451 85.888 85.223 57.492 mAcc: 94.203 98.693 77.126 88.938 92.446 86.497 74.624 62.696 58.245 91.338 20.587 72.972 73.682 70.082 52.137 63.873 91.850 71.249 93.098 67.063 [2020-11-16 01:56:28,409][root][INFO] - 301/312: Data time: 0.0058, Iter time: 0.2854 Loss 0.770 (AVG: 0.477) Score 82.440 (AVG: 87.455) mIOU 66.478 mAP 74.554 mAcc 74.822 IOU: 82.289 95.497 56.837 78.494 88.028 78.085 67.666 53.681 49.686 76.559 20.189 61.657 56.533 64.214 48.119 59.245 90.909 62.628 84.411 54.829 mAP: 83.442 96.495 63.864 76.434 89.645 83.853 72.023 67.017 65.665 70.079 50.711 59.196 64.420 76.336 63.399 88.168 95.481 84.688 82.807 57.366 mAcc: 94.333 98.711 75.580 84.272 93.355 88.575 76.222 62.195 59.389 88.146 21.562 71.069 75.418 66.823 49.806 64.291 92.098 72.399 92.530 69.670 [2020-11-16 01:56:37,857][root][INFO] - 312/312: Data time: 0.0021, Iter time: 0.2883 Loss 0.101 (AVG: 0.479) Score 97.568 (AVG: 87.449) mIOU 66.582 mAP 74.641 mAcc 74.907 IOU: 82.430 95.463 56.526 78.586 88.120 78.487 67.438 54.368 48.891 76.421 20.953 60.904 57.002 64.384 47.784 59.770 90.920 63.734 84.912 54.545 mAP: 83.333 96.227 63.693 75.465 89.780 83.978 71.268 67.902 64.863 70.895 51.884 59.150 64.839 76.943 62.855 88.521 95.623 84.972 83.241 57.385 mAcc: 94.343 98.697 75.745 84.030 93.495 88.781 75.874 62.792 58.564 88.349 22.384 70.190 76.149 66.890 49.404 64.794 92.060 73.360 92.816 69.433 [2020-11-16 01:56:37,859][root][INFO] - Finished test. Elapsed time: 244.0201 [2020-11-16 01:56:39,090][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-16 01:56:39,221][root][INFO] - Current best mIoU: 66.582 at iter 6500 [2020-11-16 01:56:43,358][root][INFO] - ===> Epoch[248](6501/26): Loss 0.2465, Sem 0.2465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.615e-01 Score 92.097 Data time: 0.1751, Forward time: 2.2751, Backward time: 3.0117, DDP time: 0.0044, Total iter time: 4.1312 [2020-11-16 01:56:49,554][root][INFO] - ===> Epoch[248](6502/26): Loss 0.2312, Sem 0.2312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.615e-01 Score 92.589 Data time: 0.1990, Forward time: 2.2750, Backward time: 3.0128, DDP time: 0.0044, Total iter time: 6.0981 [2020-11-16 01:56:54,924][root][INFO] - ===> Epoch[248](6503/26): Loss 0.2620, Sem 0.2620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.615e-01 Score 91.624 Data time: 0.2269, Forward time: 2.2754, Backward time: 3.0118, DDP time: 0.0044, Total iter time: 5.2670 [2020-11-16 01:57:00,739][root][INFO] - ===> Epoch[248](6504/26): Loss 0.2196, Sem 0.2196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.614e-01 Score 93.072 Data time: 0.2147, Forward time: 2.2757, Backward time: 3.0118, DDP time: 0.0044, Total iter time: 5.7076 [2020-11-16 01:57:06,393][root][INFO] - ===> Epoch[248](6505/26): Loss 0.2285, Sem 0.2285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.614e-01 Score 92.670 Data time: 0.2514, Forward time: 2.2764, Backward time: 3.0110, DDP time: 0.0044, Total iter time: 5.5479 [2020-11-16 01:57:13,310][root][INFO] - ===> Epoch[248](6506/26): Loss 0.2531, Sem 0.2531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.614e-01 Score 91.666 Data time: 0.1738, Forward time: 2.2758, Backward time: 3.0140, DDP time: 0.0044, Total iter time: 6.8118 [2020-11-16 01:57:18,034][root][INFO] - ===> Epoch[248](6507/26): Loss 0.2032, Sem 0.2032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.613e-01 Score 93.455 Data time: 0.1795, Forward time: 2.2755, Backward time: 3.0126, DDP time: 0.0044, Total iter time: 4.6556 [2020-11-16 01:57:24,554][root][INFO] - ===> Epoch[248](6508/26): Loss 0.2245, Sem 0.2245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.613e-01 Score 92.480 Data time: 0.2128, Forward time: 2.2755, Backward time: 3.0143, DDP time: 0.0044, Total iter time: 6.4411 [2020-11-16 01:57:29,698][root][INFO] - ===> Epoch[248](6509/26): Loss 0.1935, Sem 0.1935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.612e-01 Score 93.754 Data time: 0.2329, Forward time: 2.2763, Backward time: 3.0125, DDP time: 0.0044, Total iter time: 5.0221 [2020-11-16 01:57:35,641][root][INFO] - ===> Epoch[248](6510/26): Loss 0.2332, Sem 0.2332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.612e-01 Score 92.739 Data time: 0.2752, Forward time: 2.2779, Backward time: 3.0114, DDP time: 0.0044, Total iter time: 5.8238 [2020-11-16 01:57:41,094][root][INFO] - ===> Epoch[248](6511/26): Loss 0.2084, Sem 0.2084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.612e-01 Score 93.445 Data time: 0.1955, Forward time: 2.2779, Backward time: 3.0110, DDP time: 0.0044, Total iter time: 5.3524 [2020-11-16 01:57:46,444][root][INFO] - ===> Epoch[248](6512/26): Loss 0.2075, Sem 0.2075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.611e-01 Score 93.154 Data time: 0.1815, Forward time: 2.2772, Backward time: 3.0110, DDP time: 0.0044, Total iter time: 5.2461 [2020-11-16 01:57:53,325][root][INFO] - ===> Epoch[248](6513/26): Loss 0.2287, Sem 0.2287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.611e-01 Score 92.603 Data time: 0.1974, Forward time: 2.2764, Backward time: 3.0141, DDP time: 0.0044, Total iter time: 6.7946 [2020-11-16 01:57:58,140][root][INFO] - ===> Epoch[248](6514/26): Loss 0.2985, Sem 0.2985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.611e-01 Score 91.543 Data time: 0.2193, Forward time: 2.2765, Backward time: 3.0124, DDP time: 0.0044, Total iter time: 4.7161 [2020-11-16 01:58:03,566][root][INFO] - ===> Epoch[248](6515/26): Loss 0.2867, Sem 0.2867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.610e-01 Score 91.767 Data time: 0.2183, Forward time: 2.2770, Backward time: 3.0115, DDP time: 0.0044, Total iter time: 5.3327 [2020-11-16 01:58:08,345][root][INFO] - ===> Epoch[248](6516/26): Loss 0.2552, Sem 0.2552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.610e-01 Score 92.726 Data time: 0.1587, Forward time: 2.2762, Backward time: 3.0107, DDP time: 0.0044, Total iter time: 4.6683 [2020-11-16 01:58:13,641][root][INFO] - ===> Epoch[248](6517/26): Loss 0.2333, Sem 0.2333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.609e-01 Score 92.611 Data time: 0.1314, Forward time: 2.2744, Backward time: 3.0121, DDP time: 0.0044, Total iter time: 5.2228 [2020-11-16 01:58:20,036][root][INFO] - ===> Epoch[248](6518/26): Loss 0.2321, Sem 0.2321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.609e-01 Score 92.557 Data time: 0.3135, Forward time: 2.2764, Backward time: 3.0115, DDP time: 0.0044, Total iter time: 6.3422 [2020-11-16 01:58:25,829][root][INFO] - ===> Epoch[248](6519/26): Loss 0.2456, Sem 0.2456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.609e-01 Score 92.467 Data time: 0.2436, Forward time: 2.2773, Backward time: 3.0108, DDP time: 0.0044, Total iter time: 5.6916 [2020-11-16 01:58:31,120][root][INFO] - ===> Epoch[248](6520/26): Loss 0.2263, Sem 0.2263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.608e-01 Score 93.105 Data time: 0.2569, Forward time: 2.2780, Backward time: 3.0093, DDP time: 0.0044, Total iter time: 5.1909 [2020-11-16 01:58:36,508][root][INFO] - ===> Epoch[249](6521/26): Loss 0.2291, Sem 0.2291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.608e-01 Score 92.660 Data time: 0.1948, Forward time: 2.2775, Backward time: 3.0093, DDP time: 0.0044, Total iter time: 5.2853 [2020-11-16 01:58:42,170][root][INFO] - ===> Epoch[249](6522/26): Loss 0.2570, Sem 0.2570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.608e-01 Score 91.912 Data time: 0.1790, Forward time: 2.2770, Backward time: 3.0099, DDP time: 0.0044, Total iter time: 5.5763 [2020-11-16 01:58:48,311][root][INFO] - ===> Epoch[249](6523/26): Loss 0.2771, Sem 0.2771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.607e-01 Score 91.131 Data time: 0.2044, Forward time: 2.2769, Backward time: 3.0108, DDP time: 0.0044, Total iter time: 6.0521 [2020-11-16 01:58:54,250][root][INFO] - ===> Epoch[249](6524/26): Loss 0.2235, Sem 0.2235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.607e-01 Score 93.265 Data time: 0.2835, Forward time: 2.2785, Backward time: 3.0097, DDP time: 0.0044, Total iter time: 5.8470 [2020-11-16 01:58:59,658][root][INFO] - ===> Epoch[249](6525/26): Loss 0.2733, Sem 0.2733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.606e-01 Score 91.127 Data time: 0.1384, Forward time: 2.2774, Backward time: 3.0103, DDP time: 0.0044, Total iter time: 5.2820 [2020-11-16 01:59:05,433][root][INFO] - ===> Epoch[249](6526/26): Loss 0.2085, Sem 0.2085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.606e-01 Score 93.565 Data time: 0.1678, Forward time: 2.2764, Backward time: 3.0115, DDP time: 0.0044, Total iter time: 5.6951 [2020-11-16 01:59:10,162][root][INFO] - ===> Epoch[249](6527/26): Loss 0.2508, Sem 0.2508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.606e-01 Score 92.500 Data time: 0.1651, Forward time: 2.2754, Backward time: 3.0109, DDP time: 0.0044, Total iter time: 4.6588 [2020-11-16 01:59:16,822][root][INFO] - ===> Epoch[249](6528/26): Loss 0.2199, Sem 0.2199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.605e-01 Score 92.735 Data time: 0.2083, Forward time: 2.2756, Backward time: 3.0126, DDP time: 0.0044, Total iter time: 6.6014 [2020-11-16 01:59:22,804][root][INFO] - ===> Epoch[249](6529/26): Loss 0.2299, Sem 0.2299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.605e-01 Score 92.752 Data time: 0.2508, Forward time: 2.2765, Backward time: 3.0123, DDP time: 0.0044, Total iter time: 5.8960 [2020-11-16 01:59:28,765][root][INFO] - ===> Epoch[249](6530/26): Loss 0.2035, Sem 0.2035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.605e-01 Score 93.686 Data time: 0.1952, Forward time: 2.2763, Backward time: 3.0129, DDP time: 0.0044, Total iter time: 5.8458 [2020-11-16 01:59:34,037][root][INFO] - ===> Epoch[249](6531/26): Loss 0.2087, Sem 0.2087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.604e-01 Score 93.404 Data time: 0.2287, Forward time: 2.2766, Backward time: 3.0119, DDP time: 0.0044, Total iter time: 5.1825 [2020-11-16 01:59:39,315][root][INFO] - ===> Epoch[249](6532/26): Loss 0.2148, Sem 0.2148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.604e-01 Score 93.125 Data time: 0.2327, Forward time: 2.2772, Backward time: 3.0106, DDP time: 0.0044, Total iter time: 5.1712 [2020-11-16 01:59:45,311][root][INFO] - ===> Epoch[249](6533/26): Loss 0.1907, Sem 0.1907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.603e-01 Score 93.921 Data time: 0.2162, Forward time: 2.2773, Backward time: 3.0110, DDP time: 0.0044, Total iter time: 5.8926 [2020-11-16 01:59:51,375][root][INFO] - ===> Epoch[249](6534/26): Loss 0.2364, Sem 0.2364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.603e-01 Score 92.941 Data time: 0.2538, Forward time: 2.2776, Backward time: 3.0113, DDP time: 0.0044, Total iter time: 5.9618 [2020-11-16 01:59:56,494][root][INFO] - ===> Epoch[249](6535/26): Loss 0.2290, Sem 0.2290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.603e-01 Score 93.028 Data time: 0.2384, Forward time: 2.2785, Backward time: 3.0095, DDP time: 0.0044, Total iter time: 5.0094 [2020-11-16 02:00:03,645][root][INFO] - ===> Epoch[249](6536/26): Loss 0.2109, Sem 0.2109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.602e-01 Score 93.223 Data time: 0.1701, Forward time: 2.2779, Backward time: 3.0127, DDP time: 0.0044, Total iter time: 7.0227 [2020-11-16 02:00:09,946][root][INFO] - ===> Epoch[249](6537/26): Loss 0.2221, Sem 0.2221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.602e-01 Score 93.104 Data time: 0.2047, Forward time: 2.2776, Backward time: 3.0141, DDP time: 0.0044, Total iter time: 6.2209 [2020-11-16 02:00:14,826][root][INFO] - ===> Epoch[249](6538/26): Loss 0.2425, Sem 0.2425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.602e-01 Score 92.416 Data time: 0.1540, Forward time: 2.2768, Backward time: 3.0136, DDP time: 0.0044, Total iter time: 4.7990 [2020-11-16 02:00:21,124][root][INFO] - ===> Epoch[249](6539/26): Loss 0.1984, Sem 0.1984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.601e-01 Score 93.609 Data time: 0.2591, Forward time: 2.2780, Backward time: 3.0135, DDP time: 0.0044, Total iter time: 6.2220 [2020-11-16 02:00:27,460][root][INFO] - ===> Epoch[249](6540/26): Loss 0.2525, Sem 0.2525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.601e-01 Score 92.457 Data time: 0.2104, Forward time: 2.2783, Backward time: 3.0144, DDP time: 0.0044, Total iter time: 6.2146 [2020-11-16 02:00:33,181][root][INFO] - ===> Epoch[249](6541/26): Loss 0.1896, Sem 0.1896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.600e-01 Score 93.895 Data time: 0.2521, Forward time: 2.2792, Backward time: 3.0135, DDP time: 0.0044, Total iter time: 5.6028 [2020-11-16 02:00:39,432][root][INFO] - ===> Epoch[249](6542/26): Loss 0.2222, Sem 0.2222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.600e-01 Score 92.843 Data time: 0.1466, Forward time: 2.2785, Backward time: 3.0153, DDP time: 0.0044, Total iter time: 6.1256 [2020-11-16 02:00:44,187][root][INFO] - ===> Epoch[249](6543/26): Loss 0.2069, Sem 0.2069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.600e-01 Score 92.994 Data time: 0.2132, Forward time: 2.2785, Backward time: 3.0137, DDP time: 0.0044, Total iter time: 4.6795 [2020-11-16 02:00:50,852][root][INFO] - ===> Epoch[249](6544/26): Loss 0.2023, Sem 0.2023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.599e-01 Score 93.320 Data time: 0.2769, Forward time: 2.2800, Backward time: 3.0139, DDP time: 0.0044, Total iter time: 6.5679 [2020-11-16 02:00:56,171][root][INFO] - ===> Epoch[249](6545/26): Loss 0.2001, Sem 0.2001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.599e-01 Score 93.362 Data time: 0.2292, Forward time: 2.2802, Backward time: 3.0130, DDP time: 0.0044, Total iter time: 5.1942 [2020-11-16 02:01:03,016][root][INFO] - ===> Epoch[249](6546/26): Loss 0.2632, Sem 0.2632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.599e-01 Score 91.731 Data time: 0.3510, Forward time: 2.2825, Backward time: 3.0127, DDP time: 0.0044, Total iter time: 6.7509 [2020-11-16 02:01:07,620][root][INFO] - ===> Epoch[250](6547/26): Loss 0.2113, Sem 0.2113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.598e-01 Score 93.239 Data time: 0.1786, Forward time: 2.2824, Backward time: 3.0109, DDP time: 0.0044, Total iter time: 4.4799 [2020-11-16 02:01:13,366][root][INFO] - ===> Epoch[250](6548/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.598e-01 Score 93.259 Data time: 0.1619, Forward time: 2.2815, Backward time: 3.0118, DDP time: 0.0044, Total iter time: 5.6568 [2020-11-16 02:01:19,634][root][INFO] - ===> Epoch[250](6549/26): Loss 0.2590, Sem 0.2590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.597e-01 Score 91.898 Data time: 0.1899, Forward time: 2.2811, Backward time: 3.0132, DDP time: 0.0044, Total iter time: 6.1745 [2020-11-16 02:01:25,229][root][INFO] - ===> Epoch[250](6550/26): Loss 0.2292, Sem 0.2292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.597e-01 Score 92.722 Data time: 0.1774, Forward time: 2.2807, Backward time: 3.0135, DDP time: 0.0044, Total iter time: 5.5086 [2020-11-16 02:01:30,412][root][INFO] - ===> Epoch[250](6551/26): Loss 0.2502, Sem 0.2502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.597e-01 Score 92.704 Data time: 0.1666, Forward time: 2.2801, Backward time: 3.0134, DDP time: 0.0044, Total iter time: 5.0993 [2020-11-16 02:01:35,311][root][INFO] - ===> Epoch[250](6552/26): Loss 0.2425, Sem 0.2425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.596e-01 Score 92.728 Data time: 0.1756, Forward time: 2.2799, Backward time: 3.0124, DDP time: 0.0044, Total iter time: 4.8235 [2020-11-16 02:01:40,724][root][INFO] - ===> Epoch[250](6553/26): Loss 0.2365, Sem 0.2365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.596e-01 Score 92.141 Data time: 0.2123, Forward time: 2.2791, Backward time: 3.0126, DDP time: 0.0044, Total iter time: 5.3179 [2020-11-16 02:01:46,425][root][INFO] - ===> Epoch[250](6554/26): Loss 0.2577, Sem 0.2577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.596e-01 Score 92.066 Data time: 0.2091, Forward time: 2.2793, Backward time: 3.0125, DDP time: 0.0044, Total iter time: 5.5996 [2020-11-16 02:01:52,708][root][INFO] - ===> Epoch[250](6555/26): Loss 0.2365, Sem 0.2365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.595e-01 Score 92.134 Data time: 0.1954, Forward time: 2.2792, Backward time: 3.0136, DDP time: 0.0044, Total iter time: 6.1767 [2020-11-16 02:01:58,118][root][INFO] - ===> Epoch[250](6556/26): Loss 0.2437, Sem 0.2437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.595e-01 Score 92.674 Data time: 0.1587, Forward time: 2.2784, Backward time: 3.0140, DDP time: 0.0044, Total iter time: 5.3141 [2020-11-16 02:02:03,706][root][INFO] - ===> Epoch[250](6557/26): Loss 0.2299, Sem 0.2299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.594e-01 Score 92.823 Data time: 0.1881, Forward time: 2.2781, Backward time: 3.0143, DDP time: 0.0044, Total iter time: 5.5271 [2020-11-16 02:02:08,862][root][INFO] - ===> Epoch[250](6558/26): Loss 0.1973, Sem 0.1973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.594e-01 Score 93.938 Data time: 0.1861, Forward time: 2.2778, Backward time: 3.0137, DDP time: 0.0044, Total iter time: 5.0603 [2020-11-16 02:02:15,960][root][INFO] - ===> Epoch[250](6559/26): Loss 0.2639, Sem 0.2639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.594e-01 Score 91.118 Data time: 0.2362, Forward time: 2.2785, Backward time: 3.0155, DDP time: 0.0044, Total iter time: 7.0217 [2020-11-16 02:02:22,424][root][INFO] - ===> Epoch[250](6560/26): Loss 0.2331, Sem 0.2331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.593e-01 Score 92.620 Data time: 0.1979, Forward time: 2.2787, Backward time: 3.0167, DDP time: 0.0044, Total iter time: 6.3528 [2020-11-16 02:02:26,702][root][INFO] - ===> Epoch[250](6561/26): Loss 0.2018, Sem 0.2018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.593e-01 Score 93.505 Data time: 0.1400, Forward time: 2.2777, Backward time: 3.0154, DDP time: 0.0044, Total iter time: 4.1890 [2020-11-16 02:02:33,255][root][INFO] - ===> Epoch[250](6562/26): Loss 0.2261, Sem 0.2261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.593e-01 Score 92.813 Data time: 0.2179, Forward time: 2.2782, Backward time: 3.0164, DDP time: 0.0044, Total iter time: 6.4722 [2020-11-16 02:02:40,081][root][INFO] - ===> Epoch[250](6563/26): Loss 0.2234, Sem 0.2234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.592e-01 Score 92.959 Data time: 0.2255, Forward time: 2.2785, Backward time: 3.0180, DDP time: 0.0044, Total iter time: 6.7088 [2020-11-16 02:02:46,030][root][INFO] - ===> Epoch[250](6564/26): Loss 0.1932, Sem 0.1932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.592e-01 Score 93.924 Data time: 0.2124, Forward time: 2.2787, Backward time: 3.0183, DDP time: 0.0044, Total iter time: 5.8260 [2020-11-16 02:02:50,574][root][INFO] - ===> Epoch[250](6565/26): Loss 0.2380, Sem 0.2380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.591e-01 Score 92.424 Data time: 0.2244, Forward time: 2.2788, Backward time: 3.0163, DDP time: 0.0044, Total iter time: 4.4321 [2020-11-16 02:02:54,965][root][INFO] - ===> Epoch[250](6566/26): Loss 0.2411, Sem 0.2411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.591e-01 Score 92.260 Data time: 0.2066, Forward time: 2.2780, Backward time: 3.0147, DDP time: 0.0044, Total iter time: 4.2951 [2020-11-16 02:03:01,462][root][INFO] - ===> Epoch[250](6567/26): Loss 0.1990, Sem 0.1990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.591e-01 Score 93.467 Data time: 0.2798, Forward time: 2.2792, Backward time: 3.0150, DDP time: 0.0044, Total iter time: 6.4151 [2020-11-16 02:03:06,287][root][INFO] - ===> Epoch[250](6568/26): Loss 0.2089, Sem 0.2089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.590e-01 Score 93.566 Data time: 0.1615, Forward time: 2.2787, Backward time: 3.0140, DDP time: 0.0044, Total iter time: 4.7029 [2020-11-16 02:03:12,944][root][INFO] - ===> Epoch[250](6569/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.590e-01 Score 93.482 Data time: 0.1891, Forward time: 2.2780, Backward time: 3.0164, DDP time: 0.0044, Total iter time: 6.5598 [2020-11-16 02:03:17,818][root][INFO] - ===> Epoch[250](6570/26): Loss 0.2310, Sem 0.2310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.590e-01 Score 92.499 Data time: 0.1656, Forward time: 2.2773, Backward time: 3.0159, DDP time: 0.0044, Total iter time: 4.8261 [2020-11-16 02:03:23,388][root][INFO] - ===> Epoch[250](6571/26): Loss 0.2304, Sem 0.2304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.589e-01 Score 92.631 Data time: 0.2385, Forward time: 2.2784, Backward time: 3.0146, DDP time: 0.0044, Total iter time: 5.4626 [2020-11-16 02:03:27,885][root][INFO] - ===> Epoch[250](6572/26): Loss 0.2066, Sem 0.2066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.589e-01 Score 93.562 Data time: 0.1185, Forward time: 2.2765, Backward time: 3.0147, DDP time: 0.0044, Total iter time: 4.3833 [2020-11-16 02:03:32,804][root][INFO] - ===> Epoch[251](6573/26): Loss 0.2673, Sem 0.2673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.589e-01 Score 91.016 Data time: 0.1783, Forward time: 2.2760, Backward time: 3.0141, DDP time: 0.0044, Total iter time: 4.8480 [2020-11-16 02:03:38,670][root][INFO] - ===> Epoch[251](6574/26): Loss 0.2260, Sem 0.2260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.588e-01 Score 92.710 Data time: 0.2616, Forward time: 2.2769, Backward time: 3.0134, DDP time: 0.0044, Total iter time: 5.7941 [2020-11-16 02:03:44,974][root][INFO] - ===> Epoch[251](6575/26): Loss 0.2212, Sem 0.2212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.588e-01 Score 93.064 Data time: 0.2892, Forward time: 2.2785, Backward time: 3.0128, DDP time: 0.0044, Total iter time: 6.1656 [2020-11-16 02:03:50,274][root][INFO] - ===> Epoch[251](6576/26): Loss 0.2021, Sem 0.2021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.587e-01 Score 93.429 Data time: 0.1850, Forward time: 2.2784, Backward time: 3.0123, DDP time: 0.0044, Total iter time: 5.1762 [2020-11-16 02:03:55,413][root][INFO] - ===> Epoch[251](6577/26): Loss 0.2098, Sem 0.2098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.587e-01 Score 93.553 Data time: 0.2364, Forward time: 2.2791, Backward time: 3.0106, DDP time: 0.0044, Total iter time: 5.0264 [2020-11-16 02:04:01,567][root][INFO] - ===> Epoch[251](6578/26): Loss 0.2274, Sem 0.2274, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.587e-01 Score 92.695 Data time: 0.1765, Forward time: 2.2789, Backward time: 3.0116, DDP time: 0.0044, Total iter time: 6.0452 [2020-11-16 02:04:06,736][root][INFO] - ===> Epoch[251](6579/26): Loss 0.2910, Sem 0.2910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.586e-01 Score 91.080 Data time: 0.2182, Forward time: 2.2793, Backward time: 3.0104, DDP time: 0.0045, Total iter time: 5.0857 [2020-11-16 02:04:11,508][root][INFO] - ===> Epoch[251](6580/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.586e-01 Score 93.054 Data time: 0.1366, Forward time: 2.2781, Backward time: 3.0101, DDP time: 0.0045, Total iter time: 4.6686 [2020-11-16 02:04:16,208][root][INFO] - ===> Epoch[251](6581/26): Loss 0.2207, Sem 0.2207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.586e-01 Score 92.989 Data time: 0.1864, Forward time: 2.2777, Backward time: 3.0091, DDP time: 0.0045, Total iter time: 4.6456 [2020-11-16 02:04:22,728][root][INFO] - ===> Epoch[251](6582/26): Loss 0.2054, Sem 0.2054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.585e-01 Score 93.353 Data time: 0.1848, Forward time: 2.2772, Backward time: 3.0109, DDP time: 0.0045, Total iter time: 6.4185 [2020-11-16 02:04:28,917][root][INFO] - ===> Epoch[251](6583/26): Loss 0.2198, Sem 0.2198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.585e-01 Score 92.784 Data time: 0.2758, Forward time: 2.2786, Backward time: 3.0104, DDP time: 0.0045, Total iter time: 6.0979 [2020-11-16 02:04:33,912][root][INFO] - ===> Epoch[251](6584/26): Loss 0.2117, Sem 0.2117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.584e-01 Score 92.881 Data time: 0.1914, Forward time: 2.2787, Backward time: 3.0092, DDP time: 0.0045, Total iter time: 4.8760 [2020-11-16 02:04:38,587][root][INFO] - ===> Epoch[251](6585/26): Loss 0.2242, Sem 0.2242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.584e-01 Score 92.697 Data time: 0.2092, Forward time: 2.2789, Backward time: 3.0074, DDP time: 0.0045, Total iter time: 4.5848 [2020-11-16 02:04:44,076][root][INFO] - ===> Epoch[251](6586/26): Loss 0.2255, Sem 0.2255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.584e-01 Score 93.055 Data time: 0.1687, Forward time: 2.2785, Backward time: 3.0075, DDP time: 0.0045, Total iter time: 5.3877 [2020-11-16 02:04:50,375][root][INFO] - ===> Epoch[251](6587/26): Loss 0.2521, Sem 0.2521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.583e-01 Score 92.344 Data time: 0.2090, Forward time: 2.2785, Backward time: 3.0085, DDP time: 0.0045, Total iter time: 6.1999 [2020-11-16 02:04:56,826][root][INFO] - ===> Epoch[251](6588/26): Loss 0.2170, Sem 0.2170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.583e-01 Score 92.879 Data time: 0.2041, Forward time: 2.2788, Backward time: 3.0095, DDP time: 0.0045, Total iter time: 6.3543 [2020-11-16 02:05:01,742][root][INFO] - ===> Epoch[251](6589/26): Loss 0.2330, Sem 0.2330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.583e-01 Score 92.743 Data time: 0.1815, Forward time: 2.2783, Backward time: 3.0087, DDP time: 0.0045, Total iter time: 4.8154 [2020-11-16 02:05:07,824][root][INFO] - ===> Epoch[251](6590/26): Loss 0.2272, Sem 0.2272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.582e-01 Score 92.665 Data time: 0.2171, Forward time: 2.2780, Backward time: 3.0098, DDP time: 0.0045, Total iter time: 6.0016 [2020-11-16 02:05:13,773][root][INFO] - ===> Epoch[251](6591/26): Loss 0.2340, Sem 0.2340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.582e-01 Score 92.652 Data time: 0.1871, Forward time: 2.2775, Backward time: 3.0107, DDP time: 0.0045, Total iter time: 5.8444 [2020-11-16 02:05:20,448][root][INFO] - ===> Epoch[251](6592/26): Loss 0.2322, Sem 0.2322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.581e-01 Score 92.417 Data time: 0.2084, Forward time: 2.2777, Backward time: 3.0121, DDP time: 0.0045, Total iter time: 6.5958 [2020-11-16 02:05:26,021][root][INFO] - ===> Epoch[251](6593/26): Loss 0.2314, Sem 0.2314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.581e-01 Score 92.917 Data time: 0.2119, Forward time: 2.2777, Backward time: 3.0120, DDP time: 0.0045, Total iter time: 5.4715 [2020-11-16 02:05:31,801][root][INFO] - ===> Epoch[251](6594/26): Loss 0.2400, Sem 0.2400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.581e-01 Score 92.052 Data time: 0.2287, Forward time: 2.2786, Backward time: 3.0114, DDP time: 0.0045, Total iter time: 5.6965 [2020-11-16 02:05:36,942][root][INFO] - ===> Epoch[251](6595/26): Loss 0.2217, Sem 0.2217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.580e-01 Score 92.614 Data time: 0.1736, Forward time: 2.2782, Backward time: 3.0109, DDP time: 0.0045, Total iter time: 5.0278 [2020-11-16 02:05:41,331][root][INFO] - ===> Epoch[251](6596/26): Loss 0.2609, Sem 0.2609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.580e-01 Score 91.794 Data time: 0.1949, Forward time: 2.2780, Backward time: 3.0091, DDP time: 0.0045, Total iter time: 4.2903 [2020-11-16 02:05:46,705][root][INFO] - ===> Epoch[251](6597/26): Loss 0.2085, Sem 0.2085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.580e-01 Score 92.999 Data time: 0.2239, Forward time: 2.2783, Backward time: 3.0083, DDP time: 0.0045, Total iter time: 5.2761 [2020-11-16 02:05:52,841][root][INFO] - ===> Epoch[251](6598/26): Loss 0.2611, Sem 0.2611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.579e-01 Score 91.700 Data time: 0.2316, Forward time: 2.2793, Backward time: 3.0080, DDP time: 0.0045, Total iter time: 6.0295 [2020-11-16 02:05:57,943][root][INFO] - ===> Epoch[252](6599/26): Loss 0.2103, Sem 0.2103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.579e-01 Score 93.657 Data time: 0.1927, Forward time: 2.2793, Backward time: 3.0071, DDP time: 0.0045, Total iter time: 4.9926 [2020-11-16 02:06:05,992][root][INFO] - ===> Epoch[252](6600/26): Loss 0.2865, Sem 0.2865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.578e-01 Score 91.097 Data time: 0.2470, Forward time: 2.2802, Backward time: 3.0100, DDP time: 0.0045, Total iter time: 7.9627 [2020-11-16 02:06:11,765][root][INFO] - ===> Epoch[252](6601/26): Loss 0.2002, Sem 0.2002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.578e-01 Score 93.429 Data time: 0.2289, Forward time: 2.2808, Backward time: 3.0095, DDP time: 0.0045, Total iter time: 5.6559 [2020-11-16 02:06:16,758][root][INFO] - ===> Epoch[252](6602/26): Loss 0.2382, Sem 0.2382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.578e-01 Score 92.307 Data time: 0.2316, Forward time: 2.2813, Backward time: 3.0079, DDP time: 0.0045, Total iter time: 4.8820 [2020-11-16 02:06:22,078][root][INFO] - ===> Epoch[252](6603/26): Loss 0.2185, Sem 0.2185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.577e-01 Score 93.333 Data time: 0.2311, Forward time: 2.2817, Backward time: 3.0070, DDP time: 0.0045, Total iter time: 5.2135 [2020-11-16 02:06:28,372][root][INFO] - ===> Epoch[252](6604/26): Loss 0.2500, Sem 0.2500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.577e-01 Score 91.693 Data time: 0.2919, Forward time: 2.2833, Backward time: 3.0063, DDP time: 0.0045, Total iter time: 6.1810 [2020-11-16 02:06:34,236][root][INFO] - ===> Epoch[252](6605/26): Loss 0.2387, Sem 0.2387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.577e-01 Score 92.505 Data time: 0.2092, Forward time: 2.2828, Backward time: 3.0070, DDP time: 0.0045, Total iter time: 5.7370 [2020-11-16 02:06:40,169][root][INFO] - ===> Epoch[252](6606/26): Loss 0.2266, Sem 0.2266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.576e-01 Score 92.651 Data time: 0.2612, Forward time: 2.2835, Backward time: 3.0068, DDP time: 0.0045, Total iter time: 5.8271 [2020-11-16 02:06:45,045][root][INFO] - ===> Epoch[252](6607/26): Loss 0.2198, Sem 0.2198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.576e-01 Score 92.735 Data time: 0.1945, Forward time: 2.2833, Backward time: 3.0057, DDP time: 0.0045, Total iter time: 4.7520 [2020-11-16 02:06:49,778][root][INFO] - ===> Epoch[252](6608/26): Loss 0.2381, Sem 0.2381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.575e-01 Score 92.675 Data time: 0.1448, Forward time: 2.2826, Backward time: 3.0048, DDP time: 0.0045, Total iter time: 4.6294 [2020-11-16 02:06:54,900][root][INFO] - ===> Epoch[252](6609/26): Loss 0.2024, Sem 0.2024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.575e-01 Score 93.437 Data time: 0.1594, Forward time: 2.2816, Backward time: 3.0050, DDP time: 0.0045, Total iter time: 5.0461 [2020-11-16 02:07:01,276][root][INFO] - ===> Epoch[252](6610/26): Loss 0.2429, Sem 0.2429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.575e-01 Score 92.815 Data time: 0.1924, Forward time: 2.2815, Backward time: 3.0063, DDP time: 0.0045, Total iter time: 6.2959 [2020-11-16 02:07:06,181][root][INFO] - ===> Epoch[252](6611/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.574e-01 Score 91.643 Data time: 0.2860, Forward time: 2.2819, Backward time: 3.0046, DDP time: 0.0045, Total iter time: 4.8090 [2020-11-16 02:07:11,952][root][INFO] - ===> Epoch[252](6612/26): Loss 0.2004, Sem 0.2004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.574e-01 Score 93.448 Data time: 0.1886, Forward time: 2.2815, Backward time: 3.0051, DDP time: 0.0045, Total iter time: 5.6672 [2020-11-16 02:07:17,755][root][INFO] - ===> Epoch[252](6613/26): Loss 0.1854, Sem 0.1854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.574e-01 Score 93.966 Data time: 0.2271, Forward time: 2.2816, Backward time: 3.0053, DDP time: 0.0045, Total iter time: 5.7274 [2020-11-16 02:07:23,167][root][INFO] - ===> Epoch[252](6614/26): Loss 0.2340, Sem 0.2340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.573e-01 Score 92.915 Data time: 0.1864, Forward time: 2.2814, Backward time: 3.0051, DDP time: 0.0045, Total iter time: 5.3085 [2020-11-16 02:07:28,542][root][INFO] - ===> Epoch[252](6615/26): Loss 0.2289, Sem 0.2289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.573e-01 Score 92.335 Data time: 0.1193, Forward time: 2.2799, Backward time: 3.0064, DDP time: 0.0045, Total iter time: 5.2728 [2020-11-16 02:07:34,661][root][INFO] - ===> Epoch[252](6616/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.572e-01 Score 93.829 Data time: 0.2020, Forward time: 2.2803, Backward time: 3.0068, DDP time: 0.0045, Total iter time: 6.0520 [2020-11-16 02:07:40,284][root][INFO] - ===> Epoch[252](6617/26): Loss 0.2619, Sem 0.2619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.572e-01 Score 92.023 Data time: 0.2043, Forward time: 2.2805, Backward time: 3.0065, DDP time: 0.0045, Total iter time: 5.5043 [2020-11-16 02:07:46,202][root][INFO] - ===> Epoch[252](6618/26): Loss 0.2230, Sem 0.2230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.572e-01 Score 92.235 Data time: 0.1897, Forward time: 2.2805, Backward time: 3.0069, DDP time: 0.0045, Total iter time: 5.8025 [2020-11-16 02:07:51,766][root][INFO] - ===> Epoch[252](6619/26): Loss 0.1710, Sem 0.1710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.571e-01 Score 94.412 Data time: 0.2072, Forward time: 2.2806, Backward time: 3.0066, DDP time: 0.0045, Total iter time: 5.4369 [2020-11-16 02:07:57,934][root][INFO] - ===> Epoch[252](6620/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.571e-01 Score 93.554 Data time: 0.1833, Forward time: 2.2797, Backward time: 3.0082, DDP time: 0.0045, Total iter time: 6.0473 [2020-11-16 02:08:02,902][root][INFO] - ===> Epoch[252](6621/26): Loss 0.2393, Sem 0.2393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.571e-01 Score 91.983 Data time: 0.1329, Forward time: 2.2784, Backward time: 3.0085, DDP time: 0.0045, Total iter time: 4.8882 [2020-11-16 02:08:07,774][root][INFO] - ===> Epoch[252](6622/26): Loss 0.1980, Sem 0.1980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.570e-01 Score 93.700 Data time: 0.1929, Forward time: 2.2784, Backward time: 3.0073, DDP time: 0.0045, Total iter time: 4.8086 [2020-11-16 02:08:13,097][root][INFO] - ===> Epoch[252](6623/26): Loss 0.2205, Sem 0.2205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.570e-01 Score 93.240 Data time: 0.1861, Forward time: 2.2780, Backward time: 3.0072, DDP time: 0.0045, Total iter time: 5.2227 [2020-11-16 02:08:18,401][root][INFO] - ===> Epoch[252](6624/26): Loss 0.2260, Sem 0.2260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.569e-01 Score 92.770 Data time: 0.2401, Forward time: 2.2786, Backward time: 3.0061, DDP time: 0.0045, Total iter time: 5.2012 [2020-11-16 02:08:24,059][root][INFO] - ===> Epoch[253](6625/26): Loss 0.2343, Sem 0.2343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.569e-01 Score 92.397 Data time: 0.2145, Forward time: 2.2790, Backward time: 3.0056, DDP time: 0.0045, Total iter time: 5.5267 [2020-11-16 02:08:29,669][root][INFO] - ===> Epoch[253](6626/26): Loss 0.2125, Sem 0.2125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.569e-01 Score 93.346 Data time: 0.2218, Forward time: 2.2786, Backward time: 3.0057, DDP time: 0.0045, Total iter time: 5.4908 [2020-11-16 02:08:35,415][root][INFO] - ===> Epoch[253](6627/26): Loss 0.2336, Sem 0.2336, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.568e-01 Score 92.680 Data time: 0.2078, Forward time: 2.2787, Backward time: 3.0058, DDP time: 0.0045, Total iter time: 5.6591 [2020-11-16 02:08:40,824][root][INFO] - ===> Epoch[253](6628/26): Loss 0.2554, Sem 0.2554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.568e-01 Score 92.731 Data time: 0.2176, Forward time: 2.2789, Backward time: 3.0052, DDP time: 0.0045, Total iter time: 5.3082 [2020-11-16 02:08:45,809][root][INFO] - ===> Epoch[253](6629/26): Loss 0.2095, Sem 0.2095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.568e-01 Score 93.242 Data time: 0.2360, Forward time: 2.2794, Backward time: 3.0037, DDP time: 0.0045, Total iter time: 4.9014 [2020-11-16 02:08:51,765][root][INFO] - ===> Epoch[253](6630/26): Loss 0.1929, Sem 0.1929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.567e-01 Score 93.807 Data time: 0.1512, Forward time: 2.2785, Backward time: 3.0050, DDP time: 0.0045, Total iter time: 5.8533 [2020-11-16 02:08:56,629][root][INFO] - ===> Epoch[253](6631/26): Loss 0.2330, Sem 0.2330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.567e-01 Score 92.673 Data time: 0.2121, Forward time: 2.2788, Backward time: 3.0036, DDP time: 0.0045, Total iter time: 4.7908 [2020-11-16 02:09:03,055][root][INFO] - ===> Epoch[253](6632/26): Loss 0.2351, Sem 0.2351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.566e-01 Score 92.603 Data time: 0.2072, Forward time: 2.2788, Backward time: 3.0048, DDP time: 0.0045, Total iter time: 6.3274 [2020-11-16 02:09:08,518][root][INFO] - ===> Epoch[253](6633/26): Loss 0.2136, Sem 0.2136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.566e-01 Score 93.024 Data time: 0.2187, Forward time: 2.2793, Backward time: 3.0039, DDP time: 0.0045, Total iter time: 5.3500 [2020-11-16 02:09:13,928][root][INFO] - ===> Epoch[253](6634/26): Loss 0.1881, Sem 0.1881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.566e-01 Score 93.828 Data time: 0.2073, Forward time: 2.2794, Backward time: 3.0034, DDP time: 0.0045, Total iter time: 5.2999 [2020-11-16 02:09:18,388][root][INFO] - ===> Epoch[253](6635/26): Loss 0.2162, Sem 0.2162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.565e-01 Score 92.897 Data time: 0.2054, Forward time: 2.2795, Backward time: 3.0015, DDP time: 0.0045, Total iter time: 4.3630 [2020-11-16 02:09:23,444][root][INFO] - ===> Epoch[253](6636/26): Loss 0.2424, Sem 0.2424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.565e-01 Score 92.079 Data time: 0.1744, Forward time: 2.2790, Backward time: 3.0009, DDP time: 0.0045, Total iter time: 4.9580 [2020-11-16 02:09:28,720][root][INFO] - ===> Epoch[253](6637/26): Loss 0.2252, Sem 0.2252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.565e-01 Score 92.313 Data time: 0.1960, Forward time: 2.2789, Backward time: 3.0005, DDP time: 0.0045, Total iter time: 5.1921 [2020-11-16 02:09:35,689][root][INFO] - ===> Epoch[253](6638/26): Loss 0.2292, Sem 0.2292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.564e-01 Score 92.650 Data time: 0.2398, Forward time: 2.2797, Backward time: 3.0017, DDP time: 0.0045, Total iter time: 6.8706 [2020-11-16 02:09:41,810][root][INFO] - ===> Epoch[253](6639/26): Loss 0.2743, Sem 0.2743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.564e-01 Score 91.724 Data time: 0.2362, Forward time: 2.2805, Backward time: 3.0016, DDP time: 0.0045, Total iter time: 5.9990 [2020-11-16 02:09:47,536][root][INFO] - ===> Epoch[253](6640/26): Loss 0.2365, Sem 0.2365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.563e-01 Score 92.633 Data time: 0.2474, Forward time: 2.2812, Backward time: 3.0010, DDP time: 0.0045, Total iter time: 5.6150 [2020-11-16 02:09:53,443][root][INFO] - ===> Epoch[253](6641/26): Loss 0.2188, Sem 0.2188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.563e-01 Score 93.019 Data time: 0.2008, Forward time: 2.2810, Backward time: 3.0015, DDP time: 0.0045, Total iter time: 5.7954 [2020-11-16 02:09:59,170][root][INFO] - ===> Epoch[253](6642/26): Loss 0.2961, Sem 0.2961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.563e-01 Score 91.023 Data time: 0.1960, Forward time: 2.2808, Backward time: 3.0017, DDP time: 0.0045, Total iter time: 5.6347 [2020-11-16 02:10:04,560][root][INFO] - ===> Epoch[253](6643/26): Loss 0.2722, Sem 0.2722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.562e-01 Score 91.502 Data time: 0.2013, Forward time: 2.2806, Backward time: 3.0013, DDP time: 0.0045, Total iter time: 5.3032 [2020-11-16 02:10:11,185][root][INFO] - ===> Epoch[253](6644/26): Loss 0.2748, Sem 0.2748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.562e-01 Score 91.221 Data time: 0.2874, Forward time: 2.2820, Backward time: 3.0014, DDP time: 0.0045, Total iter time: 6.5241 [2020-11-16 02:10:17,163][root][INFO] - ===> Epoch[253](6645/26): Loss 0.2588, Sem 0.2588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.562e-01 Score 91.610 Data time: 0.3176, Forward time: 2.2832, Backward time: 3.0006, DDP time: 0.0045, Total iter time: 5.8497 [2020-11-16 02:10:23,270][root][INFO] - ===> Epoch[253](6646/26): Loss 0.2618, Sem 0.2618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.561e-01 Score 92.007 Data time: 0.2729, Forward time: 2.2846, Backward time: 2.9998, DDP time: 0.0045, Total iter time: 5.9949 [2020-11-16 02:10:30,230][root][INFO] - ===> Epoch[253](6647/26): Loss 0.2541, Sem 0.2541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.561e-01 Score 91.694 Data time: 0.1265, Forward time: 2.2836, Backward time: 3.0027, DDP time: 0.0045, Total iter time: 6.8474 [2020-11-16 02:10:35,240][root][INFO] - ===> Epoch[253](6648/26): Loss 0.2457, Sem 0.2457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.560e-01 Score 92.189 Data time: 0.2357, Forward time: 2.2840, Backward time: 3.0014, DDP time: 0.0045, Total iter time: 4.9685 [2020-11-16 02:10:40,591][root][INFO] - ===> Epoch[253](6649/26): Loss 0.2421, Sem 0.2421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.560e-01 Score 92.097 Data time: 0.2089, Forward time: 2.2842, Backward time: 3.0008, DDP time: 0.0045, Total iter time: 5.2753 [2020-11-16 02:10:46,418][root][INFO] - ===> Epoch[253](6650/26): Loss 0.2440, Sem 0.2440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.560e-01 Score 92.534 Data time: 0.2189, Forward time: 2.2846, Backward time: 3.0005, DDP time: 0.0045, Total iter time: 5.7211 [2020-11-16 02:10:51,465][root][INFO] - ===> Epoch[254](6651/26): Loss 0.2799, Sem 0.2799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.559e-01 Score 91.419 Data time: 0.2301, Forward time: 2.2851, Backward time: 2.9991, DDP time: 0.0045, Total iter time: 4.9455 [2020-11-16 02:10:57,156][root][INFO] - ===> Epoch[254](6652/26): Loss 0.2531, Sem 0.2531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.559e-01 Score 92.105 Data time: 0.2405, Forward time: 2.2858, Backward time: 2.9985, DDP time: 0.0045, Total iter time: 5.5874 [2020-11-16 02:11:03,652][root][INFO] - ===> Epoch[254](6653/26): Loss 0.2288, Sem 0.2288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.559e-01 Score 92.934 Data time: 0.3503, Forward time: 2.2875, Backward time: 2.9979, DDP time: 0.0045, Total iter time: 6.3673 [2020-11-16 02:11:09,101][root][INFO] - ===> Epoch[254](6654/26): Loss 0.2448, Sem 0.2448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.558e-01 Score 92.081 Data time: 0.2246, Forward time: 2.2878, Backward time: 2.9973, DDP time: 0.0045, Total iter time: 5.3247 [2020-11-16 02:11:14,694][root][INFO] - ===> Epoch[254](6655/26): Loss 0.2260, Sem 0.2260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.558e-01 Score 92.890 Data time: 0.2154, Forward time: 2.2875, Backward time: 2.9974, DDP time: 0.0045, Total iter time: 5.4837 [2020-11-16 02:11:20,233][root][INFO] - ===> Epoch[254](6656/26): Loss 0.2659, Sem 0.2659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.557e-01 Score 92.043 Data time: 0.1961, Forward time: 2.2877, Backward time: 2.9971, DDP time: 0.0045, Total iter time: 5.4457 [2020-11-16 02:11:25,424][root][INFO] - ===> Epoch[254](6657/26): Loss 0.2235, Sem 0.2235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.557e-01 Score 92.907 Data time: 0.1980, Forward time: 2.2875, Backward time: 2.9965, DDP time: 0.0045, Total iter time: 5.0497 [2020-11-16 02:11:33,025][root][INFO] - ===> Epoch[254](6658/26): Loss 0.2355, Sem 0.2355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.557e-01 Score 92.420 Data time: 0.1838, Forward time: 2.2870, Backward time: 2.9999, DDP time: 0.0045, Total iter time: 7.5061 [2020-11-16 02:11:38,844][root][INFO] - ===> Epoch[254](6659/26): Loss 0.2566, Sem 0.2566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.556e-01 Score 91.798 Data time: 0.1516, Forward time: 2.2862, Backward time: 3.0009, DDP time: 0.0045, Total iter time: 5.7332 [2020-11-16 02:11:43,735][root][INFO] - ===> Epoch[254](6660/26): Loss 0.2362, Sem 0.2362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.556e-01 Score 92.385 Data time: 0.1082, Forward time: 2.2848, Backward time: 3.0013, DDP time: 0.0045, Total iter time: 4.8048 [2020-11-16 02:11:48,519][root][INFO] - ===> Epoch[254](6661/26): Loss 0.2127, Sem 0.2127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.556e-01 Score 93.284 Data time: 0.1901, Forward time: 2.2844, Backward time: 3.0005, DDP time: 0.0045, Total iter time: 4.7255 [2020-11-16 02:11:54,301][root][INFO] - ===> Epoch[254](6662/26): Loss 0.2185, Sem 0.2185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.555e-01 Score 92.822 Data time: 0.2128, Forward time: 2.2847, Backward time: 3.0003, DDP time: 0.0045, Total iter time: 5.6714 [2020-11-16 02:12:00,250][root][INFO] - ===> Epoch[254](6663/26): Loss 0.1873, Sem 0.1873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.555e-01 Score 94.263 Data time: 0.1869, Forward time: 2.2842, Backward time: 3.0011, DDP time: 0.0045, Total iter time: 5.8423 [2020-11-16 02:12:06,356][root][INFO] - ===> Epoch[254](6664/26): Loss 0.2423, Sem 0.2423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.554e-01 Score 92.241 Data time: 0.2612, Forward time: 2.2850, Backward time: 3.0010, DDP time: 0.0045, Total iter time: 6.0189 [2020-11-16 02:12:12,179][root][INFO] - ===> Epoch[254](6665/26): Loss 0.2357, Sem 0.2357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.554e-01 Score 92.412 Data time: 0.1222, Forward time: 2.2838, Backward time: 3.0024, DDP time: 0.0045, Total iter time: 5.6995 [2020-11-16 02:12:17,548][root][INFO] - ===> Epoch[254](6666/26): Loss 0.3052, Sem 0.3052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.554e-01 Score 90.765 Data time: 0.1886, Forward time: 2.2833, Backward time: 3.0026, DDP time: 0.0045, Total iter time: 5.2895 [2020-11-16 02:12:23,396][root][INFO] - ===> Epoch[254](6667/26): Loss 0.2420, Sem 0.2420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.553e-01 Score 91.913 Data time: 0.2364, Forward time: 2.2837, Backward time: 3.0024, DDP time: 0.0045, Total iter time: 5.7715 [2020-11-16 02:12:28,731][root][INFO] - ===> Epoch[254](6668/26): Loss 0.2035, Sem 0.2035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.553e-01 Score 93.613 Data time: 0.2046, Forward time: 2.2835, Backward time: 3.0020, DDP time: 0.0045, Total iter time: 5.2305 [2020-11-16 02:12:34,706][root][INFO] - ===> Epoch[254](6669/26): Loss 0.2493, Sem 0.2493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.553e-01 Score 92.042 Data time: 0.2856, Forward time: 2.2847, Backward time: 3.0012, DDP time: 0.0045, Total iter time: 5.8790 [2020-11-16 02:12:39,716][root][INFO] - ===> Epoch[254](6670/26): Loss 0.2605, Sem 0.2605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.552e-01 Score 91.628 Data time: 0.2234, Forward time: 2.2850, Backward time: 3.0000, DDP time: 0.0045, Total iter time: 4.8902 [2020-11-16 02:12:44,810][root][INFO] - ===> Epoch[254](6671/26): Loss 0.2356, Sem 0.2356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.552e-01 Score 92.577 Data time: 0.1400, Forward time: 2.2844, Backward time: 2.9998, DDP time: 0.0045, Total iter time: 4.9807 [2020-11-16 02:12:50,624][root][INFO] - ===> Epoch[254](6672/26): Loss 0.2246, Sem 0.2246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.551e-01 Score 92.818 Data time: 0.1225, Forward time: 2.2831, Backward time: 3.0016, DDP time: 0.0045, Total iter time: 5.7360 [2020-11-16 02:12:56,393][root][INFO] - ===> Epoch[254](6673/26): Loss 0.2764, Sem 0.2764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.551e-01 Score 91.546 Data time: 0.1658, Forward time: 2.2826, Backward time: 3.0023, DDP time: 0.0045, Total iter time: 5.7117 [2020-11-16 02:13:00,973][root][INFO] - ===> Epoch[254](6674/26): Loss 0.2402, Sem 0.2402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.551e-01 Score 92.417 Data time: 0.1383, Forward time: 2.2816, Backward time: 3.0018, DDP time: 0.0045, Total iter time: 4.4907 [2020-11-16 02:13:05,480][root][INFO] - ===> Epoch[254](6675/26): Loss 0.2038, Sem 0.2038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.550e-01 Score 93.358 Data time: 0.1962, Forward time: 2.2809, Backward time: 3.0009, DDP time: 0.0045, Total iter time: 4.4431 [2020-11-16 02:13:11,334][root][INFO] - ===> Epoch[254](6676/26): Loss 0.2488, Sem 0.2488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.550e-01 Score 92.209 Data time: 0.2124, Forward time: 2.2809, Backward time: 3.0012, DDP time: 0.0045, Total iter time: 5.7858 [2020-11-16 02:13:17,114][root][INFO] - ===> Epoch[255](6677/26): Loss 0.2474, Sem 0.2474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.550e-01 Score 92.040 Data time: 0.1572, Forward time: 2.2802, Backward time: 3.0021, DDP time: 0.0045, Total iter time: 5.6842 [2020-11-16 02:13:24,297][root][INFO] - ===> Epoch[255](6678/26): Loss 0.2807, Sem 0.2807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.549e-01 Score 91.731 Data time: 0.2264, Forward time: 2.2803, Backward time: 3.0041, DDP time: 0.0045, Total iter time: 7.0931 [2020-11-16 02:13:29,741][root][INFO] - ===> Epoch[255](6679/26): Loss 0.2280, Sem 0.2280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.549e-01 Score 93.034 Data time: 0.2281, Forward time: 2.2807, Backward time: 3.0034, DDP time: 0.0045, Total iter time: 5.3376 [2020-11-16 02:13:35,378][root][INFO] - ===> Epoch[255](6680/26): Loss 0.1959, Sem 0.1959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.548e-01 Score 93.690 Data time: 0.1858, Forward time: 2.2803, Backward time: 3.0037, DDP time: 0.0045, Total iter time: 5.5183 [2020-11-16 02:13:41,458][root][INFO] - ===> Epoch[255](6681/26): Loss 0.2204, Sem 0.2204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.548e-01 Score 93.061 Data time: 0.2051, Forward time: 2.2803, Backward time: 3.0043, DDP time: 0.0045, Total iter time: 6.0020 [2020-11-16 02:13:47,087][root][INFO] - ===> Epoch[255](6682/26): Loss 0.2564, Sem 0.2564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.548e-01 Score 91.666 Data time: 0.1845, Forward time: 2.2800, Backward time: 3.0046, DDP time: 0.0045, Total iter time: 5.5299 [2020-11-16 02:13:51,884][root][INFO] - ===> Epoch[255](6683/26): Loss 0.2875, Sem 0.2875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.547e-01 Score 91.246 Data time: 0.1769, Forward time: 2.2794, Backward time: 3.0038, DDP time: 0.0045, Total iter time: 4.7033 [2020-11-16 02:13:57,465][root][INFO] - ===> Epoch[255](6684/26): Loss 0.2352, Sem 0.2352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.547e-01 Score 92.583 Data time: 0.2159, Forward time: 2.2796, Backward time: 3.0036, DDP time: 0.0045, Total iter time: 5.5112 [2020-11-16 02:14:02,475][root][INFO] - ===> Epoch[255](6685/26): Loss 0.2441, Sem 0.2441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.547e-01 Score 92.371 Data time: 0.1762, Forward time: 2.2789, Backward time: 3.0033, DDP time: 0.0045, Total iter time: 4.8933 [2020-11-16 02:14:09,975][root][INFO] - ===> Epoch[255](6686/26): Loss 0.2190, Sem 0.2190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.546e-01 Score 93.175 Data time: 0.2254, Forward time: 2.2789, Backward time: 3.0059, DDP time: 0.0045, Total iter time: 7.4194 [2020-11-16 02:14:15,611][root][INFO] - ===> Epoch[255](6687/26): Loss 0.2407, Sem 0.2407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.546e-01 Score 92.004 Data time: 0.2190, Forward time: 2.2797, Backward time: 3.0052, DDP time: 0.0045, Total iter time: 5.5388 [2020-11-16 02:14:21,086][root][INFO] - ===> Epoch[255](6688/26): Loss 0.2462, Sem 0.2462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.545e-01 Score 92.424 Data time: 0.1599, Forward time: 2.2790, Backward time: 3.0056, DDP time: 0.0045, Total iter time: 5.3549 [2020-11-16 02:14:26,071][root][INFO] - ===> Epoch[255](6689/26): Loss 0.2159, Sem 0.2159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.545e-01 Score 92.776 Data time: 0.1530, Forward time: 2.2781, Backward time: 3.0054, DDP time: 0.0045, Total iter time: 4.8903 [2020-11-16 02:14:32,054][root][INFO] - ===> Epoch[255](6690/26): Loss 0.2016, Sem 0.2016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.545e-01 Score 93.635 Data time: 0.2142, Forward time: 2.2783, Backward time: 3.0057, DDP time: 0.0045, Total iter time: 5.9253 [2020-11-16 02:14:37,579][root][INFO] - ===> Epoch[255](6691/26): Loss 0.2153, Sem 0.2153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.544e-01 Score 93.004 Data time: 0.1710, Forward time: 2.2781, Backward time: 3.0058, DDP time: 0.0045, Total iter time: 5.4201 [2020-11-16 02:14:43,900][root][INFO] - ===> Epoch[255](6692/26): Loss 0.2276, Sem 0.2276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.544e-01 Score 92.741 Data time: 0.1804, Forward time: 2.2774, Backward time: 3.0073, DDP time: 0.0045, Total iter time: 6.2233 [2020-11-16 02:14:49,838][root][INFO] - ===> Epoch[255](6693/26): Loss 0.2454, Sem 0.2454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.544e-01 Score 92.404 Data time: 0.2490, Forward time: 2.2782, Backward time: 3.0070, DDP time: 0.0045, Total iter time: 5.8543 [2020-11-16 02:14:56,140][root][INFO] - ===> Epoch[255](6694/26): Loss 0.2065, Sem 0.2065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.543e-01 Score 93.285 Data time: 0.1357, Forward time: 2.2773, Backward time: 3.0087, DDP time: 0.0045, Total iter time: 6.1782 [2020-11-16 02:15:01,984][root][INFO] - ===> Epoch[255](6695/26): Loss 0.2286, Sem 0.2286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.543e-01 Score 92.556 Data time: 0.1735, Forward time: 2.2770, Backward time: 3.0093, DDP time: 0.0045, Total iter time: 5.7825 [2020-11-16 02:15:08,818][root][INFO] - ===> Epoch[255](6696/26): Loss 0.1988, Sem 0.1988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.542e-01 Score 93.337 Data time: 0.1734, Forward time: 2.2768, Backward time: 3.0111, DDP time: 0.0045, Total iter time: 6.7384 [2020-11-16 02:15:13,212][root][INFO] - ===> Epoch[255](6697/26): Loss 0.2740, Sem 0.2740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.542e-01 Score 91.305 Data time: 0.1489, Forward time: 2.2760, Backward time: 3.0102, DDP time: 0.0045, Total iter time: 4.3088 [2020-11-16 02:15:18,752][root][INFO] - ===> Epoch[255](6698/26): Loss 0.2181, Sem 0.2181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.542e-01 Score 93.043 Data time: 0.1858, Forward time: 2.2758, Backward time: 3.0103, DDP time: 0.0045, Total iter time: 5.4584 [2020-11-16 02:15:23,369][root][INFO] - ===> Epoch[255](6699/26): Loss 0.2478, Sem 0.2478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.541e-01 Score 92.648 Data time: 0.1840, Forward time: 2.2755, Backward time: 3.0092, DDP time: 0.0045, Total iter time: 4.5188 [2020-11-16 02:15:28,617][root][INFO] - ===> Epoch[255](6700/26): Loss 0.2369, Sem 0.2369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.541e-01 Score 92.526 Data time: 0.1524, Forward time: 2.2749, Backward time: 3.0093, DDP time: 0.0045, Total iter time: 5.1511 [2020-11-16 02:15:33,832][root][INFO] - ===> Epoch[255](6701/26): Loss 0.2364, Sem 0.2364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.541e-01 Score 92.131 Data time: 0.1913, Forward time: 2.2741, Backward time: 3.0094, DDP time: 0.0045, Total iter time: 5.1324 [2020-11-16 02:15:39,030][root][INFO] - ===> Epoch[255](6702/26): Loss 0.2435, Sem 0.2435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.540e-01 Score 92.167 Data time: 0.2255, Forward time: 2.2747, Backward time: 3.0082, DDP time: 0.0045, Total iter time: 5.1342 [2020-11-16 02:15:44,494][root][INFO] - ===> Epoch[256](6703/26): Loss 0.1883, Sem 0.1883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.540e-01 Score 93.915 Data time: 0.1693, Forward time: 2.2744, Backward time: 3.0084, DDP time: 0.0045, Total iter time: 5.3630 [2020-11-16 02:15:50,040][root][INFO] - ===> Epoch[256](6704/26): Loss 0.2346, Sem 0.2346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.539e-01 Score 92.589 Data time: 0.1433, Forward time: 2.2735, Backward time: 3.0091, DDP time: 0.0045, Total iter time: 5.4579 [2020-11-16 02:15:54,919][root][INFO] - ===> Epoch[256](6705/26): Loss 0.2321, Sem 0.2321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.539e-01 Score 92.790 Data time: 0.1113, Forward time: 2.2723, Backward time: 3.0094, DDP time: 0.0045, Total iter time: 4.8124 [2020-11-16 02:16:00,203][root][INFO] - ===> Epoch[256](6706/26): Loss 0.2283, Sem 0.2283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.539e-01 Score 92.851 Data time: 0.1848, Forward time: 2.2721, Backward time: 3.0092, DDP time: 0.0045, Total iter time: 5.2365 [2020-11-16 02:16:05,804][root][INFO] - ===> Epoch[256](6707/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.538e-01 Score 93.626 Data time: 0.2111, Forward time: 2.2723, Backward time: 3.0089, DDP time: 0.0045, Total iter time: 5.5259 [2020-11-16 02:16:12,242][root][INFO] - ===> Epoch[256](6708/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.538e-01 Score 92.649 Data time: 0.1885, Forward time: 2.2720, Backward time: 3.0102, DDP time: 0.0045, Total iter time: 6.3203 [2020-11-16 02:16:17,659][root][INFO] - ===> Epoch[256](6709/26): Loss 0.2151, Sem 0.2151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.538e-01 Score 93.351 Data time: 0.1687, Forward time: 2.2714, Backward time: 3.0104, DDP time: 0.0045, Total iter time: 5.3202 [2020-11-16 02:16:22,674][root][INFO] - ===> Epoch[256](6710/26): Loss 0.1968, Sem 0.1968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.537e-01 Score 93.226 Data time: 0.2343, Forward time: 2.2717, Backward time: 3.0092, DDP time: 0.0045, Total iter time: 4.9515 [2020-11-16 02:16:28,373][root][INFO] - ===> Epoch[256](6711/26): Loss 0.2439, Sem 0.2439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.537e-01 Score 92.289 Data time: 0.2450, Forward time: 2.2727, Backward time: 3.0084, DDP time: 0.0045, Total iter time: 5.5917 [2020-11-16 02:16:33,664][root][INFO] - ===> Epoch[256](6712/26): Loss 0.2500, Sem 0.2500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.536e-01 Score 92.618 Data time: 0.1183, Forward time: 2.2714, Backward time: 3.0092, DDP time: 0.0045, Total iter time: 5.1752 [2020-11-16 02:16:40,126][root][INFO] - ===> Epoch[256](6713/26): Loss 0.2328, Sem 0.2328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.536e-01 Score 92.747 Data time: 0.2061, Forward time: 2.2718, Backward time: 3.0101, DDP time: 0.0045, Total iter time: 6.3947 [2020-11-16 02:16:45,233][root][INFO] - ===> Epoch[256](6714/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.536e-01 Score 92.783 Data time: 0.1367, Forward time: 2.2710, Backward time: 3.0100, DDP time: 0.0045, Total iter time: 5.0133 [2020-11-16 02:16:50,520][root][INFO] - ===> Epoch[256](6715/26): Loss 0.1976, Sem 0.1976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.535e-01 Score 93.370 Data time: 0.1451, Forward time: 2.2700, Backward time: 3.0105, DDP time: 0.0045, Total iter time: 5.1888 [2020-11-16 02:16:55,557][root][INFO] - ===> Epoch[256](6716/26): Loss 0.2325, Sem 0.2325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.535e-01 Score 92.781 Data time: 0.2115, Forward time: 2.2701, Backward time: 3.0096, DDP time: 0.0045, Total iter time: 4.9583 [2020-11-16 02:17:01,079][root][INFO] - ===> Epoch[256](6717/26): Loss 0.2254, Sem 0.2254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.535e-01 Score 93.131 Data time: 0.1784, Forward time: 2.2699, Backward time: 3.0097, DDP time: 0.0045, Total iter time: 5.4177 [2020-11-16 02:17:07,214][root][INFO] - ===> Epoch[256](6718/26): Loss 0.2027, Sem 0.2027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.534e-01 Score 93.527 Data time: 0.2178, Forward time: 2.2703, Backward time: 3.0099, DDP time: 0.0045, Total iter time: 6.0174 [2020-11-16 02:17:13,044][root][INFO] - ===> Epoch[256](6719/26): Loss 0.2062, Sem 0.2062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.534e-01 Score 92.982 Data time: 0.1954, Forward time: 2.2705, Backward time: 3.0099, DDP time: 0.0045, Total iter time: 5.7132 [2020-11-16 02:17:17,984][root][INFO] - ===> Epoch[256](6720/26): Loss 0.2142, Sem 0.2142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.533e-01 Score 93.193 Data time: 0.2002, Forward time: 2.2703, Backward time: 3.0091, DDP time: 0.0045, Total iter time: 4.8302 [2020-11-16 02:17:22,888][root][INFO] - ===> Epoch[256](6721/26): Loss 0.2324, Sem 0.2324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.533e-01 Score 92.994 Data time: 0.2159, Forward time: 2.2707, Backward time: 3.0078, DDP time: 0.0045, Total iter time: 4.8093 [2020-11-16 02:17:28,514][root][INFO] - ===> Epoch[256](6722/26): Loss 0.2551, Sem 0.2551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.533e-01 Score 92.134 Data time: 0.2116, Forward time: 2.2707, Backward time: 3.0077, DDP time: 0.0045, Total iter time: 5.5120 [2020-11-16 02:17:34,328][root][INFO] - ===> Epoch[256](6723/26): Loss 0.2059, Sem 0.2059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.532e-01 Score 93.633 Data time: 0.1635, Forward time: 2.2702, Backward time: 3.0084, DDP time: 0.0045, Total iter time: 5.7246 [2020-11-16 02:17:39,580][root][INFO] - ===> Epoch[256](6724/26): Loss 0.1982, Sem 0.1982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.532e-01 Score 93.466 Data time: 0.1569, Forward time: 2.2696, Backward time: 3.0086, DDP time: 0.0045, Total iter time: 5.1651 [2020-11-16 02:17:45,063][root][INFO] - ===> Epoch[256](6725/26): Loss 0.2087, Sem 0.2087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.532e-01 Score 93.084 Data time: 0.1210, Forward time: 2.2684, Backward time: 3.0095, DDP time: 0.0045, Total iter time: 5.4009 [2020-11-16 02:17:49,798][root][INFO] - ===> Epoch[256](6726/26): Loss 0.2661, Sem 0.2661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.531e-01 Score 91.532 Data time: 0.1862, Forward time: 2.2682, Backward time: 3.0086, DDP time: 0.0045, Total iter time: 4.6608 [2020-11-16 02:17:55,698][root][INFO] - ===> Epoch[256](6727/26): Loss 0.2763, Sem 0.2763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.531e-01 Score 91.209 Data time: 0.1827, Forward time: 2.2680, Backward time: 3.0091, DDP time: 0.0045, Total iter time: 5.8057 [2020-11-16 02:18:00,837][root][INFO] - ===> Epoch[256](6728/26): Loss 0.2229, Sem 0.2229, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.530e-01 Score 92.592 Data time: 0.1657, Forward time: 2.2672, Backward time: 3.0092, DDP time: 0.0045, Total iter time: 5.0282 [2020-11-16 02:18:06,747][root][INFO] - ===> Epoch[257](6729/26): Loss 0.2604, Sem 0.2604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.530e-01 Score 91.384 Data time: 0.2728, Forward time: 2.2683, Backward time: 3.0085, DDP time: 0.0045, Total iter time: 5.8334 [2020-11-16 02:18:12,810][root][INFO] - ===> Epoch[257](6730/26): Loss 0.2467, Sem 0.2467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.530e-01 Score 92.362 Data time: 0.1714, Forward time: 2.2679, Backward time: 3.0094, DDP time: 0.0045, Total iter time: 5.9525 [2020-11-16 02:18:19,156][root][INFO] - ===> Epoch[257](6731/26): Loss 0.2075, Sem 0.2075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.529e-01 Score 93.169 Data time: 0.1914, Forward time: 2.2678, Backward time: 3.0105, DDP time: 0.0045, Total iter time: 6.2453 [2020-11-16 02:18:25,412][root][INFO] - ===> Epoch[257](6732/26): Loss 0.2175, Sem 0.2175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.529e-01 Score 93.439 Data time: 0.1550, Forward time: 2.2671, Backward time: 3.0119, DDP time: 0.0045, Total iter time: 6.1561 [2020-11-16 02:18:31,439][root][INFO] - ===> Epoch[257](6733/26): Loss 0.2587, Sem 0.2587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.529e-01 Score 91.698 Data time: 0.1810, Forward time: 2.2668, Backward time: 3.0128, DDP time: 0.0045, Total iter time: 5.9448 [2020-11-16 02:18:37,049][root][INFO] - ===> Epoch[257](6734/26): Loss 0.2139, Sem 0.2139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.528e-01 Score 93.430 Data time: 0.2018, Forward time: 2.2667, Backward time: 3.0128, DDP time: 0.0045, Total iter time: 5.5571 [2020-11-16 02:18:42,994][root][INFO] - ===> Epoch[257](6735/26): Loss 0.1854, Sem 0.1854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.528e-01 Score 94.142 Data time: 0.2407, Forward time: 2.2674, Backward time: 3.0125, DDP time: 0.0045, Total iter time: 5.8648 [2020-11-16 02:18:48,474][root][INFO] - ===> Epoch[257](6736/26): Loss 0.1944, Sem 0.1944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.527e-01 Score 93.734 Data time: 0.1899, Forward time: 2.2676, Backward time: 3.0121, DDP time: 0.0045, Total iter time: 5.3668 [2020-11-16 02:18:53,168][root][INFO] - ===> Epoch[257](6737/26): Loss 0.1825, Sem 0.1825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.527e-01 Score 93.837 Data time: 0.1828, Forward time: 2.2674, Backward time: 3.0111, DDP time: 0.0045, Total iter time: 4.5934 [2020-11-16 02:18:57,846][root][INFO] - ===> Epoch[257](6738/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.527e-01 Score 93.419 Data time: 0.2041, Forward time: 2.2673, Backward time: 3.0099, DDP time: 0.0045, Total iter time: 4.5848 [2020-11-16 02:19:03,222][root][INFO] - ===> Epoch[257](6739/26): Loss 0.2306, Sem 0.2306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.526e-01 Score 92.549 Data time: 0.2074, Forward time: 2.2673, Backward time: 3.0095, DDP time: 0.0045, Total iter time: 5.2849 [2020-11-16 02:19:09,332][root][INFO] - ===> Epoch[257](6740/26): Loss 0.2298, Sem 0.2298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.526e-01 Score 93.355 Data time: 0.1812, Forward time: 2.2670, Backward time: 3.0105, DDP time: 0.0045, Total iter time: 6.0083 [2020-11-16 02:19:15,885][root][INFO] - ===> Epoch[257](6741/26): Loss 0.2206, Sem 0.2206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.526e-01 Score 93.425 Data time: 0.1716, Forward time: 2.2668, Backward time: 3.0119, DDP time: 0.0045, Total iter time: 6.4765 [2020-11-16 02:19:21,239][root][INFO] - ===> Epoch[257](6742/26): Loss 0.2358, Sem 0.2358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.525e-01 Score 92.640 Data time: 0.1449, Forward time: 2.2658, Backward time: 3.0125, DDP time: 0.0045, Total iter time: 5.2595 [2020-11-16 02:19:27,031][root][INFO] - ===> Epoch[257](6743/26): Loss 0.1985, Sem 0.1985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.525e-01 Score 93.650 Data time: 0.2289, Forward time: 2.2663, Backward time: 3.0122, DDP time: 0.0045, Total iter time: 5.7069 [2020-11-16 02:19:32,634][root][INFO] - ===> Epoch[257](6744/26): Loss 0.2386, Sem 0.2386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.524e-01 Score 92.365 Data time: 0.2104, Forward time: 2.2665, Backward time: 3.0119, DDP time: 0.0045, Total iter time: 5.4848 [2020-11-16 02:19:37,505][root][INFO] - ===> Epoch[257](6745/26): Loss 0.1785, Sem 0.1785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.524e-01 Score 94.126 Data time: 0.1928, Forward time: 2.2666, Backward time: 3.0109, DDP time: 0.0045, Total iter time: 4.7695 [2020-11-16 02:19:43,364][root][INFO] - ===> Epoch[257](6746/26): Loss 0.2282, Sem 0.2282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.524e-01 Score 92.357 Data time: 0.2022, Forward time: 2.2663, Backward time: 3.0113, DDP time: 0.0045, Total iter time: 5.7468 [2020-11-16 02:19:48,978][root][INFO] - ===> Epoch[257](6747/26): Loss 0.2255, Sem 0.2255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.523e-01 Score 92.404 Data time: 0.1989, Forward time: 2.2662, Backward time: 3.0113, DDP time: 0.0045, Total iter time: 5.5310 [2020-11-16 02:19:55,269][root][INFO] - ===> Epoch[257](6748/26): Loss 0.2223, Sem 0.2223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.523e-01 Score 93.143 Data time: 0.2251, Forward time: 2.2660, Backward time: 3.0123, DDP time: 0.0045, Total iter time: 6.1908 [2020-11-16 02:20:02,057][root][INFO] - ===> Epoch[257](6749/26): Loss 0.2147, Sem 0.2147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.523e-01 Score 92.885 Data time: 0.1832, Forward time: 2.2661, Backward time: 3.0137, DDP time: 0.0045, Total iter time: 6.6968 [2020-11-16 02:20:06,863][root][INFO] - ===> Epoch[257](6750/26): Loss 0.2116, Sem 0.2116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.522e-01 Score 93.209 Data time: 0.1566, Forward time: 2.2655, Backward time: 3.0132, DDP time: 0.0045, Total iter time: 4.6956 [2020-11-16 02:20:14,696][root][INFO] - ===> Epoch[257](6751/26): Loss 0.2156, Sem 0.2156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.522e-01 Score 93.228 Data time: 0.2201, Forward time: 2.2657, Backward time: 3.0158, DDP time: 0.0045, Total iter time: 7.7506 [2020-11-16 02:20:20,603][root][INFO] - ===> Epoch[257](6752/26): Loss 0.2236, Sem 0.2236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.521e-01 Score 92.436 Data time: 0.2360, Forward time: 2.2663, Backward time: 3.0155, DDP time: 0.0045, Total iter time: 5.8050 [2020-11-16 02:20:25,912][root][INFO] - ===> Epoch[257](6753/26): Loss 0.2518, Sem 0.2518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.521e-01 Score 92.244 Data time: 0.2443, Forward time: 2.2668, Backward time: 3.0146, DDP time: 0.0045, Total iter time: 5.1982 [2020-11-16 02:20:32,099][root][INFO] - ===> Epoch[257](6754/26): Loss 0.2265, Sem 0.2265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.521e-01 Score 92.793 Data time: 0.3401, Forward time: 2.2680, Backward time: 3.0140, DDP time: 0.0045, Total iter time: 6.0893 [2020-11-16 02:20:37,722][root][INFO] - ===> Epoch[258](6755/26): Loss 0.2115, Sem 0.2115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.520e-01 Score 93.153 Data time: 0.2622, Forward time: 2.2688, Backward time: 3.0131, DDP time: 0.0045, Total iter time: 5.5038 [2020-11-16 02:20:43,223][root][INFO] - ===> Epoch[258](6756/26): Loss 0.2138, Sem 0.2138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.520e-01 Score 92.995 Data time: 0.1496, Forward time: 2.2680, Backward time: 3.0137, DDP time: 0.0045, Total iter time: 5.3945 [2020-11-16 02:20:48,299][root][INFO] - ===> Epoch[258](6757/26): Loss 0.1913, Sem 0.1913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.520e-01 Score 93.952 Data time: 0.2153, Forward time: 2.2684, Backward time: 3.0126, DDP time: 0.0045, Total iter time: 5.0051 [2020-11-16 02:20:53,386][root][INFO] - ===> Epoch[258](6758/26): Loss 0.2130, Sem 0.2130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.519e-01 Score 93.215 Data time: 0.2019, Forward time: 2.2683, Backward time: 3.0120, DDP time: 0.0045, Total iter time: 4.9906 [2020-11-16 02:20:59,933][root][INFO] - ===> Epoch[258](6759/26): Loss 0.2055, Sem 0.2055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.519e-01 Score 93.437 Data time: 0.2627, Forward time: 2.2686, Backward time: 3.0128, DDP time: 0.0045, Total iter time: 6.4449 [2020-11-16 02:21:04,977][root][INFO] - ===> Epoch[258](6760/26): Loss 0.2604, Sem 0.2604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.518e-01 Score 91.606 Data time: 0.2274, Forward time: 2.2684, Backward time: 3.0121, DDP time: 0.0045, Total iter time: 4.9461 [2020-11-16 02:21:10,734][root][INFO] - ===> Epoch[258](6761/26): Loss 0.2590, Sem 0.2590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.518e-01 Score 91.718 Data time: 0.2427, Forward time: 2.2693, Backward time: 3.0114, DDP time: 0.0045, Total iter time: 5.6787 [2020-11-16 02:21:16,707][root][INFO] - ===> Epoch[258](6762/26): Loss 0.2088, Sem 0.2088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.518e-01 Score 93.436 Data time: 0.2220, Forward time: 2.2696, Backward time: 3.0114, DDP time: 0.0045, Total iter time: 5.8420 [2020-11-16 02:21:21,848][root][INFO] - ===> Epoch[258](6763/26): Loss 0.2401, Sem 0.2401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.517e-01 Score 92.312 Data time: 0.1748, Forward time: 2.2694, Backward time: 3.0110, DDP time: 0.0045, Total iter time: 5.0284 [2020-11-16 02:21:27,064][root][INFO] - ===> Epoch[258](6764/26): Loss 0.2029, Sem 0.2029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.517e-01 Score 93.332 Data time: 0.1565, Forward time: 2.2687, Backward time: 3.0112, DDP time: 0.0045, Total iter time: 5.1359 [2020-11-16 02:21:31,525][root][INFO] - ===> Epoch[258](6765/26): Loss 0.2078, Sem 0.2078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.517e-01 Score 93.310 Data time: 0.1925, Forward time: 2.2686, Backward time: 3.0098, DDP time: 0.0045, Total iter time: 4.4095 [2020-11-16 02:21:38,444][root][INFO] - ===> Epoch[258](6766/26): Loss 0.2466, Sem 0.2466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.516e-01 Score 92.151 Data time: 0.3587, Forward time: 2.2701, Backward time: 3.0099, DDP time: 0.0045, Total iter time: 6.8308 [2020-11-16 02:21:44,636][root][INFO] - ===> Epoch[258](6767/26): Loss 0.2250, Sem 0.2250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.516e-01 Score 93.145 Data time: 0.2466, Forward time: 2.2706, Backward time: 3.0099, DDP time: 0.0045, Total iter time: 6.0675 [2020-11-16 02:21:50,987][root][INFO] - ===> Epoch[258](6768/26): Loss 0.2233, Sem 0.2233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.515e-01 Score 93.027 Data time: 0.1695, Forward time: 2.2702, Backward time: 3.0112, DDP time: 0.0045, Total iter time: 6.2425 [2020-11-16 02:21:57,980][root][INFO] - ===> Epoch[258](6769/26): Loss 0.2023, Sem 0.2023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.515e-01 Score 93.815 Data time: 0.1480, Forward time: 2.2695, Backward time: 3.0136, DDP time: 0.0045, Total iter time: 6.9160 [2020-11-16 02:22:03,481][root][INFO] - ===> Epoch[258](6770/26): Loss 0.1891, Sem 0.1891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.515e-01 Score 93.849 Data time: 0.1810, Forward time: 2.2691, Backward time: 3.0139, DDP time: 0.0045, Total iter time: 5.4321 [2020-11-16 02:22:08,569][root][INFO] - ===> Epoch[258](6771/26): Loss 0.2020, Sem 0.2020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.514e-01 Score 94.209 Data time: 0.2068, Forward time: 2.2693, Backward time: 3.0131, DDP time: 0.0045, Total iter time: 5.0121 [2020-11-16 02:22:13,963][root][INFO] - ===> Epoch[258](6772/26): Loss 0.1973, Sem 0.1973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.514e-01 Score 93.719 Data time: 0.2109, Forward time: 2.2694, Backward time: 3.0126, DDP time: 0.0045, Total iter time: 5.3033 [2020-11-16 02:22:19,044][root][INFO] - ===> Epoch[258](6773/26): Loss 0.2335, Sem 0.2335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.514e-01 Score 92.734 Data time: 0.2056, Forward time: 2.2696, Backward time: 3.0117, DDP time: 0.0045, Total iter time: 4.9821 [2020-11-16 02:22:24,173][root][INFO] - ===> Epoch[258](6774/26): Loss 0.2409, Sem 0.2409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.513e-01 Score 92.454 Data time: 0.2128, Forward time: 2.2695, Backward time: 3.0111, DDP time: 0.0045, Total iter time: 5.0304 [2020-11-16 02:22:29,685][root][INFO] - ===> Epoch[258](6775/26): Loss 0.1909, Sem 0.1909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.513e-01 Score 93.924 Data time: 0.2516, Forward time: 2.2704, Backward time: 3.0101, DDP time: 0.0045, Total iter time: 5.4149 [2020-11-16 02:22:35,524][root][INFO] - ===> Epoch[258](6776/26): Loss 0.2348, Sem 0.2348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.512e-01 Score 92.491 Data time: 0.2233, Forward time: 2.2707, Backward time: 3.0100, DDP time: 0.0045, Total iter time: 5.7327 [2020-11-16 02:22:40,180][root][INFO] - ===> Epoch[258](6777/26): Loss 0.2357, Sem 0.2357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.512e-01 Score 92.708 Data time: 0.1755, Forward time: 2.2702, Backward time: 3.0092, DDP time: 0.0045, Total iter time: 4.5795 [2020-11-16 02:22:46,018][root][INFO] - ===> Epoch[258](6778/26): Loss 0.2060, Sem 0.2060, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.512e-01 Score 93.375 Data time: 0.2484, Forward time: 2.2711, Backward time: 3.0086, DDP time: 0.0045, Total iter time: 5.7902 [2020-11-16 02:22:52,224][root][INFO] - ===> Epoch[258](6779/26): Loss 0.2173, Sem 0.2173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.511e-01 Score 92.776 Data time: 0.1891, Forward time: 2.2710, Backward time: 3.0094, DDP time: 0.0045, Total iter time: 6.0826 [2020-11-16 02:22:58,135][root][INFO] - ===> Epoch[258](6780/26): Loss 0.2479, Sem 0.2479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.511e-01 Score 92.147 Data time: 0.2905, Forward time: 2.2720, Backward time: 3.0086, DDP time: 0.0045, Total iter time: 5.8079 [2020-11-16 02:23:03,998][root][INFO] - ===> Epoch[259](6781/26): Loss 0.2353, Sem 0.2353, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.511e-01 Score 92.379 Data time: 0.2556, Forward time: 2.2730, Backward time: 3.0079, DDP time: 0.0045, Total iter time: 5.7440 [2020-11-16 02:23:11,064][root][INFO] - ===> Epoch[259](6782/26): Loss 0.2232, Sem 0.2232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.510e-01 Score 93.359 Data time: 0.1902, Forward time: 2.2730, Backward time: 3.0096, DDP time: 0.0045, Total iter time: 6.9679 [2020-11-16 02:23:17,520][root][INFO] - ===> Epoch[259](6783/26): Loss 0.2091, Sem 0.2091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.510e-01 Score 93.386 Data time: 0.2734, Forward time: 2.2734, Backward time: 3.0102, DDP time: 0.0045, Total iter time: 6.3799 [2020-11-16 02:23:23,429][root][INFO] - ===> Epoch[259](6784/26): Loss 0.2028, Sem 0.2028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.509e-01 Score 93.404 Data time: 0.2733, Forward time: 2.2744, Backward time: 3.0095, DDP time: 0.0045, Total iter time: 5.8073 [2020-11-16 02:23:29,243][root][INFO] - ===> Epoch[259](6785/26): Loss 0.2345, Sem 0.2345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.509e-01 Score 92.481 Data time: 0.1995, Forward time: 2.2742, Backward time: 3.0098, DDP time: 0.0045, Total iter time: 5.6984 [2020-11-16 02:23:35,263][root][INFO] - ===> Epoch[259](6786/26): Loss 0.2045, Sem 0.2045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.509e-01 Score 93.561 Data time: 0.1416, Forward time: 2.2733, Backward time: 3.0111, DDP time: 0.0045, Total iter time: 5.9277 [2020-11-16 02:23:40,718][root][INFO] - ===> Epoch[259](6787/26): Loss 0.2076, Sem 0.2076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.508e-01 Score 93.531 Data time: 0.2268, Forward time: 2.2737, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 5.4106 [2020-11-16 02:23:46,217][root][INFO] - ===> Epoch[259](6788/26): Loss 0.1828, Sem 0.1828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.508e-01 Score 94.185 Data time: 0.2315, Forward time: 2.2742, Backward time: 3.0099, DDP time: 0.0045, Total iter time: 5.3955 [2020-11-16 02:23:51,397][root][INFO] - ===> Epoch[259](6789/26): Loss 0.1953, Sem 0.1953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.508e-01 Score 93.894 Data time: 0.2235, Forward time: 2.2746, Backward time: 3.0089, DDP time: 0.0045, Total iter time: 5.0716 [2020-11-16 02:23:56,256][root][INFO] - ===> Epoch[259](6790/26): Loss 0.2172, Sem 0.2172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.507e-01 Score 93.495 Data time: 0.1850, Forward time: 2.2744, Backward time: 3.0081, DDP time: 0.0045, Total iter time: 4.7549 [2020-11-16 02:24:01,314][root][INFO] - ===> Epoch[259](6791/26): Loss 0.2163, Sem 0.2163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.507e-01 Score 92.784 Data time: 0.2069, Forward time: 2.2746, Backward time: 3.0071, DDP time: 0.0045, Total iter time: 4.9646 [2020-11-16 02:24:07,603][root][INFO] - ===> Epoch[259](6792/26): Loss 0.2145, Sem 0.2145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.506e-01 Score 93.233 Data time: 0.1603, Forward time: 2.2741, Backward time: 3.0084, DDP time: 0.0045, Total iter time: 6.1992 [2020-11-16 02:24:12,615][root][INFO] - ===> Epoch[259](6793/26): Loss 0.2188, Sem 0.2188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.506e-01 Score 93.503 Data time: 0.1722, Forward time: 2.2739, Backward time: 3.0079, DDP time: 0.0045, Total iter time: 4.9467 [2020-11-16 02:24:17,436][root][INFO] - ===> Epoch[259](6794/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.506e-01 Score 92.833 Data time: 0.1661, Forward time: 2.2732, Backward time: 3.0076, DDP time: 0.0045, Total iter time: 4.7289 [2020-11-16 02:24:24,167][root][INFO] - ===> Epoch[259](6795/26): Loss 0.2101, Sem 0.2101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.505e-01 Score 93.266 Data time: 0.3765, Forward time: 2.2747, Backward time: 3.0073, DDP time: 0.0045, Total iter time: 6.6499 [2020-11-16 02:24:29,403][root][INFO] - ===> Epoch[259](6796/26): Loss 0.2197, Sem 0.2197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.505e-01 Score 93.172 Data time: 0.2483, Forward time: 2.2753, Backward time: 3.0062, DDP time: 0.0045, Total iter time: 5.1272 [2020-11-16 02:24:34,483][root][INFO] - ===> Epoch[259](6797/26): Loss 0.2213, Sem 0.2213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.505e-01 Score 92.572 Data time: 0.1934, Forward time: 2.2751, Backward time: 3.0057, DDP time: 0.0045, Total iter time: 4.9674 [2020-11-16 02:24:39,730][root][INFO] - ===> Epoch[259](6798/26): Loss 0.2553, Sem 0.2553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.504e-01 Score 91.669 Data time: 0.1918, Forward time: 2.2746, Backward time: 3.0056, DDP time: 0.0045, Total iter time: 5.1551 [2020-11-16 02:24:45,260][root][INFO] - ===> Epoch[259](6799/26): Loss 0.2280, Sem 0.2280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.504e-01 Score 92.969 Data time: 0.1568, Forward time: 2.2740, Backward time: 3.0060, DDP time: 0.0045, Total iter time: 5.4608 [2020-11-16 02:24:50,875][root][INFO] - ===> Epoch[259](6800/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.503e-01 Score 93.824 Data time: 0.1772, Forward time: 2.2737, Backward time: 3.0064, DDP time: 0.0045, Total iter time: 5.5458 [2020-11-16 02:24:56,010][root][INFO] - ===> Epoch[259](6801/26): Loss 0.2381, Sem 0.2381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.503e-01 Score 92.524 Data time: 0.1746, Forward time: 2.2732, Backward time: 3.0062, DDP time: 0.0045, Total iter time: 5.0340 [2020-11-16 02:25:00,773][root][INFO] - ===> Epoch[259](6802/26): Loss 0.2178, Sem 0.2178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.503e-01 Score 93.078 Data time: 0.2282, Forward time: 2.2735, Backward time: 3.0049, DDP time: 0.0045, Total iter time: 4.6933 [2020-11-16 02:25:06,755][root][INFO] - ===> Epoch[259](6803/26): Loss 0.2125, Sem 0.2125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.502e-01 Score 93.006 Data time: 0.2288, Forward time: 2.2737, Backward time: 3.0050, DDP time: 0.0045, Total iter time: 5.8921 [2020-11-16 02:25:12,209][root][INFO] - ===> Epoch[259](6804/26): Loss 0.2539, Sem 0.2539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.502e-01 Score 92.291 Data time: 0.2043, Forward time: 2.2738, Backward time: 3.0047, DDP time: 0.0045, Total iter time: 5.3331 [2020-11-16 02:25:18,054][root][INFO] - ===> Epoch[259](6805/26): Loss 0.2398, Sem 0.2398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.502e-01 Score 92.488 Data time: 0.1284, Forward time: 2.2729, Backward time: 3.0059, DDP time: 0.0045, Total iter time: 5.7464 [2020-11-16 02:25:23,828][root][INFO] - ===> Epoch[259](6806/26): Loss 0.2237, Sem 0.2237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.501e-01 Score 93.002 Data time: 0.1991, Forward time: 2.2727, Backward time: 3.0062, DDP time: 0.0045, Total iter time: 5.7110 [2020-11-16 02:25:29,543][root][INFO] - ===> Epoch[260](6807/26): Loss 0.2234, Sem 0.2234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.501e-01 Score 93.057 Data time: 0.1719, Forward time: 2.2724, Backward time: 3.0066, DDP time: 0.0045, Total iter time: 5.6235 [2020-11-16 02:25:34,238][root][INFO] - ===> Epoch[260](6808/26): Loss 0.1927, Sem 0.1927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.500e-01 Score 93.849 Data time: 0.2005, Forward time: 2.2719, Backward time: 3.0060, DDP time: 0.0045, Total iter time: 4.5998 [2020-11-16 02:25:40,079][root][INFO] - ===> Epoch[260](6809/26): Loss 0.2073, Sem 0.2073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.500e-01 Score 92.921 Data time: 0.2056, Forward time: 2.2721, Backward time: 3.0061, DDP time: 0.0045, Total iter time: 5.7733 [2020-11-16 02:25:45,807][root][INFO] - ===> Epoch[260](6810/26): Loss 0.1887, Sem 0.1887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.500e-01 Score 94.045 Data time: 0.2267, Forward time: 2.2725, Backward time: 3.0057, DDP time: 0.0045, Total iter time: 5.6125 [2020-11-16 02:25:51,520][root][INFO] - ===> Epoch[260](6811/26): Loss 0.1928, Sem 0.1928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.499e-01 Score 93.718 Data time: 0.1545, Forward time: 2.2719, Backward time: 3.0064, DDP time: 0.0045, Total iter time: 5.6070 [2020-11-16 02:25:57,974][root][INFO] - ===> Epoch[260](6812/26): Loss 0.2450, Sem 0.2450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.499e-01 Score 92.506 Data time: 0.2004, Forward time: 2.2720, Backward time: 3.0072, DDP time: 0.0045, Total iter time: 6.3793 [2020-11-16 02:26:03,342][root][INFO] - ===> Epoch[260](6813/26): Loss 0.2077, Sem 0.2077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.499e-01 Score 93.252 Data time: 0.2009, Forward time: 2.2720, Backward time: 3.0069, DDP time: 0.0045, Total iter time: 5.2809 [2020-11-16 02:26:08,738][root][INFO] - ===> Epoch[260](6814/26): Loss 0.1962, Sem 0.1962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.498e-01 Score 93.444 Data time: 0.1624, Forward time: 2.2714, Backward time: 3.0072, DDP time: 0.0045, Total iter time: 5.2962 [2020-11-16 02:26:13,941][root][INFO] - ===> Epoch[260](6815/26): Loss 0.1875, Sem 0.1875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.498e-01 Score 93.983 Data time: 0.1888, Forward time: 2.2714, Backward time: 3.0068, DDP time: 0.0045, Total iter time: 5.1305 [2020-11-16 02:26:19,464][root][INFO] - ===> Epoch[260](6816/26): Loss 0.2566, Sem 0.2566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.497e-01 Score 91.266 Data time: 0.2244, Forward time: 2.2714, Backward time: 3.0066, DDP time: 0.0045, Total iter time: 5.4101 [2020-11-16 02:26:24,635][root][INFO] - ===> Epoch[260](6817/26): Loss 0.1953, Sem 0.1953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.497e-01 Score 93.717 Data time: 0.1441, Forward time: 2.2706, Backward time: 3.0068, DDP time: 0.0045, Total iter time: 5.0671 [2020-11-16 02:26:30,120][root][INFO] - ===> Epoch[260](6818/26): Loss 0.2517, Sem 0.2517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.497e-01 Score 91.823 Data time: 0.2419, Forward time: 2.2709, Backward time: 3.0063, DDP time: 0.0045, Total iter time: 5.4174 [2020-11-16 02:26:35,998][root][INFO] - ===> Epoch[260](6819/26): Loss 0.1954, Sem 0.1954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.496e-01 Score 93.752 Data time: 0.1877, Forward time: 2.2708, Backward time: 3.0066, DDP time: 0.0045, Total iter time: 5.7649 [2020-11-16 02:26:41,603][root][INFO] - ===> Epoch[260](6820/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.496e-01 Score 92.993 Data time: 0.1950, Forward time: 2.2708, Backward time: 3.0066, DDP time: 0.0045, Total iter time: 5.5076 [2020-11-16 02:26:47,054][root][INFO] - ===> Epoch[260](6821/26): Loss 0.2355, Sem 0.2355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.496e-01 Score 92.248 Data time: 0.1642, Forward time: 2.2705, Backward time: 3.0067, DDP time: 0.0045, Total iter time: 5.3437 [2020-11-16 02:26:52,058][root][INFO] - ===> Epoch[260](6822/26): Loss 0.2347, Sem 0.2347, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.495e-01 Score 92.626 Data time: 0.2138, Forward time: 2.2707, Backward time: 3.0057, DDP time: 0.0045, Total iter time: 4.9075 [2020-11-16 02:26:58,816][root][INFO] - ===> Epoch[260](6823/26): Loss 0.2503, Sem 0.2503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.495e-01 Score 92.016 Data time: 0.2228, Forward time: 2.2711, Backward time: 3.0066, DDP time: 0.0045, Total iter time: 6.6460 [2020-11-16 02:27:04,479][root][INFO] - ===> Epoch[260](6824/26): Loss 0.2176, Sem 0.2176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.494e-01 Score 93.073 Data time: 0.2582, Forward time: 2.2720, Backward time: 3.0058, DDP time: 0.0045, Total iter time: 5.5435 [2020-11-16 02:27:10,611][root][INFO] - ===> Epoch[260](6825/26): Loss 0.2434, Sem 0.2434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.494e-01 Score 92.767 Data time: 0.2473, Forward time: 2.2727, Backward time: 3.0056, DDP time: 0.0045, Total iter time: 5.9970 [2020-11-16 02:27:16,456][root][INFO] - ===> Epoch[260](6826/26): Loss 0.2224, Sem 0.2224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.494e-01 Score 92.559 Data time: 0.2351, Forward time: 2.2731, Backward time: 3.0054, DDP time: 0.0045, Total iter time: 5.7349 [2020-11-16 02:27:21,445][root][INFO] - ===> Epoch[260](6827/26): Loss 0.2529, Sem 0.2529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.493e-01 Score 91.892 Data time: 0.1517, Forward time: 2.2724, Backward time: 3.0053, DDP time: 0.0045, Total iter time: 4.8775 [2020-11-16 02:27:26,235][root][INFO] - ===> Epoch[260](6828/26): Loss 0.2574, Sem 0.2574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.493e-01 Score 92.241 Data time: 0.1787, Forward time: 2.2720, Backward time: 3.0047, DDP time: 0.0045, Total iter time: 4.7062 [2020-11-16 02:27:32,350][root][INFO] - ===> Epoch[260](6829/26): Loss 0.2277, Sem 0.2277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.493e-01 Score 92.709 Data time: 0.1775, Forward time: 2.2716, Backward time: 3.0056, DDP time: 0.0045, Total iter time: 6.0230 [2020-11-16 02:27:37,332][root][INFO] - ===> Epoch[260](6830/26): Loss 0.2079, Sem 0.2079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.492e-01 Score 93.564 Data time: 0.1703, Forward time: 2.2712, Backward time: 3.0051, DDP time: 0.0045, Total iter time: 4.8964 [2020-11-16 02:27:42,762][root][INFO] - ===> Epoch[260](6831/26): Loss 0.2585, Sem 0.2585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.492e-01 Score 91.987 Data time: 0.1605, Forward time: 2.2706, Backward time: 3.0056, DDP time: 0.0045, Total iter time: 5.3484 [2020-11-16 02:27:48,370][root][INFO] - ===> Epoch[260](6832/26): Loss 0.2413, Sem 0.2413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.491e-01 Score 92.300 Data time: 0.1816, Forward time: 2.2702, Backward time: 3.0059, DDP time: 0.0045, Total iter time: 5.5250 [2020-11-16 02:27:53,806][root][INFO] - ===> Epoch[261](6833/26): Loss 0.2407, Sem 0.2407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.491e-01 Score 92.473 Data time: 0.2450, Forward time: 2.2709, Backward time: 3.0050, DDP time: 0.0045, Total iter time: 5.3185 [2020-11-16 02:27:58,571][root][INFO] - ===> Epoch[261](6834/26): Loss 0.1913, Sem 0.1913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.491e-01 Score 93.768 Data time: 0.2176, Forward time: 2.2712, Backward time: 3.0037, DDP time: 0.0045, Total iter time: 4.6476 [2020-11-16 02:28:05,829][root][INFO] - ===> Epoch[261](6835/26): Loss 0.1973, Sem 0.1973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.490e-01 Score 93.243 Data time: 0.1708, Forward time: 2.2708, Backward time: 3.0059, DDP time: 0.0045, Total iter time: 7.1568 [2020-11-16 02:28:13,075][root][INFO] - ===> Epoch[261](6836/26): Loss 0.2971, Sem 0.2971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.490e-01 Score 91.084 Data time: 0.2450, Forward time: 2.2708, Backward time: 3.0077, DDP time: 0.0045, Total iter time: 7.1706 [2020-11-16 02:28:18,944][root][INFO] - ===> Epoch[261](6837/26): Loss 0.2122, Sem 0.2122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.490e-01 Score 92.945 Data time: 0.1891, Forward time: 2.2707, Backward time: 3.0081, DDP time: 0.0045, Total iter time: 5.7492 [2020-11-16 02:28:23,824][root][INFO] - ===> Epoch[261](6838/26): Loss 0.2286, Sem 0.2286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.489e-01 Score 92.650 Data time: 0.2100, Forward time: 2.2708, Backward time: 3.0071, DDP time: 0.0045, Total iter time: 4.7846 [2020-11-16 02:28:28,604][root][INFO] - ===> Epoch[261](6839/26): Loss 0.2092, Sem 0.2092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.489e-01 Score 93.705 Data time: 0.1988, Forward time: 2.2707, Backward time: 3.0061, DDP time: 0.0045, Total iter time: 4.6819 [2020-11-16 02:28:34,675][root][INFO] - ===> Epoch[261](6840/26): Loss 0.2281, Sem 0.2281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.488e-01 Score 93.206 Data time: 0.2873, Forward time: 2.2718, Backward time: 3.0056, DDP time: 0.0045, Total iter time: 5.9760 [2020-11-16 02:28:39,807][root][INFO] - ===> Epoch[261](6841/26): Loss 0.2016, Sem 0.2016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.488e-01 Score 93.844 Data time: 0.1799, Forward time: 2.2713, Backward time: 3.0054, DDP time: 0.0045, Total iter time: 4.9977 [2020-11-16 02:28:45,039][root][INFO] - ===> Epoch[261](6842/26): Loss 0.2158, Sem 0.2158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.488e-01 Score 93.155 Data time: 0.1724, Forward time: 2.2708, Backward time: 3.0054, DDP time: 0.0045, Total iter time: 5.1352 [2020-11-16 02:28:51,063][root][INFO] - ===> Epoch[261](6843/26): Loss 0.2566, Sem 0.2566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.487e-01 Score 92.412 Data time: 0.2025, Forward time: 2.2705, Backward time: 3.0061, DDP time: 0.0045, Total iter time: 5.9315 [2020-11-16 02:28:57,450][root][INFO] - ===> Epoch[261](6844/26): Loss 0.2261, Sem 0.2261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.487e-01 Score 92.814 Data time: 0.2919, Forward time: 2.2717, Backward time: 3.0058, DDP time: 0.0045, Total iter time: 6.2932 [2020-11-16 02:29:03,049][root][INFO] - ===> Epoch[261](6845/26): Loss 0.2336, Sem 0.2336, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.487e-01 Score 92.544 Data time: 0.1602, Forward time: 2.2714, Backward time: 3.0061, DDP time: 0.0045, Total iter time: 5.4650 [2020-11-16 02:29:09,526][root][INFO] - ===> Epoch[261](6846/26): Loss 0.2215, Sem 0.2215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.486e-01 Score 92.713 Data time: 0.2189, Forward time: 2.2713, Backward time: 3.0070, DDP time: 0.0045, Total iter time: 6.4091 [2020-11-16 02:29:15,266][root][INFO] - ===> Epoch[261](6847/26): Loss 0.2232, Sem 0.2232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.486e-01 Score 93.172 Data time: 0.2747, Forward time: 2.2722, Backward time: 3.0062, DDP time: 0.0045, Total iter time: 5.6409 [2020-11-16 02:29:20,780][root][INFO] - ===> Epoch[261](6848/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.485e-01 Score 93.130 Data time: 0.1768, Forward time: 2.2719, Backward time: 3.0064, DDP time: 0.0045, Total iter time: 5.3985 [2020-11-16 02:29:28,227][root][INFO] - ===> Epoch[261](6849/26): Loss 0.1996, Sem 0.1996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.485e-01 Score 93.265 Data time: 0.1609, Forward time: 2.2714, Backward time: 3.0089, DDP time: 0.0045, Total iter time: 7.3842 [2020-11-16 02:29:33,714][root][INFO] - ===> Epoch[261](6850/26): Loss 0.2047, Sem 0.2047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.485e-01 Score 93.471 Data time: 0.1431, Forward time: 2.2709, Backward time: 3.0094, DDP time: 0.0045, Total iter time: 5.4554 [2020-11-16 02:29:39,412][root][INFO] - ===> Epoch[261](6851/26): Loss 0.2538, Sem 0.2538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.484e-01 Score 91.839 Data time: 0.1258, Forward time: 2.2700, Backward time: 3.0104, DDP time: 0.0045, Total iter time: 5.6557 [2020-11-16 02:29:45,053][root][INFO] - ===> Epoch[261](6852/26): Loss 0.2532, Sem 0.2532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.484e-01 Score 92.050 Data time: 0.2252, Forward time: 2.2703, Backward time: 3.0102, DDP time: 0.0045, Total iter time: 5.6145 [2020-11-16 02:29:51,074][root][INFO] - ===> Epoch[261](6853/26): Loss 0.2445, Sem 0.2445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.483e-01 Score 91.997 Data time: 0.2846, Forward time: 2.2713, Backward time: 3.0096, DDP time: 0.0045, Total iter time: 5.9396 [2020-11-16 02:29:56,236][root][INFO] - ===> Epoch[261](6854/26): Loss 0.2293, Sem 0.2293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.483e-01 Score 92.715 Data time: 0.1870, Forward time: 2.2714, Backward time: 3.0089, DDP time: 0.0045, Total iter time: 5.0596 [2020-11-16 02:30:01,536][root][INFO] - ===> Epoch[261](6855/26): Loss 0.2414, Sem 0.2414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.483e-01 Score 92.465 Data time: 0.1604, Forward time: 2.2709, Backward time: 3.0090, DDP time: 0.0045, Total iter time: 5.2185 [2020-11-16 02:30:08,230][root][INFO] - ===> Epoch[261](6856/26): Loss 0.2226, Sem 0.2226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.482e-01 Score 93.010 Data time: 0.1891, Forward time: 2.2707, Backward time: 3.0103, DDP time: 0.0045, Total iter time: 6.6400 [2020-11-16 02:30:13,628][root][INFO] - ===> Epoch[261](6857/26): Loss 0.2173, Sem 0.2173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.482e-01 Score 93.033 Data time: 0.1557, Forward time: 2.2702, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 5.3189 [2020-11-16 02:30:19,213][root][INFO] - ===> Epoch[261](6858/26): Loss 0.1851, Sem 0.1851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.482e-01 Score 94.135 Data time: 0.1994, Forward time: 2.2700, Backward time: 3.0108, DDP time: 0.0045, Total iter time: 5.5248 [2020-11-16 02:30:25,964][root][INFO] - ===> Epoch[262](6859/26): Loss 0.2373, Sem 0.2373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.481e-01 Score 93.008 Data time: 0.3736, Forward time: 2.2714, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 6.6626 [2020-11-16 02:30:33,983][root][INFO] - ===> Epoch[262](6860/26): Loss 0.2763, Sem 0.2763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.481e-01 Score 91.339 Data time: 0.4111, Forward time: 2.2735, Backward time: 3.0110, DDP time: 0.0045, Total iter time: 7.8937 [2020-11-16 02:30:40,139][root][INFO] - ===> Epoch[262](6861/26): Loss 0.2430, Sem 0.2430, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.480e-01 Score 92.389 Data time: 0.2181, Forward time: 2.2739, Backward time: 3.0111, DDP time: 0.0045, Total iter time: 6.0353 [2020-11-16 02:30:46,433][root][INFO] - ===> Epoch[262](6862/26): Loss 0.2306, Sem 0.2306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.480e-01 Score 92.681 Data time: 0.1954, Forward time: 2.2740, Backward time: 3.0117, DDP time: 0.0045, Total iter time: 6.1913 [2020-11-16 02:30:52,053][root][INFO] - ===> Epoch[262](6863/26): Loss 0.1942, Sem 0.1942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.480e-01 Score 93.669 Data time: 0.1542, Forward time: 2.2734, Backward time: 3.0123, DDP time: 0.0045, Total iter time: 5.5056 [2020-11-16 02:30:58,115][root][INFO] - ===> Epoch[262](6864/26): Loss 0.2645, Sem 0.2645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.479e-01 Score 91.751 Data time: 0.2009, Forward time: 2.2736, Backward time: 3.0126, DDP time: 0.0045, Total iter time: 5.9945 [2020-11-16 02:31:03,740][root][INFO] - ===> Epoch[262](6865/26): Loss 0.2464, Sem 0.2464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.479e-01 Score 92.236 Data time: 0.1858, Forward time: 2.2735, Backward time: 3.0127, DDP time: 0.0045, Total iter time: 5.5132 [2020-11-16 02:31:10,079][root][INFO] - ===> Epoch[262](6866/26): Loss 0.2263, Sem 0.2263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.479e-01 Score 92.721 Data time: 0.1961, Forward time: 2.2734, Backward time: 3.0136, DDP time: 0.0045, Total iter time: 6.2310 [2020-11-16 02:31:15,914][root][INFO] - ===> Epoch[262](6867/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.478e-01 Score 93.944 Data time: 0.1719, Forward time: 2.2730, Backward time: 3.0141, DDP time: 0.0045, Total iter time: 5.7276 [2020-11-16 02:31:21,747][root][INFO] - ===> Epoch[262](6868/26): Loss 0.2194, Sem 0.2194, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.478e-01 Score 93.060 Data time: 0.2293, Forward time: 2.2732, Backward time: 3.0142, DDP time: 0.0045, Total iter time: 5.7604 [2020-11-16 02:31:28,384][root][INFO] - ===> Epoch[262](6869/26): Loss 0.2163, Sem 0.2163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.477e-01 Score 92.967 Data time: 0.3609, Forward time: 2.2745, Backward time: 3.0139, DDP time: 0.0045, Total iter time: 6.5330 [2020-11-16 02:31:34,503][root][INFO] - ===> Epoch[262](6870/26): Loss 0.2217, Sem 0.2217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.477e-01 Score 93.172 Data time: 0.1799, Forward time: 2.2744, Backward time: 3.0145, DDP time: 0.0045, Total iter time: 6.0069 [2020-11-16 02:31:40,017][root][INFO] - ===> Epoch[262](6871/26): Loss 0.2314, Sem 0.2314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.477e-01 Score 92.859 Data time: 0.1355, Forward time: 2.2736, Backward time: 3.0151, DDP time: 0.0045, Total iter time: 5.4037 [2020-11-16 02:31:45,756][root][INFO] - ===> Epoch[262](6872/26): Loss 0.1992, Sem 0.1992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.476e-01 Score 93.641 Data time: 0.2031, Forward time: 2.2736, Backward time: 3.0153, DDP time: 0.0045, Total iter time: 5.6821 [2020-11-16 02:31:51,225][root][INFO] - ===> Epoch[262](6873/26): Loss 0.2146, Sem 0.2146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.476e-01 Score 93.368 Data time: 0.2609, Forward time: 2.2743, Backward time: 3.0143, DDP time: 0.0045, Total iter time: 5.3630 [2020-11-16 02:31:55,924][root][INFO] - ===> Epoch[262](6874/26): Loss 0.2419, Sem 0.2419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.476e-01 Score 92.696 Data time: 0.2042, Forward time: 2.2743, Backward time: 3.0132, DDP time: 0.0045, Total iter time: 4.6037 [2020-11-16 02:32:02,785][root][INFO] - ===> Epoch[262](6875/26): Loss 0.2335, Sem 0.2335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.475e-01 Score 92.869 Data time: 0.1867, Forward time: 2.2741, Backward time: 3.0148, DDP time: 0.0045, Total iter time: 6.7658 [2020-11-16 02:32:07,853][root][INFO] - ===> Epoch[262](6876/26): Loss 0.2143, Sem 0.2143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.475e-01 Score 93.112 Data time: 0.2102, Forward time: 2.2741, Backward time: 3.0141, DDP time: 0.0045, Total iter time: 4.9898 [2020-11-16 02:32:12,881][root][INFO] - ===> Epoch[262](6877/26): Loss 0.2726, Sem 0.2726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.474e-01 Score 91.581 Data time: 0.1307, Forward time: 2.2733, Backward time: 3.0143, DDP time: 0.0045, Total iter time: 4.9262 [2020-11-16 02:32:18,721][root][INFO] - ===> Epoch[262](6878/26): Loss 0.2289, Sem 0.2289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.474e-01 Score 92.444 Data time: 0.1869, Forward time: 2.2731, Backward time: 3.0147, DDP time: 0.0045, Total iter time: 5.7860 [2020-11-16 02:32:24,046][root][INFO] - ===> Epoch[262](6879/26): Loss 0.2309, Sem 0.2309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.474e-01 Score 92.557 Data time: 0.1566, Forward time: 2.2726, Backward time: 3.0149, DDP time: 0.0045, Total iter time: 5.2433 [2020-11-16 02:32:30,564][root][INFO] - ===> Epoch[262](6880/26): Loss 0.2520, Sem 0.2520, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.473e-01 Score 92.107 Data time: 0.1113, Forward time: 2.2715, Backward time: 3.0171, DDP time: 0.0045, Total iter time: 6.4299 [2020-11-16 02:32:35,616][root][INFO] - ===> Epoch[262](6881/26): Loss 0.2655, Sem 0.2655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.473e-01 Score 91.776 Data time: 0.1502, Forward time: 2.2708, Backward time: 3.0173, DDP time: 0.0045, Total iter time: 5.0109 [2020-11-16 02:32:40,609][root][INFO] - ===> Epoch[262](6882/26): Loss 0.2286, Sem 0.2286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.473e-01 Score 92.985 Data time: 0.2079, Forward time: 2.2705, Backward time: 3.0168, DDP time: 0.0045, Total iter time: 4.9495 [2020-11-16 02:32:46,314][root][INFO] - ===> Epoch[262](6883/26): Loss 0.2209, Sem 0.2209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.472e-01 Score 92.634 Data time: 0.1619, Forward time: 2.2699, Backward time: 3.0175, DDP time: 0.0045, Total iter time: 5.6072 [2020-11-16 02:32:51,418][root][INFO] - ===> Epoch[262](6884/26): Loss 0.2081, Sem 0.2081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.472e-01 Score 93.095 Data time: 0.2083, Forward time: 2.2700, Backward time: 3.0167, DDP time: 0.0045, Total iter time: 5.0232 [2020-11-16 02:32:56,751][root][INFO] - ===> Epoch[263](6885/26): Loss 0.2622, Sem 0.2622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.471e-01 Score 91.892 Data time: 0.2564, Forward time: 2.2703, Backward time: 3.0160, DDP time: 0.0045, Total iter time: 5.2250 [2020-11-16 02:33:02,173][root][INFO] - ===> Epoch[263](6886/26): Loss 0.2725, Sem 0.2725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.471e-01 Score 91.614 Data time: 0.2426, Forward time: 2.2706, Backward time: 3.0154, DDP time: 0.0045, Total iter time: 5.3126 [2020-11-16 02:33:08,135][root][INFO] - ===> Epoch[263](6887/26): Loss 0.2024, Sem 0.2024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.471e-01 Score 93.912 Data time: 0.2148, Forward time: 2.2709, Backward time: 3.0155, DDP time: 0.0045, Total iter time: 5.8445 [2020-11-16 02:33:14,573][root][INFO] - ===> Epoch[263](6888/26): Loss 0.2507, Sem 0.2507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.470e-01 Score 91.788 Data time: 0.1629, Forward time: 2.2705, Backward time: 3.0167, DDP time: 0.0045, Total iter time: 6.3342 [2020-11-16 02:33:19,638][root][INFO] - ===> Epoch[263](6889/26): Loss 0.2480, Sem 0.2480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.470e-01 Score 92.453 Data time: 0.2121, Forward time: 2.2703, Backward time: 3.0161, DDP time: 0.0045, Total iter time: 4.9891 [2020-11-16 02:33:25,206][root][INFO] - ===> Epoch[263](6890/26): Loss 0.2483, Sem 0.2483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.470e-01 Score 92.351 Data time: 0.1849, Forward time: 2.2700, Backward time: 3.0164, DDP time: 0.0045, Total iter time: 5.4876 [2020-11-16 02:33:30,314][root][INFO] - ===> Epoch[263](6891/26): Loss 0.2107, Sem 0.2107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.469e-01 Score 93.727 Data time: 0.2691, Forward time: 2.2704, Backward time: 3.0153, DDP time: 0.0045, Total iter time: 5.0162 [2020-11-16 02:33:36,709][root][INFO] - ===> Epoch[263](6892/26): Loss 0.2275, Sem 0.2275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.469e-01 Score 92.746 Data time: 0.2173, Forward time: 2.2705, Backward time: 3.0160, DDP time: 0.0045, Total iter time: 6.2938 [2020-11-16 02:33:42,019][root][INFO] - ===> Epoch[263](6893/26): Loss 0.2562, Sem 0.2562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.468e-01 Score 91.857 Data time: 0.2078, Forward time: 2.2706, Backward time: 3.0154, DDP time: 0.0045, Total iter time: 5.1759 [2020-11-16 02:33:49,051][root][INFO] - ===> Epoch[263](6894/26): Loss 0.2718, Sem 0.2718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.468e-01 Score 92.400 Data time: 0.3708, Forward time: 2.2721, Backward time: 3.0153, DDP time: 0.0045, Total iter time: 6.9384 [2020-11-16 02:33:55,422][root][INFO] - ===> Epoch[263](6895/26): Loss 0.2401, Sem 0.2401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.468e-01 Score 92.912 Data time: 0.2652, Forward time: 2.2732, Backward time: 3.0150, DDP time: 0.0045, Total iter time: 6.2594 [2020-11-16 02:34:00,637][root][INFO] - ===> Epoch[263](6896/26): Loss 0.2708, Sem 0.2708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.467e-01 Score 91.625 Data time: 0.2149, Forward time: 2.2735, Backward time: 3.0141, DDP time: 0.0045, Total iter time: 5.0742 [2020-11-16 02:34:07,031][root][INFO] - ===> Epoch[263](6897/26): Loss 0.2431, Sem 0.2431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.467e-01 Score 92.266 Data time: 0.1662, Forward time: 2.2732, Backward time: 3.0152, DDP time: 0.0045, Total iter time: 6.2795 [2020-11-16 02:34:12,755][root][INFO] - ===> Epoch[263](6898/26): Loss 0.2756, Sem 0.2756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.467e-01 Score 91.479 Data time: 0.1324, Forward time: 2.2727, Backward time: 3.0159, DDP time: 0.0045, Total iter time: 5.6406 [2020-11-16 02:34:19,187][root][INFO] - ===> Epoch[263](6899/26): Loss 0.2275, Sem 0.2275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.466e-01 Score 92.854 Data time: 0.2268, Forward time: 2.2729, Backward time: 3.0165, DDP time: 0.0045, Total iter time: 6.3485 [2020-11-16 02:34:24,452][root][INFO] - ===> Epoch[263](6900/26): Loss 0.2700, Sem 0.2700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.466e-01 Score 91.594 Data time: 0.2213, Forward time: 2.2732, Backward time: 3.0158, DDP time: 0.0045, Total iter time: 5.1608 [2020-11-16 02:34:29,990][root][INFO] - ===> Epoch[263](6901/26): Loss 0.2707, Sem 0.2707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.465e-01 Score 91.849 Data time: 0.2515, Forward time: 2.2738, Backward time: 3.0149, DDP time: 0.0045, Total iter time: 5.4297 [2020-11-16 02:34:35,897][root][INFO] - ===> Epoch[263](6902/26): Loss 0.2702, Sem 0.2702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.465e-01 Score 91.295 Data time: 0.1562, Forward time: 2.2733, Backward time: 3.0157, DDP time: 0.0045, Total iter time: 5.8034 [2020-11-16 02:34:41,332][root][INFO] - ===> Epoch[263](6903/26): Loss 0.2508, Sem 0.2508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.465e-01 Score 91.831 Data time: 0.1823, Forward time: 2.2731, Backward time: 3.0157, DDP time: 0.0045, Total iter time: 5.3808 [2020-11-16 02:34:47,228][root][INFO] - ===> Epoch[263](6904/26): Loss 0.2451, Sem 0.2451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.464e-01 Score 92.337 Data time: 0.1937, Forward time: 2.2731, Backward time: 3.0160, DDP time: 0.0045, Total iter time: 5.8070 [2020-11-16 02:34:52,261][root][INFO] - ===> Epoch[263](6905/26): Loss 0.2269, Sem 0.2269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.464e-01 Score 93.024 Data time: 0.1852, Forward time: 2.2731, Backward time: 3.0154, DDP time: 0.0045, Total iter time: 4.9388 [2020-11-16 02:34:57,984][root][INFO] - ===> Epoch[263](6906/26): Loss 0.2485, Sem 0.2485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.464e-01 Score 91.871 Data time: 0.1145, Forward time: 2.2720, Backward time: 3.0167, DDP time: 0.0045, Total iter time: 5.6288 [2020-11-16 02:35:03,315][root][INFO] - ===> Epoch[263](6907/26): Loss 0.2064, Sem 0.2064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.463e-01 Score 93.349 Data time: 0.1932, Forward time: 2.2718, Backward time: 3.0166, DDP time: 0.0045, Total iter time: 5.2663 [2020-11-16 02:35:09,634][root][INFO] - ===> Epoch[263](6908/26): Loss 0.2311, Sem 0.2311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.463e-01 Score 92.576 Data time: 0.1550, Forward time: 2.2713, Backward time: 3.0178, DDP time: 0.0045, Total iter time: 6.2352 [2020-11-16 02:35:15,180][root][INFO] - ===> Epoch[263](6909/26): Loss 0.2717, Sem 0.2717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.462e-01 Score 91.614 Data time: 0.1827, Forward time: 2.2709, Backward time: 3.0181, DDP time: 0.0045, Total iter time: 5.4498 [2020-11-16 02:35:20,613][root][INFO] - ===> Epoch[263](6910/26): Loss 0.2253, Sem 0.2253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.462e-01 Score 92.916 Data time: 0.2037, Forward time: 2.2711, Backward time: 3.0176, DDP time: 0.0045, Total iter time: 5.3354 [2020-11-16 02:35:26,979][root][INFO] - ===> Epoch[264](6911/26): Loss 0.2100, Sem 0.2100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.462e-01 Score 93.146 Data time: 0.1724, Forward time: 2.2709, Backward time: 3.0186, DDP time: 0.0045, Total iter time: 6.2515 [2020-11-16 02:35:33,216][root][INFO] - ===> Epoch[264](6912/26): Loss 0.2608, Sem 0.2608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.461e-01 Score 91.395 Data time: 0.1727, Forward time: 2.2704, Backward time: 3.0197, DDP time: 0.0045, Total iter time: 6.1376 [2020-11-16 02:35:38,792][root][INFO] - ===> Epoch[264](6913/26): Loss 0.2743, Sem 0.2743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.461e-01 Score 90.969 Data time: 0.1891, Forward time: 2.2704, Backward time: 3.0196, DDP time: 0.0045, Total iter time: 5.4841 [2020-11-16 02:35:43,444][root][INFO] - ===> Epoch[264](6914/26): Loss 0.2312, Sem 0.2312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.461e-01 Score 92.644 Data time: 0.1754, Forward time: 2.2701, Backward time: 3.0189, DDP time: 0.0045, Total iter time: 4.5404 [2020-11-16 02:35:48,856][root][INFO] - ===> Epoch[264](6915/26): Loss 0.2447, Sem 0.2447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.460e-01 Score 92.034 Data time: 0.2358, Forward time: 2.2705, Backward time: 3.0182, DDP time: 0.0045, Total iter time: 5.3234 [2020-11-16 02:35:54,521][root][INFO] - ===> Epoch[264](6916/26): Loss 0.2744, Sem 0.2744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.460e-01 Score 91.342 Data time: 0.2536, Forward time: 2.2712, Backward time: 3.0174, DDP time: 0.0045, Total iter time: 5.5366 [2020-11-16 02:35:59,138][root][INFO] - ===> Epoch[264](6917/26): Loss 0.2104, Sem 0.2104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.459e-01 Score 92.898 Data time: 0.1417, Forward time: 2.2706, Backward time: 3.0170, DDP time: 0.0045, Total iter time: 4.5055 [2020-11-16 02:36:04,310][root][INFO] - ===> Epoch[264](6918/26): Loss 0.2977, Sem 0.2977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.459e-01 Score 91.211 Data time: 0.1884, Forward time: 2.2704, Backward time: 3.0166, DDP time: 0.0045, Total iter time: 5.0902 [2020-11-16 02:36:09,501][root][INFO] - ===> Epoch[264](6919/26): Loss 0.2038, Sem 0.2038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.459e-01 Score 93.268 Data time: 0.1847, Forward time: 2.2702, Backward time: 3.0163, DDP time: 0.0045, Total iter time: 5.0980 [2020-11-16 02:36:15,404][root][INFO] - ===> Epoch[264](6920/26): Loss 0.2482, Sem 0.2482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.458e-01 Score 92.147 Data time: 0.2505, Forward time: 2.2709, Backward time: 3.0159, DDP time: 0.0045, Total iter time: 5.8032 [2020-11-16 02:36:21,077][root][INFO] - ===> Epoch[264](6921/26): Loss 0.2718, Sem 0.2718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.458e-01 Score 91.421 Data time: 0.2561, Forward time: 2.2715, Backward time: 3.0153, DDP time: 0.0045, Total iter time: 5.5443 [2020-11-16 02:36:25,601][root][INFO] - ===> Epoch[264](6922/26): Loss 0.2127, Sem 0.2127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.458e-01 Score 93.505 Data time: 0.2126, Forward time: 2.2716, Backward time: 3.0140, DDP time: 0.0045, Total iter time: 4.4172 [2020-11-16 02:36:31,016][root][INFO] - ===> Epoch[264](6923/26): Loss 0.2233, Sem 0.2233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.457e-01 Score 93.243 Data time: 0.2304, Forward time: 2.2717, Backward time: 3.0136, DDP time: 0.0045, Total iter time: 5.3128 [2020-11-16 02:36:36,034][root][INFO] - ===> Epoch[264](6924/26): Loss 0.2483, Sem 0.2483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.457e-01 Score 92.482 Data time: 0.1948, Forward time: 2.2718, Backward time: 3.0129, DDP time: 0.0045, Total iter time: 4.9195 [2020-11-16 02:36:41,715][root][INFO] - ===> Epoch[264](6925/26): Loss 0.2519, Sem 0.2519, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.456e-01 Score 91.885 Data time: 0.1829, Forward time: 2.2715, Backward time: 3.0132, DDP time: 0.0045, Total iter time: 5.5878 [2020-11-16 02:36:47,644][root][INFO] - ===> Epoch[264](6926/26): Loss 0.2531, Sem 0.2531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.456e-01 Score 92.226 Data time: 0.1995, Forward time: 2.2713, Backward time: 3.0137, DDP time: 0.0045, Total iter time: 5.8415 [2020-11-16 02:36:52,880][root][INFO] - ===> Epoch[264](6927/26): Loss 0.2939, Sem 0.2939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.456e-01 Score 90.810 Data time: 0.2469, Forward time: 2.2718, Backward time: 3.0127, DDP time: 0.0045, Total iter time: 5.1253 [2020-11-16 02:36:58,580][root][INFO] - ===> Epoch[264](6928/26): Loss 0.2855, Sem 0.2855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.455e-01 Score 91.405 Data time: 0.2474, Forward time: 2.2725, Backward time: 3.0120, DDP time: 0.0045, Total iter time: 5.5879 [2020-11-16 02:37:03,710][root][INFO] - ===> Epoch[264](6929/26): Loss 0.2507, Sem 0.2507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.455e-01 Score 92.278 Data time: 0.1750, Forward time: 2.2722, Backward time: 3.0118, DDP time: 0.0045, Total iter time: 4.9998 [2020-11-16 02:37:09,087][root][INFO] - ===> Epoch[264](6930/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.455e-01 Score 93.630 Data time: 0.2182, Forward time: 2.2724, Backward time: 3.0113, DDP time: 0.0045, Total iter time: 5.2978 [2020-11-16 02:37:14,722][root][INFO] - ===> Epoch[264](6931/26): Loss 0.2936, Sem 0.2936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.454e-01 Score 90.975 Data time: 0.2272, Forward time: 2.2725, Backward time: 3.0112, DDP time: 0.0045, Total iter time: 5.5333 [2020-11-16 02:37:21,013][root][INFO] - ===> Epoch[264](6932/26): Loss 0.2264, Sem 0.2264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.454e-01 Score 92.676 Data time: 0.2745, Forward time: 2.2734, Backward time: 3.0109, DDP time: 0.0045, Total iter time: 6.1743 [2020-11-16 02:37:26,552][root][INFO] - ===> Epoch[264](6933/26): Loss 0.2254, Sem 0.2254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.453e-01 Score 92.944 Data time: 0.1826, Forward time: 2.2732, Backward time: 3.0110, DDP time: 0.0045, Total iter time: 5.4199 [2020-11-16 02:37:31,931][root][INFO] - ===> Epoch[264](6934/26): Loss 0.2432, Sem 0.2432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.453e-01 Score 92.529 Data time: 0.2381, Forward time: 2.2737, Backward time: 3.0102, DDP time: 0.0045, Total iter time: 5.2942 [2020-11-16 02:37:36,619][root][INFO] - ===> Epoch[264](6935/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.453e-01 Score 94.100 Data time: 0.1783, Forward time: 2.2735, Backward time: 3.0094, DDP time: 0.0045, Total iter time: 4.5838 [2020-11-16 02:37:42,355][root][INFO] - ===> Epoch[264](6936/26): Loss 0.2504, Sem 0.2504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.452e-01 Score 92.070 Data time: 0.2089, Forward time: 2.2734, Backward time: 3.0095, DDP time: 0.0045, Total iter time: 5.6460 [2020-11-16 02:37:46,876][root][INFO] - ===> Epoch[265](6937/26): Loss 0.2188, Sem 0.2188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.452e-01 Score 93.091 Data time: 0.2231, Forward time: 2.2734, Backward time: 3.0083, DDP time: 0.0045, Total iter time: 4.4238 [2020-11-16 02:37:52,954][root][INFO] - ===> Epoch[265](6938/26): Loss 0.2258, Sem 0.2258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.452e-01 Score 92.787 Data time: 0.2609, Forward time: 2.2741, Backward time: 3.0081, DDP time: 0.0045, Total iter time: 5.9828 [2020-11-16 02:37:59,361][root][INFO] - ===> Epoch[265](6939/26): Loss 0.2636, Sem 0.2636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.451e-01 Score 92.098 Data time: 0.1901, Forward time: 2.2739, Backward time: 3.0090, DDP time: 0.0045, Total iter time: 6.2948 [2020-11-16 02:38:04,804][root][INFO] - ===> Epoch[265](6940/26): Loss 0.2875, Sem 0.2875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.451e-01 Score 91.308 Data time: 0.1997, Forward time: 2.2738, Backward time: 3.0089, DDP time: 0.0045, Total iter time: 5.3511 [2020-11-16 02:38:10,635][root][INFO] - ===> Epoch[265](6941/26): Loss 0.2289, Sem 0.2289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.450e-01 Score 92.497 Data time: 0.1967, Forward time: 2.2737, Backward time: 3.0092, DDP time: 0.0045, Total iter time: 5.7186 [2020-11-16 02:38:19,460][root][INFO] - ===> Epoch[265](6942/26): Loss 0.2315, Sem 0.2315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.450e-01 Score 92.677 Data time: 0.2231, Forward time: 2.2741, Backward time: 3.0120, DDP time: 0.0045, Total iter time: 8.7219 [2020-11-16 02:38:25,365][root][INFO] - ===> Epoch[265](6943/26): Loss 0.2165, Sem 0.2165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.450e-01 Score 93.169 Data time: 0.2874, Forward time: 2.2749, Backward time: 3.0113, DDP time: 0.0045, Total iter time: 5.7797 [2020-11-16 02:38:31,038][root][INFO] - ===> Epoch[265](6944/26): Loss 0.2849, Sem 0.2849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.449e-01 Score 91.346 Data time: 0.2439, Forward time: 2.2756, Backward time: 3.0107, DDP time: 0.0045, Total iter time: 5.5150 [2020-11-16 02:38:36,372][root][INFO] - ===> Epoch[265](6945/26): Loss 0.2052, Sem 0.2052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.449e-01 Score 93.534 Data time: 0.1981, Forward time: 2.2756, Backward time: 3.0103, DDP time: 0.0045, Total iter time: 5.2252 [2020-11-16 02:38:42,046][root][INFO] - ===> Epoch[265](6946/26): Loss 0.2595, Sem 0.2595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.449e-01 Score 91.806 Data time: 0.1408, Forward time: 2.2749, Backward time: 3.0110, DDP time: 0.0045, Total iter time: 5.5712 [2020-11-16 02:38:48,390][root][INFO] - ===> Epoch[265](6947/26): Loss 0.2250, Sem 0.2250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.448e-01 Score 92.883 Data time: 0.2326, Forward time: 2.2748, Backward time: 3.0118, DDP time: 0.0045, Total iter time: 6.2797 [2020-11-16 02:38:53,811][root][INFO] - ===> Epoch[265](6948/26): Loss 0.2261, Sem 0.2261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.448e-01 Score 92.729 Data time: 0.2095, Forward time: 2.2748, Backward time: 3.0115, DDP time: 0.0045, Total iter time: 5.3070 [2020-11-16 02:38:59,935][root][INFO] - ===> Epoch[265](6949/26): Loss 0.2771, Sem 0.2771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.447e-01 Score 91.672 Data time: 0.1767, Forward time: 2.2745, Backward time: 3.0123, DDP time: 0.0045, Total iter time: 6.0341 [2020-11-16 02:39:05,623][root][INFO] - ===> Epoch[265](6950/26): Loss 0.2387, Sem 0.2387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.447e-01 Score 92.715 Data time: 0.2529, Forward time: 2.2751, Backward time: 3.0117, DDP time: 0.0045, Total iter time: 5.6042 [2020-11-16 02:39:10,014][root][INFO] - ===> Epoch[265](6951/26): Loss 0.2457, Sem 0.2457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.447e-01 Score 92.410 Data time: 0.1951, Forward time: 2.2750, Backward time: 3.0105, DDP time: 0.0045, Total iter time: 4.2704 [2020-11-16 02:39:15,162][root][INFO] - ===> Epoch[265](6952/26): Loss 0.2475, Sem 0.2475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.446e-01 Score 91.859 Data time: 0.1765, Forward time: 2.2746, Backward time: 3.0104, DDP time: 0.0045, Total iter time: 5.0442 [2020-11-16 02:39:22,018][root][INFO] - ===> Epoch[265](6953/26): Loss 0.2349, Sem 0.2349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.446e-01 Score 92.469 Data time: 0.1924, Forward time: 2.2745, Backward time: 3.0117, DDP time: 0.0045, Total iter time: 6.7945 [2020-11-16 02:39:27,333][root][INFO] - ===> Epoch[265](6954/26): Loss 0.2104, Sem 0.2104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.446e-01 Score 93.101 Data time: 0.1965, Forward time: 2.2744, Backward time: 3.0114, DDP time: 0.0045, Total iter time: 5.2226 [2020-11-16 02:39:32,409][root][INFO] - ===> Epoch[265](6955/26): Loss 0.2028, Sem 0.2028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.445e-01 Score 93.368 Data time: 0.1351, Forward time: 2.2738, Backward time: 3.0115, DDP time: 0.0045, Total iter time: 4.9897 [2020-11-16 02:39:37,734][root][INFO] - ===> Epoch[265](6956/26): Loss 0.2125, Sem 0.2125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.445e-01 Score 93.099 Data time: 0.1665, Forward time: 2.2733, Backward time: 3.0118, DDP time: 0.0045, Total iter time: 5.2645 [2020-11-16 02:39:45,612][root][INFO] - ===> Epoch[265](6957/26): Loss 0.2110, Sem 0.2110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.444e-01 Score 93.302 Data time: 0.2203, Forward time: 2.2734, Backward time: 3.0139, DDP time: 0.0045, Total iter time: 7.8012 [2020-11-16 02:39:50,654][root][INFO] - ===> Epoch[265](6958/26): Loss 0.2290, Sem 0.2290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.444e-01 Score 92.381 Data time: 0.1876, Forward time: 2.2732, Backward time: 3.0135, DDP time: 0.0045, Total iter time: 4.9252 [2020-11-16 02:39:56,349][root][INFO] - ===> Epoch[265](6959/26): Loss 0.2189, Sem 0.2189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.444e-01 Score 93.316 Data time: 0.2797, Forward time: 2.2739, Backward time: 3.0127, DDP time: 0.0045, Total iter time: 5.5945 [2020-11-16 02:40:01,938][root][INFO] - ===> Epoch[265](6960/26): Loss 0.2106, Sem 0.2106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.443e-01 Score 93.120 Data time: 0.2603, Forward time: 2.2745, Backward time: 3.0120, DDP time: 0.0045, Total iter time: 5.4758 [2020-11-16 02:40:08,335][root][INFO] - ===> Epoch[265](6961/26): Loss 0.2113, Sem 0.2113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.443e-01 Score 93.523 Data time: 0.2131, Forward time: 2.2747, Backward time: 3.0125, DDP time: 0.0045, Total iter time: 6.2775 [2020-11-16 02:40:13,086][root][INFO] - ===> Epoch[265](6962/26): Loss 0.1991, Sem 0.1991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.443e-01 Score 93.905 Data time: 0.2241, Forward time: 2.2749, Backward time: 3.0114, DDP time: 0.0045, Total iter time: 4.6540 [2020-11-16 02:40:19,165][root][INFO] - ===> Epoch[266](6963/26): Loss 0.2027, Sem 0.2027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.442e-01 Score 93.289 Data time: 0.2999, Forward time: 2.2758, Backward time: 3.0109, DDP time: 0.0045, Total iter time: 5.9795 [2020-11-16 02:40:24,979][root][INFO] - ===> Epoch[266](6964/26): Loss 0.2120, Sem 0.2120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.442e-01 Score 93.198 Data time: 0.2180, Forward time: 2.2762, Backward time: 3.0107, DDP time: 0.0045, Total iter time: 5.7034 [2020-11-16 02:40:31,230][root][INFO] - ===> Epoch[266](6965/26): Loss 0.2077, Sem 0.2077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.441e-01 Score 93.529 Data time: 0.2052, Forward time: 2.2762, Backward time: 3.0112, DDP time: 0.0045, Total iter time: 6.1410 [2020-11-16 02:40:37,017][root][INFO] - ===> Epoch[266](6966/26): Loss 0.2166, Sem 0.2166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.441e-01 Score 93.453 Data time: 0.2324, Forward time: 2.2766, Backward time: 3.0110, DDP time: 0.0045, Total iter time: 5.7023 [2020-11-16 02:40:42,767][root][INFO] - ===> Epoch[266](6967/26): Loss 0.2251, Sem 0.2251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.441e-01 Score 92.201 Data time: 0.1796, Forward time: 2.2763, Backward time: 3.0113, DDP time: 0.0045, Total iter time: 5.6371 [2020-11-16 02:40:48,877][root][INFO] - ===> Epoch[266](6968/26): Loss 0.2323, Sem 0.2323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.440e-01 Score 92.500 Data time: 0.2004, Forward time: 2.2761, Backward time: 3.0120, DDP time: 0.0045, Total iter time: 6.0326 [2020-11-16 02:40:54,749][root][INFO] - ===> Epoch[266](6969/26): Loss 0.2023, Sem 0.2023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.440e-01 Score 93.690 Data time: 0.2572, Forward time: 2.2762, Backward time: 3.0121, DDP time: 0.0045, Total iter time: 5.7770 [2020-11-16 02:41:00,641][root][INFO] - ===> Epoch[266](6970/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.440e-01 Score 94.218 Data time: 0.2667, Forward time: 2.2769, Backward time: 3.0116, DDP time: 0.0045, Total iter time: 5.7916 [2020-11-16 02:41:06,415][root][INFO] - ===> Epoch[266](6971/26): Loss 0.2608, Sem 0.2608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.439e-01 Score 91.780 Data time: 0.2809, Forward time: 2.2772, Backward time: 3.0113, DDP time: 0.0045, Total iter time: 5.6595 [2020-11-16 02:41:10,871][root][INFO] - ===> Epoch[266](6972/26): Loss 0.2719, Sem 0.2719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.439e-01 Score 91.466 Data time: 0.1735, Forward time: 2.2769, Backward time: 3.0104, DDP time: 0.0045, Total iter time: 4.3667 [2020-11-16 02:41:17,631][root][INFO] - ===> Epoch[266](6973/26): Loss 0.2721, Sem 0.2721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.438e-01 Score 91.368 Data time: 0.1421, Forward time: 2.2762, Backward time: 3.0121, DDP time: 0.0045, Total iter time: 6.6793 [2020-11-16 02:41:21,953][root][INFO] - ===> Epoch[266](6974/26): Loss 0.2215, Sem 0.2215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.438e-01 Score 92.840 Data time: 0.1932, Forward time: 2.2760, Backward time: 3.0111, DDP time: 0.0045, Total iter time: 4.2598 [2020-11-16 02:41:27,395][root][INFO] - ===> Epoch[266](6975/26): Loss 0.2072, Sem 0.2072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.438e-01 Score 93.441 Data time: 0.2217, Forward time: 2.2762, Backward time: 3.0108, DDP time: 0.0045, Total iter time: 5.3716 [2020-11-16 02:41:32,723][root][INFO] - ===> Epoch[266](6976/26): Loss 0.2432, Sem 0.2432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.437e-01 Score 92.040 Data time: 0.2131, Forward time: 2.2763, Backward time: 3.0103, DDP time: 0.0045, Total iter time: 5.2374 [2020-11-16 02:41:37,434][root][INFO] - ===> Epoch[266](6977/26): Loss 0.2636, Sem 0.2636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.437e-01 Score 91.858 Data time: 0.2132, Forward time: 2.2762, Backward time: 3.0095, DDP time: 0.0045, Total iter time: 4.6006 [2020-11-16 02:41:44,222][root][INFO] - ===> Epoch[266](6978/26): Loss 0.2506, Sem 0.2506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.437e-01 Score 92.210 Data time: 0.2107, Forward time: 2.2762, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 6.6909 [2020-11-16 02:41:50,108][root][INFO] - ===> Epoch[266](6979/26): Loss 0.2355, Sem 0.2355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.436e-01 Score 92.804 Data time: 0.2599, Forward time: 2.2768, Backward time: 3.0102, DDP time: 0.0045, Total iter time: 5.7709 [2020-11-16 02:41:55,331][root][INFO] - ===> Epoch[266](6980/26): Loss 0.2183, Sem 0.2183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.436e-01 Score 93.059 Data time: 0.1162, Forward time: 2.2759, Backward time: 3.0107, DDP time: 0.0045, Total iter time: 5.0856 [2020-11-16 02:42:01,263][root][INFO] - ===> Epoch[266](6981/26): Loss 0.2270, Sem 0.2270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.435e-01 Score 93.040 Data time: 0.1957, Forward time: 2.2758, Backward time: 3.0112, DDP time: 0.0045, Total iter time: 5.8776 [2020-11-16 02:42:07,474][root][INFO] - ===> Epoch[266](6982/26): Loss 0.2095, Sem 0.2095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.435e-01 Score 93.517 Data time: 0.2791, Forward time: 2.2765, Backward time: 3.0110, DDP time: 0.0045, Total iter time: 6.1371 [2020-11-16 02:42:13,308][root][INFO] - ===> Epoch[266](6983/26): Loss 0.1952, Sem 0.1952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.435e-01 Score 93.923 Data time: 0.1969, Forward time: 2.2765, Backward time: 3.0112, DDP time: 0.0045, Total iter time: 5.7167 [2020-11-16 02:42:18,020][root][INFO] - ===> Epoch[266](6984/26): Loss 0.2606, Sem 0.2606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.434e-01 Score 91.651 Data time: 0.1212, Forward time: 2.2755, Backward time: 3.0112, DDP time: 0.0045, Total iter time: 4.6233 [2020-11-16 02:42:24,938][root][INFO] - ===> Epoch[266](6985/26): Loss 0.2242, Sem 0.2242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.434e-01 Score 92.742 Data time: 0.2807, Forward time: 2.2762, Backward time: 3.0119, DDP time: 0.0045, Total iter time: 6.8725 [2020-11-16 02:42:30,767][root][INFO] - ===> Epoch[266](6986/26): Loss 0.2096, Sem 0.2096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.434e-01 Score 93.478 Data time: 0.2582, Forward time: 2.2765, Backward time: 3.0116, DDP time: 0.0045, Total iter time: 5.7070 [2020-11-16 02:42:37,909][root][INFO] - ===> Epoch[266](6987/26): Loss 0.2552, Sem 0.2552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.433e-01 Score 92.054 Data time: 0.2265, Forward time: 2.2769, Backward time: 3.0126, DDP time: 0.0045, Total iter time: 7.0315 [2020-11-16 02:42:42,593][root][INFO] - ===> Epoch[266](6988/26): Loss 0.1997, Sem 0.1997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.433e-01 Score 93.804 Data time: 0.1850, Forward time: 2.2768, Backward time: 3.0118, DDP time: 0.0045, Total iter time: 4.5688 [2020-11-16 02:42:48,975][root][INFO] - ===> Epoch[267](6989/26): Loss 0.2189, Sem 0.2189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.432e-01 Score 92.874 Data time: 0.2918, Forward time: 2.2777, Backward time: 3.0116, DDP time: 0.0045, Total iter time: 6.2938 [2020-11-16 02:42:54,653][root][INFO] - ===> Epoch[267](6990/26): Loss 0.2250, Sem 0.2250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.432e-01 Score 92.831 Data time: 0.1904, Forward time: 2.2777, Backward time: 3.0116, DDP time: 0.0045, Total iter time: 5.5580 [2020-11-16 02:42:59,469][root][INFO] - ===> Epoch[267](6991/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.432e-01 Score 93.696 Data time: 0.2074, Forward time: 2.2776, Backward time: 3.0108, DDP time: 0.0045, Total iter time: 4.7055 [2020-11-16 02:43:05,757][root][INFO] - ===> Epoch[267](6992/26): Loss 0.2108, Sem 0.2108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.431e-01 Score 93.236 Data time: 0.2242, Forward time: 2.2778, Backward time: 3.0113, DDP time: 0.0045, Total iter time: 6.1973 [2020-11-16 02:43:11,045][root][INFO] - ===> Epoch[267](6993/26): Loss 0.2157, Sem 0.2157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.431e-01 Score 92.872 Data time: 0.2399, Forward time: 2.2782, Backward time: 3.0105, DDP time: 0.0045, Total iter time: 5.1758 [2020-11-16 02:43:16,882][root][INFO] - ===> Epoch[267](6994/26): Loss 0.2393, Sem 0.2393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.431e-01 Score 92.189 Data time: 0.2582, Forward time: 2.2790, Backward time: 3.0099, DDP time: 0.0045, Total iter time: 5.7232 [2020-11-16 02:43:23,110][root][INFO] - ===> Epoch[267](6995/26): Loss 0.2184, Sem 0.2184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.430e-01 Score 92.767 Data time: 0.1798, Forward time: 2.2789, Backward time: 3.0105, DDP time: 0.0045, Total iter time: 6.1129 [2020-11-16 02:43:28,826][root][INFO] - ===> Epoch[267](6996/26): Loss 0.2236, Sem 0.2236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.430e-01 Score 92.892 Data time: 0.2492, Forward time: 2.2794, Backward time: 3.0101, DDP time: 0.0045, Total iter time: 5.6138 [2020-11-16 02:43:34,493][root][INFO] - ===> Epoch[267](6997/26): Loss 0.1998, Sem 0.1998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.429e-01 Score 93.792 Data time: 0.2544, Forward time: 2.2801, Backward time: 3.0094, DDP time: 0.0045, Total iter time: 5.5541 [2020-11-16 02:43:39,361][root][INFO] - ===> Epoch[267](6998/26): Loss 0.2280, Sem 0.2280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.429e-01 Score 92.751 Data time: 0.1391, Forward time: 2.2795, Backward time: 3.0092, DDP time: 0.0045, Total iter time: 4.7578 [2020-11-16 02:43:45,104][root][INFO] - ===> Epoch[267](6999/26): Loss 0.2003, Sem 0.2003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.429e-01 Score 93.164 Data time: 0.2083, Forward time: 2.2794, Backward time: 3.0094, DDP time: 0.0045, Total iter time: 5.6664 [2020-11-16 02:43:50,838][root][INFO] - ===> Epoch[267](7000/26): Loss 0.2263, Sem 0.2263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.428e-01 Score 92.093 Data time: 0.2130, Forward time: 2.2793, Backward time: 3.0095, DDP time: 0.0045, Total iter time: 5.6476 [2020-11-16 02:43:51,645][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 02:43:51,776][root][INFO] - ===> Start testing [2020-11-16 02:45:08,331][root][INFO] - 101/312: Data time: 0.0034, Iter time: 0.3245 Loss 0.431 (AVG: 0.482) Score 87.185 (AVG: 87.025) mIOU 65.798 mAP 73.636 mAcc 76.843 IOU: 83.087 95.834 50.708 82.182 89.119 81.434 65.107 54.127 56.315 64.644 46.160 55.760 56.460 73.809 30.944 65.484 90.023 51.004 84.092 39.657 mAP: 82.540 97.422 60.068 78.511 91.103 86.775 68.049 67.522 69.724 65.318 60.608 56.054 65.393 73.219 47.553 87.319 95.527 83.324 80.668 56.025 mAcc: 93.629 98.202 63.413 87.738 92.255 90.116 75.529 63.824 81.838 78.949 68.380 69.918 79.547 80.248 31.778 74.876 91.923 76.266 86.868 51.565 [2020-11-16 02:46:28,572][root][INFO] - 201/312: Data time: 0.0037, Iter time: 0.2723 Loss 0.196 (AVG: 0.470) Score 93.642 (AVG: 87.532) mIOU 66.327 mAP 74.370 mAcc 76.932 IOU: 83.546 96.069 51.276 80.008 89.224 78.455 67.165 58.100 53.003 69.704 38.814 59.061 55.378 67.670 38.623 64.994 88.658 54.456 84.243 48.091 mAP: 83.371 96.962 59.264 73.465 90.696 80.587 73.403 71.630 65.303 70.475 58.175 64.642 66.336 72.984 50.450 88.008 95.742 85.536 82.160 58.210 mAcc: 93.622 98.513 65.927 84.095 91.641 88.397 79.087 68.307 78.161 83.063 56.574 75.490 73.654 72.005 40.256 74.356 93.365 75.704 86.540 59.893 [2020-11-16 02:47:45,525][root][INFO] - 301/312: Data time: 0.0039, Iter time: 0.4067 Loss 1.382 (AVG: 0.459) Score 72.540 (AVG: 87.919) mIOU 67.559 mAP 74.882 mAcc 77.669 IOU: 83.715 96.202 56.699 78.332 88.223 79.895 66.453 59.550 54.033 73.451 32.017 59.723 56.809 67.838 48.207 65.227 87.023 57.593 85.145 55.035 mAP: 83.300 97.341 63.447 73.898 90.008 80.116 72.935 72.137 63.978 68.671 56.868 65.461 66.666 73.384 57.501 89.844 95.969 84.581 82.304 59.230 mAcc: 93.887 98.601 70.473 83.582 90.925 88.930 77.727 70.255 77.725 85.604 46.112 76.369 75.335 71.436 49.953 73.887 93.068 75.995 87.214 66.296 [2020-11-16 02:47:53,155][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.3900 Loss 0.626 (AVG: 0.458) Score 79.122 (AVG: 87.927) mIOU 67.514 mAP 75.172 mAcc 77.707 IOU: 83.612 96.214 56.883 78.235 88.205 79.860 66.744 59.555 54.191 72.798 31.171 60.554 57.633 67.807 47.422 65.240 87.269 56.377 85.341 55.162 mAP: 83.129 97.381 64.000 73.898 90.145 80.216 73.336 71.969 64.185 69.895 56.726 66.742 66.732 73.384 58.227 90.194 96.030 84.533 82.860 59.865 mAcc: 93.768 98.608 70.615 83.582 90.884 88.543 78.229 70.291 77.180 85.828 45.676 76.470 75.940 71.436 49.061 74.294 93.258 76.429 87.721 66.329 [2020-11-16 02:47:53,156][root][INFO] - Finished test. Elapsed time: 241.3782 [2020-11-16 02:47:53,964][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-16 02:47:54,080][root][INFO] - Current best mIoU: 67.514 at iter 7000 [2020-11-16 02:47:58,957][root][INFO] - ===> Epoch[267](7001/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.428e-01 Score 92.998 Data time: 0.2299, Forward time: 2.2795, Backward time: 3.0086, DDP time: 0.0045, Total iter time: 4.8712 [2020-11-16 02:48:04,431][root][INFO] - ===> Epoch[267](7002/26): Loss 0.2346, Sem 0.2346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.428e-01 Score 92.563 Data time: 0.2318, Forward time: 2.2801, Backward time: 3.0078, DDP time: 0.0045, Total iter time: 5.3325 [2020-11-16 02:48:10,702][root][INFO] - ===> Epoch[267](7003/26): Loss 0.2048, Sem 0.2048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.427e-01 Score 93.520 Data time: 0.1798, Forward time: 2.2798, Backward time: 3.0087, DDP time: 0.0045, Total iter time: 6.1677 [2020-11-16 02:48:16,127][root][INFO] - ===> Epoch[267](7004/26): Loss 0.2251, Sem 0.2251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.427e-01 Score 92.796 Data time: 0.2028, Forward time: 2.2797, Backward time: 3.0086, DDP time: 0.0045, Total iter time: 5.3300 [2020-11-16 02:48:21,753][root][INFO] - ===> Epoch[267](7005/26): Loss 0.1952, Sem 0.1952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.426e-01 Score 93.785 Data time: 0.2030, Forward time: 2.2796, Backward time: 3.0086, DDP time: 0.0045, Total iter time: 5.5231 [2020-11-16 02:48:28,183][root][INFO] - ===> Epoch[267](7006/26): Loss 0.2151, Sem 0.2151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.426e-01 Score 92.727 Data time: 0.1438, Forward time: 2.2790, Backward time: 3.0098, DDP time: 0.0045, Total iter time: 6.3417 [2020-11-16 02:48:33,865][root][INFO] - ===> Epoch[267](7007/26): Loss 0.1936, Sem 0.1936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.426e-01 Score 93.968 Data time: 0.2099, Forward time: 2.2790, Backward time: 3.0098, DDP time: 0.0045, Total iter time: 5.5987 [2020-11-16 02:48:38,926][root][INFO] - ===> Epoch[267](7008/26): Loss 0.2123, Sem 0.2123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.425e-01 Score 92.944 Data time: 0.2173, Forward time: 2.2791, Backward time: 3.0092, DDP time: 0.0045, Total iter time: 4.9638 [2020-11-16 02:48:45,035][root][INFO] - ===> Epoch[267](7009/26): Loss 0.2255, Sem 0.2255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.425e-01 Score 92.534 Data time: 0.1808, Forward time: 2.2789, Backward time: 3.0097, DDP time: 0.0045, Total iter time: 6.0062 [2020-11-16 02:48:51,170][root][INFO] - ===> Epoch[267](7010/26): Loss 0.2542, Sem 0.2542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.425e-01 Score 91.785 Data time: 0.1567, Forward time: 2.2785, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 6.0166 [2020-11-16 02:48:56,734][root][INFO] - ===> Epoch[267](7011/26): Loss 0.2106, Sem 0.2106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.424e-01 Score 93.496 Data time: 0.2058, Forward time: 2.2784, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 5.4607 [2020-11-16 02:49:01,642][root][INFO] - ===> Epoch[267](7012/26): Loss 0.2296, Sem 0.2296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.424e-01 Score 92.527 Data time: 0.2154, Forward time: 2.2786, Backward time: 3.0097, DDP time: 0.0045, Total iter time: 4.8101 [2020-11-16 02:49:06,186][root][INFO] - ===> Epoch[267](7013/26): Loss 0.2351, Sem 0.2351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.423e-01 Score 92.994 Data time: 0.1742, Forward time: 2.2783, Backward time: 3.0090, DDP time: 0.0045, Total iter time: 4.4439 [2020-11-16 02:49:11,530][root][INFO] - ===> Epoch[267](7014/26): Loss 0.2117, Sem 0.2117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.423e-01 Score 93.263 Data time: 0.1787, Forward time: 2.2781, Backward time: 3.0089, DDP time: 0.0045, Total iter time: 5.2643 [2020-11-16 02:49:16,317][root][INFO] - ===> Epoch[268](7015/26): Loss 0.2324, Sem 0.2324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.423e-01 Score 92.733 Data time: 0.1816, Forward time: 2.2779, Backward time: 3.0084, DDP time: 0.0045, Total iter time: 4.6936 [2020-11-16 02:49:23,724][root][INFO] - ===> Epoch[268](7016/26): Loss 0.2856, Sem 0.2856, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.422e-01 Score 91.013 Data time: 0.1982, Forward time: 2.2773, Backward time: 3.0105, DDP time: 0.0045, Total iter time: 7.3165 [2020-11-16 02:49:29,365][root][INFO] - ===> Epoch[268](7017/26): Loss 0.2203, Sem 0.2203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.422e-01 Score 92.649 Data time: 0.1787, Forward time: 2.2771, Backward time: 3.0107, DDP time: 0.0045, Total iter time: 5.5628 [2020-11-16 02:49:35,768][root][INFO] - ===> Epoch[268](7018/26): Loss 0.2074, Sem 0.2074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.422e-01 Score 93.650 Data time: 0.1970, Forward time: 2.2771, Backward time: 3.0115, DDP time: 0.0045, Total iter time: 6.3178 [2020-11-16 02:49:42,214][root][INFO] - ===> Epoch[268](7019/26): Loss 0.2074, Sem 0.2074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.421e-01 Score 93.372 Data time: 0.2057, Forward time: 2.2770, Backward time: 3.0123, DDP time: 0.0045, Total iter time: 6.3366 [2020-11-16 02:49:48,581][root][INFO] - ===> Epoch[268](7020/26): Loss 0.2118, Sem 0.2118, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.421e-01 Score 92.829 Data time: 0.1683, Forward time: 2.2766, Backward time: 3.0134, DDP time: 0.0045, Total iter time: 6.2531 [2020-11-16 02:49:54,320][root][INFO] - ===> Epoch[268](7021/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.420e-01 Score 94.345 Data time: 0.1935, Forward time: 2.2764, Backward time: 3.0137, DDP time: 0.0045, Total iter time: 5.6844 [2020-11-16 02:49:59,051][root][INFO] - ===> Epoch[268](7022/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.420e-01 Score 93.436 Data time: 0.2061, Forward time: 2.2764, Backward time: 3.0128, DDP time: 0.0045, Total iter time: 4.6366 [2020-11-16 02:50:05,581][root][INFO] - ===> Epoch[268](7023/26): Loss 0.2161, Sem 0.2161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.420e-01 Score 93.134 Data time: 0.1893, Forward time: 2.2764, Backward time: 3.0137, DDP time: 0.0045, Total iter time: 6.4333 [2020-11-16 02:50:11,452][root][INFO] - ===> Epoch[268](7024/26): Loss 0.2093, Sem 0.2093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.419e-01 Score 93.554 Data time: 0.1714, Forward time: 2.2761, Backward time: 3.0142, DDP time: 0.0045, Total iter time: 5.7915 [2020-11-16 02:50:16,218][root][INFO] - ===> Epoch[268](7025/26): Loss 0.2081, Sem 0.2081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.419e-01 Score 92.987 Data time: 0.1791, Forward time: 2.2758, Backward time: 3.0137, DDP time: 0.0045, Total iter time: 4.6924 [2020-11-16 02:50:22,690][root][INFO] - ===> Epoch[268](7026/26): Loss 0.2659, Sem 0.2659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.419e-01 Score 92.166 Data time: 0.3537, Forward time: 2.2768, Backward time: 3.0134, DDP time: 0.0045, Total iter time: 6.4045 [2020-11-16 02:50:27,887][root][INFO] - ===> Epoch[268](7027/26): Loss 0.1942, Sem 0.1942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.418e-01 Score 93.574 Data time: 0.1675, Forward time: 2.2764, Backward time: 3.0133, DDP time: 0.0045, Total iter time: 5.0770 [2020-11-16 02:50:33,139][root][INFO] - ===> Epoch[268](7028/26): Loss 0.1821, Sem 0.1821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.418e-01 Score 94.015 Data time: 0.2648, Forward time: 2.2769, Backward time: 3.0125, DDP time: 0.0045, Total iter time: 5.1567 [2020-11-16 02:50:41,000][root][INFO] - ===> Epoch[268](7029/26): Loss 0.2950, Sem 0.2950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.417e-01 Score 90.487 Data time: 0.2032, Forward time: 2.2772, Backward time: 3.0142, DDP time: 0.0045, Total iter time: 7.7676 [2020-11-16 02:50:46,144][root][INFO] - ===> Epoch[268](7030/26): Loss 0.2172, Sem 0.2172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.417e-01 Score 92.991 Data time: 0.1862, Forward time: 2.2767, Backward time: 3.0142, DDP time: 0.0045, Total iter time: 5.0463 [2020-11-16 02:50:52,436][root][INFO] - ===> Epoch[268](7031/26): Loss 0.2079, Sem 0.2079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.417e-01 Score 93.195 Data time: 0.3451, Forward time: 2.2777, Backward time: 3.0138, DDP time: 0.0045, Total iter time: 6.2295 [2020-11-16 02:50:57,709][root][INFO] - ===> Epoch[268](7032/26): Loss 0.2042, Sem 0.2042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.416e-01 Score 93.784 Data time: 0.1481, Forward time: 2.2773, Backward time: 3.0138, DDP time: 0.0045, Total iter time: 5.1406 [2020-11-16 02:51:03,513][root][INFO] - ===> Epoch[268](7033/26): Loss 0.2252, Sem 0.2252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.416e-01 Score 92.890 Data time: 0.2329, Forward time: 2.2775, Backward time: 3.0137, DDP time: 0.0045, Total iter time: 5.7131 [2020-11-16 02:51:09,477][root][INFO] - ===> Epoch[268](7034/26): Loss 0.2251, Sem 0.2251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.416e-01 Score 93.059 Data time: 0.1968, Forward time: 2.2774, Backward time: 3.0141, DDP time: 0.0045, Total iter time: 5.8663 [2020-11-16 02:51:15,060][root][INFO] - ===> Epoch[268](7035/26): Loss 0.2435, Sem 0.2435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.415e-01 Score 92.182 Data time: 0.2008, Forward time: 2.2775, Backward time: 3.0140, DDP time: 0.0045, Total iter time: 5.4931 [2020-11-16 02:51:20,023][root][INFO] - ===> Epoch[268](7036/26): Loss 0.2004, Sem 0.2004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.415e-01 Score 93.190 Data time: 0.1729, Forward time: 2.2771, Backward time: 3.0137, DDP time: 0.0045, Total iter time: 4.8695 [2020-11-16 02:51:25,384][root][INFO] - ===> Epoch[268](7037/26): Loss 0.2359, Sem 0.2359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.414e-01 Score 92.423 Data time: 0.2007, Forward time: 2.2773, Backward time: 3.0133, DDP time: 0.0045, Total iter time: 5.2720 [2020-11-16 02:51:30,904][root][INFO] - ===> Epoch[268](7038/26): Loss 0.1965, Sem 0.1965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.414e-01 Score 93.767 Data time: 0.2493, Forward time: 2.2778, Backward time: 3.0126, DDP time: 0.0045, Total iter time: 5.4326 [2020-11-16 02:51:36,230][root][INFO] - ===> Epoch[268](7039/26): Loss 0.2255, Sem 0.2255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.414e-01 Score 92.972 Data time: 0.1242, Forward time: 2.2771, Backward time: 3.0131, DDP time: 0.0045, Total iter time: 5.1936 [2020-11-16 02:51:41,907][root][INFO] - ===> Epoch[268](7040/26): Loss 0.2110, Sem 0.2110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.413e-01 Score 93.402 Data time: 0.1879, Forward time: 2.2770, Backward time: 3.0133, DDP time: 0.0045, Total iter time: 5.6278 [2020-11-16 02:51:47,491][root][INFO] - ===> Epoch[269](7041/26): Loss 0.2446, Sem 0.2446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.413e-01 Score 92.464 Data time: 0.1669, Forward time: 2.2765, Backward time: 3.0137, DDP time: 0.0045, Total iter time: 5.5200 [2020-11-16 02:51:52,611][root][INFO] - ===> Epoch[269](7042/26): Loss 0.1725, Sem 0.1725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.412e-01 Score 94.314 Data time: 0.2175, Forward time: 2.2766, Backward time: 3.0131, DDP time: 0.0045, Total iter time: 5.0538 [2020-11-16 02:51:58,731][root][INFO] - ===> Epoch[269](7043/26): Loss 0.2363, Sem 0.2363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.412e-01 Score 92.513 Data time: 0.2060, Forward time: 2.2767, Backward time: 3.0135, DDP time: 0.0045, Total iter time: 6.0257 [2020-11-16 02:52:03,809][root][INFO] - ===> Epoch[269](7044/26): Loss 0.2349, Sem 0.2349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.412e-01 Score 92.297 Data time: 0.1851, Forward time: 2.2766, Backward time: 3.0131, DDP time: 0.0045, Total iter time: 4.9713 [2020-11-16 02:52:08,588][root][INFO] - ===> Epoch[269](7045/26): Loss 0.2089, Sem 0.2089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.411e-01 Score 93.198 Data time: 0.1706, Forward time: 2.2762, Backward time: 3.0127, DDP time: 0.0045, Total iter time: 4.6864 [2020-11-16 02:52:13,492][root][INFO] - ===> Epoch[269](7046/26): Loss 0.2025, Sem 0.2025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.411e-01 Score 93.318 Data time: 0.2129, Forward time: 2.2763, Backward time: 3.0119, DDP time: 0.0045, Total iter time: 4.8227 [2020-11-16 02:52:18,629][root][INFO] - ===> Epoch[269](7047/26): Loss 0.2275, Sem 0.2275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.411e-01 Score 92.673 Data time: 0.1750, Forward time: 2.2759, Backward time: 3.0117, DDP time: 0.0045, Total iter time: 5.0285 [2020-11-16 02:52:24,591][root][INFO] - ===> Epoch[269](7048/26): Loss 0.2381, Sem 0.2381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.410e-01 Score 92.345 Data time: 0.2776, Forward time: 2.2766, Backward time: 3.0113, DDP time: 0.0045, Total iter time: 5.8865 [2020-11-16 02:52:30,119][root][INFO] - ===> Epoch[269](7049/26): Loss 0.2089, Sem 0.2089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.410e-01 Score 93.417 Data time: 0.2098, Forward time: 2.2767, Backward time: 3.0110, DDP time: 0.0045, Total iter time: 5.3865 [2020-11-16 02:52:35,425][root][INFO] - ===> Epoch[269](7050/26): Loss 0.1927, Sem 0.1927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.409e-01 Score 93.800 Data time: 0.2342, Forward time: 2.2769, Backward time: 3.0103, DDP time: 0.0045, Total iter time: 5.1997 [2020-11-16 02:52:41,130][root][INFO] - ===> Epoch[269](7051/26): Loss 0.2422, Sem 0.2422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.409e-01 Score 92.193 Data time: 0.1966, Forward time: 2.2770, Backward time: 3.0104, DDP time: 0.0045, Total iter time: 5.6098 [2020-11-16 02:52:47,366][root][INFO] - ===> Epoch[269](7052/26): Loss 0.2001, Sem 0.2001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.409e-01 Score 93.484 Data time: 0.1796, Forward time: 2.2767, Backward time: 3.0112, DDP time: 0.0045, Total iter time: 6.1438 [2020-11-16 02:52:53,115][root][INFO] - ===> Epoch[269](7053/26): Loss 0.1886, Sem 0.1886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.408e-01 Score 94.030 Data time: 0.1758, Forward time: 2.2764, Backward time: 3.0116, DDP time: 0.0045, Total iter time: 5.6555 [2020-11-16 02:52:59,567][root][INFO] - ===> Epoch[269](7054/26): Loss 0.2419, Sem 0.2419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.408e-01 Score 91.961 Data time: 0.2550, Forward time: 2.2768, Backward time: 3.0119, DDP time: 0.0045, Total iter time: 6.3501 [2020-11-16 02:53:05,238][root][INFO] - ===> Epoch[269](7055/26): Loss 0.2279, Sem 0.2279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.408e-01 Score 92.045 Data time: 0.1749, Forward time: 2.2766, Backward time: 3.0121, DDP time: 0.0045, Total iter time: 5.5554 [2020-11-16 02:53:12,005][root][INFO] - ===> Epoch[269](7056/26): Loss 0.1931, Sem 0.1931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.407e-01 Score 93.813 Data time: 0.1786, Forward time: 2.2762, Backward time: 3.0135, DDP time: 0.0045, Total iter time: 6.6784 [2020-11-16 02:53:17,344][root][INFO] - ===> Epoch[269](7057/26): Loss 0.2071, Sem 0.2071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.407e-01 Score 93.457 Data time: 0.2033, Forward time: 2.2763, Backward time: 3.0132, DDP time: 0.0045, Total iter time: 5.2525 [2020-11-16 02:53:22,441][root][INFO] - ===> Epoch[269](7058/26): Loss 0.2101, Sem 0.2101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.406e-01 Score 93.086 Data time: 0.1740, Forward time: 2.2760, Backward time: 3.0129, DDP time: 0.0045, Total iter time: 5.0031 [2020-11-16 02:53:27,875][root][INFO] - ===> Epoch[269](7059/26): Loss 0.1814, Sem 0.1814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.406e-01 Score 93.871 Data time: 0.1785, Forward time: 2.2759, Backward time: 3.0129, DDP time: 0.0045, Total iter time: 5.3454 [2020-11-16 02:53:33,104][root][INFO] - ===> Epoch[269](7060/26): Loss 0.1975, Sem 0.1975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.406e-01 Score 93.355 Data time: 0.1861, Forward time: 2.2756, Backward time: 3.0127, DDP time: 0.0045, Total iter time: 5.1103 [2020-11-16 02:53:38,821][root][INFO] - ===> Epoch[269](7061/26): Loss 0.1946, Sem 0.1946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.405e-01 Score 93.715 Data time: 0.2320, Forward time: 2.2761, Backward time: 3.0123, DDP time: 0.0045, Total iter time: 5.6379 [2020-11-16 02:53:43,961][root][INFO] - ===> Epoch[269](7062/26): Loss 0.2572, Sem 0.2572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.405e-01 Score 92.896 Data time: 0.1987, Forward time: 2.2760, Backward time: 3.0118, DDP time: 0.0045, Total iter time: 5.0263 [2020-11-16 02:53:49,237][root][INFO] - ===> Epoch[269](7063/26): Loss 0.2062, Sem 0.2062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.405e-01 Score 93.549 Data time: 0.2428, Forward time: 2.2764, Backward time: 3.0111, DDP time: 0.0045, Total iter time: 5.2051 [2020-11-16 02:53:55,357][root][INFO] - ===> Epoch[269](7064/26): Loss 0.1942, Sem 0.1942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.404e-01 Score 93.611 Data time: 0.1940, Forward time: 2.2766, Backward time: 3.0113, DDP time: 0.0045, Total iter time: 6.0127 [2020-11-16 02:54:00,427][root][INFO] - ===> Epoch[269](7065/26): Loss 0.2472, Sem 0.2472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.404e-01 Score 92.120 Data time: 0.2028, Forward time: 2.2763, Backward time: 3.0110, DDP time: 0.0045, Total iter time: 4.9685 [2020-11-16 02:54:05,589][root][INFO] - ===> Epoch[269](7066/26): Loss 0.2055, Sem 0.2055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.403e-01 Score 93.510 Data time: 0.2778, Forward time: 2.2767, Backward time: 3.0102, DDP time: 0.0045, Total iter time: 5.0775 [2020-11-16 02:54:11,054][root][INFO] - ===> Epoch[270](7067/26): Loss 0.2479, Sem 0.2479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.403e-01 Score 92.198 Data time: 0.2390, Forward time: 2.2768, Backward time: 3.0100, DDP time: 0.0045, Total iter time: 5.3723 [2020-11-16 02:54:16,375][root][INFO] - ===> Epoch[270](7068/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.403e-01 Score 93.965 Data time: 0.1867, Forward time: 2.2766, Backward time: 3.0097, DDP time: 0.0045, Total iter time: 5.2340 [2020-11-16 02:54:22,581][root][INFO] - ===> Epoch[270](7069/26): Loss 0.1889, Sem 0.1889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.402e-01 Score 93.811 Data time: 0.1600, Forward time: 2.2763, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 6.1074 [2020-11-16 02:54:27,538][root][INFO] - ===> Epoch[270](7070/26): Loss 0.1979, Sem 0.1979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.402e-01 Score 93.491 Data time: 0.1583, Forward time: 2.2757, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 4.8874 [2020-11-16 02:54:33,016][root][INFO] - ===> Epoch[270](7071/26): Loss 0.2356, Sem 0.2356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.402e-01 Score 92.795 Data time: 0.2465, Forward time: 2.2762, Backward time: 3.0099, DDP time: 0.0045, Total iter time: 5.4436 [2020-11-16 02:54:39,393][root][INFO] - ===> Epoch[270](7072/26): Loss 0.2340, Sem 0.2340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.401e-01 Score 92.985 Data time: 0.2978, Forward time: 2.2772, Backward time: 3.0095, DDP time: 0.0045, Total iter time: 6.2581 [2020-11-16 02:54:45,630][root][INFO] - ===> Epoch[270](7073/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.401e-01 Score 92.942 Data time: 0.2273, Forward time: 2.2777, Backward time: 3.0096, DDP time: 0.0045, Total iter time: 6.1239 [2020-11-16 02:54:52,961][root][INFO] - ===> Epoch[270](7074/26): Loss 0.2031, Sem 0.2031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.400e-01 Score 93.373 Data time: 0.2378, Forward time: 2.2781, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 7.2268 [2020-11-16 02:54:58,640][root][INFO] - ===> Epoch[270](7075/26): Loss 0.2412, Sem 0.2412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.400e-01 Score 92.637 Data time: 0.1998, Forward time: 2.2782, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 5.5983 [2020-11-16 02:55:04,280][root][INFO] - ===> Epoch[270](7076/26): Loss 0.2463, Sem 0.2463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.400e-01 Score 92.202 Data time: 0.1555, Forward time: 2.2777, Backward time: 3.0111, DDP time: 0.0045, Total iter time: 5.5625 [2020-11-16 02:55:09,637][root][INFO] - ===> Epoch[270](7077/26): Loss 0.2010, Sem 0.2010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.399e-01 Score 93.345 Data time: 0.1531, Forward time: 2.2772, Backward time: 3.0114, DDP time: 0.0045, Total iter time: 5.3140 [2020-11-16 02:55:15,268][root][INFO] - ===> Epoch[270](7078/26): Loss 0.2019, Sem 0.2019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.399e-01 Score 93.562 Data time: 0.1812, Forward time: 2.2770, Backward time: 3.0116, DDP time: 0.0045, Total iter time: 5.5943 [2020-11-16 02:55:21,482][root][INFO] - ===> Epoch[270](7079/26): Loss 0.1962, Sem 0.1962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.399e-01 Score 93.649 Data time: 0.2315, Forward time: 2.2773, Backward time: 3.0118, DDP time: 0.0045, Total iter time: 6.1545 [2020-11-16 02:55:27,459][root][INFO] - ===> Epoch[270](7080/26): Loss 0.2215, Sem 0.2215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.398e-01 Score 93.007 Data time: 0.2093, Forward time: 2.2774, Backward time: 3.0120, DDP time: 0.0045, Total iter time: 5.8585 [2020-11-16 02:55:33,690][root][INFO] - ===> Epoch[270](7081/26): Loss 0.1940, Sem 0.1940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.398e-01 Score 93.852 Data time: 0.1818, Forward time: 2.2772, Backward time: 3.0127, DDP time: 0.0045, Total iter time: 6.1419 [2020-11-16 02:55:40,332][root][INFO] - ===> Epoch[270](7082/26): Loss 0.2216, Sem 0.2216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.397e-01 Score 92.830 Data time: 0.1311, Forward time: 2.2766, Backward time: 3.0142, DDP time: 0.0045, Total iter time: 6.5531 [2020-11-16 02:55:46,737][root][INFO] - ===> Epoch[270](7083/26): Loss 0.1901, Sem 0.1901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.397e-01 Score 93.743 Data time: 0.1278, Forward time: 2.2758, Backward time: 3.0157, DDP time: 0.0045, Total iter time: 6.3622 [2020-11-16 02:55:51,885][root][INFO] - ===> Epoch[270](7084/26): Loss 0.2209, Sem 0.2209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.397e-01 Score 93.126 Data time: 0.1752, Forward time: 2.2758, Backward time: 3.0153, DDP time: 0.0045, Total iter time: 5.1198 [2020-11-16 02:55:57,129][root][INFO] - ===> Epoch[270](7085/26): Loss 0.2158, Sem 0.2158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.396e-01 Score 92.963 Data time: 0.1327, Forward time: 2.2751, Backward time: 3.0157, DDP time: 0.0045, Total iter time: 5.1603 [2020-11-16 02:56:01,867][root][INFO] - ===> Epoch[270](7086/26): Loss 0.2060, Sem 0.2060, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.396e-01 Score 93.457 Data time: 0.1853, Forward time: 2.2749, Backward time: 3.0151, DDP time: 0.0045, Total iter time: 4.6726 [2020-11-16 02:56:06,642][root][INFO] - ===> Epoch[270](7087/26): Loss 0.2055, Sem 0.2055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.396e-01 Score 93.799 Data time: 0.1499, Forward time: 2.2744, Backward time: 3.0147, DDP time: 0.0045, Total iter time: 4.6783 [2020-11-16 02:56:12,436][root][INFO] - ===> Epoch[270](7088/26): Loss 0.2223, Sem 0.2223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.395e-01 Score 93.229 Data time: 0.1350, Forward time: 2.2736, Backward time: 3.0158, DDP time: 0.0045, Total iter time: 5.7016 [2020-11-16 02:56:17,934][root][INFO] - ===> Epoch[270](7089/26): Loss 0.2137, Sem 0.2137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.395e-01 Score 93.320 Data time: 0.1859, Forward time: 2.2733, Backward time: 3.0159, DDP time: 0.0045, Total iter time: 5.4280 [2020-11-16 02:56:22,992][root][INFO] - ===> Epoch[270](7090/26): Loss 0.1958, Sem 0.1958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.394e-01 Score 93.609 Data time: 0.1952, Forward time: 2.2733, Backward time: 3.0154, DDP time: 0.0045, Total iter time: 4.9724 [2020-11-16 02:56:29,117][root][INFO] - ===> Epoch[270](7091/26): Loss 0.1794, Sem 0.1794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.394e-01 Score 94.350 Data time: 0.2246, Forward time: 2.2731, Backward time: 3.0160, DDP time: 0.0045, Total iter time: 6.0222 [2020-11-16 02:56:34,998][root][INFO] - ===> Epoch[270](7092/26): Loss 0.2094, Sem 0.2094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.394e-01 Score 93.678 Data time: 0.1895, Forward time: 2.2729, Backward time: 3.0164, DDP time: 0.0045, Total iter time: 5.7843 [2020-11-16 02:56:40,281][root][INFO] - ===> Epoch[271](7093/26): Loss 0.2042, Sem 0.2042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.393e-01 Score 93.635 Data time: 0.2747, Forward time: 2.2733, Backward time: 3.0156, DDP time: 0.0045, Total iter time: 5.1840 [2020-11-16 02:56:46,076][root][INFO] - ===> Epoch[271](7094/26): Loss 0.2251, Sem 0.2251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.393e-01 Score 92.825 Data time: 0.2384, Forward time: 2.2735, Backward time: 3.0156, DDP time: 0.0045, Total iter time: 5.6792 [2020-11-16 02:56:52,522][root][INFO] - ===> Epoch[271](7095/26): Loss 0.2137, Sem 0.2137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.393e-01 Score 92.973 Data time: 0.1927, Forward time: 2.2733, Backward time: 3.0164, DDP time: 0.0045, Total iter time: 6.3355 [2020-11-16 02:56:57,903][root][INFO] - ===> Epoch[271](7096/26): Loss 0.1969, Sem 0.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.392e-01 Score 93.181 Data time: 0.1985, Forward time: 2.2733, Backward time: 3.0162, DDP time: 0.0045, Total iter time: 5.2818 [2020-11-16 02:57:03,224][root][INFO] - ===> Epoch[271](7097/26): Loss 0.2336, Sem 0.2336, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.392e-01 Score 92.534 Data time: 0.2171, Forward time: 2.2734, Backward time: 3.0157, DDP time: 0.0045, Total iter time: 5.2152 [2020-11-16 02:57:09,154][root][INFO] - ===> Epoch[271](7098/26): Loss 0.1890, Sem 0.1890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.391e-01 Score 94.170 Data time: 0.2269, Forward time: 2.2738, Backward time: 3.0155, DDP time: 0.0045, Total iter time: 5.8426 [2020-11-16 02:57:14,591][root][INFO] - ===> Epoch[271](7099/26): Loss 0.2349, Sem 0.2349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.391e-01 Score 92.439 Data time: 0.1752, Forward time: 2.2734, Backward time: 3.0156, DDP time: 0.0045, Total iter time: 5.3118 [2020-11-16 02:57:19,109][root][INFO] - ===> Epoch[271](7100/26): Loss 0.2749, Sem 0.2749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.391e-01 Score 91.449 Data time: 0.2284, Forward time: 2.2734, Backward time: 3.0147, DDP time: 0.0045, Total iter time: 4.4332 [2020-11-16 02:57:25,663][root][INFO] - ===> Epoch[271](7101/26): Loss 0.2240, Sem 0.2240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.390e-01 Score 93.035 Data time: 0.1476, Forward time: 2.2729, Backward time: 3.0160, DDP time: 0.0045, Total iter time: 6.4614 [2020-11-16 02:57:31,594][root][INFO] - ===> Epoch[271](7102/26): Loss 0.2115, Sem 0.2115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.390e-01 Score 93.050 Data time: 0.2279, Forward time: 2.2730, Backward time: 3.0161, DDP time: 0.0045, Total iter time: 5.8595 [2020-11-16 02:57:38,147][root][INFO] - ===> Epoch[271](7103/26): Loss 0.2377, Sem 0.2377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.390e-01 Score 91.593 Data time: 0.3564, Forward time: 2.2740, Backward time: 3.0158, DDP time: 0.0045, Total iter time: 6.4537 [2020-11-16 02:57:42,667][root][INFO] - ===> Epoch[271](7104/26): Loss 0.2128, Sem 0.2128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.389e-01 Score 92.971 Data time: 0.2119, Forward time: 2.2741, Backward time: 3.0147, DDP time: 0.0045, Total iter time: 4.4043 [2020-11-16 02:57:49,653][root][INFO] - ===> Epoch[271](7105/26): Loss 0.2321, Sem 0.2321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.389e-01 Score 93.083 Data time: 0.3748, Forward time: 2.2752, Backward time: 3.0147, DDP time: 0.0045, Total iter time: 6.8739 [2020-11-16 02:57:55,757][root][INFO] - ===> Epoch[271](7106/26): Loss 0.2036, Sem 0.2036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.388e-01 Score 93.489 Data time: 0.2137, Forward time: 2.2755, Backward time: 3.0148, DDP time: 0.0045, Total iter time: 5.9888 [2020-11-16 02:58:01,384][root][INFO] - ===> Epoch[271](7107/26): Loss 0.1712, Sem 0.1712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.388e-01 Score 94.447 Data time: 0.2414, Forward time: 2.2755, Backward time: 3.0148, DDP time: 0.0045, Total iter time: 5.5291 [2020-11-16 02:58:07,476][root][INFO] - ===> Epoch[271](7108/26): Loss 0.2052, Sem 0.2052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.388e-01 Score 93.428 Data time: 0.1188, Forward time: 2.2747, Backward time: 3.0159, DDP time: 0.0045, Total iter time: 6.0082 [2020-11-16 02:58:12,606][root][INFO] - ===> Epoch[271](7109/26): Loss 0.1979, Sem 0.1979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.387e-01 Score 93.524 Data time: 0.1726, Forward time: 2.2740, Backward time: 3.0161, DDP time: 0.0045, Total iter time: 5.0763 [2020-11-16 02:58:18,098][root][INFO] - ===> Epoch[271](7110/26): Loss 0.1881, Sem 0.1881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.387e-01 Score 93.646 Data time: 0.1863, Forward time: 2.2738, Backward time: 3.0163, DDP time: 0.0045, Total iter time: 5.4413 [2020-11-16 02:58:23,193][root][INFO] - ===> Epoch[271](7111/26): Loss 0.1988, Sem 0.1988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.387e-01 Score 93.429 Data time: 0.2057, Forward time: 2.2740, Backward time: 3.0156, DDP time: 0.0045, Total iter time: 5.0225 [2020-11-16 02:58:29,035][root][INFO] - ===> Epoch[271](7112/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.386e-01 Score 93.776 Data time: 0.2032, Forward time: 2.2740, Backward time: 3.0157, DDP time: 0.0045, Total iter time: 5.7416 [2020-11-16 02:58:35,644][root][INFO] - ===> Epoch[271](7113/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.386e-01 Score 93.134 Data time: 0.1991, Forward time: 2.2740, Backward time: 3.0165, DDP time: 0.0045, Total iter time: 6.5214 [2020-11-16 02:58:40,711][root][INFO] - ===> Epoch[271](7114/26): Loss 0.2140, Sem 0.2140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.385e-01 Score 93.242 Data time: 0.2037, Forward time: 2.2740, Backward time: 3.0160, DDP time: 0.0045, Total iter time: 4.9467 [2020-11-16 02:58:45,177][root][INFO] - ===> Epoch[271](7115/26): Loss 0.2449, Sem 0.2449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.385e-01 Score 92.085 Data time: 0.1810, Forward time: 2.2740, Backward time: 3.0151, DDP time: 0.0045, Total iter time: 4.3670 [2020-11-16 02:58:50,737][root][INFO] - ===> Epoch[271](7116/26): Loss 0.2072, Sem 0.2072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.385e-01 Score 93.137 Data time: 0.1743, Forward time: 2.2737, Backward time: 3.0152, DDP time: 0.0045, Total iter time: 5.4700 [2020-11-16 02:58:57,376][root][INFO] - ===> Epoch[271](7117/26): Loss 0.2311, Sem 0.2311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.384e-01 Score 92.320 Data time: 0.2647, Forward time: 2.2742, Backward time: 3.0156, DDP time: 0.0045, Total iter time: 6.5423 [2020-11-16 02:59:02,685][root][INFO] - ===> Epoch[271](7118/26): Loss 0.2424, Sem 0.2424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.384e-01 Score 92.224 Data time: 0.2482, Forward time: 2.2746, Backward time: 3.0148, DDP time: 0.0045, Total iter time: 5.1872 [2020-11-16 02:59:08,222][root][INFO] - ===> Epoch[272](7119/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.384e-01 Score 92.125 Data time: 0.1765, Forward time: 2.2746, Backward time: 3.0148, DDP time: 0.0045, Total iter time: 5.4385 [2020-11-16 02:59:14,281][root][INFO] - ===> Epoch[272](7120/26): Loss 0.2025, Sem 0.2025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.383e-01 Score 93.422 Data time: 0.2055, Forward time: 2.2746, Backward time: 3.0151, DDP time: 0.0045, Total iter time: 5.9654 [2020-11-16 02:59:19,795][root][INFO] - ===> Epoch[272](7121/26): Loss 0.2205, Sem 0.2205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.383e-01 Score 93.302 Data time: 0.2389, Forward time: 2.2751, Backward time: 3.0144, DDP time: 0.0045, Total iter time: 5.4123 [2020-11-16 02:59:24,372][root][INFO] - ===> Epoch[272](7122/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.382e-01 Score 92.802 Data time: 0.1569, Forward time: 2.2747, Backward time: 3.0139, DDP time: 0.0045, Total iter time: 4.4612 [2020-11-16 02:59:29,500][root][INFO] - ===> Epoch[272](7123/26): Loss 0.2062, Sem 0.2062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.382e-01 Score 93.198 Data time: 0.1536, Forward time: 2.2741, Backward time: 3.0141, DDP time: 0.0045, Total iter time: 5.0637 [2020-11-16 02:59:34,089][root][INFO] - ===> Epoch[272](7124/26): Loss 0.2096, Sem 0.2096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.382e-01 Score 93.280 Data time: 0.1934, Forward time: 2.2741, Backward time: 3.0131, DDP time: 0.0045, Total iter time: 4.5327 [2020-11-16 02:59:39,985][root][INFO] - ===> Epoch[272](7125/26): Loss 0.2019, Sem 0.2019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.381e-01 Score 93.370 Data time: 0.1313, Forward time: 2.2734, Backward time: 3.0140, DDP time: 0.0045, Total iter time: 5.8060 [2020-11-16 02:59:45,502][root][INFO] - ===> Epoch[272](7126/26): Loss 0.1825, Sem 0.1825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.381e-01 Score 94.436 Data time: 0.1666, Forward time: 2.2731, Backward time: 3.0143, DDP time: 0.0045, Total iter time: 5.4449 [2020-11-16 02:59:52,238][root][INFO] - ===> Epoch[272](7127/26): Loss 0.1831, Sem 0.1831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.381e-01 Score 93.785 Data time: 0.1810, Forward time: 2.2728, Backward time: 3.0154, DDP time: 0.0045, Total iter time: 6.6587 [2020-11-16 02:59:59,382][root][INFO] - ===> Epoch[272](7128/26): Loss 0.2467, Sem 0.2467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.380e-01 Score 92.596 Data time: 0.2329, Forward time: 2.2731, Backward time: 3.0164, DDP time: 0.0045, Total iter time: 7.0626 [2020-11-16 03:00:04,597][root][INFO] - ===> Epoch[272](7129/26): Loss 0.2239, Sem 0.2239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.380e-01 Score 92.711 Data time: 0.2036, Forward time: 2.2732, Backward time: 3.0159, DDP time: 0.0045, Total iter time: 5.0867 [2020-11-16 03:00:09,910][root][INFO] - ===> Epoch[272](7130/26): Loss 0.2034, Sem 0.2034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.379e-01 Score 93.299 Data time: 0.2218, Forward time: 2.2735, Backward time: 3.0153, DDP time: 0.0045, Total iter time: 5.2138 [2020-11-16 03:00:16,007][root][INFO] - ===> Epoch[272](7131/26): Loss 0.2215, Sem 0.2215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.379e-01 Score 92.819 Data time: 0.2027, Forward time: 2.2735, Backward time: 3.0157, DDP time: 0.0045, Total iter time: 5.9853 [2020-11-16 03:00:22,474][root][INFO] - ===> Epoch[272](7132/26): Loss 0.2178, Sem 0.2178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.379e-01 Score 92.635 Data time: 0.3268, Forward time: 2.2744, Backward time: 3.0154, DDP time: 0.0045, Total iter time: 6.3606 [2020-11-16 03:00:28,483][root][INFO] - ===> Epoch[272](7133/26): Loss 0.2004, Sem 0.2004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.378e-01 Score 93.466 Data time: 0.1876, Forward time: 2.2744, Backward time: 3.0157, DDP time: 0.0045, Total iter time: 5.8873 [2020-11-16 03:00:33,059][root][INFO] - ===> Epoch[272](7134/26): Loss 0.2003, Sem 0.2003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.378e-01 Score 93.266 Data time: 0.2062, Forward time: 2.2745, Backward time: 3.0147, DDP time: 0.0045, Total iter time: 4.4778 [2020-11-16 03:00:38,018][root][INFO] - ===> Epoch[272](7135/26): Loss 0.2076, Sem 0.2076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.378e-01 Score 93.004 Data time: 0.2083, Forward time: 2.2747, Backward time: 3.0139, DDP time: 0.0045, Total iter time: 4.8574 [2020-11-16 03:00:43,599][root][INFO] - ===> Epoch[272](7136/26): Loss 0.1862, Sem 0.1862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.377e-01 Score 93.659 Data time: 0.2671, Forward time: 2.2749, Backward time: 3.0136, DDP time: 0.0045, Total iter time: 5.4665 [2020-11-16 03:00:49,527][root][INFO] - ===> Epoch[272](7137/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.377e-01 Score 92.590 Data time: 0.2198, Forward time: 2.2752, Backward time: 3.0135, DDP time: 0.0045, Total iter time: 5.7992 [2020-11-16 03:00:55,081][root][INFO] - ===> Epoch[272](7138/26): Loss 0.2234, Sem 0.2234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.376e-01 Score 92.753 Data time: 0.2088, Forward time: 2.2753, Backward time: 3.0133, DDP time: 0.0045, Total iter time: 5.4213 [2020-11-16 03:01:01,365][root][INFO] - ===> Epoch[272](7139/26): Loss 0.2075, Sem 0.2075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.376e-01 Score 93.423 Data time: 0.3385, Forward time: 2.2761, Backward time: 3.0129, DDP time: 0.0045, Total iter time: 6.1643 [2020-11-16 03:01:06,789][root][INFO] - ===> Epoch[272](7140/26): Loss 0.2591, Sem 0.2591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.376e-01 Score 92.024 Data time: 0.1846, Forward time: 2.2760, Backward time: 3.0128, DDP time: 0.0045, Total iter time: 5.3170 [2020-11-16 03:01:11,528][root][INFO] - ===> Epoch[272](7141/26): Loss 0.2207, Sem 0.2207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.375e-01 Score 92.660 Data time: 0.2079, Forward time: 2.2757, Backward time: 3.0124, DDP time: 0.0045, Total iter time: 4.6558 [2020-11-16 03:01:17,505][root][INFO] - ===> Epoch[272](7142/26): Loss 0.1869, Sem 0.1869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.375e-01 Score 93.781 Data time: 0.2577, Forward time: 2.2762, Backward time: 3.0122, DDP time: 0.0045, Total iter time: 5.8875 [2020-11-16 03:01:22,865][root][INFO] - ===> Epoch[272](7143/26): Loss 0.1966, Sem 0.1966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.375e-01 Score 93.330 Data time: 0.2304, Forward time: 2.2765, Backward time: 3.0116, DDP time: 0.0045, Total iter time: 5.2377 [2020-11-16 03:01:28,166][root][INFO] - ===> Epoch[272](7144/26): Loss 0.2386, Sem 0.2386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.374e-01 Score 92.135 Data time: 0.2129, Forward time: 2.2767, Backward time: 3.0110, DDP time: 0.0045, Total iter time: 5.1780 [2020-11-16 03:01:33,826][root][INFO] - ===> Epoch[273](7145/26): Loss 0.2530, Sem 0.2530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.374e-01 Score 92.442 Data time: 0.1776, Forward time: 2.2762, Backward time: 3.0115, DDP time: 0.0045, Total iter time: 5.5476 [2020-11-16 03:01:38,725][root][INFO] - ===> Epoch[273](7146/26): Loss 0.2031, Sem 0.2031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.373e-01 Score 93.562 Data time: 0.2232, Forward time: 2.2765, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 4.8105 [2020-11-16 03:01:43,660][root][INFO] - ===> Epoch[273](7147/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.373e-01 Score 93.552 Data time: 0.1542, Forward time: 2.2760, Backward time: 3.0104, DDP time: 0.0045, Total iter time: 4.8351 [2020-11-16 03:01:49,414][root][INFO] - ===> Epoch[273](7148/26): Loss 0.1939, Sem 0.1939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.373e-01 Score 93.862 Data time: 0.1812, Forward time: 2.2758, Backward time: 3.0108, DDP time: 0.0045, Total iter time: 5.6816 [2020-11-16 03:01:55,080][root][INFO] - ===> Epoch[273](7149/26): Loss 0.1885, Sem 0.1885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.372e-01 Score 93.904 Data time: 0.2351, Forward time: 2.2759, Backward time: 3.0106, DDP time: 0.0045, Total iter time: 5.5623 [2020-11-16 03:02:01,350][root][INFO] - ===> Epoch[273](7150/26): Loss 0.2106, Sem 0.2106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.372e-01 Score 93.096 Data time: 0.1963, Forward time: 2.2757, Backward time: 3.0113, DDP time: 0.0045, Total iter time: 6.1347 [2020-11-16 03:02:07,554][root][INFO] - ===> Epoch[273](7151/26): Loss 0.1841, Sem 0.1841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.371e-01 Score 94.421 Data time: 0.2160, Forward time: 2.2761, Backward time: 3.0114, DDP time: 0.0045, Total iter time: 6.0952 [2020-11-16 03:02:14,198][root][INFO] - ===> Epoch[273](7152/26): Loss 0.1875, Sem 0.1875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.371e-01 Score 94.098 Data time: 0.1581, Forward time: 2.2756, Backward time: 3.0127, DDP time: 0.0045, Total iter time: 6.5279 [2020-11-16 03:02:19,403][root][INFO] - ===> Epoch[273](7153/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.371e-01 Score 93.624 Data time: 0.2646, Forward time: 2.2759, Backward time: 3.0120, DDP time: 0.0045, Total iter time: 5.0892 [2020-11-16 03:02:25,098][root][INFO] - ===> Epoch[273](7154/26): Loss 0.2229, Sem 0.2229, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.370e-01 Score 93.052 Data time: 0.1841, Forward time: 2.2758, Backward time: 3.0120, DDP time: 0.0045, Total iter time: 5.5631 [2020-11-16 03:02:30,576][root][INFO] - ===> Epoch[273](7155/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.370e-01 Score 93.509 Data time: 0.1980, Forward time: 2.2758, Backward time: 3.0120, DDP time: 0.0045, Total iter time: 5.3783 [2020-11-16 03:02:35,654][root][INFO] - ===> Epoch[273](7156/26): Loss 0.2049, Sem 0.2049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.370e-01 Score 93.229 Data time: 0.1841, Forward time: 2.2755, Backward time: 3.0117, DDP time: 0.0045, Total iter time: 4.9784 [2020-11-16 03:02:41,456][root][INFO] - ===> Epoch[273](7157/26): Loss 0.2542, Sem 0.2542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.369e-01 Score 92.428 Data time: 0.2237, Forward time: 2.2758, Backward time: 3.0116, DDP time: 0.0045, Total iter time: 5.6922 [2020-11-16 03:02:46,636][root][INFO] - ===> Epoch[273](7158/26): Loss 0.2481, Sem 0.2481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.369e-01 Score 92.450 Data time: 0.1789, Forward time: 2.2755, Backward time: 3.0115, DDP time: 0.0045, Total iter time: 5.0470 [2020-11-16 03:02:53,084][root][INFO] - ===> Epoch[273](7159/26): Loss 0.2043, Sem 0.2043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.368e-01 Score 93.591 Data time: 0.2318, Forward time: 2.2758, Backward time: 3.0118, DDP time: 0.0045, Total iter time: 6.3720 [2020-11-16 03:02:58,297][root][INFO] - ===> Epoch[273](7160/26): Loss 0.2003, Sem 0.2003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.368e-01 Score 93.498 Data time: 0.1801, Forward time: 2.2757, Backward time: 3.0115, DDP time: 0.0045, Total iter time: 5.0962 [2020-11-16 03:03:04,194][root][INFO] - ===> Epoch[273](7161/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.368e-01 Score 93.060 Data time: 0.1549, Forward time: 2.2752, Backward time: 3.0122, DDP time: 0.0045, Total iter time: 5.8062 [2020-11-16 03:03:09,772][root][INFO] - ===> Epoch[273](7162/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.367e-01 Score 93.449 Data time: 0.1737, Forward time: 2.2750, Backward time: 3.0124, DDP time: 0.0045, Total iter time: 5.5057 [2020-11-16 03:03:15,671][root][INFO] - ===> Epoch[273](7163/26): Loss 0.2213, Sem 0.2213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.367e-01 Score 93.090 Data time: 0.1880, Forward time: 2.2747, Backward time: 3.0129, DDP time: 0.0045, Total iter time: 5.8112 [2020-11-16 03:03:21,445][root][INFO] - ===> Epoch[273](7164/26): Loss 0.1852, Sem 0.1852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.367e-01 Score 94.245 Data time: 0.2178, Forward time: 2.2748, Backward time: 3.0129, DDP time: 0.0045, Total iter time: 5.6822 [2020-11-16 03:03:27,666][root][INFO] - ===> Epoch[273](7165/26): Loss 0.2505, Sem 0.2505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.366e-01 Score 91.656 Data time: 0.2126, Forward time: 2.2750, Backward time: 3.0132, DDP time: 0.0045, Total iter time: 6.1312 [2020-11-16 03:03:34,258][root][INFO] - ===> Epoch[273](7166/26): Loss 0.2822, Sem 0.2822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.366e-01 Score 90.167 Data time: 0.1507, Forward time: 2.2746, Backward time: 3.0143, DDP time: 0.0045, Total iter time: 6.4619 [2020-11-16 03:03:41,659][root][INFO] - ===> Epoch[273](7167/26): Loss 0.2089, Sem 0.2089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.365e-01 Score 93.360 Data time: 0.1778, Forward time: 2.2742, Backward time: 3.0161, DDP time: 0.0046, Total iter time: 7.2985 [2020-11-16 03:03:47,227][root][INFO] - ===> Epoch[273](7168/26): Loss 0.2610, Sem 0.2610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.365e-01 Score 91.685 Data time: 0.1855, Forward time: 2.2742, Backward time: 3.0161, DDP time: 0.0046, Total iter time: 5.4815 [2020-11-16 03:03:53,177][root][INFO] - ===> Epoch[273](7169/26): Loss 0.2546, Sem 0.2546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.365e-01 Score 92.147 Data time: 0.1946, Forward time: 2.2743, Backward time: 3.0163, DDP time: 0.0046, Total iter time: 5.8163 [2020-11-16 03:03:58,762][root][INFO] - ===> Epoch[273](7170/26): Loss 0.2488, Sem 0.2488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.364e-01 Score 92.178 Data time: 0.2373, Forward time: 2.2744, Backward time: 3.0161, DDP time: 0.0046, Total iter time: 5.4760 [2020-11-16 03:04:06,003][root][INFO] - ===> Epoch[274](7171/26): Loss 0.2237, Sem 0.2237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.364e-01 Score 93.215 Data time: 0.1879, Forward time: 2.2743, Backward time: 3.0175, DDP time: 0.0046, Total iter time: 7.1310 [2020-11-16 03:04:12,784][root][INFO] - ===> Epoch[274](7172/26): Loss 0.2438, Sem 0.2438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.364e-01 Score 92.534 Data time: 0.1857, Forward time: 2.2741, Backward time: 3.0186, DDP time: 0.0046, Total iter time: 6.6533 [2020-11-16 03:04:18,765][root][INFO] - ===> Epoch[274](7173/26): Loss 0.2015, Sem 0.2015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.363e-01 Score 93.158 Data time: 0.2777, Forward time: 2.2747, Backward time: 3.0182, DDP time: 0.0046, Total iter time: 5.8704 [2020-11-16 03:04:23,820][root][INFO] - ===> Epoch[274](7174/26): Loss 0.2402, Sem 0.2402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.363e-01 Score 93.097 Data time: 0.2049, Forward time: 2.2749, Backward time: 3.0175, DDP time: 0.0046, Total iter time: 4.9294 [2020-11-16 03:04:29,150][root][INFO] - ===> Epoch[274](7175/26): Loss 0.1844, Sem 0.1844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.362e-01 Score 93.921 Data time: 0.1826, Forward time: 2.2745, Backward time: 3.0176, DDP time: 0.0046, Total iter time: 5.2283 [2020-11-16 03:04:34,303][root][INFO] - ===> Epoch[274](7176/26): Loss 0.2349, Sem 0.2349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.362e-01 Score 92.756 Data time: 0.2221, Forward time: 2.2746, Backward time: 3.0171, DDP time: 0.0046, Total iter time: 5.0789 [2020-11-16 03:04:39,407][root][INFO] - ===> Epoch[274](7177/26): Loss 0.2222, Sem 0.2222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.362e-01 Score 92.832 Data time: 0.1863, Forward time: 2.2746, Backward time: 3.0167, DDP time: 0.0046, Total iter time: 5.0002 [2020-11-16 03:04:45,743][root][INFO] - ===> Epoch[274](7178/26): Loss 0.2234, Sem 0.2234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.361e-01 Score 92.638 Data time: 0.1576, Forward time: 2.2740, Backward time: 3.0177, DDP time: 0.0046, Total iter time: 6.2451 [2020-11-16 03:04:51,319][root][INFO] - ===> Epoch[274](7179/26): Loss 0.2493, Sem 0.2493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.361e-01 Score 92.447 Data time: 0.1615, Forward time: 2.2737, Backward time: 3.0180, DDP time: 0.0046, Total iter time: 5.5122 [2020-11-16 03:04:56,730][root][INFO] - ===> Epoch[274](7180/26): Loss 0.2516, Sem 0.2516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.361e-01 Score 91.865 Data time: 0.1810, Forward time: 2.2733, Backward time: 3.0183, DDP time: 0.0046, Total iter time: 5.3194 [2020-11-16 03:05:01,443][root][INFO] - ===> Epoch[274](7181/26): Loss 0.2013, Sem 0.2013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.360e-01 Score 93.522 Data time: 0.1721, Forward time: 2.2729, Backward time: 3.0179, DDP time: 0.0046, Total iter time: 4.6209 [2020-11-16 03:05:07,639][root][INFO] - ===> Epoch[274](7182/26): Loss 0.2051, Sem 0.2051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.360e-01 Score 93.445 Data time: 0.1998, Forward time: 2.2729, Backward time: 3.0183, DDP time: 0.0046, Total iter time: 6.1120 [2020-11-16 03:05:13,058][root][INFO] - ===> Epoch[274](7183/26): Loss 0.1984, Sem 0.1984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.359e-01 Score 93.151 Data time: 0.2348, Forward time: 2.2733, Backward time: 3.0178, DDP time: 0.0046, Total iter time: 5.3097 [2020-11-16 03:05:21,148][root][INFO] - ===> Epoch[274](7184/26): Loss 0.2123, Sem 0.2123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.359e-01 Score 93.206 Data time: 0.1920, Forward time: 2.2734, Backward time: 3.0196, DDP time: 0.0046, Total iter time: 7.9708 [2020-11-16 03:05:26,921][root][INFO] - ===> Epoch[274](7185/26): Loss 0.2064, Sem 0.2064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.359e-01 Score 93.424 Data time: 0.1383, Forward time: 2.2728, Backward time: 3.0203, DDP time: 0.0046, Total iter time: 5.6593 [2020-11-16 03:05:32,724][root][INFO] - ===> Epoch[274](7186/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.358e-01 Score 94.054 Data time: 0.2299, Forward time: 2.2726, Backward time: 3.0206, DDP time: 0.0046, Total iter time: 5.7284 [2020-11-16 03:05:38,735][root][INFO] - ===> Epoch[274](7187/26): Loss 0.2054, Sem 0.2054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.358e-01 Score 93.110 Data time: 0.2411, Forward time: 2.2730, Backward time: 3.0205, DDP time: 0.0046, Total iter time: 5.9178 [2020-11-16 03:05:44,006][root][INFO] - ===> Epoch[274](7188/26): Loss 0.2246, Sem 0.2246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.358e-01 Score 92.868 Data time: 0.2323, Forward time: 2.2732, Backward time: 3.0200, DDP time: 0.0046, Total iter time: 5.1606 [2020-11-16 03:05:50,716][root][INFO] - ===> Epoch[274](7189/26): Loss 0.1790, Sem 0.1790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.357e-01 Score 94.050 Data time: 0.3379, Forward time: 2.2742, Backward time: 3.0198, DDP time: 0.0046, Total iter time: 6.6215 [2020-11-16 03:05:56,975][root][INFO] - ===> Epoch[274](7190/26): Loss 0.2078, Sem 0.2078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.357e-01 Score 93.328 Data time: 0.2132, Forward time: 2.2744, Backward time: 3.0200, DDP time: 0.0046, Total iter time: 6.1316 [2020-11-16 03:06:02,771][root][INFO] - ===> Epoch[274](7191/26): Loss 0.2366, Sem 0.2366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.356e-01 Score 92.581 Data time: 0.2467, Forward time: 2.2747, Backward time: 3.0198, DDP time: 0.0046, Total iter time: 5.6825 [2020-11-16 03:06:07,924][root][INFO] - ===> Epoch[274](7192/26): Loss 0.1904, Sem 0.1904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.356e-01 Score 94.007 Data time: 0.1998, Forward time: 2.2745, Backward time: 3.0195, DDP time: 0.0046, Total iter time: 5.0306 [2020-11-16 03:06:13,645][root][INFO] - ===> Epoch[274](7193/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.356e-01 Score 92.580 Data time: 0.1218, Forward time: 2.2738, Backward time: 3.0204, DDP time: 0.0046, Total iter time: 5.6432 [2020-11-16 03:06:19,656][root][INFO] - ===> Epoch[274](7194/26): Loss 0.1930, Sem 0.1930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.355e-01 Score 93.863 Data time: 0.2231, Forward time: 2.2741, Backward time: 3.0204, DDP time: 0.0046, Total iter time: 5.9801 [2020-11-16 03:06:25,884][root][INFO] - ===> Epoch[274](7195/26): Loss 0.2196, Sem 0.2196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.355e-01 Score 93.162 Data time: 0.1179, Forward time: 2.2734, Backward time: 3.0215, DDP time: 0.0046, Total iter time: 6.1165 [2020-11-16 03:06:32,361][root][INFO] - ===> Epoch[274](7196/26): Loss 0.2167, Sem 0.2167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.355e-01 Score 93.551 Data time: 0.1868, Forward time: 2.2732, Backward time: 3.0224, DDP time: 0.0046, Total iter time: 6.4331 [2020-11-16 03:06:38,200][root][INFO] - ===> Epoch[275](7197/26): Loss 0.2155, Sem 0.2155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.354e-01 Score 93.363 Data time: 0.1926, Forward time: 2.2734, Backward time: 3.0224, DDP time: 0.0046, Total iter time: 5.7558 [2020-11-16 03:06:43,111][root][INFO] - ===> Epoch[275](7198/26): Loss 0.1975, Sem 0.1975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.354e-01 Score 93.959 Data time: 0.1353, Forward time: 2.2729, Backward time: 3.0223, DDP time: 0.0046, Total iter time: 4.7859 [2020-11-16 03:06:48,934][root][INFO] - ===> Epoch[275](7199/26): Loss 0.1974, Sem 0.1974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.353e-01 Score 93.673 Data time: 0.2258, Forward time: 2.2726, Backward time: 3.0227, DDP time: 0.0046, Total iter time: 5.7477 [2020-11-16 03:06:54,037][root][INFO] - ===> Epoch[275](7200/26): Loss 0.2077, Sem 0.2077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.353e-01 Score 93.374 Data time: 0.2155, Forward time: 2.2728, Backward time: 3.0221, DDP time: 0.0046, Total iter time: 4.9966 [2020-11-16 03:07:00,605][root][INFO] - ===> Epoch[275](7201/26): Loss 0.2257, Sem 0.2257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.353e-01 Score 93.030 Data time: 0.2242, Forward time: 2.2727, Backward time: 3.0228, DDP time: 0.0046, Total iter time: 6.4581 [2020-11-16 03:07:05,582][root][INFO] - ===> Epoch[275](7202/26): Loss 0.2182, Sem 0.2182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.352e-01 Score 92.894 Data time: 0.1670, Forward time: 2.2725, Backward time: 3.0225, DDP time: 0.0046, Total iter time: 4.8735 [2020-11-16 03:07:11,095][root][INFO] - ===> Epoch[275](7203/26): Loss 0.2290, Sem 0.2290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.352e-01 Score 92.431 Data time: 0.1839, Forward time: 2.2724, Backward time: 3.0225, DDP time: 0.0046, Total iter time: 5.4383 [2020-11-16 03:07:16,457][root][INFO] - ===> Epoch[275](7204/26): Loss 0.2287, Sem 0.2287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.352e-01 Score 92.568 Data time: 0.1758, Forward time: 2.2721, Backward time: 3.0225, DDP time: 0.0046, Total iter time: 5.2538 [2020-11-16 03:07:21,751][root][INFO] - ===> Epoch[275](7205/26): Loss 0.1951, Sem 0.1951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.351e-01 Score 94.053 Data time: 0.1718, Forward time: 2.2718, Backward time: 3.0224, DDP time: 0.0046, Total iter time: 5.2054 [2020-11-16 03:07:27,181][root][INFO] - ===> Epoch[275](7206/26): Loss 0.2293, Sem 0.2293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.351e-01 Score 92.379 Data time: 0.1923, Forward time: 2.2718, Backward time: 3.0223, DDP time: 0.0046, Total iter time: 5.3474 [2020-11-16 03:07:32,497][root][INFO] - ===> Epoch[275](7207/26): Loss 0.2094, Sem 0.2094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.350e-01 Score 93.055 Data time: 0.2048, Forward time: 2.2718, Backward time: 3.0220, DDP time: 0.0046, Total iter time: 5.2246 [2020-11-16 03:07:38,151][root][INFO] - ===> Epoch[275](7208/26): Loss 0.2658, Sem 0.2658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.350e-01 Score 91.940 Data time: 0.1871, Forward time: 2.2718, Backward time: 3.0221, DDP time: 0.0046, Total iter time: 5.5526 [2020-11-16 03:07:43,191][root][INFO] - ===> Epoch[275](7209/26): Loss 0.2214, Sem 0.2214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.350e-01 Score 93.204 Data time: 0.1494, Forward time: 2.2712, Backward time: 3.0221, DDP time: 0.0046, Total iter time: 4.9407 [2020-11-16 03:07:48,489][root][INFO] - ===> Epoch[275](7210/26): Loss 0.2000, Sem 0.2000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.349e-01 Score 93.294 Data time: 0.2916, Forward time: 2.2716, Backward time: 3.0214, DDP time: 0.0046, Total iter time: 5.2451 [2020-11-16 03:07:54,656][root][INFO] - ===> Epoch[275](7211/26): Loss 0.2247, Sem 0.2247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.349e-01 Score 92.608 Data time: 0.2776, Forward time: 2.2724, Backward time: 3.0211, DDP time: 0.0046, Total iter time: 6.0718 [2020-11-16 03:08:00,704][root][INFO] - ===> Epoch[275](7212/26): Loss 0.2009, Sem 0.2009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.349e-01 Score 93.780 Data time: 0.1828, Forward time: 2.2722, Backward time: 3.0215, DDP time: 0.0046, Total iter time: 5.9140 [2020-11-16 03:08:05,897][root][INFO] - ===> Epoch[275](7213/26): Loss 0.2482, Sem 0.2482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.348e-01 Score 92.264 Data time: 0.2272, Forward time: 2.2724, Backward time: 3.0209, DDP time: 0.0046, Total iter time: 5.1079 [2020-11-16 03:08:12,994][root][INFO] - ===> Epoch[275](7214/26): Loss 0.2014, Sem 0.2014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.348e-01 Score 93.385 Data time: 0.2145, Forward time: 2.2726, Backward time: 3.0219, DDP time: 0.0046, Total iter time: 6.9825 [2020-11-16 03:08:19,039][root][INFO] - ===> Epoch[275](7215/26): Loss 0.1939, Sem 0.1939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.347e-01 Score 93.825 Data time: 0.2466, Forward time: 2.2731, Backward time: 3.0216, DDP time: 0.0046, Total iter time: 5.9261 [2020-11-16 03:08:24,817][root][INFO] - ===> Epoch[275](7216/26): Loss 0.2386, Sem 0.2386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.347e-01 Score 92.731 Data time: 0.1460, Forward time: 2.2728, Backward time: 3.0221, DDP time: 0.0046, Total iter time: 5.6653 [2020-11-16 03:08:30,003][root][INFO] - ===> Epoch[275](7217/26): Loss 0.2042, Sem 0.2042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.347e-01 Score 93.162 Data time: 0.1546, Forward time: 2.2723, Backward time: 3.0222, DDP time: 0.0046, Total iter time: 5.0996 [2020-11-16 03:08:36,006][root][INFO] - ===> Epoch[275](7218/26): Loss 0.1946, Sem 0.1946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.346e-01 Score 93.715 Data time: 0.1440, Forward time: 2.2718, Backward time: 3.0230, DDP time: 0.0046, Total iter time: 5.9248 [2020-11-16 03:08:42,395][root][INFO] - ===> Epoch[275](7219/26): Loss 0.1824, Sem 0.1824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.346e-01 Score 94.030 Data time: 0.2094, Forward time: 2.2720, Backward time: 3.0234, DDP time: 0.0046, Total iter time: 6.3110 [2020-11-16 03:08:48,022][root][INFO] - ===> Epoch[275](7220/26): Loss 0.2496, Sem 0.2496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.346e-01 Score 92.139 Data time: 0.1476, Forward time: 2.2715, Backward time: 3.0239, DDP time: 0.0046, Total iter time: 5.5217 [2020-11-16 03:08:53,875][root][INFO] - ===> Epoch[275](7221/26): Loss 0.2239, Sem 0.2239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.345e-01 Score 92.735 Data time: 0.1899, Forward time: 2.2714, Backward time: 3.0241, DDP time: 0.0046, Total iter time: 5.7822 [2020-11-16 03:09:01,789][root][INFO] - ===> Epoch[275](7222/26): Loss 0.2255, Sem 0.2255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.345e-01 Score 92.962 Data time: 0.1858, Forward time: 2.2712, Backward time: 3.0260, DDP time: 0.0046, Total iter time: 7.8252 [2020-11-16 03:09:09,130][root][INFO] - ===> Epoch[276](7223/26): Loss 0.2355, Sem 0.2355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.344e-01 Score 92.739 Data time: 0.1639, Forward time: 2.2709, Backward time: 3.0277, DDP time: 0.0046, Total iter time: 7.2620 [2020-11-16 03:09:16,534][root][INFO] - ===> Epoch[276](7224/26): Loss 0.2090, Sem 0.2090, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.344e-01 Score 93.247 Data time: 0.1807, Forward time: 2.2707, Backward time: 3.0293, DDP time: 0.0046, Total iter time: 7.3037 [2020-11-16 03:09:21,540][root][INFO] - ===> Epoch[276](7225/26): Loss 0.1908, Sem 0.1908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.344e-01 Score 93.906 Data time: 0.1912, Forward time: 2.2706, Backward time: 3.0289, DDP time: 0.0046, Total iter time: 4.9138 [2020-11-16 03:09:26,595][root][INFO] - ===> Epoch[276](7226/26): Loss 0.2334, Sem 0.2334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.343e-01 Score 92.543 Data time: 0.2156, Forward time: 2.2709, Backward time: 3.0281, DDP time: 0.0046, Total iter time: 4.9443 [2020-11-16 03:09:31,872][root][INFO] - ===> Epoch[276](7227/26): Loss 0.2098, Sem 0.2098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.343e-01 Score 93.165 Data time: 0.1455, Forward time: 2.2704, Backward time: 3.0282, DDP time: 0.0046, Total iter time: 5.1777 [2020-11-16 03:09:37,471][root][INFO] - ===> Epoch[276](7228/26): Loss 0.2261, Sem 0.2261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.343e-01 Score 92.391 Data time: 0.2541, Forward time: 2.2706, Backward time: 3.0280, DDP time: 0.0046, Total iter time: 5.5070 [2020-11-16 03:09:42,405][root][INFO] - ===> Epoch[276](7229/26): Loss 0.2201, Sem 0.2201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.342e-01 Score 92.866 Data time: 0.1610, Forward time: 2.2703, Backward time: 3.0277, DDP time: 0.0046, Total iter time: 4.8293 [2020-11-16 03:09:47,945][root][INFO] - ===> Epoch[276](7230/26): Loss 0.2331, Sem 0.2331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.342e-01 Score 92.883 Data time: 0.1573, Forward time: 2.2698, Backward time: 3.0281, DDP time: 0.0046, Total iter time: 5.4484 [2020-11-16 03:09:52,900][root][INFO] - ===> Epoch[276](7231/26): Loss 0.2685, Sem 0.2685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.341e-01 Score 91.578 Data time: 0.2137, Forward time: 2.2699, Backward time: 3.0275, DDP time: 0.0046, Total iter time: 4.8914 [2020-11-16 03:09:58,434][root][INFO] - ===> Epoch[276](7232/26): Loss 0.2025, Sem 0.2025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.341e-01 Score 93.323 Data time: 0.1709, Forward time: 2.2698, Backward time: 3.0275, DDP time: 0.0046, Total iter time: 5.4246 [2020-11-16 03:10:03,316][root][INFO] - ===> Epoch[276](7233/26): Loss 0.2290, Sem 0.2290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.341e-01 Score 92.461 Data time: 0.1977, Forward time: 2.2698, Backward time: 3.0268, DDP time: 0.0046, Total iter time: 4.7794 [2020-11-16 03:10:09,715][root][INFO] - ===> Epoch[276](7234/26): Loss 0.2035, Sem 0.2035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.340e-01 Score 93.492 Data time: 0.2172, Forward time: 2.2700, Backward time: 3.0272, DDP time: 0.0046, Total iter time: 6.2923 [2020-11-16 03:10:15,182][root][INFO] - ===> Epoch[276](7235/26): Loss 0.2047, Sem 0.2047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.340e-01 Score 93.726 Data time: 0.2646, Forward time: 2.2703, Backward time: 3.0267, DDP time: 0.0046, Total iter time: 5.3512 [2020-11-16 03:10:21,122][root][INFO] - ===> Epoch[276](7236/26): Loss 0.2018, Sem 0.2018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.340e-01 Score 93.618 Data time: 0.2514, Forward time: 2.2710, Backward time: 3.0262, DDP time: 0.0046, Total iter time: 5.8009 [2020-11-16 03:10:27,067][root][INFO] - ===> Epoch[276](7237/26): Loss 0.2010, Sem 0.2010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.339e-01 Score 93.394 Data time: 0.1885, Forward time: 2.2710, Backward time: 3.0264, DDP time: 0.0046, Total iter time: 5.8164 [2020-11-16 03:10:32,719][root][INFO] - ===> Epoch[276](7238/26): Loss 0.1928, Sem 0.1928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.339e-01 Score 94.174 Data time: 0.1977, Forward time: 2.2710, Backward time: 3.0263, DDP time: 0.0046, Total iter time: 5.5510 [2020-11-16 03:10:39,491][root][INFO] - ===> Epoch[276](7239/26): Loss 0.2296, Sem 0.2296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.338e-01 Score 92.603 Data time: 0.2134, Forward time: 2.2711, Backward time: 3.0271, DDP time: 0.0046, Total iter time: 6.6616 [2020-11-16 03:10:44,790][root][INFO] - ===> Epoch[276](7240/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.338e-01 Score 93.196 Data time: 0.1665, Forward time: 2.2709, Backward time: 3.0270, DDP time: 0.0046, Total iter time: 5.1938 [2020-11-16 03:10:50,157][root][INFO] - ===> Epoch[276](7241/26): Loss 0.2388, Sem 0.2388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.338e-01 Score 92.258 Data time: 0.1440, Forward time: 2.2705, Backward time: 3.0273, DDP time: 0.0046, Total iter time: 5.2742 [2020-11-16 03:10:56,228][root][INFO] - ===> Epoch[276](7242/26): Loss 0.2209, Sem 0.2209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.337e-01 Score 92.880 Data time: 0.1481, Forward time: 2.2700, Backward time: 3.0281, DDP time: 0.0046, Total iter time: 6.0175 [2020-11-16 03:11:01,712][root][INFO] - ===> Epoch[276](7243/26): Loss 0.2089, Sem 0.2089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.337e-01 Score 93.656 Data time: 0.2451, Forward time: 2.2704, Backward time: 3.0275, DDP time: 0.0046, Total iter time: 5.4483 [2020-11-16 03:11:07,022][root][INFO] - ===> Epoch[276](7244/26): Loss 0.2625, Sem 0.2625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.336e-01 Score 91.879 Data time: 0.1646, Forward time: 2.2701, Backward time: 3.0275, DDP time: 0.0046, Total iter time: 5.2099 [2020-11-16 03:11:12,875][root][INFO] - ===> Epoch[276](7245/26): Loss 0.1979, Sem 0.1979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.336e-01 Score 93.725 Data time: 0.2400, Forward time: 2.2700, Backward time: 3.0277, DDP time: 0.0046, Total iter time: 5.7802 [2020-11-16 03:11:18,413][root][INFO] - ===> Epoch[276](7246/26): Loss 0.2130, Sem 0.2130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.336e-01 Score 93.430 Data time: 0.1619, Forward time: 2.2697, Backward time: 3.0280, DDP time: 0.0046, Total iter time: 5.4446 [2020-11-16 03:11:23,074][root][INFO] - ===> Epoch[276](7247/26): Loss 0.2009, Sem 0.2009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.335e-01 Score 93.811 Data time: 0.2080, Forward time: 2.2696, Backward time: 3.0272, DDP time: 0.0046, Total iter time: 4.5923 [2020-11-16 03:11:28,954][root][INFO] - ===> Epoch[276](7248/26): Loss 0.2085, Sem 0.2085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.335e-01 Score 92.854 Data time: 0.1846, Forward time: 2.2695, Backward time: 3.0275, DDP time: 0.0046, Total iter time: 5.7934 [2020-11-16 03:11:34,603][root][INFO] - ===> Epoch[277](7249/26): Loss 0.2722, Sem 0.2722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.335e-01 Score 91.331 Data time: 0.1921, Forward time: 2.2694, Backward time: 3.0276, DDP time: 0.0046, Total iter time: 5.5633 [2020-11-16 03:11:40,096][root][INFO] - ===> Epoch[277](7250/26): Loss 0.2181, Sem 0.2181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.334e-01 Score 93.012 Data time: 0.1591, Forward time: 2.2690, Backward time: 3.0279, DDP time: 0.0046, Total iter time: 5.3848 [2020-11-16 03:11:45,801][root][INFO] - ===> Epoch[277](7251/26): Loss 0.1907, Sem 0.1907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.334e-01 Score 93.879 Data time: 0.2153, Forward time: 2.2691, Backward time: 3.0278, DDP time: 0.0046, Total iter time: 5.6224 [2020-11-16 03:11:51,456][root][INFO] - ===> Epoch[277](7252/26): Loss 0.2534, Sem 0.2534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.333e-01 Score 91.720 Data time: 0.2267, Forward time: 2.2695, Backward time: 3.0274, DDP time: 0.0046, Total iter time: 5.5434 [2020-11-16 03:11:56,749][root][INFO] - ===> Epoch[277](7253/26): Loss 0.2761, Sem 0.2761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.333e-01 Score 91.657 Data time: 0.1977, Forward time: 2.2695, Backward time: 3.0272, DDP time: 0.0046, Total iter time: 5.1819 [2020-11-16 03:12:02,197][root][INFO] - ===> Epoch[277](7254/26): Loss 0.2189, Sem 0.2189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.333e-01 Score 93.082 Data time: 0.1818, Forward time: 2.2694, Backward time: 3.0271, DDP time: 0.0046, Total iter time: 5.3337 [2020-11-16 03:12:06,691][root][INFO] - ===> Epoch[277](7255/26): Loss 0.2551, Sem 0.2551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.332e-01 Score 91.879 Data time: 0.1674, Forward time: 2.2690, Backward time: 3.0266, DDP time: 0.0046, Total iter time: 4.4106 [2020-11-16 03:12:12,686][root][INFO] - ===> Epoch[277](7256/26): Loss 0.2408, Sem 0.2408, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.332e-01 Score 92.312 Data time: 0.2545, Forward time: 2.2695, Backward time: 3.0264, DDP time: 0.0046, Total iter time: 5.9048 [2020-11-16 03:12:18,330][root][INFO] - ===> Epoch[277](7257/26): Loss 0.2198, Sem 0.2198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.332e-01 Score 93.047 Data time: 0.2590, Forward time: 2.2700, Backward time: 3.0258, DDP time: 0.0046, Total iter time: 5.5186 [2020-11-16 03:12:24,858][root][INFO] - ===> Epoch[277](7258/26): Loss 0.2210, Sem 0.2210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.331e-01 Score 93.097 Data time: 0.1964, Forward time: 2.2701, Backward time: 3.0264, DDP time: 0.0046, Total iter time: 6.4243 [2020-11-16 03:12:30,785][root][INFO] - ===> Epoch[277](7259/26): Loss 0.2368, Sem 0.2368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.331e-01 Score 92.604 Data time: 0.1864, Forward time: 2.2700, Backward time: 3.0267, DDP time: 0.0046, Total iter time: 5.8260 [2020-11-16 03:12:35,763][root][INFO] - ===> Epoch[277](7260/26): Loss 0.2460, Sem 0.2460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.330e-01 Score 92.618 Data time: 0.1540, Forward time: 2.2696, Backward time: 3.0266, DDP time: 0.0046, Total iter time: 4.8876 [2020-11-16 03:12:42,656][root][INFO] - ===> Epoch[277](7261/26): Loss 0.2232, Sem 0.2232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.330e-01 Score 92.665 Data time: 0.1961, Forward time: 2.2697, Backward time: 3.0275, DDP time: 0.0046, Total iter time: 6.8238 [2020-11-16 03:12:48,733][root][INFO] - ===> Epoch[277](7262/26): Loss 0.2306, Sem 0.2306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.330e-01 Score 92.414 Data time: 0.1584, Forward time: 2.2693, Backward time: 3.0281, DDP time: 0.0046, Total iter time: 5.9627 [2020-11-16 03:12:53,713][root][INFO] - ===> Epoch[277](7263/26): Loss 0.1780, Sem 0.1780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.329e-01 Score 94.280 Data time: 0.1606, Forward time: 2.2689, Backward time: 3.0280, DDP time: 0.0046, Total iter time: 4.9024 [2020-11-16 03:12:59,875][root][INFO] - ===> Epoch[277](7264/26): Loss 0.2306, Sem 0.2306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.329e-01 Score 92.854 Data time: 0.1681, Forward time: 2.2686, Backward time: 3.0288, DDP time: 0.0046, Total iter time: 6.0768 [2020-11-16 03:13:05,187][root][INFO] - ===> Epoch[277](7265/26): Loss 0.2147, Sem 0.2147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.329e-01 Score 93.065 Data time: 0.2163, Forward time: 2.2687, Backward time: 3.0284, DDP time: 0.0046, Total iter time: 5.2222 [2020-11-16 03:13:10,817][root][INFO] - ===> Epoch[277](7266/26): Loss 0.2263, Sem 0.2263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.328e-01 Score 92.639 Data time: 0.1457, Forward time: 2.2683, Backward time: 3.0288, DDP time: 0.0046, Total iter time: 5.5241 [2020-11-16 03:13:15,776][root][INFO] - ===> Epoch[277](7267/26): Loss 0.2167, Sem 0.2167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.328e-01 Score 93.062 Data time: 0.1943, Forward time: 2.2683, Backward time: 3.0283, DDP time: 0.0046, Total iter time: 4.8772 [2020-11-16 03:13:21,692][root][INFO] - ===> Epoch[277](7268/26): Loss 0.2355, Sem 0.2355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.327e-01 Score 92.706 Data time: 0.1384, Forward time: 2.2678, Backward time: 3.0289, DDP time: 0.0046, Total iter time: 5.8161 [2020-11-16 03:13:27,608][root][INFO] - ===> Epoch[277](7269/26): Loss 0.2540, Sem 0.2540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.327e-01 Score 92.101 Data time: 0.1464, Forward time: 2.2673, Backward time: 3.0296, DDP time: 0.0046, Total iter time: 5.8327 [2020-11-16 03:13:33,363][root][INFO] - ===> Epoch[277](7270/26): Loss 0.2050, Sem 0.2050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.327e-01 Score 93.155 Data time: 0.1896, Forward time: 2.2672, Backward time: 3.0298, DDP time: 0.0046, Total iter time: 5.6826 [2020-11-16 03:13:40,175][root][INFO] - ===> Epoch[277](7271/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.326e-01 Score 93.167 Data time: 0.2563, Forward time: 2.2676, Backward time: 3.0302, DDP time: 0.0046, Total iter time: 6.7075 [2020-11-16 03:13:47,609][root][INFO] - ===> Epoch[277](7272/26): Loss 0.1957, Sem 0.1957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.326e-01 Score 93.742 Data time: 0.4225, Forward time: 2.2688, Backward time: 3.0303, DDP time: 0.0046, Total iter time: 7.3158 [2020-11-16 03:13:54,021][root][INFO] - ===> Epoch[277](7273/26): Loss 0.2610, Sem 0.2610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.326e-01 Score 91.299 Data time: 0.2852, Forward time: 2.2696, Backward time: 3.0300, DDP time: 0.0046, Total iter time: 6.2664 [2020-11-16 03:13:58,970][root][INFO] - ===> Epoch[277](7274/26): Loss 0.2256, Sem 0.2256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.325e-01 Score 92.887 Data time: 0.1843, Forward time: 2.2694, Backward time: 3.0297, DDP time: 0.0046, Total iter time: 4.8315 [2020-11-16 03:14:05,251][root][INFO] - ===> Epoch[278](7275/26): Loss 0.2249, Sem 0.2249, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.325e-01 Score 92.407 Data time: 0.1990, Forward time: 2.2693, Backward time: 3.0303, DDP time: 0.0046, Total iter time: 6.1977 [2020-11-16 03:14:10,489][root][INFO] - ===> Epoch[278](7276/26): Loss 0.2541, Sem 0.2541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.324e-01 Score 92.079 Data time: 0.2654, Forward time: 2.2696, Backward time: 3.0296, DDP time: 0.0046, Total iter time: 5.1474 [2020-11-16 03:14:16,609][root][INFO] - ===> Epoch[278](7277/26): Loss 0.2173, Sem 0.2173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.324e-01 Score 93.115 Data time: 0.1855, Forward time: 2.2696, Backward time: 3.0299, DDP time: 0.0046, Total iter time: 6.0171 [2020-11-16 03:14:23,163][root][INFO] - ===> Epoch[278](7278/26): Loss 0.2395, Sem 0.2395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.324e-01 Score 92.464 Data time: 0.1373, Forward time: 2.2690, Backward time: 3.0312, DDP time: 0.0046, Total iter time: 6.4646 [2020-11-16 03:14:29,012][root][INFO] - ===> Epoch[278](7279/26): Loss 0.1864, Sem 0.1864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.323e-01 Score 93.679 Data time: 0.2691, Forward time: 2.2696, Backward time: 3.0307, DDP time: 0.0046, Total iter time: 5.7789 [2020-11-16 03:14:34,238][root][INFO] - ===> Epoch[278](7280/26): Loss 0.2124, Sem 0.2124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.323e-01 Score 93.117 Data time: 0.2064, Forward time: 2.2695, Backward time: 3.0304, DDP time: 0.0046, Total iter time: 5.1267 [2020-11-16 03:14:39,408][root][INFO] - ===> Epoch[278](7281/26): Loss 0.2469, Sem 0.2469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.323e-01 Score 91.837 Data time: 0.2321, Forward time: 2.2698, Backward time: 3.0297, DDP time: 0.0046, Total iter time: 5.0816 [2020-11-16 03:14:45,921][root][INFO] - ===> Epoch[278](7282/26): Loss 0.2281, Sem 0.2281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.322e-01 Score 92.465 Data time: 0.1650, Forward time: 2.2696, Backward time: 3.0306, DDP time: 0.0046, Total iter time: 6.3988 [2020-11-16 03:14:52,089][root][INFO] - ===> Epoch[278](7283/26): Loss 0.2117, Sem 0.2117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.322e-01 Score 93.067 Data time: 0.1415, Forward time: 2.2690, Backward time: 3.0315, DDP time: 0.0046, Total iter time: 6.0905 [2020-11-16 03:14:57,283][root][INFO] - ===> Epoch[278](7284/26): Loss 0.2551, Sem 0.2551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.321e-01 Score 91.902 Data time: 0.2120, Forward time: 2.2691, Backward time: 3.0312, DDP time: 0.0046, Total iter time: 5.1035 [2020-11-16 03:15:02,434][root][INFO] - ===> Epoch[278](7285/26): Loss 0.2501, Sem 0.2501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.321e-01 Score 91.932 Data time: 0.1666, Forward time: 2.2688, Backward time: 3.0310, DDP time: 0.0046, Total iter time: 5.0391 [2020-11-16 03:15:08,192][root][INFO] - ===> Epoch[278](7286/26): Loss 0.2315, Sem 0.2315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.321e-01 Score 92.004 Data time: 0.2380, Forward time: 2.2691, Backward time: 3.0307, DDP time: 0.0046, Total iter time: 5.6551 [2020-11-16 03:15:15,356][root][INFO] - ===> Epoch[278](7287/26): Loss 0.2370, Sem 0.2370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.320e-01 Score 92.184 Data time: 0.2237, Forward time: 2.2691, Backward time: 3.0318, DDP time: 0.0046, Total iter time: 7.0329 [2020-11-16 03:15:20,580][root][INFO] - ===> Epoch[278](7288/26): Loss 0.2101, Sem 0.2101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.320e-01 Score 93.508 Data time: 0.1199, Forward time: 2.2684, Backward time: 3.0323, DDP time: 0.0046, Total iter time: 5.1246 [2020-11-16 03:15:24,910][root][INFO] - ===> Epoch[278](7289/26): Loss 0.2189, Sem 0.2189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.320e-01 Score 93.114 Data time: 0.2497, Forward time: 2.2683, Backward time: 3.0314, DDP time: 0.0046, Total iter time: 4.2767 [2020-11-16 03:15:30,431][root][INFO] - ===> Epoch[278](7290/26): Loss 0.2224, Sem 0.2224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.319e-01 Score 92.743 Data time: 0.1314, Forward time: 2.2676, Backward time: 3.0320, DDP time: 0.0046, Total iter time: 5.4352 [2020-11-16 03:15:35,910][root][INFO] - ===> Epoch[278](7291/26): Loss 0.2119, Sem 0.2119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.319e-01 Score 93.458 Data time: 0.1616, Forward time: 2.2673, Backward time: 3.0322, DDP time: 0.0046, Total iter time: 5.4227 [2020-11-16 03:15:41,127][root][INFO] - ===> Epoch[278](7292/26): Loss 0.2214, Sem 0.2214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.318e-01 Score 92.796 Data time: 0.2381, Forward time: 2.2676, Backward time: 3.0316, DDP time: 0.0046, Total iter time: 5.1416 [2020-11-16 03:15:47,452][root][INFO] - ===> Epoch[278](7293/26): Loss 0.2406, Sem 0.2406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.318e-01 Score 92.715 Data time: 0.3311, Forward time: 2.2683, Backward time: 3.0313, DDP time: 0.0046, Total iter time: 6.2147 [2020-11-16 03:15:53,780][root][INFO] - ===> Epoch[278](7294/26): Loss 0.2227, Sem 0.2227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.318e-01 Score 93.392 Data time: 0.1998, Forward time: 2.2684, Backward time: 3.0316, DDP time: 0.0046, Total iter time: 6.2175 [2020-11-16 03:15:59,168][root][INFO] - ===> Epoch[278](7295/26): Loss 0.2135, Sem 0.2135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.317e-01 Score 93.244 Data time: 0.1992, Forward time: 2.2683, Backward time: 3.0316, DDP time: 0.0046, Total iter time: 5.2724 [2020-11-16 03:16:03,763][root][INFO] - ===> Epoch[278](7296/26): Loss 0.2106, Sem 0.2106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.317e-01 Score 93.772 Data time: 0.1853, Forward time: 2.2682, Backward time: 3.0309, DDP time: 0.0046, Total iter time: 4.5028 [2020-11-16 03:16:09,330][root][INFO] - ===> Epoch[278](7297/26): Loss 0.2065, Sem 0.2065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.317e-01 Score 93.160 Data time: 0.2376, Forward time: 2.2682, Backward time: 3.0308, DDP time: 0.0046, Total iter time: 5.4631 [2020-11-16 03:16:14,857][root][INFO] - ===> Epoch[278](7298/26): Loss 0.2164, Sem 0.2164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.316e-01 Score 93.074 Data time: 0.2373, Forward time: 2.2685, Backward time: 3.0304, DDP time: 0.0046, Total iter time: 5.4176 [2020-11-16 03:16:20,326][root][INFO] - ===> Epoch[278](7299/26): Loss 0.1727, Sem 0.1727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.316e-01 Score 94.812 Data time: 0.1410, Forward time: 2.2680, Backward time: 3.0307, DDP time: 0.0046, Total iter time: 5.3590 [2020-11-16 03:16:25,219][root][INFO] - ===> Epoch[278](7300/26): Loss 0.1919, Sem 0.1919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.315e-01 Score 93.843 Data time: 0.2053, Forward time: 2.2680, Backward time: 3.0302, DDP time: 0.0046, Total iter time: 4.8014 [2020-11-16 03:16:31,246][root][INFO] - ===> Epoch[279](7301/26): Loss 0.2168, Sem 0.2168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.315e-01 Score 93.521 Data time: 0.1504, Forward time: 2.2677, Backward time: 3.0307, DDP time: 0.0046, Total iter time: 5.9187 [2020-11-16 03:16:38,313][root][INFO] - ===> Epoch[279](7302/26): Loss 0.2194, Sem 0.2194, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.315e-01 Score 93.114 Data time: 0.2080, Forward time: 2.2675, Backward time: 3.0319, DDP time: 0.0046, Total iter time: 6.9800 [2020-11-16 03:16:42,721][root][INFO] - ===> Epoch[279](7303/26): Loss 0.2101, Sem 0.2101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.314e-01 Score 93.451 Data time: 0.1591, Forward time: 2.2671, Backward time: 3.0314, DDP time: 0.0046, Total iter time: 4.3067 [2020-11-16 03:16:48,335][root][INFO] - ===> Epoch[279](7304/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.314e-01 Score 93.355 Data time: 0.2140, Forward time: 2.2672, Backward time: 3.0313, DDP time: 0.0046, Total iter time: 5.5206 [2020-11-16 03:16:55,207][root][INFO] - ===> Epoch[279](7305/26): Loss 0.2067, Sem 0.2067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.314e-01 Score 93.015 Data time: 0.2465, Forward time: 2.2676, Backward time: 3.0317, DDP time: 0.0046, Total iter time: 6.7600 [2020-11-16 03:17:01,190][root][INFO] - ===> Epoch[279](7306/26): Loss 0.2389, Sem 0.2389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.313e-01 Score 92.089 Data time: 0.2358, Forward time: 2.2679, Backward time: 3.0316, DDP time: 0.0046, Total iter time: 5.8638 [2020-11-16 03:17:07,516][root][INFO] - ===> Epoch[279](7307/26): Loss 0.2094, Sem 0.2094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.313e-01 Score 93.213 Data time: 0.1891, Forward time: 2.2680, Backward time: 3.0320, DDP time: 0.0046, Total iter time: 6.2002 [2020-11-16 03:17:13,837][root][INFO] - ===> Epoch[279](7308/26): Loss 0.2204, Sem 0.2204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.312e-01 Score 93.381 Data time: 0.1419, Forward time: 2.2675, Backward time: 3.0330, DDP time: 0.0046, Total iter time: 6.2186 [2020-11-16 03:17:19,028][root][INFO] - ===> Epoch[279](7309/26): Loss 0.2262, Sem 0.2262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.312e-01 Score 93.303 Data time: 0.1870, Forward time: 2.2673, Backward time: 3.0329, DDP time: 0.0046, Total iter time: 5.1234 [2020-11-16 03:17:24,544][root][INFO] - ===> Epoch[279](7310/26): Loss 0.2076, Sem 0.2076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.312e-01 Score 93.445 Data time: 0.2188, Forward time: 2.2675, Backward time: 3.0326, DDP time: 0.0046, Total iter time: 5.4273 [2020-11-16 03:17:30,713][root][INFO] - ===> Epoch[279](7311/26): Loss 0.2203, Sem 0.2203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.311e-01 Score 93.059 Data time: 0.2912, Forward time: 2.2682, Backward time: 3.0322, DDP time: 0.0046, Total iter time: 6.0534 [2020-11-16 03:17:36,229][root][INFO] - ===> Epoch[279](7312/26): Loss 0.2230, Sem 0.2230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.311e-01 Score 93.239 Data time: 0.2463, Forward time: 2.2687, Backward time: 3.0316, DDP time: 0.0046, Total iter time: 5.3896 [2020-11-16 03:17:41,069][root][INFO] - ===> Epoch[279](7313/26): Loss 0.2309, Sem 0.2309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.311e-01 Score 92.722 Data time: 0.1660, Forward time: 2.2684, Backward time: 3.0313, DDP time: 0.0046, Total iter time: 4.7346 [2020-11-16 03:17:46,526][root][INFO] - ===> Epoch[279](7314/26): Loss 0.2286, Sem 0.2286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.310e-01 Score 92.568 Data time: 0.1537, Forward time: 2.2680, Backward time: 3.0316, DDP time: 0.0046, Total iter time: 5.3912 [2020-11-16 03:17:51,797][root][INFO] - ===> Epoch[279](7315/26): Loss 0.2534, Sem 0.2534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.310e-01 Score 92.137 Data time: 0.1681, Forward time: 2.2678, Backward time: 3.0315, DDP time: 0.0046, Total iter time: 5.2087 [2020-11-16 03:17:57,805][root][INFO] - ===> Epoch[279](7316/26): Loss 0.1980, Sem 0.1980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.309e-01 Score 93.567 Data time: 0.1097, Forward time: 2.2671, Backward time: 3.0326, DDP time: 0.0046, Total iter time: 5.9223 [2020-11-16 03:18:03,361][root][INFO] - ===> Epoch[279](7317/26): Loss 0.2434, Sem 0.2434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.309e-01 Score 92.619 Data time: 0.1871, Forward time: 2.2669, Backward time: 3.0328, DDP time: 0.0046, Total iter time: 5.4889 [2020-11-16 03:18:10,664][root][INFO] - ===> Epoch[279](7318/26): Loss 0.2098, Sem 0.2098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.309e-01 Score 93.456 Data time: 0.2388, Forward time: 2.2672, Backward time: 3.0337, DDP time: 0.0046, Total iter time: 7.2023 [2020-11-16 03:18:15,241][root][INFO] - ===> Epoch[279](7319/26): Loss 0.2470, Sem 0.2470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.308e-01 Score 92.132 Data time: 0.1871, Forward time: 2.2670, Backward time: 3.0330, DDP time: 0.0046, Total iter time: 4.4404 [2020-11-16 03:18:21,119][root][INFO] - ===> Epoch[279](7320/26): Loss 0.2413, Sem 0.2413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.308e-01 Score 92.195 Data time: 0.1753, Forward time: 2.2666, Backward time: 3.0336, DDP time: 0.0046, Total iter time: 5.7664 [2020-11-16 03:18:26,077][root][INFO] - ===> Epoch[279](7321/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.307e-01 Score 93.891 Data time: 0.2391, Forward time: 2.2668, Backward time: 3.0327, DDP time: 0.0046, Total iter time: 4.8734 [2020-11-16 03:18:31,036][root][INFO] - ===> Epoch[279](7322/26): Loss 0.2125, Sem 0.2125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.307e-01 Score 92.721 Data time: 0.1701, Forward time: 2.2667, Backward time: 3.0323, DDP time: 0.0046, Total iter time: 4.8442 [2020-11-16 03:18:38,021][root][INFO] - ===> Epoch[279](7323/26): Loss 0.2037, Sem 0.2037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.307e-01 Score 93.212 Data time: 0.1915, Forward time: 2.2667, Backward time: 3.0333, DDP time: 0.0046, Total iter time: 6.8941 [2020-11-16 03:18:43,224][root][INFO] - ===> Epoch[279](7324/26): Loss 0.2388, Sem 0.2388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.306e-01 Score 92.026 Data time: 0.1804, Forward time: 2.2665, Backward time: 3.0332, DDP time: 0.0046, Total iter time: 5.0962 [2020-11-16 03:18:48,349][root][INFO] - ===> Epoch[279](7325/26): Loss 0.2158, Sem 0.2158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.306e-01 Score 93.315 Data time: 0.1456, Forward time: 2.2660, Backward time: 3.0332, DDP time: 0.0046, Total iter time: 5.0365 [2020-11-16 03:18:53,491][root][INFO] - ===> Epoch[279](7326/26): Loss 0.1949, Sem 0.1949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.306e-01 Score 93.630 Data time: 0.2259, Forward time: 2.2662, Backward time: 3.0327, DDP time: 0.0046, Total iter time: 5.0726 [2020-11-16 03:19:00,026][root][INFO] - ===> Epoch[280](7327/26): Loss 0.2374, Sem 0.2374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.305e-01 Score 92.221 Data time: 0.1605, Forward time: 2.2660, Backward time: 3.0336, DDP time: 0.0046, Total iter time: 6.4336 [2020-11-16 03:19:06,103][root][INFO] - ===> Epoch[280](7328/26): Loss 0.1939, Sem 0.1939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.305e-01 Score 93.820 Data time: 0.1869, Forward time: 2.2657, Backward time: 3.0341, DDP time: 0.0046, Total iter time: 6.0023 [2020-11-16 03:19:11,044][root][INFO] - ===> Epoch[280](7329/26): Loss 0.1732, Sem 0.1732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.304e-01 Score 94.604 Data time: 0.2396, Forward time: 2.2657, Backward time: 3.0335, DDP time: 0.0046, Total iter time: 4.8591 [2020-11-16 03:19:16,261][root][INFO] - ===> Epoch[280](7330/26): Loss 0.2331, Sem 0.2331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.304e-01 Score 92.670 Data time: 0.2362, Forward time: 2.2659, Backward time: 3.0329, DDP time: 0.0046, Total iter time: 5.1303 [2020-11-16 03:19:22,358][root][INFO] - ===> Epoch[280](7331/26): Loss 0.2076, Sem 0.2076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.304e-01 Score 93.025 Data time: 0.1866, Forward time: 2.2660, Backward time: 3.0332, DDP time: 0.0046, Total iter time: 5.9962 [2020-11-16 03:19:27,594][root][INFO] - ===> Epoch[280](7332/26): Loss 0.1978, Sem 0.1978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.303e-01 Score 93.323 Data time: 0.1540, Forward time: 2.2655, Backward time: 3.0333, DDP time: 0.0046, Total iter time: 5.1381 [2020-11-16 03:19:33,711][root][INFO] - ===> Epoch[280](7333/26): Loss 0.2465, Sem 0.2465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.303e-01 Score 92.481 Data time: 0.2123, Forward time: 2.2657, Backward time: 3.0336, DDP time: 0.0046, Total iter time: 6.0537 [2020-11-16 03:19:39,839][root][INFO] - ===> Epoch[280](7334/26): Loss 0.2562, Sem 0.2562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.303e-01 Score 91.819 Data time: 0.1728, Forward time: 2.2656, Backward time: 3.0340, DDP time: 0.0046, Total iter time: 6.0216 [2020-11-16 03:19:44,612][root][INFO] - ===> Epoch[280](7335/26): Loss 0.1842, Sem 0.1842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.302e-01 Score 94.024 Data time: 0.2106, Forward time: 2.2652, Backward time: 3.0337, DDP time: 0.0046, Total iter time: 4.6771 [2020-11-16 03:19:50,521][root][INFO] - ===> Epoch[280](7336/26): Loss 0.2040, Sem 0.2040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.302e-01 Score 93.197 Data time: 0.2812, Forward time: 2.2658, Backward time: 3.0333, DDP time: 0.0046, Total iter time: 5.8186 [2020-11-16 03:19:56,576][root][INFO] - ===> Epoch[280](7337/26): Loss 0.2073, Sem 0.2073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.301e-01 Score 93.485 Data time: 0.1707, Forward time: 2.2656, Backward time: 3.0338, DDP time: 0.0046, Total iter time: 5.9546 [2020-11-16 03:20:01,820][root][INFO] - ===> Epoch[280](7338/26): Loss 0.2516, Sem 0.2516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.301e-01 Score 92.177 Data time: 0.1707, Forward time: 2.2653, Backward time: 3.0338, DDP time: 0.0046, Total iter time: 5.1576 [2020-11-16 03:20:06,632][root][INFO] - ===> Epoch[280](7339/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.301e-01 Score 93.481 Data time: 0.1808, Forward time: 2.2651, Backward time: 3.0334, DDP time: 0.0046, Total iter time: 4.7247 [2020-11-16 03:20:11,434][root][INFO] - ===> Epoch[280](7340/26): Loss 0.1886, Sem 0.1886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.300e-01 Score 93.698 Data time: 0.1919, Forward time: 2.2650, Backward time: 3.0328, DDP time: 0.0046, Total iter time: 4.7073 [2020-11-16 03:20:16,835][root][INFO] - ===> Epoch[280](7341/26): Loss 0.2219, Sem 0.2219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.300e-01 Score 93.034 Data time: 0.1474, Forward time: 2.2646, Backward time: 3.0331, DDP time: 0.0046, Total iter time: 5.3005 [2020-11-16 03:20:22,168][root][INFO] - ===> Epoch[280](7342/26): Loss 0.2008, Sem 0.2008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.300e-01 Score 93.749 Data time: 0.2131, Forward time: 2.2646, Backward time: 3.0328, DDP time: 0.0046, Total iter time: 5.2607 [2020-11-16 03:20:27,788][root][INFO] - ===> Epoch[280](7343/26): Loss 0.1905, Sem 0.1905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.299e-01 Score 93.778 Data time: 0.2262, Forward time: 2.2649, Backward time: 3.0325, DDP time: 0.0046, Total iter time: 5.5111 [2020-11-16 03:20:33,837][root][INFO] - ===> Epoch[280](7344/26): Loss 0.2213, Sem 0.2213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.299e-01 Score 92.914 Data time: 0.1866, Forward time: 2.2648, Backward time: 3.0328, DDP time: 0.0046, Total iter time: 5.9196 [2020-11-16 03:20:39,007][root][INFO] - ===> Epoch[280](7345/26): Loss 0.2426, Sem 0.2426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.298e-01 Score 92.652 Data time: 0.1792, Forward time: 2.2647, Backward time: 3.0326, DDP time: 0.0046, Total iter time: 5.0708 [2020-11-16 03:20:44,359][root][INFO] - ===> Epoch[280](7346/26): Loss 0.2069, Sem 0.2069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.298e-01 Score 93.424 Data time: 0.1367, Forward time: 2.2643, Backward time: 3.0328, DDP time: 0.0046, Total iter time: 5.2711 [2020-11-16 03:20:48,866][root][INFO] - ===> Epoch[280](7347/26): Loss 0.1809, Sem 0.1809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.298e-01 Score 93.945 Data time: 0.1840, Forward time: 2.2638, Backward time: 3.0324, DDP time: 0.0046, Total iter time: 4.3977 [2020-11-16 03:20:55,040][root][INFO] - ===> Epoch[280](7348/26): Loss 0.1905, Sem 0.1905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.297e-01 Score 93.448 Data time: 0.2264, Forward time: 2.2638, Backward time: 3.0328, DDP time: 0.0046, Total iter time: 6.0951 [2020-11-16 03:21:00,936][root][INFO] - ===> Epoch[280](7349/26): Loss 0.1944, Sem 0.1944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.297e-01 Score 93.474 Data time: 0.2714, Forward time: 2.2643, Backward time: 3.0324, DDP time: 0.0046, Total iter time: 5.7851 [2020-11-16 03:21:07,404][root][INFO] - ===> Epoch[280](7350/26): Loss 0.2110, Sem 0.2110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.297e-01 Score 93.342 Data time: 0.2048, Forward time: 2.2643, Backward time: 3.0330, DDP time: 0.0046, Total iter time: 6.3426 [2020-11-16 03:21:13,401][root][INFO] - ===> Epoch[280](7351/26): Loss 0.2335, Sem 0.2335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.296e-01 Score 92.209 Data time: 0.2090, Forward time: 2.2644, Backward time: 3.0332, DDP time: 0.0046, Total iter time: 5.8833 [2020-11-16 03:21:19,360][root][INFO] - ===> Epoch[280](7352/26): Loss 0.2425, Sem 0.2425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.296e-01 Score 92.333 Data time: 0.1584, Forward time: 2.2641, Backward time: 3.0336, DDP time: 0.0046, Total iter time: 5.8569 [2020-11-16 03:21:25,514][root][INFO] - ===> Epoch[281](7353/26): Loss 0.2252, Sem 0.2252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.295e-01 Score 92.553 Data time: 0.1753, Forward time: 2.2640, Backward time: 3.0341, DDP time: 0.0046, Total iter time: 6.0590 [2020-11-16 03:21:31,280][root][INFO] - ===> Epoch[281](7354/26): Loss 0.2323, Sem 0.2323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.295e-01 Score 93.002 Data time: 0.1464, Forward time: 2.2636, Backward time: 3.0346, DDP time: 0.0046, Total iter time: 5.6551 [2020-11-16 03:21:37,860][root][INFO] - ===> Epoch[281](7355/26): Loss 0.2010, Sem 0.2010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.295e-01 Score 93.679 Data time: 0.2232, Forward time: 2.2637, Backward time: 3.0351, DDP time: 0.0046, Total iter time: 6.4927 [2020-11-16 03:21:44,565][root][INFO] - ===> Epoch[281](7356/26): Loss 0.2263, Sem 0.2263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.294e-01 Score 92.805 Data time: 0.3557, Forward time: 2.2646, Backward time: 3.0349, DDP time: 0.0046, Total iter time: 6.6045 [2020-11-16 03:21:50,191][root][INFO] - ===> Epoch[281](7357/26): Loss 0.2163, Sem 0.2163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.294e-01 Score 93.010 Data time: 0.2379, Forward time: 2.2648, Backward time: 3.0347, DDP time: 0.0046, Total iter time: 5.5216 [2020-11-16 03:21:54,995][root][INFO] - ===> Epoch[281](7358/26): Loss 0.2047, Sem 0.2047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.294e-01 Score 93.338 Data time: 0.1757, Forward time: 2.2646, Backward time: 3.0342, DDP time: 0.0046, Total iter time: 4.7057 [2020-11-16 03:22:00,570][root][INFO] - ===> Epoch[281](7359/26): Loss 0.2308, Sem 0.2308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.293e-01 Score 92.823 Data time: 0.2008, Forward time: 2.2646, Backward time: 3.0342, DDP time: 0.0046, Total iter time: 5.4990 [2020-11-16 03:22:06,080][root][INFO] - ===> Epoch[281](7360/26): Loss 0.1986, Sem 0.1986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.293e-01 Score 93.400 Data time: 0.2309, Forward time: 2.2649, Backward time: 3.0337, DDP time: 0.0046, Total iter time: 5.4075 [2020-11-16 03:22:12,183][root][INFO] - ===> Epoch[281](7361/26): Loss 0.1778, Sem 0.1778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.292e-01 Score 93.977 Data time: 0.1843, Forward time: 2.2648, Backward time: 3.0341, DDP time: 0.0046, Total iter time: 5.9846 [2020-11-16 03:22:18,008][root][INFO] - ===> Epoch[281](7362/26): Loss 0.1987, Sem 0.1987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.292e-01 Score 93.883 Data time: 0.1865, Forward time: 2.2649, Backward time: 3.0342, DDP time: 0.0046, Total iter time: 5.7229 [2020-11-16 03:22:23,961][root][INFO] - ===> Epoch[281](7363/26): Loss 0.2538, Sem 0.2538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.292e-01 Score 91.971 Data time: 0.1865, Forward time: 2.2645, Backward time: 3.0348, DDP time: 0.0046, Total iter time: 5.8609 [2020-11-16 03:22:30,254][root][INFO] - ===> Epoch[281](7364/26): Loss 0.2098, Sem 0.2098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.291e-01 Score 93.067 Data time: 0.1998, Forward time: 2.2645, Backward time: 3.0352, DDP time: 0.0046, Total iter time: 6.2250 [2020-11-16 03:22:35,897][root][INFO] - ===> Epoch[281](7365/26): Loss 0.2326, Sem 0.2326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.291e-01 Score 92.344 Data time: 0.1581, Forward time: 2.2642, Backward time: 3.0355, DDP time: 0.0046, Total iter time: 5.5454 [2020-11-16 03:22:40,657][root][INFO] - ===> Epoch[281](7366/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.291e-01 Score 94.029 Data time: 0.1723, Forward time: 2.2639, Backward time: 3.0352, DDP time: 0.0046, Total iter time: 4.6947 [2020-11-16 03:22:45,261][root][INFO] - ===> Epoch[281](7367/26): Loss 0.2164, Sem 0.2164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.290e-01 Score 93.109 Data time: 0.2215, Forward time: 2.2638, Backward time: 3.0345, DDP time: 0.0046, Total iter time: 4.5300 [2020-11-16 03:22:51,625][root][INFO] - ===> Epoch[281](7368/26): Loss 0.2148, Sem 0.2148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.290e-01 Score 92.691 Data time: 0.1967, Forward time: 2.2635, Backward time: 3.0353, DDP time: 0.0046, Total iter time: 6.2748 [2020-11-16 03:22:56,300][root][INFO] - ===> Epoch[281](7369/26): Loss 0.2238, Sem 0.2238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.289e-01 Score 93.140 Data time: 0.2116, Forward time: 2.2636, Backward time: 3.0345, DDP time: 0.0046, Total iter time: 4.6033 [2020-11-16 03:23:02,670][root][INFO] - ===> Epoch[281](7370/26): Loss 0.2021, Sem 0.2021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.289e-01 Score 93.062 Data time: 0.1215, Forward time: 2.2630, Backward time: 3.0357, DDP time: 0.0046, Total iter time: 6.2641 [2020-11-16 03:23:08,427][root][INFO] - ===> Epoch[281](7371/26): Loss 0.2261, Sem 0.2261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.289e-01 Score 93.263 Data time: 0.2224, Forward time: 2.2633, Backward time: 3.0355, DDP time: 0.0046, Total iter time: 5.6758 [2020-11-16 03:23:13,568][root][INFO] - ===> Epoch[281](7372/26): Loss 0.1985, Sem 0.1985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.288e-01 Score 93.776 Data time: 0.1940, Forward time: 2.2633, Backward time: 3.0352, DDP time: 0.0046, Total iter time: 5.0307 [2020-11-16 03:23:19,759][root][INFO] - ===> Epoch[281](7373/26): Loss 0.2116, Sem 0.2116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.288e-01 Score 93.400 Data time: 0.2511, Forward time: 2.2634, Backward time: 3.0354, DDP time: 0.0046, Total iter time: 6.0939 [2020-11-16 03:23:24,466][root][INFO] - ===> Epoch[281](7374/26): Loss 0.2342, Sem 0.2342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.288e-01 Score 92.581 Data time: 0.1915, Forward time: 2.2634, Backward time: 3.0347, DDP time: 0.0046, Total iter time: 4.6033 [2020-11-16 03:23:30,445][root][INFO] - ===> Epoch[281](7375/26): Loss 0.1992, Sem 0.1992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.287e-01 Score 93.424 Data time: 0.1807, Forward time: 2.2632, Backward time: 3.0352, DDP time: 0.0046, Total iter time: 5.8888 [2020-11-16 03:23:35,512][root][INFO] - ===> Epoch[281](7376/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.287e-01 Score 92.836 Data time: 0.2257, Forward time: 2.2633, Backward time: 3.0346, DDP time: 0.0046, Total iter time: 4.9926 [2020-11-16 03:23:41,424][root][INFO] - ===> Epoch[281](7377/26): Loss 0.2517, Sem 0.2517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.286e-01 Score 91.966 Data time: 0.2837, Forward time: 2.2639, Backward time: 3.0341, DDP time: 0.0046, Total iter time: 5.8232 [2020-11-16 03:23:47,552][root][INFO] - ===> Epoch[281](7378/26): Loss 0.1884, Sem 0.1884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.286e-01 Score 93.731 Data time: 0.1886, Forward time: 2.2635, Backward time: 3.0348, DDP time: 0.0046, Total iter time: 6.0175 [2020-11-16 03:23:53,256][root][INFO] - ===> Epoch[282](7379/26): Loss 0.2132, Sem 0.2132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.286e-01 Score 93.134 Data time: 0.2533, Forward time: 2.2638, Backward time: 3.0345, DDP time: 0.0046, Total iter time: 5.6279 [2020-11-16 03:24:00,222][root][INFO] - ===> Epoch[282](7380/26): Loss 0.2373, Sem 0.2373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.285e-01 Score 92.570 Data time: 0.1603, Forward time: 2.2636, Backward time: 3.0356, DDP time: 0.0046, Total iter time: 6.8713 [2020-11-16 03:24:05,149][root][INFO] - ===> Epoch[282](7381/26): Loss 0.2237, Sem 0.2237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.285e-01 Score 92.546 Data time: 0.1668, Forward time: 2.2633, Backward time: 3.0354, DDP time: 0.0046, Total iter time: 4.8412 [2020-11-16 03:24:10,117][root][INFO] - ===> Epoch[282](7382/26): Loss 0.2184, Sem 0.2184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.285e-01 Score 93.101 Data time: 0.1721, Forward time: 2.2631, Backward time: 3.0352, DDP time: 0.0046, Total iter time: 4.9065 [2020-11-16 03:24:15,844][root][INFO] - ===> Epoch[282](7383/26): Loss 0.2337, Sem 0.2337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.284e-01 Score 92.643 Data time: 0.2362, Forward time: 2.2633, Backward time: 3.0350, DDP time: 0.0046, Total iter time: 5.6253 [2020-11-16 03:24:22,446][root][INFO] - ===> Epoch[282](7384/26): Loss 0.2599, Sem 0.2599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.284e-01 Score 92.059 Data time: 0.1744, Forward time: 2.2630, Backward time: 3.0359, DDP time: 0.0046, Total iter time: 6.4721 [2020-11-16 03:24:27,956][root][INFO] - ===> Epoch[282](7385/26): Loss 0.2507, Sem 0.2507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.283e-01 Score 92.359 Data time: 0.1969, Forward time: 2.2630, Backward time: 3.0358, DDP time: 0.0046, Total iter time: 5.3813 [2020-11-16 03:24:32,653][root][INFO] - ===> Epoch[282](7386/26): Loss 0.1959, Sem 0.1959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.283e-01 Score 93.617 Data time: 0.2046, Forward time: 2.2629, Backward time: 3.0351, DDP time: 0.0046, Total iter time: 4.5745 [2020-11-16 03:24:38,252][root][INFO] - ===> Epoch[282](7387/26): Loss 0.2155, Sem 0.2155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.283e-01 Score 92.910 Data time: 0.2402, Forward time: 2.2631, Backward time: 3.0349, DDP time: 0.0046, Total iter time: 5.4937 [2020-11-16 03:24:44,027][root][INFO] - ===> Epoch[282](7388/26): Loss 0.2238, Sem 0.2238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.282e-01 Score 92.948 Data time: 0.2231, Forward time: 2.2633, Backward time: 3.0348, DDP time: 0.0046, Total iter time: 5.6513 [2020-11-16 03:24:50,946][root][INFO] - ===> Epoch[282](7389/26): Loss 0.2055, Sem 0.2055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.282e-01 Score 93.448 Data time: 0.1449, Forward time: 2.2629, Backward time: 3.0360, DDP time: 0.0046, Total iter time: 6.7930 [2020-11-16 03:24:56,044][root][INFO] - ===> Epoch[282](7390/26): Loss 0.2243, Sem 0.2243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.281e-01 Score 93.149 Data time: 0.2302, Forward time: 2.2628, Backward time: 3.0357, DDP time: 0.0046, Total iter time: 5.0118 [2020-11-16 03:25:02,233][root][INFO] - ===> Epoch[282](7391/26): Loss 0.2269, Sem 0.2269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.281e-01 Score 92.471 Data time: 0.1802, Forward time: 2.2626, Backward time: 3.0362, DDP time: 0.0046, Total iter time: 6.0609 [2020-11-16 03:25:07,209][root][INFO] - ===> Epoch[282](7392/26): Loss 0.2017, Sem 0.2017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.281e-01 Score 93.431 Data time: 0.1752, Forward time: 2.2625, Backward time: 3.0358, DDP time: 0.0046, Total iter time: 4.8750 [2020-11-16 03:25:11,795][root][INFO] - ===> Epoch[282](7393/26): Loss 0.2253, Sem 0.2253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.280e-01 Score 92.830 Data time: 0.2138, Forward time: 2.2626, Backward time: 3.0350, DDP time: 0.0046, Total iter time: 4.4688 [2020-11-16 03:25:17,871][root][INFO] - ===> Epoch[282](7394/26): Loss 0.1999, Sem 0.1999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.280e-01 Score 93.761 Data time: 0.2215, Forward time: 2.2627, Backward time: 3.0352, DDP time: 0.0046, Total iter time: 5.9678 [2020-11-16 03:25:23,916][root][INFO] - ===> Epoch[282](7395/26): Loss 0.2353, Sem 0.2353, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.280e-01 Score 92.628 Data time: 0.2084, Forward time: 2.2628, Backward time: 3.0353, DDP time: 0.0046, Total iter time: 5.9270 [2020-11-16 03:25:29,833][root][INFO] - ===> Epoch[282](7396/26): Loss 0.2563, Sem 0.2563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.279e-01 Score 91.792 Data time: 0.1980, Forward time: 2.2628, Backward time: 3.0355, DDP time: 0.0046, Total iter time: 5.7940 [2020-11-16 03:25:35,894][root][INFO] - ===> Epoch[282](7397/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.279e-01 Score 92.968 Data time: 0.2109, Forward time: 2.2627, Backward time: 3.0358, DDP time: 0.0046, Total iter time: 5.9481 [2020-11-16 03:25:42,305][root][INFO] - ===> Epoch[282](7398/26): Loss 0.2474, Sem 0.2474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.278e-01 Score 92.181 Data time: 0.3425, Forward time: 2.2634, Backward time: 3.0356, DDP time: 0.0046, Total iter time: 6.2753 [2020-11-16 03:25:46,955][root][INFO] - ===> Epoch[282](7399/26): Loss 0.2391, Sem 0.2391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.278e-01 Score 92.243 Data time: 0.1650, Forward time: 2.2632, Backward time: 3.0350, DDP time: 0.0046, Total iter time: 4.5352 [2020-11-16 03:25:53,597][root][INFO] - ===> Epoch[282](7400/26): Loss 0.2711, Sem 0.2711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.278e-01 Score 91.814 Data time: 0.1956, Forward time: 2.2631, Backward time: 3.0358, DDP time: 0.0046, Total iter time: 6.5592 [2020-11-16 03:25:59,308][root][INFO] - ===> Epoch[282](7401/26): Loss 0.2425, Sem 0.2425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.277e-01 Score 92.221 Data time: 0.2515, Forward time: 2.2635, Backward time: 3.0354, DDP time: 0.0046, Total iter time: 5.6117 [2020-11-16 03:26:05,208][root][INFO] - ===> Epoch[282](7402/26): Loss 0.2221, Sem 0.2221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.277e-01 Score 92.846 Data time: 0.1359, Forward time: 2.2631, Backward time: 3.0360, DDP time: 0.0046, Total iter time: 5.7774 [2020-11-16 03:26:11,013][root][INFO] - ===> Epoch[282](7403/26): Loss 0.2145, Sem 0.2145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.277e-01 Score 93.126 Data time: 0.2204, Forward time: 2.2632, Backward time: 3.0360, DDP time: 0.0046, Total iter time: 5.7162 [2020-11-16 03:26:16,024][root][INFO] - ===> Epoch[282](7404/26): Loss 0.2422, Sem 0.2422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.276e-01 Score 92.552 Data time: 0.1926, Forward time: 2.2631, Backward time: 3.0356, DDP time: 0.0046, Total iter time: 4.9095 [2020-11-16 03:26:22,142][root][INFO] - ===> Epoch[283](7405/26): Loss 0.2426, Sem 0.2426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.276e-01 Score 92.843 Data time: 0.2762, Forward time: 2.2637, Backward time: 3.0353, DDP time: 0.0046, Total iter time: 6.0314 [2020-11-16 03:26:26,817][root][INFO] - ===> Epoch[283](7406/26): Loss 0.1836, Sem 0.1836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.275e-01 Score 94.258 Data time: 0.2060, Forward time: 2.2637, Backward time: 3.0346, DDP time: 0.0046, Total iter time: 4.5570 [2020-11-16 03:26:32,613][root][INFO] - ===> Epoch[283](7407/26): Loss 0.2111, Sem 0.2111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.275e-01 Score 93.290 Data time: 0.1936, Forward time: 2.2635, Backward time: 3.0349, DDP time: 0.0046, Total iter time: 5.6948 [2020-11-16 03:26:37,869][root][INFO] - ===> Epoch[283](7408/26): Loss 0.2505, Sem 0.2505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.275e-01 Score 91.840 Data time: 0.2198, Forward time: 2.2637, Backward time: 3.0345, DDP time: 0.0046, Total iter time: 5.1858 [2020-11-16 03:26:43,439][root][INFO] - ===> Epoch[283](7409/26): Loss 0.2315, Sem 0.2315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.274e-01 Score 92.976 Data time: 0.2073, Forward time: 2.2638, Backward time: 3.0343, DDP time: 0.0046, Total iter time: 5.4668 [2020-11-16 03:26:48,334][root][INFO] - ===> Epoch[283](7410/26): Loss 0.2637, Sem 0.2637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.274e-01 Score 92.158 Data time: 0.1700, Forward time: 2.2636, Backward time: 3.0339, DDP time: 0.0046, Total iter time: 4.7942 [2020-11-16 03:26:54,941][root][INFO] - ===> Epoch[283](7411/26): Loss 0.1882, Sem 0.1882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.274e-01 Score 93.655 Data time: 0.1791, Forward time: 2.2634, Backward time: 3.0348, DDP time: 0.0046, Total iter time: 6.5102 [2020-11-16 03:27:00,095][root][INFO] - ===> Epoch[283](7412/26): Loss 0.2247, Sem 0.2247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.273e-01 Score 92.888 Data time: 0.1994, Forward time: 2.2634, Backward time: 3.0344, DDP time: 0.0046, Total iter time: 5.0732 [2020-11-16 03:27:06,693][root][INFO] - ===> Epoch[283](7413/26): Loss 0.2428, Sem 0.2428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.273e-01 Score 92.869 Data time: 0.1994, Forward time: 2.2634, Backward time: 3.0351, DDP time: 0.0046, Total iter time: 6.4995 [2020-11-16 03:27:13,515][root][INFO] - ===> Epoch[283](7414/26): Loss 0.2611, Sem 0.2611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.272e-01 Score 91.421 Data time: 0.1221, Forward time: 2.2628, Backward time: 3.0365, DDP time: 0.0046, Total iter time: 6.7369 [2020-11-16 03:27:19,391][root][INFO] - ===> Epoch[283](7415/26): Loss 0.2327, Sem 0.2327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.272e-01 Score 92.589 Data time: 0.2113, Forward time: 2.2629, Backward time: 3.0365, DDP time: 0.0046, Total iter time: 5.8334 [2020-11-16 03:27:25,557][root][INFO] - ===> Epoch[283](7416/26): Loss 0.2296, Sem 0.2296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.272e-01 Score 92.587 Data time: 0.1749, Forward time: 2.2628, Backward time: 3.0370, DDP time: 0.0046, Total iter time: 6.0653 [2020-11-16 03:27:31,943][root][INFO] - ===> Epoch[283](7417/26): Loss 0.2350, Sem 0.2350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.271e-01 Score 92.682 Data time: 0.1886, Forward time: 2.2627, Backward time: 3.0376, DDP time: 0.0046, Total iter time: 6.3125 [2020-11-16 03:27:38,122][root][INFO] - ===> Epoch[283](7418/26): Loss 0.2705, Sem 0.2705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.271e-01 Score 91.942 Data time: 0.1441, Forward time: 2.2623, Backward time: 3.0383, DDP time: 0.0046, Total iter time: 6.0728 [2020-11-16 03:27:43,825][root][INFO] - ===> Epoch[283](7419/26): Loss 0.1888, Sem 0.1888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.271e-01 Score 94.304 Data time: 0.1797, Forward time: 2.2621, Backward time: 3.0386, DDP time: 0.0046, Total iter time: 5.6331 [2020-11-16 03:27:49,448][root][INFO] - ===> Epoch[283](7420/26): Loss 0.2332, Sem 0.2332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.270e-01 Score 92.562 Data time: 0.1979, Forward time: 2.2622, Backward time: 3.0385, DDP time: 0.0046, Total iter time: 5.5413 [2020-11-16 03:27:56,666][root][INFO] - ===> Epoch[283](7421/26): Loss 0.2266, Sem 0.2266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.270e-01 Score 92.414 Data time: 0.1830, Forward time: 2.2621, Backward time: 3.0396, DDP time: 0.0046, Total iter time: 7.1169 [2020-11-16 03:28:02,765][root][INFO] - ===> Epoch[283](7422/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.269e-01 Score 92.766 Data time: 0.2325, Forward time: 2.2624, Backward time: 3.0396, DDP time: 0.0046, Total iter time: 6.0098 [2020-11-16 03:28:07,430][root][INFO] - ===> Epoch[283](7423/26): Loss 0.2189, Sem 0.2189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.269e-01 Score 93.170 Data time: 0.1940, Forward time: 2.2623, Backward time: 3.0391, DDP time: 0.0046, Total iter time: 4.5515 [2020-11-16 03:28:13,066][root][INFO] - ===> Epoch[283](7424/26): Loss 0.2115, Sem 0.2115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.269e-01 Score 93.165 Data time: 0.1639, Forward time: 2.2620, Backward time: 3.0393, DDP time: 0.0046, Total iter time: 5.5334 [2020-11-16 03:28:19,778][root][INFO] - ===> Epoch[283](7425/26): Loss 0.2271, Sem 0.2271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.268e-01 Score 92.644 Data time: 0.1474, Forward time: 2.2615, Backward time: 3.0405, DDP time: 0.0046, Total iter time: 6.6291 [2020-11-16 03:28:26,300][root][INFO] - ===> Epoch[283](7426/26): Loss 0.1844, Sem 0.1844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.268e-01 Score 94.093 Data time: 0.3546, Forward time: 2.2622, Backward time: 3.0404, DDP time: 0.0046, Total iter time: 6.4561 [2020-11-16 03:28:30,928][root][INFO] - ===> Epoch[283](7427/26): Loss 0.2079, Sem 0.2079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.268e-01 Score 93.686 Data time: 0.1957, Forward time: 2.2623, Backward time: 3.0395, DDP time: 0.0046, Total iter time: 4.5183 [2020-11-16 03:28:35,268][root][INFO] - ===> Epoch[283](7428/26): Loss 0.2015, Sem 0.2015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.267e-01 Score 93.743 Data time: 0.1927, Forward time: 2.2620, Backward time: 3.0389, DDP time: 0.0046, Total iter time: 4.2328 [2020-11-16 03:28:40,214][root][INFO] - ===> Epoch[283](7429/26): Loss 0.2252, Sem 0.2252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.267e-01 Score 92.533 Data time: 0.2184, Forward time: 2.2622, Backward time: 3.0382, DDP time: 0.0046, Total iter time: 4.8687 [2020-11-16 03:28:44,848][root][INFO] - ===> Epoch[283](7430/26): Loss 0.1839, Sem 0.1839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.266e-01 Score 93.975 Data time: 0.1452, Forward time: 2.2619, Backward time: 3.0379, DDP time: 0.0046, Total iter time: 4.5279 [2020-11-16 03:28:51,064][root][INFO] - ===> Epoch[284](7431/26): Loss 0.1946, Sem 0.1946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.266e-01 Score 93.901 Data time: 0.2046, Forward time: 2.2618, Backward time: 3.0383, DDP time: 0.0046, Total iter time: 6.1227 [2020-11-16 03:28:56,951][root][INFO] - ===> Epoch[284](7432/26): Loss 0.1865, Sem 0.1865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.266e-01 Score 93.957 Data time: 0.2000, Forward time: 2.2618, Backward time: 3.0385, DDP time: 0.0046, Total iter time: 5.7740 [2020-11-16 03:29:02,910][root][INFO] - ===> Epoch[284](7433/26): Loss 0.2557, Sem 0.2557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.265e-01 Score 92.082 Data time: 0.2650, Forward time: 2.2623, Backward time: 3.0382, DDP time: 0.0046, Total iter time: 5.8307 [2020-11-16 03:29:07,777][root][INFO] - ===> Epoch[284](7434/26): Loss 0.1940, Sem 0.1940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.265e-01 Score 93.936 Data time: 0.1706, Forward time: 2.2622, Backward time: 3.0377, DDP time: 0.0046, Total iter time: 4.7373 [2020-11-16 03:29:13,330][root][INFO] - ===> Epoch[284](7435/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.265e-01 Score 92.861 Data time: 0.2531, Forward time: 2.2626, Backward time: 3.0372, DDP time: 0.0046, Total iter time: 5.4710 [2020-11-16 03:29:17,984][root][INFO] - ===> Epoch[284](7436/26): Loss 0.1901, Sem 0.1901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.264e-01 Score 93.893 Data time: 0.1710, Forward time: 2.2622, Backward time: 3.0369, DDP time: 0.0046, Total iter time: 4.5329 [2020-11-16 03:29:23,478][root][INFO] - ===> Epoch[284](7437/26): Loss 0.1887, Sem 0.1887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.264e-01 Score 94.277 Data time: 0.1907, Forward time: 2.2620, Backward time: 3.0369, DDP time: 0.0046, Total iter time: 5.3915 [2020-11-16 03:29:29,950][root][INFO] - ===> Epoch[284](7438/26): Loss 0.2311, Sem 0.2311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.263e-01 Score 92.633 Data time: 0.1899, Forward time: 2.2620, Backward time: 3.0375, DDP time: 0.0046, Total iter time: 6.3702 [2020-11-16 03:29:35,359][root][INFO] - ===> Epoch[284](7439/26): Loss 0.2137, Sem 0.2137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.263e-01 Score 93.025 Data time: 0.1441, Forward time: 2.2615, Backward time: 3.0377, DDP time: 0.0046, Total iter time: 5.3040 [2020-11-16 03:29:40,656][root][INFO] - ===> Epoch[284](7440/26): Loss 0.2051, Sem 0.2051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.263e-01 Score 93.460 Data time: 0.2455, Forward time: 2.2617, Backward time: 3.0372, DDP time: 0.0046, Total iter time: 5.2070 [2020-11-16 03:29:46,170][root][INFO] - ===> Epoch[284](7441/26): Loss 0.2137, Sem 0.2137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.262e-01 Score 93.497 Data time: 0.1898, Forward time: 2.2615, Backward time: 3.0373, DDP time: 0.0046, Total iter time: 5.4005 [2020-11-16 03:29:50,472][root][INFO] - ===> Epoch[284](7442/26): Loss 0.2008, Sem 0.2008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.262e-01 Score 93.400 Data time: 0.1957, Forward time: 2.2615, Backward time: 3.0365, DDP time: 0.0046, Total iter time: 4.2036 [2020-11-16 03:29:55,795][root][INFO] - ===> Epoch[284](7443/26): Loss 0.2114, Sem 0.2114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.262e-01 Score 93.065 Data time: 0.1358, Forward time: 2.2610, Backward time: 3.0367, DDP time: 0.0046, Total iter time: 5.2302 [2020-11-16 03:30:02,496][root][INFO] - ===> Epoch[284](7444/26): Loss 0.2146, Sem 0.2146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.261e-01 Score 93.101 Data time: 0.1622, Forward time: 2.2604, Backward time: 3.0380, DDP time: 0.0046, Total iter time: 6.6040 [2020-11-16 03:30:08,611][root][INFO] - ===> Epoch[284](7445/26): Loss 0.1923, Sem 0.1923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.261e-01 Score 93.810 Data time: 0.1842, Forward time: 2.2603, Backward time: 3.0384, DDP time: 0.0046, Total iter time: 6.0599 [2020-11-16 03:30:14,244][root][INFO] - ===> Epoch[284](7446/26): Loss 0.2182, Sem 0.2182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.260e-01 Score 93.204 Data time: 0.1617, Forward time: 2.2600, Backward time: 3.0387, DDP time: 0.0046, Total iter time: 5.5227 [2020-11-16 03:30:19,652][root][INFO] - ===> Epoch[284](7447/26): Loss 0.2321, Sem 0.2321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.260e-01 Score 93.079 Data time: 0.1640, Forward time: 2.2597, Backward time: 3.0389, DDP time: 0.0046, Total iter time: 5.3126 [2020-11-16 03:30:26,492][root][INFO] - ===> Epoch[284](7448/26): Loss 0.1771, Sem 0.1771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.260e-01 Score 94.365 Data time: 0.2480, Forward time: 2.2601, Backward time: 3.0393, DDP time: 0.0046, Total iter time: 6.7617 [2020-11-16 03:30:32,602][root][INFO] - ===> Epoch[284](7449/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.259e-01 Score 94.070 Data time: 0.2626, Forward time: 2.2605, Backward time: 3.0391, DDP time: 0.0046, Total iter time: 5.9782 [2020-11-16 03:30:38,963][root][INFO] - ===> Epoch[284](7450/26): Loss 0.1795, Sem 0.1795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.259e-01 Score 94.276 Data time: 0.2043, Forward time: 2.2606, Backward time: 3.0394, DDP time: 0.0046, Total iter time: 6.2517 [2020-11-16 03:30:44,546][root][INFO] - ===> Epoch[284](7451/26): Loss 0.1866, Sem 0.1866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.258e-01 Score 93.738 Data time: 0.1913, Forward time: 2.2606, Backward time: 3.0394, DDP time: 0.0046, Total iter time: 5.4719 [2020-11-16 03:30:49,766][root][INFO] - ===> Epoch[284](7452/26): Loss 0.2143, Sem 0.2143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.258e-01 Score 93.190 Data time: 0.1401, Forward time: 2.2601, Backward time: 3.0395, DDP time: 0.0046, Total iter time: 5.1059 [2020-11-16 03:30:54,962][root][INFO] - ===> Epoch[284](7453/26): Loss 0.2529, Sem 0.2529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.258e-01 Score 92.225 Data time: 0.2622, Forward time: 2.2604, Backward time: 3.0389, DDP time: 0.0046, Total iter time: 5.1285 [2020-11-16 03:31:02,427][root][INFO] - ===> Epoch[284](7454/26): Loss 0.2160, Sem 0.2160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.257e-01 Score 93.102 Data time: 0.4249, Forward time: 2.2614, Backward time: 3.0390, DDP time: 0.0046, Total iter time: 7.3610 [2020-11-16 03:31:08,864][root][INFO] - ===> Epoch[284](7455/26): Loss 0.2130, Sem 0.2130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.257e-01 Score 93.152 Data time: 0.2138, Forward time: 2.2617, Backward time: 3.0392, DDP time: 0.0046, Total iter time: 6.3114 [2020-11-16 03:31:16,342][root][INFO] - ===> Epoch[284](7456/26): Loss 0.2264, Sem 0.2264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.257e-01 Score 92.518 Data time: 0.1981, Forward time: 2.2618, Backward time: 3.0403, DDP time: 0.0046, Total iter time: 7.3726 [2020-11-16 03:31:21,759][root][INFO] - ===> Epoch[285](7457/26): Loss 0.2012, Sem 0.2012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.256e-01 Score 93.731 Data time: 0.2115, Forward time: 2.2621, Backward time: 3.0399, DDP time: 0.0046, Total iter time: 5.3108 [2020-11-16 03:31:26,425][root][INFO] - ===> Epoch[285](7458/26): Loss 0.2205, Sem 0.2205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.256e-01 Score 92.955 Data time: 0.2189, Forward time: 2.2622, Backward time: 3.0391, DDP time: 0.0046, Total iter time: 4.5375 [2020-11-16 03:31:32,476][root][INFO] - ===> Epoch[285](7459/26): Loss 0.1900, Sem 0.1900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.255e-01 Score 93.588 Data time: 0.2177, Forward time: 2.2624, Backward time: 3.0391, DDP time: 0.0046, Total iter time: 5.9224 [2020-11-16 03:31:37,879][root][INFO] - ===> Epoch[285](7460/26): Loss 0.2007, Sem 0.2007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.255e-01 Score 93.179 Data time: 0.2059, Forward time: 2.2625, Backward time: 3.0388, DDP time: 0.0046, Total iter time: 5.2637 [2020-11-16 03:31:42,968][root][INFO] - ===> Epoch[285](7461/26): Loss 0.2083, Sem 0.2083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.255e-01 Score 93.424 Data time: 0.1932, Forward time: 2.2624, Backward time: 3.0385, DDP time: 0.0046, Total iter time: 4.9780 [2020-11-16 03:31:48,602][root][INFO] - ===> Epoch[285](7462/26): Loss 0.1961, Sem 0.1961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.254e-01 Score 93.594 Data time: 0.2337, Forward time: 2.2627, Backward time: 3.0381, DDP time: 0.0046, Total iter time: 5.5200 [2020-11-16 03:31:53,548][root][INFO] - ===> Epoch[285](7463/26): Loss 0.2109, Sem 0.2109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.254e-01 Score 92.991 Data time: 0.1249, Forward time: 2.2622, Backward time: 3.0382, DDP time: 0.0046, Total iter time: 4.8291 [2020-11-16 03:31:58,514][root][INFO] - ===> Epoch[285](7464/26): Loss 0.2035, Sem 0.2035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.254e-01 Score 93.507 Data time: 0.1231, Forward time: 2.2615, Backward time: 3.0385, DDP time: 0.0046, Total iter time: 4.8802 [2020-11-16 03:32:04,382][root][INFO] - ===> Epoch[285](7465/26): Loss 0.2113, Sem 0.2113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.253e-01 Score 93.390 Data time: 0.2015, Forward time: 2.2615, Backward time: 3.0386, DDP time: 0.0046, Total iter time: 5.8199 [2020-11-16 03:32:10,085][root][INFO] - ===> Epoch[285](7466/26): Loss 0.1896, Sem 0.1896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.253e-01 Score 94.083 Data time: 0.1820, Forward time: 2.2614, Backward time: 3.0388, DDP time: 0.0046, Total iter time: 5.5947 [2020-11-16 03:32:15,895][root][INFO] - ===> Epoch[285](7467/26): Loss 0.1769, Sem 0.1769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.252e-01 Score 93.981 Data time: 0.2691, Forward time: 2.2619, Backward time: 3.0384, DDP time: 0.0046, Total iter time: 5.7055 [2020-11-16 03:32:21,736][root][INFO] - ===> Epoch[285](7468/26): Loss 0.2262, Sem 0.2262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.252e-01 Score 92.810 Data time: 0.2604, Forward time: 2.2624, Backward time: 3.0379, DDP time: 0.0046, Total iter time: 5.7189 [2020-11-16 03:32:28,263][root][INFO] - ===> Epoch[285](7469/26): Loss 0.2260, Sem 0.2260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.252e-01 Score 93.094 Data time: 0.2724, Forward time: 2.2630, Backward time: 3.0379, DDP time: 0.0046, Total iter time: 6.4195 [2020-11-16 03:32:33,239][root][INFO] - ===> Epoch[285](7470/26): Loss 0.2113, Sem 0.2113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.251e-01 Score 93.494 Data time: 0.1414, Forward time: 2.2627, Backward time: 3.0378, DDP time: 0.0046, Total iter time: 4.8585 [2020-11-16 03:32:38,839][root][INFO] - ===> Epoch[285](7471/26): Loss 0.2055, Sem 0.2055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.251e-01 Score 93.380 Data time: 0.1694, Forward time: 2.2623, Backward time: 3.0381, DDP time: 0.0046, Total iter time: 5.5256 [2020-11-16 03:32:44,640][root][INFO] - ===> Epoch[285](7472/26): Loss 0.2310, Sem 0.2310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.251e-01 Score 92.686 Data time: 0.2152, Forward time: 2.2624, Backward time: 3.0381, DDP time: 0.0046, Total iter time: 5.7612 [2020-11-16 03:32:49,609][root][INFO] - ===> Epoch[285](7473/26): Loss 0.2242, Sem 0.2242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.250e-01 Score 92.579 Data time: 0.1777, Forward time: 2.2623, Backward time: 3.0378, DDP time: 0.0046, Total iter time: 4.8706 [2020-11-16 03:32:54,518][root][INFO] - ===> Epoch[285](7474/26): Loss 0.1881, Sem 0.1881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.250e-01 Score 93.925 Data time: 0.1885, Forward time: 2.2622, Backward time: 3.0374, DDP time: 0.0046, Total iter time: 4.8260 [2020-11-16 03:32:59,357][root][INFO] - ===> Epoch[285](7475/26): Loss 0.1969, Sem 0.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.249e-01 Score 93.748 Data time: 0.1993, Forward time: 2.2621, Backward time: 3.0369, DDP time: 0.0046, Total iter time: 4.7413 [2020-11-16 03:33:04,395][root][INFO] - ===> Epoch[285](7476/26): Loss 0.2096, Sem 0.2096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.249e-01 Score 93.126 Data time: 0.1954, Forward time: 2.2622, Backward time: 3.0364, DDP time: 0.0046, Total iter time: 4.9422 [2020-11-16 03:33:12,205][root][INFO] - ===> Epoch[285](7477/26): Loss 0.1846, Sem 0.1846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.249e-01 Score 93.957 Data time: 0.1473, Forward time: 2.2618, Backward time: 3.0382, DDP time: 0.0046, Total iter time: 7.7128 [2020-11-16 03:33:18,024][root][INFO] - ===> Epoch[285](7478/26): Loss 0.2356, Sem 0.2356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.248e-01 Score 92.840 Data time: 0.1766, Forward time: 2.2616, Backward time: 3.0385, DDP time: 0.0046, Total iter time: 5.7502 [2020-11-16 03:33:24,268][root][INFO] - ===> Epoch[285](7479/26): Loss 0.2449, Sem 0.2449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.248e-01 Score 92.103 Data time: 0.1634, Forward time: 2.2614, Backward time: 3.0391, DDP time: 0.0046, Total iter time: 6.1547 [2020-11-16 03:33:30,530][root][INFO] - ===> Epoch[285](7480/26): Loss 0.2015, Sem 0.2015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.248e-01 Score 93.410 Data time: 0.1792, Forward time: 2.2612, Backward time: 3.0397, DDP time: 0.0046, Total iter time: 6.1515 [2020-11-16 03:33:36,125][root][INFO] - ===> Epoch[285](7481/26): Loss 0.2058, Sem 0.2058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.247e-01 Score 93.432 Data time: 0.2351, Forward time: 2.2615, Backward time: 3.0394, DDP time: 0.0046, Total iter time: 5.5049 [2020-11-16 03:33:41,579][root][INFO] - ===> Epoch[285](7482/26): Loss 0.2278, Sem 0.2278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.247e-01 Score 92.626 Data time: 0.1112, Forward time: 2.2609, Backward time: 3.0398, DDP time: 0.0046, Total iter time: 5.3339 [2020-11-16 03:33:48,264][root][INFO] - ===> Epoch[286](7483/26): Loss 0.2057, Sem 0.2057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.246e-01 Score 93.506 Data time: 0.1193, Forward time: 2.2603, Backward time: 3.0411, DDP time: 0.0046, Total iter time: 6.6165 [2020-11-16 03:33:54,066][root][INFO] - ===> Epoch[286](7484/26): Loss 0.1684, Sem 0.1684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.246e-01 Score 94.274 Data time: 0.1851, Forward time: 2.2601, Backward time: 3.0415, DDP time: 0.0046, Total iter time: 5.7838 [2020-11-16 03:33:59,529][root][INFO] - ===> Epoch[286](7485/26): Loss 0.2363, Sem 0.2363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.246e-01 Score 91.996 Data time: 0.1718, Forward time: 2.2600, Backward time: 3.0415, DDP time: 0.0046, Total iter time: 5.3787 [2020-11-16 03:34:04,947][root][INFO] - ===> Epoch[286](7486/26): Loss 0.2093, Sem 0.2093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.245e-01 Score 93.236 Data time: 0.2050, Forward time: 2.2597, Backward time: 3.0415, DDP time: 0.0046, Total iter time: 5.3204 [2020-11-16 03:34:10,001][root][INFO] - ===> Epoch[286](7487/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.245e-01 Score 93.514 Data time: 0.2450, Forward time: 2.2599, Backward time: 3.0410, DDP time: 0.0046, Total iter time: 4.9780 [2020-11-16 03:34:16,732][root][INFO] - ===> Epoch[286](7488/26): Loss 0.2203, Sem 0.2203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.245e-01 Score 93.160 Data time: 0.3690, Forward time: 2.2607, Backward time: 3.0408, DDP time: 0.0046, Total iter time: 6.6171 [2020-11-16 03:34:22,895][root][INFO] - ===> Epoch[286](7489/26): Loss 0.2202, Sem 0.2202, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.244e-01 Score 93.030 Data time: 0.1400, Forward time: 2.2604, Backward time: 3.0414, DDP time: 0.0046, Total iter time: 6.0486 [2020-11-16 03:34:27,660][root][INFO] - ===> Epoch[286](7490/26): Loss 0.1893, Sem 0.1893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.244e-01 Score 93.754 Data time: 0.2007, Forward time: 2.2603, Backward time: 3.0410, DDP time: 0.0046, Total iter time: 4.6930 [2020-11-16 03:34:32,979][root][INFO] - ===> Epoch[286](7491/26): Loss 0.2250, Sem 0.2250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.243e-01 Score 93.467 Data time: 0.2259, Forward time: 2.2605, Backward time: 3.0406, DDP time: 0.0046, Total iter time: 5.2261 [2020-11-16 03:34:37,472][root][INFO] - ===> Epoch[286](7492/26): Loss 0.2412, Sem 0.2412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.243e-01 Score 92.137 Data time: 0.2189, Forward time: 2.2605, Backward time: 3.0397, DDP time: 0.0046, Total iter time: 4.3791 [2020-11-16 03:34:43,314][root][INFO] - ===> Epoch[286](7493/26): Loss 0.2097, Sem 0.2097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.243e-01 Score 93.594 Data time: 0.2524, Forward time: 2.2610, Backward time: 3.0393, DDP time: 0.0046, Total iter time: 5.7432 [2020-11-16 03:34:48,176][root][INFO] - ===> Epoch[286](7494/26): Loss 0.2391, Sem 0.2391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.242e-01 Score 92.349 Data time: 0.2005, Forward time: 2.2610, Backward time: 3.0388, DDP time: 0.0046, Total iter time: 4.7309 [2020-11-16 03:34:54,485][root][INFO] - ===> Epoch[286](7495/26): Loss 0.2116, Sem 0.2116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.242e-01 Score 93.468 Data time: 0.1878, Forward time: 2.2609, Backward time: 3.0393, DDP time: 0.0046, Total iter time: 6.2171 [2020-11-16 03:35:00,293][root][INFO] - ===> Epoch[286](7496/26): Loss 0.1904, Sem 0.1904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.242e-01 Score 93.639 Data time: 0.2111, Forward time: 2.2610, Backward time: 3.0393, DDP time: 0.0046, Total iter time: 5.7132 [2020-11-16 03:35:05,032][root][INFO] - ===> Epoch[286](7497/26): Loss 0.1757, Sem 0.1757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.241e-01 Score 94.485 Data time: 0.2008, Forward time: 2.2610, Backward time: 3.0386, DDP time: 0.0046, Total iter time: 4.6201 [2020-11-16 03:35:10,256][root][INFO] - ===> Epoch[286](7498/26): Loss 0.2490, Sem 0.2490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.241e-01 Score 92.070 Data time: 0.1928, Forward time: 2.2611, Backward time: 3.0383, DDP time: 0.0046, Total iter time: 5.1133 [2020-11-16 03:35:14,909][root][INFO] - ===> Epoch[286](7499/26): Loss 0.2112, Sem 0.2112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.240e-01 Score 93.057 Data time: 0.1538, Forward time: 2.2608, Backward time: 3.0380, DDP time: 0.0046, Total iter time: 4.5568 [2020-11-16 03:35:20,489][root][INFO] - ===> Epoch[286](7500/26): Loss 0.2061, Sem 0.2061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.240e-01 Score 93.413 Data time: 0.2639, Forward time: 2.2609, Backward time: 3.0378, DDP time: 0.0046, Total iter time: 5.4853 [2020-11-16 03:35:21,339][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 03:35:21,468][root][INFO] - ===> Start testing [2020-11-16 03:36:38,179][root][INFO] - 101/312: Data time: 0.0037, Iter time: 0.2557 Loss 1.001 (AVG: 0.453) Score 75.511 (AVG: 87.630) mIOU 65.795 mAP 74.953 mAcc 77.008 IOU: 83.299 95.686 59.913 71.999 86.580 77.581 65.925 56.233 55.900 67.117 30.142 58.431 57.675 77.954 49.843 61.080 73.959 51.064 81.893 53.621 mAP: 83.603 97.528 64.925 82.185 90.447 80.928 68.699 72.315 61.978 75.222 52.680 63.483 70.010 77.704 57.789 91.363 93.465 72.182 82.245 60.306 mAcc: 91.854 98.772 71.891 87.862 90.571 79.102 72.635 72.518 70.500 81.461 32.703 65.907 89.894 89.741 56.807 72.828 95.688 58.481 84.995 75.946 [2020-11-16 03:37:58,269][root][INFO] - 201/312: Data time: 0.0044, Iter time: 0.4184 Loss 0.257 (AVG: 0.445) Score 94.198 (AVG: 87.869) mIOU 66.734 mAP 74.964 mAcc 77.072 IOU: 83.387 96.084 59.369 73.591 87.448 77.111 68.713 57.006 59.309 68.739 24.566 54.269 58.924 74.444 47.638 64.633 80.520 60.826 88.018 50.093 mAP: 83.523 97.491 64.914 75.630 88.304 81.483 68.646 70.371 66.129 68.952 52.458 57.689 66.960 79.234 58.031 93.430 93.520 82.183 88.308 62.031 mAcc: 91.162 98.812 73.188 84.951 91.233 78.342 76.862 76.317 75.844 80.770 26.164 61.712 84.142 84.621 52.569 74.301 96.714 67.120 92.184 74.437 [2020-11-16 03:39:16,247][root][INFO] - 301/312: Data time: 0.0048, Iter time: 0.2267 Loss 1.351 (AVG: 0.481) Score 73.777 (AVG: 87.345) mIOU 65.800 mAP 74.308 mAcc 76.340 IOU: 83.398 95.968 57.066 73.769 86.728 76.130 67.063 56.972 59.307 75.040 19.683 53.983 58.489 68.751 49.908 62.280 76.604 62.446 84.739 47.672 mAP: 83.081 97.446 63.732 76.782 89.175 80.782 69.101 70.853 66.901 65.633 50.481 57.906 64.767 79.727 58.436 92.560 92.603 82.387 85.426 58.373 mAcc: 91.365 98.926 69.690 85.044 91.459 77.535 76.508 75.254 76.934 85.921 20.974 62.279 82.503 80.802 54.503 72.408 95.198 68.939 92.298 68.263 [2020-11-16 03:39:23,011][root][INFO] - 312/312: Data time: 0.0017, Iter time: 0.1659 Loss 0.154 (AVG: 0.478) Score 94.525 (AVG: 87.391) mIOU 65.805 mAP 74.136 mAcc 76.297 IOU: 83.395 95.929 56.842 73.309 86.947 75.836 66.916 57.050 59.316 76.059 20.168 53.597 59.119 68.361 49.257 62.280 76.606 62.630 84.739 47.739 mAP: 83.032 97.473 62.979 75.555 89.049 80.101 69.178 70.634 67.191 66.231 50.194 57.167 65.289 79.106 57.313 92.560 92.733 82.657 85.426 58.849 mAcc: 91.367 98.924 69.552 84.785 91.555 77.372 76.465 75.322 76.998 86.718 21.471 61.772 82.517 80.361 53.727 72.408 95.197 68.942 92.298 68.197 [2020-11-16 03:39:23,012][root][INFO] - Finished test. Elapsed time: 241.5424 [2020-11-16 03:39:23,132][root][INFO] - Current best mIoU: 67.514 at iter 7000 [2020-11-16 03:39:27,692][root][INFO] - ===> Epoch[286](7501/26): Loss 0.2089, Sem 0.2089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.240e-01 Score 93.330 Data time: 0.2141, Forward time: 2.2609, Backward time: 3.0371, DDP time: 0.0046, Total iter time: 4.5536 [2020-11-16 03:39:31,870][root][INFO] - ===> Epoch[286](7502/26): Loss 0.2675, Sem 0.2675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.239e-01 Score 92.565 Data time: 0.1952, Forward time: 2.2608, Backward time: 3.0362, DDP time: 0.0046, Total iter time: 4.0905 [2020-11-16 03:39:37,395][root][INFO] - ===> Epoch[286](7503/26): Loss 0.2255, Sem 0.2255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.239e-01 Score 92.978 Data time: 0.1563, Forward time: 2.2606, Backward time: 3.0363, DDP time: 0.0046, Total iter time: 5.4344 [2020-11-16 03:39:41,988][root][INFO] - ===> Epoch[286](7504/26): Loss 0.2593, Sem 0.2593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.238e-01 Score 92.262 Data time: 0.1670, Forward time: 2.2604, Backward time: 3.0358, DDP time: 0.0046, Total iter time: 4.4973 [2020-11-16 03:39:48,155][root][INFO] - ===> Epoch[286](7505/26): Loss 0.2491, Sem 0.2491, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.238e-01 Score 91.934 Data time: 0.1697, Forward time: 2.2601, Backward time: 3.0364, DDP time: 0.0046, Total iter time: 6.0808 [2020-11-16 03:39:53,874][root][INFO] - ===> Epoch[286](7506/26): Loss 0.2679, Sem 0.2679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.238e-01 Score 90.902 Data time: 0.2104, Forward time: 2.2603, Backward time: 3.0364, DDP time: 0.0046, Total iter time: 5.6528 [2020-11-16 03:39:59,350][root][INFO] - ===> Epoch[286](7507/26): Loss 0.2107, Sem 0.2107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.237e-01 Score 93.095 Data time: 0.1384, Forward time: 2.2598, Backward time: 3.0367, DDP time: 0.0046, Total iter time: 5.3700 [2020-11-16 03:40:06,069][root][INFO] - ===> Epoch[286](7508/26): Loss 0.2399, Sem 0.2399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.237e-01 Score 92.156 Data time: 0.2533, Forward time: 2.2601, Backward time: 3.0370, DDP time: 0.0046, Total iter time: 6.6327 [2020-11-16 03:40:14,008][root][INFO] - ===> Epoch[287](7509/26): Loss 0.2335, Sem 0.2335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.237e-01 Score 92.574 Data time: 0.2342, Forward time: 2.2604, Backward time: 3.0382, DDP time: 0.0046, Total iter time: 7.8302 [2020-11-16 03:40:19,822][root][INFO] - ===> Epoch[287](7510/26): Loss 0.2263, Sem 0.2263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.236e-01 Score 92.652 Data time: 0.2092, Forward time: 2.2603, Backward time: 3.0383, DDP time: 0.0046, Total iter time: 5.7110 [2020-11-16 03:40:24,929][root][INFO] - ===> Epoch[287](7511/26): Loss 0.2359, Sem 0.2359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.236e-01 Score 92.206 Data time: 0.1908, Forward time: 2.2603, Backward time: 3.0381, DDP time: 0.0046, Total iter time: 5.0162 [2020-11-16 03:40:30,017][root][INFO] - ===> Epoch[287](7512/26): Loss 0.2033, Sem 0.2033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.235e-01 Score 93.519 Data time: 0.1547, Forward time: 2.2599, Backward time: 3.0380, DDP time: 0.0046, Total iter time: 5.0134 [2020-11-16 03:40:35,453][root][INFO] - ===> Epoch[287](7513/26): Loss 0.2009, Sem 0.2009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.235e-01 Score 93.744 Data time: 0.1455, Forward time: 2.2595, Backward time: 3.0382, DDP time: 0.0046, Total iter time: 5.3809 [2020-11-16 03:40:41,259][root][INFO] - ===> Epoch[287](7514/26): Loss 0.1966, Sem 0.1966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.235e-01 Score 93.449 Data time: 0.1949, Forward time: 2.2592, Backward time: 3.0387, DDP time: 0.0046, Total iter time: 5.7418 [2020-11-16 03:40:46,231][root][INFO] - ===> Epoch[287](7515/26): Loss 0.2005, Sem 0.2005, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.234e-01 Score 93.383 Data time: 0.2153, Forward time: 2.2594, Backward time: 3.0380, DDP time: 0.0046, Total iter time: 4.8746 [2020-11-16 03:40:51,860][root][INFO] - ===> Epoch[287](7516/26): Loss 0.2159, Sem 0.2159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.234e-01 Score 93.250 Data time: 0.1596, Forward time: 2.2590, Backward time: 3.0383, DDP time: 0.0046, Total iter time: 5.5214 [2020-11-16 03:40:57,655][root][INFO] - ===> Epoch[287](7517/26): Loss 0.2134, Sem 0.2134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.234e-01 Score 93.350 Data time: 0.1659, Forward time: 2.2587, Backward time: 3.0386, DDP time: 0.0046, Total iter time: 5.6979 [2020-11-16 03:41:04,556][root][INFO] - ===> Epoch[287](7518/26): Loss 0.2380, Sem 0.2380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.233e-01 Score 92.442 Data time: 0.2539, Forward time: 2.2588, Backward time: 3.0393, DDP time: 0.0046, Total iter time: 6.8210 [2020-11-16 03:41:11,789][root][INFO] - ===> Epoch[287](7519/26): Loss 0.2172, Sem 0.2172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.233e-01 Score 92.983 Data time: 0.2305, Forward time: 2.2592, Backward time: 3.0399, DDP time: 0.0046, Total iter time: 7.1144 [2020-11-16 03:41:18,221][root][INFO] - ===> Epoch[287](7520/26): Loss 0.2243, Sem 0.2243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.232e-01 Score 93.170 Data time: 0.1839, Forward time: 2.2591, Backward time: 3.0405, DDP time: 0.0046, Total iter time: 6.2986 [2020-11-16 03:41:24,088][root][INFO] - ===> Epoch[287](7521/26): Loss 0.2046, Sem 0.2046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.232e-01 Score 93.514 Data time: 0.2018, Forward time: 2.2591, Backward time: 3.0407, DDP time: 0.0046, Total iter time: 5.7696 [2020-11-16 03:41:29,818][root][INFO] - ===> Epoch[287](7522/26): Loss 0.2271, Sem 0.2271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.232e-01 Score 92.799 Data time: 0.2656, Forward time: 2.2595, Backward time: 3.0403, DDP time: 0.0046, Total iter time: 5.6166 [2020-11-16 03:41:35,594][root][INFO] - ===> Epoch[287](7523/26): Loss 0.2359, Sem 0.2359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.231e-01 Score 92.887 Data time: 0.2485, Forward time: 2.2596, Backward time: 3.0402, DDP time: 0.0046, Total iter time: 5.6586 [2020-11-16 03:41:42,546][root][INFO] - ===> Epoch[287](7524/26): Loss 0.1953, Sem 0.1953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.231e-01 Score 93.781 Data time: 0.2280, Forward time: 2.2599, Backward time: 3.0407, DDP time: 0.0046, Total iter time: 6.8429 [2020-11-16 03:41:48,096][root][INFO] - ===> Epoch[287](7525/26): Loss 0.2199, Sem 0.2199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.231e-01 Score 92.993 Data time: 0.1872, Forward time: 2.2599, Backward time: 3.0405, DDP time: 0.0046, Total iter time: 5.4160 [2020-11-16 03:41:54,484][root][INFO] - ===> Epoch[287](7526/26): Loss 0.2445, Sem 0.2445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.230e-01 Score 92.011 Data time: 0.2275, Forward time: 2.2600, Backward time: 3.0409, DDP time: 0.0046, Total iter time: 6.2820 [2020-11-16 03:41:59,405][root][INFO] - ===> Epoch[287](7527/26): Loss 0.2156, Sem 0.2156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.230e-01 Score 93.563 Data time: 0.2193, Forward time: 2.2602, Backward time: 3.0402, DDP time: 0.0046, Total iter time: 4.8104 [2020-11-16 03:42:04,653][root][INFO] - ===> Epoch[287](7528/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.229e-01 Score 92.737 Data time: 0.1263, Forward time: 2.2596, Backward time: 3.0405, DDP time: 0.0046, Total iter time: 5.1456 [2020-11-16 03:42:10,768][root][INFO] - ===> Epoch[287](7529/26): Loss 0.2238, Sem 0.2238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.229e-01 Score 93.200 Data time: 0.1859, Forward time: 2.2595, Backward time: 3.0409, DDP time: 0.0046, Total iter time: 6.0634 [2020-11-16 03:42:16,303][root][INFO] - ===> Epoch[287](7530/26): Loss 0.1986, Sem 0.1986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.229e-01 Score 93.509 Data time: 0.1730, Forward time: 2.2594, Backward time: 3.0410, DDP time: 0.0046, Total iter time: 5.4494 [2020-11-16 03:42:22,558][root][INFO] - ===> Epoch[287](7531/26): Loss 0.2359, Sem 0.2359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.228e-01 Score 92.499 Data time: 0.1909, Forward time: 2.2594, Backward time: 3.0414, DDP time: 0.0046, Total iter time: 6.1695 [2020-11-16 03:42:27,784][root][INFO] - ===> Epoch[287](7532/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.228e-01 Score 92.786 Data time: 0.1820, Forward time: 2.2593, Backward time: 3.0412, DDP time: 0.0046, Total iter time: 5.1310 [2020-11-16 03:42:33,573][root][INFO] - ===> Epoch[287](7533/26): Loss 0.2654, Sem 0.2654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.228e-01 Score 91.537 Data time: 0.2161, Forward time: 2.2594, Backward time: 3.0412, DDP time: 0.0046, Total iter time: 5.7039 [2020-11-16 03:42:39,697][root][INFO] - ===> Epoch[287](7534/26): Loss 0.2057, Sem 0.2057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.227e-01 Score 93.286 Data time: 0.3019, Forward time: 2.2599, Backward time: 3.0409, DDP time: 0.0046, Total iter time: 6.0191 [2020-11-16 03:42:45,122][root][INFO] - ===> Epoch[288](7535/26): Loss 0.2189, Sem 0.2189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.227e-01 Score 93.550 Data time: 0.1911, Forward time: 2.2600, Backward time: 3.0407, DDP time: 0.0046, Total iter time: 5.3111 [2020-11-16 03:42:50,645][root][INFO] - ===> Epoch[288](7536/26): Loss 0.2554, Sem 0.2554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.226e-01 Score 91.873 Data time: 0.2687, Forward time: 2.2601, Backward time: 3.0404, DDP time: 0.0046, Total iter time: 5.4272 [2020-11-16 03:42:55,780][root][INFO] - ===> Epoch[288](7537/26): Loss 0.2078, Sem 0.2078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.226e-01 Score 93.341 Data time: 0.1225, Forward time: 2.2596, Backward time: 3.0406, DDP time: 0.0046, Total iter time: 5.0232 [2020-11-16 03:43:01,554][root][INFO] - ===> Epoch[288](7538/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.226e-01 Score 93.810 Data time: 0.2296, Forward time: 2.2598, Backward time: 3.0406, DDP time: 0.0046, Total iter time: 5.7290 [2020-11-16 03:43:06,749][root][INFO] - ===> Epoch[288](7539/26): Loss 0.1823, Sem 0.1823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.225e-01 Score 94.091 Data time: 0.2036, Forward time: 2.2599, Backward time: 3.0402, DDP time: 0.0046, Total iter time: 5.1119 [2020-11-16 03:43:13,827][root][INFO] - ===> Epoch[288](7540/26): Loss 0.1997, Sem 0.1997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.225e-01 Score 93.667 Data time: 0.1418, Forward time: 2.2595, Backward time: 3.0414, DDP time: 0.0046, Total iter time: 6.9824 [2020-11-16 03:43:18,510][root][INFO] - ===> Epoch[288](7541/26): Loss 0.1992, Sem 0.1992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.225e-01 Score 93.383 Data time: 0.1909, Forward time: 2.2594, Backward time: 3.0409, DDP time: 0.0046, Total iter time: 4.6129 [2020-11-16 03:43:22,994][root][INFO] - ===> Epoch[288](7542/26): Loss 0.2069, Sem 0.2069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.224e-01 Score 93.443 Data time: 0.1950, Forward time: 2.2595, Backward time: 3.0401, DDP time: 0.0046, Total iter time: 4.3879 [2020-11-16 03:43:27,526][root][INFO] - ===> Epoch[288](7543/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.224e-01 Score 94.666 Data time: 0.2103, Forward time: 2.2595, Backward time: 3.0394, DDP time: 0.0046, Total iter time: 4.4272 [2020-11-16 03:43:33,288][root][INFO] - ===> Epoch[288](7544/26): Loss 0.2879, Sem 0.2879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.223e-01 Score 91.712 Data time: 0.1905, Forward time: 2.2594, Backward time: 3.0395, DDP time: 0.0046, Total iter time: 5.6560 [2020-11-16 03:43:39,330][root][INFO] - ===> Epoch[288](7545/26): Loss 0.2090, Sem 0.2090, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.223e-01 Score 92.963 Data time: 0.2152, Forward time: 2.2595, Backward time: 3.0396, DDP time: 0.0046, Total iter time: 5.9337 [2020-11-16 03:43:45,268][root][INFO] - ===> Epoch[288](7546/26): Loss 0.2338, Sem 0.2338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.223e-01 Score 92.533 Data time: 0.1482, Forward time: 2.2592, Backward time: 3.0401, DDP time: 0.0046, Total iter time: 5.8291 [2020-11-16 03:43:50,170][root][INFO] - ===> Epoch[288](7547/26): Loss 0.2264, Sem 0.2264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.222e-01 Score 93.074 Data time: 0.1314, Forward time: 2.2587, Backward time: 3.0402, DDP time: 0.0046, Total iter time: 4.8199 [2020-11-16 03:43:54,942][root][INFO] - ===> Epoch[288](7548/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.222e-01 Score 93.162 Data time: 0.2120, Forward time: 2.2587, Backward time: 3.0397, DDP time: 0.0046, Total iter time: 4.6958 [2020-11-16 03:43:59,642][root][INFO] - ===> Epoch[288](7549/26): Loss 0.1990, Sem 0.1990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.222e-01 Score 93.576 Data time: 0.2420, Forward time: 2.2588, Backward time: 3.0389, DDP time: 0.0046, Total iter time: 4.5913 [2020-11-16 03:44:05,053][root][INFO] - ===> Epoch[288](7550/26): Loss 0.2409, Sem 0.2409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.221e-01 Score 92.926 Data time: 0.2152, Forward time: 2.2588, Backward time: 3.0387, DDP time: 0.0046, Total iter time: 5.3122 [2020-11-16 03:44:10,434][root][INFO] - ===> Epoch[288](7551/26): Loss 0.1907, Sem 0.1907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.221e-01 Score 93.962 Data time: 0.2250, Forward time: 2.2591, Backward time: 3.0383, DDP time: 0.0046, Total iter time: 5.2684 [2020-11-16 03:44:15,711][root][INFO] - ===> Epoch[288](7552/26): Loss 0.2107, Sem 0.2107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.220e-01 Score 93.048 Data time: 0.2290, Forward time: 2.2593, Backward time: 3.0378, DDP time: 0.0046, Total iter time: 5.1777 [2020-11-16 03:44:21,088][root][INFO] - ===> Epoch[288](7553/26): Loss 0.1734, Sem 0.1734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.220e-01 Score 94.308 Data time: 0.1628, Forward time: 2.2591, Backward time: 3.0379, DDP time: 0.0046, Total iter time: 5.2772 [2020-11-16 03:44:28,682][root][INFO] - ===> Epoch[288](7554/26): Loss 0.2011, Sem 0.2011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.220e-01 Score 93.274 Data time: 0.1187, Forward time: 2.2586, Backward time: 3.0396, DDP time: 0.0046, Total iter time: 7.5168 [2020-11-16 03:44:34,701][root][INFO] - ===> Epoch[288](7555/26): Loss 0.2092, Sem 0.2092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.219e-01 Score 93.249 Data time: 0.1511, Forward time: 2.2581, Backward time: 3.0403, DDP time: 0.0046, Total iter time: 5.9790 [2020-11-16 03:44:40,069][root][INFO] - ===> Epoch[288](7556/26): Loss 0.1696, Sem 0.1696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.219e-01 Score 94.678 Data time: 0.2120, Forward time: 2.2583, Backward time: 3.0400, DDP time: 0.0046, Total iter time: 5.3130 [2020-11-16 03:44:44,578][root][INFO] - ===> Epoch[288](7557/26): Loss 0.1945, Sem 0.1945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.218e-01 Score 93.581 Data time: 0.1723, Forward time: 2.2581, Backward time: 3.0395, DDP time: 0.0046, Total iter time: 4.4088 [2020-11-16 03:44:50,844][root][INFO] - ===> Epoch[288](7558/26): Loss 0.1855, Sem 0.1855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.218e-01 Score 94.026 Data time: 0.3437, Forward time: 2.2587, Backward time: 3.0392, DDP time: 0.0046, Total iter time: 6.1687 [2020-11-16 03:44:55,875][root][INFO] - ===> Epoch[288](7559/26): Loss 0.1916, Sem 0.1916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.218e-01 Score 93.893 Data time: 0.2518, Forward time: 2.2589, Backward time: 3.0385, DDP time: 0.0046, Total iter time: 4.8953 [2020-11-16 03:45:01,705][root][INFO] - ===> Epoch[288](7560/26): Loss 0.2134, Sem 0.2134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.217e-01 Score 93.772 Data time: 0.2414, Forward time: 2.2593, Backward time: 3.0383, DDP time: 0.0046, Total iter time: 5.7231 [2020-11-16 03:45:07,766][root][INFO] - ===> Epoch[289](7561/26): Loss 0.2078, Sem 0.2078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.217e-01 Score 93.219 Data time: 0.2120, Forward time: 2.2595, Backward time: 3.0383, DDP time: 0.0046, Total iter time: 5.9424 [2020-11-16 03:45:12,990][root][INFO] - ===> Epoch[289](7562/26): Loss 0.1890, Sem 0.1890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.217e-01 Score 93.716 Data time: 0.1404, Forward time: 2.2591, Backward time: 3.0384, DDP time: 0.0046, Total iter time: 5.1283 [2020-11-16 03:45:19,628][root][INFO] - ===> Epoch[289](7563/26): Loss 0.2210, Sem 0.2210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.216e-01 Score 92.730 Data time: 0.1649, Forward time: 2.2588, Backward time: 3.0393, DDP time: 0.0046, Total iter time: 6.5749 [2020-11-16 03:45:25,164][root][INFO] - ===> Epoch[289](7564/26): Loss 0.2184, Sem 0.2184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.216e-01 Score 93.016 Data time: 0.1965, Forward time: 2.2589, Backward time: 3.0392, DDP time: 0.0046, Total iter time: 5.4729 [2020-11-16 03:45:31,203][root][INFO] - ===> Epoch[289](7565/26): Loss 0.2065, Sem 0.2065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.215e-01 Score 93.437 Data time: 0.1797, Forward time: 2.2588, Backward time: 3.0395, DDP time: 0.0046, Total iter time: 5.9219 [2020-11-16 03:45:37,887][root][INFO] - ===> Epoch[289](7566/26): Loss 0.1973, Sem 0.1973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.215e-01 Score 93.776 Data time: 0.1663, Forward time: 2.2585, Backward time: 3.0403, DDP time: 0.0046, Total iter time: 6.6037 [2020-11-16 03:45:42,760][root][INFO] - ===> Epoch[289](7567/26): Loss 0.2023, Sem 0.2023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.215e-01 Score 93.851 Data time: 0.2057, Forward time: 2.2584, Backward time: 3.0400, DDP time: 0.0046, Total iter time: 4.7927 [2020-11-16 03:45:48,236][root][INFO] - ===> Epoch[289](7568/26): Loss 0.2158, Sem 0.2158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.214e-01 Score 92.958 Data time: 0.2448, Forward time: 2.2588, Backward time: 3.0395, DDP time: 0.0046, Total iter time: 5.3703 [2020-11-16 03:45:54,408][root][INFO] - ===> Epoch[289](7569/26): Loss 0.1773, Sem 0.1773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.214e-01 Score 94.238 Data time: 0.2242, Forward time: 2.2591, Backward time: 3.0395, DDP time: 0.0046, Total iter time: 6.0674 [2020-11-16 03:46:00,356][root][INFO] - ===> Epoch[289](7570/26): Loss 0.2445, Sem 0.2445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.214e-01 Score 92.159 Data time: 0.2183, Forward time: 2.2593, Backward time: 3.0395, DDP time: 0.0046, Total iter time: 5.8515 [2020-11-16 03:46:05,633][root][INFO] - ===> Epoch[289](7571/26): Loss 0.2047, Sem 0.2047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.213e-01 Score 93.538 Data time: 0.2057, Forward time: 2.2593, Backward time: 3.0392, DDP time: 0.0046, Total iter time: 5.1713 [2020-11-16 03:46:13,090][root][INFO] - ===> Epoch[289](7572/26): Loss 0.1804, Sem 0.1804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.213e-01 Score 94.269 Data time: 0.2570, Forward time: 2.2598, Backward time: 3.0398, DDP time: 0.0046, Total iter time: 7.3716 [2020-11-16 03:46:18,189][root][INFO] - ===> Epoch[289](7573/26): Loss 0.1980, Sem 0.1980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.212e-01 Score 93.186 Data time: 0.1532, Forward time: 2.2596, Backward time: 3.0397, DDP time: 0.0046, Total iter time: 4.9879 [2020-11-16 03:46:23,897][root][INFO] - ===> Epoch[289](7574/26): Loss 0.2559, Sem 0.2559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.212e-01 Score 91.455 Data time: 0.2220, Forward time: 2.2595, Backward time: 3.0398, DDP time: 0.0046, Total iter time: 5.6237 [2020-11-16 03:46:27,859][root][INFO] - ===> Epoch[289](7575/26): Loss 0.2054, Sem 0.2054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.212e-01 Score 93.423 Data time: 0.1398, Forward time: 2.2591, Backward time: 3.0392, DDP time: 0.0046, Total iter time: 3.8721 [2020-11-16 03:46:34,255][root][INFO] - ===> Epoch[289](7576/26): Loss 0.2253, Sem 0.2253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.211e-01 Score 92.825 Data time: 0.1878, Forward time: 2.2590, Backward time: 3.0397, DDP time: 0.0046, Total iter time: 6.3213 [2020-11-16 03:46:40,656][root][INFO] - ===> Epoch[289](7577/26): Loss 0.1746, Sem 0.1746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.211e-01 Score 94.163 Data time: 0.1374, Forward time: 2.2586, Backward time: 3.0405, DDP time: 0.0046, Total iter time: 6.3154 [2020-11-16 03:46:45,708][root][INFO] - ===> Epoch[289](7578/26): Loss 0.1998, Sem 0.1998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.211e-01 Score 93.206 Data time: 0.2175, Forward time: 2.2587, Backward time: 3.0400, DDP time: 0.0046, Total iter time: 4.9899 [2020-11-16 03:46:51,209][root][INFO] - ===> Epoch[289](7579/26): Loss 0.1846, Sem 0.1846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.210e-01 Score 94.324 Data time: 0.2180, Forward time: 2.2586, Backward time: 3.0400, DDP time: 0.0046, Total iter time: 5.4066 [2020-11-16 03:46:56,859][root][INFO] - ===> Epoch[289](7580/26): Loss 0.2097, Sem 0.2097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.210e-01 Score 93.031 Data time: 0.2046, Forward time: 2.2586, Backward time: 3.0400, DDP time: 0.0046, Total iter time: 5.5577 [2020-11-16 03:47:02,907][root][INFO] - ===> Epoch[289](7581/26): Loss 0.1944, Sem 0.1944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.209e-01 Score 93.706 Data time: 0.2262, Forward time: 2.2590, Backward time: 3.0399, DDP time: 0.0046, Total iter time: 5.9404 [2020-11-16 03:47:09,057][root][INFO] - ===> Epoch[289](7582/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.209e-01 Score 94.408 Data time: 0.2022, Forward time: 2.2591, Backward time: 3.0400, DDP time: 0.0046, Total iter time: 6.0191 [2020-11-16 03:47:15,691][root][INFO] - ===> Epoch[289](7583/26): Loss 0.2075, Sem 0.2075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.209e-01 Score 93.118 Data time: 0.1268, Forward time: 2.2587, Backward time: 3.0411, DDP time: 0.0046, Total iter time: 6.5447 [2020-11-16 03:47:20,914][root][INFO] - ===> Epoch[289](7584/26): Loss 0.1866, Sem 0.1866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.208e-01 Score 93.786 Data time: 0.1571, Forward time: 2.2584, Backward time: 3.0411, DDP time: 0.0046, Total iter time: 5.1755 [2020-11-16 03:47:27,099][root][INFO] - ===> Epoch[289](7585/26): Loss 0.2069, Sem 0.2069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.208e-01 Score 93.424 Data time: 0.1770, Forward time: 2.2583, Backward time: 3.0416, DDP time: 0.0046, Total iter time: 6.1273 [2020-11-16 03:47:32,797][root][INFO] - ===> Epoch[289](7586/26): Loss 0.2121, Sem 0.2121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.208e-01 Score 92.965 Data time: 0.2051, Forward time: 2.2585, Backward time: 3.0415, DDP time: 0.0046, Total iter time: 5.6179 [2020-11-16 03:47:38,236][root][INFO] - ===> Epoch[290](7587/26): Loss 0.1991, Sem 0.1991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.207e-01 Score 93.590 Data time: 0.2292, Forward time: 2.2585, Backward time: 3.0412, DDP time: 0.0046, Total iter time: 5.3056 [2020-11-16 03:47:43,980][root][INFO] - ===> Epoch[290](7588/26): Loss 0.1531, Sem 0.1531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.207e-01 Score 95.064 Data time: 0.2287, Forward time: 2.2584, Backward time: 3.0414, DDP time: 0.0046, Total iter time: 5.6345 [2020-11-16 03:47:48,922][root][INFO] - ===> Epoch[290](7589/26): Loss 0.1707, Sem 0.1707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.206e-01 Score 94.589 Data time: 0.2280, Forward time: 2.2586, Backward time: 3.0407, DDP time: 0.0046, Total iter time: 4.8434 [2020-11-16 03:47:54,898][root][INFO] - ===> Epoch[290](7590/26): Loss 0.1892, Sem 0.1892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.206e-01 Score 94.297 Data time: 0.1864, Forward time: 2.2584, Backward time: 3.0410, DDP time: 0.0046, Total iter time: 5.8561 [2020-11-16 03:48:00,615][root][INFO] - ===> Epoch[290](7591/26): Loss 0.2332, Sem 0.2332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.206e-01 Score 93.034 Data time: 0.2314, Forward time: 2.2587, Backward time: 3.0408, DDP time: 0.0046, Total iter time: 5.6132 [2020-11-16 03:48:05,477][root][INFO] - ===> Epoch[290](7592/26): Loss 0.2033, Sem 0.2033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.205e-01 Score 93.279 Data time: 0.2157, Forward time: 2.2589, Backward time: 3.0402, DDP time: 0.0046, Total iter time: 4.7494 [2020-11-16 03:48:12,360][root][INFO] - ===> Epoch[290](7593/26): Loss 0.1736, Sem 0.1736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.205e-01 Score 94.280 Data time: 0.1896, Forward time: 2.2588, Backward time: 3.0409, DDP time: 0.0046, Total iter time: 6.7556 [2020-11-16 03:48:19,109][root][INFO] - ===> Epoch[290](7594/26): Loss 0.1950, Sem 0.1950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.205e-01 Score 93.542 Data time: 0.2212, Forward time: 2.2590, Backward time: 3.0414, DDP time: 0.0046, Total iter time: 6.6454 [2020-11-16 03:48:25,084][root][INFO] - ===> Epoch[290](7595/26): Loss 0.2236, Sem 0.2236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.204e-01 Score 92.942 Data time: 0.2389, Forward time: 2.2592, Backward time: 3.0414, DDP time: 0.0046, Total iter time: 5.8473 [2020-11-16 03:48:31,022][root][INFO] - ===> Epoch[290](7596/26): Loss 0.1883, Sem 0.1883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.204e-01 Score 94.069 Data time: 0.1443, Forward time: 2.2588, Backward time: 3.0419, DDP time: 0.0046, Total iter time: 5.8347 [2020-11-16 03:48:37,244][root][INFO] - ===> Epoch[290](7597/26): Loss 0.1789, Sem 0.1789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.203e-01 Score 94.150 Data time: 0.1847, Forward time: 2.2586, Backward time: 3.0424, DDP time: 0.0046, Total iter time: 6.1328 [2020-11-16 03:48:42,948][root][INFO] - ===> Epoch[290](7598/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.203e-01 Score 93.596 Data time: 0.1711, Forward time: 2.2585, Backward time: 3.0426, DDP time: 0.0046, Total iter time: 5.6378 [2020-11-16 03:48:49,562][root][INFO] - ===> Epoch[290](7599/26): Loss 0.2321, Sem 0.2321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.203e-01 Score 92.805 Data time: 0.1667, Forward time: 2.2583, Backward time: 3.0434, DDP time: 0.0046, Total iter time: 6.5261 [2020-11-16 03:48:56,364][root][INFO] - ===> Epoch[290](7600/26): Loss 0.1749, Sem 0.1749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.202e-01 Score 94.029 Data time: 0.1455, Forward time: 2.2579, Backward time: 3.0445, DDP time: 0.0046, Total iter time: 6.7188 [2020-11-16 03:49:01,240][root][INFO] - ===> Epoch[290](7601/26): Loss 0.1860, Sem 0.1860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.202e-01 Score 93.493 Data time: 0.1585, Forward time: 2.2577, Backward time: 3.0442, DDP time: 0.0046, Total iter time: 4.8206 [2020-11-16 03:49:05,592][root][INFO] - ===> Epoch[290](7602/26): Loss 0.2003, Sem 0.2003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.201e-01 Score 93.524 Data time: 0.1716, Forward time: 2.2575, Backward time: 3.0436, DDP time: 0.0046, Total iter time: 4.2688 [2020-11-16 03:49:11,333][root][INFO] - ===> Epoch[290](7603/26): Loss 0.2171, Sem 0.2171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.201e-01 Score 92.878 Data time: 0.1606, Forward time: 2.2572, Backward time: 3.0440, DDP time: 0.0046, Total iter time: 5.6507 [2020-11-16 03:49:17,684][root][INFO] - ===> Epoch[290](7604/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.201e-01 Score 93.270 Data time: 0.2163, Forward time: 2.2574, Backward time: 3.0442, DDP time: 0.0046, Total iter time: 6.2507 [2020-11-16 03:49:22,471][root][INFO] - ===> Epoch[290](7605/26): Loss 0.1930, Sem 0.1930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.200e-01 Score 93.221 Data time: 0.2316, Forward time: 2.2575, Backward time: 3.0435, DDP time: 0.0046, Total iter time: 4.6611 [2020-11-16 03:49:27,858][root][INFO] - ===> Epoch[290](7606/26): Loss 0.2123, Sem 0.2123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.200e-01 Score 92.866 Data time: 0.2615, Forward time: 2.2577, Backward time: 3.0431, DDP time: 0.0046, Total iter time: 5.2606 [2020-11-16 03:49:33,584][root][INFO] - ===> Epoch[290](7607/26): Loss 0.1979, Sem 0.1979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.200e-01 Score 93.616 Data time: 0.1850, Forward time: 2.2576, Backward time: 3.0432, DDP time: 0.0046, Total iter time: 5.6177 [2020-11-16 03:49:38,704][root][INFO] - ===> Epoch[290](7608/26): Loss 0.2149, Sem 0.2149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.199e-01 Score 92.827 Data time: 0.1738, Forward time: 2.2575, Backward time: 3.0430, DDP time: 0.0046, Total iter time: 5.0081 [2020-11-16 03:49:43,988][root][INFO] - ===> Epoch[290](7609/26): Loss 0.1944, Sem 0.1944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.199e-01 Score 93.792 Data time: 0.1922, Forward time: 2.2575, Backward time: 3.0428, DDP time: 0.0046, Total iter time: 5.1863 [2020-11-16 03:49:49,944][root][INFO] - ===> Epoch[290](7610/26): Loss 0.1926, Sem 0.1926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.198e-01 Score 94.108 Data time: 0.1808, Forward time: 2.2573, Backward time: 3.0431, DDP time: 0.0046, Total iter time: 5.8304 [2020-11-16 03:49:57,038][root][INFO] - ===> Epoch[290](7611/26): Loss 0.2120, Sem 0.2120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.198e-01 Score 93.525 Data time: 0.1748, Forward time: 2.2572, Backward time: 3.0441, DDP time: 0.0046, Total iter time: 7.0066 [2020-11-16 03:50:02,377][root][INFO] - ===> Epoch[290](7612/26): Loss 0.2039, Sem 0.2039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.198e-01 Score 93.411 Data time: 0.1981, Forward time: 2.2572, Backward time: 3.0439, DDP time: 0.0046, Total iter time: 5.2326 [2020-11-16 03:50:07,790][root][INFO] - ===> Epoch[291](7613/26): Loss 0.1851, Sem 0.1851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.197e-01 Score 94.155 Data time: 0.2038, Forward time: 2.2572, Backward time: 3.0437, DDP time: 0.0046, Total iter time: 5.3053 [2020-11-16 03:50:13,267][root][INFO] - ===> Epoch[291](7614/26): Loss 0.1858, Sem 0.1858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.197e-01 Score 94.131 Data time: 0.1658, Forward time: 2.2570, Backward time: 3.0437, DDP time: 0.0046, Total iter time: 5.3769 [2020-11-16 03:50:18,606][root][INFO] - ===> Epoch[291](7615/26): Loss 0.1946, Sem 0.1946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.197e-01 Score 93.529 Data time: 0.1332, Forward time: 2.2566, Backward time: 3.0440, DDP time: 0.0046, Total iter time: 5.2518 [2020-11-16 03:50:23,723][root][INFO] - ===> Epoch[291](7616/26): Loss 0.1993, Sem 0.1993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.196e-01 Score 93.240 Data time: 0.1648, Forward time: 2.2563, Backward time: 3.0439, DDP time: 0.0046, Total iter time: 5.0331 [2020-11-16 03:50:30,039][root][INFO] - ===> Epoch[291](7617/26): Loss 0.1816, Sem 0.1816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.196e-01 Score 94.135 Data time: 0.1294, Forward time: 2.2558, Backward time: 3.0448, DDP time: 0.0046, Total iter time: 6.2262 [2020-11-16 03:50:35,929][root][INFO] - ===> Epoch[291](7618/26): Loss 0.2163, Sem 0.2163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.195e-01 Score 93.128 Data time: 0.1578, Forward time: 2.2555, Backward time: 3.0452, DDP time: 0.0046, Total iter time: 5.8238 [2020-11-16 03:50:42,759][root][INFO] - ===> Epoch[291](7619/26): Loss 0.1961, Sem 0.1961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.195e-01 Score 93.410 Data time: 0.1489, Forward time: 2.2552, Backward time: 3.0462, DDP time: 0.0046, Total iter time: 6.7463 [2020-11-16 03:50:48,976][root][INFO] - ===> Epoch[291](7620/26): Loss 0.1927, Sem 0.1927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.195e-01 Score 93.970 Data time: 0.1261, Forward time: 2.2546, Backward time: 3.0472, DDP time: 0.0046, Total iter time: 6.1319 [2020-11-16 03:50:54,886][root][INFO] - ===> Epoch[291](7621/26): Loss 0.1898, Sem 0.1898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.194e-01 Score 94.047 Data time: 0.2911, Forward time: 2.2551, Backward time: 3.0469, DDP time: 0.0046, Total iter time: 5.8469 [2020-11-16 03:51:02,392][root][INFO] - ===> Epoch[291](7622/26): Loss 0.2034, Sem 0.2034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.194e-01 Score 93.426 Data time: 0.2259, Forward time: 2.2553, Backward time: 3.0478, DDP time: 0.0046, Total iter time: 7.3982 [2020-11-16 03:51:08,088][root][INFO] - ===> Epoch[291](7623/26): Loss 0.1747, Sem 0.1747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.194e-01 Score 94.328 Data time: 0.1865, Forward time: 2.2552, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 5.5752 [2020-11-16 03:51:14,527][root][INFO] - ===> Epoch[291](7624/26): Loss 0.2127, Sem 0.2127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.193e-01 Score 93.103 Data time: 0.1960, Forward time: 2.2551, Backward time: 3.0484, DDP time: 0.0046, Total iter time: 6.3414 [2020-11-16 03:51:20,702][root][INFO] - ===> Epoch[291](7625/26): Loss 0.1766, Sem 0.1766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.193e-01 Score 94.393 Data time: 0.2033, Forward time: 2.2552, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 6.0759 [2020-11-16 03:51:26,534][root][INFO] - ===> Epoch[291](7626/26): Loss 0.2096, Sem 0.2096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.192e-01 Score 93.560 Data time: 0.1860, Forward time: 2.2551, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 5.7322 [2020-11-16 03:51:32,069][root][INFO] - ===> Epoch[291](7627/26): Loss 0.2261, Sem 0.2261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.192e-01 Score 92.913 Data time: 0.1566, Forward time: 2.2547, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 5.4556 [2020-11-16 03:51:37,033][root][INFO] - ===> Epoch[291](7628/26): Loss 0.1791, Sem 0.1791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.192e-01 Score 94.175 Data time: 0.1605, Forward time: 2.2544, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 4.8970 [2020-11-16 03:51:42,672][root][INFO] - ===> Epoch[291](7629/26): Loss 0.2138, Sem 0.2138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.191e-01 Score 93.512 Data time: 0.2240, Forward time: 2.2545, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 5.5578 [2020-11-16 03:51:49,531][root][INFO] - ===> Epoch[291](7630/26): Loss 0.1945, Sem 0.1945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.191e-01 Score 93.766 Data time: 0.1733, Forward time: 2.2544, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 6.7586 [2020-11-16 03:51:55,371][root][INFO] - ===> Epoch[291](7631/26): Loss 0.2108, Sem 0.2108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.191e-01 Score 92.788 Data time: 0.1860, Forward time: 2.2544, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 5.7503 [2020-11-16 03:52:00,257][root][INFO] - ===> Epoch[291](7632/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.190e-01 Score 94.013 Data time: 0.1671, Forward time: 2.2542, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 4.7996 [2020-11-16 03:52:04,880][root][INFO] - ===> Epoch[291](7633/26): Loss 0.2447, Sem 0.2447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.190e-01 Score 92.059 Data time: 0.2313, Forward time: 2.2541, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 4.5340 [2020-11-16 03:52:10,763][root][INFO] - ===> Epoch[291](7634/26): Loss 0.2481, Sem 0.2481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.189e-01 Score 92.601 Data time: 0.2577, Forward time: 2.2546, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 5.7860 [2020-11-16 03:52:16,892][root][INFO] - ===> Epoch[291](7635/26): Loss 0.2212, Sem 0.2212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.189e-01 Score 93.014 Data time: 0.1913, Forward time: 2.2546, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 6.0240 [2020-11-16 03:52:23,392][root][INFO] - ===> Epoch[291](7636/26): Loss 0.1954, Sem 0.1954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.189e-01 Score 93.726 Data time: 0.2059, Forward time: 2.2545, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 6.3831 [2020-11-16 03:52:30,682][root][INFO] - ===> Epoch[291](7637/26): Loss 0.1851, Sem 0.1851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.188e-01 Score 94.079 Data time: 0.1463, Forward time: 2.2542, Backward time: 3.0507, DDP time: 0.0046, Total iter time: 7.2010 [2020-11-16 03:52:35,745][root][INFO] - ===> Epoch[291](7638/26): Loss 0.2244, Sem 0.2244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.188e-01 Score 92.388 Data time: 0.2120, Forward time: 2.2542, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 5.0137 [2020-11-16 03:52:41,037][root][INFO] - ===> Epoch[292](7639/26): Loss 0.2075, Sem 0.2075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.188e-01 Score 93.310 Data time: 0.2321, Forward time: 2.2545, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 5.1966 [2020-11-16 03:52:46,931][root][INFO] - ===> Epoch[292](7640/26): Loss 0.2806, Sem 0.2806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.187e-01 Score 91.549 Data time: 0.2455, Forward time: 2.2549, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 5.7801 [2020-11-16 03:52:52,173][root][INFO] - ===> Epoch[292](7641/26): Loss 0.2207, Sem 0.2207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.187e-01 Score 92.491 Data time: 0.1992, Forward time: 2.2549, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 5.1157 [2020-11-16 03:52:57,653][root][INFO] - ===> Epoch[292](7642/26): Loss 0.2193, Sem 0.2193, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.186e-01 Score 93.029 Data time: 0.1742, Forward time: 2.2547, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.3869 [2020-11-16 03:53:04,417][root][INFO] - ===> Epoch[292](7643/26): Loss 0.2345, Sem 0.2345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.186e-01 Score 92.077 Data time: 0.2409, Forward time: 2.2550, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 6.6898 [2020-11-16 03:53:09,499][root][INFO] - ===> Epoch[292](7644/26): Loss 0.2190, Sem 0.2190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.186e-01 Score 93.238 Data time: 0.2778, Forward time: 2.2552, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 4.9874 [2020-11-16 03:53:14,239][root][INFO] - ===> Epoch[292](7645/26): Loss 0.1962, Sem 0.1962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.185e-01 Score 93.631 Data time: 0.2253, Forward time: 2.2552, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 4.6280 [2020-11-16 03:53:20,659][root][INFO] - ===> Epoch[292](7646/26): Loss 0.2493, Sem 0.2493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.185e-01 Score 92.607 Data time: 0.1613, Forward time: 2.2548, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 6.3322 [2020-11-16 03:53:26,498][root][INFO] - ===> Epoch[292](7647/26): Loss 0.2525, Sem 0.2525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.185e-01 Score 92.699 Data time: 0.2670, Forward time: 2.2553, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 5.7853 [2020-11-16 03:53:31,472][root][INFO] - ===> Epoch[292](7648/26): Loss 0.2255, Sem 0.2255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.184e-01 Score 92.893 Data time: 0.2276, Forward time: 2.2554, Backward time: 3.0485, DDP time: 0.0046, Total iter time: 4.8592 [2020-11-16 03:53:38,004][root][INFO] - ===> Epoch[292](7649/26): Loss 0.2580, Sem 0.2580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.184e-01 Score 91.804 Data time: 0.3660, Forward time: 2.2561, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 6.4238 [2020-11-16 03:53:43,260][root][INFO] - ===> Epoch[292](7650/26): Loss 0.2167, Sem 0.2167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.183e-01 Score 92.896 Data time: 0.1651, Forward time: 2.2559, Backward time: 3.0481, DDP time: 0.0046, Total iter time: 5.1248 [2020-11-16 03:53:47,831][root][INFO] - ===> Epoch[292](7651/26): Loss 0.2521, Sem 0.2521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.183e-01 Score 91.734 Data time: 0.1897, Forward time: 2.2558, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 4.4787 [2020-11-16 03:53:53,896][root][INFO] - ===> Epoch[292](7652/26): Loss 0.1841, Sem 0.1841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.183e-01 Score 94.115 Data time: 0.1922, Forward time: 2.2557, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 5.9902 [2020-11-16 03:53:59,666][root][INFO] - ===> Epoch[292](7653/26): Loss 0.2245, Sem 0.2245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.182e-01 Score 92.988 Data time: 0.2454, Forward time: 2.2561, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 5.6796 [2020-11-16 03:54:04,352][root][INFO] - ===> Epoch[292](7654/26): Loss 0.2402, Sem 0.2402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.182e-01 Score 92.587 Data time: 0.1918, Forward time: 2.2561, Backward time: 3.0470, DDP time: 0.0046, Total iter time: 4.5537 [2020-11-16 03:54:11,466][root][INFO] - ===> Epoch[292](7655/26): Loss 0.2301, Sem 0.2301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.181e-01 Score 92.948 Data time: 0.1561, Forward time: 2.2558, Backward time: 3.0481, DDP time: 0.0046, Total iter time: 7.0202 [2020-11-16 03:54:16,222][root][INFO] - ===> Epoch[292](7656/26): Loss 0.2385, Sem 0.2385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.181e-01 Score 92.840 Data time: 0.1626, Forward time: 2.2556, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 4.7008 [2020-11-16 03:54:21,553][root][INFO] - ===> Epoch[292](7657/26): Loss 0.2000, Sem 0.2000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.181e-01 Score 93.599 Data time: 0.1971, Forward time: 2.2555, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 5.2539 [2020-11-16 03:54:27,654][root][INFO] - ===> Epoch[292](7658/26): Loss 0.2392, Sem 0.2392, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.180e-01 Score 92.400 Data time: 0.2306, Forward time: 2.2557, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 6.0078 [2020-11-16 03:54:32,775][root][INFO] - ===> Epoch[292](7659/26): Loss 0.2390, Sem 0.2390, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.180e-01 Score 92.732 Data time: 0.2097, Forward time: 2.2559, Backward time: 3.0473, DDP time: 0.0046, Total iter time: 5.0129 [2020-11-16 03:54:38,460][root][INFO] - ===> Epoch[292](7660/26): Loss 0.2461, Sem 0.2461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.180e-01 Score 91.790 Data time: 0.1945, Forward time: 2.2556, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 5.5874 [2020-11-16 03:54:43,411][root][INFO] - ===> Epoch[292](7661/26): Loss 0.2239, Sem 0.2239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.179e-01 Score 92.924 Data time: 0.1911, Forward time: 2.2556, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 4.8705 [2020-11-16 03:54:48,252][root][INFO] - ===> Epoch[292](7662/26): Loss 0.2342, Sem 0.2342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.179e-01 Score 92.704 Data time: 0.2054, Forward time: 2.2556, Backward time: 3.0467, DDP time: 0.0046, Total iter time: 4.7308 [2020-11-16 03:54:53,944][root][INFO] - ===> Epoch[292](7663/26): Loss 0.2337, Sem 0.2337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.178e-01 Score 92.466 Data time: 0.2245, Forward time: 2.2558, Backward time: 3.0465, DDP time: 0.0046, Total iter time: 5.6032 [2020-11-16 03:54:59,867][root][INFO] - ===> Epoch[292](7664/26): Loss 0.2212, Sem 0.2212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.178e-01 Score 92.838 Data time: 0.1783, Forward time: 2.2557, Backward time: 3.0467, DDP time: 0.0046, Total iter time: 5.8039 [2020-11-16 03:55:04,685][root][INFO] - ===> Epoch[293](7665/26): Loss 0.2425, Sem 0.2425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.178e-01 Score 92.325 Data time: 0.1843, Forward time: 2.2556, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 4.7271 [2020-11-16 03:55:10,690][root][INFO] - ===> Epoch[293](7666/26): Loss 0.2181, Sem 0.2181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.177e-01 Score 93.229 Data time: 0.2014, Forward time: 2.2556, Backward time: 3.0464, DDP time: 0.0046, Total iter time: 5.9141 [2020-11-16 03:55:15,336][root][INFO] - ===> Epoch[293](7667/26): Loss 0.2715, Sem 0.2715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.177e-01 Score 91.511 Data time: 0.2168, Forward time: 2.2557, Backward time: 3.0457, DDP time: 0.0046, Total iter time: 4.5409 [2020-11-16 03:55:20,777][root][INFO] - ===> Epoch[293](7668/26): Loss 0.1920, Sem 0.1920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.177e-01 Score 93.759 Data time: 0.2649, Forward time: 2.2561, Backward time: 3.0452, DDP time: 0.0046, Total iter time: 5.3228 [2020-11-16 03:55:27,518][root][INFO] - ===> Epoch[293](7669/26): Loss 0.2103, Sem 0.2103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.176e-01 Score 93.636 Data time: 0.2104, Forward time: 2.2562, Backward time: 3.0457, DDP time: 0.0046, Total iter time: 6.6332 [2020-11-16 03:55:32,880][root][INFO] - ===> Epoch[293](7670/26): Loss 0.2221, Sem 0.2221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.176e-01 Score 93.062 Data time: 0.1590, Forward time: 2.2560, Backward time: 3.0457, DDP time: 0.0046, Total iter time: 5.2677 [2020-11-16 03:55:38,249][root][INFO] - ===> Epoch[293](7671/26): Loss 0.2325, Sem 0.2325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.175e-01 Score 92.644 Data time: 0.1919, Forward time: 2.2560, Backward time: 3.0455, DDP time: 0.0046, Total iter time: 5.3087 [2020-11-16 03:55:43,620][root][INFO] - ===> Epoch[293](7672/26): Loss 0.2052, Sem 0.2052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.175e-01 Score 93.340 Data time: 0.2355, Forward time: 2.2562, Backward time: 3.0452, DDP time: 0.0046, Total iter time: 5.2582 [2020-11-16 03:55:49,355][root][INFO] - ===> Epoch[293](7673/26): Loss 0.1829, Sem 0.1829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.175e-01 Score 94.137 Data time: 0.2620, Forward time: 2.2566, Backward time: 3.0448, DDP time: 0.0046, Total iter time: 5.6347 [2020-11-16 03:55:55,107][root][INFO] - ===> Epoch[293](7674/26): Loss 0.2718, Sem 0.2718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.174e-01 Score 92.390 Data time: 0.1735, Forward time: 2.2565, Backward time: 3.0450, DDP time: 0.0046, Total iter time: 5.6429 [2020-11-16 03:56:01,027][root][INFO] - ===> Epoch[293](7675/26): Loss 0.2344, Sem 0.2344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.174e-01 Score 92.344 Data time: 0.2614, Forward time: 2.2569, Backward time: 3.0447, DDP time: 0.0046, Total iter time: 5.8104 [2020-11-16 03:56:06,204][root][INFO] - ===> Epoch[293](7676/26): Loss 0.2226, Sem 0.2226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.174e-01 Score 92.749 Data time: 0.2196, Forward time: 2.2569, Backward time: 3.0444, DDP time: 0.0046, Total iter time: 5.0369 [2020-11-16 03:56:11,361][root][INFO] - ===> Epoch[293](7677/26): Loss 0.2569, Sem 0.2569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.173e-01 Score 91.942 Data time: 0.1834, Forward time: 2.2568, Backward time: 3.0441, DDP time: 0.0046, Total iter time: 5.0525 [2020-11-16 03:56:17,818][root][INFO] - ===> Epoch[293](7678/26): Loss 0.2185, Sem 0.2185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.173e-01 Score 92.479 Data time: 0.1761, Forward time: 2.2566, Backward time: 3.0448, DDP time: 0.0046, Total iter time: 6.3375 [2020-11-16 03:56:22,835][root][INFO] - ===> Epoch[293](7679/26): Loss 0.2116, Sem 0.2116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.172e-01 Score 93.317 Data time: 0.2125, Forward time: 2.2568, Backward time: 3.0443, DDP time: 0.0046, Total iter time: 4.9387 [2020-11-16 03:56:29,590][root][INFO] - ===> Epoch[293](7680/26): Loss 0.2116, Sem 0.2116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.172e-01 Score 93.424 Data time: 0.1921, Forward time: 2.2566, Backward time: 3.0450, DDP time: 0.0046, Total iter time: 6.6498 [2020-11-16 03:56:34,417][root][INFO] - ===> Epoch[293](7681/26): Loss 0.2395, Sem 0.2395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.172e-01 Score 93.039 Data time: 0.1978, Forward time: 2.2566, Backward time: 3.0446, DDP time: 0.0046, Total iter time: 4.7287 [2020-11-16 03:56:40,656][root][INFO] - ===> Epoch[293](7682/26): Loss 0.2237, Sem 0.2237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.171e-01 Score 92.588 Data time: 0.2248, Forward time: 2.2568, Backward time: 3.0447, DDP time: 0.0046, Total iter time: 6.1387 [2020-11-16 03:56:45,690][root][INFO] - ===> Epoch[293](7683/26): Loss 0.1929, Sem 0.1929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.171e-01 Score 93.806 Data time: 0.2034, Forward time: 2.2569, Backward time: 3.0442, DDP time: 0.0046, Total iter time: 4.9284 [2020-11-16 03:56:51,478][root][INFO] - ===> Epoch[293](7684/26): Loss 0.2348, Sem 0.2348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.171e-01 Score 92.685 Data time: 0.2471, Forward time: 2.2569, Backward time: 3.0442, DDP time: 0.0046, Total iter time: 5.6808 [2020-11-16 03:56:56,543][root][INFO] - ===> Epoch[293](7685/26): Loss 0.2008, Sem 0.2008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.170e-01 Score 93.593 Data time: 0.1592, Forward time: 2.2567, Backward time: 3.0440, DDP time: 0.0046, Total iter time: 4.9715 [2020-11-16 03:57:02,833][root][INFO] - ===> Epoch[293](7686/26): Loss 0.2057, Sem 0.2057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.170e-01 Score 93.380 Data time: 0.1237, Forward time: 2.2562, Backward time: 3.0451, DDP time: 0.0046, Total iter time: 6.2027 [2020-11-16 03:57:09,011][root][INFO] - ===> Epoch[293](7687/26): Loss 0.2012, Sem 0.2012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.169e-01 Score 93.601 Data time: 0.2797, Forward time: 2.2567, Backward time: 3.0449, DDP time: 0.0046, Total iter time: 6.1532 [2020-11-16 03:57:15,693][root][INFO] - ===> Epoch[293](7688/26): Loss 0.2101, Sem 0.2101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.169e-01 Score 93.403 Data time: 0.2265, Forward time: 2.2568, Backward time: 3.0454, DDP time: 0.0046, Total iter time: 6.5713 [2020-11-16 03:57:20,608][root][INFO] - ===> Epoch[293](7689/26): Loss 0.2138, Sem 0.2138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.169e-01 Score 92.986 Data time: 0.1893, Forward time: 2.2568, Backward time: 3.0450, DDP time: 0.0046, Total iter time: 4.8223 [2020-11-16 03:57:26,150][root][INFO] - ===> Epoch[293](7690/26): Loss 0.2260, Sem 0.2260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.168e-01 Score 92.853 Data time: 0.1382, Forward time: 2.2565, Backward time: 3.0452, DDP time: 0.0046, Total iter time: 5.4412 [2020-11-16 03:57:31,089][root][INFO] - ===> Epoch[294](7691/26): Loss 0.2198, Sem 0.2198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.168e-01 Score 92.935 Data time: 0.1275, Forward time: 2.2560, Backward time: 3.0453, DDP time: 0.0046, Total iter time: 4.8644 [2020-11-16 03:57:35,730][root][INFO] - ===> Epoch[294](7692/26): Loss 0.2220, Sem 0.2220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.167e-01 Score 92.754 Data time: 0.2037, Forward time: 2.2559, Backward time: 3.0448, DDP time: 0.0046, Total iter time: 4.5924 [2020-11-16 03:57:41,645][root][INFO] - ===> Epoch[294](7693/26): Loss 0.1867, Sem 0.1867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.167e-01 Score 94.103 Data time: 0.2674, Forward time: 2.2564, Backward time: 3.0445, DDP time: 0.0046, Total iter time: 5.8202 [2020-11-16 03:57:46,841][root][INFO] - ===> Epoch[294](7694/26): Loss 0.1980, Sem 0.1980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.167e-01 Score 93.794 Data time: 0.1845, Forward time: 2.2564, Backward time: 3.0442, DDP time: 0.0046, Total iter time: 5.0640 [2020-11-16 03:57:53,104][root][INFO] - ===> Epoch[294](7695/26): Loss 0.2118, Sem 0.2118, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.166e-01 Score 93.381 Data time: 0.2739, Forward time: 2.2569, Backward time: 3.0439, DDP time: 0.0046, Total iter time: 6.1497 [2020-11-16 03:57:58,670][root][INFO] - ===> Epoch[294](7696/26): Loss 0.1812, Sem 0.1812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.166e-01 Score 94.189 Data time: 0.2296, Forward time: 2.2572, Backward time: 3.0435, DDP time: 0.0046, Total iter time: 5.4387 [2020-11-16 03:58:03,377][root][INFO] - ===> Epoch[294](7697/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.166e-01 Score 94.239 Data time: 0.1868, Forward time: 2.2572, Backward time: 3.0430, DDP time: 0.0046, Total iter time: 4.5974 [2020-11-16 03:58:10,606][root][INFO] - ===> Epoch[294](7698/26): Loss 0.1876, Sem 0.1876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.165e-01 Score 94.077 Data time: 0.2320, Forward time: 2.2571, Backward time: 3.0439, DDP time: 0.0046, Total iter time: 7.1392 [2020-11-16 03:58:15,243][root][INFO] - ===> Epoch[294](7699/26): Loss 0.1963, Sem 0.1963, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.165e-01 Score 93.985 Data time: 0.1826, Forward time: 2.2570, Backward time: 3.0434, DDP time: 0.0046, Total iter time: 4.5352 [2020-11-16 03:58:21,607][root][INFO] - ===> Epoch[294](7700/26): Loss 0.1998, Sem 0.1998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.164e-01 Score 93.768 Data time: 0.2033, Forward time: 2.2571, Backward time: 3.0438, DDP time: 0.0046, Total iter time: 6.2772 [2020-11-16 03:58:26,701][root][INFO] - ===> Epoch[294](7701/26): Loss 0.1974, Sem 0.1974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.164e-01 Score 94.116 Data time: 0.1873, Forward time: 2.2571, Backward time: 3.0435, DDP time: 0.0046, Total iter time: 4.9848 [2020-11-16 03:58:32,348][root][INFO] - ===> Epoch[294](7702/26): Loss 0.1709, Sem 0.1709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.164e-01 Score 94.211 Data time: 0.2782, Forward time: 2.2574, Backward time: 3.0431, DDP time: 0.0046, Total iter time: 5.5524 [2020-11-16 03:58:38,596][root][INFO] - ===> Epoch[294](7703/26): Loss 0.2114, Sem 0.2114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.163e-01 Score 93.153 Data time: 0.2676, Forward time: 2.2581, Backward time: 3.0428, DDP time: 0.0046, Total iter time: 6.1252 [2020-11-16 03:58:43,827][root][INFO] - ===> Epoch[294](7704/26): Loss 0.1957, Sem 0.1957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.163e-01 Score 93.364 Data time: 0.1718, Forward time: 2.2580, Backward time: 3.0426, DDP time: 0.0046, Total iter time: 5.1221 [2020-11-16 03:58:48,896][root][INFO] - ===> Epoch[294](7705/26): Loss 0.2181, Sem 0.2181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.163e-01 Score 93.134 Data time: 0.2551, Forward time: 2.2582, Backward time: 3.0421, DDP time: 0.0046, Total iter time: 4.9728 [2020-11-16 03:58:55,068][root][INFO] - ===> Epoch[294](7706/26): Loss 0.2023, Sem 0.2023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.162e-01 Score 93.283 Data time: 0.2568, Forward time: 2.2584, Backward time: 3.0421, DDP time: 0.0046, Total iter time: 6.0762 [2020-11-16 03:59:00,055][root][INFO] - ===> Epoch[294](7707/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.162e-01 Score 92.890 Data time: 0.1892, Forward time: 2.2583, Backward time: 3.0419, DDP time: 0.0046, Total iter time: 4.8962 [2020-11-16 03:59:06,814][root][INFO] - ===> Epoch[294](7708/26): Loss 0.2399, Sem 0.2399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.161e-01 Score 92.389 Data time: 0.2166, Forward time: 2.2585, Backward time: 3.0423, DDP time: 0.0046, Total iter time: 6.6695 [2020-11-16 03:59:12,602][root][INFO] - ===> Epoch[294](7709/26): Loss 0.2617, Sem 0.2617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.161e-01 Score 91.792 Data time: 0.1477, Forward time: 2.2581, Backward time: 3.0427, DDP time: 0.0046, Total iter time: 5.6988 [2020-11-16 03:59:17,284][root][INFO] - ===> Epoch[294](7710/26): Loss 0.2253, Sem 0.2253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.161e-01 Score 92.835 Data time: 0.2133, Forward time: 2.2581, Backward time: 3.0421, DDP time: 0.0046, Total iter time: 4.5725 [2020-11-16 03:59:22,325][root][INFO] - ===> Epoch[294](7711/26): Loss 0.2528, Sem 0.2528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.160e-01 Score 92.289 Data time: 0.2303, Forward time: 2.2583, Backward time: 3.0415, DDP time: 0.0046, Total iter time: 4.9347 [2020-11-16 03:59:27,497][root][INFO] - ===> Epoch[294](7712/26): Loss 0.2289, Sem 0.2289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.160e-01 Score 92.632 Data time: 0.1894, Forward time: 2.2582, Backward time: 3.0414, DDP time: 0.0046, Total iter time: 5.0784 [2020-11-16 03:59:33,159][root][INFO] - ===> Epoch[294](7713/26): Loss 0.2084, Sem 0.2084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.160e-01 Score 93.144 Data time: 0.2576, Forward time: 2.2586, Backward time: 3.0410, DDP time: 0.0046, Total iter time: 5.5764 [2020-11-16 03:59:39,117][root][INFO] - ===> Epoch[294](7714/26): Loss 0.2276, Sem 0.2276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.159e-01 Score 92.771 Data time: 0.2921, Forward time: 2.2590, Backward time: 3.0407, DDP time: 0.0046, Total iter time: 5.8309 [2020-11-16 03:59:45,521][root][INFO] - ===> Epoch[294](7715/26): Loss 0.2100, Sem 0.2100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.159e-01 Score 93.345 Data time: 0.3432, Forward time: 2.2596, Backward time: 3.0405, DDP time: 0.0046, Total iter time: 6.2886 [2020-11-16 03:59:50,821][root][INFO] - ===> Epoch[294](7716/26): Loss 0.2215, Sem 0.2215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.158e-01 Score 93.499 Data time: 0.1900, Forward time: 2.2597, Backward time: 3.0402, DDP time: 0.0046, Total iter time: 5.1786 [2020-11-16 03:59:56,660][root][INFO] - ===> Epoch[295](7717/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.158e-01 Score 93.465 Data time: 0.1859, Forward time: 2.2594, Backward time: 3.0406, DDP time: 0.0046, Total iter time: 5.7145 [2020-11-16 04:00:01,678][root][INFO] - ===> Epoch[295](7718/26): Loss 0.2128, Sem 0.2128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.158e-01 Score 93.208 Data time: 0.1356, Forward time: 2.2589, Backward time: 3.0406, DDP time: 0.0046, Total iter time: 4.9266 [2020-11-16 04:00:07,613][root][INFO] - ===> Epoch[295](7719/26): Loss 0.2234, Sem 0.2234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.157e-01 Score 92.755 Data time: 0.2157, Forward time: 2.2590, Backward time: 3.0408, DDP time: 0.0046, Total iter time: 5.8508 [2020-11-16 04:00:12,539][root][INFO] - ===> Epoch[295](7720/26): Loss 0.2056, Sem 0.2056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.157e-01 Score 93.406 Data time: 0.1776, Forward time: 2.2589, Backward time: 3.0404, DDP time: 0.0046, Total iter time: 4.8068 [2020-11-16 04:00:18,037][root][INFO] - ===> Epoch[295](7721/26): Loss 0.2686, Sem 0.2686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.157e-01 Score 91.127 Data time: 0.2427, Forward time: 2.2591, Backward time: 3.0401, DDP time: 0.0046, Total iter time: 5.3825 [2020-11-16 04:00:23,107][root][INFO] - ===> Epoch[295](7722/26): Loss 0.2308, Sem 0.2308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.156e-01 Score 92.603 Data time: 0.1571, Forward time: 2.2589, Backward time: 3.0399, DDP time: 0.0046, Total iter time: 4.9534 [2020-11-16 04:00:28,807][root][INFO] - ===> Epoch[295](7723/26): Loss 0.1862, Sem 0.1862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.156e-01 Score 93.662 Data time: 0.1643, Forward time: 2.2586, Backward time: 3.0402, DDP time: 0.0046, Total iter time: 5.5944 [2020-11-16 04:00:34,168][root][INFO] - ===> Epoch[295](7724/26): Loss 0.2446, Sem 0.2446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.155e-01 Score 91.974 Data time: 0.2629, Forward time: 2.2589, Backward time: 3.0398, DDP time: 0.0046, Total iter time: 5.2771 [2020-11-16 04:00:39,241][root][INFO] - ===> Epoch[295](7725/26): Loss 0.1916, Sem 0.1916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.155e-01 Score 93.819 Data time: 0.2040, Forward time: 2.2588, Backward time: 3.0395, DDP time: 0.0046, Total iter time: 4.9556 [2020-11-16 04:00:44,232][root][INFO] - ===> Epoch[295](7726/26): Loss 0.2079, Sem 0.2079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.155e-01 Score 93.306 Data time: 0.1358, Forward time: 2.2585, Backward time: 3.0395, DDP time: 0.0046, Total iter time: 4.8869 [2020-11-16 04:00:50,208][root][INFO] - ===> Epoch[295](7727/26): Loss 0.2166, Sem 0.2166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.154e-01 Score 92.968 Data time: 0.2367, Forward time: 2.2585, Backward time: 3.0396, DDP time: 0.0046, Total iter time: 5.8774 [2020-11-16 04:00:55,226][root][INFO] - ===> Epoch[295](7728/26): Loss 0.1571, Sem 0.1571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.154e-01 Score 94.869 Data time: 0.1173, Forward time: 2.2580, Backward time: 3.0398, DDP time: 0.0046, Total iter time: 4.9137 [2020-11-16 04:01:02,384][root][INFO] - ===> Epoch[295](7729/26): Loss 0.2047, Sem 0.2047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.154e-01 Score 93.326 Data time: 0.2115, Forward time: 2.2581, Backward time: 3.0406, DDP time: 0.0046, Total iter time: 7.1034 [2020-11-16 04:01:09,078][root][INFO] - ===> Epoch[295](7730/26): Loss 0.2244, Sem 0.2244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.153e-01 Score 92.758 Data time: 0.1684, Forward time: 2.2579, Backward time: 3.0413, DDP time: 0.0046, Total iter time: 6.5702 [2020-11-16 04:01:15,102][root][INFO] - ===> Epoch[295](7731/26): Loss 0.1925, Sem 0.1925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.153e-01 Score 93.740 Data time: 0.2150, Forward time: 2.2580, Backward time: 3.0414, DDP time: 0.0046, Total iter time: 5.9314 [2020-11-16 04:01:21,022][root][INFO] - ===> Epoch[295](7732/26): Loss 0.1895, Sem 0.1895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.152e-01 Score 94.164 Data time: 0.1881, Forward time: 2.2580, Backward time: 3.0416, DDP time: 0.0046, Total iter time: 5.8144 [2020-11-16 04:01:26,932][root][INFO] - ===> Epoch[295](7733/26): Loss 0.1872, Sem 0.1872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.152e-01 Score 93.878 Data time: 0.2390, Forward time: 2.2582, Backward time: 3.0415, DDP time: 0.0046, Total iter time: 5.8197 [2020-11-16 04:01:31,775][root][INFO] - ===> Epoch[295](7734/26): Loss 0.2319, Sem 0.2319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.152e-01 Score 92.485 Data time: 0.1863, Forward time: 2.2582, Backward time: 3.0411, DDP time: 0.0046, Total iter time: 4.7395 [2020-11-16 04:01:38,734][root][INFO] - ===> Epoch[295](7735/26): Loss 0.2127, Sem 0.2127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.151e-01 Score 92.777 Data time: 0.1852, Forward time: 2.2582, Backward time: 3.0418, DDP time: 0.0046, Total iter time: 6.8678 [2020-11-16 04:01:43,714][root][INFO] - ===> Epoch[295](7736/26): Loss 0.1843, Sem 0.1843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.151e-01 Score 93.866 Data time: 0.1746, Forward time: 2.2580, Backward time: 3.0416, DDP time: 0.0046, Total iter time: 4.9040 [2020-11-16 04:01:49,337][root][INFO] - ===> Epoch[295](7737/26): Loss 0.2103, Sem 0.2103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.150e-01 Score 93.425 Data time: 0.2584, Forward time: 2.2583, Backward time: 3.0413, DDP time: 0.0046, Total iter time: 5.5660 [2020-11-16 04:01:54,492][root][INFO] - ===> Epoch[295](7738/26): Loss 0.2288, Sem 0.2288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.150e-01 Score 92.437 Data time: 0.1721, Forward time: 2.2583, Backward time: 3.0410, DDP time: 0.0046, Total iter time: 5.0543 [2020-11-16 04:01:59,664][root][INFO] - ===> Epoch[295](7739/26): Loss 0.2462, Sem 0.2462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.150e-01 Score 92.433 Data time: 0.1767, Forward time: 2.2582, Backward time: 3.0409, DDP time: 0.0046, Total iter time: 5.0981 [2020-11-16 04:02:05,690][root][INFO] - ===> Epoch[295](7740/26): Loss 0.1912, Sem 0.1912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.149e-01 Score 93.543 Data time: 0.1733, Forward time: 2.2580, Backward time: 3.0413, DDP time: 0.0046, Total iter time: 5.9477 [2020-11-16 04:02:12,130][root][INFO] - ===> Epoch[295](7741/26): Loss 0.2390, Sem 0.2390, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.149e-01 Score 91.721 Data time: 0.3436, Forward time: 2.2585, Backward time: 3.0411, DDP time: 0.0046, Total iter time: 6.3464 [2020-11-16 04:02:18,142][root][INFO] - ===> Epoch[295](7742/26): Loss 0.1853, Sem 0.1853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.149e-01 Score 94.074 Data time: 0.2125, Forward time: 2.2588, Backward time: 3.0410, DDP time: 0.0046, Total iter time: 5.8965 [2020-11-16 04:02:24,121][root][INFO] - ===> Epoch[296](7743/26): Loss 0.1693, Sem 0.1693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.148e-01 Score 94.200 Data time: 0.1645, Forward time: 2.2585, Backward time: 3.0415, DDP time: 0.0046, Total iter time: 5.8580 [2020-11-16 04:02:29,547][root][INFO] - ===> Epoch[296](7744/26): Loss 0.2056, Sem 0.2056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.148e-01 Score 93.588 Data time: 0.1617, Forward time: 2.2583, Backward time: 3.0416, DDP time: 0.0046, Total iter time: 5.3550 [2020-11-16 04:02:35,237][root][INFO] - ===> Epoch[296](7745/26): Loss 0.2049, Sem 0.2049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.147e-01 Score 93.520 Data time: 0.2073, Forward time: 2.2584, Backward time: 3.0415, DDP time: 0.0046, Total iter time: 5.6031 [2020-11-16 04:02:41,311][root][INFO] - ===> Epoch[296](7746/26): Loss 0.2358, Sem 0.2358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.147e-01 Score 92.689 Data time: 0.1471, Forward time: 2.2581, Backward time: 3.0420, DDP time: 0.0046, Total iter time: 5.9610 [2020-11-16 04:02:47,138][root][INFO] - ===> Epoch[296](7747/26): Loss 0.2085, Sem 0.2085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.147e-01 Score 93.208 Data time: 0.1633, Forward time: 2.2579, Backward time: 3.0424, DDP time: 0.0046, Total iter time: 5.7418 [2020-11-16 04:02:53,135][root][INFO] - ===> Epoch[296](7748/26): Loss 0.2108, Sem 0.2108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.146e-01 Score 93.053 Data time: 0.2090, Forward time: 2.2580, Backward time: 3.0425, DDP time: 0.0046, Total iter time: 5.9105 [2020-11-16 04:02:59,437][root][INFO] - ===> Epoch[296](7749/26): Loss 0.1976, Sem 0.1976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.146e-01 Score 93.466 Data time: 0.1886, Forward time: 2.2580, Backward time: 3.0428, DDP time: 0.0046, Total iter time: 6.1925 [2020-11-16 04:03:04,742][root][INFO] - ===> Epoch[296](7750/26): Loss 0.2310, Sem 0.2310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.146e-01 Score 93.186 Data time: 0.1723, Forward time: 2.2577, Backward time: 3.0428, DDP time: 0.0046, Total iter time: 5.1856 [2020-11-16 04:03:10,690][root][INFO] - ===> Epoch[296](7751/26): Loss 0.2169, Sem 0.2169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.145e-01 Score 93.185 Data time: 0.1974, Forward time: 2.2578, Backward time: 3.0430, DDP time: 0.0046, Total iter time: 5.8524 [2020-11-16 04:03:16,121][root][INFO] - ===> Epoch[296](7752/26): Loss 0.1922, Sem 0.1922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.145e-01 Score 93.911 Data time: 0.1628, Forward time: 2.2575, Backward time: 3.0430, DDP time: 0.0046, Total iter time: 5.3333 [2020-11-16 04:03:21,613][root][INFO] - ===> Epoch[296](7753/26): Loss 0.1926, Sem 0.1926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.144e-01 Score 94.108 Data time: 0.1785, Forward time: 2.2574, Backward time: 3.0431, DDP time: 0.0046, Total iter time: 5.4115 [2020-11-16 04:03:27,511][root][INFO] - ===> Epoch[296](7754/26): Loss 0.2209, Sem 0.2209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.144e-01 Score 93.063 Data time: 0.1348, Forward time: 2.2570, Backward time: 3.0436, DDP time: 0.0046, Total iter time: 5.8243 [2020-11-16 04:03:33,464][root][INFO] - ===> Epoch[296](7755/26): Loss 0.1931, Sem 0.1931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.144e-01 Score 93.848 Data time: 0.1564, Forward time: 2.2567, Backward time: 3.0441, DDP time: 0.0046, Total iter time: 5.8886 [2020-11-16 04:03:39,362][root][INFO] - ===> Epoch[296](7756/26): Loss 0.2296, Sem 0.2296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.143e-01 Score 93.078 Data time: 0.1870, Forward time: 2.2566, Backward time: 3.0443, DDP time: 0.0046, Total iter time: 5.8319 [2020-11-16 04:03:45,994][root][INFO] - ===> Epoch[296](7757/26): Loss 0.2272, Sem 0.2272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.143e-01 Score 92.765 Data time: 0.1635, Forward time: 2.2565, Backward time: 3.0450, DDP time: 0.0046, Total iter time: 6.5342 [2020-11-16 04:03:51,067][root][INFO] - ===> Epoch[296](7758/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.143e-01 Score 93.078 Data time: 0.1872, Forward time: 2.2564, Backward time: 3.0447, DDP time: 0.0046, Total iter time: 4.9954 [2020-11-16 04:03:55,494][root][INFO] - ===> Epoch[296](7759/26): Loss 0.1901, Sem 0.1901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.142e-01 Score 93.731 Data time: 0.1613, Forward time: 2.2562, Backward time: 3.0443, DDP time: 0.0046, Total iter time: 4.3347 [2020-11-16 04:04:01,060][root][INFO] - ===> Epoch[296](7760/26): Loss 0.1808, Sem 0.1808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.142e-01 Score 94.372 Data time: 0.1397, Forward time: 2.2558, Backward time: 3.0446, DDP time: 0.0046, Total iter time: 5.4864 [2020-11-16 04:04:07,355][root][INFO] - ===> Epoch[296](7761/26): Loss 0.1821, Sem 0.1821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.141e-01 Score 94.060 Data time: 0.1589, Forward time: 2.2555, Backward time: 3.0453, DDP time: 0.0046, Total iter time: 6.2404 [2020-11-16 04:04:13,388][root][INFO] - ===> Epoch[296](7762/26): Loss 0.2562, Sem 0.2562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.141e-01 Score 91.908 Data time: 0.2240, Forward time: 2.2556, Backward time: 3.0453, DDP time: 0.0046, Total iter time: 5.9424 [2020-11-16 04:04:20,133][root][INFO] - ===> Epoch[296](7763/26): Loss 0.2094, Sem 0.2094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.141e-01 Score 93.191 Data time: 0.2641, Forward time: 2.2561, Backward time: 3.0455, DDP time: 0.0046, Total iter time: 6.6354 [2020-11-16 04:04:25,632][root][INFO] - ===> Epoch[296](7764/26): Loss 0.2046, Sem 0.2046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.140e-01 Score 93.400 Data time: 0.1596, Forward time: 2.2559, Backward time: 3.0455, DDP time: 0.0046, Total iter time: 5.3820 [2020-11-16 04:04:31,249][root][INFO] - ===> Epoch[296](7765/26): Loss 0.2172, Sem 0.2172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.140e-01 Score 92.639 Data time: 0.1414, Forward time: 2.2555, Backward time: 3.0459, DDP time: 0.0046, Total iter time: 5.5092 [2020-11-16 04:04:37,578][root][INFO] - ===> Epoch[296](7766/26): Loss 0.1802, Sem 0.1802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.140e-01 Score 94.461 Data time: 0.2444, Forward time: 2.2558, Backward time: 3.0460, DDP time: 0.0046, Total iter time: 6.2473 [2020-11-16 04:04:43,029][root][INFO] - ===> Epoch[296](7767/26): Loss 0.1754, Sem 0.1754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.139e-01 Score 94.200 Data time: 0.2162, Forward time: 2.2559, Backward time: 3.0457, DDP time: 0.0046, Total iter time: 5.3371 [2020-11-16 04:04:49,182][root][INFO] - ===> Epoch[296](7768/26): Loss 0.2051, Sem 0.2051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.139e-01 Score 93.567 Data time: 0.2314, Forward time: 2.2561, Backward time: 3.0458, DDP time: 0.0046, Total iter time: 6.0405 [2020-11-16 04:04:55,052][root][INFO] - ===> Epoch[297](7769/26): Loss 0.2383, Sem 0.2383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.138e-01 Score 92.386 Data time: 0.2376, Forward time: 2.2564, Backward time: 3.0456, DDP time: 0.0046, Total iter time: 5.7293 [2020-11-16 04:04:59,980][root][INFO] - ===> Epoch[297](7770/26): Loss 0.2043, Sem 0.2043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.138e-01 Score 93.407 Data time: 0.1934, Forward time: 2.2565, Backward time: 3.0451, DDP time: 0.0046, Total iter time: 4.7860 [2020-11-16 04:05:05,823][root][INFO] - ===> Epoch[297](7771/26): Loss 0.2141, Sem 0.2141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.138e-01 Score 93.092 Data time: 0.1857, Forward time: 2.2564, Backward time: 3.0453, DDP time: 0.0046, Total iter time: 5.7413 [2020-11-16 04:05:11,973][root][INFO] - ===> Epoch[297](7772/26): Loss 0.2052, Sem 0.2052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.137e-01 Score 93.511 Data time: 0.3311, Forward time: 2.2568, Backward time: 3.0451, DDP time: 0.0046, Total iter time: 6.0486 [2020-11-16 04:05:18,160][root][INFO] - ===> Epoch[297](7773/26): Loss 0.2067, Sem 0.2067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.137e-01 Score 93.930 Data time: 0.1402, Forward time: 2.2566, Backward time: 3.0455, DDP time: 0.0046, Total iter time: 6.0734 [2020-11-16 04:05:24,707][root][INFO] - ===> Epoch[297](7774/26): Loss 0.2493, Sem 0.2493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.137e-01 Score 92.215 Data time: 0.1412, Forward time: 2.2562, Backward time: 3.0464, DDP time: 0.0046, Total iter time: 6.4373 [2020-11-16 04:05:30,022][root][INFO] - ===> Epoch[297](7775/26): Loss 0.2134, Sem 0.2134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.136e-01 Score 93.161 Data time: 0.1705, Forward time: 2.2560, Backward time: 3.0465, DDP time: 0.0046, Total iter time: 5.2553 [2020-11-16 04:05:35,850][root][INFO] - ===> Epoch[297](7776/26): Loss 0.1957, Sem 0.1957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.136e-01 Score 93.662 Data time: 0.2383, Forward time: 2.2563, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 5.7699 [2020-11-16 04:05:40,614][root][INFO] - ===> Epoch[297](7777/26): Loss 0.1616, Sem 0.1616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.135e-01 Score 94.957 Data time: 0.1815, Forward time: 2.2562, Backward time: 3.0458, DDP time: 0.0046, Total iter time: 4.6538 [2020-11-16 04:05:46,709][root][INFO] - ===> Epoch[297](7778/26): Loss 0.2242, Sem 0.2242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.135e-01 Score 93.121 Data time: 0.1689, Forward time: 2.2562, Backward time: 3.0462, DDP time: 0.0046, Total iter time: 5.9961 [2020-11-16 04:05:53,052][root][INFO] - ===> Epoch[297](7779/26): Loss 0.2077, Sem 0.2077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.135e-01 Score 93.786 Data time: 0.1289, Forward time: 2.2558, Backward time: 3.0469, DDP time: 0.0046, Total iter time: 6.2298 [2020-11-16 04:05:58,425][root][INFO] - ===> Epoch[297](7780/26): Loss 0.2058, Sem 0.2058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.134e-01 Score 93.334 Data time: 0.1754, Forward time: 2.2556, Backward time: 3.0469, DDP time: 0.0046, Total iter time: 5.3028 [2020-11-16 04:06:03,598][root][INFO] - ===> Epoch[297](7781/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.134e-01 Score 93.667 Data time: 0.1734, Forward time: 2.2555, Backward time: 3.0468, DDP time: 0.0046, Total iter time: 5.0754 [2020-11-16 04:06:08,734][root][INFO] - ===> Epoch[297](7782/26): Loss 0.2541, Sem 0.2541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.133e-01 Score 92.008 Data time: 0.1375, Forward time: 2.2551, Backward time: 3.0468, DDP time: 0.0046, Total iter time: 5.0437 [2020-11-16 04:06:13,887][root][INFO] - ===> Epoch[297](7783/26): Loss 0.2137, Sem 0.2137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.133e-01 Score 93.137 Data time: 0.2129, Forward time: 2.2552, Backward time: 3.0465, DDP time: 0.0046, Total iter time: 5.0788 [2020-11-16 04:06:20,405][root][INFO] - ===> Epoch[297](7784/26): Loss 0.2437, Sem 0.2437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.133e-01 Score 92.252 Data time: 0.1691, Forward time: 2.2551, Backward time: 3.0470, DDP time: 0.0046, Total iter time: 6.4263 [2020-11-16 04:06:26,909][root][INFO] - ===> Epoch[297](7785/26): Loss 0.2589, Sem 0.2589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.132e-01 Score 92.029 Data time: 0.1688, Forward time: 2.2549, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 6.3920 [2020-11-16 04:06:31,771][root][INFO] - ===> Epoch[297](7786/26): Loss 0.2270, Sem 0.2270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.132e-01 Score 92.655 Data time: 0.1084, Forward time: 2.2543, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 4.7665 [2020-11-16 04:06:36,991][root][INFO] - ===> Epoch[297](7787/26): Loss 0.2524, Sem 0.2524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.132e-01 Score 91.966 Data time: 0.1959, Forward time: 2.2543, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 5.1733 [2020-11-16 04:06:43,880][root][INFO] - ===> Epoch[297](7788/26): Loss 0.2539, Sem 0.2539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.131e-01 Score 92.010 Data time: 0.2086, Forward time: 2.2544, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 6.8111 [2020-11-16 04:06:50,944][root][INFO] - ===> Epoch[297](7789/26): Loss 0.2034, Sem 0.2034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.131e-01 Score 93.607 Data time: 0.2263, Forward time: 2.2547, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 6.9563 [2020-11-16 04:06:56,523][root][INFO] - ===> Epoch[297](7790/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.130e-01 Score 92.993 Data time: 0.1494, Forward time: 2.2544, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.4496 [2020-11-16 04:07:03,350][root][INFO] - ===> Epoch[297](7791/26): Loss 0.1741, Sem 0.1741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.130e-01 Score 94.472 Data time: 0.1933, Forward time: 2.2543, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 6.7516 [2020-11-16 04:07:09,368][root][INFO] - ===> Epoch[297](7792/26): Loss 0.2082, Sem 0.2082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.130e-01 Score 93.462 Data time: 0.2722, Forward time: 2.2548, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 5.9271 [2020-11-16 04:07:17,502][root][INFO] - ===> Epoch[297](7793/26): Loss 0.2038, Sem 0.2038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.129e-01 Score 93.447 Data time: 0.4073, Forward time: 2.2559, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 8.0304 [2020-11-16 04:07:22,999][root][INFO] - ===> Epoch[297](7794/26): Loss 0.2195, Sem 0.2195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.129e-01 Score 93.036 Data time: 0.2287, Forward time: 2.2559, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.3813 [2020-11-16 04:07:28,854][root][INFO] - ===> Epoch[298](7795/26): Loss 0.2095, Sem 0.2095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.129e-01 Score 93.909 Data time: 0.2522, Forward time: 2.2560, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.7570 [2020-11-16 04:07:33,547][root][INFO] - ===> Epoch[298](7796/26): Loss 0.2094, Sem 0.2094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.128e-01 Score 93.396 Data time: 0.2031, Forward time: 2.2561, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 4.5860 [2020-11-16 04:07:38,702][root][INFO] - ===> Epoch[298](7797/26): Loss 0.1722, Sem 0.1722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.128e-01 Score 94.283 Data time: 0.2939, Forward time: 2.2563, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 5.0468 [2020-11-16 04:07:45,240][root][INFO] - ===> Epoch[298](7798/26): Loss 0.1804, Sem 0.1804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.127e-01 Score 93.886 Data time: 0.2338, Forward time: 2.2563, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 6.4204 [2020-11-16 04:07:51,687][root][INFO] - ===> Epoch[298](7799/26): Loss 0.2040, Sem 0.2040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.127e-01 Score 93.218 Data time: 0.1093, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 6.3636 [2020-11-16 04:07:56,693][root][INFO] - ===> Epoch[298](7800/26): Loss 0.2034, Sem 0.2034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.127e-01 Score 93.873 Data time: 0.2148, Forward time: 2.2559, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 4.9665 [2020-11-16 04:08:01,865][root][INFO] - ===> Epoch[298](7801/26): Loss 0.2064, Sem 0.2064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.126e-01 Score 93.396 Data time: 0.2323, Forward time: 2.2561, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 5.0973 [2020-11-16 04:08:09,061][root][INFO] - ===> Epoch[298](7802/26): Loss 0.1947, Sem 0.1947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.126e-01 Score 93.667 Data time: 0.1471, Forward time: 2.2559, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 7.0901 [2020-11-16 04:08:14,886][root][INFO] - ===> Epoch[298](7803/26): Loss 0.2062, Sem 0.2062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.126e-01 Score 93.319 Data time: 0.1755, Forward time: 2.2557, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 5.7432 [2020-11-16 04:08:20,553][root][INFO] - ===> Epoch[298](7804/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.125e-01 Score 93.804 Data time: 0.1791, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 5.5890 [2020-11-16 04:08:25,248][root][INFO] - ===> Epoch[298](7805/26): Loss 0.2473, Sem 0.2473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.125e-01 Score 92.632 Data time: 0.1722, Forward time: 2.2555, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 4.6118 [2020-11-16 04:08:30,714][root][INFO] - ===> Epoch[298](7806/26): Loss 0.1854, Sem 0.1854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.124e-01 Score 93.575 Data time: 0.2200, Forward time: 2.2556, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 5.3781 [2020-11-16 04:08:35,941][root][INFO] - ===> Epoch[298](7807/26): Loss 0.2033, Sem 0.2033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.124e-01 Score 93.439 Data time: 0.1805, Forward time: 2.2556, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.1191 [2020-11-16 04:08:40,589][root][INFO] - ===> Epoch[298](7808/26): Loss 0.2395, Sem 0.2395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.124e-01 Score 92.871 Data time: 0.2148, Forward time: 2.2556, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 4.5629 [2020-11-16 04:08:45,454][root][INFO] - ===> Epoch[298](7809/26): Loss 0.2171, Sem 0.2171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.123e-01 Score 93.042 Data time: 0.1763, Forward time: 2.2556, Backward time: 3.0484, DDP time: 0.0046, Total iter time: 4.7599 [2020-11-16 04:08:49,726][root][INFO] - ===> Epoch[298](7810/26): Loss 0.1964, Sem 0.1964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.123e-01 Score 93.670 Data time: 0.1432, Forward time: 2.2552, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 4.1711 [2020-11-16 04:08:54,926][root][INFO] - ===> Epoch[298](7811/26): Loss 0.2489, Sem 0.2489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.123e-01 Score 92.398 Data time: 0.4669, Forward time: 2.2553, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 5.1295 [2020-11-16 04:09:03,245][root][INFO] - ===> Epoch[298](7812/26): Loss 0.2595, Sem 0.2595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.122e-01 Score 91.745 Data time: 0.4182, Forward time: 2.2564, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 8.2285 [2020-11-16 04:09:08,597][root][INFO] - ===> Epoch[298](7813/26): Loss 0.2448, Sem 0.2448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.122e-01 Score 92.017 Data time: 0.1867, Forward time: 2.2564, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 5.2098 [2020-11-16 04:09:15,005][root][INFO] - ===> Epoch[298](7814/26): Loss 0.2401, Sem 0.2401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.121e-01 Score 92.344 Data time: 0.3558, Forward time: 2.2569, Backward time: 3.0474, DDP time: 0.0046, Total iter time: 6.2929 [2020-11-16 04:09:20,233][root][INFO] - ===> Epoch[298](7815/26): Loss 0.1740, Sem 0.1740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.121e-01 Score 94.628 Data time: 0.1972, Forward time: 2.2571, Backward time: 3.0470, DDP time: 0.0046, Total iter time: 5.1147 [2020-11-16 04:09:26,141][root][INFO] - ===> Epoch[298](7816/26): Loss 0.1965, Sem 0.1965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.121e-01 Score 93.961 Data time: 0.1293, Forward time: 2.2567, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 5.8132 [2020-11-16 04:09:30,697][root][INFO] - ===> Epoch[298](7817/26): Loss 0.2470, Sem 0.2470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.120e-01 Score 92.572 Data time: 0.1865, Forward time: 2.2566, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 4.5232 [2020-11-16 04:09:35,719][root][INFO] - ===> Epoch[298](7818/26): Loss 0.1972, Sem 0.1972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.120e-01 Score 93.601 Data time: 0.1824, Forward time: 2.2564, Backward time: 3.0469, DDP time: 0.0046, Total iter time: 4.9417 [2020-11-16 04:09:41,117][root][INFO] - ===> Epoch[298](7819/26): Loss 0.1961, Sem 0.1961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.119e-01 Score 93.520 Data time: 0.1742, Forward time: 2.2562, Backward time: 3.0470, DDP time: 0.0046, Total iter time: 5.3212 [2020-11-16 04:09:47,111][root][INFO] - ===> Epoch[298](7820/26): Loss 0.1972, Sem 0.1972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.119e-01 Score 93.396 Data time: 0.1614, Forward time: 2.2560, Backward time: 3.0473, DDP time: 0.0046, Total iter time: 5.9009 [2020-11-16 04:09:52,953][root][INFO] - ===> Epoch[299](7821/26): Loss 0.2283, Sem 0.2283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.119e-01 Score 92.732 Data time: 0.1681, Forward time: 2.2557, Backward time: 3.0478, DDP time: 0.0046, Total iter time: 5.7689 [2020-11-16 04:09:58,900][root][INFO] - ===> Epoch[299](7822/26): Loss 0.1906, Sem 0.1906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.118e-01 Score 93.680 Data time: 0.1841, Forward time: 2.2556, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 5.8827 [2020-11-16 04:10:03,196][root][INFO] - ===> Epoch[299](7823/26): Loss 0.1961, Sem 0.1961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.118e-01 Score 93.564 Data time: 0.1769, Forward time: 2.2555, Backward time: 3.0474, DDP time: 0.0046, Total iter time: 4.2025 [2020-11-16 04:10:08,075][root][INFO] - ===> Epoch[299](7824/26): Loss 0.1894, Sem 0.1894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.118e-01 Score 93.954 Data time: 0.1865, Forward time: 2.2554, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 4.7997 [2020-11-16 04:10:14,110][root][INFO] - ===> Epoch[299](7825/26): Loss 0.2177, Sem 0.2177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.117e-01 Score 92.828 Data time: 0.2155, Forward time: 2.2557, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 5.9506 [2020-11-16 04:10:20,268][root][INFO] - ===> Epoch[299](7826/26): Loss 0.2144, Sem 0.2144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.117e-01 Score 92.994 Data time: 0.1726, Forward time: 2.2555, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 6.0382 [2020-11-16 04:10:25,319][root][INFO] - ===> Epoch[299](7827/26): Loss 0.1756, Sem 0.1756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.116e-01 Score 94.162 Data time: 0.1930, Forward time: 2.2555, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 4.9374 [2020-11-16 04:10:30,593][root][INFO] - ===> Epoch[299](7828/26): Loss 0.1926, Sem 0.1926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.116e-01 Score 93.722 Data time: 0.1912, Forward time: 2.2555, Backward time: 3.0469, DDP time: 0.0046, Total iter time: 5.1669 [2020-11-16 04:10:37,423][root][INFO] - ===> Epoch[299](7829/26): Loss 0.2016, Sem 0.2016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.116e-01 Score 93.764 Data time: 0.2214, Forward time: 2.2556, Backward time: 3.0474, DDP time: 0.0046, Total iter time: 6.7419 [2020-11-16 04:10:44,147][root][INFO] - ===> Epoch[299](7830/26): Loss 0.2408, Sem 0.2408, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.115e-01 Score 92.491 Data time: 0.1911, Forward time: 2.2556, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 6.6139 [2020-11-16 04:10:50,110][root][INFO] - ===> Epoch[299](7831/26): Loss 0.2006, Sem 0.2006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.115e-01 Score 93.621 Data time: 0.1609, Forward time: 2.2555, Backward time: 3.0483, DDP time: 0.0046, Total iter time: 5.8765 [2020-11-16 04:10:55,396][root][INFO] - ===> Epoch[299](7832/26): Loss 0.1903, Sem 0.1903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.115e-01 Score 94.066 Data time: 0.1928, Forward time: 2.2554, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 5.2003 [2020-11-16 04:11:01,166][root][INFO] - ===> Epoch[299](7833/26): Loss 0.2582, Sem 0.2582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.114e-01 Score 91.606 Data time: 0.2013, Forward time: 2.2555, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 5.6760 [2020-11-16 04:11:06,755][root][INFO] - ===> Epoch[299](7834/26): Loss 0.2628, Sem 0.2628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.114e-01 Score 92.056 Data time: 0.2738, Forward time: 2.2558, Backward time: 3.0478, DDP time: 0.0046, Total iter time: 5.4748 [2020-11-16 04:11:13,180][root][INFO] - ===> Epoch[299](7835/26): Loss 0.2763, Sem 0.2763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.113e-01 Score 91.436 Data time: 0.3305, Forward time: 2.2564, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 6.2938 [2020-11-16 04:11:19,108][root][INFO] - ===> Epoch[299](7836/26): Loss 0.1966, Sem 0.1966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.113e-01 Score 93.724 Data time: 0.2125, Forward time: 2.2566, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 5.8079 [2020-11-16 04:11:24,685][root][INFO] - ===> Epoch[299](7837/26): Loss 0.2311, Sem 0.2311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.113e-01 Score 92.874 Data time: 0.1676, Forward time: 2.2564, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 5.4757 [2020-11-16 04:11:31,414][root][INFO] - ===> Epoch[299](7838/26): Loss 0.2279, Sem 0.2279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.112e-01 Score 92.956 Data time: 0.2155, Forward time: 2.2563, Backward time: 3.0483, DDP time: 0.0046, Total iter time: 6.6539 [2020-11-16 04:11:37,507][root][INFO] - ===> Epoch[299](7839/26): Loss 0.2042, Sem 0.2042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.112e-01 Score 93.401 Data time: 0.2191, Forward time: 2.2564, Backward time: 3.0483, DDP time: 0.0046, Total iter time: 5.9927 [2020-11-16 04:11:44,943][root][INFO] - ===> Epoch[299](7840/26): Loss 0.2640, Sem 0.2640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.112e-01 Score 91.828 Data time: 0.2833, Forward time: 2.2568, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 7.3419 [2020-11-16 04:11:51,368][root][INFO] - ===> Epoch[299](7841/26): Loss 0.1808, Sem 0.1808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.111e-01 Score 94.354 Data time: 0.3507, Forward time: 2.2574, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 6.3070 [2020-11-16 04:11:57,381][root][INFO] - ===> Epoch[299](7842/26): Loss 0.2028, Sem 0.2028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.111e-01 Score 93.606 Data time: 0.2685, Forward time: 2.2578, Backward time: 3.0483, DDP time: 0.0046, Total iter time: 5.8990 [2020-11-16 04:12:02,094][root][INFO] - ===> Epoch[299](7843/26): Loss 0.2376, Sem 0.2376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.110e-01 Score 92.577 Data time: 0.1894, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 4.5978 [2020-11-16 04:12:07,950][root][INFO] - ===> Epoch[299](7844/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.110e-01 Score 94.021 Data time: 0.1571, Forward time: 2.2575, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 5.7727 [2020-11-16 04:12:13,127][root][INFO] - ===> Epoch[299](7845/26): Loss 0.2072, Sem 0.2072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.110e-01 Score 93.484 Data time: 0.2472, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 5.1011 [2020-11-16 04:12:18,402][root][INFO] - ===> Epoch[299](7846/26): Loss 0.2386, Sem 0.2386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.109e-01 Score 92.752 Data time: 0.1748, Forward time: 2.2576, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 5.1763 [2020-11-16 04:12:24,491][root][INFO] - ===> Epoch[300](7847/26): Loss 0.1956, Sem 0.1956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.109e-01 Score 93.689 Data time: 0.2814, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0046, Total iter time: 6.0324 [2020-11-16 04:12:30,274][root][INFO] - ===> Epoch[300](7848/26): Loss 0.2028, Sem 0.2028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.109e-01 Score 93.548 Data time: 0.1990, Forward time: 2.2579, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 5.6730 [2020-11-16 04:12:37,142][root][INFO] - ===> Epoch[300](7849/26): Loss 0.2617, Sem 0.2617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.108e-01 Score 91.490 Data time: 0.3485, Forward time: 2.2586, Backward time: 3.0474, DDP time: 0.0046, Total iter time: 6.7833 [2020-11-16 04:12:42,356][root][INFO] - ===> Epoch[300](7850/26): Loss 0.2510, Sem 0.2510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.108e-01 Score 92.469 Data time: 0.1060, Forward time: 2.2582, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 5.1058 [2020-11-16 04:12:48,198][root][INFO] - ===> Epoch[300](7851/26): Loss 0.2487, Sem 0.2487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.107e-01 Score 92.240 Data time: 0.1828, Forward time: 2.2580, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 5.7937 [2020-11-16 04:12:53,187][root][INFO] - ===> Epoch[300](7852/26): Loss 0.2425, Sem 0.2425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.107e-01 Score 92.414 Data time: 0.1748, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 4.9109 [2020-11-16 04:12:58,104][root][INFO] - ===> Epoch[300](7853/26): Loss 0.2442, Sem 0.2442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.107e-01 Score 92.394 Data time: 0.2127, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0046, Total iter time: 4.8296 [2020-11-16 04:13:05,409][root][INFO] - ===> Epoch[300](7854/26): Loss 0.2587, Sem 0.2587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.106e-01 Score 91.573 Data time: 0.1880, Forward time: 2.2579, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 7.2170 [2020-11-16 04:13:11,360][root][INFO] - ===> Epoch[300](7855/26): Loss 0.1995, Sem 0.1995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.106e-01 Score 93.450 Data time: 0.2140, Forward time: 2.2580, Backward time: 3.0483, DDP time: 0.0046, Total iter time: 5.8544 [2020-11-16 04:13:17,336][root][INFO] - ===> Epoch[300](7856/26): Loss 0.2476, Sem 0.2476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.105e-01 Score 92.362 Data time: 0.1995, Forward time: 2.2580, Backward time: 3.0484, DDP time: 0.0046, Total iter time: 5.8499 [2020-11-16 04:13:22,359][root][INFO] - ===> Epoch[300](7857/26): Loss 0.2609, Sem 0.2609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.105e-01 Score 91.837 Data time: 0.1697, Forward time: 2.2579, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 4.9269 [2020-11-16 04:13:28,382][root][INFO] - ===> Epoch[300](7858/26): Loss 0.2179, Sem 0.2179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.105e-01 Score 93.116 Data time: 0.1709, Forward time: 2.2577, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 5.9322 [2020-11-16 04:13:33,749][root][INFO] - ===> Epoch[300](7859/26): Loss 0.2734, Sem 0.2734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.104e-01 Score 91.864 Data time: 0.2370, Forward time: 2.2579, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 5.2746 [2020-11-16 04:13:38,907][root][INFO] - ===> Epoch[300](7860/26): Loss 0.2316, Sem 0.2316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.104e-01 Score 92.636 Data time: 0.1970, Forward time: 2.2579, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 5.0378 [2020-11-16 04:13:43,369][root][INFO] - ===> Epoch[300](7861/26): Loss 0.2532, Sem 0.2532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.104e-01 Score 91.730 Data time: 0.1700, Forward time: 2.2577, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 4.3543 [2020-11-16 04:13:48,555][root][INFO] - ===> Epoch[300](7862/26): Loss 0.2533, Sem 0.2533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.103e-01 Score 92.147 Data time: 0.2124, Forward time: 2.2579, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 5.0985 [2020-11-16 04:13:53,121][root][INFO] - ===> Epoch[300](7863/26): Loss 0.2193, Sem 0.2193, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.103e-01 Score 93.249 Data time: 0.1412, Forward time: 2.2575, Backward time: 3.0469, DDP time: 0.0046, Total iter time: 4.4500 [2020-11-16 04:13:58,005][root][INFO] - ===> Epoch[300](7864/26): Loss 0.2559, Sem 0.2559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.102e-01 Score 91.916 Data time: 0.2029, Forward time: 2.2575, Backward time: 3.0465, DDP time: 0.0046, Total iter time: 4.8135 [2020-11-16 04:14:04,028][root][INFO] - ===> Epoch[300](7865/26): Loss 0.2213, Sem 0.2213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.102e-01 Score 92.765 Data time: 0.2487, Forward time: 2.2578, Backward time: 3.0464, DDP time: 0.0046, Total iter time: 5.9352 [2020-11-16 04:14:09,896][root][INFO] - ===> Epoch[300](7866/26): Loss 0.2496, Sem 0.2496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.102e-01 Score 91.693 Data time: 0.1632, Forward time: 2.2576, Backward time: 3.0466, DDP time: 0.0046, Total iter time: 5.7341 [2020-11-16 04:14:14,836][root][INFO] - ===> Epoch[300](7867/26): Loss 0.2174, Sem 0.2174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.101e-01 Score 93.175 Data time: 0.2275, Forward time: 2.2578, Backward time: 3.0461, DDP time: 0.0046, Total iter time: 4.8430 [2020-11-16 04:14:20,089][root][INFO] - ===> Epoch[300](7868/26): Loss 0.2661, Sem 0.2661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.101e-01 Score 91.725 Data time: 0.1746, Forward time: 2.2577, Backward time: 3.0460, DDP time: 0.0046, Total iter time: 5.1463 [2020-11-16 04:14:25,163][root][INFO] - ===> Epoch[300](7869/26): Loss 0.2331, Sem 0.2331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.101e-01 Score 92.799 Data time: 0.2201, Forward time: 2.2576, Backward time: 3.0457, DDP time: 0.0046, Total iter time: 4.9710 [2020-11-16 04:14:30,862][root][INFO] - ===> Epoch[300](7870/26): Loss 0.2167, Sem 0.2167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.100e-01 Score 92.928 Data time: 0.1563, Forward time: 2.2574, Backward time: 3.0460, DDP time: 0.0046, Total iter time: 5.6056 [2020-11-16 04:14:37,049][root][INFO] - ===> Epoch[300](7871/26): Loss 0.2311, Sem 0.2311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.100e-01 Score 92.730 Data time: 0.2397, Forward time: 2.2573, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 6.1016 [2020-11-16 04:14:42,232][root][INFO] - ===> Epoch[300](7872/26): Loss 0.2204, Sem 0.2204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.099e-01 Score 92.970 Data time: 0.1749, Forward time: 2.2572, Backward time: 3.0461, DDP time: 0.0046, Total iter time: 5.0756 [2020-11-16 04:14:48,480][root][INFO] - ===> Epoch[301](7873/26): Loss 0.2592, Sem 0.2592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.099e-01 Score 92.010 Data time: 0.1542, Forward time: 2.2569, Backward time: 3.0467, DDP time: 0.0046, Total iter time: 6.1544 [2020-11-16 04:14:54,588][root][INFO] - ===> Epoch[301](7874/26): Loss 0.2059, Sem 0.2059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.099e-01 Score 93.151 Data time: 0.1805, Forward time: 2.2568, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 6.0345 [2020-11-16 04:15:00,587][root][INFO] - ===> Epoch[301](7875/26): Loss 0.2174, Sem 0.2174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.098e-01 Score 93.000 Data time: 0.2725, Forward time: 2.2571, Backward time: 3.0470, DDP time: 0.0046, Total iter time: 5.8930 [2020-11-16 04:15:07,122][root][INFO] - ===> Epoch[301](7876/26): Loss 0.2455, Sem 0.2455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.098e-01 Score 92.112 Data time: 0.1978, Forward time: 2.2571, Backward time: 3.0474, DDP time: 0.0046, Total iter time: 6.4212 [2020-11-16 04:15:12,002][root][INFO] - ===> Epoch[301](7877/26): Loss 0.2358, Sem 0.2358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.098e-01 Score 93.139 Data time: 0.1692, Forward time: 2.2570, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 4.7875 [2020-11-16 04:15:16,561][root][INFO] - ===> Epoch[301](7878/26): Loss 0.2795, Sem 0.2795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.097e-01 Score 91.838 Data time: 0.1787, Forward time: 2.2568, Backward time: 3.0467, DDP time: 0.0046, Total iter time: 4.4705 [2020-11-16 04:15:21,702][root][INFO] - ===> Epoch[301](7879/26): Loss 0.2454, Sem 0.2454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.097e-01 Score 92.553 Data time: 0.2230, Forward time: 2.2570, Backward time: 3.0462, DDP time: 0.0046, Total iter time: 5.0527 [2020-11-16 04:15:27,158][root][INFO] - ===> Epoch[301](7880/26): Loss 0.1945, Sem 0.1945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.096e-01 Score 93.802 Data time: 0.1965, Forward time: 2.2568, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 5.3588 [2020-11-16 04:15:32,174][root][INFO] - ===> Epoch[301](7881/26): Loss 0.2616, Sem 0.2616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.096e-01 Score 91.953 Data time: 0.1761, Forward time: 2.2567, Backward time: 3.0461, DDP time: 0.0046, Total iter time: 4.9605 [2020-11-16 04:15:37,386][root][INFO] - ===> Epoch[301](7882/26): Loss 0.2041, Sem 0.2041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.096e-01 Score 93.414 Data time: 0.1725, Forward time: 2.2564, Backward time: 3.0461, DDP time: 0.0046, Total iter time: 5.1256 [2020-11-16 04:15:42,964][root][INFO] - ===> Epoch[301](7883/26): Loss 0.2272, Sem 0.2272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.095e-01 Score 92.813 Data time: 0.2650, Forward time: 2.2568, Backward time: 3.0457, DDP time: 0.0046, Total iter time: 5.4909 [2020-11-16 04:15:49,647][root][INFO] - ===> Epoch[301](7884/26): Loss 0.2597, Sem 0.2597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.095e-01 Score 91.627 Data time: 0.1892, Forward time: 2.2568, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 6.5765 [2020-11-16 04:15:54,933][root][INFO] - ===> Epoch[301](7885/26): Loss 0.2470, Sem 0.2470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.095e-01 Score 92.448 Data time: 0.1816, Forward time: 2.2566, Backward time: 3.0462, DDP time: 0.0046, Total iter time: 5.1955 [2020-11-16 04:16:00,538][root][INFO] - ===> Epoch[301](7886/26): Loss 0.2136, Sem 0.2136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.094e-01 Score 93.385 Data time: 0.2249, Forward time: 2.2568, Backward time: 3.0460, DDP time: 0.0046, Total iter time: 5.4992 [2020-11-16 04:16:06,438][root][INFO] - ===> Epoch[301](7887/26): Loss 0.2463, Sem 0.2463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.094e-01 Score 92.205 Data time: 0.1946, Forward time: 2.2568, Backward time: 3.0461, DDP time: 0.0046, Total iter time: 5.7829 [2020-11-16 04:16:13,440][root][INFO] - ===> Epoch[301](7888/26): Loss 0.2156, Sem 0.2156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.093e-01 Score 92.571 Data time: 0.1678, Forward time: 2.2566, Backward time: 3.0470, DDP time: 0.0046, Total iter time: 6.8907 [2020-11-16 04:16:18,358][root][INFO] - ===> Epoch[301](7889/26): Loss 0.2160, Sem 0.2160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.093e-01 Score 93.230 Data time: 0.1851, Forward time: 2.2566, Backward time: 3.0466, DDP time: 0.0046, Total iter time: 4.8228 [2020-11-16 04:16:23,442][root][INFO] - ===> Epoch[301](7890/26): Loss 0.2731, Sem 0.2731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.093e-01 Score 91.372 Data time: 0.2207, Forward time: 2.2568, Backward time: 3.0461, DDP time: 0.0046, Total iter time: 4.9750 [2020-11-16 04:16:31,325][root][INFO] - ===> Epoch[301](7891/26): Loss 0.2265, Sem 0.2265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.092e-01 Score 92.630 Data time: 0.1817, Forward time: 2.2567, Backward time: 3.0474, DDP time: 0.0046, Total iter time: 7.7666 [2020-11-16 04:16:36,461][root][INFO] - ===> Epoch[301](7892/26): Loss 0.2418, Sem 0.2418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.092e-01 Score 92.619 Data time: 0.2635, Forward time: 2.2569, Backward time: 3.0469, DDP time: 0.0046, Total iter time: 5.0545 [2020-11-16 04:16:41,929][root][INFO] - ===> Epoch[301](7893/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.091e-01 Score 93.644 Data time: 0.1629, Forward time: 2.2567, Backward time: 3.0469, DDP time: 0.0046, Total iter time: 5.3545 [2020-11-16 04:16:48,051][root][INFO] - ===> Epoch[301](7894/26): Loss 0.1953, Sem 0.1953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.091e-01 Score 93.491 Data time: 0.1892, Forward time: 2.2567, Backward time: 3.0472, DDP time: 0.0046, Total iter time: 6.0389 [2020-11-16 04:16:53,539][root][INFO] - ===> Epoch[301](7895/26): Loss 0.2253, Sem 0.2253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.091e-01 Score 92.518 Data time: 0.1996, Forward time: 2.2566, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 5.3962 [2020-11-16 04:16:59,503][root][INFO] - ===> Epoch[301](7896/26): Loss 0.2067, Sem 0.2067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.090e-01 Score 93.174 Data time: 0.2368, Forward time: 2.2568, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 5.8790 [2020-11-16 04:17:04,940][root][INFO] - ===> Epoch[301](7897/26): Loss 0.2075, Sem 0.2075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.090e-01 Score 93.037 Data time: 0.1812, Forward time: 2.2568, Backward time: 3.0470, DDP time: 0.0046, Total iter time: 5.3312 [2020-11-16 04:17:10,680][root][INFO] - ===> Epoch[301](7898/26): Loss 0.2383, Sem 0.2383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.090e-01 Score 92.452 Data time: 0.1536, Forward time: 2.2565, Backward time: 3.0473, DDP time: 0.0046, Total iter time: 5.6462 [2020-11-16 04:17:15,976][root][INFO] - ===> Epoch[302](7899/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.089e-01 Score 92.815 Data time: 0.2005, Forward time: 2.2564, Backward time: 3.0472, DDP time: 0.0046, Total iter time: 5.2091 [2020-11-16 04:17:21,188][root][INFO] - ===> Epoch[302](7900/26): Loss 0.2712, Sem 0.2712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.089e-01 Score 91.995 Data time: 0.2155, Forward time: 2.2565, Backward time: 3.0469, DDP time: 0.0046, Total iter time: 5.1263 [2020-11-16 04:17:28,562][root][INFO] - ===> Epoch[302](7901/26): Loss 0.2267, Sem 0.2267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.088e-01 Score 92.825 Data time: 0.2095, Forward time: 2.2566, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 7.2586 [2020-11-16 04:17:34,692][root][INFO] - ===> Epoch[302](7902/26): Loss 0.2305, Sem 0.2305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.088e-01 Score 92.584 Data time: 0.1505, Forward time: 2.2563, Backward time: 3.0481, DDP time: 0.0046, Total iter time: 6.0170 [2020-11-16 04:17:39,923][root][INFO] - ===> Epoch[302](7903/26): Loss 0.2143, Sem 0.2143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.088e-01 Score 93.296 Data time: 0.1900, Forward time: 2.2562, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 5.1566 [2020-11-16 04:17:45,768][root][INFO] - ===> Epoch[302](7904/26): Loss 0.1853, Sem 0.1853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.087e-01 Score 94.349 Data time: 0.1918, Forward time: 2.2562, Backward time: 3.0481, DDP time: 0.0046, Total iter time: 5.7609 [2020-11-16 04:17:53,566][root][INFO] - ===> Epoch[302](7905/26): Loss 0.2138, Sem 0.2138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.087e-01 Score 93.058 Data time: 0.1943, Forward time: 2.2562, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 7.7006 [2020-11-16 04:18:00,095][root][INFO] - ===> Epoch[302](7906/26): Loss 0.2317, Sem 0.2317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.087e-01 Score 93.139 Data time: 0.1807, Forward time: 2.2561, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 6.4235 [2020-11-16 04:18:04,958][root][INFO] - ===> Epoch[302](7907/26): Loss 0.2473, Sem 0.2473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.086e-01 Score 92.407 Data time: 0.1761, Forward time: 2.2559, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 4.7872 [2020-11-16 04:18:10,799][root][INFO] - ===> Epoch[302](7908/26): Loss 0.2177, Sem 0.2177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.086e-01 Score 93.205 Data time: 0.1693, Forward time: 2.2558, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 5.7666 [2020-11-16 04:18:16,472][root][INFO] - ===> Epoch[302](7909/26): Loss 0.2260, Sem 0.2260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.085e-01 Score 93.097 Data time: 0.1719, Forward time: 2.2556, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.5725 [2020-11-16 04:18:23,223][root][INFO] - ===> Epoch[302](7910/26): Loss 0.2465, Sem 0.2465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.085e-01 Score 92.230 Data time: 0.1864, Forward time: 2.2555, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 6.6640 [2020-11-16 04:18:28,152][root][INFO] - ===> Epoch[302](7911/26): Loss 0.2134, Sem 0.2134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.085e-01 Score 93.279 Data time: 0.1495, Forward time: 2.2553, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 4.8223 [2020-11-16 04:18:33,930][root][INFO] - ===> Epoch[302](7912/26): Loss 0.2327, Sem 0.2327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.084e-01 Score 92.473 Data time: 0.1429, Forward time: 2.2550, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 5.6952 [2020-11-16 04:18:38,622][root][INFO] - ===> Epoch[302](7913/26): Loss 0.2386, Sem 0.2386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.084e-01 Score 92.579 Data time: 0.1754, Forward time: 2.2548, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 4.6160 [2020-11-16 04:18:43,492][root][INFO] - ===> Epoch[302](7914/26): Loss 0.1691, Sem 0.1691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.084e-01 Score 94.580 Data time: 0.1849, Forward time: 2.2548, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 4.7871 [2020-11-16 04:18:49,620][root][INFO] - ===> Epoch[302](7915/26): Loss 0.2265, Sem 0.2265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.083e-01 Score 92.762 Data time: 0.2183, Forward time: 2.2548, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 6.0256 [2020-11-16 04:18:55,556][root][INFO] - ===> Epoch[302](7916/26): Loss 0.2284, Sem 0.2284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.083e-01 Score 92.969 Data time: 0.1906, Forward time: 2.2548, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.8362 [2020-11-16 04:19:01,737][root][INFO] - ===> Epoch[302](7917/26): Loss 0.2131, Sem 0.2131, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.082e-01 Score 93.068 Data time: 0.2058, Forward time: 2.2549, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 6.0837 [2020-11-16 04:19:07,404][root][INFO] - ===> Epoch[302](7918/26): Loss 0.2043, Sem 0.2043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.082e-01 Score 93.575 Data time: 0.2304, Forward time: 2.2551, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.5496 [2020-11-16 04:19:12,760][root][INFO] - ===> Epoch[302](7919/26): Loss 0.1896, Sem 0.1896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.082e-01 Score 93.812 Data time: 0.2569, Forward time: 2.2554, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.2390 [2020-11-16 04:19:17,930][root][INFO] - ===> Epoch[302](7920/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.081e-01 Score 92.900 Data time: 0.2624, Forward time: 2.2556, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.0597 [2020-11-16 04:19:24,533][root][INFO] - ===> Epoch[302](7921/26): Loss 0.1871, Sem 0.1871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.081e-01 Score 93.660 Data time: 0.2147, Forward time: 2.2557, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 6.5052 [2020-11-16 04:19:29,938][root][INFO] - ===> Epoch[302](7922/26): Loss 0.2439, Sem 0.2439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.081e-01 Score 92.348 Data time: 0.1771, Forward time: 2.2556, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 5.2936 [2020-11-16 04:19:36,516][root][INFO] - ===> Epoch[302](7923/26): Loss 0.2547, Sem 0.2547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.080e-01 Score 92.197 Data time: 0.1747, Forward time: 2.2554, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 6.4938 [2020-11-16 04:19:41,725][root][INFO] - ===> Epoch[302](7924/26): Loss 0.1888, Sem 0.1888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.080e-01 Score 93.702 Data time: 0.2134, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 5.1223 [2020-11-16 04:19:47,609][root][INFO] - ===> Epoch[303](7925/26): Loss 0.2096, Sem 0.2096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.079e-01 Score 93.187 Data time: 0.1818, Forward time: 2.2553, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 5.7914 [2020-11-16 04:19:52,736][root][INFO] - ===> Epoch[303](7926/26): Loss 0.2029, Sem 0.2029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.079e-01 Score 93.443 Data time: 0.1911, Forward time: 2.2552, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.0327 [2020-11-16 04:19:59,661][root][INFO] - ===> Epoch[303](7927/26): Loss 0.2398, Sem 0.2398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.079e-01 Score 92.462 Data time: 0.3780, Forward time: 2.2558, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 6.8370 [2020-11-16 04:20:06,154][root][INFO] - ===> Epoch[303](7928/26): Loss 0.1882, Sem 0.1882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.078e-01 Score 93.963 Data time: 0.2082, Forward time: 2.2560, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 6.3737 [2020-11-16 04:20:11,711][root][INFO] - ===> Epoch[303](7929/26): Loss 0.2049, Sem 0.2049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.078e-01 Score 93.484 Data time: 0.1800, Forward time: 2.2558, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.4501 [2020-11-16 04:20:16,652][root][INFO] - ===> Epoch[303](7930/26): Loss 0.2128, Sem 0.2128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.077e-01 Score 93.106 Data time: 0.2255, Forward time: 2.2559, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 4.8589 [2020-11-16 04:20:21,648][root][INFO] - ===> Epoch[303](7931/26): Loss 0.2151, Sem 0.2151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.077e-01 Score 93.128 Data time: 0.1970, Forward time: 2.2559, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 4.8882 [2020-11-16 04:20:27,164][root][INFO] - ===> Epoch[303](7932/26): Loss 0.2066, Sem 0.2066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.077e-01 Score 93.055 Data time: 0.1697, Forward time: 2.2558, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 5.4126 [2020-11-16 04:20:32,290][root][INFO] - ===> Epoch[303](7933/26): Loss 0.2003, Sem 0.2003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.076e-01 Score 93.597 Data time: 0.1268, Forward time: 2.2553, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 5.0184 [2020-11-16 04:20:38,406][root][INFO] - ===> Epoch[303](7934/26): Loss 0.1918, Sem 0.1918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.076e-01 Score 93.800 Data time: 0.2463, Forward time: 2.2555, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 6.0542 [2020-11-16 04:20:44,904][root][INFO] - ===> Epoch[303](7935/26): Loss 0.2103, Sem 0.2103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.076e-01 Score 93.067 Data time: 0.3491, Forward time: 2.2560, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 6.3931 [2020-11-16 04:20:51,064][root][INFO] - ===> Epoch[303](7936/26): Loss 0.2115, Sem 0.2115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.075e-01 Score 93.232 Data time: 0.2144, Forward time: 2.2562, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 6.0246 [2020-11-16 04:20:56,529][root][INFO] - ===> Epoch[303](7937/26): Loss 0.1940, Sem 0.1940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.075e-01 Score 94.053 Data time: 0.2239, Forward time: 2.2563, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 5.3496 [2020-11-16 04:21:02,277][root][INFO] - ===> Epoch[303](7938/26): Loss 0.1815, Sem 0.1815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.074e-01 Score 94.183 Data time: 0.2467, Forward time: 2.2566, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.6483 [2020-11-16 04:21:07,678][root][INFO] - ===> Epoch[303](7939/26): Loss 0.2119, Sem 0.2119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.074e-01 Score 93.465 Data time: 0.2208, Forward time: 2.2568, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 5.2929 [2020-11-16 04:21:12,735][root][INFO] - ===> Epoch[303](7940/26): Loss 0.2234, Sem 0.2234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.074e-01 Score 92.933 Data time: 0.1618, Forward time: 2.2567, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 4.9647 [2020-11-16 04:21:18,550][root][INFO] - ===> Epoch[303](7941/26): Loss 0.1980, Sem 0.1980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.073e-01 Score 93.673 Data time: 0.1578, Forward time: 2.2563, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.7278 [2020-11-16 04:21:24,134][root][INFO] - ===> Epoch[303](7942/26): Loss 0.1958, Sem 0.1958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.073e-01 Score 93.714 Data time: 0.1802, Forward time: 2.2561, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 5.5466 [2020-11-16 04:21:28,823][root][INFO] - ===> Epoch[303](7943/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.073e-01 Score 93.806 Data time: 0.1922, Forward time: 2.2561, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 4.6325 [2020-11-16 04:21:33,869][root][INFO] - ===> Epoch[303](7944/26): Loss 0.2165, Sem 0.2165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.072e-01 Score 93.348 Data time: 0.2342, Forward time: 2.2562, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 4.9741 [2020-11-16 04:21:41,647][root][INFO] - ===> Epoch[303](7945/26): Loss 0.2492, Sem 0.2492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.072e-01 Score 92.312 Data time: 0.2013, Forward time: 2.2563, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 7.6762 [2020-11-16 04:21:46,796][root][INFO] - ===> Epoch[303](7946/26): Loss 0.1941, Sem 0.1941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.071e-01 Score 93.805 Data time: 0.1298, Forward time: 2.2559, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 5.0673 [2020-11-16 04:21:53,373][root][INFO] - ===> Epoch[303](7947/26): Loss 0.1891, Sem 0.1891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.071e-01 Score 93.581 Data time: 0.1925, Forward time: 2.2558, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 6.5129 [2020-11-16 04:21:59,771][root][INFO] - ===> Epoch[303](7948/26): Loss 0.2221, Sem 0.2221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.071e-01 Score 92.596 Data time: 0.3521, Forward time: 2.2563, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 6.2977 [2020-11-16 04:22:05,316][root][INFO] - ===> Epoch[303](7949/26): Loss 0.1946, Sem 0.1946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.070e-01 Score 93.835 Data time: 0.1711, Forward time: 2.2563, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 5.4243 [2020-11-16 04:22:10,402][root][INFO] - ===> Epoch[303](7950/26): Loss 0.1807, Sem 0.1807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.070e-01 Score 94.193 Data time: 0.1581, Forward time: 2.2560, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 4.9870 [2020-11-16 04:22:15,264][root][INFO] - ===> Epoch[304](7951/26): Loss 0.1772, Sem 0.1772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.070e-01 Score 94.390 Data time: 0.2342, Forward time: 2.2561, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 4.7912 [2020-11-16 04:22:21,258][root][INFO] - ===> Epoch[304](7952/26): Loss 0.1968, Sem 0.1968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.069e-01 Score 93.821 Data time: 0.2332, Forward time: 2.2564, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 5.8830 [2020-11-16 04:22:25,908][root][INFO] - ===> Epoch[304](7953/26): Loss 0.2301, Sem 0.2301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.069e-01 Score 92.874 Data time: 0.1916, Forward time: 2.2563, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 4.5280 [2020-11-16 04:22:31,522][root][INFO] - ===> Epoch[304](7954/26): Loss 0.1917, Sem 0.1917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.068e-01 Score 93.903 Data time: 0.1854, Forward time: 2.2562, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 5.5084 [2020-11-16 04:22:37,109][root][INFO] - ===> Epoch[304](7955/26): Loss 0.1845, Sem 0.1845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.068e-01 Score 94.356 Data time: 0.2434, Forward time: 2.2565, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 5.4919 [2020-11-16 04:22:43,577][root][INFO] - ===> Epoch[304](7956/26): Loss 0.2495, Sem 0.2495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.068e-01 Score 92.255 Data time: 0.1935, Forward time: 2.2565, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 6.3367 [2020-11-16 04:22:49,479][root][INFO] - ===> Epoch[304](7957/26): Loss 0.2171, Sem 0.2171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.067e-01 Score 92.794 Data time: 0.2295, Forward time: 2.2567, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 5.8078 [2020-11-16 04:22:55,415][root][INFO] - ===> Epoch[304](7958/26): Loss 0.1784, Sem 0.1784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.067e-01 Score 94.217 Data time: 0.1428, Forward time: 2.2565, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.8195 [2020-11-16 04:23:01,413][root][INFO] - ===> Epoch[304](7959/26): Loss 0.1928, Sem 0.1928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.066e-01 Score 93.874 Data time: 0.1618, Forward time: 2.2562, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 5.8860 [2020-11-16 04:23:08,304][root][INFO] - ===> Epoch[304](7960/26): Loss 0.2419, Sem 0.2419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.066e-01 Score 92.699 Data time: 0.2435, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 6.7997 [2020-11-16 04:23:13,386][root][INFO] - ===> Epoch[304](7961/26): Loss 0.2301, Sem 0.2301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.066e-01 Score 93.253 Data time: 0.1741, Forward time: 2.2563, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 4.9632 [2020-11-16 04:23:18,642][root][INFO] - ===> Epoch[304](7962/26): Loss 0.2094, Sem 0.2094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.065e-01 Score 93.514 Data time: 0.2247, Forward time: 2.2562, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 5.1650 [2020-11-16 04:23:24,177][root][INFO] - ===> Epoch[304](7963/26): Loss 0.1894, Sem 0.1894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.065e-01 Score 94.000 Data time: 0.2494, Forward time: 2.2565, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 5.4335 [2020-11-16 04:23:29,481][root][INFO] - ===> Epoch[304](7964/26): Loss 0.2286, Sem 0.2286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.065e-01 Score 92.484 Data time: 0.1481, Forward time: 2.2563, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 5.1932 [2020-11-16 04:23:36,573][root][INFO] - ===> Epoch[304](7965/26): Loss 0.2223, Sem 0.2223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.064e-01 Score 93.245 Data time: 0.2292, Forward time: 2.2564, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 6.9958 [2020-11-16 04:23:42,702][root][INFO] - ===> Epoch[304](7966/26): Loss 0.1887, Sem 0.1887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.064e-01 Score 93.954 Data time: 0.1522, Forward time: 2.2562, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 6.0272 [2020-11-16 04:23:48,317][root][INFO] - ===> Epoch[304](7967/26): Loss 0.2012, Sem 0.2012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.063e-01 Score 93.266 Data time: 0.2535, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.5427 [2020-11-16 04:23:54,665][root][INFO] - ===> Epoch[304](7968/26): Loss 0.1997, Sem 0.1997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.063e-01 Score 93.337 Data time: 0.1734, Forward time: 2.2564, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 6.2313 [2020-11-16 04:24:00,815][root][INFO] - ===> Epoch[304](7969/26): Loss 0.2223, Sem 0.2223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.063e-01 Score 92.963 Data time: 0.1551, Forward time: 2.2561, Backward time: 3.0512, DDP time: 0.0046, Total iter time: 6.0626 [2020-11-16 04:24:06,629][root][INFO] - ===> Epoch[304](7970/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.062e-01 Score 94.824 Data time: 0.1988, Forward time: 2.2559, Backward time: 3.0515, DDP time: 0.0046, Total iter time: 5.7421 [2020-11-16 04:24:12,645][root][INFO] - ===> Epoch[304](7971/26): Loss 0.2139, Sem 0.2139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.062e-01 Score 93.322 Data time: 0.2375, Forward time: 2.2562, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 5.9411 [2020-11-16 04:24:18,173][root][INFO] - ===> Epoch[304](7972/26): Loss 0.2143, Sem 0.2143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.062e-01 Score 93.441 Data time: 0.1442, Forward time: 2.2559, Backward time: 3.0515, DDP time: 0.0046, Total iter time: 5.4135 [2020-11-16 04:24:24,950][root][INFO] - ===> Epoch[304](7973/26): Loss 0.2181, Sem 0.2181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.061e-01 Score 93.048 Data time: 0.2015, Forward time: 2.2559, Backward time: 3.0521, DDP time: 0.0046, Total iter time: 6.6821 [2020-11-16 04:24:29,501][root][INFO] - ===> Epoch[304](7974/26): Loss 0.2007, Sem 0.2007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.061e-01 Score 93.425 Data time: 0.1567, Forward time: 2.2557, Backward time: 3.0517, DDP time: 0.0046, Total iter time: 4.4377 [2020-11-16 04:24:34,174][root][INFO] - ===> Epoch[304](7975/26): Loss 0.2301, Sem 0.2301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.060e-01 Score 92.615 Data time: 0.1923, Forward time: 2.2556, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 4.5774 [2020-11-16 04:24:40,175][root][INFO] - ===> Epoch[304](7976/26): Loss 0.2454, Sem 0.2454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.060e-01 Score 92.353 Data time: 0.2588, Forward time: 2.2560, Backward time: 3.0511, DDP time: 0.0046, Total iter time: 5.9085 [2020-11-16 04:24:46,623][root][INFO] - ===> Epoch[305](7977/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.060e-01 Score 93.589 Data time: 0.1652, Forward time: 2.2560, Backward time: 3.0515, DDP time: 0.0046, Total iter time: 6.2964 [2020-11-16 04:24:52,767][root][INFO] - ===> Epoch[305](7978/26): Loss 0.1885, Sem 0.1885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.059e-01 Score 94.007 Data time: 0.2195, Forward time: 2.2560, Backward time: 3.0517, DDP time: 0.0046, Total iter time: 6.0382 [2020-11-16 04:24:58,575][root][INFO] - ===> Epoch[305](7979/26): Loss 0.2286, Sem 0.2286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.059e-01 Score 92.627 Data time: 0.2636, Forward time: 2.2563, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 5.7103 [2020-11-16 04:25:03,097][root][INFO] - ===> Epoch[305](7980/26): Loss 0.2324, Sem 0.2324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.059e-01 Score 92.807 Data time: 0.1910, Forward time: 2.2564, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 4.3990 [2020-11-16 04:25:09,310][root][INFO] - ===> Epoch[305](7981/26): Loss 0.2461, Sem 0.2461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.058e-01 Score 93.446 Data time: 0.1839, Forward time: 2.2563, Backward time: 3.0511, DDP time: 0.0046, Total iter time: 6.1174 [2020-11-16 04:25:15,531][root][INFO] - ===> Epoch[305](7982/26): Loss 0.2307, Sem 0.2307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.058e-01 Score 92.644 Data time: 0.1250, Forward time: 2.2559, Backward time: 3.0519, DDP time: 0.0046, Total iter time: 6.1283 [2020-11-16 04:25:20,931][root][INFO] - ===> Epoch[305](7983/26): Loss 0.1890, Sem 0.1890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.057e-01 Score 94.078 Data time: 0.2059, Forward time: 2.2559, Backward time: 3.0517, DDP time: 0.0046, Total iter time: 5.3365 [2020-11-16 04:25:27,197][root][INFO] - ===> Epoch[305](7984/26): Loss 0.2014, Sem 0.2014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.057e-01 Score 93.211 Data time: 0.1493, Forward time: 2.2556, Backward time: 3.0523, DDP time: 0.0046, Total iter time: 6.1698 [2020-11-16 04:25:32,764][root][INFO] - ===> Epoch[305](7985/26): Loss 0.2373, Sem 0.2373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.057e-01 Score 92.017 Data time: 0.2177, Forward time: 2.2557, Backward time: 3.0521, DDP time: 0.0046, Total iter time: 5.4795 [2020-11-16 04:25:37,807][root][INFO] - ===> Epoch[305](7986/26): Loss 0.2197, Sem 0.2197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.056e-01 Score 92.927 Data time: 0.1841, Forward time: 2.2556, Backward time: 3.0519, DDP time: 0.0046, Total iter time: 4.9331 [2020-11-16 04:25:42,597][root][INFO] - ===> Epoch[305](7987/26): Loss 0.2009, Sem 0.2009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.056e-01 Score 93.493 Data time: 0.1928, Forward time: 2.2556, Backward time: 3.0515, DDP time: 0.0046, Total iter time: 4.6902 [2020-11-16 04:25:47,563][root][INFO] - ===> Epoch[305](7988/26): Loss 0.2443, Sem 0.2443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.056e-01 Score 92.306 Data time: 0.1708, Forward time: 2.2554, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 4.8764 [2020-11-16 04:25:53,298][root][INFO] - ===> Epoch[305](7989/26): Loss 0.2217, Sem 0.2217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.055e-01 Score 92.678 Data time: 0.2508, Forward time: 2.2556, Backward time: 3.0512, DDP time: 0.0046, Total iter time: 5.6483 [2020-11-16 04:25:58,339][root][INFO] - ===> Epoch[305](7990/26): Loss 0.2057, Sem 0.2057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.055e-01 Score 93.463 Data time: 0.1804, Forward time: 2.2555, Backward time: 3.0509, DDP time: 0.0046, Total iter time: 4.9293 [2020-11-16 04:26:03,051][root][INFO] - ===> Epoch[305](7991/26): Loss 0.2437, Sem 0.2437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.054e-01 Score 92.512 Data time: 0.1265, Forward time: 2.2552, Backward time: 3.0509, DDP time: 0.0046, Total iter time: 4.6372 [2020-11-16 04:26:08,750][root][INFO] - ===> Epoch[305](7992/26): Loss 0.2399, Sem 0.2399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.054e-01 Score 92.899 Data time: 0.2028, Forward time: 2.2552, Backward time: 3.0509, DDP time: 0.0046, Total iter time: 5.6291 [2020-11-16 04:26:15,095][root][INFO] - ===> Epoch[305](7993/26): Loss 0.2239, Sem 0.2239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.054e-01 Score 92.301 Data time: 0.1580, Forward time: 2.2551, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 6.2301 [2020-11-16 04:26:20,216][root][INFO] - ===> Epoch[305](7994/26): Loss 0.2109, Sem 0.2109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.053e-01 Score 93.222 Data time: 0.1240, Forward time: 2.2547, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 5.0268 [2020-11-16 04:26:25,025][root][INFO] - ===> Epoch[305](7995/26): Loss 0.2778, Sem 0.2778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.053e-01 Score 91.463 Data time: 0.1474, Forward time: 2.2543, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 4.7599 [2020-11-16 04:26:30,854][root][INFO] - ===> Epoch[305](7996/26): Loss 0.2005, Sem 0.2005, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.052e-01 Score 93.511 Data time: 0.2362, Forward time: 2.2544, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 5.7619 [2020-11-16 04:26:36,850][root][INFO] - ===> Epoch[305](7997/26): Loss 0.2156, Sem 0.2156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.052e-01 Score 93.432 Data time: 0.2052, Forward time: 2.2545, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 5.8826 [2020-11-16 04:26:41,938][root][INFO] - ===> Epoch[305](7998/26): Loss 0.2320, Sem 0.2320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.052e-01 Score 92.513 Data time: 0.1859, Forward time: 2.2545, Backward time: 3.0511, DDP time: 0.0046, Total iter time: 4.9870 [2020-11-16 04:26:47,170][root][INFO] - ===> Epoch[305](7999/26): Loss 0.2486, Sem 0.2486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.051e-01 Score 92.246 Data time: 0.2237, Forward time: 2.2546, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 5.1344 [2020-11-16 04:26:53,222][root][INFO] - ===> Epoch[305](8000/26): Loss 0.2289, Sem 0.2289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.051e-01 Score 92.451 Data time: 0.2537, Forward time: 2.2550, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 5.9442 [2020-11-16 04:26:54,493][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 04:26:54,621][root][INFO] - ===> Start testing [2020-11-16 04:28:11,492][root][INFO] - 101/312: Data time: 0.0045, Iter time: 0.2226 Loss 0.884 (AVG: 0.531) Score 77.869 (AVG: 85.821) mIOU 64.721 mAP 73.799 mAcc 76.971 IOU: 80.215 96.101 63.459 72.162 90.740 83.752 72.555 46.510 55.681 73.979 30.557 59.895 55.173 35.190 49.823 43.681 92.634 56.291 83.287 52.732 mAP: 83.695 96.897 66.502 68.665 87.772 81.093 79.376 69.202 61.403 74.256 60.779 65.513 59.235 84.189 48.265 80.717 97.168 81.153 76.339 53.765 mAcc: 89.861 98.892 79.964 73.267 94.861 93.243 82.961 51.687 66.187 88.895 35.947 70.498 70.460 92.285 51.539 83.052 95.477 73.171 86.984 60.178 [2020-11-16 04:29:28,882][root][INFO] - 201/312: Data time: 0.0067, Iter time: 0.6087 Loss 0.313 (AVG: 0.549) Score 90.368 (AVG: 85.377) mIOU 64.156 mAP 73.505 mAcc 76.836 IOU: 78.328 96.139 60.983 77.358 87.744 79.950 71.039 49.261 53.399 79.400 28.355 60.241 55.793 32.709 49.294 40.861 92.360 54.636 80.872 54.402 mAP: 80.858 96.703 66.029 74.077 89.031 80.303 75.223 66.357 60.073 72.749 55.343 59.135 60.593 80.013 53.658 82.809 96.476 83.576 81.690 55.412 mAcc: 88.243 98.863 77.931 79.011 92.978 91.467 78.671 54.267 63.744 90.089 34.543 70.727 71.186 91.916 51.185 86.556 95.592 71.201 85.782 62.767 [2020-11-16 04:30:45,815][root][INFO] - 301/312: Data time: 0.0043, Iter time: 0.4013 Loss 0.693 (AVG: 0.566) Score 83.166 (AVG: 85.204) mIOU 63.131 mAP 73.005 mAcc 76.164 IOU: 78.542 95.899 60.428 73.568 87.339 79.454 70.163 47.850 52.687 76.605 31.535 58.987 51.645 29.780 46.318 42.724 91.310 55.339 82.846 49.590 mAP: 81.073 96.376 65.726 71.904 88.754 83.281 72.887 65.698 60.023 68.805 55.045 57.611 58.144 79.672 52.844 83.969 96.449 82.702 83.820 55.309 mAcc: 88.417 98.858 77.914 75.197 93.398 90.960 77.916 52.520 62.033 87.335 40.338 68.643 69.832 92.181 47.942 88.322 95.081 71.852 87.508 57.025 [2020-11-16 04:30:53,775][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.3628 Loss 0.189 (AVG: 0.561) Score 94.041 (AVG: 85.309) mIOU 63.340 mAP 73.246 mAcc 76.271 IOU: 78.624 95.929 60.281 74.220 87.402 79.576 69.774 48.274 53.335 76.886 29.981 60.096 52.444 30.221 46.432 42.562 91.320 56.878 82.846 49.726 mAP: 81.007 96.451 65.428 71.948 88.839 83.510 72.846 65.893 60.250 69.262 55.493 58.381 59.055 79.996 53.131 83.969 96.467 83.117 83.820 56.066 mAcc: 88.586 98.851 77.650 75.852 93.476 91.003 77.656 53.144 62.568 87.390 37.826 69.620 70.465 92.317 48.037 88.322 94.923 73.144 87.508 57.085 [2020-11-16 04:30:53,778][root][INFO] - Finished test. Elapsed time: 239.1539 [2020-11-16 04:30:53,891][root][INFO] - Current best mIoU: 67.514 at iter 7000 [2020-11-16 04:30:57,795][root][INFO] - ===> Epoch[305](8001/26): Loss 0.2636, Sem 0.2636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.051e-01 Score 91.833 Data time: 0.1400, Forward time: 2.2548, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 3.8976 [2020-11-16 04:31:02,626][root][INFO] - ===> Epoch[305](8002/26): Loss 0.2191, Sem 0.2191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.050e-01 Score 93.049 Data time: 0.1804, Forward time: 2.2547, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 4.7319 [2020-11-16 04:31:09,299][root][INFO] - ===> Epoch[306](8003/26): Loss 0.2654, Sem 0.2654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.050e-01 Score 91.704 Data time: 0.3618, Forward time: 2.2553, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 6.5770 [2020-11-16 04:31:15,761][root][INFO] - ===> Epoch[306](8004/26): Loss 0.2140, Sem 0.2140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.049e-01 Score 93.291 Data time: 0.1798, Forward time: 2.2553, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 6.3407 [2020-11-16 04:31:20,823][root][INFO] - ===> Epoch[306](8005/26): Loss 0.2454, Sem 0.2454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.049e-01 Score 92.459 Data time: 0.2266, Forward time: 2.2555, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 4.9465 [2020-11-16 04:31:26,467][root][INFO] - ===> Epoch[306](8006/26): Loss 0.2022, Sem 0.2022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.049e-01 Score 93.596 Data time: 0.2056, Forward time: 2.2555, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 5.5336 [2020-11-16 04:31:32,408][root][INFO] - ===> Epoch[306](8007/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.048e-01 Score 94.095 Data time: 0.2213, Forward time: 2.2556, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.8450 [2020-11-16 04:31:38,099][root][INFO] - ===> Epoch[306](8008/26): Loss 0.2912, Sem 0.2912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.048e-01 Score 90.703 Data time: 0.1885, Forward time: 2.2556, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.5980 [2020-11-16 04:31:43,621][root][INFO] - ===> Epoch[306](8009/26): Loss 0.2534, Sem 0.2534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.048e-01 Score 92.094 Data time: 0.1447, Forward time: 2.2553, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 5.4260 [2020-11-16 04:31:49,474][root][INFO] - ===> Epoch[306](8010/26): Loss 0.2365, Sem 0.2365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.047e-01 Score 92.307 Data time: 0.1832, Forward time: 2.2553, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 5.7971 [2020-11-16 04:31:54,500][root][INFO] - ===> Epoch[306](8011/26): Loss 0.2173, Sem 0.2173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.047e-01 Score 93.303 Data time: 0.1719, Forward time: 2.2551, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 4.9495 [2020-11-16 04:32:00,966][root][INFO] - ===> Epoch[306](8012/26): Loss 0.2023, Sem 0.2023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.046e-01 Score 93.250 Data time: 0.3379, Forward time: 2.2556, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 6.4025 [2020-11-16 04:32:07,077][root][INFO] - ===> Epoch[306](8013/26): Loss 0.2256, Sem 0.2256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.046e-01 Score 92.758 Data time: 0.1901, Forward time: 2.2556, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 5.9902 [2020-11-16 04:32:12,155][root][INFO] - ===> Epoch[306](8014/26): Loss 0.2467, Sem 0.2467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.046e-01 Score 92.251 Data time: 0.2007, Forward time: 2.2556, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 4.9816 [2020-11-16 04:32:18,527][root][INFO] - ===> Epoch[306](8015/26): Loss 0.2383, Sem 0.2383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.045e-01 Score 92.377 Data time: 0.3365, Forward time: 2.2561, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 6.2718 [2020-11-16 04:32:24,426][root][INFO] - ===> Epoch[306](8016/26): Loss 0.1973, Sem 0.1973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.045e-01 Score 94.236 Data time: 0.1674, Forward time: 2.2561, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.7884 [2020-11-16 04:32:30,001][root][INFO] - ===> Epoch[306](8017/26): Loss 0.2155, Sem 0.2155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.045e-01 Score 93.152 Data time: 0.1625, Forward time: 2.2559, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 5.4615 [2020-11-16 04:32:34,949][root][INFO] - ===> Epoch[306](8018/26): Loss 0.2292, Sem 0.2292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.044e-01 Score 92.940 Data time: 0.2198, Forward time: 2.2559, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 4.8832 [2020-11-16 04:32:41,388][root][INFO] - ===> Epoch[306](8019/26): Loss 0.2182, Sem 0.2182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.044e-01 Score 93.070 Data time: 0.2001, Forward time: 2.2560, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 6.3256 [2020-11-16 04:32:45,497][root][INFO] - ===> Epoch[306](8020/26): Loss 0.2153, Sem 0.2153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.043e-01 Score 93.034 Data time: 0.1574, Forward time: 2.2558, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 4.0179 [2020-11-16 04:32:50,851][root][INFO] - ===> Epoch[306](8021/26): Loss 0.2421, Sem 0.2421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.043e-01 Score 92.613 Data time: 0.1751, Forward time: 2.2556, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.2834 [2020-11-16 04:32:56,222][root][INFO] - ===> Epoch[306](8022/26): Loss 0.2292, Sem 0.2292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.043e-01 Score 92.618 Data time: 0.1953, Forward time: 2.2556, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 5.2681 [2020-11-16 04:33:03,309][root][INFO] - ===> Epoch[306](8023/26): Loss 0.2593, Sem 0.2593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.042e-01 Score 92.367 Data time: 0.3806, Forward time: 2.2562, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 6.9754 [2020-11-16 04:33:08,750][root][INFO] - ===> Epoch[306](8024/26): Loss 0.2252, Sem 0.2252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.042e-01 Score 92.791 Data time: 0.2140, Forward time: 2.2562, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 5.3049 [2020-11-16 04:33:15,351][root][INFO] - ===> Epoch[306](8025/26): Loss 0.1905, Sem 0.1905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.041e-01 Score 93.960 Data time: 0.1817, Forward time: 2.2561, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 6.4819 [2020-11-16 04:33:22,492][root][INFO] - ===> Epoch[306](8026/26): Loss 0.2191, Sem 0.2191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.041e-01 Score 93.071 Data time: 0.1928, Forward time: 2.2561, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 7.0183 [2020-11-16 04:33:27,885][root][INFO] - ===> Epoch[306](8027/26): Loss 0.2309, Sem 0.2309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.041e-01 Score 92.594 Data time: 0.1328, Forward time: 2.2557, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 5.2761 [2020-11-16 04:33:33,444][root][INFO] - ===> Epoch[306](8028/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.040e-01 Score 93.763 Data time: 0.2714, Forward time: 2.2558, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.4859 [2020-11-16 04:33:38,793][root][INFO] - ===> Epoch[307](8029/26): Loss 0.1634, Sem 0.1634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.040e-01 Score 94.720 Data time: 0.2135, Forward time: 2.2559, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 5.2492 [2020-11-16 04:33:44,508][root][INFO] - ===> Epoch[307](8030/26): Loss 0.2232, Sem 0.2232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.040e-01 Score 93.177 Data time: 0.2089, Forward time: 2.2558, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 5.5998 [2020-11-16 04:33:48,790][root][INFO] - ===> Epoch[307](8031/26): Loss 0.2242, Sem 0.2242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.039e-01 Score 92.897 Data time: 0.1696, Forward time: 2.2556, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 4.1791 [2020-11-16 04:33:53,491][root][INFO] - ===> Epoch[307](8032/26): Loss 0.2069, Sem 0.2069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.039e-01 Score 93.447 Data time: 0.1952, Forward time: 2.2556, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 4.6033 [2020-11-16 04:33:58,653][root][INFO] - ===> Epoch[307](8033/26): Loss 0.1949, Sem 0.1949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.038e-01 Score 93.818 Data time: 0.2348, Forward time: 2.2557, Backward time: 3.0485, DDP time: 0.0046, Total iter time: 5.0713 [2020-11-16 04:34:04,524][root][INFO] - ===> Epoch[307](8034/26): Loss 0.2007, Sem 0.2007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.038e-01 Score 93.782 Data time: 0.1691, Forward time: 2.2556, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 5.7534 [2020-11-16 04:34:11,798][root][INFO] - ===> Epoch[307](8035/26): Loss 0.2644, Sem 0.2644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.038e-01 Score 92.077 Data time: 0.1718, Forward time: 2.2555, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 7.1847 [2020-11-16 04:34:16,873][root][INFO] - ===> Epoch[307](8036/26): Loss 0.2165, Sem 0.2165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.037e-01 Score 93.310 Data time: 0.1871, Forward time: 2.2555, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 4.9597 [2020-11-16 04:34:22,884][root][INFO] - ===> Epoch[307](8037/26): Loss 0.2140, Sem 0.2140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.037e-01 Score 93.336 Data time: 0.1538, Forward time: 2.2553, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 5.9035 [2020-11-16 04:34:27,441][root][INFO] - ===> Epoch[307](8038/26): Loss 0.2348, Sem 0.2348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.037e-01 Score 92.586 Data time: 0.1270, Forward time: 2.2549, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 4.4764 [2020-11-16 04:34:32,339][root][INFO] - ===> Epoch[307](8039/26): Loss 0.2377, Sem 0.2377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.036e-01 Score 92.572 Data time: 0.1429, Forward time: 2.2546, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 4.8329 [2020-11-16 04:34:37,417][root][INFO] - ===> Epoch[307](8040/26): Loss 0.1989, Sem 0.1989, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.036e-01 Score 93.554 Data time: 0.2242, Forward time: 2.2547, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 5.0029 [2020-11-16 04:34:42,904][root][INFO] - ===> Epoch[307](8041/26): Loss 0.1958, Sem 0.1958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.035e-01 Score 93.912 Data time: 0.1441, Forward time: 2.2545, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 5.3754 [2020-11-16 04:34:47,452][root][INFO] - ===> Epoch[307](8042/26): Loss 0.2036, Sem 0.2036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.035e-01 Score 93.552 Data time: 0.1719, Forward time: 2.2542, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 4.4475 [2020-11-16 04:34:53,699][root][INFO] - ===> Epoch[307](8043/26): Loss 0.2661, Sem 0.2661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.035e-01 Score 91.543 Data time: 0.2259, Forward time: 2.2543, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 6.1625 [2020-11-16 04:34:59,773][root][INFO] - ===> Epoch[307](8044/26): Loss 0.2178, Sem 0.2178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.034e-01 Score 93.168 Data time: 0.2935, Forward time: 2.2548, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.9508 [2020-11-16 04:35:06,546][root][INFO] - ===> Epoch[307](8045/26): Loss 0.2244, Sem 0.2244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.034e-01 Score 93.119 Data time: 0.1841, Forward time: 2.2548, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 6.6371 [2020-11-16 04:35:11,840][root][INFO] - ===> Epoch[307](8046/26): Loss 0.1950, Sem 0.1950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.034e-01 Score 93.710 Data time: 0.1140, Forward time: 2.2544, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 5.1751 [2020-11-16 04:35:18,814][root][INFO] - ===> Epoch[307](8047/26): Loss 0.2268, Sem 0.2268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.033e-01 Score 92.859 Data time: 0.1549, Forward time: 2.2540, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 6.9096 [2020-11-16 04:35:24,293][root][INFO] - ===> Epoch[307](8048/26): Loss 0.2175, Sem 0.2175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.033e-01 Score 93.198 Data time: 0.2382, Forward time: 2.2543, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.4144 [2020-11-16 04:35:30,472][root][INFO] - ===> Epoch[307](8049/26): Loss 0.2186, Sem 0.2186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.032e-01 Score 93.298 Data time: 0.2003, Forward time: 2.2543, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 6.0645 [2020-11-16 04:35:36,594][root][INFO] - ===> Epoch[307](8050/26): Loss 0.2174, Sem 0.2174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.032e-01 Score 93.010 Data time: 0.1799, Forward time: 2.2542, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 6.0112 [2020-11-16 04:35:41,895][root][INFO] - ===> Epoch[307](8051/26): Loss 0.2440, Sem 0.2440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.032e-01 Score 93.076 Data time: 0.2459, Forward time: 2.2544, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 5.1923 [2020-11-16 04:35:47,550][root][INFO] - ===> Epoch[307](8052/26): Loss 0.2199, Sem 0.2199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.031e-01 Score 92.953 Data time: 0.1637, Forward time: 2.2543, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.5524 [2020-11-16 04:35:52,993][root][INFO] - ===> Epoch[307](8053/26): Loss 0.2157, Sem 0.2157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.031e-01 Score 93.053 Data time: 0.1703, Forward time: 2.2541, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.3517 [2020-11-16 04:36:00,302][root][INFO] - ===> Epoch[307](8054/26): Loss 0.2200, Sem 0.2200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.030e-01 Score 93.026 Data time: 0.2700, Forward time: 2.2545, Backward time: 3.0509, DDP time: 0.0046, Total iter time: 7.2398 [2020-11-16 04:36:06,191][root][INFO] - ===> Epoch[308](8055/26): Loss 0.2364, Sem 0.2364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.030e-01 Score 92.689 Data time: 0.1448, Forward time: 2.2543, Backward time: 3.0512, DDP time: 0.0046, Total iter time: 5.7910 [2020-11-16 04:36:12,368][root][INFO] - ===> Epoch[308](8056/26): Loss 0.1867, Sem 0.1867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.030e-01 Score 94.005 Data time: 0.1736, Forward time: 2.2542, Backward time: 3.0515, DDP time: 0.0046, Total iter time: 6.0893 [2020-11-16 04:36:17,755][root][INFO] - ===> Epoch[308](8057/26): Loss 0.2098, Sem 0.2098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.029e-01 Score 93.049 Data time: 0.2060, Forward time: 2.2543, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 5.2873 [2020-11-16 04:36:22,340][root][INFO] - ===> Epoch[308](8058/26): Loss 0.1886, Sem 0.1886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.029e-01 Score 94.145 Data time: 0.1869, Forward time: 2.2541, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 4.4791 [2020-11-16 04:36:28,263][root][INFO] - ===> Epoch[308](8059/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.029e-01 Score 94.093 Data time: 0.2756, Forward time: 2.2544, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 5.8509 [2020-11-16 04:36:33,784][root][INFO] - ===> Epoch[308](8060/26): Loss 0.2534, Sem 0.2534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.028e-01 Score 91.690 Data time: 0.1558, Forward time: 2.2542, Backward time: 3.0509, DDP time: 0.0046, Total iter time: 5.4143 [2020-11-16 04:36:39,791][root][INFO] - ===> Epoch[308](8061/26): Loss 0.2109, Sem 0.2109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.028e-01 Score 92.974 Data time: 0.2837, Forward time: 2.2546, Backward time: 3.0507, DDP time: 0.0046, Total iter time: 5.9229 [2020-11-16 04:36:45,257][root][INFO] - ===> Epoch[308](8062/26): Loss 0.2497, Sem 0.2497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.027e-01 Score 91.672 Data time: 0.2324, Forward time: 2.2549, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.3548 [2020-11-16 04:36:51,070][root][INFO] - ===> Epoch[308](8063/26): Loss 0.1968, Sem 0.1968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.027e-01 Score 94.008 Data time: 0.2081, Forward time: 2.2549, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 5.7004 [2020-11-16 04:36:56,640][root][INFO] - ===> Epoch[308](8064/26): Loss 0.1979, Sem 0.1979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.027e-01 Score 93.309 Data time: 0.1499, Forward time: 2.2547, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.4716 [2020-11-16 04:37:02,072][root][INFO] - ===> Epoch[308](8065/26): Loss 0.1966, Sem 0.1966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.026e-01 Score 93.302 Data time: 0.1972, Forward time: 2.2547, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.3384 [2020-11-16 04:37:08,452][root][INFO] - ===> Epoch[308](8066/26): Loss 0.1916, Sem 0.1916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.026e-01 Score 93.883 Data time: 0.1786, Forward time: 2.2546, Backward time: 3.0509, DDP time: 0.0046, Total iter time: 6.2609 [2020-11-16 04:37:13,709][root][INFO] - ===> Epoch[308](8067/26): Loss 0.1964, Sem 0.1964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.026e-01 Score 93.493 Data time: 0.2290, Forward time: 2.2548, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.1565 [2020-11-16 04:37:19,750][root][INFO] - ===> Epoch[308](8068/26): Loss 0.2115, Sem 0.2115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.025e-01 Score 93.139 Data time: 0.1699, Forward time: 2.2547, Backward time: 3.0507, DDP time: 0.0046, Total iter time: 5.9262 [2020-11-16 04:37:25,009][root][INFO] - ===> Epoch[308](8069/26): Loss 0.2161, Sem 0.2161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.025e-01 Score 93.141 Data time: 0.2048, Forward time: 2.2547, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.1632 [2020-11-16 04:37:31,448][root][INFO] - ===> Epoch[308](8070/26): Loss 0.1903, Sem 0.1903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.024e-01 Score 93.912 Data time: 0.1746, Forward time: 2.2546, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 6.3349 [2020-11-16 04:37:36,929][root][INFO] - ===> Epoch[308](8071/26): Loss 0.1948, Sem 0.1948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.024e-01 Score 93.885 Data time: 0.2507, Forward time: 2.2546, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 5.3693 [2020-11-16 04:37:42,134][root][INFO] - ===> Epoch[308](8072/26): Loss 0.1903, Sem 0.1903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.024e-01 Score 93.600 Data time: 0.2015, Forward time: 2.2547, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.0998 [2020-11-16 04:37:47,686][root][INFO] - ===> Epoch[308](8073/26): Loss 0.2098, Sem 0.2098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.023e-01 Score 93.223 Data time: 0.1901, Forward time: 2.2546, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.4485 [2020-11-16 04:37:55,448][root][INFO] - ===> Epoch[308](8074/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.023e-01 Score 92.905 Data time: 0.1940, Forward time: 2.2545, Backward time: 3.0516, DDP time: 0.0046, Total iter time: 7.6569 [2020-11-16 04:38:00,988][root][INFO] - ===> Epoch[308](8075/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.023e-01 Score 93.660 Data time: 0.2099, Forward time: 2.2546, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 5.4579 [2020-11-16 04:38:06,182][root][INFO] - ===> Epoch[308](8076/26): Loss 0.1991, Sem 0.1991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.022e-01 Score 93.775 Data time: 0.2267, Forward time: 2.2548, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 5.0923 [2020-11-16 04:38:11,449][root][INFO] - ===> Epoch[308](8077/26): Loss 0.1941, Sem 0.1941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.022e-01 Score 93.698 Data time: 0.1601, Forward time: 2.2546, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 5.1277 [2020-11-16 04:38:16,530][root][INFO] - ===> Epoch[308](8078/26): Loss 0.2007, Sem 0.2007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.021e-01 Score 93.577 Data time: 0.1365, Forward time: 2.2543, Backward time: 3.0511, DDP time: 0.0046, Total iter time: 5.0069 [2020-11-16 04:38:22,204][root][INFO] - ===> Epoch[308](8079/26): Loss 0.1757, Sem 0.1757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.021e-01 Score 94.159 Data time: 0.1588, Forward time: 2.2541, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 5.6096 [2020-11-16 04:38:26,723][root][INFO] - ===> Epoch[308](8080/26): Loss 0.2219, Sem 0.2219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.021e-01 Score 93.146 Data time: 0.1701, Forward time: 2.2539, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 4.4256 [2020-11-16 04:38:32,151][root][INFO] - ===> Epoch[309](8081/26): Loss 0.1842, Sem 0.1842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.020e-01 Score 94.151 Data time: 0.1683, Forward time: 2.2537, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 5.3288 [2020-11-16 04:38:37,610][root][INFO] - ===> Epoch[309](8082/26): Loss 0.2324, Sem 0.2324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.020e-01 Score 92.487 Data time: 0.1518, Forward time: 2.2534, Backward time: 3.0512, DDP time: 0.0046, Total iter time: 5.3558 [2020-11-16 04:38:42,991][root][INFO] - ===> Epoch[309](8083/26): Loss 0.1683, Sem 0.1683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.020e-01 Score 94.750 Data time: 0.1754, Forward time: 2.2533, Backward time: 3.0512, DDP time: 0.0046, Total iter time: 5.3208 [2020-11-16 04:38:47,989][root][INFO] - ===> Epoch[309](8084/26): Loss 0.1870, Sem 0.1870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.019e-01 Score 94.022 Data time: 0.1987, Forward time: 2.2533, Backward time: 3.0509, DDP time: 0.0046, Total iter time: 4.8952 [2020-11-16 04:38:52,866][root][INFO] - ===> Epoch[309](8085/26): Loss 0.2144, Sem 0.2144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.019e-01 Score 92.668 Data time: 0.1821, Forward time: 2.2532, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 4.7753 [2020-11-16 04:38:58,432][root][INFO] - ===> Epoch[309](8086/26): Loss 0.2104, Sem 0.2104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.018e-01 Score 93.484 Data time: 0.2036, Forward time: 2.2532, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.4925 [2020-11-16 04:39:04,088][root][INFO] - ===> Epoch[309](8087/26): Loss 0.2044, Sem 0.2044, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.018e-01 Score 93.464 Data time: 0.1882, Forward time: 2.2532, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 5.5610 [2020-11-16 04:39:09,112][root][INFO] - ===> Epoch[309](8088/26): Loss 0.1916, Sem 0.1916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.018e-01 Score 93.896 Data time: 0.2197, Forward time: 2.2533, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 4.9221 [2020-11-16 04:39:16,958][root][INFO] - ===> Epoch[309](8089/26): Loss 0.1816, Sem 0.1816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.017e-01 Score 94.033 Data time: 0.1979, Forward time: 2.2531, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 7.7201 [2020-11-16 04:39:22,314][root][INFO] - ===> Epoch[309](8090/26): Loss 0.2021, Sem 0.2021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.017e-01 Score 93.672 Data time: 0.1667, Forward time: 2.2528, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 5.2733 [2020-11-16 04:39:27,122][root][INFO] - ===> Epoch[309](8091/26): Loss 0.1797, Sem 0.1797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.016e-01 Score 94.222 Data time: 0.1647, Forward time: 2.2526, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 4.7346 [2020-11-16 04:39:33,585][root][INFO] - ===> Epoch[309](8092/26): Loss 0.1985, Sem 0.1985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.016e-01 Score 93.603 Data time: 0.2404, Forward time: 2.2526, Backward time: 3.0516, DDP time: 0.0046, Total iter time: 6.3845 [2020-11-16 04:39:38,645][root][INFO] - ===> Epoch[309](8093/26): Loss 0.1715, Sem 0.1715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.016e-01 Score 94.279 Data time: 0.1535, Forward time: 2.2524, Backward time: 3.0515, DDP time: 0.0046, Total iter time: 4.9456 [2020-11-16 04:39:43,852][root][INFO] - ===> Epoch[309](8094/26): Loss 0.2001, Sem 0.2001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.015e-01 Score 93.143 Data time: 0.2304, Forward time: 2.2526, Backward time: 3.0511, DDP time: 0.0046, Total iter time: 5.1138 [2020-11-16 04:39:49,248][root][INFO] - ===> Epoch[309](8095/26): Loss 0.1800, Sem 0.1800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.015e-01 Score 94.099 Data time: 0.2399, Forward time: 2.2528, Backward time: 3.0507, DDP time: 0.0046, Total iter time: 5.2826 [2020-11-16 04:39:55,134][root][INFO] - ===> Epoch[309](8096/26): Loss 0.1950, Sem 0.1950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.015e-01 Score 93.618 Data time: 0.2558, Forward time: 2.2531, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.7707 [2020-11-16 04:40:00,829][root][INFO] - ===> Epoch[309](8097/26): Loss 0.2043, Sem 0.2043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.014e-01 Score 93.093 Data time: 0.1832, Forward time: 2.2531, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.5792 [2020-11-16 04:40:07,417][root][INFO] - ===> Epoch[309](8098/26): Loss 0.2114, Sem 0.2114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.014e-01 Score 92.974 Data time: 0.2213, Forward time: 2.2532, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 6.4852 [2020-11-16 04:40:13,118][root][INFO] - ===> Epoch[309](8099/26): Loss 0.1860, Sem 0.1860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.013e-01 Score 93.783 Data time: 0.2239, Forward time: 2.2533, Backward time: 3.0507, DDP time: 0.0046, Total iter time: 5.5783 [2020-11-16 04:40:18,676][root][INFO] - ===> Epoch[309](8100/26): Loss 0.1936, Sem 0.1936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.013e-01 Score 93.669 Data time: 0.2472, Forward time: 2.2536, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.4501 [2020-11-16 04:40:25,188][root][INFO] - ===> Epoch[309](8101/26): Loss 0.2025, Sem 0.2025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.013e-01 Score 93.337 Data time: 0.2004, Forward time: 2.2536, Backward time: 3.0507, DDP time: 0.0046, Total iter time: 6.4120 [2020-11-16 04:40:30,426][root][INFO] - ===> Epoch[309](8102/26): Loss 0.1700, Sem 0.1700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.012e-01 Score 94.389 Data time: 0.2183, Forward time: 2.2538, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.1298 [2020-11-16 04:40:35,655][root][INFO] - ===> Epoch[309](8103/26): Loss 0.1842, Sem 0.1842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.012e-01 Score 94.249 Data time: 0.1661, Forward time: 2.2536, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 5.1167 [2020-11-16 04:40:41,133][root][INFO] - ===> Epoch[309](8104/26): Loss 0.2007, Sem 0.2007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.012e-01 Score 93.586 Data time: 0.2449, Forward time: 2.2539, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.3964 [2020-11-16 04:40:46,778][root][INFO] - ===> Epoch[309](8105/26): Loss 0.2102, Sem 0.2102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.011e-01 Score 93.128 Data time: 0.1834, Forward time: 2.2537, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 5.5445 [2020-11-16 04:40:52,835][root][INFO] - ===> Epoch[309](8106/26): Loss 0.1859, Sem 0.1859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.011e-01 Score 93.926 Data time: 0.2153, Forward time: 2.2539, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.9788 [2020-11-16 04:40:58,580][root][INFO] - ===> Epoch[310](8107/26): Loss 0.1884, Sem 0.1884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.010e-01 Score 93.792 Data time: 0.1714, Forward time: 2.2538, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 5.6569 [2020-11-16 04:41:04,877][root][INFO] - ===> Epoch[310](8108/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.010e-01 Score 93.600 Data time: 0.2493, Forward time: 2.2540, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 6.2172 [2020-11-16 04:41:09,867][root][INFO] - ===> Epoch[310](8109/26): Loss 0.2157, Sem 0.2157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.010e-01 Score 93.284 Data time: 0.1983, Forward time: 2.2540, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 4.8800 [2020-11-16 04:41:15,721][root][INFO] - ===> Epoch[310](8110/26): Loss 0.1961, Sem 0.1961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.009e-01 Score 93.741 Data time: 0.2463, Forward time: 2.2542, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.7471 [2020-11-16 04:41:21,413][root][INFO] - ===> Epoch[310](8111/26): Loss 0.2246, Sem 0.2246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.009e-01 Score 92.927 Data time: 0.2473, Forward time: 2.2544, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 5.5724 [2020-11-16 04:41:26,136][root][INFO] - ===> Epoch[310](8112/26): Loss 0.1861, Sem 0.1861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.009e-01 Score 93.944 Data time: 0.1929, Forward time: 2.2544, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 4.6151 [2020-11-16 04:41:31,547][root][INFO] - ===> Epoch[310](8113/26): Loss 0.1753, Sem 0.1753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.008e-01 Score 94.312 Data time: 0.1770, Forward time: 2.2543, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 5.3012 [2020-11-16 04:41:36,705][root][INFO] - ===> Epoch[310](8114/26): Loss 0.2076, Sem 0.2076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.008e-01 Score 92.935 Data time: 0.2297, Forward time: 2.2544, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.0802 [2020-11-16 04:41:42,895][root][INFO] - ===> Epoch[310](8115/26): Loss 0.1469, Sem 0.1469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.007e-01 Score 95.250 Data time: 0.1754, Forward time: 2.2543, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 6.0658 [2020-11-16 04:41:47,654][root][INFO] - ===> Epoch[310](8116/26): Loss 0.1926, Sem 0.1926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.007e-01 Score 93.912 Data time: 0.1760, Forward time: 2.2541, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 4.6630 [2020-11-16 04:41:53,562][root][INFO] - ===> Epoch[310](8117/26): Loss 0.1993, Sem 0.1993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.007e-01 Score 93.174 Data time: 0.2459, Forward time: 2.2544, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.8269 [2020-11-16 04:41:59,523][root][INFO] - ===> Epoch[310](8118/26): Loss 0.1868, Sem 0.1868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.006e-01 Score 94.225 Data time: 0.2040, Forward time: 2.2545, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.8189 [2020-11-16 04:42:04,871][root][INFO] - ===> Epoch[310](8119/26): Loss 0.1863, Sem 0.1863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.006e-01 Score 93.674 Data time: 0.1509, Forward time: 2.2543, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 5.2273 [2020-11-16 04:42:11,232][root][INFO] - ===> Epoch[310](8120/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.005e-01 Score 94.480 Data time: 0.1788, Forward time: 2.2541, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 6.2969 [2020-11-16 04:42:16,300][root][INFO] - ===> Epoch[310](8121/26): Loss 0.1959, Sem 0.1959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.005e-01 Score 93.583 Data time: 0.2073, Forward time: 2.2542, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 4.9575 [2020-11-16 04:42:21,571][root][INFO] - ===> Epoch[310](8122/26): Loss 0.2073, Sem 0.2073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.005e-01 Score 93.252 Data time: 0.1928, Forward time: 2.2541, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.1427 [2020-11-16 04:42:27,542][root][INFO] - ===> Epoch[310](8123/26): Loss 0.2092, Sem 0.2092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.004e-01 Score 93.309 Data time: 0.2605, Forward time: 2.2545, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 5.8502 [2020-11-16 04:42:34,259][root][INFO] - ===> Epoch[310](8124/26): Loss 0.1959, Sem 0.1959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.004e-01 Score 93.733 Data time: 0.1664, Forward time: 2.2544, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 6.5976 [2020-11-16 04:42:39,577][root][INFO] - ===> Epoch[310](8125/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.004e-01 Score 93.665 Data time: 0.2337, Forward time: 2.2545, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 5.2437 [2020-11-16 04:42:45,482][root][INFO] - ===> Epoch[310](8126/26): Loss 0.1795, Sem 0.1795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.003e-01 Score 94.083 Data time: 0.2401, Forward time: 2.2548, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 5.8038 [2020-11-16 04:42:52,062][root][INFO] - ===> Epoch[310](8127/26): Loss 0.1872, Sem 0.1872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.003e-01 Score 93.871 Data time: 0.1577, Forward time: 2.2547, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 6.4709 [2020-11-16 04:42:57,094][root][INFO] - ===> Epoch[310](8128/26): Loss 0.1783, Sem 0.1783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.002e-01 Score 94.265 Data time: 0.1995, Forward time: 2.2547, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 4.9220 [2020-11-16 04:43:03,708][root][INFO] - ===> Epoch[310](8129/26): Loss 0.1716, Sem 0.1716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.002e-01 Score 94.101 Data time: 0.1790, Forward time: 2.2547, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 6.5242 [2020-11-16 04:43:08,431][root][INFO] - ===> Epoch[310](8130/26): Loss 0.2397, Sem 0.2397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.002e-01 Score 92.848 Data time: 0.2172, Forward time: 2.2547, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 4.6390 [2020-11-16 04:43:12,951][root][INFO] - ===> Epoch[310](8131/26): Loss 0.2083, Sem 0.2083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.001e-01 Score 93.145 Data time: 0.1343, Forward time: 2.2544, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 4.4314 [2020-11-16 04:43:18,533][root][INFO] - ===> Epoch[310](8132/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.001e-01 Score 93.954 Data time: 0.1202, Forward time: 2.2540, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 5.5294 [2020-11-16 04:43:24,337][root][INFO] - ===> Epoch[311](8133/26): Loss 0.1717, Sem 0.1717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.001e-01 Score 94.517 Data time: 0.1746, Forward time: 2.2539, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.7781 [2020-11-16 04:43:30,126][root][INFO] - ===> Epoch[311](8134/26): Loss 0.1839, Sem 0.1839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.000e-01 Score 94.032 Data time: 0.1764, Forward time: 2.2539, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 5.7108 [2020-11-16 04:43:36,369][root][INFO] - ===> Epoch[311](8135/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.000e-01 Score 93.329 Data time: 0.1925, Forward time: 2.2539, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 6.1542 [2020-11-16 04:43:41,313][root][INFO] - ===> Epoch[311](8136/26): Loss 0.2016, Sem 0.2016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.999e-01 Score 93.260 Data time: 0.2198, Forward time: 2.2540, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 4.8349 [2020-11-16 04:43:46,860][root][INFO] - ===> Epoch[311](8137/26): Loss 0.1782, Sem 0.1782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.999e-01 Score 94.089 Data time: 0.1485, Forward time: 2.2538, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.4423 [2020-11-16 04:43:51,646][root][INFO] - ===> Epoch[311](8138/26): Loss 0.1881, Sem 0.1881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.999e-01 Score 93.725 Data time: 0.1491, Forward time: 2.2535, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 4.7315 [2020-11-16 04:43:56,374][root][INFO] - ===> Epoch[311](8139/26): Loss 0.2300, Sem 0.2300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.998e-01 Score 92.603 Data time: 0.2180, Forward time: 2.2536, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 4.6640 [2020-11-16 04:44:01,033][root][INFO] - ===> Epoch[311](8140/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.998e-01 Score 93.730 Data time: 0.1871, Forward time: 2.2536, Backward time: 3.0485, DDP time: 0.0046, Total iter time: 4.5775 [2020-11-16 04:44:08,375][root][INFO] - ===> Epoch[311](8141/26): Loss 0.1733, Sem 0.1733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.998e-01 Score 94.545 Data time: 0.2257, Forward time: 2.2537, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 7.2692 [2020-11-16 04:44:13,054][root][INFO] - ===> Epoch[311](8142/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.997e-01 Score 93.828 Data time: 0.1480, Forward time: 2.2535, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 4.5644 [2020-11-16 04:44:18,524][root][INFO] - ===> Epoch[311](8143/26): Loss 0.1678, Sem 0.1678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.997e-01 Score 94.609 Data time: 0.1556, Forward time: 2.2532, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 5.3726 [2020-11-16 04:44:24,396][root][INFO] - ===> Epoch[311](8144/26): Loss 0.2137, Sem 0.2137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.996e-01 Score 93.105 Data time: 0.1745, Forward time: 2.2532, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 5.7999 [2020-11-16 04:44:29,643][root][INFO] - ===> Epoch[311](8145/26): Loss 0.2130, Sem 0.2130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.996e-01 Score 92.749 Data time: 0.1790, Forward time: 2.2530, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 5.1336 [2020-11-16 04:44:34,872][root][INFO] - ===> Epoch[311](8146/26): Loss 0.1926, Sem 0.1926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.996e-01 Score 93.712 Data time: 0.2166, Forward time: 2.2532, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 5.1398 [2020-11-16 04:44:39,656][root][INFO] - ===> Epoch[311](8147/26): Loss 0.2227, Sem 0.2227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.995e-01 Score 93.130 Data time: 0.1375, Forward time: 2.2529, Backward time: 3.0485, DDP time: 0.0046, Total iter time: 4.6734 [2020-11-16 04:44:46,354][root][INFO] - ===> Epoch[311](8148/26): Loss 0.1901, Sem 0.1901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.995e-01 Score 93.923 Data time: 0.1593, Forward time: 2.2527, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 6.6226 [2020-11-16 04:44:52,627][root][INFO] - ===> Epoch[311](8149/26): Loss 0.1754, Sem 0.1754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.994e-01 Score 94.130 Data time: 0.1717, Forward time: 2.2527, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 6.1993 [2020-11-16 04:44:59,614][root][INFO] - ===> Epoch[311](8150/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.994e-01 Score 92.532 Data time: 0.1495, Forward time: 2.2524, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 6.8938 [2020-11-16 04:45:05,053][root][INFO] - ===> Epoch[311](8151/26): Loss 0.1771, Sem 0.1771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.994e-01 Score 94.244 Data time: 0.2377, Forward time: 2.2526, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.3745 [2020-11-16 04:45:11,051][root][INFO] - ===> Epoch[311](8152/26): Loss 0.2124, Sem 0.2124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.993e-01 Score 93.516 Data time: 0.1753, Forward time: 2.2525, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.8643 [2020-11-16 04:45:17,102][root][INFO] - ===> Epoch[311](8153/26): Loss 0.2092, Sem 0.2092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.993e-01 Score 93.257 Data time: 0.2989, Forward time: 2.2529, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.9660 [2020-11-16 04:45:23,384][root][INFO] - ===> Epoch[311](8154/26): Loss 0.2115, Sem 0.2115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.993e-01 Score 93.468 Data time: 0.2139, Forward time: 2.2530, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 6.1519 [2020-11-16 04:45:28,660][root][INFO] - ===> Epoch[311](8155/26): Loss 0.1722, Sem 0.1722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.992e-01 Score 94.354 Data time: 0.1899, Forward time: 2.2529, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.1765 [2020-11-16 04:45:35,681][root][INFO] - ===> Epoch[311](8156/26): Loss 0.1854, Sem 0.1854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.992e-01 Score 94.093 Data time: 0.2285, Forward time: 2.2530, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 6.9276 [2020-11-16 04:45:40,352][root][INFO] - ===> Epoch[311](8157/26): Loss 0.2173, Sem 0.2173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.991e-01 Score 93.235 Data time: 0.1740, Forward time: 2.2528, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 4.5628 [2020-11-16 04:45:45,798][root][INFO] - ===> Epoch[311](8158/26): Loss 0.1976, Sem 0.1976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.991e-01 Score 93.700 Data time: 0.1847, Forward time: 2.2528, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.3720 [2020-11-16 04:45:50,586][root][INFO] - ===> Epoch[312](8159/26): Loss 0.1920, Sem 0.1920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.991e-01 Score 93.944 Data time: 0.1644, Forward time: 2.2525, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 4.6826 [2020-11-16 04:45:56,019][root][INFO] - ===> Epoch[312](8160/26): Loss 0.1742, Sem 0.1742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.990e-01 Score 94.323 Data time: 0.2107, Forward time: 2.2527, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.3612 [2020-11-16 04:46:01,827][root][INFO] - ===> Epoch[312](8161/26): Loss 0.1690, Sem 0.1690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.990e-01 Score 94.272 Data time: 0.1449, Forward time: 2.2524, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 5.7041 [2020-11-16 04:46:07,581][root][INFO] - ===> Epoch[312](8162/26): Loss 0.1914, Sem 0.1914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.990e-01 Score 93.695 Data time: 0.2016, Forward time: 2.2524, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.6992 [2020-11-16 04:46:13,636][root][INFO] - ===> Epoch[312](8163/26): Loss 0.1743, Sem 0.1743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.989e-01 Score 94.472 Data time: 0.2145, Forward time: 2.2524, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.9522 [2020-11-16 04:46:18,905][root][INFO] - ===> Epoch[312](8164/26): Loss 0.1927, Sem 0.1927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.989e-01 Score 93.874 Data time: 0.2016, Forward time: 2.2525, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.1620 [2020-11-16 04:46:25,521][root][INFO] - ===> Epoch[312](8165/26): Loss 0.1356, Sem 0.1356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.988e-01 Score 95.615 Data time: 0.2058, Forward time: 2.2525, Backward time: 3.0507, DDP time: 0.0046, Total iter time: 6.5057 [2020-11-16 04:46:30,279][root][INFO] - ===> Epoch[312](8166/26): Loss 0.1783, Sem 0.1783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.988e-01 Score 94.277 Data time: 0.2168, Forward time: 2.2525, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 4.6592 [2020-11-16 04:46:36,574][root][INFO] - ===> Epoch[312](8167/26): Loss 0.2057, Sem 0.2057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.988e-01 Score 93.631 Data time: 0.1913, Forward time: 2.2525, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 6.1889 [2020-11-16 04:46:42,393][root][INFO] - ===> Epoch[312](8168/26): Loss 0.1921, Sem 0.1921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.987e-01 Score 93.809 Data time: 0.2568, Forward time: 2.2529, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.7273 [2020-11-16 04:46:47,997][root][INFO] - ===> Epoch[312](8169/26): Loss 0.1885, Sem 0.1885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.987e-01 Score 93.552 Data time: 0.1765, Forward time: 2.2528, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.4870 [2020-11-16 04:46:53,378][root][INFO] - ===> Epoch[312](8170/26): Loss 0.1840, Sem 0.1840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.987e-01 Score 93.936 Data time: 0.1728, Forward time: 2.2527, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.2902 [2020-11-16 04:47:00,289][root][INFO] - ===> Epoch[312](8171/26): Loss 0.1944, Sem 0.1944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.986e-01 Score 94.069 Data time: 0.1534, Forward time: 2.2525, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 6.8200 [2020-11-16 04:47:06,333][root][INFO] - ===> Epoch[312](8172/26): Loss 0.1997, Sem 0.1997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.986e-01 Score 93.469 Data time: 0.1780, Forward time: 2.2523, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 5.9686 [2020-11-16 04:47:13,336][root][INFO] - ===> Epoch[312](8173/26): Loss 0.1969, Sem 0.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.985e-01 Score 93.606 Data time: 0.2404, Forward time: 2.2524, Backward time: 3.0518, DDP time: 0.0046, Total iter time: 6.9510 [2020-11-16 04:47:18,594][root][INFO] - ===> Epoch[312](8174/26): Loss 0.1961, Sem 0.1961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.985e-01 Score 93.576 Data time: 0.2038, Forward time: 2.2525, Backward time: 3.0516, DDP time: 0.0046, Total iter time: 5.1471 [2020-11-16 04:47:24,296][root][INFO] - ===> Epoch[312](8175/26): Loss 0.1725, Sem 0.1725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.985e-01 Score 94.345 Data time: 0.2224, Forward time: 2.2526, Backward time: 3.0514, DDP time: 0.0046, Total iter time: 5.6022 [2020-11-16 04:47:29,695][root][INFO] - ===> Epoch[312](8176/26): Loss 0.1637, Sem 0.1637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.984e-01 Score 94.929 Data time: 0.1879, Forward time: 2.2526, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 5.2931 [2020-11-16 04:47:35,205][root][INFO] - ===> Epoch[312](8177/26): Loss 0.1817, Sem 0.1817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.984e-01 Score 94.628 Data time: 0.2112, Forward time: 2.2527, Backward time: 3.0512, DDP time: 0.0046, Total iter time: 5.4325 [2020-11-16 04:47:40,714][root][INFO] - ===> Epoch[312](8178/26): Loss 0.2298, Sem 0.2298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.983e-01 Score 92.514 Data time: 0.2161, Forward time: 2.2528, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 5.4082 [2020-11-16 04:47:45,636][root][INFO] - ===> Epoch[312](8179/26): Loss 0.2039, Sem 0.2039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.983e-01 Score 93.297 Data time: 0.1764, Forward time: 2.2527, Backward time: 3.0508, DDP time: 0.0046, Total iter time: 4.8152 [2020-11-16 04:47:50,968][root][INFO] - ===> Epoch[312](8180/26): Loss 0.2127, Sem 0.2127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.983e-01 Score 93.197 Data time: 0.2295, Forward time: 2.2528, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.2553 [2020-11-16 04:47:57,026][root][INFO] - ===> Epoch[312](8181/26): Loss 0.1901, Sem 0.1901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.982e-01 Score 93.943 Data time: 0.2468, Forward time: 2.2531, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.9404 [2020-11-16 04:48:01,984][root][INFO] - ===> Epoch[312](8182/26): Loss 0.2069, Sem 0.2069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.982e-01 Score 93.513 Data time: 0.1231, Forward time: 2.2528, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 4.8303 [2020-11-16 04:48:07,809][root][INFO] - ===> Epoch[312](8183/26): Loss 0.2043, Sem 0.2043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.982e-01 Score 93.732 Data time: 0.1924, Forward time: 2.2527, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.7426 [2020-11-16 04:48:13,271][root][INFO] - ===> Epoch[312](8184/26): Loss 0.1830, Sem 0.1830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.981e-01 Score 93.945 Data time: 0.1595, Forward time: 2.2526, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 5.3686 [2020-11-16 04:48:17,654][root][INFO] - ===> Epoch[313](8185/26): Loss 0.1738, Sem 0.1738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.981e-01 Score 94.392 Data time: 0.2009, Forward time: 2.2526, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 4.2854 [2020-11-16 04:48:22,929][root][INFO] - ===> Epoch[313](8186/26): Loss 0.1977, Sem 0.1977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.980e-01 Score 93.644 Data time: 0.2040, Forward time: 2.2526, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 5.1796 [2020-11-16 04:48:29,071][root][INFO] - ===> Epoch[313](8187/26): Loss 0.1809, Sem 0.1809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.980e-01 Score 94.049 Data time: 0.2186, Forward time: 2.2528, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 6.0360 [2020-11-16 04:48:34,199][root][INFO] - ===> Epoch[313](8188/26): Loss 0.1822, Sem 0.1822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.980e-01 Score 93.951 Data time: 0.1584, Forward time: 2.2526, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 5.0162 [2020-11-16 04:48:39,509][root][INFO] - ===> Epoch[313](8189/26): Loss 0.1923, Sem 0.1923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.979e-01 Score 93.593 Data time: 0.2020, Forward time: 2.2526, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 5.2056 [2020-11-16 04:48:46,089][root][INFO] - ===> Epoch[313](8190/26): Loss 0.1806, Sem 0.1806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.979e-01 Score 94.373 Data time: 0.1710, Forward time: 2.2525, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 6.4821 [2020-11-16 04:48:51,153][root][INFO] - ===> Epoch[313](8191/26): Loss 0.1951, Sem 0.1951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.979e-01 Score 93.899 Data time: 0.1664, Forward time: 2.2523, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 4.9653 [2020-11-16 04:48:56,050][root][INFO] - ===> Epoch[313](8192/26): Loss 0.1790, Sem 0.1790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.978e-01 Score 94.288 Data time: 0.2054, Forward time: 2.2523, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 4.8162 [2020-11-16 04:49:02,526][root][INFO] - ===> Epoch[313](8193/26): Loss 0.2007, Sem 0.2007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.978e-01 Score 93.328 Data time: 0.1857, Forward time: 2.2522, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 6.3836 [2020-11-16 04:49:07,544][root][INFO] - ===> Epoch[313](8194/26): Loss 0.1693, Sem 0.1693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.977e-01 Score 94.327 Data time: 0.2044, Forward time: 2.2522, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 4.9143 [2020-11-16 04:49:13,072][root][INFO] - ===> Epoch[313](8195/26): Loss 0.1857, Sem 0.1857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.977e-01 Score 93.984 Data time: 0.2527, Forward time: 2.2525, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 5.4260 [2020-11-16 04:49:20,359][root][INFO] - ===> Epoch[313](8196/26): Loss 0.1974, Sem 0.1974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.977e-01 Score 93.824 Data time: 0.1755, Forward time: 2.2524, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 7.1987 [2020-11-16 04:49:24,903][root][INFO] - ===> Epoch[313](8197/26): Loss 0.1723, Sem 0.1723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.976e-01 Score 94.298 Data time: 0.2021, Forward time: 2.2524, Backward time: 3.0498, DDP time: 0.0046, Total iter time: 4.4481 [2020-11-16 04:49:31,881][root][INFO] - ===> Epoch[313](8198/26): Loss 0.1775, Sem 0.1775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.976e-01 Score 94.632 Data time: 0.1777, Forward time: 2.2523, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 6.8856 [2020-11-16 04:49:37,695][root][INFO] - ===> Epoch[313](8199/26): Loss 0.1860, Sem 0.1860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.976e-01 Score 94.213 Data time: 0.2396, Forward time: 2.2524, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 5.7247 [2020-11-16 04:49:43,079][root][INFO] - ===> Epoch[313](8200/26): Loss 0.2008, Sem 0.2008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.975e-01 Score 93.493 Data time: 0.2447, Forward time: 2.2527, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.2751 [2020-11-16 04:49:47,981][root][INFO] - ===> Epoch[313](8201/26): Loss 0.1711, Sem 0.1711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.975e-01 Score 94.300 Data time: 0.1868, Forward time: 2.2525, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 4.7982 [2020-11-16 04:49:52,797][root][INFO] - ===> Epoch[313](8202/26): Loss 0.2217, Sem 0.2217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.974e-01 Score 92.516 Data time: 0.2008, Forward time: 2.2525, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 4.7220 [2020-11-16 04:49:59,643][root][INFO] - ===> Epoch[313](8203/26): Loss 0.1851, Sem 0.1851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.974e-01 Score 93.718 Data time: 0.2107, Forward time: 2.2526, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 6.7563 [2020-11-16 04:50:05,474][root][INFO] - ===> Epoch[313](8204/26): Loss 0.1978, Sem 0.1978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.974e-01 Score 93.741 Data time: 0.1673, Forward time: 2.2526, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.7195 [2020-11-16 04:50:10,578][root][INFO] - ===> Epoch[313](8205/26): Loss 0.1674, Sem 0.1674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.973e-01 Score 94.504 Data time: 0.1583, Forward time: 2.2523, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.0170 [2020-11-16 04:50:16,671][root][INFO] - ===> Epoch[313](8206/26): Loss 0.2102, Sem 0.2102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.973e-01 Score 93.453 Data time: 0.2400, Forward time: 2.2525, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 6.0102 [2020-11-16 04:50:23,006][root][INFO] - ===> Epoch[313](8207/26): Loss 0.2066, Sem 0.2066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.972e-01 Score 93.790 Data time: 0.1681, Forward time: 2.2522, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 6.2179 [2020-11-16 04:50:28,490][root][INFO] - ===> Epoch[313](8208/26): Loss 0.2034, Sem 0.2034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.972e-01 Score 93.649 Data time: 0.2382, Forward time: 2.2524, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 5.3997 [2020-11-16 04:50:34,348][root][INFO] - ===> Epoch[313](8209/26): Loss 0.1791, Sem 0.1791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.972e-01 Score 94.122 Data time: 0.1539, Forward time: 2.2522, Backward time: 3.0506, DDP time: 0.0046, Total iter time: 5.7540 [2020-11-16 04:50:38,816][root][INFO] - ===> Epoch[313](8210/26): Loss 0.2011, Sem 0.2011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.971e-01 Score 93.328 Data time: 0.1632, Forward time: 2.2520, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 4.3939 [2020-11-16 04:50:44,547][root][INFO] - ===> Epoch[314](8211/26): Loss 0.1797, Sem 0.1797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.971e-01 Score 94.399 Data time: 0.2223, Forward time: 2.2521, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.6475 [2020-11-16 04:50:50,670][root][INFO] - ===> Epoch[314](8212/26): Loss 0.2041, Sem 0.2041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.971e-01 Score 93.527 Data time: 0.2306, Forward time: 2.2523, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 6.0198 [2020-11-16 04:50:56,902][root][INFO] - ===> Epoch[314](8213/26): Loss 0.1866, Sem 0.1866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.970e-01 Score 93.822 Data time: 0.1347, Forward time: 2.2520, Backward time: 3.0507, DDP time: 0.0046, Total iter time: 6.1289 [2020-11-16 04:51:02,645][root][INFO] - ===> Epoch[314](8214/26): Loss 0.1896, Sem 0.1896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.970e-01 Score 94.066 Data time: 0.1663, Forward time: 2.2518, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 5.6747 [2020-11-16 04:51:09,326][root][INFO] - ===> Epoch[314](8215/26): Loss 0.1996, Sem 0.1996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.969e-01 Score 93.677 Data time: 0.3516, Forward time: 2.2523, Backward time: 3.0509, DDP time: 0.0046, Total iter time: 6.6091 [2020-11-16 04:51:15,633][root][INFO] - ===> Epoch[314](8216/26): Loss 0.1966, Sem 0.1966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.969e-01 Score 93.691 Data time: 0.1737, Forward time: 2.2522, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 6.1859 [2020-11-16 04:51:21,957][root][INFO] - ===> Epoch[314](8217/26): Loss 0.2147, Sem 0.2147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.969e-01 Score 93.049 Data time: 0.1432, Forward time: 2.2519, Backward time: 3.0519, DDP time: 0.0046, Total iter time: 6.2402 [2020-11-16 04:51:26,854][root][INFO] - ===> Epoch[314](8218/26): Loss 0.2662, Sem 0.2662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.968e-01 Score 91.819 Data time: 0.1585, Forward time: 2.2517, Backward time: 3.0517, DDP time: 0.0046, Total iter time: 4.8294 [2020-11-16 04:51:31,735][root][INFO] - ===> Epoch[314](8219/26): Loss 0.2016, Sem 0.2016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.968e-01 Score 93.251 Data time: 0.1639, Forward time: 2.2515, Backward time: 3.0516, DDP time: 0.0046, Total iter time: 4.8069 [2020-11-16 04:51:38,201][root][INFO] - ===> Epoch[314](8220/26): Loss 0.2226, Sem 0.2226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.968e-01 Score 92.721 Data time: 0.1936, Forward time: 2.2514, Backward time: 3.0520, DDP time: 0.0046, Total iter time: 6.3977 [2020-11-16 04:51:43,742][root][INFO] - ===> Epoch[314](8221/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.967e-01 Score 94.621 Data time: 0.1847, Forward time: 2.2513, Backward time: 3.0521, DDP time: 0.0046, Total iter time: 5.4486 [2020-11-16 04:51:48,926][root][INFO] - ===> Epoch[314](8222/26): Loss 0.1917, Sem 0.1917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.967e-01 Score 93.865 Data time: 0.1916, Forward time: 2.2513, Backward time: 3.0519, DDP time: 0.0046, Total iter time: 5.0872 [2020-11-16 04:51:53,961][root][INFO] - ===> Epoch[314](8223/26): Loss 0.1656, Sem 0.1656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.966e-01 Score 94.806 Data time: 0.1296, Forward time: 2.2510, Backward time: 3.0520, DDP time: 0.0046, Total iter time: 4.9297 [2020-11-16 04:51:59,504][root][INFO] - ===> Epoch[314](8224/26): Loss 0.2060, Sem 0.2060, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.966e-01 Score 93.461 Data time: 0.1910, Forward time: 2.2509, Backward time: 3.0520, DDP time: 0.0046, Total iter time: 5.4645 [2020-11-16 04:52:04,754][root][INFO] - ===> Epoch[314](8225/26): Loss 0.2197, Sem 0.2197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.966e-01 Score 92.791 Data time: 0.1386, Forward time: 2.2507, Backward time: 3.0521, DDP time: 0.0046, Total iter time: 5.1380 [2020-11-16 04:52:10,553][root][INFO] - ===> Epoch[314](8226/26): Loss 0.2207, Sem 0.2207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.965e-01 Score 92.951 Data time: 0.1500, Forward time: 2.2504, Backward time: 3.0524, DDP time: 0.0046, Total iter time: 5.7314 [2020-11-16 04:52:16,443][root][INFO] - ===> Epoch[314](8227/26): Loss 0.2140, Sem 0.2140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.965e-01 Score 93.226 Data time: 0.1403, Forward time: 2.2502, Backward time: 3.0527, DDP time: 0.0046, Total iter time: 5.7944 [2020-11-16 04:52:22,699][root][INFO] - ===> Epoch[314](8228/26): Loss 0.1771, Sem 0.1771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.964e-01 Score 94.460 Data time: 0.1704, Forward time: 2.2500, Backward time: 3.0532, DDP time: 0.0046, Total iter time: 6.1746 [2020-11-16 04:52:28,550][root][INFO] - ===> Epoch[314](8229/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.964e-01 Score 94.206 Data time: 0.2703, Forward time: 2.2503, Backward time: 3.0529, DDP time: 0.0046, Total iter time: 5.7550 [2020-11-16 04:52:35,898][root][INFO] - ===> Epoch[314](8230/26): Loss 0.1917, Sem 0.1917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.964e-01 Score 94.086 Data time: 0.1973, Forward time: 2.2503, Backward time: 3.0536, DDP time: 0.0046, Total iter time: 7.2260 [2020-11-16 04:52:42,815][root][INFO] - ===> Epoch[314](8231/26): Loss 0.1944, Sem 0.1944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.963e-01 Score 93.665 Data time: 0.2431, Forward time: 2.2506, Backward time: 3.0538, DDP time: 0.0046, Total iter time: 6.8125 [2020-11-16 04:52:49,264][root][INFO] - ===> Epoch[314](8232/26): Loss 0.2129, Sem 0.2129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.963e-01 Score 93.312 Data time: 0.1466, Forward time: 2.2505, Backward time: 3.0543, DDP time: 0.0046, Total iter time: 6.3321 [2020-11-16 04:52:54,374][root][INFO] - ===> Epoch[314](8233/26): Loss 0.1968, Sem 0.1968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.963e-01 Score 93.602 Data time: 0.1789, Forward time: 2.2504, Backward time: 3.0542, DDP time: 0.0046, Total iter time: 5.0436 [2020-11-16 04:53:00,280][root][INFO] - ===> Epoch[314](8234/26): Loss 0.2009, Sem 0.2009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.962e-01 Score 93.220 Data time: 0.1621, Forward time: 2.2502, Backward time: 3.0545, DDP time: 0.0046, Total iter time: 5.8092 [2020-11-16 04:53:05,030][root][INFO] - ===> Epoch[314](8235/26): Loss 0.1787, Sem 0.1787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.962e-01 Score 93.908 Data time: 0.2352, Forward time: 2.2503, Backward time: 3.0540, DDP time: 0.0046, Total iter time: 4.6750 [2020-11-16 04:53:09,324][root][INFO] - ===> Epoch[314](8236/26): Loss 0.2081, Sem 0.2081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.961e-01 Score 93.040 Data time: 0.1687, Forward time: 2.2502, Backward time: 3.0535, DDP time: 0.0046, Total iter time: 4.1996 [2020-11-16 04:53:15,300][root][INFO] - ===> Epoch[315](8237/26): Loss 0.1866, Sem 0.1866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.961e-01 Score 93.808 Data time: 0.1790, Forward time: 2.2500, Backward time: 3.0538, DDP time: 0.0046, Total iter time: 5.8903 [2020-11-16 04:53:21,797][root][INFO] - ===> Epoch[315](8238/26): Loss 0.1934, Sem 0.1934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.961e-01 Score 93.548 Data time: 0.2097, Forward time: 2.2501, Backward time: 3.0541, DDP time: 0.0046, Total iter time: 6.4211 [2020-11-16 04:53:26,399][root][INFO] - ===> Epoch[315](8239/26): Loss 0.1833, Sem 0.1833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.960e-01 Score 93.636 Data time: 0.1946, Forward time: 2.2501, Backward time: 3.0537, DDP time: 0.0046, Total iter time: 4.4960 [2020-11-16 04:53:31,563][root][INFO] - ===> Epoch[315](8240/26): Loss 0.2110, Sem 0.2110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.960e-01 Score 93.178 Data time: 0.2542, Forward time: 2.2503, Backward time: 3.0533, DDP time: 0.0046, Total iter time: 5.0791 [2020-11-16 04:53:37,556][root][INFO] - ===> Epoch[315](8241/26): Loss 0.1835, Sem 0.1835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.960e-01 Score 94.293 Data time: 0.2399, Forward time: 2.2505, Backward time: 3.0531, DDP time: 0.0046, Total iter time: 5.8840 [2020-11-16 04:53:42,540][root][INFO] - ===> Epoch[315](8242/26): Loss 0.1889, Sem 0.1889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.959e-01 Score 93.878 Data time: 0.1918, Forward time: 2.2506, Backward time: 3.0527, DDP time: 0.0046, Total iter time: 4.8824 [2020-11-16 04:53:47,971][root][INFO] - ===> Epoch[315](8243/26): Loss 0.2028, Sem 0.2028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.959e-01 Score 93.362 Data time: 0.1599, Forward time: 2.2504, Backward time: 3.0528, DDP time: 0.0046, Total iter time: 5.3390 [2020-11-16 04:53:54,043][root][INFO] - ===> Epoch[315](8244/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.958e-01 Score 93.638 Data time: 0.2411, Forward time: 2.2507, Backward time: 3.0528, DDP time: 0.0046, Total iter time: 6.0229 [2020-11-16 04:53:59,729][root][INFO] - ===> Epoch[315](8245/26): Loss 0.1733, Sem 0.1733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.958e-01 Score 94.477 Data time: 0.2032, Forward time: 2.2507, Backward time: 3.0527, DDP time: 0.0046, Total iter time: 5.5733 [2020-11-16 04:54:06,295][root][INFO] - ===> Epoch[315](8246/26): Loss 0.1975, Sem 0.1975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.958e-01 Score 93.798 Data time: 0.3548, Forward time: 2.2512, Backward time: 3.0526, DDP time: 0.0046, Total iter time: 6.4993 [2020-11-16 04:54:12,052][root][INFO] - ===> Epoch[315](8247/26): Loss 0.1946, Sem 0.1946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.957e-01 Score 93.910 Data time: 0.2603, Forward time: 2.2515, Backward time: 3.0523, DDP time: 0.0046, Total iter time: 5.6249 [2020-11-16 04:54:18,128][root][INFO] - ===> Epoch[315](8248/26): Loss 0.2211, Sem 0.2211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.957e-01 Score 92.700 Data time: 0.1942, Forward time: 2.2514, Backward time: 3.0526, DDP time: 0.0046, Total iter time: 5.9519 [2020-11-16 04:54:22,995][root][INFO] - ===> Epoch[315](8249/26): Loss 0.2242, Sem 0.2242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.957e-01 Score 92.820 Data time: 0.1757, Forward time: 2.2513, Backward time: 3.0523, DDP time: 0.0046, Total iter time: 4.8070 [2020-11-16 04:54:28,566][root][INFO] - ===> Epoch[315](8250/26): Loss 0.1897, Sem 0.1897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.956e-01 Score 93.742 Data time: 0.2293, Forward time: 2.2515, Backward time: 3.0522, DDP time: 0.0046, Total iter time: 5.4905 [2020-11-16 04:54:33,600][root][INFO] - ===> Epoch[315](8251/26): Loss 0.1851, Sem 0.1851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.956e-01 Score 93.927 Data time: 0.1965, Forward time: 2.2515, Backward time: 3.0519, DDP time: 0.0046, Total iter time: 4.9187 [2020-11-16 04:54:38,699][root][INFO] - ===> Epoch[315](8252/26): Loss 0.2263, Sem 0.2263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.955e-01 Score 93.192 Data time: 0.2121, Forward time: 2.2516, Backward time: 3.0516, DDP time: 0.0046, Total iter time: 5.0058 [2020-11-16 04:54:44,150][root][INFO] - ===> Epoch[315](8253/26): Loss 0.1902, Sem 0.1902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.955e-01 Score 93.749 Data time: 0.2350, Forward time: 2.2517, Backward time: 3.0513, DDP time: 0.0046, Total iter time: 5.3349 [2020-11-16 04:54:49,594][root][INFO] - ===> Epoch[315](8254/26): Loss 0.1962, Sem 0.1962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.955e-01 Score 93.649 Data time: 0.2460, Forward time: 2.2519, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 5.3248 [2020-11-16 04:54:56,258][root][INFO] - ===> Epoch[315](8255/26): Loss 0.2729, Sem 0.2729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.954e-01 Score 91.702 Data time: 0.1648, Forward time: 2.2517, Backward time: 3.0516, DDP time: 0.0046, Total iter time: 6.5453 [2020-11-16 04:55:01,492][root][INFO] - ===> Epoch[315](8256/26): Loss 0.1999, Sem 0.1999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.954e-01 Score 93.320 Data time: 0.1998, Forward time: 2.2517, Backward time: 3.0515, DDP time: 0.0046, Total iter time: 5.1519 [2020-11-16 04:55:06,477][root][INFO] - ===> Epoch[315](8257/26): Loss 0.2121, Sem 0.2121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.953e-01 Score 93.233 Data time: 0.2554, Forward time: 2.2518, Backward time: 3.0510, DDP time: 0.0046, Total iter time: 4.9066 [2020-11-16 04:55:11,534][root][INFO] - ===> Epoch[315](8258/26): Loss 0.2278, Sem 0.2278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.953e-01 Score 92.582 Data time: 0.1717, Forward time: 2.2517, Backward time: 3.0509, DDP time: 0.0046, Total iter time: 4.9375 [2020-11-16 04:55:16,701][root][INFO] - ===> Epoch[315](8259/26): Loss 0.2278, Sem 0.2278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.953e-01 Score 92.912 Data time: 0.2418, Forward time: 2.2518, Backward time: 3.0505, DDP time: 0.0046, Total iter time: 5.0884 [2020-11-16 04:55:22,483][root][INFO] - ===> Epoch[315](8260/26): Loss 0.2153, Sem 0.2153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.952e-01 Score 93.428 Data time: 0.2727, Forward time: 2.2522, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.6554 [2020-11-16 04:55:28,497][root][INFO] - ===> Epoch[315](8261/26): Loss 0.1965, Sem 0.1965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.952e-01 Score 93.935 Data time: 0.2023, Forward time: 2.2523, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.9022 [2020-11-16 04:55:33,824][root][INFO] - ===> Epoch[315](8262/26): Loss 0.2179, Sem 0.2179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.952e-01 Score 92.821 Data time: 0.1665, Forward time: 2.2521, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.2218 [2020-11-16 04:55:39,065][root][INFO] - ===> Epoch[316](8263/26): Loss 0.1812, Sem 0.1812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.951e-01 Score 94.144 Data time: 0.2381, Forward time: 2.2522, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.1697 [2020-11-16 04:55:44,728][root][INFO] - ===> Epoch[316](8264/26): Loss 0.2153, Sem 0.2153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.951e-01 Score 93.103 Data time: 0.2910, Forward time: 2.2524, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 5.5591 [2020-11-16 04:55:49,237][root][INFO] - ===> Epoch[316](8265/26): Loss 0.2010, Sem 0.2010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.950e-01 Score 93.460 Data time: 0.2049, Forward time: 2.2525, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 4.3868 [2020-11-16 04:55:55,409][root][INFO] - ===> Epoch[316](8266/26): Loss 0.1930, Sem 0.1930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.950e-01 Score 93.610 Data time: 0.2345, Forward time: 2.2527, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 6.0604 [2020-11-16 04:56:00,149][root][INFO] - ===> Epoch[316](8267/26): Loss 0.2155, Sem 0.2155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.950e-01 Score 93.355 Data time: 0.1538, Forward time: 2.2525, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 4.6421 [2020-11-16 04:56:04,846][root][INFO] - ===> Epoch[316](8268/26): Loss 0.2019, Sem 0.2019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.949e-01 Score 93.525 Data time: 0.1754, Forward time: 2.2524, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 4.6284 [2020-11-16 04:56:10,030][root][INFO] - ===> Epoch[316](8269/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.949e-01 Score 93.632 Data time: 0.1446, Forward time: 2.2521, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 5.0878 [2020-11-16 04:56:17,018][root][INFO] - ===> Epoch[316](8270/26): Loss 0.1640, Sem 0.1640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.949e-01 Score 94.947 Data time: 0.2611, Forward time: 2.2524, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 6.9389 [2020-11-16 04:56:22,650][root][INFO] - ===> Epoch[316](8271/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.948e-01 Score 94.633 Data time: 0.2117, Forward time: 2.2525, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.4927 [2020-11-16 04:56:29,071][root][INFO] - ===> Epoch[316](8272/26): Loss 0.1885, Sem 0.1885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.948e-01 Score 93.675 Data time: 0.2368, Forward time: 2.2526, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 6.3182 [2020-11-16 04:56:34,709][root][INFO] - ===> Epoch[316](8273/26): Loss 0.1868, Sem 0.1868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.947e-01 Score 93.949 Data time: 0.2017, Forward time: 2.2525, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 5.5372 [2020-11-16 04:56:40,416][root][INFO] - ===> Epoch[316](8274/26): Loss 0.2071, Sem 0.2071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.947e-01 Score 93.533 Data time: 0.2635, Forward time: 2.2528, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.6054 [2020-11-16 04:56:46,897][root][INFO] - ===> Epoch[316](8275/26): Loss 0.1958, Sem 0.1958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.947e-01 Score 93.808 Data time: 0.3474, Forward time: 2.2533, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 6.3590 [2020-11-16 04:56:52,050][root][INFO] - ===> Epoch[316](8276/26): Loss 0.2034, Sem 0.2034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.946e-01 Score 93.502 Data time: 0.1644, Forward time: 2.2532, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 5.0327 [2020-11-16 04:56:58,027][root][INFO] - ===> Epoch[316](8277/26): Loss 0.1911, Sem 0.1911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.946e-01 Score 93.480 Data time: 0.2363, Forward time: 2.2533, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 5.8817 [2020-11-16 04:57:03,270][root][INFO] - ===> Epoch[316](8278/26): Loss 0.2425, Sem 0.2425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.946e-01 Score 92.253 Data time: 0.1721, Forward time: 2.2532, Backward time: 3.0485, DDP time: 0.0046, Total iter time: 5.1346 [2020-11-16 04:57:09,191][root][INFO] - ===> Epoch[316](8279/26): Loss 0.1950, Sem 0.1950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.945e-01 Score 93.472 Data time: 0.2417, Forward time: 2.2535, Backward time: 3.0484, DDP time: 0.0046, Total iter time: 5.8375 [2020-11-16 04:57:14,389][root][INFO] - ===> Epoch[316](8280/26): Loss 0.2076, Sem 0.2076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.945e-01 Score 93.736 Data time: 0.1648, Forward time: 2.2534, Backward time: 3.0483, DDP time: 0.0046, Total iter time: 5.0850 [2020-11-16 04:57:18,861][root][INFO] - ===> Epoch[316](8281/26): Loss 0.2041, Sem 0.2041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.944e-01 Score 93.312 Data time: 0.1637, Forward time: 2.2531, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 4.3783 [2020-11-16 04:57:25,548][root][INFO] - ===> Epoch[316](8282/26): Loss 0.2170, Sem 0.2170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.944e-01 Score 93.455 Data time: 0.2731, Forward time: 2.2535, Backward time: 3.0481, DDP time: 0.0046, Total iter time: 6.6168 [2020-11-16 04:57:30,902][root][INFO] - ===> Epoch[316](8283/26): Loss 0.2262, Sem 0.2262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.944e-01 Score 92.755 Data time: 0.1275, Forward time: 2.2532, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 5.2403 [2020-11-16 04:57:36,606][root][INFO] - ===> Epoch[316](8284/26): Loss 0.2241, Sem 0.2241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.943e-01 Score 93.181 Data time: 0.1949, Forward time: 2.2532, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 5.6062 [2020-11-16 04:57:42,675][root][INFO] - ===> Epoch[316](8285/26): Loss 0.1968, Sem 0.1968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.943e-01 Score 94.038 Data time: 0.1941, Forward time: 2.2532, Backward time: 3.0484, DDP time: 0.0046, Total iter time: 5.9788 [2020-11-16 04:57:48,255][root][INFO] - ===> Epoch[316](8286/26): Loss 0.1698, Sem 0.1698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.942e-01 Score 94.363 Data time: 0.2030, Forward time: 2.2532, Backward time: 3.0483, DDP time: 0.0046, Total iter time: 5.4656 [2020-11-16 04:57:52,994][root][INFO] - ===> Epoch[316](8287/26): Loss 0.2257, Sem 0.2257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.942e-01 Score 92.745 Data time: 0.2287, Forward time: 2.2534, Backward time: 3.0478, DDP time: 0.0046, Total iter time: 4.6257 [2020-11-16 04:57:57,863][root][INFO] - ===> Epoch[316](8288/26): Loss 0.1872, Sem 0.1872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.942e-01 Score 93.989 Data time: 0.1842, Forward time: 2.2533, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 4.7685 [2020-11-16 04:58:04,120][root][INFO] - ===> Epoch[317](8289/26): Loss 0.2413, Sem 0.2413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.941e-01 Score 92.579 Data time: 0.3466, Forward time: 2.2537, Backward time: 3.0474, DDP time: 0.0046, Total iter time: 6.1758 [2020-11-16 04:58:09,808][root][INFO] - ===> Epoch[317](8290/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.941e-01 Score 93.836 Data time: 0.2418, Forward time: 2.2540, Backward time: 3.0470, DDP time: 0.0046, Total iter time: 5.5637 [2020-11-16 04:58:14,971][root][INFO] - ===> Epoch[317](8291/26): Loss 0.1841, Sem 0.1841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.941e-01 Score 93.971 Data time: 0.1416, Forward time: 2.2538, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 5.0590 [2020-11-16 04:58:21,228][root][INFO] - ===> Epoch[317](8292/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.940e-01 Score 94.275 Data time: 0.1472, Forward time: 2.2535, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 6.1906 [2020-11-16 04:58:25,923][root][INFO] - ===> Epoch[317](8293/26): Loss 0.1868, Sem 0.1868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.940e-01 Score 93.790 Data time: 0.1910, Forward time: 2.2535, Backward time: 3.0472, DDP time: 0.0046, Total iter time: 4.6466 [2020-11-16 04:58:32,164][root][INFO] - ===> Epoch[317](8294/26): Loss 0.1578, Sem 0.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.939e-01 Score 94.988 Data time: 0.2558, Forward time: 2.2537, Backward time: 3.0473, DDP time: 0.0046, Total iter time: 6.1579 [2020-11-16 04:58:38,494][root][INFO] - ===> Epoch[317](8295/26): Loss 0.1841, Sem 0.1841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.939e-01 Score 94.171 Data time: 0.1450, Forward time: 2.2534, Backward time: 3.0478, DDP time: 0.0046, Total iter time: 6.2225 [2020-11-16 04:58:44,148][root][INFO] - ===> Epoch[317](8296/26): Loss 0.1664, Sem 0.1664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.939e-01 Score 94.653 Data time: 0.1498, Forward time: 2.2532, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 5.5836 [2020-11-16 04:58:50,024][root][INFO] - ===> Epoch[317](8297/26): Loss 0.2028, Sem 0.2028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.938e-01 Score 93.574 Data time: 0.2054, Forward time: 2.2532, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 5.8048 [2020-11-16 04:58:55,384][root][INFO] - ===> Epoch[317](8298/26): Loss 0.1714, Sem 0.1714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.938e-01 Score 94.623 Data time: 0.2139, Forward time: 2.2533, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 5.2679 [2020-11-16 04:59:00,091][root][INFO] - ===> Epoch[317](8299/26): Loss 0.1997, Sem 0.1997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.938e-01 Score 93.871 Data time: 0.2351, Forward time: 2.2533, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 4.6128 [2020-11-16 04:59:06,408][root][INFO] - ===> Epoch[317](8300/26): Loss 0.1663, Sem 0.1663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.937e-01 Score 94.575 Data time: 0.1728, Forward time: 2.2533, Backward time: 3.0478, DDP time: 0.0046, Total iter time: 6.2217 [2020-11-16 04:59:11,874][root][INFO] - ===> Epoch[317](8301/26): Loss 0.1908, Sem 0.1908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.937e-01 Score 93.941 Data time: 0.2576, Forward time: 2.2534, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 5.3583 [2020-11-16 04:59:17,006][root][INFO] - ===> Epoch[317](8302/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.936e-01 Score 93.400 Data time: 0.2226, Forward time: 2.2536, Backward time: 3.0472, DDP time: 0.0046, Total iter time: 5.0240 [2020-11-16 04:59:22,623][root][INFO] - ===> Epoch[317](8303/26): Loss 0.2032, Sem 0.2032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.936e-01 Score 93.506 Data time: 0.2211, Forward time: 2.2536, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 5.4951 [2020-11-16 04:59:28,360][root][INFO] - ===> Epoch[317](8304/26): Loss 0.1825, Sem 0.1825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.936e-01 Score 93.875 Data time: 0.2588, Forward time: 2.2539, Backward time: 3.0469, DDP time: 0.0046, Total iter time: 5.6360 [2020-11-16 04:59:32,898][root][INFO] - ===> Epoch[317](8305/26): Loss 0.2000, Sem 0.2000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.935e-01 Score 93.705 Data time: 0.1332, Forward time: 2.2536, Backward time: 3.0467, DDP time: 0.0046, Total iter time: 4.4160 [2020-11-16 04:59:38,759][root][INFO] - ===> Epoch[317](8306/26): Loss 0.2132, Sem 0.2132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.935e-01 Score 93.142 Data time: 0.2448, Forward time: 2.2538, Backward time: 3.0465, DDP time: 0.0046, Total iter time: 5.7892 [2020-11-16 04:59:44,478][root][INFO] - ===> Epoch[317](8307/26): Loss 0.2344, Sem 0.2344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.935e-01 Score 92.483 Data time: 0.2467, Forward time: 2.2540, Backward time: 3.0464, DDP time: 0.0046, Total iter time: 5.6176 [2020-11-16 04:59:50,812][root][INFO] - ===> Epoch[317](8308/26): Loss 0.2034, Sem 0.2034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.934e-01 Score 93.371 Data time: 0.1676, Forward time: 2.2539, Backward time: 3.0468, DDP time: 0.0046, Total iter time: 6.2222 [2020-11-16 04:59:56,653][root][INFO] - ===> Epoch[317](8309/26): Loss 0.2000, Sem 0.2000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.934e-01 Score 93.782 Data time: 0.2292, Forward time: 2.2539, Backward time: 3.0468, DDP time: 0.0046, Total iter time: 5.7723 [2020-11-16 05:00:03,580][root][INFO] - ===> Epoch[317](8310/26): Loss 0.2426, Sem 0.2426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.933e-01 Score 92.328 Data time: 0.2307, Forward time: 2.2541, Backward time: 3.0472, DDP time: 0.0046, Total iter time: 6.8244 [2020-11-16 05:00:09,036][root][INFO] - ===> Epoch[317](8311/26): Loss 0.2527, Sem 0.2527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.933e-01 Score 92.221 Data time: 0.2180, Forward time: 2.2541, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 5.3533 [2020-11-16 05:00:14,532][root][INFO] - ===> Epoch[317](8312/26): Loss 0.1686, Sem 0.1686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.933e-01 Score 94.834 Data time: 0.1683, Forward time: 2.2540, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 5.3938 [2020-11-16 05:00:19,246][root][INFO] - ===> Epoch[317](8313/26): Loss 0.2177, Sem 0.2177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.932e-01 Score 92.744 Data time: 0.2326, Forward time: 2.2541, Backward time: 3.0466, DDP time: 0.0046, Total iter time: 4.6276 [2020-11-16 05:00:24,560][root][INFO] - ===> Epoch[317](8314/26): Loss 0.1962, Sem 0.1962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.932e-01 Score 93.880 Data time: 0.2694, Forward time: 2.2543, Backward time: 3.0462, DDP time: 0.0046, Total iter time: 5.2205 [2020-11-16 05:00:30,216][root][INFO] - ===> Epoch[318](8315/26): Loss 0.2246, Sem 0.2246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.931e-01 Score 92.907 Data time: 0.2024, Forward time: 2.2542, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 5.5491 [2020-11-16 05:00:35,498][root][INFO] - ===> Epoch[318](8316/26): Loss 0.1880, Sem 0.1880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.931e-01 Score 94.064 Data time: 0.2179, Forward time: 2.2544, Backward time: 3.0460, DDP time: 0.0046, Total iter time: 5.2128 [2020-11-16 05:00:40,719][root][INFO] - ===> Epoch[318](8317/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.931e-01 Score 94.428 Data time: 0.1354, Forward time: 2.2541, Backward time: 3.0461, DDP time: 0.0046, Total iter time: 5.1018 [2020-11-16 05:00:45,947][root][INFO] - ===> Epoch[318](8318/26): Loss 0.1912, Sem 0.1912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.930e-01 Score 93.535 Data time: 0.2401, Forward time: 2.2543, Backward time: 3.0457, DDP time: 0.0046, Total iter time: 5.1452 [2020-11-16 05:00:52,301][root][INFO] - ===> Epoch[318](8319/26): Loss 0.2098, Sem 0.2098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.930e-01 Score 92.805 Data time: 0.1931, Forward time: 2.2542, Backward time: 3.0461, DDP time: 0.0046, Total iter time: 6.2365 [2020-11-16 05:00:56,423][root][INFO] - ===> Epoch[318](8320/26): Loss 0.1986, Sem 0.1986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.930e-01 Score 93.852 Data time: 0.1839, Forward time: 2.2541, Backward time: 3.0456, DDP time: 0.0046, Total iter time: 4.0315 [2020-11-16 05:01:02,144][root][INFO] - ===> Epoch[318](8321/26): Loss 0.1624, Sem 0.1624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.929e-01 Score 94.613 Data time: 0.2567, Forward time: 2.2543, Backward time: 3.0453, DDP time: 0.0046, Total iter time: 5.6369 [2020-11-16 05:01:09,281][root][INFO] - ===> Epoch[318](8322/26): Loss 0.2102, Sem 0.2102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.929e-01 Score 93.374 Data time: 0.2291, Forward time: 2.2546, Backward time: 3.0456, DDP time: 0.0046, Total iter time: 7.0101 [2020-11-16 05:01:13,696][root][INFO] - ===> Epoch[318](8323/26): Loss 0.2063, Sem 0.2063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.928e-01 Score 93.611 Data time: 0.1680, Forward time: 2.2545, Backward time: 3.0452, DDP time: 0.0046, Total iter time: 4.2884 [2020-11-16 05:01:20,294][root][INFO] - ===> Epoch[318](8324/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.928e-01 Score 94.986 Data time: 0.1802, Forward time: 2.2544, Backward time: 3.0457, DDP time: 0.0046, Total iter time: 6.5238 [2020-11-16 05:01:26,532][root][INFO] - ===> Epoch[318](8325/26): Loss 0.2045, Sem 0.2045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.928e-01 Score 93.588 Data time: 0.2057, Forward time: 2.2545, Backward time: 3.0459, DDP time: 0.0046, Total iter time: 6.1411 [2020-11-16 05:01:33,453][root][INFO] - ===> Epoch[318](8326/26): Loss 0.1865, Sem 0.1865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.927e-01 Score 93.902 Data time: 0.2023, Forward time: 2.2546, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 6.8162 [2020-11-16 05:01:39,576][root][INFO] - ===> Epoch[318](8327/26): Loss 0.2129, Sem 0.2129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.927e-01 Score 93.361 Data time: 0.1699, Forward time: 2.2544, Backward time: 3.0467, DDP time: 0.0046, Total iter time: 6.0071 [2020-11-16 05:01:44,761][root][INFO] - ===> Epoch[318](8328/26): Loss 0.2025, Sem 0.2025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.927e-01 Score 93.469 Data time: 0.2335, Forward time: 2.2546, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 5.1050 [2020-11-16 05:01:50,375][root][INFO] - ===> Epoch[318](8329/26): Loss 0.1743, Sem 0.1743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.926e-01 Score 94.253 Data time: 0.2118, Forward time: 2.2547, Backward time: 3.0462, DDP time: 0.0046, Total iter time: 5.4982 [2020-11-16 05:01:55,958][root][INFO] - ===> Epoch[318](8330/26): Loss 0.2055, Sem 0.2055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.926e-01 Score 92.922 Data time: 0.2072, Forward time: 2.2546, Backward time: 3.0462, DDP time: 0.0046, Total iter time: 5.4712 [2020-11-16 05:02:03,901][root][INFO] - ===> Epoch[318](8331/26): Loss 0.1751, Sem 0.1751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.925e-01 Score 94.184 Data time: 0.4211, Forward time: 2.2554, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 7.8444 [2020-11-16 05:02:08,609][root][INFO] - ===> Epoch[318](8332/26): Loss 0.1814, Sem 0.1814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.925e-01 Score 94.035 Data time: 0.1744, Forward time: 2.2553, Backward time: 3.0460, DDP time: 0.0046, Total iter time: 4.5812 [2020-11-16 05:02:14,808][root][INFO] - ===> Epoch[318](8333/26): Loss 0.2143, Sem 0.2143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.925e-01 Score 93.230 Data time: 0.2452, Forward time: 2.2555, Backward time: 3.0460, DDP time: 0.0046, Total iter time: 6.1189 [2020-11-16 05:02:20,073][root][INFO] - ===> Epoch[318](8334/26): Loss 0.2160, Sem 0.2160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.924e-01 Score 93.078 Data time: 0.1509, Forward time: 2.2553, Backward time: 3.0461, DDP time: 0.0046, Total iter time: 5.1593 [2020-11-16 05:02:24,938][root][INFO] - ===> Epoch[318](8335/26): Loss 0.1954, Sem 0.1954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.924e-01 Score 93.832 Data time: 0.1740, Forward time: 2.2551, Backward time: 3.0459, DDP time: 0.0046, Total iter time: 4.7958 [2020-11-16 05:02:30,472][root][INFO] - ===> Epoch[318](8336/26): Loss 0.2205, Sem 0.2205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.923e-01 Score 93.014 Data time: 0.1746, Forward time: 2.2551, Backward time: 3.0459, DDP time: 0.0046, Total iter time: 5.4814 [2020-11-16 05:02:36,492][root][INFO] - ===> Epoch[318](8337/26): Loss 0.2027, Sem 0.2027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.923e-01 Score 93.463 Data time: 0.1437, Forward time: 2.2548, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 5.9541 [2020-11-16 05:02:43,398][root][INFO] - ===> Epoch[318](8338/26): Loss 0.1859, Sem 0.1859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.923e-01 Score 94.066 Data time: 0.1615, Forward time: 2.2547, Backward time: 3.0470, DDP time: 0.0046, Total iter time: 6.8747 [2020-11-16 05:02:49,687][root][INFO] - ===> Epoch[318](8339/26): Loss 0.2850, Sem 0.2850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.922e-01 Score 91.636 Data time: 0.1577, Forward time: 2.2545, Backward time: 3.0474, DDP time: 0.0046, Total iter time: 6.2293 [2020-11-16 05:02:55,531][root][INFO] - ===> Epoch[318](8340/26): Loss 0.2186, Sem 0.2186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.922e-01 Score 92.993 Data time: 0.1651, Forward time: 2.2544, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 5.7949 [2020-11-16 05:03:00,984][root][INFO] - ===> Epoch[319](8341/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.922e-01 Score 94.096 Data time: 0.1794, Forward time: 2.2543, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 5.3830 [2020-11-16 05:03:06,296][root][INFO] - ===> Epoch[319](8342/26): Loss 0.2011, Sem 0.2011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.921e-01 Score 93.899 Data time: 0.2314, Forward time: 2.2545, Backward time: 3.0473, DDP time: 0.0046, Total iter time: 5.2159 [2020-11-16 05:03:11,969][root][INFO] - ===> Epoch[319](8343/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.921e-01 Score 93.763 Data time: 0.1519, Forward time: 2.2543, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 5.5313 [2020-11-16 05:03:16,871][root][INFO] - ===> Epoch[319](8344/26): Loss 0.1997, Sem 0.1997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.920e-01 Score 93.260 Data time: 0.2220, Forward time: 2.2544, Backward time: 3.0471, DDP time: 0.0046, Total iter time: 4.8359 [2020-11-16 05:03:22,472][root][INFO] - ===> Epoch[319](8345/26): Loss 0.2377, Sem 0.2377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.920e-01 Score 93.319 Data time: 0.3179, Forward time: 2.2546, Backward time: 3.0468, DDP time: 0.0046, Total iter time: 5.4929 [2020-11-16 05:03:28,412][root][INFO] - ===> Epoch[319](8346/26): Loss 0.1961, Sem 0.1961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.920e-01 Score 93.426 Data time: 0.2349, Forward time: 2.2548, Backward time: 3.0467, DDP time: 0.0046, Total iter time: 5.8263 [2020-11-16 05:03:34,143][root][INFO] - ===> Epoch[319](8347/26): Loss 0.2191, Sem 0.2191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.919e-01 Score 93.161 Data time: 0.1987, Forward time: 2.2547, Backward time: 3.0468, DDP time: 0.0046, Total iter time: 5.6093 [2020-11-16 05:03:39,267][root][INFO] - ===> Epoch[319](8348/26): Loss 0.2198, Sem 0.2198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.919e-01 Score 92.952 Data time: 0.1938, Forward time: 2.2547, Backward time: 3.0466, DDP time: 0.0046, Total iter time: 5.0539 [2020-11-16 05:03:45,298][root][INFO] - ===> Epoch[319](8349/26): Loss 0.2022, Sem 0.2022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.919e-01 Score 93.404 Data time: 0.2005, Forward time: 2.2547, Backward time: 3.0468, DDP time: 0.0046, Total iter time: 5.9470 [2020-11-16 05:03:51,029][root][INFO] - ===> Epoch[319](8350/26): Loss 0.2376, Sem 0.2376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.918e-01 Score 92.783 Data time: 0.1844, Forward time: 2.2546, Backward time: 3.0468, DDP time: 0.0046, Total iter time: 5.6407 [2020-11-16 05:03:56,367][root][INFO] - ===> Epoch[319](8351/26): Loss 0.1945, Sem 0.1945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.918e-01 Score 93.709 Data time: 0.2242, Forward time: 2.2547, Backward time: 3.0466, DDP time: 0.0046, Total iter time: 5.2581 [2020-11-16 05:04:02,856][root][INFO] - ===> Epoch[319](8352/26): Loss 0.2023, Sem 0.2023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.917e-01 Score 93.720 Data time: 0.3530, Forward time: 2.2552, Backward time: 3.0465, DDP time: 0.0046, Total iter time: 6.4008 [2020-11-16 05:04:07,777][root][INFO] - ===> Epoch[319](8353/26): Loss 0.1932, Sem 0.1932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.917e-01 Score 93.657 Data time: 0.1596, Forward time: 2.2550, Backward time: 3.0463, DDP time: 0.0046, Total iter time: 4.8081 [2020-11-16 05:04:15,122][root][INFO] - ===> Epoch[319](8354/26): Loss 0.2129, Sem 0.2129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.917e-01 Score 93.383 Data time: 0.2609, Forward time: 2.2551, Backward time: 3.0469, DDP time: 0.0046, Total iter time: 7.2578 [2020-11-16 05:04:21,030][root][INFO] - ===> Epoch[319](8355/26): Loss 0.1865, Sem 0.1865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.916e-01 Score 93.967 Data time: 0.2567, Forward time: 2.2554, Backward time: 3.0467, DDP time: 0.0046, Total iter time: 5.8137 [2020-11-16 05:04:27,083][root][INFO] - ===> Epoch[319](8356/26): Loss 0.2613, Sem 0.2613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.916e-01 Score 92.121 Data time: 0.1557, Forward time: 2.2552, Backward time: 3.0470, DDP time: 0.0046, Total iter time: 5.9168 [2020-11-16 05:04:33,670][root][INFO] - ===> Epoch[319](8357/26): Loss 0.1930, Sem 0.1930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.916e-01 Score 93.566 Data time: 0.1666, Forward time: 2.2551, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 6.4961 [2020-11-16 05:04:39,533][root][INFO] - ===> Epoch[319](8358/26): Loss 0.2119, Sem 0.2119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.915e-01 Score 93.341 Data time: 0.1503, Forward time: 2.2548, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 5.7674 [2020-11-16 05:04:46,177][root][INFO] - ===> Epoch[319](8359/26): Loss 0.1872, Sem 0.1872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.915e-01 Score 94.181 Data time: 0.1661, Forward time: 2.2547, Backward time: 3.0485, DDP time: 0.0046, Total iter time: 6.5781 [2020-11-16 05:04:52,458][root][INFO] - ===> Epoch[319](8360/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.914e-01 Score 93.490 Data time: 0.2051, Forward time: 2.2547, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 6.2159 [2020-11-16 05:04:57,484][root][INFO] - ===> Epoch[319](8361/26): Loss 0.2135, Sem 0.2135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.914e-01 Score 92.991 Data time: 0.1707, Forward time: 2.2546, Backward time: 3.0485, DDP time: 0.0046, Total iter time: 4.9255 [2020-11-16 05:05:03,333][root][INFO] - ===> Epoch[319](8362/26): Loss 0.1936, Sem 0.1936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.914e-01 Score 93.658 Data time: 0.2028, Forward time: 2.2546, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 5.7663 [2020-11-16 05:05:09,244][root][INFO] - ===> Epoch[319](8363/26): Loss 0.1938, Sem 0.1938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.913e-01 Score 93.715 Data time: 0.1665, Forward time: 2.2544, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.7914 [2020-11-16 05:05:14,395][root][INFO] - ===> Epoch[319](8364/26): Loss 0.2137, Sem 0.2137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.913e-01 Score 93.701 Data time: 0.1716, Forward time: 2.2543, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 5.0467 [2020-11-16 05:05:20,600][root][INFO] - ===> Epoch[319](8365/26): Loss 0.2077, Sem 0.2077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.912e-01 Score 93.433 Data time: 0.2106, Forward time: 2.2543, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 6.1417 [2020-11-16 05:05:25,578][root][INFO] - ===> Epoch[319](8366/26): Loss 0.1600, Sem 0.1600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.912e-01 Score 94.714 Data time: 0.2238, Forward time: 2.2545, Backward time: 3.0486, DDP time: 0.0046, Total iter time: 4.8652 [2020-11-16 05:05:30,994][root][INFO] - ===> Epoch[320](8367/26): Loss 0.1790, Sem 0.1790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.912e-01 Score 94.250 Data time: 0.1480, Forward time: 2.2542, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 5.3040 [2020-11-16 05:05:37,010][root][INFO] - ===> Epoch[320](8368/26): Loss 0.1981, Sem 0.1981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.911e-01 Score 93.641 Data time: 0.1843, Forward time: 2.2542, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 5.9277 [2020-11-16 05:05:43,369][root][INFO] - ===> Epoch[320](8369/26): Loss 0.1914, Sem 0.1914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.911e-01 Score 93.896 Data time: 0.1387, Forward time: 2.2539, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 6.2681 [2020-11-16 05:05:47,879][root][INFO] - ===> Epoch[320](8370/26): Loss 0.1870, Sem 0.1870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.911e-01 Score 93.966 Data time: 0.1924, Forward time: 2.2537, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 4.4245 [2020-11-16 05:05:53,487][root][INFO] - ===> Epoch[320](8371/26): Loss 0.1734, Sem 0.1734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.910e-01 Score 94.361 Data time: 0.1279, Forward time: 2.2534, Backward time: 3.0495, DDP time: 0.0046, Total iter time: 5.5161 [2020-11-16 05:05:58,323][root][INFO] - ===> Epoch[320](8372/26): Loss 0.2352, Sem 0.2352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.910e-01 Score 93.181 Data time: 0.1567, Forward time: 2.2532, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 4.7659 [2020-11-16 05:06:04,260][root][INFO] - ===> Epoch[320](8373/26): Loss 0.1758, Sem 0.1758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.909e-01 Score 94.395 Data time: 0.2008, Forward time: 2.2532, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 5.8405 [2020-11-16 05:06:09,063][root][INFO] - ===> Epoch[320](8374/26): Loss 0.1967, Sem 0.1967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.909e-01 Score 93.509 Data time: 0.1840, Forward time: 2.2532, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 4.6954 [2020-11-16 05:06:16,145][root][INFO] - ===> Epoch[320](8375/26): Loss 0.2068, Sem 0.2068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.909e-01 Score 93.115 Data time: 0.1996, Forward time: 2.2532, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 6.9864 [2020-11-16 05:06:21,791][root][INFO] - ===> Epoch[320](8376/26): Loss 0.2197, Sem 0.2197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.908e-01 Score 92.795 Data time: 0.2110, Forward time: 2.2532, Backward time: 3.0496, DDP time: 0.0046, Total iter time: 5.5343 [2020-11-16 05:06:26,525][root][INFO] - ===> Epoch[320](8377/26): Loss 0.2167, Sem 0.2167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.908e-01 Score 93.044 Data time: 0.1536, Forward time: 2.2530, Backward time: 3.0494, DDP time: 0.0046, Total iter time: 4.6312 [2020-11-16 05:06:31,692][root][INFO] - ===> Epoch[320](8378/26): Loss 0.1827, Sem 0.1827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.908e-01 Score 93.841 Data time: 0.1791, Forward time: 2.2529, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 5.0928 [2020-11-16 05:06:37,193][root][INFO] - ===> Epoch[320](8379/26): Loss 0.1881, Sem 0.1881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.907e-01 Score 94.040 Data time: 0.2232, Forward time: 2.2530, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 5.4228 [2020-11-16 05:06:43,097][root][INFO] - ===> Epoch[320](8380/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.907e-01 Score 93.940 Data time: 0.2449, Forward time: 2.2533, Backward time: 3.0490, DDP time: 0.0046, Total iter time: 5.7959 [2020-11-16 05:06:48,553][root][INFO] - ===> Epoch[320](8381/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.906e-01 Score 94.048 Data time: 0.2595, Forward time: 2.2535, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 5.3415 [2020-11-16 05:06:54,784][root][INFO] - ===> Epoch[320](8382/26): Loss 0.2048, Sem 0.2048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.906e-01 Score 93.272 Data time: 0.2318, Forward time: 2.2536, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 6.1127 [2020-11-16 05:07:01,178][root][INFO] - ===> Epoch[320](8383/26): Loss 0.2527, Sem 0.2527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.906e-01 Score 92.596 Data time: 0.2403, Forward time: 2.2537, Backward time: 3.0489, DDP time: 0.0046, Total iter time: 6.2859 [2020-11-16 05:07:07,079][root][INFO] - ===> Epoch[320](8384/26): Loss 0.2151, Sem 0.2151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.905e-01 Score 93.235 Data time: 0.2376, Forward time: 2.2540, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 5.7980 [2020-11-16 05:07:12,296][root][INFO] - ===> Epoch[320](8385/26): Loss 0.2243, Sem 0.2243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.905e-01 Score 92.909 Data time: 0.2554, Forward time: 2.2542, Backward time: 3.0484, DDP time: 0.0046, Total iter time: 5.1016 [2020-11-16 05:07:17,474][root][INFO] - ===> Epoch[320](8386/26): Loss 0.2240, Sem 0.2240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.904e-01 Score 92.722 Data time: 0.2274, Forward time: 2.2543, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 5.0848 [2020-11-16 05:07:22,944][root][INFO] - ===> Epoch[320](8387/26): Loss 0.1817, Sem 0.1817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.904e-01 Score 93.864 Data time: 0.2058, Forward time: 2.2543, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 5.3759 [2020-11-16 05:07:28,137][root][INFO] - ===> Epoch[320](8388/26): Loss 0.1861, Sem 0.1861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.904e-01 Score 93.674 Data time: 0.2399, Forward time: 2.2543, Backward time: 3.0478, DDP time: 0.0046, Total iter time: 5.1117 [2020-11-16 05:07:35,166][root][INFO] - ===> Epoch[320](8389/26): Loss 0.2256, Sem 0.2256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.903e-01 Score 92.780 Data time: 0.2965, Forward time: 2.2546, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 6.9390 [2020-11-16 05:07:39,896][root][INFO] - ===> Epoch[320](8390/26): Loss 0.1947, Sem 0.1947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.903e-01 Score 93.605 Data time: 0.2031, Forward time: 2.2546, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 4.5850 [2020-11-16 05:07:46,223][root][INFO] - ===> Epoch[320](8391/26): Loss 0.2232, Sem 0.2232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.903e-01 Score 93.027 Data time: 0.2060, Forward time: 2.2546, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 6.2274 [2020-11-16 05:07:52,603][root][INFO] - ===> Epoch[320](8392/26): Loss 0.1897, Sem 0.1897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.902e-01 Score 93.824 Data time: 0.2288, Forward time: 2.2547, Backward time: 3.0481, DDP time: 0.0046, Total iter time: 6.2892 [2020-11-16 05:07:57,732][root][INFO] - ===> Epoch[321](8393/26): Loss 0.1918, Sem 0.1918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.902e-01 Score 93.858 Data time: 0.1470, Forward time: 2.2544, Backward time: 3.0481, DDP time: 0.0046, Total iter time: 5.0217 [2020-11-16 05:08:02,660][root][INFO] - ===> Epoch[321](8394/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.901e-01 Score 93.357 Data time: 0.1492, Forward time: 2.2543, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 4.8791 [2020-11-16 05:08:07,254][root][INFO] - ===> Epoch[321](8395/26): Loss 0.2055, Sem 0.2055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.901e-01 Score 93.497 Data time: 0.1741, Forward time: 2.2541, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 4.5124 [2020-11-16 05:08:12,817][root][INFO] - ===> Epoch[321](8396/26): Loss 0.1580, Sem 0.1580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.901e-01 Score 94.829 Data time: 0.1892, Forward time: 2.2540, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 5.4974 [2020-11-16 05:08:18,317][root][INFO] - ===> Epoch[321](8397/26): Loss 0.1719, Sem 0.1719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.900e-01 Score 94.408 Data time: 0.2184, Forward time: 2.2541, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 5.3978 [2020-11-16 05:08:23,864][root][INFO] - ===> Epoch[321](8398/26): Loss 0.1736, Sem 0.1736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.900e-01 Score 94.073 Data time: 0.2560, Forward time: 2.2543, Backward time: 3.0473, DDP time: 0.0046, Total iter time: 5.4468 [2020-11-16 05:08:31,651][root][INFO] - ===> Epoch[321](8399/26): Loss 0.1861, Sem 0.1861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.900e-01 Score 94.233 Data time: 0.2552, Forward time: 2.2546, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 7.6696 [2020-11-16 05:08:37,230][root][INFO] - ===> Epoch[321](8400/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.899e-01 Score 92.906 Data time: 0.1655, Forward time: 2.2545, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 5.4689 [2020-11-16 05:08:42,688][root][INFO] - ===> Epoch[321](8401/26): Loss 0.2037, Sem 0.2037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.899e-01 Score 93.835 Data time: 0.1939, Forward time: 2.2544, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 5.3630 [2020-11-16 05:08:47,191][root][INFO] - ===> Epoch[321](8402/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.898e-01 Score 94.201 Data time: 0.2024, Forward time: 2.2544, Backward time: 3.0475, DDP time: 0.0046, Total iter time: 4.4042 [2020-11-16 05:08:54,515][root][INFO] - ===> Epoch[321](8403/26): Loss 0.1923, Sem 0.1923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.898e-01 Score 93.909 Data time: 0.2288, Forward time: 2.2544, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 7.2337 [2020-11-16 05:08:59,750][root][INFO] - ===> Epoch[321](8404/26): Loss 0.2147, Sem 0.2147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.898e-01 Score 93.162 Data time: 0.1381, Forward time: 2.2541, Backward time: 3.0483, DDP time: 0.0046, Total iter time: 5.1454 [2020-11-16 05:09:05,548][root][INFO] - ===> Epoch[321](8405/26): Loss 0.1772, Sem 0.1772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.897e-01 Score 94.143 Data time: 0.2490, Forward time: 2.2543, Backward time: 3.0481, DDP time: 0.0046, Total iter time: 5.7178 [2020-11-16 05:09:09,704][root][INFO] - ===> Epoch[321](8406/26): Loss 0.1430, Sem 0.1430, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.897e-01 Score 95.203 Data time: 0.1550, Forward time: 2.2542, Backward time: 3.0476, DDP time: 0.0046, Total iter time: 4.0461 [2020-11-16 05:09:15,385][root][INFO] - ===> Epoch[321](8407/26): Loss 0.1541, Sem 0.1541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.897e-01 Score 95.010 Data time: 0.1680, Forward time: 2.2541, Backward time: 3.0477, DDP time: 0.0046, Total iter time: 5.5970 [2020-11-16 05:09:21,499][root][INFO] - ===> Epoch[321](8408/26): Loss 0.2104, Sem 0.2104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.896e-01 Score 93.309 Data time: 0.1789, Forward time: 2.2540, Backward time: 3.0480, DDP time: 0.0046, Total iter time: 6.0166 [2020-11-16 05:09:25,981][root][INFO] - ===> Epoch[321](8409/26): Loss 0.2132, Sem 0.2132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.896e-01 Score 93.350 Data time: 0.1559, Forward time: 2.2537, Backward time: 3.0479, DDP time: 0.0046, Total iter time: 4.4024 [2020-11-16 05:09:32,086][root][INFO] - ===> Epoch[321](8410/26): Loss 0.1794, Sem 0.1794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.895e-01 Score 94.398 Data time: 0.1706, Forward time: 2.2535, Backward time: 3.0482, DDP time: 0.0046, Total iter time: 6.0361 [2020-11-16 05:09:38,691][root][INFO] - ===> Epoch[321](8411/26): Loss 0.2020, Sem 0.2020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.895e-01 Score 93.351 Data time: 0.1566, Forward time: 2.2533, Backward time: 3.0488, DDP time: 0.0046, Total iter time: 6.5095 [2020-11-16 05:09:43,779][root][INFO] - ===> Epoch[321](8412/26): Loss 0.2112, Sem 0.2112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.895e-01 Score 93.510 Data time: 0.1673, Forward time: 2.2532, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 5.0485 [2020-11-16 05:09:49,346][root][INFO] - ===> Epoch[321](8413/26): Loss 0.2022, Sem 0.2022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.894e-01 Score 93.047 Data time: 0.1932, Forward time: 2.2531, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 5.4866 [2020-11-16 05:09:55,166][root][INFO] - ===> Epoch[321](8414/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.894e-01 Score 93.102 Data time: 0.2262, Forward time: 2.2532, Backward time: 3.0487, DDP time: 0.0046, Total iter time: 5.7459 [2020-11-16 05:10:01,779][root][INFO] - ===> Epoch[321](8415/26): Loss 0.1853, Sem 0.1853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.893e-01 Score 93.593 Data time: 0.1714, Forward time: 2.2531, Backward time: 3.0491, DDP time: 0.0046, Total iter time: 6.4897 [2020-11-16 05:10:06,749][root][INFO] - ===> Epoch[321](8416/26): Loss 0.1968, Sem 0.1968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.893e-01 Score 93.386 Data time: 0.1320, Forward time: 2.2528, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 4.8927 [2020-11-16 05:10:12,615][root][INFO] - ===> Epoch[321](8417/26): Loss 0.1573, Sem 0.1573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.893e-01 Score 95.104 Data time: 0.2080, Forward time: 2.2528, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 5.8147 [2020-11-16 05:10:17,844][root][INFO] - ===> Epoch[321](8418/26): Loss 0.1859, Sem 0.1859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.892e-01 Score 94.068 Data time: 0.1710, Forward time: 2.2527, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 5.1132 [2020-11-16 05:10:24,869][root][INFO] - ===> Epoch[322](8419/26): Loss 0.1802, Sem 0.1802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.892e-01 Score 94.256 Data time: 0.1938, Forward time: 2.2526, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 6.9246 [2020-11-16 05:10:31,518][root][INFO] - ===> Epoch[322](8420/26): Loss 0.1694, Sem 0.1694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.892e-01 Score 94.335 Data time: 0.2281, Forward time: 2.2526, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 6.5723 [2020-11-16 05:10:36,716][root][INFO] - ===> Epoch[322](8421/26): Loss 0.2093, Sem 0.2093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.891e-01 Score 93.241 Data time: 0.2328, Forward time: 2.2527, Backward time: 3.0499, DDP time: 0.0046, Total iter time: 5.0889 [2020-11-16 05:10:42,603][root][INFO] - ===> Epoch[322](8422/26): Loss 0.1828, Sem 0.1828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.891e-01 Score 94.051 Data time: 0.2111, Forward time: 2.2527, Backward time: 3.0500, DDP time: 0.0046, Total iter time: 5.7737 [2020-11-16 05:10:48,683][root][INFO] - ===> Epoch[322](8423/26): Loss 0.2154, Sem 0.2154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.890e-01 Score 93.069 Data time: 0.1688, Forward time: 2.2526, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 5.9791 [2020-11-16 05:10:55,191][root][INFO] - ===> Epoch[322](8424/26): Loss 0.1941, Sem 0.1941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.890e-01 Score 93.740 Data time: 0.2717, Forward time: 2.2530, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 6.4263 [2020-11-16 05:11:01,259][root][INFO] - ===> Epoch[322](8425/26): Loss 0.1967, Sem 0.1967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.890e-01 Score 93.394 Data time: 0.2424, Forward time: 2.2532, Backward time: 3.0502, DDP time: 0.0046, Total iter time: 5.9435 [2020-11-16 05:11:07,858][root][INFO] - ===> Epoch[322](8426/26): Loss 0.1779, Sem 0.1779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.889e-01 Score 93.992 Data time: 0.2214, Forward time: 2.2533, Backward time: 3.0504, DDP time: 0.0046, Total iter time: 6.4839 [2020-11-16 05:11:13,230][root][INFO] - ===> Epoch[322](8427/26): Loss 0.1931, Sem 0.1931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.889e-01 Score 94.045 Data time: 0.1950, Forward time: 2.2533, Backward time: 3.0503, DDP time: 0.0046, Total iter time: 5.2728 [2020-11-16 05:11:18,590][root][INFO] - ===> Epoch[322](8428/26): Loss 0.2042, Sem 0.2042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.889e-01 Score 92.964 Data time: 0.2115, Forward time: 2.2534, Backward time: 3.0501, DDP time: 0.0046, Total iter time: 5.2748 [2020-11-16 05:11:23,471][root][INFO] - ===> Epoch[322](8429/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.888e-01 Score 93.368 Data time: 0.2178, Forward time: 2.2535, Backward time: 3.0497, DDP time: 0.0046, Total iter time: 4.7918 [2020-11-16 05:11:28,141][root][INFO] - ===> Epoch[322](8430/26): Loss 0.2110, Sem 0.2110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.888e-01 Score 93.140 Data time: 0.1835, Forward time: 2.2534, Backward time: 3.0493, DDP time: 0.0046, Total iter time: 4.5585 [2020-11-16 05:11:32,811][root][INFO] - ===> Epoch[322](8431/26): Loss 0.1728, Sem 0.1728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.887e-01 Score 94.159 Data time: 0.1978, Forward time: 2.2532, Backward time: 3.0492, DDP time: 0.0046, Total iter time: 4.5834 [2020-11-16 05:11:38,974][root][INFO] - ===> Epoch[322](8432/26): Loss 0.2082, Sem 0.2082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.887e-01 Score 93.556 Data time: 0.2496, Forward time: 2.2534, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 6.0947 [2020-11-16 05:11:44,607][root][INFO] - ===> Epoch[322](8433/26): Loss 0.2149, Sem 0.2149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.887e-01 Score 92.644 Data time: 0.2207, Forward time: 2.2535, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.5404 [2020-11-16 05:11:50,064][root][INFO] - ===> Epoch[322](8434/26): Loss 0.1746, Sem 0.1746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.886e-01 Score 94.378 Data time: 0.1395, Forward time: 2.2532, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.3693 [2020-11-16 05:11:55,790][root][INFO] - ===> Epoch[322](8435/26): Loss 0.2032, Sem 0.2032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.886e-01 Score 93.796 Data time: 0.2376, Forward time: 2.2534, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.6531 [2020-11-16 05:12:01,334][root][INFO] - ===> Epoch[322](8436/26): Loss 0.2052, Sem 0.2052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.885e-01 Score 93.667 Data time: 0.2224, Forward time: 2.2536, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.4295 [2020-11-16 05:12:06,249][root][INFO] - ===> Epoch[322](8437/26): Loss 0.1665, Sem 0.1665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.885e-01 Score 94.467 Data time: 0.2467, Forward time: 2.2537, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.7968 [2020-11-16 05:12:12,850][root][INFO] - ===> Epoch[322](8438/26): Loss 0.1959, Sem 0.1959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.885e-01 Score 93.866 Data time: 0.2016, Forward time: 2.2536, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 6.5031 [2020-11-16 05:12:19,545][root][INFO] - ===> Epoch[322](8439/26): Loss 0.2200, Sem 0.2200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.884e-01 Score 93.012 Data time: 0.1456, Forward time: 2.2534, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 6.6232 [2020-11-16 05:12:24,526][root][INFO] - ===> Epoch[322](8440/26): Loss 0.1768, Sem 0.1768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.884e-01 Score 94.254 Data time: 0.1625, Forward time: 2.2533, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 4.8799 [2020-11-16 05:12:30,182][root][INFO] - ===> Epoch[322](8441/26): Loss 0.2133, Sem 0.2133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.884e-01 Score 93.390 Data time: 0.1451, Forward time: 2.2531, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 5.5616 [2020-11-16 05:12:36,285][root][INFO] - ===> Epoch[322](8442/26): Loss 0.1790, Sem 0.1790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.883e-01 Score 94.228 Data time: 0.2197, Forward time: 2.2532, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 6.0271 [2020-11-16 05:12:40,962][root][INFO] - ===> Epoch[322](8443/26): Loss 0.2196, Sem 0.2196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.883e-01 Score 93.071 Data time: 0.2435, Forward time: 2.2532, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 4.5589 [2020-11-16 05:12:46,665][root][INFO] - ===> Epoch[322](8444/26): Loss 0.1721, Sem 0.1721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.882e-01 Score 94.371 Data time: 0.1923, Forward time: 2.2531, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.6070 [2020-11-16 05:12:52,263][root][INFO] - ===> Epoch[323](8445/26): Loss 0.2147, Sem 0.2147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.882e-01 Score 93.240 Data time: 0.2261, Forward time: 2.2530, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.5093 [2020-11-16 05:12:58,241][root][INFO] - ===> Epoch[323](8446/26): Loss 0.1709, Sem 0.1709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.882e-01 Score 94.695 Data time: 0.1783, Forward time: 2.2528, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.8730 [2020-11-16 05:13:04,252][root][INFO] - ===> Epoch[323](8447/26): Loss 0.1994, Sem 0.1994, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.881e-01 Score 93.773 Data time: 0.2772, Forward time: 2.2532, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.9387 [2020-11-16 05:13:09,147][root][INFO] - ===> Epoch[323](8448/26): Loss 0.2020, Sem 0.2020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.881e-01 Score 93.911 Data time: 0.1813, Forward time: 2.2532, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 4.7719 [2020-11-16 05:13:14,131][root][INFO] - ===> Epoch[323](8449/26): Loss 0.2043, Sem 0.2043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.881e-01 Score 93.367 Data time: 0.1585, Forward time: 2.2530, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 4.8821 [2020-11-16 05:13:21,210][root][INFO] - ===> Epoch[323](8450/26): Loss 0.1657, Sem 0.1657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.880e-01 Score 94.512 Data time: 0.1923, Forward time: 2.2530, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 7.0291 [2020-11-16 05:13:28,456][root][INFO] - ===> Epoch[323](8451/26): Loss 0.1796, Sem 0.1796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.880e-01 Score 94.091 Data time: 0.2412, Forward time: 2.2531, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 7.1577 [2020-11-16 05:13:33,933][root][INFO] - ===> Epoch[323](8452/26): Loss 0.1661, Sem 0.1661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.879e-01 Score 94.513 Data time: 0.2542, Forward time: 2.2534, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.3708 [2020-11-16 05:13:40,605][root][INFO] - ===> Epoch[323](8453/26): Loss 0.1933, Sem 0.1933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.879e-01 Score 93.709 Data time: 0.2074, Forward time: 2.2535, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.5580 [2020-11-16 05:13:45,564][root][INFO] - ===> Epoch[323](8454/26): Loss 0.1852, Sem 0.1852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.879e-01 Score 93.896 Data time: 0.1697, Forward time: 2.2533, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 4.8629 [2020-11-16 05:13:51,038][root][INFO] - ===> Epoch[323](8455/26): Loss 0.2318, Sem 0.2318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.878e-01 Score 93.236 Data time: 0.1962, Forward time: 2.2531, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.4070 [2020-11-16 05:13:56,460][root][INFO] - ===> Epoch[323](8456/26): Loss 0.1894, Sem 0.1894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.878e-01 Score 93.908 Data time: 0.2204, Forward time: 2.2531, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.3550 [2020-11-16 05:14:02,573][root][INFO] - ===> Epoch[323](8457/26): Loss 0.1978, Sem 0.1978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.877e-01 Score 93.775 Data time: 0.2072, Forward time: 2.2532, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.9973 [2020-11-16 05:14:07,857][root][INFO] - ===> Epoch[323](8458/26): Loss 0.1818, Sem 0.1818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.877e-01 Score 93.775 Data time: 0.2395, Forward time: 2.2533, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.1994 [2020-11-16 05:14:13,103][root][INFO] - ===> Epoch[323](8459/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.877e-01 Score 93.874 Data time: 0.1853, Forward time: 2.2533, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 5.1325 [2020-11-16 05:14:18,112][root][INFO] - ===> Epoch[323](8460/26): Loss 0.2049, Sem 0.2049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.876e-01 Score 93.341 Data time: 0.2102, Forward time: 2.2533, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 4.9196 [2020-11-16 05:14:22,523][root][INFO] - ===> Epoch[323](8461/26): Loss 0.1934, Sem 0.1934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.876e-01 Score 93.628 Data time: 0.1827, Forward time: 2.2533, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.3043 [2020-11-16 05:14:27,475][root][INFO] - ===> Epoch[323](8462/26): Loss 0.2258, Sem 0.2258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.876e-01 Score 92.755 Data time: 0.1514, Forward time: 2.2530, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 4.8617 [2020-11-16 05:14:33,817][root][INFO] - ===> Epoch[323](8463/26): Loss 0.1873, Sem 0.1873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.875e-01 Score 93.976 Data time: 0.1466, Forward time: 2.2528, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 6.2437 [2020-11-16 05:14:39,445][root][INFO] - ===> Epoch[323](8464/26): Loss 0.2164, Sem 0.2164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.875e-01 Score 93.193 Data time: 0.2045, Forward time: 2.2528, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.5508 [2020-11-16 05:14:45,574][root][INFO] - ===> Epoch[323](8465/26): Loss 0.1829, Sem 0.1829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.874e-01 Score 94.234 Data time: 0.2799, Forward time: 2.2532, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 6.0249 [2020-11-16 05:14:51,789][root][INFO] - ===> Epoch[323](8466/26): Loss 0.2238, Sem 0.2238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.874e-01 Score 92.765 Data time: 0.1893, Forward time: 2.2532, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 6.0954 [2020-11-16 05:14:57,669][root][INFO] - ===> Epoch[323](8467/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.874e-01 Score 94.278 Data time: 0.1678, Forward time: 2.2531, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.7829 [2020-11-16 05:15:02,985][root][INFO] - ===> Epoch[323](8468/26): Loss 0.1599, Sem 0.1599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.873e-01 Score 94.744 Data time: 0.1573, Forward time: 2.2530, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.2214 [2020-11-16 05:15:08,868][root][INFO] - ===> Epoch[323](8469/26): Loss 0.2115, Sem 0.2115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.873e-01 Score 93.224 Data time: 0.1785, Forward time: 2.2528, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.8041 [2020-11-16 05:15:14,207][root][INFO] - ===> Epoch[323](8470/26): Loss 0.1712, Sem 0.1712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.873e-01 Score 94.468 Data time: 0.2030, Forward time: 2.2529, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.2527 [2020-11-16 05:15:20,617][root][INFO] - ===> Epoch[324](8471/26): Loss 0.2412, Sem 0.2412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.872e-01 Score 92.602 Data time: 0.1671, Forward time: 2.2528, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 6.2959 [2020-11-16 05:15:25,624][root][INFO] - ===> Epoch[324](8472/26): Loss 0.1816, Sem 0.1816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.872e-01 Score 94.174 Data time: 0.2060, Forward time: 2.2528, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 4.9361 [2020-11-16 05:15:32,026][root][INFO] - ===> Epoch[324](8473/26): Loss 0.1905, Sem 0.1905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.871e-01 Score 93.502 Data time: 0.3571, Forward time: 2.2532, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 6.2997 [2020-11-16 05:15:37,102][root][INFO] - ===> Epoch[324](8474/26): Loss 0.1957, Sem 0.1957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.871e-01 Score 93.410 Data time: 0.1816, Forward time: 2.2532, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 4.9715 [2020-11-16 05:15:43,737][root][INFO] - ===> Epoch[324](8475/26): Loss 0.2048, Sem 0.2048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.871e-01 Score 93.528 Data time: 0.2261, Forward time: 2.2534, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 6.5389 [2020-11-16 05:15:49,761][root][INFO] - ===> Epoch[324](8476/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.870e-01 Score 93.516 Data time: 0.1761, Forward time: 2.2533, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.9033 [2020-11-16 05:15:54,685][root][INFO] - ===> Epoch[324](8477/26): Loss 0.1769, Sem 0.1769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.870e-01 Score 94.154 Data time: 0.2121, Forward time: 2.2533, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 4.8423 [2020-11-16 05:15:59,993][root][INFO] - ===> Epoch[324](8478/26): Loss 0.2046, Sem 0.2046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.870e-01 Score 93.589 Data time: 0.1799, Forward time: 2.2532, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.2117 [2020-11-16 05:16:06,418][root][INFO] - ===> Epoch[324](8479/26): Loss 0.1809, Sem 0.1809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.869e-01 Score 94.159 Data time: 0.1565, Forward time: 2.2531, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.3164 [2020-11-16 05:16:13,006][root][INFO] - ===> Epoch[324](8480/26): Loss 0.2092, Sem 0.2092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.869e-01 Score 93.328 Data time: 0.1498, Forward time: 2.2528, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.5195 [2020-11-16 05:16:18,460][root][INFO] - ===> Epoch[324](8481/26): Loss 0.1816, Sem 0.1816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.868e-01 Score 94.318 Data time: 0.1409, Forward time: 2.2526, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.3756 [2020-11-16 05:16:24,288][root][INFO] - ===> Epoch[324](8482/26): Loss 0.2333, Sem 0.2333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.868e-01 Score 92.508 Data time: 0.1977, Forward time: 2.2525, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.7769 [2020-11-16 05:16:31,065][root][INFO] - ===> Epoch[324](8483/26): Loss 0.1840, Sem 0.1840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.868e-01 Score 93.849 Data time: 0.3709, Forward time: 2.2530, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.6756 [2020-11-16 05:16:37,049][root][INFO] - ===> Epoch[324](8484/26): Loss 0.1854, Sem 0.1854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.867e-01 Score 94.003 Data time: 0.2517, Forward time: 2.2533, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.8631 [2020-11-16 05:16:42,380][root][INFO] - ===> Epoch[324](8485/26): Loss 0.1887, Sem 0.1887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.867e-01 Score 93.681 Data time: 0.2299, Forward time: 2.2534, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.2244 [2020-11-16 05:16:48,060][root][INFO] - ===> Epoch[324](8486/26): Loss 0.2037, Sem 0.2037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.866e-01 Score 93.503 Data time: 0.2124, Forward time: 2.2535, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5752 [2020-11-16 05:16:53,378][root][INFO] - ===> Epoch[324](8487/26): Loss 0.1845, Sem 0.1845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.866e-01 Score 94.196 Data time: 0.1800, Forward time: 2.2534, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.2178 [2020-11-16 05:17:00,132][root][INFO] - ===> Epoch[324](8488/26): Loss 0.1925, Sem 0.1925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.866e-01 Score 93.524 Data time: 0.1804, Forward time: 2.2532, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.6666 [2020-11-16 05:17:06,231][root][INFO] - ===> Epoch[324](8489/26): Loss 0.2007, Sem 0.2007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.865e-01 Score 93.407 Data time: 0.2431, Forward time: 2.2534, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.0124 [2020-11-16 05:17:11,256][root][INFO] - ===> Epoch[324](8490/26): Loss 0.1961, Sem 0.1961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.865e-01 Score 93.714 Data time: 0.1338, Forward time: 2.2532, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 4.9195 [2020-11-16 05:17:16,577][root][INFO] - ===> Epoch[324](8491/26): Loss 0.1669, Sem 0.1669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.865e-01 Score 94.602 Data time: 0.1557, Forward time: 2.2529, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.2452 [2020-11-16 05:17:24,508][root][INFO] - ===> Epoch[324](8492/26): Loss 0.1986, Sem 0.1986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.864e-01 Score 93.326 Data time: 0.2361, Forward time: 2.2529, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 7.8508 [2020-11-16 05:17:30,478][root][INFO] - ===> Epoch[324](8493/26): Loss 0.1656, Sem 0.1656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.864e-01 Score 94.633 Data time: 0.2128, Forward time: 2.2530, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.8816 [2020-11-16 05:17:35,379][root][INFO] - ===> Epoch[324](8494/26): Loss 0.1744, Sem 0.1744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.863e-01 Score 94.186 Data time: 0.2009, Forward time: 2.2529, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 4.7983 [2020-11-16 05:17:41,140][root][INFO] - ===> Epoch[324](8495/26): Loss 0.1661, Sem 0.1661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.863e-01 Score 94.662 Data time: 0.2036, Forward time: 2.2529, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.6685 [2020-11-16 05:17:46,052][root][INFO] - ===> Epoch[324](8496/26): Loss 0.2195, Sem 0.2195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.863e-01 Score 92.918 Data time: 0.1294, Forward time: 2.2526, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 4.8194 [2020-11-16 05:17:52,473][root][INFO] - ===> Epoch[325](8497/26): Loss 0.2466, Sem 0.2466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.862e-01 Score 92.345 Data time: 0.3259, Forward time: 2.2529, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 6.3541 [2020-11-16 05:17:58,680][root][INFO] - ===> Epoch[325](8498/26): Loss 0.2125, Sem 0.2125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.862e-01 Score 92.591 Data time: 0.2248, Forward time: 2.2531, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 6.0746 [2020-11-16 05:18:04,799][root][INFO] - ===> Epoch[325](8499/26): Loss 0.1776, Sem 0.1776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.862e-01 Score 94.232 Data time: 0.1348, Forward time: 2.2528, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 6.0015 [2020-11-16 05:18:10,322][root][INFO] - ===> Epoch[325](8500/26): Loss 0.1762, Sem 0.1762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.861e-01 Score 94.006 Data time: 0.1344, Forward time: 2.2525, Backward time: 3.0521, DDP time: 0.0047, Total iter time: 5.4907 [2020-11-16 05:18:11,539][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 05:18:11,667][root][INFO] - ===> Start testing [2020-11-16 05:19:27,128][root][INFO] - 101/312: Data time: 0.0064, Iter time: 0.4427 Loss 0.412 (AVG: 0.453) Score 91.015 (AVG: 88.560) mIOU 70.008 mAP 77.161 mAcc 79.161 IOU: 83.891 96.137 64.756 76.314 89.973 86.461 67.682 61.571 48.274 72.147 37.172 67.759 60.156 74.486 48.887 69.732 90.453 63.249 92.980 48.073 mAP: 80.274 97.844 63.813 75.785 90.738 82.714 74.391 71.329 63.917 67.002 59.933 60.696 69.157 86.634 68.186 90.207 95.871 82.427 97.734 64.562 mAcc: 95.068 98.620 79.436 79.785 93.043 94.527 76.168 75.699 53.384 80.579 56.144 75.356 82.444 84.673 69.458 72.153 92.077 69.043 97.655 57.904 [2020-11-16 05:20:42,863][root][INFO] - 201/312: Data time: 0.0032, Iter time: 0.1755 Loss 0.328 (AVG: 0.456) Score 90.216 (AVG: 88.385) mIOU 68.654 mAP 76.712 mAcc 77.932 IOU: 83.369 96.364 60.504 80.931 90.519 80.789 68.695 58.838 51.583 70.246 31.895 60.950 58.480 73.164 51.372 62.544 89.100 64.703 86.938 52.101 mAP: 80.992 97.645 62.881 77.622 91.203 81.010 78.059 68.775 68.001 70.839 57.999 60.179 69.894 83.758 66.132 91.554 94.903 83.993 88.376 60.421 mAcc: 94.830 98.762 77.990 84.668 93.570 91.561 76.278 73.350 57.859 78.800 43.078 66.891 80.884 80.040 67.511 74.006 90.780 70.011 96.051 61.722 [2020-11-16 05:22:00,769][root][INFO] - 301/312: Data time: 0.0031, Iter time: 0.1609 Loss 0.230 (AVG: 0.444) Score 93.756 (AVG: 88.695) mIOU 69.007 mAP 75.759 mAcc 77.778 IOU: 83.471 96.314 61.020 81.726 90.292 82.663 70.719 60.528 54.182 74.623 30.728 57.389 56.792 72.715 53.038 61.810 88.133 63.418 84.477 56.110 mAP: 80.790 97.101 64.459 75.206 90.921 81.213 76.938 69.352 68.406 71.299 56.954 55.291 68.943 81.450 66.580 89.614 94.583 84.666 81.575 59.842 mAcc: 94.936 98.747 78.399 85.171 93.262 92.327 78.474 75.219 60.532 82.479 39.998 63.820 78.364 79.068 68.252 69.121 90.493 68.129 93.277 65.491 [2020-11-16 05:22:10,314][root][INFO] - 312/312: Data time: 0.0017, Iter time: 0.1347 Loss 0.428 (AVG: 0.446) Score 88.495 (AVG: 88.615) mIOU 68.960 mAP 75.531 mAcc 77.728 IOU: 83.524 96.275 60.377 81.460 90.437 81.697 70.615 60.264 54.313 74.222 30.606 56.800 58.691 72.915 52.526 62.489 88.406 63.285 84.789 55.515 mAP: 80.933 97.059 64.145 74.114 91.074 80.321 76.748 69.870 68.231 69.770 56.240 55.168 68.741 81.649 65.598 89.636 94.603 84.973 81.814 59.930 mAcc: 94.950 98.735 78.194 84.934 93.349 91.835 78.833 74.372 61.833 82.018 39.989 63.160 78.696 79.174 68.165 69.899 90.747 67.924 93.283 64.472 [2020-11-16 05:22:10,315][root][INFO] - Finished test. Elapsed time: 238.6461 [2020-11-16 05:22:11,101][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-16 05:22:11,220][root][INFO] - Current best mIoU: 68.960 at iter 8500 [2020-11-16 05:22:15,975][root][INFO] - ===> Epoch[325](8501/26): Loss 0.1655, Sem 0.1655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.861e-01 Score 94.481 Data time: 0.2057, Forward time: 2.2525, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 4.7493 [2020-11-16 05:22:23,182][root][INFO] - ===> Epoch[325](8502/26): Loss 0.1761, Sem 0.1761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.860e-01 Score 94.548 Data time: 0.3821, Forward time: 2.2531, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 7.1033 [2020-11-16 05:22:29,710][root][INFO] - ===> Epoch[325](8503/26): Loss 0.1871, Sem 0.1871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.860e-01 Score 93.704 Data time: 0.2238, Forward time: 2.2531, Backward time: 3.0520, DDP time: 0.0047, Total iter time: 6.3855 [2020-11-16 05:22:35,187][root][INFO] - ===> Epoch[325](8504/26): Loss 0.1661, Sem 0.1661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.860e-01 Score 94.633 Data time: 0.2005, Forward time: 2.2531, Backward time: 3.0519, DDP time: 0.0047, Total iter time: 5.3759 [2020-11-16 05:22:41,175][root][INFO] - ===> Epoch[325](8505/26): Loss 0.2324, Sem 0.2324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.859e-01 Score 92.436 Data time: 0.2375, Forward time: 2.2534, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 5.9063 [2020-11-16 05:22:46,689][root][INFO] - ===> Epoch[325](8506/26): Loss 0.2043, Sem 0.2043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.859e-01 Score 93.545 Data time: 0.2139, Forward time: 2.2535, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 5.4113 [2020-11-16 05:22:52,096][root][INFO] - ===> Epoch[325](8507/26): Loss 0.1975, Sem 0.1975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.858e-01 Score 93.548 Data time: 0.2530, Forward time: 2.2537, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 5.3204 [2020-11-16 05:22:58,676][root][INFO] - ===> Epoch[325](8508/26): Loss 0.2027, Sem 0.2027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.858e-01 Score 93.443 Data time: 0.2705, Forward time: 2.2540, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 6.4765 [2020-11-16 05:23:03,372][root][INFO] - ===> Epoch[325](8509/26): Loss 0.1914, Sem 0.1914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.858e-01 Score 93.750 Data time: 0.1886, Forward time: 2.2540, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 4.5913 [2020-11-16 05:23:08,573][root][INFO] - ===> Epoch[325](8510/26): Loss 0.2207, Sem 0.2207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.857e-01 Score 92.649 Data time: 0.2483, Forward time: 2.2541, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.1150 [2020-11-16 05:23:14,121][root][INFO] - ===> Epoch[325](8511/26): Loss 0.1748, Sem 0.1748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.857e-01 Score 94.441 Data time: 0.2556, Forward time: 2.2544, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.4511 [2020-11-16 05:23:19,048][root][INFO] - ===> Epoch[325](8512/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.857e-01 Score 93.614 Data time: 0.1936, Forward time: 2.2543, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.8132 [2020-11-16 05:23:24,760][root][INFO] - ===> Epoch[325](8513/26): Loss 0.1875, Sem 0.1875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.856e-01 Score 94.086 Data time: 0.2030, Forward time: 2.2544, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.6510 [2020-11-16 05:23:30,219][root][INFO] - ===> Epoch[325](8514/26): Loss 0.1825, Sem 0.1825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.856e-01 Score 93.850 Data time: 0.1672, Forward time: 2.2542, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.3716 [2020-11-16 05:23:35,676][root][INFO] - ===> Epoch[325](8515/26): Loss 0.2172, Sem 0.2172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.855e-01 Score 93.036 Data time: 0.2105, Forward time: 2.2543, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.3881 [2020-11-16 05:23:41,266][root][INFO] - ===> Epoch[325](8516/26): Loss 0.2130, Sem 0.2130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.855e-01 Score 93.073 Data time: 0.2124, Forward time: 2.2542, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5116 [2020-11-16 05:23:46,865][root][INFO] - ===> Epoch[325](8517/26): Loss 0.2421, Sem 0.2421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.855e-01 Score 92.262 Data time: 0.2264, Forward time: 2.2544, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.5235 [2020-11-16 05:23:53,221][root][INFO] - ===> Epoch[325](8518/26): Loss 0.2374, Sem 0.2374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.854e-01 Score 92.506 Data time: 0.1425, Forward time: 2.2541, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.2653 [2020-11-16 05:23:58,016][root][INFO] - ===> Epoch[325](8519/26): Loss 0.2197, Sem 0.2197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.854e-01 Score 93.273 Data time: 0.1472, Forward time: 2.2539, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.7398 [2020-11-16 05:24:02,969][root][INFO] - ===> Epoch[325](8520/26): Loss 0.1707, Sem 0.1707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.854e-01 Score 94.580 Data time: 0.1935, Forward time: 2.2539, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.9153 [2020-11-16 05:24:09,495][root][INFO] - ===> Epoch[325](8521/26): Loss 0.2493, Sem 0.2493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.853e-01 Score 91.602 Data time: 0.1744, Forward time: 2.2538, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.4420 [2020-11-16 05:24:14,731][root][INFO] - ===> Epoch[325](8522/26): Loss 0.2362, Sem 0.2362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.853e-01 Score 92.688 Data time: 0.2016, Forward time: 2.2539, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.1738 [2020-11-16 05:24:22,297][root][INFO] - ===> Epoch[326](8523/26): Loss 0.2241, Sem 0.2241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.852e-01 Score 93.077 Data time: 0.2379, Forward time: 2.2539, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 7.4787 [2020-11-16 05:24:28,195][root][INFO] - ===> Epoch[326](8524/26): Loss 0.2095, Sem 0.2095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.852e-01 Score 93.383 Data time: 0.2761, Forward time: 2.2542, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.8269 [2020-11-16 05:24:33,613][root][INFO] - ===> Epoch[326](8525/26): Loss 0.2116, Sem 0.2116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.852e-01 Score 93.272 Data time: 0.2063, Forward time: 2.2543, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.3156 [2020-11-16 05:24:41,301][root][INFO] - ===> Epoch[326](8526/26): Loss 0.2423, Sem 0.2423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.851e-01 Score 92.512 Data time: 0.1764, Forward time: 2.2541, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 7.6001 [2020-11-16 05:24:47,093][root][INFO] - ===> Epoch[326](8527/26): Loss 0.2144, Sem 0.2144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.851e-01 Score 93.052 Data time: 0.1998, Forward time: 2.2539, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 5.7451 [2020-11-16 05:24:53,611][root][INFO] - ===> Epoch[326](8528/26): Loss 0.2563, Sem 0.2563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.850e-01 Score 92.316 Data time: 0.2063, Forward time: 2.2539, Backward time: 3.0520, DDP time: 0.0047, Total iter time: 6.4604 [2020-11-16 05:24:59,389][root][INFO] - ===> Epoch[326](8529/26): Loss 0.2107, Sem 0.2107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.850e-01 Score 93.006 Data time: 0.2610, Forward time: 2.2543, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 5.6787 [2020-11-16 05:25:04,573][root][INFO] - ===> Epoch[326](8530/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.850e-01 Score 93.920 Data time: 0.2075, Forward time: 2.2542, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.0778 [2020-11-16 05:25:11,941][root][INFO] - ===> Epoch[326](8531/26): Loss 0.2636, Sem 0.2636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.849e-01 Score 91.491 Data time: 0.1821, Forward time: 2.2542, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 7.2788 [2020-11-16 05:25:16,512][root][INFO] - ===> Epoch[326](8532/26): Loss 0.2158, Sem 0.2158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.849e-01 Score 93.169 Data time: 0.2054, Forward time: 2.2541, Backward time: 3.0519, DDP time: 0.0047, Total iter time: 4.4788 [2020-11-16 05:25:21,958][root][INFO] - ===> Epoch[326](8533/26): Loss 0.2227, Sem 0.2227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.849e-01 Score 93.198 Data time: 0.2287, Forward time: 2.2543, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 5.3650 [2020-11-16 05:25:26,599][root][INFO] - ===> Epoch[326](8534/26): Loss 0.1649, Sem 0.1649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.848e-01 Score 94.541 Data time: 0.1833, Forward time: 2.2542, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 4.5408 [2020-11-16 05:25:31,651][root][INFO] - ===> Epoch[326](8535/26): Loss 0.2226, Sem 0.2226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.848e-01 Score 92.630 Data time: 0.1688, Forward time: 2.2541, Backward time: 3.0512, DDP time: 0.0047, Total iter time: 4.9717 [2020-11-16 05:25:36,903][root][INFO] - ===> Epoch[326](8536/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.847e-01 Score 94.249 Data time: 0.2174, Forward time: 2.2542, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 5.1624 [2020-11-16 05:25:41,702][root][INFO] - ===> Epoch[326](8537/26): Loss 0.2262, Sem 0.2262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.847e-01 Score 92.581 Data time: 0.1948, Forward time: 2.2542, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 4.6856 [2020-11-16 05:25:47,346][root][INFO] - ===> Epoch[326](8538/26): Loss 0.2235, Sem 0.2235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.847e-01 Score 93.174 Data time: 0.1839, Forward time: 2.2542, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.5453 [2020-11-16 05:25:52,751][root][INFO] - ===> Epoch[326](8539/26): Loss 0.2074, Sem 0.2074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.846e-01 Score 93.306 Data time: 0.1462, Forward time: 2.2540, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.2978 [2020-11-16 05:25:58,312][root][INFO] - ===> Epoch[326](8540/26): Loss 0.2116, Sem 0.2116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.846e-01 Score 93.192 Data time: 0.1472, Forward time: 2.2537, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.4559 [2020-11-16 05:26:03,814][root][INFO] - ===> Epoch[326](8541/26): Loss 0.2224, Sem 0.2224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.846e-01 Score 92.998 Data time: 0.2024, Forward time: 2.2538, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.4388 [2020-11-16 05:26:09,026][root][INFO] - ===> Epoch[326](8542/26): Loss 0.2439, Sem 0.2439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.845e-01 Score 92.230 Data time: 0.2096, Forward time: 2.2538, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.1210 [2020-11-16 05:26:13,999][root][INFO] - ===> Epoch[326](8543/26): Loss 0.2361, Sem 0.2361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.845e-01 Score 92.243 Data time: 0.2135, Forward time: 2.2538, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.8581 [2020-11-16 05:26:20,610][root][INFO] - ===> Epoch[326](8544/26): Loss 0.2024, Sem 0.2024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.844e-01 Score 93.564 Data time: 0.3464, Forward time: 2.2543, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.4955 [2020-11-16 05:26:26,008][root][INFO] - ===> Epoch[326](8545/26): Loss 0.2209, Sem 0.2209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.844e-01 Score 93.234 Data time: 0.2159, Forward time: 2.2544, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.2737 [2020-11-16 05:26:31,404][root][INFO] - ===> Epoch[326](8546/26): Loss 0.1906, Sem 0.1906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.844e-01 Score 93.750 Data time: 0.2067, Forward time: 2.2544, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.2971 [2020-11-16 05:26:37,605][root][INFO] - ===> Epoch[326](8547/26): Loss 0.2438, Sem 0.2438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.843e-01 Score 91.871 Data time: 0.2004, Forward time: 2.2545, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.1073 [2020-11-16 05:26:43,155][root][INFO] - ===> Epoch[326](8548/26): Loss 0.1879, Sem 0.1879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.843e-01 Score 94.007 Data time: 0.1350, Forward time: 2.2542, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.4531 [2020-11-16 05:26:49,762][root][INFO] - ===> Epoch[327](8549/26): Loss 0.1833, Sem 0.1833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.842e-01 Score 94.215 Data time: 0.2532, Forward time: 2.2545, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.5400 [2020-11-16 05:26:54,663][root][INFO] - ===> Epoch[327](8550/26): Loss 0.1976, Sem 0.1976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.842e-01 Score 93.535 Data time: 0.2503, Forward time: 2.2546, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 4.7708 [2020-11-16 05:26:59,592][root][INFO] - ===> Epoch[327](8551/26): Loss 0.2159, Sem 0.2159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.842e-01 Score 93.148 Data time: 0.2121, Forward time: 2.2547, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 4.8232 [2020-11-16 05:27:05,262][root][INFO] - ===> Epoch[327](8552/26): Loss 0.2250, Sem 0.2250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.841e-01 Score 92.950 Data time: 0.2660, Forward time: 2.2547, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.5745 [2020-11-16 05:27:11,507][root][INFO] - ===> Epoch[327](8553/26): Loss 0.2215, Sem 0.2215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.841e-01 Score 93.060 Data time: 0.2008, Forward time: 2.2547, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 6.1524 [2020-11-16 05:27:17,229][root][INFO] - ===> Epoch[327](8554/26): Loss 0.2066, Sem 0.2066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.841e-01 Score 93.246 Data time: 0.2390, Forward time: 2.2547, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.6278 [2020-11-16 05:27:22,211][root][INFO] - ===> Epoch[327](8555/26): Loss 0.2119, Sem 0.2119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.840e-01 Score 93.240 Data time: 0.2268, Forward time: 2.2549, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 4.8797 [2020-11-16 05:27:28,448][root][INFO] - ===> Epoch[327](8556/26): Loss 0.2124, Sem 0.2124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.840e-01 Score 92.674 Data time: 0.2396, Forward time: 2.2550, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 6.1340 [2020-11-16 05:27:33,422][root][INFO] - ===> Epoch[327](8557/26): Loss 0.2120, Sem 0.2120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.839e-01 Score 93.541 Data time: 0.1934, Forward time: 2.2549, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 4.8473 [2020-11-16 05:27:41,228][root][INFO] - ===> Epoch[327](8558/26): Loss 0.2285, Sem 0.2285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.839e-01 Score 92.612 Data time: 0.4174, Forward time: 2.2556, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 7.7432 [2020-11-16 05:27:47,236][root][INFO] - ===> Epoch[327](8559/26): Loss 0.2055, Sem 0.2055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.839e-01 Score 93.500 Data time: 0.2071, Forward time: 2.2557, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.8895 [2020-11-16 05:27:53,878][root][INFO] - ===> Epoch[327](8560/26): Loss 0.2184, Sem 0.2184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.838e-01 Score 93.070 Data time: 0.3491, Forward time: 2.2562, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 6.5280 [2020-11-16 05:27:59,909][root][INFO] - ===> Epoch[327](8561/26): Loss 0.2177, Sem 0.2177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.838e-01 Score 93.289 Data time: 0.2027, Forward time: 2.2562, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.9179 [2020-11-16 05:28:05,471][root][INFO] - ===> Epoch[327](8562/26): Loss 0.2301, Sem 0.2301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.838e-01 Score 92.571 Data time: 0.2437, Forward time: 2.2563, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.4519 [2020-11-16 05:28:11,068][root][INFO] - ===> Epoch[327](8563/26): Loss 0.2259, Sem 0.2259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.837e-01 Score 92.411 Data time: 0.2246, Forward time: 2.2565, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.4949 [2020-11-16 05:28:15,653][root][INFO] - ===> Epoch[327](8564/26): Loss 0.1947, Sem 0.1947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.837e-01 Score 93.652 Data time: 0.1955, Forward time: 2.2564, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 4.4682 [2020-11-16 05:28:21,482][root][INFO] - ===> Epoch[327](8565/26): Loss 0.1983, Sem 0.1983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.836e-01 Score 93.277 Data time: 0.2558, Forward time: 2.2567, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.7404 [2020-11-16 05:28:27,868][root][INFO] - ===> Epoch[327](8566/26): Loss 0.2085, Sem 0.2085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.836e-01 Score 93.275 Data time: 0.2247, Forward time: 2.2569, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.2720 [2020-11-16 05:28:33,031][root][INFO] - ===> Epoch[327](8567/26): Loss 0.2584, Sem 0.2584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.836e-01 Score 92.028 Data time: 0.1702, Forward time: 2.2567, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.0576 [2020-11-16 05:28:39,238][root][INFO] - ===> Epoch[327](8568/26): Loss 0.1951, Sem 0.1951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.835e-01 Score 93.767 Data time: 0.2329, Forward time: 2.2569, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.1263 [2020-11-16 05:28:45,386][root][INFO] - ===> Epoch[327](8569/26): Loss 0.2169, Sem 0.2169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.835e-01 Score 93.134 Data time: 0.2256, Forward time: 2.2571, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.0273 [2020-11-16 05:28:50,710][root][INFO] - ===> Epoch[327](8570/26): Loss 0.1958, Sem 0.1958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.834e-01 Score 93.537 Data time: 0.2246, Forward time: 2.2571, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.2064 [2020-11-16 05:28:56,137][root][INFO] - ===> Epoch[327](8571/26): Loss 0.2266, Sem 0.2266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.834e-01 Score 93.002 Data time: 0.2079, Forward time: 2.2572, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.3229 [2020-11-16 05:29:01,303][root][INFO] - ===> Epoch[327](8572/26): Loss 0.2179, Sem 0.2179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.834e-01 Score 93.372 Data time: 0.1744, Forward time: 2.2571, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.0634 [2020-11-16 05:29:06,004][root][INFO] - ===> Epoch[327](8573/26): Loss 0.2200, Sem 0.2200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.833e-01 Score 93.078 Data time: 0.1606, Forward time: 2.2569, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.5790 [2020-11-16 05:29:13,070][root][INFO] - ===> Epoch[327](8574/26): Loss 0.2402, Sem 0.2402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.833e-01 Score 92.208 Data time: 0.1756, Forward time: 2.2568, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.9825 [2020-11-16 05:29:17,775][root][INFO] - ===> Epoch[328](8575/26): Loss 0.2268, Sem 0.2268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.833e-01 Score 93.041 Data time: 0.2080, Forward time: 2.2569, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.6105 [2020-11-16 05:29:22,754][root][INFO] - ===> Epoch[328](8576/26): Loss 0.2142, Sem 0.2142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.832e-01 Score 93.306 Data time: 0.1969, Forward time: 2.2569, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 4.8813 [2020-11-16 05:29:28,221][root][INFO] - ===> Epoch[328](8577/26): Loss 0.1857, Sem 0.1857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.832e-01 Score 94.221 Data time: 0.1352, Forward time: 2.2566, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.3716 [2020-11-16 05:29:33,531][root][INFO] - ===> Epoch[328](8578/26): Loss 0.2145, Sem 0.2145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.831e-01 Score 93.312 Data time: 0.1950, Forward time: 2.2567, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.2479 [2020-11-16 05:29:38,509][root][INFO] - ===> Epoch[328](8579/26): Loss 0.2378, Sem 0.2378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.831e-01 Score 92.801 Data time: 0.1989, Forward time: 2.2567, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.8803 [2020-11-16 05:29:43,777][root][INFO] - ===> Epoch[328](8580/26): Loss 0.1921, Sem 0.1921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.831e-01 Score 93.952 Data time: 0.2241, Forward time: 2.2568, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1623 [2020-11-16 05:29:49,418][root][INFO] - ===> Epoch[328](8581/26): Loss 0.2429, Sem 0.2429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.830e-01 Score 92.324 Data time: 0.2646, Forward time: 2.2570, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.5302 [2020-11-16 05:29:55,301][root][INFO] - ===> Epoch[328](8582/26): Loss 0.2251, Sem 0.2251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.830e-01 Score 92.407 Data time: 0.1381, Forward time: 2.2569, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.7460 [2020-11-16 05:30:00,934][root][INFO] - ===> Epoch[328](8583/26): Loss 0.2084, Sem 0.2084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.830e-01 Score 93.212 Data time: 0.1372, Forward time: 2.2566, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.5610 [2020-11-16 05:30:06,703][root][INFO] - ===> Epoch[328](8584/26): Loss 0.1962, Sem 0.1962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.829e-01 Score 93.554 Data time: 0.1989, Forward time: 2.2566, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.7135 [2020-11-16 05:30:13,380][root][INFO] - ===> Epoch[328](8585/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.829e-01 Score 93.999 Data time: 0.3649, Forward time: 2.2570, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.5814 [2020-11-16 05:30:19,099][root][INFO] - ===> Epoch[328](8586/26): Loss 0.2012, Sem 0.2012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.828e-01 Score 93.259 Data time: 0.2462, Forward time: 2.2573, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6020 [2020-11-16 05:30:24,875][root][INFO] - ===> Epoch[328](8587/26): Loss 0.2015, Sem 0.2015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.828e-01 Score 93.414 Data time: 0.2119, Forward time: 2.2572, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6650 [2020-11-16 05:30:31,017][root][INFO] - ===> Epoch[328](8588/26): Loss 0.1885, Sem 0.1885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.828e-01 Score 93.854 Data time: 0.1135, Forward time: 2.2569, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.0306 [2020-11-16 05:30:37,252][root][INFO] - ===> Epoch[328](8589/26): Loss 0.2117, Sem 0.2117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.827e-01 Score 93.135 Data time: 0.1702, Forward time: 2.2566, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.1845 [2020-11-16 05:30:43,826][root][INFO] - ===> Epoch[328](8590/26): Loss 0.2210, Sem 0.2210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.827e-01 Score 92.905 Data time: 0.2236, Forward time: 2.2568, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.5038 [2020-11-16 05:30:49,273][root][INFO] - ===> Epoch[328](8591/26): Loss 0.2300, Sem 0.2300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.826e-01 Score 92.773 Data time: 0.1819, Forward time: 2.2568, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.3171 [2020-11-16 05:30:54,591][root][INFO] - ===> Epoch[328](8592/26): Loss 0.2114, Sem 0.2114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.826e-01 Score 93.276 Data time: 0.1420, Forward time: 2.2565, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.2216 [2020-11-16 05:31:00,497][root][INFO] - ===> Epoch[328](8593/26): Loss 0.1818, Sem 0.1818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.826e-01 Score 94.115 Data time: 0.1788, Forward time: 2.2565, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.8356 [2020-11-16 05:31:05,624][root][INFO] - ===> Epoch[328](8594/26): Loss 0.2393, Sem 0.2393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.825e-01 Score 92.372 Data time: 0.1732, Forward time: 2.2562, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.0238 [2020-11-16 05:31:09,938][root][INFO] - ===> Epoch[328](8595/26): Loss 0.2084, Sem 0.2084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.825e-01 Score 93.415 Data time: 0.2256, Forward time: 2.2561, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.2391 [2020-11-16 05:31:15,980][root][INFO] - ===> Epoch[328](8596/26): Loss 0.1987, Sem 0.1987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.825e-01 Score 93.582 Data time: 0.1958, Forward time: 2.2562, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.9444 [2020-11-16 05:31:21,447][root][INFO] - ===> Epoch[328](8597/26): Loss 0.1856, Sem 0.1856, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.824e-01 Score 94.308 Data time: 0.2252, Forward time: 2.2563, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.3582 [2020-11-16 05:31:27,999][root][INFO] - ===> Epoch[328](8598/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.824e-01 Score 93.410 Data time: 0.1505, Forward time: 2.2561, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 6.4439 [2020-11-16 05:31:35,435][root][INFO] - ===> Epoch[328](8599/26): Loss 0.2054, Sem 0.2054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.823e-01 Score 93.598 Data time: 0.2074, Forward time: 2.2562, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 7.3397 [2020-11-16 05:31:41,810][root][INFO] - ===> Epoch[328](8600/26): Loss 0.1766, Sem 0.1766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.823e-01 Score 94.170 Data time: 0.1509, Forward time: 2.2560, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 6.2522 [2020-11-16 05:31:47,771][root][INFO] - ===> Epoch[329](8601/26): Loss 0.2088, Sem 0.2088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.823e-01 Score 93.120 Data time: 0.2025, Forward time: 2.2560, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.8818 [2020-11-16 05:31:53,069][root][INFO] - ===> Epoch[329](8602/26): Loss 0.1808, Sem 0.1808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.822e-01 Score 94.160 Data time: 0.2448, Forward time: 2.2562, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.1858 [2020-11-16 05:31:59,029][root][INFO] - ===> Epoch[329](8603/26): Loss 0.2018, Sem 0.2018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.822e-01 Score 93.438 Data time: 0.2218, Forward time: 2.2564, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.8491 [2020-11-16 05:32:04,200][root][INFO] - ===> Epoch[329](8604/26): Loss 0.1806, Sem 0.1806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.822e-01 Score 94.162 Data time: 0.1670, Forward time: 2.2563, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.0616 [2020-11-16 05:32:10,573][root][INFO] - ===> Epoch[329](8605/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.821e-01 Score 93.359 Data time: 0.1756, Forward time: 2.2562, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 6.2654 [2020-11-16 05:32:15,326][root][INFO] - ===> Epoch[329](8606/26): Loss 0.1837, Sem 0.1837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.821e-01 Score 94.142 Data time: 0.1690, Forward time: 2.2560, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 4.6729 [2020-11-16 05:32:20,943][root][INFO] - ===> Epoch[329](8607/26): Loss 0.2074, Sem 0.2074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.820e-01 Score 93.161 Data time: 0.2262, Forward time: 2.2561, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.5264 [2020-11-16 05:32:25,688][root][INFO] - ===> Epoch[329](8608/26): Loss 0.2139, Sem 0.2139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.820e-01 Score 93.253 Data time: 0.2153, Forward time: 2.2562, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.6430 [2020-11-16 05:32:30,588][root][INFO] - ===> Epoch[329](8609/26): Loss 0.2743, Sem 0.2743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.820e-01 Score 92.358 Data time: 0.1672, Forward time: 2.2561, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 4.7991 [2020-11-16 05:32:35,298][root][INFO] - ===> Epoch[329](8610/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.819e-01 Score 93.741 Data time: 0.1902, Forward time: 2.2561, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.6276 [2020-11-16 05:32:40,483][root][INFO] - ===> Epoch[329](8611/26): Loss 0.1887, Sem 0.1887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.819e-01 Score 93.681 Data time: 0.1998, Forward time: 2.2561, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.0844 [2020-11-16 05:32:45,838][root][INFO] - ===> Epoch[329](8612/26): Loss 0.2177, Sem 0.2177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.818e-01 Score 92.917 Data time: 0.1638, Forward time: 2.2560, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.2402 [2020-11-16 05:32:51,626][root][INFO] - ===> Epoch[329](8613/26): Loss 0.2047, Sem 0.2047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.818e-01 Score 93.378 Data time: 0.1735, Forward time: 2.2559, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.7110 [2020-11-16 05:32:56,788][root][INFO] - ===> Epoch[329](8614/26): Loss 0.2359, Sem 0.2359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.818e-01 Score 92.677 Data time: 0.1669, Forward time: 2.2558, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.0684 [2020-11-16 05:33:03,359][root][INFO] - ===> Epoch[329](8615/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.817e-01 Score 94.546 Data time: 0.2090, Forward time: 2.2558, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.4674 [2020-11-16 05:33:08,716][root][INFO] - ===> Epoch[329](8616/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.817e-01 Score 93.686 Data time: 0.2350, Forward time: 2.2560, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.2455 [2020-11-16 05:33:13,448][root][INFO] - ===> Epoch[329](8617/26): Loss 0.1930, Sem 0.1930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.817e-01 Score 93.820 Data time: 0.1943, Forward time: 2.2560, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.6233 [2020-11-16 05:33:18,997][root][INFO] - ===> Epoch[329](8618/26): Loss 0.2095, Sem 0.2095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.816e-01 Score 93.592 Data time: 0.2329, Forward time: 2.2561, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.4610 [2020-11-16 05:33:25,350][root][INFO] - ===> Epoch[329](8619/26): Loss 0.2581, Sem 0.2581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.816e-01 Score 92.075 Data time: 0.1957, Forward time: 2.2562, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.2450 [2020-11-16 05:33:30,464][root][INFO] - ===> Epoch[329](8620/26): Loss 0.2235, Sem 0.2235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.815e-01 Score 93.182 Data time: 0.1465, Forward time: 2.2560, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.0207 [2020-11-16 05:33:36,095][root][INFO] - ===> Epoch[329](8621/26): Loss 0.2172, Sem 0.2172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.815e-01 Score 93.180 Data time: 0.1118, Forward time: 2.2557, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.5621 [2020-11-16 05:33:42,204][root][INFO] - ===> Epoch[329](8622/26): Loss 0.2261, Sem 0.2261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.815e-01 Score 93.044 Data time: 0.1123, Forward time: 2.2553, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 6.0766 [2020-11-16 05:33:48,134][root][INFO] - ===> Epoch[329](8623/26): Loss 0.2433, Sem 0.2433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.814e-01 Score 92.434 Data time: 0.1801, Forward time: 2.2553, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.8808 [2020-11-16 05:33:53,027][root][INFO] - ===> Epoch[329](8624/26): Loss 0.2065, Sem 0.2065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.814e-01 Score 93.233 Data time: 0.2504, Forward time: 2.2554, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 4.7993 [2020-11-16 05:33:59,601][root][INFO] - ===> Epoch[329](8625/26): Loss 0.2201, Sem 0.2201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.814e-01 Score 92.751 Data time: 0.2189, Forward time: 2.2555, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 6.4654 [2020-11-16 05:34:04,701][root][INFO] - ===> Epoch[329](8626/26): Loss 0.2213, Sem 0.2213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.813e-01 Score 93.078 Data time: 0.2062, Forward time: 2.2555, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.0035 [2020-11-16 05:34:10,470][root][INFO] - ===> Epoch[330](8627/26): Loss 0.2190, Sem 0.2190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.813e-01 Score 93.337 Data time: 0.1414, Forward time: 2.2553, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.6778 [2020-11-16 05:34:15,582][root][INFO] - ===> Epoch[330](8628/26): Loss 0.1759, Sem 0.1759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.812e-01 Score 94.432 Data time: 0.1812, Forward time: 2.2553, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.0607 [2020-11-16 05:34:21,810][root][INFO] - ===> Epoch[330](8629/26): Loss 0.2470, Sem 0.2470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.812e-01 Score 92.004 Data time: 0.2001, Forward time: 2.2551, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 6.1312 [2020-11-16 05:34:26,934][root][INFO] - ===> Epoch[330](8630/26): Loss 0.1984, Sem 0.1984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.812e-01 Score 94.094 Data time: 0.2160, Forward time: 2.2552, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.0863 [2020-11-16 05:34:32,997][root][INFO] - ===> Epoch[330](8631/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.811e-01 Score 93.387 Data time: 0.2466, Forward time: 2.2554, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.9602 [2020-11-16 05:34:38,431][root][INFO] - ===> Epoch[330](8632/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.811e-01 Score 93.769 Data time: 0.1414, Forward time: 2.2551, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.3068 [2020-11-16 05:34:42,642][root][INFO] - ===> Epoch[330](8633/26): Loss 0.1765, Sem 0.1765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.811e-01 Score 94.114 Data time: 0.1937, Forward time: 2.2551, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.1512 [2020-11-16 05:34:48,664][root][INFO] - ===> Epoch[330](8634/26): Loss 0.2063, Sem 0.2063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.810e-01 Score 93.438 Data time: 0.2746, Forward time: 2.2554, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.9249 [2020-11-16 05:34:54,286][root][INFO] - ===> Epoch[330](8635/26): Loss 0.2043, Sem 0.2043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.810e-01 Score 93.544 Data time: 0.1252, Forward time: 2.2551, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.5155 [2020-11-16 05:35:00,003][root][INFO] - ===> Epoch[330](8636/26): Loss 0.2356, Sem 0.2356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.809e-01 Score 92.185 Data time: 0.2328, Forward time: 2.2553, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.6504 [2020-11-16 05:35:05,554][root][INFO] - ===> Epoch[330](8637/26): Loss 0.1817, Sem 0.1817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.809e-01 Score 94.126 Data time: 0.1563, Forward time: 2.2551, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.4506 [2020-11-16 05:35:11,044][root][INFO] - ===> Epoch[330](8638/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.809e-01 Score 93.244 Data time: 0.2428, Forward time: 2.2553, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.4248 [2020-11-16 05:35:16,671][root][INFO] - ===> Epoch[330](8639/26): Loss 0.1884, Sem 0.1884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.808e-01 Score 94.268 Data time: 0.2241, Forward time: 2.2554, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.5135 [2020-11-16 05:35:22,053][root][INFO] - ===> Epoch[330](8640/26): Loss 0.2060, Sem 0.2060, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.808e-01 Score 93.436 Data time: 0.2170, Forward time: 2.2555, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.2658 [2020-11-16 05:35:27,357][root][INFO] - ===> Epoch[330](8641/26): Loss 0.1886, Sem 0.1886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.807e-01 Score 94.123 Data time: 0.1892, Forward time: 2.2554, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.1518 [2020-11-16 05:35:33,226][root][INFO] - ===> Epoch[330](8642/26): Loss 0.2046, Sem 0.2046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.807e-01 Score 93.238 Data time: 0.1453, Forward time: 2.2552, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.7839 [2020-11-16 05:35:38,671][root][INFO] - ===> Epoch[330](8643/26): Loss 0.1807, Sem 0.1807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.807e-01 Score 94.405 Data time: 0.1918, Forward time: 2.2551, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.3629 [2020-11-16 05:35:45,267][root][INFO] - ===> Epoch[330](8644/26): Loss 0.2264, Sem 0.2264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.806e-01 Score 92.824 Data time: 0.3418, Forward time: 2.2555, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.5101 [2020-11-16 05:35:51,175][root][INFO] - ===> Epoch[330](8645/26): Loss 0.2239, Sem 0.2239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.806e-01 Score 93.142 Data time: 0.1818, Forward time: 2.2555, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.7886 [2020-11-16 05:35:56,912][root][INFO] - ===> Epoch[330](8646/26): Loss 0.1920, Sem 0.1920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.806e-01 Score 93.513 Data time: 0.2276, Forward time: 2.2556, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.6348 [2020-11-16 05:36:02,467][root][INFO] - ===> Epoch[330](8647/26): Loss 0.2416, Sem 0.2416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.805e-01 Score 92.246 Data time: 0.2303, Forward time: 2.2559, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.4556 [2020-11-16 05:36:07,679][root][INFO] - ===> Epoch[330](8648/26): Loss 0.2192, Sem 0.2192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.805e-01 Score 92.995 Data time: 0.1550, Forward time: 2.2557, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.1008 [2020-11-16 05:36:13,951][root][INFO] - ===> Epoch[330](8649/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.804e-01 Score 93.762 Data time: 0.1680, Forward time: 2.2556, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.1870 [2020-11-16 05:36:19,551][root][INFO] - ===> Epoch[330](8650/26): Loss 0.1948, Sem 0.1948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.804e-01 Score 93.515 Data time: 0.1553, Forward time: 2.2555, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.5116 [2020-11-16 05:36:26,162][root][INFO] - ===> Epoch[330](8651/26): Loss 0.2348, Sem 0.2348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.804e-01 Score 92.903 Data time: 0.1557, Forward time: 2.2552, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 6.5373 [2020-11-16 05:36:32,400][root][INFO] - ===> Epoch[330](8652/26): Loss 0.2225, Sem 0.2225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.803e-01 Score 92.607 Data time: 0.3225, Forward time: 2.2556, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.1630 [2020-11-16 05:36:38,954][root][INFO] - ===> Epoch[331](8653/26): Loss 0.2384, Sem 0.2384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.803e-01 Score 92.006 Data time: 0.1614, Forward time: 2.2556, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 6.4215 [2020-11-16 05:36:44,222][root][INFO] - ===> Epoch[331](8654/26): Loss 0.2168, Sem 0.2168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.803e-01 Score 92.771 Data time: 0.1827, Forward time: 2.2555, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.1675 [2020-11-16 05:36:49,339][root][INFO] - ===> Epoch[331](8655/26): Loss 0.2146, Sem 0.2146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.802e-01 Score 93.495 Data time: 0.1782, Forward time: 2.2555, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 4.9968 [2020-11-16 05:36:54,268][root][INFO] - ===> Epoch[331](8656/26): Loss 0.1994, Sem 0.1994, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.802e-01 Score 93.630 Data time: 0.1431, Forward time: 2.2553, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 4.8177 [2020-11-16 05:36:59,464][root][INFO] - ===> Epoch[331](8657/26): Loss 0.2063, Sem 0.2063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.801e-01 Score 93.719 Data time: 0.1660, Forward time: 2.2551, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.1102 [2020-11-16 05:37:04,840][root][INFO] - ===> Epoch[331](8658/26): Loss 0.1887, Sem 0.1887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.801e-01 Score 93.934 Data time: 0.1250, Forward time: 2.2548, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.3059 [2020-11-16 05:37:09,739][root][INFO] - ===> Epoch[331](8659/26): Loss 0.1594, Sem 0.1594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.801e-01 Score 94.868 Data time: 0.1852, Forward time: 2.2547, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 4.8278 [2020-11-16 05:37:15,542][root][INFO] - ===> Epoch[331](8660/26): Loss 0.1913, Sem 0.1913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.800e-01 Score 93.720 Data time: 0.1452, Forward time: 2.2545, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.6946 [2020-11-16 05:37:21,783][root][INFO] - ===> Epoch[331](8661/26): Loss 0.1830, Sem 0.1830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.800e-01 Score 94.303 Data time: 0.1745, Forward time: 2.2544, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 6.1604 [2020-11-16 05:37:26,748][root][INFO] - ===> Epoch[331](8662/26): Loss 0.1981, Sem 0.1981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.799e-01 Score 93.701 Data time: 0.2171, Forward time: 2.2546, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 4.8579 [2020-11-16 05:37:31,940][root][INFO] - ===> Epoch[331](8663/26): Loss 0.1962, Sem 0.1962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.799e-01 Score 93.727 Data time: 0.1718, Forward time: 2.2545, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.0693 [2020-11-16 05:37:37,986][root][INFO] - ===> Epoch[331](8664/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.799e-01 Score 93.312 Data time: 0.1752, Forward time: 2.2544, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.9508 [2020-11-16 05:37:42,785][root][INFO] - ===> Epoch[331](8665/26): Loss 0.2348, Sem 0.2348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.798e-01 Score 92.786 Data time: 0.1856, Forward time: 2.2543, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 4.7090 [2020-11-16 05:37:49,463][root][INFO] - ===> Epoch[331](8666/26): Loss 0.1937, Sem 0.1937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.798e-01 Score 93.866 Data time: 0.2370, Forward time: 2.2545, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 6.4031 [2020-11-16 05:37:53,937][root][INFO] - ===> Epoch[331](8667/26): Loss 0.2038, Sem 0.2038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.798e-01 Score 93.635 Data time: 0.1773, Forward time: 2.2545, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.3201 [2020-11-16 05:37:59,194][root][INFO] - ===> Epoch[331](8668/26): Loss 0.1901, Sem 0.1901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.797e-01 Score 93.840 Data time: 0.1553, Forward time: 2.2544, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.1669 [2020-11-16 05:38:04,653][root][INFO] - ===> Epoch[331](8669/26): Loss 0.1997, Sem 0.1997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.797e-01 Score 93.621 Data time: 0.1030, Forward time: 2.2540, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.3762 [2020-11-16 05:38:10,947][root][INFO] - ===> Epoch[331](8670/26): Loss 0.1706, Sem 0.1706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.796e-01 Score 94.438 Data time: 0.1494, Forward time: 2.2538, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 6.2536 [2020-11-16 05:38:17,335][root][INFO] - ===> Epoch[331](8671/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.796e-01 Score 94.180 Data time: 0.2134, Forward time: 2.2537, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 6.2932 [2020-11-16 05:38:22,729][root][INFO] - ===> Epoch[331](8672/26): Loss 0.1947, Sem 0.1947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.796e-01 Score 93.726 Data time: 0.2190, Forward time: 2.2537, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.3034 [2020-11-16 05:38:28,954][root][INFO] - ===> Epoch[331](8673/26): Loss 0.1884, Sem 0.1884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.795e-01 Score 93.924 Data time: 0.2096, Forward time: 2.2538, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 6.1094 [2020-11-16 05:38:34,610][root][INFO] - ===> Epoch[331](8674/26): Loss 0.1940, Sem 0.1940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.795e-01 Score 93.733 Data time: 0.1932, Forward time: 2.2539, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.5422 [2020-11-16 05:38:40,122][root][INFO] - ===> Epoch[331](8675/26): Loss 0.1683, Sem 0.1683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.794e-01 Score 94.483 Data time: 0.1337, Forward time: 2.2536, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 5.4053 [2020-11-16 05:38:46,054][root][INFO] - ===> Epoch[331](8676/26): Loss 0.2122, Sem 0.2122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.794e-01 Score 93.189 Data time: 0.2136, Forward time: 2.2537, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 5.8689 [2020-11-16 05:38:51,228][root][INFO] - ===> Epoch[331](8677/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.794e-01 Score 93.245 Data time: 0.1819, Forward time: 2.2536, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.0788 [2020-11-16 05:38:58,425][root][INFO] - ===> Epoch[331](8678/26): Loss 0.2183, Sem 0.2183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.793e-01 Score 93.190 Data time: 0.3715, Forward time: 2.2542, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 7.1018 [2020-11-16 05:39:05,456][root][INFO] - ===> Epoch[332](8679/26): Loss 0.1905, Sem 0.1905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.793e-01 Score 93.653 Data time: 0.2067, Forward time: 2.2543, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.9271 [2020-11-16 05:39:11,492][root][INFO] - ===> Epoch[332](8680/26): Loss 0.2089, Sem 0.2089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.793e-01 Score 93.020 Data time: 0.2237, Forward time: 2.2544, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.9204 [2020-11-16 05:39:16,976][root][INFO] - ===> Epoch[332](8681/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.792e-01 Score 94.480 Data time: 0.1869, Forward time: 2.2544, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.3879 [2020-11-16 05:39:22,498][root][INFO] - ===> Epoch[332](8682/26): Loss 0.2006, Sem 0.2006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.792e-01 Score 93.511 Data time: 0.1570, Forward time: 2.2543, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.4177 [2020-11-16 05:39:28,430][root][INFO] - ===> Epoch[332](8683/26): Loss 0.1957, Sem 0.1957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.791e-01 Score 93.918 Data time: 0.1441, Forward time: 2.2540, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.8455 [2020-11-16 05:39:33,706][root][INFO] - ===> Epoch[332](8684/26): Loss 0.2237, Sem 0.2237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.791e-01 Score 93.085 Data time: 0.1842, Forward time: 2.2540, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.1970 [2020-11-16 05:39:39,500][root][INFO] - ===> Epoch[332](8685/26): Loss 0.1988, Sem 0.1988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.791e-01 Score 93.707 Data time: 0.2133, Forward time: 2.2541, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.6921 [2020-11-16 05:39:45,037][root][INFO] - ===> Epoch[332](8686/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.790e-01 Score 92.863 Data time: 0.2394, Forward time: 2.2541, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.4211 [2020-11-16 05:39:51,118][root][INFO] - ===> Epoch[332](8687/26): Loss 0.2034, Sem 0.2034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.790e-01 Score 93.393 Data time: 0.2634, Forward time: 2.2544, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.9781 [2020-11-16 05:39:56,617][root][INFO] - ===> Epoch[332](8688/26): Loss 0.2611, Sem 0.2611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.790e-01 Score 91.343 Data time: 0.1687, Forward time: 2.2544, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.3798 [2020-11-16 05:40:01,665][root][INFO] - ===> Epoch[332](8689/26): Loss 0.2255, Sem 0.2255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.789e-01 Score 92.984 Data time: 0.1895, Forward time: 2.2542, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 4.9607 [2020-11-16 05:40:06,639][root][INFO] - ===> Epoch[332](8690/26): Loss 0.2474, Sem 0.2474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.789e-01 Score 92.527 Data time: 0.2172, Forward time: 2.2542, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 4.8723 [2020-11-16 05:40:11,990][root][INFO] - ===> Epoch[332](8691/26): Loss 0.2330, Sem 0.2330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.788e-01 Score 92.907 Data time: 0.2107, Forward time: 2.2544, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.2252 [2020-11-16 05:40:17,560][root][INFO] - ===> Epoch[332](8692/26): Loss 0.1765, Sem 0.1765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.788e-01 Score 94.333 Data time: 0.1157, Forward time: 2.2541, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.4386 [2020-11-16 05:40:23,230][root][INFO] - ===> Epoch[332](8693/26): Loss 0.2454, Sem 0.2454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.788e-01 Score 92.082 Data time: 0.1859, Forward time: 2.2540, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.6057 [2020-11-16 05:40:29,449][root][INFO] - ===> Epoch[332](8694/26): Loss 0.2020, Sem 0.2020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.787e-01 Score 93.316 Data time: 0.2354, Forward time: 2.2542, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 6.1389 [2020-11-16 05:40:34,563][root][INFO] - ===> Epoch[332](8695/26): Loss 0.2072, Sem 0.2072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.787e-01 Score 92.836 Data time: 0.2051, Forward time: 2.2543, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 4.9926 [2020-11-16 05:40:40,318][root][INFO] - ===> Epoch[332](8696/26): Loss 0.2288, Sem 0.2288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.786e-01 Score 92.738 Data time: 0.2121, Forward time: 2.2544, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.6469 [2020-11-16 05:40:46,472][root][INFO] - ===> Epoch[332](8697/26): Loss 0.1935, Sem 0.1935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.786e-01 Score 94.052 Data time: 0.1494, Forward time: 2.2543, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 6.0422 [2020-11-16 05:40:51,645][root][INFO] - ===> Epoch[332](8698/26): Loss 0.1783, Sem 0.1783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.786e-01 Score 93.949 Data time: 0.1927, Forward time: 2.2542, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.0942 [2020-11-16 05:40:57,985][root][INFO] - ===> Epoch[332](8699/26): Loss 0.1915, Sem 0.1915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.785e-01 Score 93.951 Data time: 0.1782, Forward time: 2.2542, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 6.2503 [2020-11-16 05:41:03,583][root][INFO] - ===> Epoch[332](8700/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.785e-01 Score 93.419 Data time: 0.1889, Forward time: 2.2541, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.5076 [2020-11-16 05:41:09,183][root][INFO] - ===> Epoch[332](8701/26): Loss 0.2460, Sem 0.2460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.785e-01 Score 91.788 Data time: 0.1531, Forward time: 2.2540, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.5065 [2020-11-16 05:41:13,756][root][INFO] - ===> Epoch[332](8702/26): Loss 0.2568, Sem 0.2568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.784e-01 Score 92.207 Data time: 0.1430, Forward time: 2.2538, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 4.4936 [2020-11-16 05:41:19,416][root][INFO] - ===> Epoch[332](8703/26): Loss 0.1889, Sem 0.1889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.784e-01 Score 93.768 Data time: 0.2183, Forward time: 2.2539, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.5939 [2020-11-16 05:41:24,619][root][INFO] - ===> Epoch[332](8704/26): Loss 0.2008, Sem 0.2008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.783e-01 Score 93.399 Data time: 0.1918, Forward time: 2.2539, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.1092 [2020-11-16 05:41:30,981][root][INFO] - ===> Epoch[333](8705/26): Loss 0.2187, Sem 0.2187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.783e-01 Score 93.012 Data time: 0.1570, Forward time: 2.2537, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.2762 [2020-11-16 05:41:36,334][root][INFO] - ===> Epoch[333](8706/26): Loss 0.2112, Sem 0.2112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.783e-01 Score 92.864 Data time: 0.2083, Forward time: 2.2537, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.2866 [2020-11-16 05:41:41,838][root][INFO] - ===> Epoch[333](8707/26): Loss 0.2350, Sem 0.2350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.782e-01 Score 92.349 Data time: 0.2092, Forward time: 2.2538, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 5.3980 [2020-11-16 05:41:46,740][root][INFO] - ===> Epoch[333](8708/26): Loss 0.1804, Sem 0.1804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.782e-01 Score 93.877 Data time: 0.2082, Forward time: 2.2538, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 4.7977 [2020-11-16 05:41:52,066][root][INFO] - ===> Epoch[333](8709/26): Loss 0.1817, Sem 0.1817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.782e-01 Score 94.126 Data time: 0.1490, Forward time: 2.2537, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.2260 [2020-11-16 05:41:58,163][root][INFO] - ===> Epoch[333](8710/26): Loss 0.2146, Sem 0.2146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.781e-01 Score 93.184 Data time: 0.1681, Forward time: 2.2535, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 6.0262 [2020-11-16 05:42:04,491][root][INFO] - ===> Epoch[333](8711/26): Loss 0.2106, Sem 0.2106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.781e-01 Score 92.953 Data time: 0.2126, Forward time: 2.2535, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.2442 [2020-11-16 05:42:09,724][root][INFO] - ===> Epoch[333](8712/26): Loss 0.1865, Sem 0.1865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.780e-01 Score 93.838 Data time: 0.2278, Forward time: 2.2537, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.1217 [2020-11-16 05:42:15,576][root][INFO] - ===> Epoch[333](8713/26): Loss 0.1712, Sem 0.1712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.780e-01 Score 94.155 Data time: 0.1515, Forward time: 2.2535, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.7428 [2020-11-16 05:42:21,007][root][INFO] - ===> Epoch[333](8714/26): Loss 0.1998, Sem 0.1998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.780e-01 Score 93.757 Data time: 0.1614, Forward time: 2.2533, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.3394 [2020-11-16 05:42:26,356][root][INFO] - ===> Epoch[333](8715/26): Loss 0.2915, Sem 0.2915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.779e-01 Score 90.462 Data time: 0.2296, Forward time: 2.2535, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 5.2823 [2020-11-16 05:42:32,070][root][INFO] - ===> Epoch[333](8716/26): Loss 0.2404, Sem 0.2404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.779e-01 Score 92.859 Data time: 0.2014, Forward time: 2.2535, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.5809 [2020-11-16 05:42:38,553][root][INFO] - ===> Epoch[333](8717/26): Loss 0.2250, Sem 0.2250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.778e-01 Score 92.599 Data time: 0.1697, Forward time: 2.2534, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 6.3886 [2020-11-16 05:42:43,870][root][INFO] - ===> Epoch[333](8718/26): Loss 0.2586, Sem 0.2586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.778e-01 Score 92.498 Data time: 0.1289, Forward time: 2.2532, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.2347 [2020-11-16 05:42:49,799][root][INFO] - ===> Epoch[333](8719/26): Loss 0.1863, Sem 0.1863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.778e-01 Score 94.020 Data time: 0.1640, Forward time: 2.2530, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.8695 [2020-11-16 05:42:56,236][root][INFO] - ===> Epoch[333](8720/26): Loss 0.2078, Sem 0.2078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.777e-01 Score 93.241 Data time: 0.2029, Forward time: 2.2530, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 6.3652 [2020-11-16 05:43:01,449][root][INFO] - ===> Epoch[333](8721/26): Loss 0.2121, Sem 0.2121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.777e-01 Score 93.169 Data time: 0.2030, Forward time: 2.2530, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.1169 [2020-11-16 05:43:07,633][root][INFO] - ===> Epoch[333](8722/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.777e-01 Score 94.885 Data time: 0.1509, Forward time: 2.2528, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.0738 [2020-11-16 05:43:13,586][root][INFO] - ===> Epoch[333](8723/26): Loss 0.1928, Sem 0.1928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.776e-01 Score 93.935 Data time: 0.1608, Forward time: 2.2527, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 5.9072 [2020-11-16 05:43:18,890][root][INFO] - ===> Epoch[333](8724/26): Loss 0.2136, Sem 0.2136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.776e-01 Score 92.906 Data time: 0.1729, Forward time: 2.2526, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.2408 [2020-11-16 05:43:23,658][root][INFO] - ===> Epoch[333](8725/26): Loss 0.2111, Sem 0.2111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.775e-01 Score 93.411 Data time: 0.2130, Forward time: 2.2527, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.6803 [2020-11-16 05:43:31,034][root][INFO] - ===> Epoch[333](8726/26): Loss 0.1690, Sem 0.1690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.775e-01 Score 94.534 Data time: 0.2335, Forward time: 2.2529, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 7.2762 [2020-11-16 05:43:36,461][root][INFO] - ===> Epoch[333](8727/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.775e-01 Score 94.262 Data time: 0.2242, Forward time: 2.2530, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.3170 [2020-11-16 05:43:41,421][root][INFO] - ===> Epoch[333](8728/26): Loss 0.1783, Sem 0.1783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.774e-01 Score 94.447 Data time: 0.1785, Forward time: 2.2529, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.8487 [2020-11-16 05:43:46,794][root][INFO] - ===> Epoch[333](8729/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.774e-01 Score 93.858 Data time: 0.2456, Forward time: 2.2531, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.2853 [2020-11-16 05:43:52,229][root][INFO] - ===> Epoch[333](8730/26): Loss 0.2158, Sem 0.2158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.774e-01 Score 93.470 Data time: 0.2234, Forward time: 2.2532, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.3291 [2020-11-16 05:43:57,934][root][INFO] - ===> Epoch[334](8731/26): Loss 0.2114, Sem 0.2114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.773e-01 Score 92.870 Data time: 0.1930, Forward time: 2.2533, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.6062 [2020-11-16 05:44:02,874][root][INFO] - ===> Epoch[334](8732/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.773e-01 Score 94.781 Data time: 0.1893, Forward time: 2.2533, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 4.8530 [2020-11-16 05:44:08,206][root][INFO] - ===> Epoch[334](8733/26): Loss 0.2045, Sem 0.2045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.772e-01 Score 93.409 Data time: 0.1738, Forward time: 2.2532, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.2387 [2020-11-16 05:44:13,240][root][INFO] - ===> Epoch[334](8734/26): Loss 0.2002, Sem 0.2002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.772e-01 Score 93.922 Data time: 0.2021, Forward time: 2.2532, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 4.9490 [2020-11-16 05:44:18,547][root][INFO] - ===> Epoch[334](8735/26): Loss 0.1790, Sem 0.1790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.772e-01 Score 94.426 Data time: 0.2980, Forward time: 2.2533, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.2140 [2020-11-16 05:44:24,584][root][INFO] - ===> Epoch[334](8736/26): Loss 0.1963, Sem 0.1963, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.771e-01 Score 93.571 Data time: 0.2465, Forward time: 2.2536, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.9328 [2020-11-16 05:44:29,457][root][INFO] - ===> Epoch[334](8737/26): Loss 0.1867, Sem 0.1867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.771e-01 Score 93.848 Data time: 0.1743, Forward time: 2.2536, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.7415 [2020-11-16 05:44:35,353][root][INFO] - ===> Epoch[334](8738/26): Loss 0.1765, Sem 0.1765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.770e-01 Score 94.156 Data time: 0.2544, Forward time: 2.2539, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.8102 [2020-11-16 05:44:41,351][root][INFO] - ===> Epoch[334](8739/26): Loss 0.1749, Sem 0.1749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.770e-01 Score 94.232 Data time: 0.2190, Forward time: 2.2538, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.8601 [2020-11-16 05:44:46,178][root][INFO] - ===> Epoch[334](8740/26): Loss 0.1939, Sem 0.1939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.770e-01 Score 93.918 Data time: 0.1871, Forward time: 2.2538, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 4.7554 [2020-11-16 05:44:50,801][root][INFO] - ===> Epoch[334](8741/26): Loss 0.2052, Sem 0.2052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.769e-01 Score 93.477 Data time: 0.2207, Forward time: 2.2538, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.5328 [2020-11-16 05:44:57,456][root][INFO] - ===> Epoch[334](8742/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.769e-01 Score 94.362 Data time: 0.2203, Forward time: 2.2539, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.5524 [2020-11-16 05:45:04,073][root][INFO] - ===> Epoch[334](8743/26): Loss 0.1881, Sem 0.1881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.769e-01 Score 93.816 Data time: 0.1865, Forward time: 2.2539, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 6.5044 [2020-11-16 05:45:10,128][root][INFO] - ===> Epoch[334](8744/26): Loss 0.1993, Sem 0.1993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.768e-01 Score 93.367 Data time: 0.1631, Forward time: 2.2537, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.9617 [2020-11-16 05:45:15,422][root][INFO] - ===> Epoch[334](8745/26): Loss 0.1980, Sem 0.1980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.768e-01 Score 93.224 Data time: 0.1845, Forward time: 2.2537, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.2396 [2020-11-16 05:45:20,395][root][INFO] - ===> Epoch[334](8746/26): Loss 0.1958, Sem 0.1958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.767e-01 Score 93.769 Data time: 0.1661, Forward time: 2.2536, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.8825 [2020-11-16 05:45:25,333][root][INFO] - ===> Epoch[334](8747/26): Loss 0.1649, Sem 0.1649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.767e-01 Score 94.400 Data time: 0.1880, Forward time: 2.2535, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 4.8623 [2020-11-16 05:45:30,878][root][INFO] - ===> Epoch[334](8748/26): Loss 0.1888, Sem 0.1888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.767e-01 Score 93.701 Data time: 0.1492, Forward time: 2.2534, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.4454 [2020-11-16 05:45:35,662][root][INFO] - ===> Epoch[334](8749/26): Loss 0.1792, Sem 0.1792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.766e-01 Score 94.330 Data time: 0.1700, Forward time: 2.2533, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 4.7107 [2020-11-16 05:45:40,695][root][INFO] - ===> Epoch[334](8750/26): Loss 0.1724, Sem 0.1724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.766e-01 Score 94.297 Data time: 0.1914, Forward time: 2.2532, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.9249 [2020-11-16 05:45:46,234][root][INFO] - ===> Epoch[334](8751/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.766e-01 Score 93.564 Data time: 0.1823, Forward time: 2.2532, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.4330 [2020-11-16 05:45:52,448][root][INFO] - ===> Epoch[334](8752/26): Loss 0.1840, Sem 0.1840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.765e-01 Score 94.460 Data time: 0.1934, Forward time: 2.2532, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 6.1192 [2020-11-16 05:45:57,641][root][INFO] - ===> Epoch[334](8753/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.765e-01 Score 93.262 Data time: 0.1811, Forward time: 2.2531, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.0906 [2020-11-16 05:46:03,266][root][INFO] - ===> Epoch[334](8754/26): Loss 0.1951, Sem 0.1951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.764e-01 Score 93.877 Data time: 0.1992, Forward time: 2.2531, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.5271 [2020-11-16 05:46:08,394][root][INFO] - ===> Epoch[334](8755/26): Loss 0.1872, Sem 0.1872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.764e-01 Score 93.991 Data time: 0.1963, Forward time: 2.2532, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.0255 [2020-11-16 05:46:13,611][root][INFO] - ===> Epoch[334](8756/26): Loss 0.1648, Sem 0.1648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.764e-01 Score 94.628 Data time: 0.2188, Forward time: 2.2531, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.1208 [2020-11-16 05:46:18,618][root][INFO] - ===> Epoch[335](8757/26): Loss 0.1861, Sem 0.1861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.763e-01 Score 93.801 Data time: 0.1911, Forward time: 2.2531, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.9093 [2020-11-16 05:46:23,653][root][INFO] - ===> Epoch[335](8758/26): Loss 0.1738, Sem 0.1738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.763e-01 Score 94.350 Data time: 0.1999, Forward time: 2.2531, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.9379 [2020-11-16 05:46:29,536][root][INFO] - ===> Epoch[335](8759/26): Loss 0.1979, Sem 0.1979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.762e-01 Score 93.432 Data time: 0.2453, Forward time: 2.2533, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.7738 [2020-11-16 05:46:35,296][root][INFO] - ===> Epoch[335](8760/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.762e-01 Score 93.729 Data time: 0.2365, Forward time: 2.2533, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.6242 [2020-11-16 05:46:41,164][root][INFO] - ===> Epoch[335](8761/26): Loss 0.2129, Sem 0.2129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.762e-01 Score 93.151 Data time: 0.2064, Forward time: 2.2534, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.7685 [2020-11-16 05:46:47,279][root][INFO] - ===> Epoch[335](8762/26): Loss 0.1684, Sem 0.1684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.761e-01 Score 94.447 Data time: 0.1498, Forward time: 2.2532, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.0066 [2020-11-16 05:46:52,857][root][INFO] - ===> Epoch[335](8763/26): Loss 0.2135, Sem 0.2135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.761e-01 Score 93.092 Data time: 0.1660, Forward time: 2.2531, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.4780 [2020-11-16 05:46:58,011][root][INFO] - ===> Epoch[335](8764/26): Loss 0.1626, Sem 0.1626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.761e-01 Score 94.512 Data time: 0.1727, Forward time: 2.2530, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.0406 [2020-11-16 05:47:03,449][root][INFO] - ===> Epoch[335](8765/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.760e-01 Score 94.524 Data time: 0.1722, Forward time: 2.2529, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.3099 [2020-11-16 05:47:11,580][root][INFO] - ===> Epoch[335](8766/26): Loss 0.1862, Sem 0.1862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.760e-01 Score 93.786 Data time: 0.2257, Forward time: 2.2530, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 8.0456 [2020-11-16 05:47:17,416][root][INFO] - ===> Epoch[335](8767/26): Loss 0.1795, Sem 0.1795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.759e-01 Score 94.001 Data time: 0.2582, Forward time: 2.2532, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.7185 [2020-11-16 05:47:21,749][root][INFO] - ===> Epoch[335](8768/26): Loss 0.1920, Sem 0.1920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.759e-01 Score 94.126 Data time: 0.1773, Forward time: 2.2532, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 4.1971 [2020-11-16 05:47:28,278][root][INFO] - ===> Epoch[335](8769/26): Loss 0.1718, Sem 0.1718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.759e-01 Score 94.450 Data time: 0.1945, Forward time: 2.2532, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.4400 [2020-11-16 05:47:33,750][root][INFO] - ===> Epoch[335](8770/26): Loss 0.1681, Sem 0.1681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.758e-01 Score 94.349 Data time: 0.2287, Forward time: 2.2533, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.3569 [2020-11-16 05:47:39,516][root][INFO] - ===> Epoch[335](8771/26): Loss 0.1900, Sem 0.1900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.758e-01 Score 94.264 Data time: 0.2754, Forward time: 2.2536, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.6258 [2020-11-16 05:47:44,396][root][INFO] - ===> Epoch[335](8772/26): Loss 0.1907, Sem 0.1907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.758e-01 Score 94.250 Data time: 0.1652, Forward time: 2.2535, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 4.7614 [2020-11-16 05:47:49,604][root][INFO] - ===> Epoch[335](8773/26): Loss 0.1784, Sem 0.1784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.757e-01 Score 94.338 Data time: 0.2451, Forward time: 2.2536, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.1098 [2020-11-16 05:47:53,965][root][INFO] - ===> Epoch[335](8774/26): Loss 0.1680, Sem 0.1680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.757e-01 Score 94.554 Data time: 0.1652, Forward time: 2.2535, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.2546 [2020-11-16 05:47:59,481][root][INFO] - ===> Epoch[335](8775/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.756e-01 Score 94.145 Data time: 0.2495, Forward time: 2.2537, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.4350 [2020-11-16 05:48:05,298][root][INFO] - ===> Epoch[335](8776/26): Loss 0.1804, Sem 0.1804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.756e-01 Score 94.327 Data time: 0.1793, Forward time: 2.2537, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.6909 [2020-11-16 05:48:11,189][root][INFO] - ===> Epoch[335](8777/26): Loss 0.2029, Sem 0.2029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.756e-01 Score 93.735 Data time: 0.2334, Forward time: 2.2538, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.7877 [2020-11-16 05:48:16,409][root][INFO] - ===> Epoch[335](8778/26): Loss 0.1530, Sem 0.1530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.755e-01 Score 94.894 Data time: 0.2091, Forward time: 2.2539, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.0933 [2020-11-16 05:48:21,589][root][INFO] - ===> Epoch[335](8779/26): Loss 0.1547, Sem 0.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.755e-01 Score 94.891 Data time: 0.1826, Forward time: 2.2538, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.0774 [2020-11-16 05:48:27,295][root][INFO] - ===> Epoch[335](8780/26): Loss 0.1946, Sem 0.1946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.754e-01 Score 93.509 Data time: 0.1968, Forward time: 2.2538, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.6042 [2020-11-16 05:48:33,435][root][INFO] - ===> Epoch[335](8781/26): Loss 0.1873, Sem 0.1873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.754e-01 Score 93.786 Data time: 0.1852, Forward time: 2.2538, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 6.0413 [2020-11-16 05:48:38,815][root][INFO] - ===> Epoch[335](8782/26): Loss 0.2258, Sem 0.2258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.754e-01 Score 93.021 Data time: 0.1842, Forward time: 2.2538, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.3003 [2020-11-16 05:48:44,590][root][INFO] - ===> Epoch[336](8783/26): Loss 0.1784, Sem 0.1784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.753e-01 Score 93.946 Data time: 0.1793, Forward time: 2.2536, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.6765 [2020-11-16 05:48:50,679][root][INFO] - ===> Epoch[336](8784/26): Loss 0.1772, Sem 0.1772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.753e-01 Score 94.048 Data time: 0.2212, Forward time: 2.2538, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.0231 [2020-11-16 05:48:56,276][root][INFO] - ===> Epoch[336](8785/26): Loss 0.1786, Sem 0.1786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.753e-01 Score 94.015 Data time: 0.2919, Forward time: 2.2540, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.4822 [2020-11-16 05:49:02,231][root][INFO] - ===> Epoch[336](8786/26): Loss 0.1530, Sem 0.1530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.752e-01 Score 95.015 Data time: 0.1850, Forward time: 2.2540, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.8453 [2020-11-16 05:49:06,824][root][INFO] - ===> Epoch[336](8787/26): Loss 0.1475, Sem 0.1475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.752e-01 Score 94.951 Data time: 0.1814, Forward time: 2.2540, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.5204 [2020-11-16 05:49:12,906][root][INFO] - ===> Epoch[336](8788/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.751e-01 Score 93.979 Data time: 0.1564, Forward time: 2.2539, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.9926 [2020-11-16 05:49:19,679][root][INFO] - ===> Epoch[336](8789/26): Loss 0.1965, Sem 0.1965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.751e-01 Score 93.379 Data time: 0.1332, Forward time: 2.2536, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.6823 [2020-11-16 05:49:24,110][root][INFO] - ===> Epoch[336](8790/26): Loss 0.1545, Sem 0.1545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.751e-01 Score 94.848 Data time: 0.2291, Forward time: 2.2536, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.3777 [2020-11-16 05:49:29,478][root][INFO] - ===> Epoch[336](8791/26): Loss 0.1724, Sem 0.1724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.750e-01 Score 94.280 Data time: 0.1931, Forward time: 2.2536, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.2807 [2020-11-16 05:49:35,751][root][INFO] - ===> Epoch[336](8792/26): Loss 0.1575, Sem 0.1575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.750e-01 Score 94.827 Data time: 0.1647, Forward time: 2.2534, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.1852 [2020-11-16 05:49:41,460][root][INFO] - ===> Epoch[336](8793/26): Loss 0.1769, Sem 0.1769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.750e-01 Score 94.130 Data time: 0.2250, Forward time: 2.2536, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.6378 [2020-11-16 05:49:48,050][root][INFO] - ===> Epoch[336](8794/26): Loss 0.1723, Sem 0.1723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.749e-01 Score 94.250 Data time: 0.2009, Forward time: 2.2535, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.4855 [2020-11-16 05:49:53,153][root][INFO] - ===> Epoch[336](8795/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.749e-01 Score 94.268 Data time: 0.1685, Forward time: 2.2534, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.0036 [2020-11-16 05:49:58,736][root][INFO] - ===> Epoch[336](8796/26): Loss 0.1574, Sem 0.1574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.748e-01 Score 95.034 Data time: 0.1740, Forward time: 2.2533, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4931 [2020-11-16 05:50:05,475][root][INFO] - ===> Epoch[336](8797/26): Loss 0.1724, Sem 0.1724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.748e-01 Score 94.045 Data time: 0.3747, Forward time: 2.2537, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.6502 [2020-11-16 05:50:10,961][root][INFO] - ===> Epoch[336](8798/26): Loss 0.1822, Sem 0.1822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.748e-01 Score 93.941 Data time: 0.2315, Forward time: 2.2539, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.3587 [2020-11-16 05:50:16,393][root][INFO] - ===> Epoch[336](8799/26): Loss 0.1770, Sem 0.1770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.747e-01 Score 94.349 Data time: 0.3202, Forward time: 2.2541, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.3281 [2020-11-16 05:50:21,881][root][INFO] - ===> Epoch[336](8800/26): Loss 0.1757, Sem 0.1757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.747e-01 Score 94.524 Data time: 0.2129, Forward time: 2.2542, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.3866 [2020-11-16 05:50:27,218][root][INFO] - ===> Epoch[336](8801/26): Loss 0.1918, Sem 0.1918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.746e-01 Score 93.679 Data time: 0.2540, Forward time: 2.2544, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.2561 [2020-11-16 05:50:32,835][root][INFO] - ===> Epoch[336](8802/26): Loss 0.2103, Sem 0.2103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.746e-01 Score 93.306 Data time: 0.2767, Forward time: 2.2546, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.5139 [2020-11-16 05:50:39,808][root][INFO] - ===> Epoch[336](8803/26): Loss 0.1730, Sem 0.1730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.746e-01 Score 94.152 Data time: 0.3582, Forward time: 2.2551, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.8736 [2020-11-16 05:50:45,621][root][INFO] - ===> Epoch[336](8804/26): Loss 0.1768, Sem 0.1768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.745e-01 Score 94.175 Data time: 0.2358, Forward time: 2.2553, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.7092 [2020-11-16 05:50:51,891][root][INFO] - ===> Epoch[336](8805/26): Loss 0.1558, Sem 0.1558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.745e-01 Score 94.875 Data time: 0.2198, Forward time: 2.2553, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.1698 [2020-11-16 05:50:57,880][root][INFO] - ===> Epoch[336](8806/26): Loss 0.1913, Sem 0.1913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.745e-01 Score 93.548 Data time: 0.2740, Forward time: 2.2556, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.8984 [2020-11-16 05:51:04,315][root][INFO] - ===> Epoch[336](8807/26): Loss 0.1838, Sem 0.1838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.744e-01 Score 94.110 Data time: 0.2091, Forward time: 2.2556, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.3348 [2020-11-16 05:51:10,826][root][INFO] - ===> Epoch[336](8808/26): Loss 0.2031, Sem 0.2031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.744e-01 Score 93.503 Data time: 0.2434, Forward time: 2.2558, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.4159 [2020-11-16 05:51:16,983][root][INFO] - ===> Epoch[337](8809/26): Loss 0.2018, Sem 0.2018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.743e-01 Score 93.560 Data time: 0.1803, Forward time: 2.2558, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.0470 [2020-11-16 05:51:22,466][root][INFO] - ===> Epoch[337](8810/26): Loss 0.1799, Sem 0.1799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.743e-01 Score 94.201 Data time: 0.1746, Forward time: 2.2557, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.3705 [2020-11-16 05:51:27,386][root][INFO] - ===> Epoch[337](8811/26): Loss 0.2054, Sem 0.2054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.743e-01 Score 93.162 Data time: 0.1684, Forward time: 2.2556, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.8381 [2020-11-16 05:51:33,290][root][INFO] - ===> Epoch[337](8812/26): Loss 0.2338, Sem 0.2338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.742e-01 Score 92.686 Data time: 0.3061, Forward time: 2.2559, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.8350 [2020-11-16 05:51:39,075][root][INFO] - ===> Epoch[337](8813/26): Loss 0.1849, Sem 0.1849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.742e-01 Score 94.228 Data time: 0.2405, Forward time: 2.2561, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.6830 [2020-11-16 05:51:44,327][root][INFO] - ===> Epoch[337](8814/26): Loss 0.1845, Sem 0.1845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.742e-01 Score 93.905 Data time: 0.2215, Forward time: 2.2562, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.1217 [2020-11-16 05:51:50,944][root][INFO] - ===> Epoch[337](8815/26): Loss 0.1890, Sem 0.1890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.741e-01 Score 93.687 Data time: 0.1803, Forward time: 2.2562, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.5172 [2020-11-16 05:51:56,424][root][INFO] - ===> Epoch[337](8816/26): Loss 0.1746, Sem 0.1746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.741e-01 Score 94.287 Data time: 0.1770, Forward time: 2.2561, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.3813 [2020-11-16 05:52:02,547][root][INFO] - ===> Epoch[337](8817/26): Loss 0.1689, Sem 0.1689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.740e-01 Score 94.584 Data time: 0.2604, Forward time: 2.2564, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.0485 [2020-11-16 05:52:07,511][root][INFO] - ===> Epoch[337](8818/26): Loss 0.2118, Sem 0.2118, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.740e-01 Score 92.796 Data time: 0.1994, Forward time: 2.2564, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.8534 [2020-11-16 05:52:12,619][root][INFO] - ===> Epoch[337](8819/26): Loss 0.1676, Sem 0.1676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.740e-01 Score 94.276 Data time: 0.1450, Forward time: 2.2562, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.0098 [2020-11-16 05:52:18,108][root][INFO] - ===> Epoch[337](8820/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.739e-01 Score 94.069 Data time: 0.2343, Forward time: 2.2563, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.4265 [2020-11-16 05:52:24,900][root][INFO] - ===> Epoch[337](8821/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.739e-01 Score 93.173 Data time: 0.3684, Forward time: 2.2567, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.6943 [2020-11-16 05:52:32,195][root][INFO] - ===> Epoch[337](8822/26): Loss 0.1666, Sem 0.1666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.738e-01 Score 94.631 Data time: 0.1735, Forward time: 2.2567, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 7.1756 [2020-11-16 05:52:38,186][root][INFO] - ===> Epoch[337](8823/26): Loss 0.1743, Sem 0.1743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.738e-01 Score 94.259 Data time: 0.2729, Forward time: 2.2569, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.8845 [2020-11-16 05:52:43,936][root][INFO] - ===> Epoch[337](8824/26): Loss 0.1769, Sem 0.1769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.738e-01 Score 94.509 Data time: 0.2084, Forward time: 2.2570, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.6353 [2020-11-16 05:52:49,721][root][INFO] - ===> Epoch[337](8825/26): Loss 0.1881, Sem 0.1881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.737e-01 Score 94.126 Data time: 0.2165, Forward time: 2.2570, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.6862 [2020-11-16 05:52:54,969][root][INFO] - ===> Epoch[337](8826/26): Loss 0.1566, Sem 0.1566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.737e-01 Score 94.830 Data time: 0.1493, Forward time: 2.2568, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.1613 [2020-11-16 05:53:01,356][root][INFO] - ===> Epoch[337](8827/26): Loss 0.1851, Sem 0.1851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.737e-01 Score 94.070 Data time: 0.2348, Forward time: 2.2570, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.3351 [2020-11-16 05:53:07,804][root][INFO] - ===> Epoch[337](8828/26): Loss 0.1981, Sem 0.1981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.736e-01 Score 93.490 Data time: 0.2303, Forward time: 2.2570, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.3345 [2020-11-16 05:53:13,468][root][INFO] - ===> Epoch[337](8829/26): Loss 0.1915, Sem 0.1915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.736e-01 Score 93.561 Data time: 0.1808, Forward time: 2.2570, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.5584 [2020-11-16 05:53:18,666][root][INFO] - ===> Epoch[337](8830/26): Loss 0.1873, Sem 0.1873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.735e-01 Score 94.063 Data time: 0.1990, Forward time: 2.2570, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.0990 [2020-11-16 05:53:24,446][root][INFO] - ===> Epoch[337](8831/26): Loss 0.1884, Sem 0.1884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.735e-01 Score 93.711 Data time: 0.1703, Forward time: 2.2568, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.6643 [2020-11-16 05:53:29,481][root][INFO] - ===> Epoch[337](8832/26): Loss 0.1912, Sem 0.1912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.735e-01 Score 94.116 Data time: 0.2108, Forward time: 2.2569, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.9662 [2020-11-16 05:53:34,989][root][INFO] - ===> Epoch[337](8833/26): Loss 0.1901, Sem 0.1901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.734e-01 Score 93.949 Data time: 0.1721, Forward time: 2.2568, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.3930 [2020-11-16 05:53:40,674][root][INFO] - ===> Epoch[337](8834/26): Loss 0.1722, Sem 0.1722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.734e-01 Score 94.198 Data time: 0.2091, Forward time: 2.2569, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.5813 [2020-11-16 05:53:45,741][root][INFO] - ===> Epoch[338](8835/26): Loss 0.1911, Sem 0.1911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.733e-01 Score 93.566 Data time: 0.1749, Forward time: 2.2568, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 4.9551 [2020-11-16 05:53:51,330][root][INFO] - ===> Epoch[338](8836/26): Loss 0.1871, Sem 0.1871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.733e-01 Score 94.041 Data time: 0.1948, Forward time: 2.2567, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.4965 [2020-11-16 05:53:56,726][root][INFO] - ===> Epoch[338](8837/26): Loss 0.1965, Sem 0.1965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.733e-01 Score 94.164 Data time: 0.2064, Forward time: 2.2567, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.2869 [2020-11-16 05:54:02,902][root][INFO] - ===> Epoch[338](8838/26): Loss 0.2117, Sem 0.2117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.732e-01 Score 93.279 Data time: 0.2876, Forward time: 2.2570, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.0638 [2020-11-16 05:54:09,232][root][INFO] - ===> Epoch[338](8839/26): Loss 0.1678, Sem 0.1678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.732e-01 Score 94.856 Data time: 0.1494, Forward time: 2.2570, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.2111 [2020-11-16 05:54:14,520][root][INFO] - ===> Epoch[338](8840/26): Loss 0.1869, Sem 0.1869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.732e-01 Score 94.085 Data time: 0.1251, Forward time: 2.2567, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.1880 [2020-11-16 05:54:18,789][root][INFO] - ===> Epoch[338](8841/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.731e-01 Score 93.830 Data time: 0.1730, Forward time: 2.2565, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 4.1906 [2020-11-16 05:54:23,566][root][INFO] - ===> Epoch[338](8842/26): Loss 0.1707, Sem 0.1707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.731e-01 Score 94.246 Data time: 0.1248, Forward time: 2.2562, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 4.6895 [2020-11-16 05:54:29,862][root][INFO] - ===> Epoch[338](8843/26): Loss 0.1802, Sem 0.1802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.730e-01 Score 93.749 Data time: 0.1729, Forward time: 2.2561, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.2242 [2020-11-16 05:54:34,504][root][INFO] - ===> Epoch[338](8844/26): Loss 0.2014, Sem 0.2014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.730e-01 Score 93.534 Data time: 0.1439, Forward time: 2.2559, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.5633 [2020-11-16 05:54:39,839][root][INFO] - ===> Epoch[338](8845/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.730e-01 Score 94.576 Data time: 0.1955, Forward time: 2.2558, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.2506 [2020-11-16 05:54:45,364][root][INFO] - ===> Epoch[338](8846/26): Loss 0.1901, Sem 0.1901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.729e-01 Score 93.862 Data time: 0.2397, Forward time: 2.2558, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.4225 [2020-11-16 05:54:50,891][root][INFO] - ===> Epoch[338](8847/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.729e-01 Score 93.984 Data time: 0.2228, Forward time: 2.2559, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.4185 [2020-11-16 05:54:57,302][root][INFO] - ===> Epoch[338](8848/26): Loss 0.1969, Sem 0.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.729e-01 Score 93.269 Data time: 0.2349, Forward time: 2.2560, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 6.2981 [2020-11-16 05:55:03,463][root][INFO] - ===> Epoch[338](8849/26): Loss 0.2102, Sem 0.2102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.728e-01 Score 93.117 Data time: 0.1761, Forward time: 2.2560, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.0414 [2020-11-16 05:55:08,905][root][INFO] - ===> Epoch[338](8850/26): Loss 0.2158, Sem 0.2158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.728e-01 Score 93.061 Data time: 0.1648, Forward time: 2.2559, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.3701 [2020-11-16 05:55:15,148][root][INFO] - ===> Epoch[338](8851/26): Loss 0.1752, Sem 0.1752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.727e-01 Score 93.943 Data time: 0.2253, Forward time: 2.2559, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.1576 [2020-11-16 05:55:20,467][root][INFO] - ===> Epoch[338](8852/26): Loss 0.2158, Sem 0.2158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.727e-01 Score 92.879 Data time: 0.2418, Forward time: 2.2560, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.2293 [2020-11-16 05:55:25,865][root][INFO] - ===> Epoch[338](8853/26): Loss 0.1974, Sem 0.1974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.727e-01 Score 93.637 Data time: 0.2215, Forward time: 2.2561, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.2989 [2020-11-16 05:55:31,876][root][INFO] - ===> Epoch[338](8854/26): Loss 0.1660, Sem 0.1660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.726e-01 Score 94.707 Data time: 0.2009, Forward time: 2.2561, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.8923 [2020-11-16 05:55:36,523][root][INFO] - ===> Epoch[338](8855/26): Loss 0.1673, Sem 0.1673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.726e-01 Score 94.362 Data time: 0.1650, Forward time: 2.2560, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.5550 [2020-11-16 05:55:42,469][root][INFO] - ===> Epoch[338](8856/26): Loss 0.2142, Sem 0.2142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.725e-01 Score 93.798 Data time: 0.1750, Forward time: 2.2559, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.8666 [2020-11-16 05:55:48,382][root][INFO] - ===> Epoch[338](8857/26): Loss 0.1573, Sem 0.1573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.725e-01 Score 94.919 Data time: 0.1574, Forward time: 2.2559, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.8242 [2020-11-16 05:55:54,774][root][INFO] - ===> Epoch[338](8858/26): Loss 0.2006, Sem 0.2006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.725e-01 Score 93.638 Data time: 0.1721, Forward time: 2.2558, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.2906 [2020-11-16 05:56:01,706][root][INFO] - ===> Epoch[338](8859/26): Loss 0.1966, Sem 0.1966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.724e-01 Score 93.924 Data time: 0.1692, Forward time: 2.2556, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 6.8434 [2020-11-16 05:56:07,519][root][INFO] - ===> Epoch[338](8860/26): Loss 0.1891, Sem 0.1891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.724e-01 Score 93.667 Data time: 0.2659, Forward time: 2.2559, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.7404 [2020-11-16 05:56:12,760][root][INFO] - ===> Epoch[339](8861/26): Loss 0.1872, Sem 0.1872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.724e-01 Score 94.023 Data time: 0.2513, Forward time: 2.2560, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.1372 [2020-11-16 05:56:18,291][root][INFO] - ===> Epoch[339](8862/26): Loss 0.1908, Sem 0.1908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.723e-01 Score 93.758 Data time: 0.2055, Forward time: 2.2560, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.4262 [2020-11-16 05:56:24,072][root][INFO] - ===> Epoch[339](8863/26): Loss 0.1921, Sem 0.1921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.723e-01 Score 93.800 Data time: 0.2154, Forward time: 2.2561, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.6539 [2020-11-16 05:56:29,161][root][INFO] - ===> Epoch[339](8864/26): Loss 0.2028, Sem 0.2028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.722e-01 Score 93.937 Data time: 0.1679, Forward time: 2.2560, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.9656 [2020-11-16 05:56:34,603][root][INFO] - ===> Epoch[339](8865/26): Loss 0.1888, Sem 0.1888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.722e-01 Score 93.495 Data time: 0.2304, Forward time: 2.2561, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.3429 [2020-11-16 05:56:40,117][root][INFO] - ===> Epoch[339](8866/26): Loss 0.2015, Sem 0.2015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.722e-01 Score 93.591 Data time: 0.2376, Forward time: 2.2563, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.3996 [2020-11-16 05:56:45,204][root][INFO] - ===> Epoch[339](8867/26): Loss 0.1813, Sem 0.1813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.721e-01 Score 94.207 Data time: 0.2061, Forward time: 2.2563, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 4.9701 [2020-11-16 05:56:51,090][root][INFO] - ===> Epoch[339](8868/26): Loss 0.1930, Sem 0.1930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.721e-01 Score 94.047 Data time: 0.1735, Forward time: 2.2563, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.7753 [2020-11-16 05:56:56,188][root][INFO] - ===> Epoch[339](8869/26): Loss 0.2228, Sem 0.2228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.721e-01 Score 93.110 Data time: 0.1944, Forward time: 2.2563, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.9787 [2020-11-16 05:57:01,037][root][INFO] - ===> Epoch[339](8870/26): Loss 0.1766, Sem 0.1766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.720e-01 Score 94.591 Data time: 0.1738, Forward time: 2.2562, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 4.7444 [2020-11-16 05:57:05,746][root][INFO] - ===> Epoch[339](8871/26): Loss 0.1783, Sem 0.1783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.720e-01 Score 94.067 Data time: 0.2226, Forward time: 2.2562, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.6202 [2020-11-16 05:57:11,537][root][INFO] - ===> Epoch[339](8872/26): Loss 0.1676, Sem 0.1676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.719e-01 Score 94.667 Data time: 0.1900, Forward time: 2.2562, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.6889 [2020-11-16 05:57:17,484][root][INFO] - ===> Epoch[339](8873/26): Loss 0.1918, Sem 0.1918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.719e-01 Score 93.788 Data time: 0.2222, Forward time: 2.2562, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.8381 [2020-11-16 05:57:23,110][root][INFO] - ===> Epoch[339](8874/26): Loss 0.1977, Sem 0.1977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.719e-01 Score 93.504 Data time: 0.2730, Forward time: 2.2565, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.5326 [2020-11-16 05:57:29,218][root][INFO] - ===> Epoch[339](8875/26): Loss 0.1675, Sem 0.1675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.718e-01 Score 94.624 Data time: 0.1960, Forward time: 2.2565, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.9956 [2020-11-16 05:57:34,934][root][INFO] - ===> Epoch[339](8876/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.718e-01 Score 94.250 Data time: 0.2689, Forward time: 2.2567, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.6181 [2020-11-16 05:57:40,766][root][INFO] - ===> Epoch[339](8877/26): Loss 0.1819, Sem 0.1819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.717e-01 Score 94.066 Data time: 0.1819, Forward time: 2.2567, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.7218 [2020-11-16 05:57:47,409][root][INFO] - ===> Epoch[339](8878/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.717e-01 Score 94.927 Data time: 0.2366, Forward time: 2.2567, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.5502 [2020-11-16 05:57:52,591][root][INFO] - ===> Epoch[339](8879/26): Loss 0.1564, Sem 0.1564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.717e-01 Score 94.944 Data time: 0.1690, Forward time: 2.2567, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.0883 [2020-11-16 05:57:58,914][root][INFO] - ===> Epoch[339](8880/26): Loss 0.1827, Sem 0.1827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.716e-01 Score 94.085 Data time: 0.1669, Forward time: 2.2564, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.2214 [2020-11-16 05:58:04,177][root][INFO] - ===> Epoch[339](8881/26): Loss 0.1706, Sem 0.1706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.716e-01 Score 94.668 Data time: 0.1775, Forward time: 2.2564, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.1981 [2020-11-16 05:58:09,721][root][INFO] - ===> Epoch[339](8882/26): Loss 0.1710, Sem 0.1710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.716e-01 Score 94.252 Data time: 0.1890, Forward time: 2.2563, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.4536 [2020-11-16 05:58:15,661][root][INFO] - ===> Epoch[339](8883/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.715e-01 Score 93.725 Data time: 0.2243, Forward time: 2.2562, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.8380 [2020-11-16 05:58:20,778][root][INFO] - ===> Epoch[339](8884/26): Loss 0.1794, Sem 0.1794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.715e-01 Score 94.076 Data time: 0.1964, Forward time: 2.2563, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.0286 [2020-11-16 05:58:25,282][root][INFO] - ===> Epoch[339](8885/26): Loss 0.1575, Sem 0.1575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.714e-01 Score 94.784 Data time: 0.1733, Forward time: 2.2562, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.3947 [2020-11-16 05:58:32,089][root][INFO] - ===> Epoch[339](8886/26): Loss 0.1804, Sem 0.1804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.714e-01 Score 94.228 Data time: 0.1242, Forward time: 2.2559, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.7050 [2020-11-16 05:58:37,484][root][INFO] - ===> Epoch[340](8887/26): Loss 0.2076, Sem 0.2076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.714e-01 Score 93.448 Data time: 0.1752, Forward time: 2.2558, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.3317 [2020-11-16 05:58:43,362][root][INFO] - ===> Epoch[340](8888/26): Loss 0.1487, Sem 0.1487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.713e-01 Score 95.072 Data time: 0.2460, Forward time: 2.2559, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.7858 [2020-11-16 05:58:49,126][root][INFO] - ===> Epoch[340](8889/26): Loss 0.1686, Sem 0.1686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.713e-01 Score 94.691 Data time: 0.2162, Forward time: 2.2560, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.6557 [2020-11-16 05:58:54,908][root][INFO] - ===> Epoch[340](8890/26): Loss 0.2116, Sem 0.2116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.712e-01 Score 92.810 Data time: 0.2080, Forward time: 2.2560, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.6636 [2020-11-16 05:59:00,057][root][INFO] - ===> Epoch[340](8891/26): Loss 0.1790, Sem 0.1790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.712e-01 Score 93.954 Data time: 0.2117, Forward time: 2.2560, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.0603 [2020-11-16 05:59:06,992][root][INFO] - ===> Epoch[340](8892/26): Loss 0.1979, Sem 0.1979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.712e-01 Score 93.401 Data time: 0.2821, Forward time: 2.2562, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 6.8203 [2020-11-16 05:59:12,901][root][INFO] - ===> Epoch[340](8893/26): Loss 0.1778, Sem 0.1778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.711e-01 Score 94.096 Data time: 0.2026, Forward time: 2.2563, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.7905 [2020-11-16 05:59:18,825][root][INFO] - ===> Epoch[340](8894/26): Loss 0.1527, Sem 0.1527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.711e-01 Score 94.764 Data time: 0.1951, Forward time: 2.2563, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.8371 [2020-11-16 05:59:24,130][root][INFO] - ===> Epoch[340](8895/26): Loss 0.1569, Sem 0.1569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.711e-01 Score 94.947 Data time: 0.1396, Forward time: 2.2560, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.2278 [2020-11-16 05:59:31,066][root][INFO] - ===> Epoch[340](8896/26): Loss 0.1980, Sem 0.1980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.710e-01 Score 93.566 Data time: 0.3444, Forward time: 2.2564, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.8941 [2020-11-16 05:59:36,254][root][INFO] - ===> Epoch[340](8897/26): Loss 0.1562, Sem 0.1562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.710e-01 Score 95.037 Data time: 0.2274, Forward time: 2.2565, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.0658 [2020-11-16 05:59:41,812][root][INFO] - ===> Epoch[340](8898/26): Loss 0.1755, Sem 0.1755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.709e-01 Score 93.993 Data time: 0.1951, Forward time: 2.2564, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.4636 [2020-11-16 05:59:47,256][root][INFO] - ===> Epoch[340](8899/26): Loss 0.1905, Sem 0.1905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.709e-01 Score 93.792 Data time: 0.2359, Forward time: 2.2566, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.3568 [2020-11-16 05:59:51,958][root][INFO] - ===> Epoch[340](8900/26): Loss 0.1845, Sem 0.1845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.709e-01 Score 94.015 Data time: 0.2034, Forward time: 2.2565, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.6057 [2020-11-16 05:59:58,212][root][INFO] - ===> Epoch[340](8901/26): Loss 0.2032, Sem 0.2032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.708e-01 Score 93.387 Data time: 0.2584, Forward time: 2.2567, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.1802 [2020-11-16 06:00:04,053][root][INFO] - ===> Epoch[340](8902/26): Loss 0.1852, Sem 0.1852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.708e-01 Score 94.111 Data time: 0.1413, Forward time: 2.2565, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.7028 [2020-11-16 06:00:08,997][root][INFO] - ===> Epoch[340](8903/26): Loss 0.1888, Sem 0.1888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.708e-01 Score 94.059 Data time: 0.1733, Forward time: 2.2564, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 4.8610 [2020-11-16 06:00:15,325][root][INFO] - ===> Epoch[340](8904/26): Loss 0.1896, Sem 0.1896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.707e-01 Score 93.990 Data time: 0.3658, Forward time: 2.2568, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.2589 [2020-11-16 06:00:20,622][root][INFO] - ===> Epoch[340](8905/26): Loss 0.1610, Sem 0.1610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.707e-01 Score 94.802 Data time: 0.1762, Forward time: 2.2567, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.1891 [2020-11-16 06:00:25,632][root][INFO] - ===> Epoch[340](8906/26): Loss 0.1859, Sem 0.1859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.706e-01 Score 93.846 Data time: 0.2192, Forward time: 2.2567, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.9280 [2020-11-16 06:00:30,629][root][INFO] - ===> Epoch[340](8907/26): Loss 0.1706, Sem 0.1706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.706e-01 Score 94.379 Data time: 0.2551, Forward time: 2.2569, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.9004 [2020-11-16 06:00:35,494][root][INFO] - ===> Epoch[340](8908/26): Loss 0.1979, Sem 0.1979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.706e-01 Score 93.410 Data time: 0.2352, Forward time: 2.2570, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.7494 [2020-11-16 06:00:40,866][root][INFO] - ===> Epoch[340](8909/26): Loss 0.2027, Sem 0.2027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.705e-01 Score 93.535 Data time: 0.2318, Forward time: 2.2571, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.2763 [2020-11-16 06:00:46,335][root][INFO] - ===> Epoch[340](8910/26): Loss 0.1862, Sem 0.1862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.705e-01 Score 94.099 Data time: 0.2183, Forward time: 2.2572, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.3473 [2020-11-16 06:00:51,248][root][INFO] - ===> Epoch[340](8911/26): Loss 0.1556, Sem 0.1556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.704e-01 Score 94.745 Data time: 0.1752, Forward time: 2.2571, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.8131 [2020-11-16 06:00:55,934][root][INFO] - ===> Epoch[340](8912/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.704e-01 Score 93.821 Data time: 0.1633, Forward time: 2.2569, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.6038 [2020-11-16 06:01:01,976][root][INFO] - ===> Epoch[341](8913/26): Loss 0.1947, Sem 0.1947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.704e-01 Score 93.399 Data time: 0.1703, Forward time: 2.2568, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.9636 [2020-11-16 06:01:08,325][root][INFO] - ===> Epoch[341](8914/26): Loss 0.1744, Sem 0.1744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.703e-01 Score 94.535 Data time: 0.1733, Forward time: 2.2566, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.2545 [2020-11-16 06:01:14,394][root][INFO] - ===> Epoch[341](8915/26): Loss 0.2036, Sem 0.2036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.703e-01 Score 93.361 Data time: 0.2715, Forward time: 2.2569, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.9945 [2020-11-16 06:01:21,747][root][INFO] - ===> Epoch[341](8916/26): Loss 0.2069, Sem 0.2069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.703e-01 Score 93.128 Data time: 0.3957, Forward time: 2.2574, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 7.2117 [2020-11-16 06:01:27,658][root][INFO] - ===> Epoch[341](8917/26): Loss 0.1991, Sem 0.1991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.702e-01 Score 93.621 Data time: 0.2153, Forward time: 2.2576, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.7958 [2020-11-16 06:01:34,333][root][INFO] - ===> Epoch[341](8918/26): Loss 0.2222, Sem 0.2222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.702e-01 Score 93.337 Data time: 0.2715, Forward time: 2.2579, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.5713 [2020-11-16 06:01:38,987][root][INFO] - ===> Epoch[341](8919/26): Loss 0.2002, Sem 0.2002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.701e-01 Score 93.429 Data time: 0.2599, Forward time: 2.2579, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.5520 [2020-11-16 06:01:45,513][root][INFO] - ===> Epoch[341](8920/26): Loss 0.1578, Sem 0.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.701e-01 Score 94.834 Data time: 0.3541, Forward time: 2.2583, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.4325 [2020-11-16 06:01:51,499][root][INFO] - ===> Epoch[341](8921/26): Loss 0.1692, Sem 0.1692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.701e-01 Score 94.605 Data time: 0.2651, Forward time: 2.2585, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.8631 [2020-11-16 06:01:56,485][root][INFO] - ===> Epoch[341](8922/26): Loss 0.2037, Sem 0.2037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.700e-01 Score 93.754 Data time: 0.2308, Forward time: 2.2586, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.8828 [2020-11-16 06:02:02,878][root][INFO] - ===> Epoch[341](8923/26): Loss 0.1613, Sem 0.1613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.700e-01 Score 94.574 Data time: 0.1947, Forward time: 2.2586, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.2887 [2020-11-16 06:02:08,112][root][INFO] - ===> Epoch[341](8924/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.700e-01 Score 93.706 Data time: 0.1953, Forward time: 2.2586, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.1419 [2020-11-16 06:02:13,749][root][INFO] - ===> Epoch[341](8925/26): Loss 0.1897, Sem 0.1897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.699e-01 Score 93.886 Data time: 0.1779, Forward time: 2.2585, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.5440 [2020-11-16 06:02:19,774][root][INFO] - ===> Epoch[341](8926/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.699e-01 Score 93.840 Data time: 0.1823, Forward time: 2.2583, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.9261 [2020-11-16 06:02:24,843][root][INFO] - ===> Epoch[341](8927/26): Loss 0.1880, Sem 0.1880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.698e-01 Score 94.313 Data time: 0.2030, Forward time: 2.2583, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.0020 [2020-11-16 06:02:31,560][root][INFO] - ===> Epoch[341](8928/26): Loss 0.1753, Sem 0.1753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.698e-01 Score 94.538 Data time: 0.2201, Forward time: 2.2584, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.6142 [2020-11-16 06:02:36,827][root][INFO] - ===> Epoch[341](8929/26): Loss 0.2017, Sem 0.2017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.698e-01 Score 93.159 Data time: 0.1527, Forward time: 2.2582, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.1649 [2020-11-16 06:02:42,101][root][INFO] - ===> Epoch[341](8930/26): Loss 0.2135, Sem 0.2135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.697e-01 Score 92.805 Data time: 0.2269, Forward time: 2.2583, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.1891 [2020-11-16 06:02:47,957][root][INFO] - ===> Epoch[341](8931/26): Loss 0.1903, Sem 0.1903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.697e-01 Score 93.949 Data time: 0.1718, Forward time: 2.2582, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.7486 [2020-11-16 06:02:53,246][root][INFO] - ===> Epoch[341](8932/26): Loss 0.2000, Sem 0.2000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.696e-01 Score 93.650 Data time: 0.1964, Forward time: 2.2581, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.1953 [2020-11-16 06:02:58,986][root][INFO] - ===> Epoch[341](8933/26): Loss 0.2064, Sem 0.2064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.696e-01 Score 93.252 Data time: 0.2181, Forward time: 2.2582, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.6482 [2020-11-16 06:03:05,293][root][INFO] - ===> Epoch[341](8934/26): Loss 0.1717, Sem 0.1717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.696e-01 Score 94.430 Data time: 0.2238, Forward time: 2.2582, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.2126 [2020-11-16 06:03:12,410][root][INFO] - ===> Epoch[341](8935/26): Loss 0.2159, Sem 0.2159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.695e-01 Score 93.100 Data time: 0.2334, Forward time: 2.2584, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 7.0336 [2020-11-16 06:03:17,754][root][INFO] - ===> Epoch[341](8936/26): Loss 0.1705, Sem 0.1705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.695e-01 Score 94.291 Data time: 0.1647, Forward time: 2.2583, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.2265 [2020-11-16 06:03:23,279][root][INFO] - ===> Epoch[341](8937/26): Loss 0.1740, Sem 0.1740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.695e-01 Score 94.175 Data time: 0.1894, Forward time: 2.2582, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.4475 [2020-11-16 06:03:28,035][root][INFO] - ===> Epoch[341](8938/26): Loss 0.1727, Sem 0.1727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.694e-01 Score 94.314 Data time: 0.2350, Forward time: 2.2583, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.6587 [2020-11-16 06:03:33,001][root][INFO] - ===> Epoch[342](8939/26): Loss 0.2058, Sem 0.2058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.694e-01 Score 93.732 Data time: 0.1947, Forward time: 2.2582, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 4.8578 [2020-11-16 06:03:39,354][root][INFO] - ===> Epoch[342](8940/26): Loss 0.1832, Sem 0.1832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.693e-01 Score 94.078 Data time: 0.2488, Forward time: 2.2584, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.2553 [2020-11-16 06:03:45,912][root][INFO] - ===> Epoch[342](8941/26): Loss 0.1867, Sem 0.1867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.693e-01 Score 94.108 Data time: 0.1684, Forward time: 2.2583, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.4254 [2020-11-16 06:03:50,633][root][INFO] - ===> Epoch[342](8942/26): Loss 0.1685, Sem 0.1685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.693e-01 Score 94.484 Data time: 0.1975, Forward time: 2.2582, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.6292 [2020-11-16 06:03:56,524][root][INFO] - ===> Epoch[342](8943/26): Loss 0.1914, Sem 0.1914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.692e-01 Score 93.967 Data time: 0.2628, Forward time: 2.2585, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.7957 [2020-11-16 06:04:02,260][root][INFO] - ===> Epoch[342](8944/26): Loss 0.1795, Sem 0.1795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.692e-01 Score 94.371 Data time: 0.1606, Forward time: 2.2584, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.6161 [2020-11-16 06:04:08,828][root][INFO] - ===> Epoch[342](8945/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.691e-01 Score 94.523 Data time: 0.2063, Forward time: 2.2584, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.4965 [2020-11-16 06:04:15,412][root][INFO] - ===> Epoch[342](8946/26): Loss 0.1771, Sem 0.1771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.691e-01 Score 94.296 Data time: 0.2036, Forward time: 2.2583, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.4910 [2020-11-16 06:04:20,374][root][INFO] - ===> Epoch[342](8947/26): Loss 0.1722, Sem 0.1722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.691e-01 Score 94.499 Data time: 0.1692, Forward time: 2.2582, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 4.8522 [2020-11-16 06:04:25,213][root][INFO] - ===> Epoch[342](8948/26): Loss 0.2023, Sem 0.2023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.690e-01 Score 93.374 Data time: 0.1710, Forward time: 2.2581, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.7486 [2020-11-16 06:04:30,094][root][INFO] - ===> Epoch[342](8949/26): Loss 0.1574, Sem 0.1574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.690e-01 Score 94.958 Data time: 0.1747, Forward time: 2.2580, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.8024 [2020-11-16 06:04:38,476][root][INFO] - ===> Epoch[342](8950/26): Loss 0.1751, Sem 0.1751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.690e-01 Score 94.053 Data time: 0.1874, Forward time: 2.2579, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 8.2847 [2020-11-16 06:04:43,237][root][INFO] - ===> Epoch[342](8951/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.689e-01 Score 93.727 Data time: 0.1850, Forward time: 2.2578, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 4.6541 [2020-11-16 06:04:49,366][root][INFO] - ===> Epoch[342](8952/26): Loss 0.1956, Sem 0.1956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.689e-01 Score 93.967 Data time: 0.2794, Forward time: 2.2581, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.0302 [2020-11-16 06:04:54,861][root][INFO] - ===> Epoch[342](8953/26): Loss 0.1800, Sem 0.1800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.688e-01 Score 94.196 Data time: 0.2162, Forward time: 2.2583, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.3751 [2020-11-16 06:05:00,525][root][INFO] - ===> Epoch[342](8954/26): Loss 0.1741, Sem 0.1741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.688e-01 Score 94.271 Data time: 0.1920, Forward time: 2.2583, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.5553 [2020-11-16 06:05:07,087][root][INFO] - ===> Epoch[342](8955/26): Loss 0.2066, Sem 0.2066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.688e-01 Score 93.254 Data time: 0.2043, Forward time: 2.2583, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.4611 [2020-11-16 06:05:11,828][root][INFO] - ===> Epoch[342](8956/26): Loss 0.1738, Sem 0.1738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.687e-01 Score 94.337 Data time: 0.1998, Forward time: 2.2583, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 4.6380 [2020-11-16 06:05:17,484][root][INFO] - ===> Epoch[342](8957/26): Loss 0.1686, Sem 0.1686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.687e-01 Score 94.296 Data time: 0.2468, Forward time: 2.2586, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.5590 [2020-11-16 06:05:22,754][root][INFO] - ===> Epoch[342](8958/26): Loss 0.1916, Sem 0.1916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.687e-01 Score 93.672 Data time: 0.1313, Forward time: 2.2584, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.1496 [2020-11-16 06:05:28,710][root][INFO] - ===> Epoch[342](8959/26): Loss 0.1894, Sem 0.1894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.686e-01 Score 93.647 Data time: 0.1428, Forward time: 2.2581, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.8608 [2020-11-16 06:05:34,004][root][INFO] - ===> Epoch[342](8960/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.686e-01 Score 93.721 Data time: 0.1926, Forward time: 2.2581, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.2242 [2020-11-16 06:05:39,401][root][INFO] - ===> Epoch[342](8961/26): Loss 0.1839, Sem 0.1839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.685e-01 Score 94.351 Data time: 0.1217, Forward time: 2.2578, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.3047 [2020-11-16 06:05:45,454][root][INFO] - ===> Epoch[342](8962/26): Loss 0.1659, Sem 0.1659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.685e-01 Score 94.475 Data time: 0.1912, Forward time: 2.2577, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.9878 [2020-11-16 06:05:50,974][root][INFO] - ===> Epoch[342](8963/26): Loss 0.2254, Sem 0.2254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.685e-01 Score 92.927 Data time: 0.1935, Forward time: 2.2577, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.4264 [2020-11-16 06:05:58,934][root][INFO] - ===> Epoch[342](8964/26): Loss 0.1763, Sem 0.1763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.684e-01 Score 94.271 Data time: 0.2223, Forward time: 2.2578, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 7.8555 [2020-11-16 06:06:03,684][root][INFO] - ===> Epoch[343](8965/26): Loss 0.1930, Sem 0.1930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.684e-01 Score 93.892 Data time: 0.1597, Forward time: 2.2577, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.6259 [2020-11-16 06:06:09,703][root][INFO] - ===> Epoch[343](8966/26): Loss 0.1704, Sem 0.1704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.683e-01 Score 94.703 Data time: 0.1879, Forward time: 2.2576, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.9241 [2020-11-16 06:06:15,368][root][INFO] - ===> Epoch[343](8967/26): Loss 0.2022, Sem 0.2022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.683e-01 Score 93.426 Data time: 0.1889, Forward time: 2.2576, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.5701 [2020-11-16 06:06:20,616][root][INFO] - ===> Epoch[343](8968/26): Loss 0.1813, Sem 0.1813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.683e-01 Score 94.077 Data time: 0.1766, Forward time: 2.2576, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.1320 [2020-11-16 06:06:25,931][root][INFO] - ===> Epoch[343](8969/26): Loss 0.1690, Sem 0.1690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.682e-01 Score 94.174 Data time: 0.1504, Forward time: 2.2575, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.2041 [2020-11-16 06:06:31,684][root][INFO] - ===> Epoch[343](8970/26): Loss 0.1743, Sem 0.1743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.682e-01 Score 94.247 Data time: 0.1530, Forward time: 2.2573, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.6621 [2020-11-16 06:06:36,533][root][INFO] - ===> Epoch[343](8971/26): Loss 0.1751, Sem 0.1751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.682e-01 Score 94.348 Data time: 0.1607, Forward time: 2.2571, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.7694 [2020-11-16 06:06:43,514][root][INFO] - ===> Epoch[343](8972/26): Loss 0.1909, Sem 0.1909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.681e-01 Score 93.737 Data time: 0.2336, Forward time: 2.2571, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.8929 [2020-11-16 06:06:49,882][root][INFO] - ===> Epoch[343](8973/26): Loss 0.1800, Sem 0.1800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.681e-01 Score 94.284 Data time: 0.2791, Forward time: 2.2573, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.2529 [2020-11-16 06:06:55,334][root][INFO] - ===> Epoch[343](8974/26): Loss 0.1774, Sem 0.1774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.680e-01 Score 94.267 Data time: 0.1492, Forward time: 2.2572, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.3270 [2020-11-16 06:07:00,434][root][INFO] - ===> Epoch[343](8975/26): Loss 0.1734, Sem 0.1734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.680e-01 Score 94.166 Data time: 0.1668, Forward time: 2.2571, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.0178 [2020-11-16 06:07:05,998][root][INFO] - ===> Epoch[343](8976/26): Loss 0.1944, Sem 0.1944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.680e-01 Score 93.565 Data time: 0.1977, Forward time: 2.2570, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.4691 [2020-11-16 06:07:12,990][root][INFO] - ===> Epoch[343](8977/26): Loss 0.2002, Sem 0.2002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.679e-01 Score 93.283 Data time: 0.2256, Forward time: 2.2572, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 6.8939 [2020-11-16 06:07:19,539][root][INFO] - ===> Epoch[343](8978/26): Loss 0.1905, Sem 0.1905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.679e-01 Score 94.120 Data time: 0.1850, Forward time: 2.2571, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.4377 [2020-11-16 06:07:25,673][root][INFO] - ===> Epoch[343](8979/26): Loss 0.1931, Sem 0.1931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.679e-01 Score 93.432 Data time: 0.2033, Forward time: 2.2572, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.0343 [2020-11-16 06:07:30,859][root][INFO] - ===> Epoch[343](8980/26): Loss 0.2167, Sem 0.2167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.678e-01 Score 93.410 Data time: 0.2028, Forward time: 2.2572, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.0664 [2020-11-16 06:07:36,222][root][INFO] - ===> Epoch[343](8981/26): Loss 0.2149, Sem 0.2149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.678e-01 Score 93.404 Data time: 0.1832, Forward time: 2.2570, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.2510 [2020-11-16 06:07:41,869][root][INFO] - ===> Epoch[343](8982/26): Loss 0.1898, Sem 0.1898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.677e-01 Score 93.828 Data time: 0.2186, Forward time: 2.2570, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.5793 [2020-11-16 06:07:48,287][root][INFO] - ===> Epoch[343](8983/26): Loss 0.2218, Sem 0.2218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.677e-01 Score 92.781 Data time: 0.2785, Forward time: 2.2572, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.3065 [2020-11-16 06:07:53,738][root][INFO] - ===> Epoch[343](8984/26): Loss 0.1847, Sem 0.1847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.677e-01 Score 94.110 Data time: 0.1915, Forward time: 2.2572, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.3207 [2020-11-16 06:07:59,135][root][INFO] - ===> Epoch[343](8985/26): Loss 0.1725, Sem 0.1725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.676e-01 Score 94.201 Data time: 0.1806, Forward time: 2.2572, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.3011 [2020-11-16 06:08:04,746][root][INFO] - ===> Epoch[343](8986/26): Loss 0.2192, Sem 0.2192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.676e-01 Score 92.854 Data time: 0.1548, Forward time: 2.2570, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.5287 [2020-11-16 06:08:11,518][root][INFO] - ===> Epoch[343](8987/26): Loss 0.1961, Sem 0.1961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.675e-01 Score 93.486 Data time: 0.2628, Forward time: 2.2571, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.7041 [2020-11-16 06:08:17,721][root][INFO] - ===> Epoch[343](8988/26): Loss 0.2087, Sem 0.2087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.675e-01 Score 93.287 Data time: 0.1710, Forward time: 2.2571, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.1088 [2020-11-16 06:08:23,613][root][INFO] - ===> Epoch[343](8989/26): Loss 0.2173, Sem 0.2173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.675e-01 Score 92.605 Data time: 0.1438, Forward time: 2.2569, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.8068 [2020-11-16 06:08:29,496][root][INFO] - ===> Epoch[343](8990/26): Loss 0.2208, Sem 0.2208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.674e-01 Score 93.047 Data time: 0.1853, Forward time: 2.2569, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.8154 [2020-11-16 06:08:34,488][root][INFO] - ===> Epoch[344](8991/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.674e-01 Score 93.893 Data time: 0.2086, Forward time: 2.2569, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.8950 [2020-11-16 06:08:40,870][root][INFO] - ===> Epoch[344](8992/26): Loss 0.1820, Sem 0.1820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.674e-01 Score 94.039 Data time: 0.1670, Forward time: 2.2568, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 6.2871 [2020-11-16 06:08:47,255][root][INFO] - ===> Epoch[344](8993/26): Loss 0.1956, Sem 0.1956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.673e-01 Score 93.546 Data time: 0.1505, Forward time: 2.2566, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.3068 [2020-11-16 06:08:53,707][root][INFO] - ===> Epoch[344](8994/26): Loss 0.2166, Sem 0.2166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.673e-01 Score 92.963 Data time: 0.1620, Forward time: 2.2564, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.3649 [2020-11-16 06:08:59,510][root][INFO] - ===> Epoch[344](8995/26): Loss 0.2111, Sem 0.2111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.672e-01 Score 93.470 Data time: 0.2096, Forward time: 2.2565, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.7319 [2020-11-16 06:09:05,723][root][INFO] - ===> Epoch[344](8996/26): Loss 0.1961, Sem 0.1961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.672e-01 Score 93.789 Data time: 0.2300, Forward time: 2.2566, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.1044 [2020-11-16 06:09:11,697][root][INFO] - ===> Epoch[344](8997/26): Loss 0.2049, Sem 0.2049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.672e-01 Score 93.431 Data time: 0.1669, Forward time: 2.2566, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.8570 [2020-11-16 06:09:16,514][root][INFO] - ===> Epoch[344](8998/26): Loss 0.2043, Sem 0.2043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.671e-01 Score 93.655 Data time: 0.2275, Forward time: 2.2566, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.7194 [2020-11-16 06:09:23,672][root][INFO] - ===> Epoch[344](8999/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.671e-01 Score 93.820 Data time: 0.3975, Forward time: 2.2571, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 7.0624 [2020-11-16 06:09:30,113][root][INFO] - ===> Epoch[344](9000/26): Loss 0.2360, Sem 0.2360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.670e-01 Score 92.616 Data time: 0.3484, Forward time: 2.2574, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.3051 [2020-11-16 06:09:30,828][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 06:09:30,957][root][INFO] - ===> Start testing [2020-11-16 06:10:50,391][root][INFO] - 101/312: Data time: 0.0046, Iter time: 0.1518 Loss 0.075 (AVG: 0.457) Score 98.571 (AVG: 87.671) mIOU 65.971 mAP 74.972 mAcc 75.709 IOU: 82.177 96.649 57.597 81.785 89.021 80.100 67.533 64.059 54.033 76.596 26.234 46.595 41.712 70.687 48.612 42.763 91.038 67.885 86.016 48.320 mAP: 80.575 97.464 60.629 72.157 90.433 91.192 77.739 73.012 58.857 70.654 49.476 54.526 59.240 86.746 71.450 84.528 96.646 81.532 84.511 58.065 mAcc: 93.927 98.121 72.727 83.960 91.791 97.573 81.824 76.853 68.866 89.189 34.956 77.931 51.379 84.147 51.503 47.384 92.062 74.016 89.943 56.032 [2020-11-16 06:12:04,253][root][INFO] - 201/312: Data time: 0.0058, Iter time: 0.3973 Loss 0.213 (AVG: 0.438) Score 93.396 (AVG: 88.336) mIOU 66.990 mAP 75.514 mAcc 76.187 IOU: 83.016 96.745 56.345 80.735 89.400 78.666 68.524 61.147 58.334 78.936 28.634 52.195 48.447 75.159 42.795 44.034 88.781 67.779 86.341 53.778 mAP: 81.707 97.557 62.905 73.854 91.055 84.489 74.402 71.224 61.975 73.690 58.032 57.691 65.019 87.478 62.878 84.861 94.881 85.807 80.070 60.714 mAcc: 94.242 98.373 73.207 82.550 91.930 94.600 80.798 74.031 75.677 88.112 33.626 82.421 59.477 86.871 45.563 46.966 89.546 73.227 89.591 62.943 [2020-11-16 06:13:23,275][root][INFO] - 301/312: Data time: 0.0051, Iter time: 0.4037 Loss 1.245 (AVG: 0.456) Score 77.652 (AVG: 88.142) mIOU 66.846 mAP 75.195 mAcc 75.761 IOU: 83.350 96.402 60.778 79.444 88.480 78.650 65.755 60.751 58.240 78.069 26.822 60.230 50.818 70.080 41.650 45.583 89.369 64.610 86.184 51.650 mAP: 81.710 97.449 65.332 74.819 89.719 84.030 71.561 70.143 63.423 72.930 57.528 64.381 64.083 82.126 59.712 84.746 94.482 84.708 81.863 59.152 mAcc: 94.159 98.325 76.400 81.159 91.207 92.003 78.621 74.308 76.391 88.521 31.933 84.748 61.620 81.482 44.150 48.308 90.112 69.870 89.127 62.770 [2020-11-16 06:13:31,563][root][INFO] - 312/312: Data time: 0.0019, Iter time: 0.1874 Loss 0.157 (AVG: 0.452) Score 95.582 (AVG: 88.259) mIOU 67.314 mAP 75.307 mAcc 76.173 IOU: 83.369 96.416 61.417 79.592 88.724 79.415 65.901 60.864 57.707 78.086 27.154 59.372 51.856 70.064 44.555 46.322 89.282 64.707 86.517 54.963 mAP: 81.675 97.516 65.332 74.739 89.845 84.129 71.472 70.680 62.772 72.643 57.295 64.696 64.286 82.260 60.543 85.469 94.200 84.486 82.352 59.750 mAcc: 94.235 98.318 76.366 81.293 91.400 92.378 78.570 74.565 75.304 88.697 32.308 84.836 62.552 81.513 47.123 48.931 89.989 69.851 89.431 65.805 [2020-11-16 06:13:31,564][root][INFO] - Finished test. Elapsed time: 240.6051 [2020-11-16 06:13:31,660][root][INFO] - Current best mIoU: 68.960 at iter 8500 [2020-11-16 06:13:36,075][root][INFO] - ===> Epoch[344](9001/26): Loss 0.2056, Sem 0.2056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.670e-01 Score 93.243 Data time: 0.1688, Forward time: 2.2574, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.4087 [2020-11-16 06:13:42,239][root][INFO] - ===> Epoch[344](9002/26): Loss 0.2016, Sem 0.2016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.670e-01 Score 93.682 Data time: 0.2247, Forward time: 2.2574, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.0476 [2020-11-16 06:13:47,008][root][INFO] - ===> Epoch[344](9003/26): Loss 0.1825, Sem 0.1825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.669e-01 Score 94.082 Data time: 0.1729, Forward time: 2.2573, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.6695 [2020-11-16 06:13:52,848][root][INFO] - ===> Epoch[344](9004/26): Loss 0.1903, Sem 0.1903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.669e-01 Score 93.969 Data time: 0.2058, Forward time: 2.2572, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.7547 [2020-11-16 06:13:58,662][root][INFO] - ===> Epoch[344](9005/26): Loss 0.2050, Sem 0.2050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.669e-01 Score 92.955 Data time: 0.1911, Forward time: 2.2572, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.7202 [2020-11-16 06:14:04,432][root][INFO] - ===> Epoch[344](9006/26): Loss 0.1976, Sem 0.1976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.668e-01 Score 93.812 Data time: 0.1960, Forward time: 2.2572, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6771 [2020-11-16 06:14:09,671][root][INFO] - ===> Epoch[344](9007/26): Loss 0.1739, Sem 0.1739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.668e-01 Score 94.261 Data time: 0.1784, Forward time: 2.2572, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.1521 [2020-11-16 06:14:15,314][root][INFO] - ===> Epoch[344](9008/26): Loss 0.1928, Sem 0.1928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.667e-01 Score 93.712 Data time: 0.1985, Forward time: 2.2572, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.5515 [2020-11-16 06:14:20,885][root][INFO] - ===> Epoch[344](9009/26): Loss 0.1918, Sem 0.1918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.667e-01 Score 93.942 Data time: 0.2003, Forward time: 2.2572, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.4635 [2020-11-16 06:14:26,100][root][INFO] - ===> Epoch[344](9010/26): Loss 0.1951, Sem 0.1951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.667e-01 Score 93.452 Data time: 0.1549, Forward time: 2.2570, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.1256 [2020-11-16 06:14:31,137][root][INFO] - ===> Epoch[344](9011/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.666e-01 Score 93.780 Data time: 0.2178, Forward time: 2.2571, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 4.9552 [2020-11-16 06:14:36,834][root][INFO] - ===> Epoch[344](9012/26): Loss 0.2086, Sem 0.2086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.666e-01 Score 93.290 Data time: 0.2888, Forward time: 2.2573, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.6058 [2020-11-16 06:14:42,450][root][INFO] - ===> Epoch[344](9013/26): Loss 0.1915, Sem 0.1915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.666e-01 Score 93.792 Data time: 0.1870, Forward time: 2.2573, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.5002 [2020-11-16 06:14:47,798][root][INFO] - ===> Epoch[344](9014/26): Loss 0.2400, Sem 0.2400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.665e-01 Score 92.744 Data time: 0.2915, Forward time: 2.2575, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.2438 [2020-11-16 06:14:54,467][root][INFO] - ===> Epoch[344](9015/26): Loss 0.2338, Sem 0.2338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.665e-01 Score 92.536 Data time: 0.3428, Forward time: 2.2578, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.5497 [2020-11-16 06:15:00,038][root][INFO] - ===> Epoch[344](9016/26): Loss 0.2230, Sem 0.2230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.664e-01 Score 92.536 Data time: 0.1998, Forward time: 2.2578, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.4363 [2020-11-16 06:15:04,999][root][INFO] - ===> Epoch[345](9017/26): Loss 0.1840, Sem 0.1840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.664e-01 Score 94.055 Data time: 0.1501, Forward time: 2.2576, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.8447 [2020-11-16 06:15:09,696][root][INFO] - ===> Epoch[345](9018/26): Loss 0.2177, Sem 0.2177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.664e-01 Score 93.231 Data time: 0.2107, Forward time: 2.2577, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 4.6205 [2020-11-16 06:15:15,117][root][INFO] - ===> Epoch[345](9019/26): Loss 0.2027, Sem 0.2027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.663e-01 Score 93.353 Data time: 0.1909, Forward time: 2.2576, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.3173 [2020-11-16 06:15:20,024][root][INFO] - ===> Epoch[345](9020/26): Loss 0.2041, Sem 0.2041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.663e-01 Score 93.552 Data time: 0.1394, Forward time: 2.2574, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 4.8218 [2020-11-16 06:15:25,502][root][INFO] - ===> Epoch[345](9021/26): Loss 0.2352, Sem 0.2352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.662e-01 Score 92.499 Data time: 0.1684, Forward time: 2.2572, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.3896 [2020-11-16 06:15:30,399][root][INFO] - ===> Epoch[345](9022/26): Loss 0.2457, Sem 0.2457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.662e-01 Score 92.287 Data time: 0.2073, Forward time: 2.2573, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.8043 [2020-11-16 06:15:36,260][root][INFO] - ===> Epoch[345](9023/26): Loss 0.1836, Sem 0.1836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.662e-01 Score 93.805 Data time: 0.1603, Forward time: 2.2571, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.7637 [2020-11-16 06:15:41,527][root][INFO] - ===> Epoch[345](9024/26): Loss 0.2269, Sem 0.2269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.661e-01 Score 93.112 Data time: 0.2326, Forward time: 2.2573, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.1848 [2020-11-16 06:15:47,534][root][INFO] - ===> Epoch[345](9025/26): Loss 0.1785, Sem 0.1785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.661e-01 Score 94.261 Data time: 0.2264, Forward time: 2.2573, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.8930 [2020-11-16 06:15:52,961][root][INFO] - ===> Epoch[345](9026/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.661e-01 Score 94.880 Data time: 0.1895, Forward time: 2.2573, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.3320 [2020-11-16 06:15:58,459][root][INFO] - ===> Epoch[345](9027/26): Loss 0.1834, Sem 0.1834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.660e-01 Score 93.882 Data time: 0.2469, Forward time: 2.2575, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.4044 [2020-11-16 06:16:04,516][root][INFO] - ===> Epoch[345](9028/26): Loss 0.1793, Sem 0.1793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.660e-01 Score 94.281 Data time: 0.2815, Forward time: 2.2578, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.9604 [2020-11-16 06:16:09,120][root][INFO] - ===> Epoch[345](9029/26): Loss 0.1861, Sem 0.1861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.659e-01 Score 93.936 Data time: 0.1824, Forward time: 2.2578, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.4725 [2020-11-16 06:16:15,317][root][INFO] - ===> Epoch[345](9030/26): Loss 0.2394, Sem 0.2394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.659e-01 Score 92.502 Data time: 0.2186, Forward time: 2.2579, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.1017 [2020-11-16 06:16:21,546][root][INFO] - ===> Epoch[345](9031/26): Loss 0.1871, Sem 0.1871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.659e-01 Score 93.655 Data time: 0.2130, Forward time: 2.2579, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.1301 [2020-11-16 06:16:27,592][root][INFO] - ===> Epoch[345](9032/26): Loss 0.2408, Sem 0.2408, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.658e-01 Score 92.648 Data time: 0.2416, Forward time: 2.2580, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.9524 [2020-11-16 06:16:33,623][root][INFO] - ===> Epoch[345](9033/26): Loss 0.1771, Sem 0.1771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.658e-01 Score 94.267 Data time: 0.1828, Forward time: 2.2579, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.9311 [2020-11-16 06:16:38,868][root][INFO] - ===> Epoch[345](9034/26): Loss 0.1996, Sem 0.1996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.657e-01 Score 93.699 Data time: 0.1610, Forward time: 2.2578, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.1611 [2020-11-16 06:16:44,338][root][INFO] - ===> Epoch[345](9035/26): Loss 0.2088, Sem 0.2088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.657e-01 Score 93.510 Data time: 0.2057, Forward time: 2.2579, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.3991 [2020-11-16 06:16:48,958][root][INFO] - ===> Epoch[345](9036/26): Loss 0.1936, Sem 0.1936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.657e-01 Score 93.744 Data time: 0.1327, Forward time: 2.2576, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.5366 [2020-11-16 06:16:56,404][root][INFO] - ===> Epoch[345](9037/26): Loss 0.1911, Sem 0.1911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.656e-01 Score 93.876 Data time: 0.2403, Forward time: 2.2576, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 7.3807 [2020-11-16 06:17:02,767][root][INFO] - ===> Epoch[345](9038/26): Loss 0.1976, Sem 0.1976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.656e-01 Score 93.465 Data time: 0.2037, Forward time: 2.2577, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 6.2724 [2020-11-16 06:17:08,386][root][INFO] - ===> Epoch[345](9039/26): Loss 0.1975, Sem 0.1975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.656e-01 Score 93.473 Data time: 0.1593, Forward time: 2.2575, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.5095 [2020-11-16 06:17:15,476][root][INFO] - ===> Epoch[345](9040/26): Loss 0.1933, Sem 0.1933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.655e-01 Score 93.908 Data time: 0.2188, Forward time: 2.2576, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 7.0364 [2020-11-16 06:17:21,626][root][INFO] - ===> Epoch[345](9041/26): Loss 0.1853, Sem 0.1853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.655e-01 Score 94.194 Data time: 0.1948, Forward time: 2.2576, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.0459 [2020-11-16 06:17:27,895][root][INFO] - ===> Epoch[345](9042/26): Loss 0.1697, Sem 0.1697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.654e-01 Score 94.580 Data time: 0.1643, Forward time: 2.2575, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.1887 [2020-11-16 06:17:34,116][root][INFO] - ===> Epoch[346](9043/26): Loss 0.1926, Sem 0.1926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.654e-01 Score 93.760 Data time: 0.2150, Forward time: 2.2576, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 6.1471 [2020-11-16 06:17:39,219][root][INFO] - ===> Epoch[346](9044/26): Loss 0.1753, Sem 0.1753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.654e-01 Score 94.496 Data time: 0.1681, Forward time: 2.2575, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.0051 [2020-11-16 06:17:43,807][root][INFO] - ===> Epoch[346](9045/26): Loss 0.1812, Sem 0.1812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.653e-01 Score 94.027 Data time: 0.1809, Forward time: 2.2574, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.5048 [2020-11-16 06:17:48,683][root][INFO] - ===> Epoch[346](9046/26): Loss 0.2046, Sem 0.2046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.653e-01 Score 93.563 Data time: 0.1918, Forward time: 2.2573, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.7913 [2020-11-16 06:17:54,715][root][INFO] - ===> Epoch[346](9047/26): Loss 0.1738, Sem 0.1738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.653e-01 Score 94.351 Data time: 0.1976, Forward time: 2.2573, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.9489 [2020-11-16 06:18:01,216][root][INFO] - ===> Epoch[346](9048/26): Loss 0.1710, Sem 0.1710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.652e-01 Score 94.471 Data time: 0.1749, Forward time: 2.2572, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 6.4063 [2020-11-16 06:18:07,595][root][INFO] - ===> Epoch[346](9049/26): Loss 0.1584, Sem 0.1584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.652e-01 Score 94.912 Data time: 0.2373, Forward time: 2.2573, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 6.2961 [2020-11-16 06:18:13,816][root][INFO] - ===> Epoch[346](9050/26): Loss 0.1729, Sem 0.1729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.651e-01 Score 94.124 Data time: 0.2752, Forward time: 2.2576, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.1135 [2020-11-16 06:18:19,855][root][INFO] - ===> Epoch[346](9051/26): Loss 0.1744, Sem 0.1744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.651e-01 Score 94.236 Data time: 0.2249, Forward time: 2.2577, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.8937 [2020-11-16 06:18:25,000][root][INFO] - ===> Epoch[346](9052/26): Loss 0.1635, Sem 0.1635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.651e-01 Score 94.348 Data time: 0.1790, Forward time: 2.2576, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.0241 [2020-11-16 06:18:31,132][root][INFO] - ===> Epoch[346](9053/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.650e-01 Score 93.683 Data time: 0.2822, Forward time: 2.2578, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.0715 [2020-11-16 06:18:36,428][root][INFO] - ===> Epoch[346](9054/26): Loss 0.1678, Sem 0.1678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.650e-01 Score 94.440 Data time: 0.2076, Forward time: 2.2578, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.1702 [2020-11-16 06:18:43,714][root][INFO] - ===> Epoch[346](9055/26): Loss 0.1619, Sem 0.1619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.649e-01 Score 94.706 Data time: 0.2258, Forward time: 2.2580, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 7.2063 [2020-11-16 06:18:49,180][root][INFO] - ===> Epoch[346](9056/26): Loss 0.1631, Sem 0.1631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.649e-01 Score 94.586 Data time: 0.1425, Forward time: 2.2578, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.3699 [2020-11-16 06:18:55,267][root][INFO] - ===> Epoch[346](9057/26): Loss 0.1986, Sem 0.1986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.649e-01 Score 93.331 Data time: 0.1639, Forward time: 2.2577, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.0190 [2020-11-16 06:19:00,505][root][INFO] - ===> Epoch[346](9058/26): Loss 0.2005, Sem 0.2005, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.648e-01 Score 93.527 Data time: 0.1857, Forward time: 2.2576, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.1645 [2020-11-16 06:19:06,110][root][INFO] - ===> Epoch[346](9059/26): Loss 0.1815, Sem 0.1815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.648e-01 Score 93.975 Data time: 0.1994, Forward time: 2.2577, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.5078 [2020-11-16 06:19:11,985][root][INFO] - ===> Epoch[346](9060/26): Loss 0.1746, Sem 0.1746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.648e-01 Score 94.317 Data time: 0.2542, Forward time: 2.2579, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.7529 [2020-11-16 06:19:17,498][root][INFO] - ===> Epoch[346](9061/26): Loss 0.1830, Sem 0.1830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.647e-01 Score 93.793 Data time: 0.2708, Forward time: 2.2581, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.3817 [2020-11-16 06:19:23,561][root][INFO] - ===> Epoch[346](9062/26): Loss 0.1912, Sem 0.1912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.647e-01 Score 93.523 Data time: 0.2700, Forward time: 2.2584, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.9634 [2020-11-16 06:19:29,433][root][INFO] - ===> Epoch[346](9063/26): Loss 0.1956, Sem 0.1956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.646e-01 Score 93.319 Data time: 0.2008, Forward time: 2.2584, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.7561 [2020-11-16 06:19:34,994][root][INFO] - ===> Epoch[346](9064/26): Loss 0.2019, Sem 0.2019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.646e-01 Score 93.807 Data time: 0.2312, Forward time: 2.2585, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.4680 [2020-11-16 06:19:40,584][root][INFO] - ===> Epoch[346](9065/26): Loss 0.1612, Sem 0.1612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.646e-01 Score 94.577 Data time: 0.2321, Forward time: 2.2586, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.4882 [2020-11-16 06:19:46,508][root][INFO] - ===> Epoch[346](9066/26): Loss 0.1811, Sem 0.1811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.645e-01 Score 93.937 Data time: 0.2766, Forward time: 2.2589, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.8296 [2020-11-16 06:19:51,376][root][INFO] - ===> Epoch[346](9067/26): Loss 0.1573, Sem 0.1573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.645e-01 Score 94.769 Data time: 0.2296, Forward time: 2.2590, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.7599 [2020-11-16 06:19:56,385][root][INFO] - ===> Epoch[346](9068/26): Loss 0.1904, Sem 0.1904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.644e-01 Score 93.737 Data time: 0.1960, Forward time: 2.2590, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.9163 [2020-11-16 06:20:01,754][root][INFO] - ===> Epoch[347](9069/26): Loss 0.1989, Sem 0.1989, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.644e-01 Score 93.273 Data time: 0.1956, Forward time: 2.2589, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.2682 [2020-11-16 06:20:08,241][root][INFO] - ===> Epoch[347](9070/26): Loss 0.2046, Sem 0.2046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.644e-01 Score 93.750 Data time: 0.2833, Forward time: 2.2591, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.3819 [2020-11-16 06:20:13,434][root][INFO] - ===> Epoch[347](9071/26): Loss 0.2039, Sem 0.2039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.643e-01 Score 93.573 Data time: 0.1946, Forward time: 2.2591, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.0692 [2020-11-16 06:20:19,213][root][INFO] - ===> Epoch[347](9072/26): Loss 0.1680, Sem 0.1680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.643e-01 Score 94.227 Data time: 0.1544, Forward time: 2.2590, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.6979 [2020-11-16 06:20:24,277][root][INFO] - ===> Epoch[347](9073/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.643e-01 Score 94.902 Data time: 0.1805, Forward time: 2.2589, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 4.9739 [2020-11-16 06:20:30,317][root][INFO] - ===> Epoch[347](9074/26): Loss 0.1730, Sem 0.1730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.642e-01 Score 94.333 Data time: 0.2229, Forward time: 2.2590, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.9597 [2020-11-16 06:20:36,433][root][INFO] - ===> Epoch[347](9075/26): Loss 0.1547, Sem 0.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.642e-01 Score 94.939 Data time: 0.2321, Forward time: 2.2590, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.9944 [2020-11-16 06:20:41,033][root][INFO] - ===> Epoch[347](9076/26): Loss 0.1794, Sem 0.1794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.641e-01 Score 94.189 Data time: 0.1615, Forward time: 2.2589, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 4.5001 [2020-11-16 06:20:46,507][root][INFO] - ===> Epoch[347](9077/26): Loss 0.1716, Sem 0.1716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.641e-01 Score 94.542 Data time: 0.1863, Forward time: 2.2589, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.3825 [2020-11-16 06:20:51,446][root][INFO] - ===> Epoch[347](9078/26): Loss 0.1708, Sem 0.1708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.641e-01 Score 94.314 Data time: 0.2126, Forward time: 2.2589, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.8354 [2020-11-16 06:20:58,015][root][INFO] - ===> Epoch[347](9079/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.640e-01 Score 94.491 Data time: 0.2121, Forward time: 2.2590, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.4613 [2020-11-16 06:21:03,459][root][INFO] - ===> Epoch[347](9080/26): Loss 0.2125, Sem 0.2125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.640e-01 Score 93.008 Data time: 0.1937, Forward time: 2.2590, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.3405 [2020-11-16 06:21:08,384][root][INFO] - ===> Epoch[347](9081/26): Loss 0.1699, Sem 0.1699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.640e-01 Score 94.376 Data time: 0.1689, Forward time: 2.2589, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.8251 [2020-11-16 06:21:13,049][root][INFO] - ===> Epoch[347](9082/26): Loss 0.1787, Sem 0.1787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.639e-01 Score 93.888 Data time: 0.1797, Forward time: 2.2588, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.5846 [2020-11-16 06:21:18,510][root][INFO] - ===> Epoch[347](9083/26): Loss 0.1772, Sem 0.1772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.639e-01 Score 94.470 Data time: 0.1984, Forward time: 2.2589, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.3755 [2020-11-16 06:21:23,643][root][INFO] - ===> Epoch[347](9084/26): Loss 0.1674, Sem 0.1674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.638e-01 Score 94.794 Data time: 0.1716, Forward time: 2.2587, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.0281 [2020-11-16 06:21:29,276][root][INFO] - ===> Epoch[347](9085/26): Loss 0.1672, Sem 0.1672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.638e-01 Score 94.567 Data time: 0.2671, Forward time: 2.2589, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.5502 [2020-11-16 06:21:35,000][root][INFO] - ===> Epoch[347](9086/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.638e-01 Score 94.659 Data time: 0.2039, Forward time: 2.2591, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.6223 [2020-11-16 06:21:40,306][root][INFO] - ===> Epoch[347](9087/26): Loss 0.1934, Sem 0.1934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.637e-01 Score 93.944 Data time: 0.2279, Forward time: 2.2592, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.2094 [2020-11-16 06:21:46,536][root][INFO] - ===> Epoch[347](9088/26): Loss 0.1478, Sem 0.1478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.637e-01 Score 95.189 Data time: 0.2821, Forward time: 2.2594, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.1326 [2020-11-16 06:21:53,121][root][INFO] - ===> Epoch[347](9089/26): Loss 0.2342, Sem 0.2342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.636e-01 Score 92.430 Data time: 0.3064, Forward time: 2.2597, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.4679 [2020-11-16 06:21:58,884][root][INFO] - ===> Epoch[347](9090/26): Loss 0.1675, Sem 0.1675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.636e-01 Score 94.429 Data time: 0.2043, Forward time: 2.2598, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.6380 [2020-11-16 06:22:06,519][root][INFO] - ===> Epoch[347](9091/26): Loss 0.1663, Sem 0.1663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.636e-01 Score 94.399 Data time: 0.2213, Forward time: 2.2598, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 7.5558 [2020-11-16 06:22:11,666][root][INFO] - ===> Epoch[347](9092/26): Loss 0.1898, Sem 0.1898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.635e-01 Score 94.128 Data time: 0.2360, Forward time: 2.2599, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.0417 [2020-11-16 06:22:16,825][root][INFO] - ===> Epoch[347](9093/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.635e-01 Score 93.900 Data time: 0.2088, Forward time: 2.2600, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.0424 [2020-11-16 06:22:21,692][root][INFO] - ===> Epoch[347](9094/26): Loss 0.1791, Sem 0.1791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.635e-01 Score 94.275 Data time: 0.1872, Forward time: 2.2599, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.7771 [2020-11-16 06:22:26,894][root][INFO] - ===> Epoch[348](9095/26): Loss 0.1834, Sem 0.1834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.634e-01 Score 93.998 Data time: 0.2619, Forward time: 2.2601, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.1209 [2020-11-16 06:22:32,129][root][INFO] - ===> Epoch[348](9096/26): Loss 0.1745, Sem 0.1745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.634e-01 Score 94.568 Data time: 0.2192, Forward time: 2.2602, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.1208 [2020-11-16 06:22:38,169][root][INFO] - ===> Epoch[348](9097/26): Loss 0.1659, Sem 0.1659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.633e-01 Score 94.464 Data time: 0.1638, Forward time: 2.2600, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.9404 [2020-11-16 06:22:44,334][root][INFO] - ===> Epoch[348](9098/26): Loss 0.1644, Sem 0.1644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.633e-01 Score 94.790 Data time: 0.2000, Forward time: 2.2600, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.1022 [2020-11-16 06:22:49,976][root][INFO] - ===> Epoch[348](9099/26): Loss 0.1868, Sem 0.1868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.633e-01 Score 93.850 Data time: 0.2198, Forward time: 2.2602, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.5454 [2020-11-16 06:22:56,567][root][INFO] - ===> Epoch[348](9100/26): Loss 0.1730, Sem 0.1730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.632e-01 Score 94.209 Data time: 0.1362, Forward time: 2.2599, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.4894 [2020-11-16 06:23:02,833][root][INFO] - ===> Epoch[348](9101/26): Loss 0.2045, Sem 0.2045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.632e-01 Score 93.573 Data time: 0.1929, Forward time: 2.2599, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.1839 [2020-11-16 06:23:08,862][root][INFO] - ===> Epoch[348](9102/26): Loss 0.1655, Sem 0.1655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.631e-01 Score 94.641 Data time: 0.1497, Forward time: 2.2597, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.9359 [2020-11-16 06:23:13,690][root][INFO] - ===> Epoch[348](9103/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.631e-01 Score 94.137 Data time: 0.1332, Forward time: 2.2595, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.7463 [2020-11-16 06:23:18,915][root][INFO] - ===> Epoch[348](9104/26): Loss 0.2077, Sem 0.2077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.631e-01 Score 93.282 Data time: 0.1780, Forward time: 2.2594, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.1639 [2020-11-16 06:23:24,647][root][INFO] - ===> Epoch[348](9105/26): Loss 0.1932, Sem 0.1932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.630e-01 Score 93.818 Data time: 0.1502, Forward time: 2.2592, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.6339 [2020-11-16 06:23:30,100][root][INFO] - ===> Epoch[348](9106/26): Loss 0.1482, Sem 0.1482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.630e-01 Score 94.824 Data time: 0.1748, Forward time: 2.2591, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.3817 [2020-11-16 06:23:34,904][root][INFO] - ===> Epoch[348](9107/26): Loss 0.1809, Sem 0.1809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.630e-01 Score 94.443 Data time: 0.1603, Forward time: 2.2590, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.6848 [2020-11-16 06:23:40,788][root][INFO] - ===> Epoch[348](9108/26): Loss 0.1931, Sem 0.1931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.629e-01 Score 93.710 Data time: 0.1785, Forward time: 2.2589, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.7985 [2020-11-16 06:23:45,615][root][INFO] - ===> Epoch[348](9109/26): Loss 0.1399, Sem 0.1399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.629e-01 Score 95.570 Data time: 0.2016, Forward time: 2.2589, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 4.7258 [2020-11-16 06:23:51,461][root][INFO] - ===> Epoch[348](9110/26): Loss 0.2031, Sem 0.2031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.628e-01 Score 93.075 Data time: 0.1488, Forward time: 2.2587, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.7531 [2020-11-16 06:23:56,367][root][INFO] - ===> Epoch[348](9111/26): Loss 0.1736, Sem 0.1736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.628e-01 Score 94.282 Data time: 0.1904, Forward time: 2.2587, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 4.8200 [2020-11-16 06:24:01,525][root][INFO] - ===> Epoch[348](9112/26): Loss 0.1996, Sem 0.1996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.628e-01 Score 93.541 Data time: 0.1990, Forward time: 2.2587, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.0569 [2020-11-16 06:24:06,841][root][INFO] - ===> Epoch[348](9113/26): Loss 0.1665, Sem 0.1665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.627e-01 Score 94.581 Data time: 0.1749, Forward time: 2.2586, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.2269 [2020-11-16 06:24:12,129][root][INFO] - ===> Epoch[348](9114/26): Loss 0.2356, Sem 0.2356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.627e-01 Score 93.019 Data time: 0.1919, Forward time: 2.2586, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.2000 [2020-11-16 06:24:19,530][root][INFO] - ===> Epoch[348](9115/26): Loss 0.1873, Sem 0.1873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.627e-01 Score 93.901 Data time: 0.2123, Forward time: 2.2586, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 7.2917 [2020-11-16 06:24:25,444][root][INFO] - ===> Epoch[348](9116/26): Loss 0.1811, Sem 0.1811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.626e-01 Score 94.048 Data time: 0.1940, Forward time: 2.2586, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.8061 [2020-11-16 06:24:31,059][root][INFO] - ===> Epoch[348](9117/26): Loss 0.1912, Sem 0.1912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.626e-01 Score 93.520 Data time: 0.2277, Forward time: 2.2587, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5157 [2020-11-16 06:24:36,860][root][INFO] - ===> Epoch[348](9118/26): Loss 0.1990, Sem 0.1990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.625e-01 Score 93.074 Data time: 0.2431, Forward time: 2.2589, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.6944 [2020-11-16 06:24:43,185][root][INFO] - ===> Epoch[348](9119/26): Loss 0.1794, Sem 0.1794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.625e-01 Score 94.152 Data time: 0.1848, Forward time: 2.2589, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.2296 [2020-11-16 06:24:48,830][root][INFO] - ===> Epoch[348](9120/26): Loss 0.1919, Sem 0.1919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.625e-01 Score 93.330 Data time: 0.2285, Forward time: 2.2591, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.5258 [2020-11-16 06:24:54,729][root][INFO] - ===> Epoch[349](9121/26): Loss 0.1893, Sem 0.1893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.624e-01 Score 93.642 Data time: 0.1745, Forward time: 2.2590, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.7965 [2020-11-16 06:25:01,396][root][INFO] - ===> Epoch[349](9122/26): Loss 0.1800, Sem 0.1800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.624e-01 Score 94.231 Data time: 0.1940, Forward time: 2.2590, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.5648 [2020-11-16 06:25:06,734][root][INFO] - ===> Epoch[349](9123/26): Loss 0.1949, Sem 0.1949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.623e-01 Score 93.457 Data time: 0.1692, Forward time: 2.2588, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.2498 [2020-11-16 06:25:14,150][root][INFO] - ===> Epoch[349](9124/26): Loss 0.1835, Sem 0.1835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.623e-01 Score 94.025 Data time: 0.2541, Forward time: 2.2591, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 7.3199 [2020-11-16 06:25:18,952][root][INFO] - ===> Epoch[349](9125/26): Loss 0.1620, Sem 0.1620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.623e-01 Score 94.675 Data time: 0.1984, Forward time: 2.2591, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.6876 [2020-11-16 06:25:24,250][root][INFO] - ===> Epoch[349](9126/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.622e-01 Score 94.790 Data time: 0.1563, Forward time: 2.2589, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.2028 [2020-11-16 06:25:29,289][root][INFO] - ===> Epoch[349](9127/26): Loss 0.1761, Sem 0.1761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.622e-01 Score 94.406 Data time: 0.2254, Forward time: 2.2590, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.9678 [2020-11-16 06:25:34,927][root][INFO] - ===> Epoch[349](9128/26): Loss 0.1555, Sem 0.1555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.622e-01 Score 94.937 Data time: 0.2561, Forward time: 2.2592, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5399 [2020-11-16 06:25:41,035][root][INFO] - ===> Epoch[349](9129/26): Loss 0.2354, Sem 0.2354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.621e-01 Score 92.957 Data time: 0.2240, Forward time: 2.2592, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.9835 [2020-11-16 06:25:46,871][root][INFO] - ===> Epoch[349](9130/26): Loss 0.2201, Sem 0.2201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.621e-01 Score 93.297 Data time: 0.1726, Forward time: 2.2591, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.7294 [2020-11-16 06:25:52,455][root][INFO] - ===> Epoch[349](9131/26): Loss 0.2357, Sem 0.2357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.620e-01 Score 92.667 Data time: 0.2494, Forward time: 2.2593, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.4891 [2020-11-16 06:25:57,935][root][INFO] - ===> Epoch[349](9132/26): Loss 0.2120, Sem 0.2120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.620e-01 Score 93.287 Data time: 0.1630, Forward time: 2.2593, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.3681 [2020-11-16 06:26:02,957][root][INFO] - ===> Epoch[349](9133/26): Loss 0.1844, Sem 0.1844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.620e-01 Score 93.958 Data time: 0.2174, Forward time: 2.2593, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.9370 [2020-11-16 06:26:09,066][root][INFO] - ===> Epoch[349](9134/26): Loss 0.2232, Sem 0.2232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.619e-01 Score 92.919 Data time: 0.2830, Forward time: 2.2596, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.9985 [2020-11-16 06:26:14,681][root][INFO] - ===> Epoch[349](9135/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.619e-01 Score 93.486 Data time: 0.2265, Forward time: 2.2597, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.5154 [2020-11-16 06:26:20,033][root][INFO] - ===> Epoch[349](9136/26): Loss 0.1864, Sem 0.1864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.618e-01 Score 94.120 Data time: 0.1426, Forward time: 2.2595, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.2528 [2020-11-16 06:26:25,287][root][INFO] - ===> Epoch[349](9137/26): Loss 0.1809, Sem 0.1809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.618e-01 Score 93.891 Data time: 0.1881, Forward time: 2.2594, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.1822 [2020-11-16 06:26:31,918][root][INFO] - ===> Epoch[349](9138/26): Loss 0.1983, Sem 0.1983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.618e-01 Score 93.573 Data time: 0.2846, Forward time: 2.2595, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.5438 [2020-11-16 06:26:38,553][root][INFO] - ===> Epoch[349](9139/26): Loss 0.2077, Sem 0.2077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.617e-01 Score 92.985 Data time: 0.2338, Forward time: 2.2597, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.5171 [2020-11-16 06:26:44,000][root][INFO] - ===> Epoch[349](9140/26): Loss 0.1850, Sem 0.1850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.617e-01 Score 94.405 Data time: 0.1110, Forward time: 2.2594, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.3252 [2020-11-16 06:26:49,914][root][INFO] - ===> Epoch[349](9141/26): Loss 0.2147, Sem 0.2147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.617e-01 Score 92.987 Data time: 0.2547, Forward time: 2.2596, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.8166 [2020-11-16 06:26:54,622][root][INFO] - ===> Epoch[349](9142/26): Loss 0.2066, Sem 0.2066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.616e-01 Score 93.581 Data time: 0.2118, Forward time: 2.2597, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.6057 [2020-11-16 06:27:00,762][root][INFO] - ===> Epoch[349](9143/26): Loss 0.2233, Sem 0.2233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.616e-01 Score 93.297 Data time: 0.2109, Forward time: 2.2597, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.0386 [2020-11-16 06:27:06,220][root][INFO] - ===> Epoch[349](9144/26): Loss 0.1806, Sem 0.1806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.615e-01 Score 94.350 Data time: 0.2593, Forward time: 2.2598, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.3532 [2020-11-16 06:27:11,730][root][INFO] - ===> Epoch[349](9145/26): Loss 0.2212, Sem 0.2212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.615e-01 Score 93.032 Data time: 0.1767, Forward time: 2.2597, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.4060 [2020-11-16 06:27:16,759][root][INFO] - ===> Epoch[349](9146/26): Loss 0.1935, Sem 0.1935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.615e-01 Score 94.121 Data time: 0.1712, Forward time: 2.2596, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.9324 [2020-11-16 06:27:21,653][root][INFO] - ===> Epoch[350](9147/26): Loss 0.1665, Sem 0.1665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.614e-01 Score 94.635 Data time: 0.3860, Forward time: 2.2596, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.8247 [2020-11-16 06:27:29,674][root][INFO] - ===> Epoch[350](9148/26): Loss 0.1880, Sem 0.1880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.614e-01 Score 93.597 Data time: 0.3941, Forward time: 2.2602, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 7.9207 [2020-11-16 06:27:34,313][root][INFO] - ===> Epoch[350](9149/26): Loss 0.1663, Sem 0.1663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.613e-01 Score 94.826 Data time: 0.1753, Forward time: 2.2602, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.5056 [2020-11-16 06:27:41,289][root][INFO] - ===> Epoch[350](9150/26): Loss 0.1890, Sem 0.1890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.613e-01 Score 94.048 Data time: 0.2126, Forward time: 2.2602, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.8726 [2020-11-16 06:27:46,005][root][INFO] - ===> Epoch[350](9151/26): Loss 0.1923, Sem 0.1923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.613e-01 Score 93.761 Data time: 0.2106, Forward time: 2.2602, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.6178 [2020-11-16 06:27:51,225][root][INFO] - ===> Epoch[350](9152/26): Loss 0.1919, Sem 0.1919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.612e-01 Score 93.634 Data time: 0.2278, Forward time: 2.2603, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.1162 [2020-11-16 06:27:56,669][root][INFO] - ===> Epoch[350](9153/26): Loss 0.1852, Sem 0.1852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.612e-01 Score 94.376 Data time: 0.1600, Forward time: 2.2602, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.3276 [2020-11-16 06:28:03,439][root][INFO] - ===> Epoch[350](9154/26): Loss 0.1743, Sem 0.1743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.612e-01 Score 94.238 Data time: 0.3705, Forward time: 2.2606, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.6889 [2020-11-16 06:28:08,901][root][INFO] - ===> Epoch[350](9155/26): Loss 0.1905, Sem 0.1905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.611e-01 Score 93.957 Data time: 0.2217, Forward time: 2.2607, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.3416 [2020-11-16 06:28:14,242][root][INFO] - ===> Epoch[350](9156/26): Loss 0.1913, Sem 0.1913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.611e-01 Score 93.923 Data time: 0.2022, Forward time: 2.2607, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.2269 [2020-11-16 06:28:19,397][root][INFO] - ===> Epoch[350](9157/26): Loss 0.1692, Sem 0.1692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.610e-01 Score 94.781 Data time: 0.1700, Forward time: 2.2606, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.0510 [2020-11-16 06:28:25,909][root][INFO] - ===> Epoch[350](9158/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.610e-01 Score 93.691 Data time: 0.1794, Forward time: 2.2606, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.4165 [2020-11-16 06:28:31,326][root][INFO] - ===> Epoch[350](9159/26): Loss 0.2290, Sem 0.2290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.610e-01 Score 92.726 Data time: 0.1770, Forward time: 2.2605, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.2963 [2020-11-16 06:28:36,286][root][INFO] - ===> Epoch[350](9160/26): Loss 0.2272, Sem 0.2272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.609e-01 Score 92.900 Data time: 0.2231, Forward time: 2.2605, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.8718 [2020-11-16 06:28:41,418][root][INFO] - ===> Epoch[350](9161/26): Loss 0.2221, Sem 0.2221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.609e-01 Score 92.912 Data time: 0.2288, Forward time: 2.2607, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.0155 [2020-11-16 06:28:47,176][root][INFO] - ===> Epoch[350](9162/26): Loss 0.2069, Sem 0.2069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.609e-01 Score 93.558 Data time: 0.1596, Forward time: 2.2605, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.6578 [2020-11-16 06:28:54,379][root][INFO] - ===> Epoch[350](9163/26): Loss 0.2083, Sem 0.2083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.608e-01 Score 93.206 Data time: 0.2468, Forward time: 2.2607, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 7.1147 [2020-11-16 06:28:59,806][root][INFO] - ===> Epoch[350](9164/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.608e-01 Score 93.785 Data time: 0.2153, Forward time: 2.2608, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.3078 [2020-11-16 06:29:05,791][root][INFO] - ===> Epoch[350](9165/26): Loss 0.2383, Sem 0.2383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.607e-01 Score 92.139 Data time: 0.1500, Forward time: 2.2607, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.8737 [2020-11-16 06:29:11,367][root][INFO] - ===> Epoch[350](9166/26): Loss 0.1966, Sem 0.1966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.607e-01 Score 93.380 Data time: 0.1081, Forward time: 2.2604, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.5090 [2020-11-16 06:29:16,212][root][INFO] - ===> Epoch[350](9167/26): Loss 0.2191, Sem 0.2191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.607e-01 Score 93.380 Data time: 0.1551, Forward time: 2.2602, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.8033 [2020-11-16 06:29:22,428][root][INFO] - ===> Epoch[350](9168/26): Loss 0.1644, Sem 0.1644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.606e-01 Score 94.736 Data time: 0.1887, Forward time: 2.2602, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.1206 [2020-11-16 06:29:28,129][root][INFO] - ===> Epoch[350](9169/26): Loss 0.1886, Sem 0.1886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.606e-01 Score 93.697 Data time: 0.1823, Forward time: 2.2601, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.5987 [2020-11-16 06:29:32,979][root][INFO] - ===> Epoch[350](9170/26): Loss 0.2219, Sem 0.2219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.605e-01 Score 92.972 Data time: 0.1577, Forward time: 2.2600, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.7508 [2020-11-16 06:29:38,839][root][INFO] - ===> Epoch[350](9171/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.605e-01 Score 93.198 Data time: 0.1573, Forward time: 2.2599, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.7850 [2020-11-16 06:29:45,054][root][INFO] - ===> Epoch[350](9172/26): Loss 0.1985, Sem 0.1985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.605e-01 Score 93.642 Data time: 0.1767, Forward time: 2.2598, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.1466 [2020-11-16 06:29:49,844][root][INFO] - ===> Epoch[351](9173/26): Loss 0.1693, Sem 0.1693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.604e-01 Score 94.304 Data time: 0.1630, Forward time: 2.2597, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 4.6979 [2020-11-16 06:29:55,417][root][INFO] - ===> Epoch[351](9174/26): Loss 0.1693, Sem 0.1693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.604e-01 Score 94.175 Data time: 0.2392, Forward time: 2.2598, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.5042 [2020-11-16 06:30:01,206][root][INFO] - ===> Epoch[351](9175/26): Loss 0.2123, Sem 0.2123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.604e-01 Score 93.118 Data time: 0.2572, Forward time: 2.2600, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.6604 [2020-11-16 06:30:05,955][root][INFO] - ===> Epoch[351](9176/26): Loss 0.1924, Sem 0.1924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.603e-01 Score 93.640 Data time: 0.2043, Forward time: 2.2601, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.5979 [2020-11-16 06:30:12,423][root][INFO] - ===> Epoch[351](9177/26): Loss 0.1578, Sem 0.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.603e-01 Score 94.728 Data time: 0.1949, Forward time: 2.2601, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.3575 [2020-11-16 06:30:18,070][root][INFO] - ===> Epoch[351](9178/26): Loss 0.1933, Sem 0.1933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.602e-01 Score 93.965 Data time: 0.1885, Forward time: 2.2601, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.5561 [2020-11-16 06:30:23,987][root][INFO] - ===> Epoch[351](9179/26): Loss 0.1965, Sem 0.1965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.602e-01 Score 93.921 Data time: 0.1752, Forward time: 2.2600, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.8216 [2020-11-16 06:30:29,748][root][INFO] - ===> Epoch[351](9180/26): Loss 0.1828, Sem 0.1828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.602e-01 Score 93.985 Data time: 0.2942, Forward time: 2.2602, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.6731 [2020-11-16 06:30:34,575][root][INFO] - ===> Epoch[351](9181/26): Loss 0.1872, Sem 0.1872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.601e-01 Score 94.077 Data time: 0.2124, Forward time: 2.2603, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.7127 [2020-11-16 06:30:40,753][root][INFO] - ===> Epoch[351](9182/26): Loss 0.2069, Sem 0.2069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.601e-01 Score 93.665 Data time: 0.3015, Forward time: 2.2606, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.0615 [2020-11-16 06:30:46,443][root][INFO] - ===> Epoch[351](9183/26): Loss 0.2108, Sem 0.2108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.600e-01 Score 93.715 Data time: 0.2513, Forward time: 2.2609, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.5664 [2020-11-16 06:30:52,117][root][INFO] - ===> Epoch[351](9184/26): Loss 0.1806, Sem 0.1806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.600e-01 Score 94.207 Data time: 0.2320, Forward time: 2.2610, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.5547 [2020-11-16 06:30:58,093][root][INFO] - ===> Epoch[351](9185/26): Loss 0.1744, Sem 0.1744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.600e-01 Score 94.404 Data time: 0.1923, Forward time: 2.2610, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.8711 [2020-11-16 06:31:04,725][root][INFO] - ===> Epoch[351](9186/26): Loss 0.1815, Sem 0.1815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.599e-01 Score 93.752 Data time: 0.2285, Forward time: 2.2610, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.5444 [2020-11-16 06:31:11,061][root][INFO] - ===> Epoch[351](9187/26): Loss 0.2068, Sem 0.2068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.599e-01 Score 93.294 Data time: 0.2541, Forward time: 2.2613, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2169 [2020-11-16 06:31:16,754][root][INFO] - ===> Epoch[351](9188/26): Loss 0.2348, Sem 0.2348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.599e-01 Score 92.843 Data time: 0.1951, Forward time: 2.2612, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.5746 [2020-11-16 06:31:22,192][root][INFO] - ===> Epoch[351](9189/26): Loss 0.1867, Sem 0.1867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.598e-01 Score 93.497 Data time: 0.1939, Forward time: 2.2612, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3516 [2020-11-16 06:31:29,114][root][INFO] - ===> Epoch[351](9190/26): Loss 0.1685, Sem 0.1685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.598e-01 Score 94.380 Data time: 0.1828, Forward time: 2.2612, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.8333 [2020-11-16 06:31:34,297][root][INFO] - ===> Epoch[351](9191/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.597e-01 Score 94.254 Data time: 0.2130, Forward time: 2.2611, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.1029 [2020-11-16 06:31:40,194][root][INFO] - ===> Epoch[351](9192/26): Loss 0.2019, Sem 0.2019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.597e-01 Score 93.415 Data time: 0.1786, Forward time: 2.2610, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.8105 [2020-11-16 06:31:46,396][root][INFO] - ===> Epoch[351](9193/26): Loss 0.1722, Sem 0.1722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.597e-01 Score 94.370 Data time: 0.2429, Forward time: 2.2611, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.1410 [2020-11-16 06:31:52,569][root][INFO] - ===> Epoch[351](9194/26): Loss 0.2142, Sem 0.2142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.596e-01 Score 93.436 Data time: 0.2228, Forward time: 2.2612, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.0632 [2020-11-16 06:31:58,537][root][INFO] - ===> Epoch[351](9195/26): Loss 0.2020, Sem 0.2020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.596e-01 Score 93.455 Data time: 0.2736, Forward time: 2.2615, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.8594 [2020-11-16 06:32:03,675][root][INFO] - ===> Epoch[351](9196/26): Loss 0.1692, Sem 0.1692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.596e-01 Score 94.118 Data time: 0.2358, Forward time: 2.2616, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.0401 [2020-11-16 06:32:09,125][root][INFO] - ===> Epoch[351](9197/26): Loss 0.1744, Sem 0.1744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.595e-01 Score 94.152 Data time: 0.1476, Forward time: 2.2615, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.3412 [2020-11-16 06:32:14,804][root][INFO] - ===> Epoch[351](9198/26): Loss 0.2014, Sem 0.2014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.595e-01 Score 93.608 Data time: 0.1314, Forward time: 2.2613, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6178 [2020-11-16 06:32:19,869][root][INFO] - ===> Epoch[352](9199/26): Loss 0.1652, Sem 0.1652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.594e-01 Score 94.843 Data time: 0.1111, Forward time: 2.2610, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.0195 [2020-11-16 06:32:25,692][root][INFO] - ===> Epoch[352](9200/26): Loss 0.2246, Sem 0.2246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.594e-01 Score 92.919 Data time: 0.1578, Forward time: 2.2609, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.7974 [2020-11-16 06:32:31,495][root][INFO] - ===> Epoch[352](9201/26): Loss 0.2088, Sem 0.2088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.594e-01 Score 93.010 Data time: 0.1827, Forward time: 2.2608, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.7437 [2020-11-16 06:32:37,789][root][INFO] - ===> Epoch[352](9202/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.593e-01 Score 94.040 Data time: 0.1441, Forward time: 2.2606, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.2089 [2020-11-16 06:32:43,397][root][INFO] - ===> Epoch[352](9203/26): Loss 0.1603, Sem 0.1603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.593e-01 Score 94.795 Data time: 0.1887, Forward time: 2.2606, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.5394 [2020-11-16 06:32:49,301][root][INFO] - ===> Epoch[352](9204/26): Loss 0.1993, Sem 0.1993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.592e-01 Score 93.735 Data time: 0.2111, Forward time: 2.2606, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.8137 [2020-11-16 06:32:56,170][root][INFO] - ===> Epoch[352](9205/26): Loss 0.1749, Sem 0.1749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.592e-01 Score 94.456 Data time: 0.1784, Forward time: 2.2605, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.7745 [2020-11-16 06:33:00,804][root][INFO] - ===> Epoch[352](9206/26): Loss 0.1822, Sem 0.1822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.592e-01 Score 94.159 Data time: 0.2249, Forward time: 2.2606, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.5326 [2020-11-16 06:33:06,441][root][INFO] - ===> Epoch[352](9207/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.591e-01 Score 94.645 Data time: 0.2622, Forward time: 2.2608, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.5230 [2020-11-16 06:33:11,864][root][INFO] - ===> Epoch[352](9208/26): Loss 0.1836, Sem 0.1836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.591e-01 Score 94.201 Data time: 0.1958, Forward time: 2.2609, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.3115 [2020-11-16 06:33:17,349][root][INFO] - ===> Epoch[352](9209/26): Loss 0.1765, Sem 0.1765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.591e-01 Score 94.210 Data time: 0.1668, Forward time: 2.2608, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.3747 [2020-11-16 06:33:22,616][root][INFO] - ===> Epoch[352](9210/26): Loss 0.1870, Sem 0.1870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.590e-01 Score 93.868 Data time: 0.1874, Forward time: 2.2608, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.1867 [2020-11-16 06:33:27,716][root][INFO] - ===> Epoch[352](9211/26): Loss 0.1875, Sem 0.1875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.590e-01 Score 93.987 Data time: 0.1457, Forward time: 2.2606, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.0024 [2020-11-16 06:33:33,286][root][INFO] - ===> Epoch[352](9212/26): Loss 0.1521, Sem 0.1521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.589e-01 Score 94.943 Data time: 0.1797, Forward time: 2.2605, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.4980 [2020-11-16 06:33:37,682][root][INFO] - ===> Epoch[352](9213/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.589e-01 Score 94.325 Data time: 0.2094, Forward time: 2.2605, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.3117 [2020-11-16 06:33:42,429][root][INFO] - ===> Epoch[352](9214/26): Loss 0.1828, Sem 0.1828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.589e-01 Score 94.290 Data time: 0.1894, Forward time: 2.2604, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.6507 [2020-11-16 06:33:48,825][root][INFO] - ===> Epoch[352](9215/26): Loss 0.1656, Sem 0.1656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.588e-01 Score 94.812 Data time: 0.2520, Forward time: 2.2606, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.3123 [2020-11-16 06:33:54,322][root][INFO] - ===> Epoch[352](9216/26): Loss 0.1730, Sem 0.1730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.588e-01 Score 94.642 Data time: 0.2277, Forward time: 2.2607, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.3820 [2020-11-16 06:33:59,795][root][INFO] - ===> Epoch[352](9217/26): Loss 0.1932, Sem 0.1932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.587e-01 Score 93.313 Data time: 0.1689, Forward time: 2.2606, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.3473 [2020-11-16 06:34:05,499][root][INFO] - ===> Epoch[352](9218/26): Loss 0.2127, Sem 0.2127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.587e-01 Score 93.035 Data time: 0.2009, Forward time: 2.2606, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6317 [2020-11-16 06:34:11,601][root][INFO] - ===> Epoch[352](9219/26): Loss 0.2016, Sem 0.2016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.587e-01 Score 93.551 Data time: 0.2052, Forward time: 2.2606, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.9843 [2020-11-16 06:34:16,464][root][INFO] - ===> Epoch[352](9220/26): Loss 0.1891, Sem 0.1891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.586e-01 Score 93.868 Data time: 0.2214, Forward time: 2.2607, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.7469 [2020-11-16 06:34:21,421][root][INFO] - ===> Epoch[352](9221/26): Loss 0.1818, Sem 0.1818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.586e-01 Score 94.065 Data time: 0.1595, Forward time: 2.2606, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.8314 [2020-11-16 06:34:27,359][root][INFO] - ===> Epoch[352](9222/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.586e-01 Score 94.358 Data time: 0.2700, Forward time: 2.2608, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.8443 [2020-11-16 06:34:32,703][root][INFO] - ===> Epoch[352](9223/26): Loss 0.1832, Sem 0.1832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.585e-01 Score 94.083 Data time: 0.2161, Forward time: 2.2608, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.2341 [2020-11-16 06:34:39,524][root][INFO] - ===> Epoch[352](9224/26): Loss 0.1472, Sem 0.1472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.585e-01 Score 95.082 Data time: 0.2147, Forward time: 2.2607, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.7218 [2020-11-16 06:34:44,702][root][INFO] - ===> Epoch[353](9225/26): Loss 0.1671, Sem 0.1671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.584e-01 Score 94.530 Data time: 0.2144, Forward time: 2.2606, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.0878 [2020-11-16 06:34:49,767][root][INFO] - ===> Epoch[353](9226/26): Loss 0.1627, Sem 0.1627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.584e-01 Score 94.755 Data time: 0.1826, Forward time: 2.2606, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.9843 [2020-11-16 06:34:55,594][root][INFO] - ===> Epoch[353](9227/26): Loss 0.1545, Sem 0.1545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.584e-01 Score 95.019 Data time: 0.2018, Forward time: 2.2604, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7251 [2020-11-16 06:35:00,126][root][INFO] - ===> Epoch[353](9228/26): Loss 0.1737, Sem 0.1737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.583e-01 Score 94.560 Data time: 0.2059, Forward time: 2.2604, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.4472 [2020-11-16 06:35:05,849][root][INFO] - ===> Epoch[353](9229/26): Loss 0.1590, Sem 0.1590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.583e-01 Score 94.730 Data time: 0.2390, Forward time: 2.2604, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6148 [2020-11-16 06:35:10,925][root][INFO] - ===> Epoch[353](9230/26): Loss 0.1876, Sem 0.1876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.582e-01 Score 93.886 Data time: 0.2262, Forward time: 2.2605, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.9563 [2020-11-16 06:35:16,261][root][INFO] - ===> Epoch[353](9231/26): Loss 0.1560, Sem 0.1560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.582e-01 Score 94.743 Data time: 0.2320, Forward time: 2.2605, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.2149 [2020-11-16 06:35:21,843][root][INFO] - ===> Epoch[353](9232/26): Loss 0.1591, Sem 0.1591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.582e-01 Score 94.856 Data time: 0.2731, Forward time: 2.2607, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.4605 [2020-11-16 06:35:27,525][root][INFO] - ===> Epoch[353](9233/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.581e-01 Score 94.117 Data time: 0.2726, Forward time: 2.2609, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.5669 [2020-11-16 06:35:32,674][root][INFO] - ===> Epoch[353](9234/26): Loss 0.1697, Sem 0.1697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.581e-01 Score 94.583 Data time: 0.1778, Forward time: 2.2609, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.0295 [2020-11-16 06:35:38,881][root][INFO] - ===> Epoch[353](9235/26): Loss 0.2132, Sem 0.2132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.581e-01 Score 93.016 Data time: 0.2898, Forward time: 2.2611, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.1182 [2020-11-16 06:35:44,996][root][INFO] - ===> Epoch[353](9236/26): Loss 0.1749, Sem 0.1749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.580e-01 Score 94.260 Data time: 0.1989, Forward time: 2.2612, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.9973 [2020-11-16 06:35:50,469][root][INFO] - ===> Epoch[353](9237/26): Loss 0.1715, Sem 0.1715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.580e-01 Score 94.557 Data time: 0.1647, Forward time: 2.2611, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.3913 [2020-11-16 06:35:56,660][root][INFO] - ===> Epoch[353](9238/26): Loss 0.2498, Sem 0.2498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.579e-01 Score 92.611 Data time: 0.1396, Forward time: 2.2609, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.1406 [2020-11-16 06:36:02,306][root][INFO] - ===> Epoch[353](9239/26): Loss 0.1827, Sem 0.1827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.579e-01 Score 94.022 Data time: 0.1562, Forward time: 2.2607, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.5952 [2020-11-16 06:36:08,958][root][INFO] - ===> Epoch[353](9240/26): Loss 0.2013, Sem 0.2013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.579e-01 Score 93.577 Data time: 0.3562, Forward time: 2.2611, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.5893 [2020-11-16 06:36:14,504][root][INFO] - ===> Epoch[353](9241/26): Loss 0.1891, Sem 0.1891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.578e-01 Score 93.755 Data time: 0.2353, Forward time: 2.2612, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.4060 [2020-11-16 06:36:19,801][root][INFO] - ===> Epoch[353](9242/26): Loss 0.2195, Sem 0.2195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.578e-01 Score 93.063 Data time: 0.2393, Forward time: 2.2613, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.1840 [2020-11-16 06:36:25,488][root][INFO] - ===> Epoch[353](9243/26): Loss 0.1923, Sem 0.1923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.578e-01 Score 93.744 Data time: 0.1713, Forward time: 2.2612, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.5849 [2020-11-16 06:36:31,762][root][INFO] - ===> Epoch[353](9244/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.577e-01 Score 93.479 Data time: 0.2379, Forward time: 2.2612, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.1803 [2020-11-16 06:36:38,958][root][INFO] - ===> Epoch[353](9245/26): Loss 0.1797, Sem 0.1797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.577e-01 Score 94.130 Data time: 0.3889, Forward time: 2.2617, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 7.0919 [2020-11-16 06:36:44,192][root][INFO] - ===> Epoch[353](9246/26): Loss 0.2107, Sem 0.2107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.576e-01 Score 93.411 Data time: 0.2059, Forward time: 2.2617, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.1214 [2020-11-16 06:36:49,981][root][INFO] - ===> Epoch[353](9247/26): Loss 0.1886, Sem 0.1886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.576e-01 Score 93.700 Data time: 0.2756, Forward time: 2.2618, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.6842 [2020-11-16 06:36:55,626][root][INFO] - ===> Epoch[353](9248/26): Loss 0.1645, Sem 0.1645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.576e-01 Score 94.821 Data time: 0.2107, Forward time: 2.2619, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.5470 [2020-11-16 06:37:02,197][root][INFO] - ===> Epoch[353](9249/26): Loss 0.1714, Sem 0.1714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.575e-01 Score 94.327 Data time: 0.1910, Forward time: 2.2619, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.4592 [2020-11-16 06:37:07,780][root][INFO] - ===> Epoch[353](9250/26): Loss 0.1903, Sem 0.1903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.575e-01 Score 93.979 Data time: 0.1422, Forward time: 2.2617, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.4875 [2020-11-16 06:37:14,511][root][INFO] - ===> Epoch[354](9251/26): Loss 0.1712, Sem 0.1712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.574e-01 Score 94.422 Data time: 0.1847, Forward time: 2.2617, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.6648 [2020-11-16 06:37:19,754][root][INFO] - ===> Epoch[354](9252/26): Loss 0.1713, Sem 0.1713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.574e-01 Score 94.205 Data time: 0.2239, Forward time: 2.2618, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.1485 [2020-11-16 06:37:25,592][root][INFO] - ===> Epoch[354](9253/26): Loss 0.1711, Sem 0.1711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.574e-01 Score 94.606 Data time: 0.1603, Forward time: 2.2617, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.7231 [2020-11-16 06:37:30,516][root][INFO] - ===> Epoch[354](9254/26): Loss 0.1851, Sem 0.1851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.573e-01 Score 93.622 Data time: 0.1896, Forward time: 2.2616, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.8602 [2020-11-16 06:37:35,511][root][INFO] - ===> Epoch[354](9255/26): Loss 0.2104, Sem 0.2104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.573e-01 Score 93.331 Data time: 0.1513, Forward time: 2.2614, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.9010 [2020-11-16 06:37:40,212][root][INFO] - ===> Epoch[354](9256/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.573e-01 Score 94.212 Data time: 0.1780, Forward time: 2.2613, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.6363 [2020-11-16 06:37:45,601][root][INFO] - ===> Epoch[354](9257/26): Loss 0.1820, Sem 0.1820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.572e-01 Score 94.160 Data time: 0.2296, Forward time: 2.2615, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.3074 [2020-11-16 06:37:52,249][root][INFO] - ===> Epoch[354](9258/26): Loss 0.2045, Sem 0.2045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.572e-01 Score 93.423 Data time: 0.1451, Forward time: 2.2613, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.5272 [2020-11-16 06:37:57,845][root][INFO] - ===> Epoch[354](9259/26): Loss 0.2133, Sem 0.2133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.571e-01 Score 93.379 Data time: 0.2602, Forward time: 2.2614, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.5056 [2020-11-16 06:38:03,465][root][INFO] - ===> Epoch[354](9260/26): Loss 0.1809, Sem 0.1809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.571e-01 Score 93.797 Data time: 0.2454, Forward time: 2.2616, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.4976 [2020-11-16 06:38:08,121][root][INFO] - ===> Epoch[354](9261/26): Loss 0.1957, Sem 0.1957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.571e-01 Score 93.809 Data time: 0.1608, Forward time: 2.2615, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 4.5379 [2020-11-16 06:38:13,507][root][INFO] - ===> Epoch[354](9262/26): Loss 0.1905, Sem 0.1905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.570e-01 Score 93.757 Data time: 0.1719, Forward time: 2.2614, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.0866 [2020-11-16 06:38:18,767][root][INFO] - ===> Epoch[354](9263/26): Loss 0.2016, Sem 0.2016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.570e-01 Score 93.828 Data time: 0.1423, Forward time: 2.2612, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.1573 [2020-11-16 06:38:24,242][root][INFO] - ===> Epoch[354](9264/26): Loss 0.1949, Sem 0.1949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.569e-01 Score 93.698 Data time: 0.2487, Forward time: 2.2614, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.3634 [2020-11-16 06:38:29,976][root][INFO] - ===> Epoch[354](9265/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.569e-01 Score 93.701 Data time: 0.2215, Forward time: 2.2614, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.6160 [2020-11-16 06:38:36,903][root][INFO] - ===> Epoch[354](9266/26): Loss 0.2221, Sem 0.2221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.569e-01 Score 92.852 Data time: 0.2097, Forward time: 2.2615, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 6.8377 [2020-11-16 06:38:43,896][root][INFO] - ===> Epoch[354](9267/26): Loss 0.2132, Sem 0.2132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.568e-01 Score 92.831 Data time: 0.2116, Forward time: 2.2616, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.8785 [2020-11-16 06:38:49,064][root][INFO] - ===> Epoch[354](9268/26): Loss 0.1931, Sem 0.1931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.568e-01 Score 93.393 Data time: 0.1188, Forward time: 2.2613, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.0474 [2020-11-16 06:38:54,726][root][INFO] - ===> Epoch[354](9269/26): Loss 0.2068, Sem 0.2068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.568e-01 Score 93.358 Data time: 0.2293, Forward time: 2.2613, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.5838 [2020-11-16 06:39:00,414][root][INFO] - ===> Epoch[354](9270/26): Loss 0.2100, Sem 0.2100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.567e-01 Score 93.730 Data time: 0.2022, Forward time: 2.2613, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.5758 [2020-11-16 06:39:05,915][root][INFO] - ===> Epoch[354](9271/26): Loss 0.2364, Sem 0.2364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.567e-01 Score 92.688 Data time: 0.1839, Forward time: 2.2613, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.3879 [2020-11-16 06:39:10,609][root][INFO] - ===> Epoch[354](9272/26): Loss 0.2177, Sem 0.2177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.566e-01 Score 93.310 Data time: 0.1845, Forward time: 2.2612, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.5852 [2020-11-16 06:39:17,152][root][INFO] - ===> Epoch[354](9273/26): Loss 0.2132, Sem 0.2132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.566e-01 Score 93.221 Data time: 0.2400, Forward time: 2.2614, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.4393 [2020-11-16 06:39:23,602][root][INFO] - ===> Epoch[354](9274/26): Loss 0.2171, Sem 0.2171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.566e-01 Score 93.374 Data time: 0.3482, Forward time: 2.2617, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.3321 [2020-11-16 06:39:29,181][root][INFO] - ===> Epoch[354](9275/26): Loss 0.2102, Sem 0.2102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.565e-01 Score 93.337 Data time: 0.2000, Forward time: 2.2618, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.4731 [2020-11-16 06:39:34,633][root][INFO] - ===> Epoch[354](9276/26): Loss 0.1794, Sem 0.1794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.565e-01 Score 94.252 Data time: 0.2811, Forward time: 2.2619, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.3360 [2020-11-16 06:39:40,236][root][INFO] - ===> Epoch[355](9277/26): Loss 0.2455, Sem 0.2455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.564e-01 Score 92.649 Data time: 0.2469, Forward time: 2.2621, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.4945 [2020-11-16 06:39:45,596][root][INFO] - ===> Epoch[355](9278/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.564e-01 Score 93.870 Data time: 0.1422, Forward time: 2.2620, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.2368 [2020-11-16 06:39:51,046][root][INFO] - ===> Epoch[355](9279/26): Loss 0.1754, Sem 0.1754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.564e-01 Score 94.399 Data time: 0.2056, Forward time: 2.2619, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.3762 [2020-11-16 06:39:58,016][root][INFO] - ===> Epoch[355](9280/26): Loss 0.2155, Sem 0.2155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.563e-01 Score 93.211 Data time: 0.3685, Forward time: 2.2623, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 6.8745 [2020-11-16 06:40:04,958][root][INFO] - ===> Epoch[355](9281/26): Loss 0.2053, Sem 0.2053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.563e-01 Score 93.301 Data time: 0.2267, Forward time: 2.2623, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.8260 [2020-11-16 06:40:09,532][root][INFO] - ===> Epoch[355](9282/26): Loss 0.1924, Sem 0.1924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.563e-01 Score 93.910 Data time: 0.1546, Forward time: 2.2622, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 4.4816 [2020-11-16 06:40:15,367][root][INFO] - ===> Epoch[355](9283/26): Loss 0.2021, Sem 0.2021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.562e-01 Score 93.944 Data time: 0.1559, Forward time: 2.2620, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.7510 [2020-11-16 06:40:20,923][root][INFO] - ===> Epoch[355](9284/26): Loss 0.1851, Sem 0.1851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.562e-01 Score 94.085 Data time: 0.2060, Forward time: 2.2621, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.4953 [2020-11-16 06:40:26,570][root][INFO] - ===> Epoch[355](9285/26): Loss 0.1734, Sem 0.1734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.561e-01 Score 94.304 Data time: 0.1744, Forward time: 2.2620, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.5421 [2020-11-16 06:40:32,188][root][INFO] - ===> Epoch[355](9286/26): Loss 0.2038, Sem 0.2038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.561e-01 Score 93.559 Data time: 0.1966, Forward time: 2.2620, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.5326 [2020-11-16 06:40:37,630][root][INFO] - ===> Epoch[355](9287/26): Loss 0.1852, Sem 0.1852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.561e-01 Score 94.205 Data time: 0.1790, Forward time: 2.2619, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.3484 [2020-11-16 06:40:43,132][root][INFO] - ===> Epoch[355](9288/26): Loss 0.1952, Sem 0.1952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.560e-01 Score 93.833 Data time: 0.1765, Forward time: 2.2618, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.4046 [2020-11-16 06:40:48,544][root][INFO] - ===> Epoch[355](9289/26): Loss 0.2195, Sem 0.2195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.560e-01 Score 93.020 Data time: 0.2408, Forward time: 2.2619, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.3519 [2020-11-16 06:40:54,264][root][INFO] - ===> Epoch[355](9290/26): Loss 0.1820, Sem 0.1820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.560e-01 Score 94.151 Data time: 0.2433, Forward time: 2.2620, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.6147 [2020-11-16 06:40:59,476][root][INFO] - ===> Epoch[355](9291/26): Loss 0.1864, Sem 0.1864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.559e-01 Score 93.956 Data time: 0.1826, Forward time: 2.2620, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.1237 [2020-11-16 06:41:05,882][root][INFO] - ===> Epoch[355](9292/26): Loss 0.2121, Sem 0.2121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.559e-01 Score 93.021 Data time: 0.3503, Forward time: 2.2623, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 6.3166 [2020-11-16 06:41:11,519][root][INFO] - ===> Epoch[355](9293/26): Loss 0.1700, Sem 0.1700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.558e-01 Score 94.360 Data time: 0.1825, Forward time: 2.2622, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.5200 [2020-11-16 06:41:17,490][root][INFO] - ===> Epoch[355](9294/26): Loss 0.1817, Sem 0.1817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.558e-01 Score 94.211 Data time: 0.1513, Forward time: 2.2621, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.8949 [2020-11-16 06:41:23,260][root][INFO] - ===> Epoch[355](9295/26): Loss 0.2435, Sem 0.2435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.558e-01 Score 92.335 Data time: 0.1970, Forward time: 2.2621, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.7025 [2020-11-16 06:41:29,028][root][INFO] - ===> Epoch[355](9296/26): Loss 0.1871, Sem 0.1871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.557e-01 Score 93.763 Data time: 0.1875, Forward time: 2.2620, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.6738 [2020-11-16 06:41:34,757][root][INFO] - ===> Epoch[355](9297/26): Loss 0.2047, Sem 0.2047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.557e-01 Score 93.178 Data time: 0.1665, Forward time: 2.2619, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.6423 [2020-11-16 06:41:40,099][root][INFO] - ===> Epoch[355](9298/26): Loss 0.1973, Sem 0.1973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.556e-01 Score 93.622 Data time: 0.1509, Forward time: 2.2617, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.2684 [2020-11-16 06:41:45,878][root][INFO] - ===> Epoch[355](9299/26): Loss 0.1693, Sem 0.1693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.556e-01 Score 94.569 Data time: 0.2641, Forward time: 2.2619, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.7504 [2020-11-16 06:41:51,766][root][INFO] - ===> Epoch[355](9300/26): Loss 0.1407, Sem 0.1407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.556e-01 Score 95.550 Data time: 0.1782, Forward time: 2.2619, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.7916 [2020-11-16 06:41:57,107][root][INFO] - ===> Epoch[355](9301/26): Loss 0.1626, Sem 0.1626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.555e-01 Score 94.536 Data time: 0.1857, Forward time: 2.2617, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.2691 [2020-11-16 06:42:02,859][root][INFO] - ===> Epoch[355](9302/26): Loss 0.2399, Sem 0.2399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.555e-01 Score 92.631 Data time: 0.2341, Forward time: 2.2618, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.6762 [2020-11-16 06:42:07,860][root][INFO] - ===> Epoch[356](9303/26): Loss 0.1885, Sem 0.1885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.555e-01 Score 93.771 Data time: 0.1561, Forward time: 2.2616, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.8869 [2020-11-16 06:42:13,912][root][INFO] - ===> Epoch[356](9304/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.554e-01 Score 94.505 Data time: 0.2022, Forward time: 2.2616, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.9864 [2020-11-16 06:42:18,797][root][INFO] - ===> Epoch[356](9305/26): Loss 0.1934, Sem 0.1934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.554e-01 Score 93.427 Data time: 0.1901, Forward time: 2.2616, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 4.7803 [2020-11-16 06:42:24,443][root][INFO] - ===> Epoch[356](9306/26): Loss 0.2333, Sem 0.2333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.553e-01 Score 92.399 Data time: 0.2120, Forward time: 2.2615, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.5505 [2020-11-16 06:42:31,031][root][INFO] - ===> Epoch[356](9307/26): Loss 0.2133, Sem 0.2133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.553e-01 Score 93.322 Data time: 0.1985, Forward time: 2.2615, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.4993 [2020-11-16 06:42:38,474][root][INFO] - ===> Epoch[356](9308/26): Loss 0.2414, Sem 0.2414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.553e-01 Score 92.544 Data time: 0.2316, Forward time: 2.2616, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 7.3559 [2020-11-16 06:42:42,845][root][INFO] - ===> Epoch[356](9309/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.552e-01 Score 93.753 Data time: 0.1939, Forward time: 2.2616, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.2738 [2020-11-16 06:42:49,711][root][INFO] - ===> Epoch[356](9310/26): Loss 0.2002, Sem 0.2002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.552e-01 Score 93.578 Data time: 0.1769, Forward time: 2.2615, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.7754 [2020-11-16 06:42:54,892][root][INFO] - ===> Epoch[356](9311/26): Loss 0.1953, Sem 0.1953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.551e-01 Score 93.472 Data time: 0.1930, Forward time: 2.2614, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.0902 [2020-11-16 06:42:59,933][root][INFO] - ===> Epoch[356](9312/26): Loss 0.1825, Sem 0.1825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.551e-01 Score 94.258 Data time: 0.2159, Forward time: 2.2615, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.9583 [2020-11-16 06:43:05,969][root][INFO] - ===> Epoch[356](9313/26): Loss 0.2071, Sem 0.2071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.551e-01 Score 93.922 Data time: 0.2462, Forward time: 2.2616, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.9454 [2020-11-16 06:43:12,125][root][INFO] - ===> Epoch[356](9314/26): Loss 0.1921, Sem 0.1921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.550e-01 Score 94.143 Data time: 0.1861, Forward time: 2.2615, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.0467 [2020-11-16 06:43:18,999][root][INFO] - ===> Epoch[356](9315/26): Loss 0.1812, Sem 0.1812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.550e-01 Score 94.040 Data time: 0.1807, Forward time: 2.2614, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.8050 [2020-11-16 06:43:24,720][root][INFO] - ===> Epoch[356](9316/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.550e-01 Score 95.128 Data time: 0.2426, Forward time: 2.2616, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6474 [2020-11-16 06:43:28,969][root][INFO] - ===> Epoch[356](9317/26): Loss 0.1884, Sem 0.1884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.549e-01 Score 93.838 Data time: 0.1380, Forward time: 2.2614, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.1399 [2020-11-16 06:43:34,762][root][INFO] - ===> Epoch[356](9318/26): Loss 0.1985, Sem 0.1985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.549e-01 Score 93.461 Data time: 0.2490, Forward time: 2.2616, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.7178 [2020-11-16 06:43:42,285][root][INFO] - ===> Epoch[356](9319/26): Loss 0.2093, Sem 0.2093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.548e-01 Score 93.391 Data time: 0.2053, Forward time: 2.2615, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 7.4253 [2020-11-16 06:43:48,299][root][INFO] - ===> Epoch[356](9320/26): Loss 0.1994, Sem 0.1994, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.548e-01 Score 93.549 Data time: 0.1213, Forward time: 2.2613, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.9408 [2020-11-16 06:43:54,029][root][INFO] - ===> Epoch[356](9321/26): Loss 0.2054, Sem 0.2054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.548e-01 Score 93.274 Data time: 0.1976, Forward time: 2.2612, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.6816 [2020-11-16 06:43:58,895][root][INFO] - ===> Epoch[356](9322/26): Loss 0.1942, Sem 0.1942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.547e-01 Score 93.799 Data time: 0.2049, Forward time: 2.2613, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.7702 [2020-11-16 06:44:05,477][root][INFO] - ===> Epoch[356](9323/26): Loss 0.1722, Sem 0.1722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.547e-01 Score 94.258 Data time: 0.1805, Forward time: 2.2611, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.4844 [2020-11-16 06:44:10,929][root][INFO] - ===> Epoch[356](9324/26): Loss 0.1819, Sem 0.1819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.546e-01 Score 93.713 Data time: 0.1775, Forward time: 2.2610, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.3655 [2020-11-16 06:44:15,871][root][INFO] - ===> Epoch[356](9325/26): Loss 0.1986, Sem 0.1986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.546e-01 Score 93.605 Data time: 0.1812, Forward time: 2.2609, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.8566 [2020-11-16 06:44:20,971][root][INFO] - ===> Epoch[356](9326/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.546e-01 Score 94.128 Data time: 0.2191, Forward time: 2.2610, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.0060 [2020-11-16 06:44:27,388][root][INFO] - ===> Epoch[356](9327/26): Loss 0.1709, Sem 0.1709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.545e-01 Score 94.473 Data time: 0.2924, Forward time: 2.2612, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.3218 [2020-11-16 06:44:32,959][root][INFO] - ===> Epoch[356](9328/26): Loss 0.2106, Sem 0.2106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.545e-01 Score 93.209 Data time: 0.1415, Forward time: 2.2610, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.4633 [2020-11-16 06:44:38,970][root][INFO] - ===> Epoch[357](9329/26): Loss 0.2146, Sem 0.2146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.545e-01 Score 93.190 Data time: 0.2842, Forward time: 2.2613, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.9059 [2020-11-16 06:44:43,840][root][INFO] - ===> Epoch[357](9330/26): Loss 0.1992, Sem 0.1992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.544e-01 Score 93.413 Data time: 0.1751, Forward time: 2.2612, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.7526 [2020-11-16 06:44:50,391][root][INFO] - ===> Epoch[357](9331/26): Loss 0.1844, Sem 0.1844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.544e-01 Score 93.668 Data time: 0.1993, Forward time: 2.2612, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.4575 [2020-11-16 06:44:55,629][root][INFO] - ===> Epoch[357](9332/26): Loss 0.1654, Sem 0.1654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.543e-01 Score 94.490 Data time: 0.1160, Forward time: 2.2610, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.1348 [2020-11-16 06:45:03,383][root][INFO] - ===> Epoch[357](9333/26): Loss 0.1631, Sem 0.1631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.543e-01 Score 94.758 Data time: 0.1933, Forward time: 2.2609, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 7.6774 [2020-11-16 06:45:08,594][root][INFO] - ===> Epoch[357](9334/26): Loss 0.1642, Sem 0.1642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.543e-01 Score 94.853 Data time: 0.1706, Forward time: 2.2608, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.1249 [2020-11-16 06:45:13,882][root][INFO] - ===> Epoch[357](9335/26): Loss 0.2101, Sem 0.2101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.542e-01 Score 93.155 Data time: 0.1653, Forward time: 2.2608, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.1909 [2020-11-16 06:45:19,726][root][INFO] - ===> Epoch[357](9336/26): Loss 0.2247, Sem 0.2247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.542e-01 Score 92.793 Data time: 0.1232, Forward time: 2.2605, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.7556 [2020-11-16 06:45:25,971][root][INFO] - ===> Epoch[357](9337/26): Loss 0.2073, Sem 0.2073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.541e-01 Score 93.253 Data time: 0.2803, Forward time: 2.2607, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.1938 [2020-11-16 06:45:31,791][root][INFO] - ===> Epoch[357](9338/26): Loss 0.2255, Sem 0.2255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.541e-01 Score 92.718 Data time: 0.2893, Forward time: 2.2609, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.6979 [2020-11-16 06:45:37,179][root][INFO] - ===> Epoch[357](9339/26): Loss 0.2140, Sem 0.2140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.541e-01 Score 93.491 Data time: 0.2076, Forward time: 2.2610, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.2731 [2020-11-16 06:45:43,163][root][INFO] - ===> Epoch[357](9340/26): Loss 0.1979, Sem 0.1979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.540e-01 Score 93.459 Data time: 0.1566, Forward time: 2.2608, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.8824 [2020-11-16 06:45:48,746][root][INFO] - ===> Epoch[357](9341/26): Loss 0.1721, Sem 0.1721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.540e-01 Score 94.231 Data time: 0.2624, Forward time: 2.2610, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.5125 [2020-11-16 06:45:54,050][root][INFO] - ===> Epoch[357](9342/26): Loss 0.1749, Sem 0.1749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.540e-01 Score 94.408 Data time: 0.2645, Forward time: 2.2612, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.2070 [2020-11-16 06:45:59,848][root][INFO] - ===> Epoch[357](9343/26): Loss 0.1888, Sem 0.1888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.539e-01 Score 93.922 Data time: 0.1902, Forward time: 2.2611, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.6693 [2020-11-16 06:46:05,683][root][INFO] - ===> Epoch[357](9344/26): Loss 0.2238, Sem 0.2238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.539e-01 Score 92.754 Data time: 0.2804, Forward time: 2.2614, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.7263 [2020-11-16 06:46:12,781][root][INFO] - ===> Epoch[357](9345/26): Loss 0.1735, Sem 0.1735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.538e-01 Score 94.219 Data time: 0.3404, Forward time: 2.2618, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.9689 [2020-11-16 06:46:18,028][root][INFO] - ===> Epoch[357](9346/26): Loss 0.1827, Sem 0.1827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.538e-01 Score 94.120 Data time: 0.1370, Forward time: 2.2616, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.1407 [2020-11-16 06:46:22,739][root][INFO] - ===> Epoch[357](9347/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.538e-01 Score 95.121 Data time: 0.2306, Forward time: 2.2616, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.6378 [2020-11-16 06:46:28,487][root][INFO] - ===> Epoch[357](9348/26): Loss 0.1963, Sem 0.1963, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.537e-01 Score 93.585 Data time: 0.2312, Forward time: 2.2617, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.6767 [2020-11-16 06:46:34,425][root][INFO] - ===> Epoch[357](9349/26): Loss 0.1991, Sem 0.1991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.537e-01 Score 93.309 Data time: 0.1748, Forward time: 2.2616, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.8596 [2020-11-16 06:46:38,931][root][INFO] - ===> Epoch[357](9350/26): Loss 0.1852, Sem 0.1852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.537e-01 Score 93.720 Data time: 0.2224, Forward time: 2.2616, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.4300 [2020-11-16 06:46:45,636][root][INFO] - ===> Epoch[357](9351/26): Loss 0.1647, Sem 0.1647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.536e-01 Score 94.771 Data time: 0.1870, Forward time: 2.2615, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.6350 [2020-11-16 06:46:51,753][root][INFO] - ===> Epoch[357](9352/26): Loss 0.2318, Sem 0.2318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.536e-01 Score 92.869 Data time: 0.2706, Forward time: 2.2618, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.0394 [2020-11-16 06:46:58,101][root][INFO] - ===> Epoch[357](9353/26): Loss 0.1991, Sem 0.1991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.535e-01 Score 93.258 Data time: 0.2032, Forward time: 2.2618, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.2350 [2020-11-16 06:47:03,885][root][INFO] - ===> Epoch[357](9354/26): Loss 0.2127, Sem 0.2127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.535e-01 Score 93.333 Data time: 0.1770, Forward time: 2.2618, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.6832 [2020-11-16 06:47:09,510][root][INFO] - ===> Epoch[358](9355/26): Loss 0.1975, Sem 0.1975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.535e-01 Score 93.797 Data time: 0.1345, Forward time: 2.2615, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.5502 [2020-11-16 06:47:16,299][root][INFO] - ===> Epoch[358](9356/26): Loss 0.2181, Sem 0.2181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.534e-01 Score 93.144 Data time: 0.3563, Forward time: 2.2619, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.7474 [2020-11-16 06:47:21,342][root][INFO] - ===> Epoch[358](9357/26): Loss 0.1850, Sem 0.1850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.534e-01 Score 93.974 Data time: 0.2177, Forward time: 2.2619, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 4.9395 [2020-11-16 06:47:27,644][root][INFO] - ===> Epoch[358](9358/26): Loss 0.1693, Sem 0.1693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.533e-01 Score 94.344 Data time: 0.2050, Forward time: 2.2619, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.1818 [2020-11-16 06:47:33,818][root][INFO] - ===> Epoch[358](9359/26): Loss 0.1982, Sem 0.1982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.533e-01 Score 93.710 Data time: 0.3481, Forward time: 2.2622, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.0789 [2020-11-16 06:47:39,310][root][INFO] - ===> Epoch[358](9360/26): Loss 0.2161, Sem 0.2161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.533e-01 Score 93.103 Data time: 0.2153, Forward time: 2.2622, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.3656 [2020-11-16 06:47:44,655][root][INFO] - ===> Epoch[358](9361/26): Loss 0.2487, Sem 0.2487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.532e-01 Score 91.892 Data time: 0.1822, Forward time: 2.2621, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.2448 [2020-11-16 06:47:50,093][root][INFO] - ===> Epoch[358](9362/26): Loss 0.1991, Sem 0.1991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.532e-01 Score 94.054 Data time: 0.2474, Forward time: 2.2623, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.3564 [2020-11-16 06:47:55,320][root][INFO] - ===> Epoch[358](9363/26): Loss 0.1897, Sem 0.1897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.532e-01 Score 93.706 Data time: 0.1649, Forward time: 2.2622, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.1276 [2020-11-16 06:48:01,701][root][INFO] - ===> Epoch[358](9364/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.531e-01 Score 93.801 Data time: 0.2041, Forward time: 2.2622, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.3044 [2020-11-16 06:48:06,578][root][INFO] - ===> Epoch[358](9365/26): Loss 0.2231, Sem 0.2231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.531e-01 Score 92.594 Data time: 0.2308, Forward time: 2.2623, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.7786 [2020-11-16 06:48:12,944][root][INFO] - ===> Epoch[358](9366/26): Loss 0.2638, Sem 0.2638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.530e-01 Score 91.321 Data time: 0.2255, Forward time: 2.2624, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.2693 [2020-11-16 06:48:18,626][root][INFO] - ===> Epoch[358](9367/26): Loss 0.1909, Sem 0.1909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.530e-01 Score 94.042 Data time: 0.2377, Forward time: 2.2626, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.5642 [2020-11-16 06:48:23,713][root][INFO] - ===> Epoch[358](9368/26): Loss 0.2416, Sem 0.2416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.530e-01 Score 92.331 Data time: 0.1698, Forward time: 2.2625, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.9762 [2020-11-16 06:48:29,342][root][INFO] - ===> Epoch[358](9369/26): Loss 0.1869, Sem 0.1869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.529e-01 Score 93.975 Data time: 0.2360, Forward time: 2.2624, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.5563 [2020-11-16 06:48:35,416][root][INFO] - ===> Epoch[358](9370/26): Loss 0.2113, Sem 0.2113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.529e-01 Score 93.432 Data time: 0.2345, Forward time: 2.2625, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.9873 [2020-11-16 06:48:41,626][root][INFO] - ===> Epoch[358](9371/26): Loss 0.2084, Sem 0.2084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.528e-01 Score 93.157 Data time: 0.2782, Forward time: 2.2628, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.1159 [2020-11-16 06:48:46,576][root][INFO] - ===> Epoch[358](9372/26): Loss 0.2385, Sem 0.2385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.528e-01 Score 92.157 Data time: 0.1685, Forward time: 2.2627, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.8403 [2020-11-16 06:48:52,069][root][INFO] - ===> Epoch[358](9373/26): Loss 0.1992, Sem 0.1992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.528e-01 Score 93.566 Data time: 0.1731, Forward time: 2.2626, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.4079 [2020-11-16 06:48:56,496][root][INFO] - ===> Epoch[358](9374/26): Loss 0.2033, Sem 0.2033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.527e-01 Score 93.727 Data time: 0.1731, Forward time: 2.2626, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.3573 [2020-11-16 06:49:01,114][root][INFO] - ===> Epoch[358](9375/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.527e-01 Score 93.702 Data time: 0.2438, Forward time: 2.2625, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.5431 [2020-11-16 06:49:05,942][root][INFO] - ===> Epoch[358](9376/26): Loss 0.1969, Sem 0.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.527e-01 Score 93.628 Data time: 0.2096, Forward time: 2.2626, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.7284 [2020-11-16 06:49:12,005][root][INFO] - ===> Epoch[358](9377/26): Loss 0.2059, Sem 0.2059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.526e-01 Score 93.087 Data time: 0.2173, Forward time: 2.2627, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.9564 [2020-11-16 06:49:18,073][root][INFO] - ===> Epoch[358](9378/26): Loss 0.1660, Sem 0.1660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.526e-01 Score 94.582 Data time: 0.1489, Forward time: 2.2625, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.9470 [2020-11-16 06:49:23,565][root][INFO] - ===> Epoch[358](9379/26): Loss 0.1912, Sem 0.1912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.525e-01 Score 93.486 Data time: 0.1933, Forward time: 2.2625, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.4058 [2020-11-16 06:49:29,094][root][INFO] - ===> Epoch[358](9380/26): Loss 0.1866, Sem 0.1866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.525e-01 Score 93.949 Data time: 0.1921, Forward time: 2.2625, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.4266 [2020-11-16 06:49:34,672][root][INFO] - ===> Epoch[359](9381/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.525e-01 Score 93.870 Data time: 0.1920, Forward time: 2.2625, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.4562 [2020-11-16 06:49:41,085][root][INFO] - ===> Epoch[359](9382/26): Loss 0.1827, Sem 0.1827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.524e-01 Score 93.876 Data time: 0.2845, Forward time: 2.2627, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.3137 [2020-11-16 06:49:46,134][root][INFO] - ===> Epoch[359](9383/26): Loss 0.1874, Sem 0.1874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.524e-01 Score 94.000 Data time: 0.2374, Forward time: 2.2628, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.9299 [2020-11-16 06:49:51,027][root][INFO] - ===> Epoch[359](9384/26): Loss 0.2161, Sem 0.2161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.523e-01 Score 93.145 Data time: 0.2463, Forward time: 2.2629, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 4.7765 [2020-11-16 06:49:56,253][root][INFO] - ===> Epoch[359](9385/26): Loss 0.2034, Sem 0.2034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.523e-01 Score 93.284 Data time: 0.2029, Forward time: 2.2629, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.1307 [2020-11-16 06:50:03,156][root][INFO] - ===> Epoch[359](9386/26): Loss 0.1931, Sem 0.1931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.523e-01 Score 93.806 Data time: 0.1648, Forward time: 2.2628, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.8043 [2020-11-16 06:50:09,284][root][INFO] - ===> Epoch[359](9387/26): Loss 0.1994, Sem 0.1994, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.522e-01 Score 93.413 Data time: 0.1735, Forward time: 2.2627, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.0524 [2020-11-16 06:50:15,263][root][INFO] - ===> Epoch[359](9388/26): Loss 0.1963, Sem 0.1963, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.522e-01 Score 93.577 Data time: 0.1696, Forward time: 2.2626, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.9096 [2020-11-16 06:50:20,941][root][INFO] - ===> Epoch[359](9389/26): Loss 0.1654, Sem 0.1654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.522e-01 Score 94.887 Data time: 0.1683, Forward time: 2.2625, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.6141 [2020-11-16 06:50:26,425][root][INFO] - ===> Epoch[359](9390/26): Loss 0.1884, Sem 0.1884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.521e-01 Score 93.917 Data time: 0.2358, Forward time: 2.2626, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.4035 [2020-11-16 06:50:31,192][root][INFO] - ===> Epoch[359](9391/26): Loss 0.2321, Sem 0.2321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.521e-01 Score 93.059 Data time: 0.2144, Forward time: 2.2626, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.6613 [2020-11-16 06:50:37,518][root][INFO] - ===> Epoch[359](9392/26): Loss 0.1938, Sem 0.1938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.520e-01 Score 93.772 Data time: 0.1806, Forward time: 2.2625, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.2194 [2020-11-16 06:50:42,013][root][INFO] - ===> Epoch[359](9393/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.520e-01 Score 94.258 Data time: 0.1872, Forward time: 2.2625, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.4161 [2020-11-16 06:50:47,377][root][INFO] - ===> Epoch[359](9394/26): Loss 0.2174, Sem 0.2174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.520e-01 Score 93.011 Data time: 0.2250, Forward time: 2.2625, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.2930 [2020-11-16 06:50:52,920][root][INFO] - ===> Epoch[359](9395/26): Loss 0.1932, Sem 0.1932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.519e-01 Score 94.042 Data time: 0.2052, Forward time: 2.2626, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.4493 [2020-11-16 06:50:58,997][root][INFO] - ===> Epoch[359](9396/26): Loss 0.1964, Sem 0.1964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.519e-01 Score 93.664 Data time: 0.1669, Forward time: 2.2625, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.9808 [2020-11-16 06:51:04,657][root][INFO] - ===> Epoch[359](9397/26): Loss 0.2206, Sem 0.2206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.518e-01 Score 92.941 Data time: 0.2332, Forward time: 2.2626, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.5729 [2020-11-16 06:51:10,216][root][INFO] - ===> Epoch[359](9398/26): Loss 0.1826, Sem 0.1826, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.518e-01 Score 93.961 Data time: 0.2009, Forward time: 2.2627, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.4454 [2020-11-16 06:51:16,139][root][INFO] - ===> Epoch[359](9399/26): Loss 0.2074, Sem 0.2074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.518e-01 Score 92.995 Data time: 0.2436, Forward time: 2.2629, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.8072 [2020-11-16 06:51:22,082][root][INFO] - ===> Epoch[359](9400/26): Loss 0.1648, Sem 0.1648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.517e-01 Score 94.616 Data time: 0.1280, Forward time: 2.2627, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.8263 [2020-11-16 06:51:27,881][root][INFO] - ===> Epoch[359](9401/26): Loss 0.1646, Sem 0.1646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.517e-01 Score 94.690 Data time: 0.1978, Forward time: 2.2626, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.7207 [2020-11-16 06:51:33,993][root][INFO] - ===> Epoch[359](9402/26): Loss 0.1845, Sem 0.1845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.517e-01 Score 94.311 Data time: 0.3096, Forward time: 2.2629, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.0296 [2020-11-16 06:51:39,704][root][INFO] - ===> Epoch[359](9403/26): Loss 0.1686, Sem 0.1686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.516e-01 Score 94.624 Data time: 0.2635, Forward time: 2.2631, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.6026 [2020-11-16 06:51:45,000][root][INFO] - ===> Epoch[359](9404/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.516e-01 Score 94.755 Data time: 0.2454, Forward time: 2.2632, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.1821 [2020-11-16 06:51:50,057][root][INFO] - ===> Epoch[359](9405/26): Loss 0.1898, Sem 0.1898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.515e-01 Score 94.020 Data time: 0.1563, Forward time: 2.2631, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 4.9431 [2020-11-16 06:51:55,579][root][INFO] - ===> Epoch[359](9406/26): Loss 0.1610, Sem 0.1610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.515e-01 Score 94.945 Data time: 0.1860, Forward time: 2.2630, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.4609 [2020-11-16 06:52:01,838][root][INFO] - ===> Epoch[360](9407/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.515e-01 Score 95.045 Data time: 0.1650, Forward time: 2.2630, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.1833 [2020-11-16 06:52:07,639][root][INFO] - ===> Epoch[360](9408/26): Loss 0.2486, Sem 0.2486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.514e-01 Score 91.931 Data time: 0.2395, Forward time: 2.2630, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.7200 [2020-11-16 06:52:14,147][root][INFO] - ===> Epoch[360](9409/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.514e-01 Score 94.081 Data time: 0.3500, Forward time: 2.2633, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 6.4006 [2020-11-16 06:52:19,422][root][INFO] - ===> Epoch[360](9410/26): Loss 0.1880, Sem 0.1880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.513e-01 Score 93.833 Data time: 0.1815, Forward time: 2.2633, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.1472 [2020-11-16 06:52:25,766][root][INFO] - ===> Epoch[360](9411/26): Loss 0.1795, Sem 0.1795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.513e-01 Score 94.054 Data time: 0.3529, Forward time: 2.2636, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.2534 [2020-11-16 06:52:32,384][root][INFO] - ===> Epoch[360](9412/26): Loss 0.2125, Sem 0.2125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.513e-01 Score 92.881 Data time: 0.1928, Forward time: 2.2636, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 6.5060 [2020-11-16 06:52:38,204][root][INFO] - ===> Epoch[360](9413/26): Loss 0.1941, Sem 0.1941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.512e-01 Score 93.782 Data time: 0.1900, Forward time: 2.2634, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.7259 [2020-11-16 06:52:43,372][root][INFO] - ===> Epoch[360](9414/26): Loss 0.2063, Sem 0.2063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.512e-01 Score 93.042 Data time: 0.2689, Forward time: 2.2636, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.0851 [2020-11-16 06:52:48,529][root][INFO] - ===> Epoch[360](9415/26): Loss 0.1739, Sem 0.1739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.512e-01 Score 94.599 Data time: 0.2192, Forward time: 2.2636, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.0445 [2020-11-16 06:52:55,311][root][INFO] - ===> Epoch[360](9416/26): Loss 0.1913, Sem 0.1913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.511e-01 Score 93.790 Data time: 0.2257, Forward time: 2.2637, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 6.6729 [2020-11-16 06:53:00,117][root][INFO] - ===> Epoch[360](9417/26): Loss 0.1986, Sem 0.1986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.511e-01 Score 93.402 Data time: 0.1543, Forward time: 2.2636, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 4.6976 [2020-11-16 06:53:05,350][root][INFO] - ===> Epoch[360](9418/26): Loss 0.1661, Sem 0.1661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.510e-01 Score 94.553 Data time: 0.2390, Forward time: 2.2635, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.1511 [2020-11-16 06:53:11,352][root][INFO] - ===> Epoch[360](9419/26): Loss 0.1953, Sem 0.1953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.510e-01 Score 93.476 Data time: 0.2670, Forward time: 2.2637, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.8889 [2020-11-16 06:53:16,214][root][INFO] - ===> Epoch[360](9420/26): Loss 0.1997, Sem 0.1997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.510e-01 Score 93.582 Data time: 0.1787, Forward time: 2.2636, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 4.7449 [2020-11-16 06:53:21,523][root][INFO] - ===> Epoch[360](9421/26): Loss 0.1694, Sem 0.1694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.509e-01 Score 94.442 Data time: 0.2299, Forward time: 2.2637, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.2251 [2020-11-16 06:53:26,893][root][INFO] - ===> Epoch[360](9422/26): Loss 0.1917, Sem 0.1917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.509e-01 Score 94.214 Data time: 0.2573, Forward time: 2.2639, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.2542 [2020-11-16 06:53:34,073][root][INFO] - ===> Epoch[360](9423/26): Loss 0.1752, Sem 0.1752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.509e-01 Score 94.475 Data time: 0.1831, Forward time: 2.2638, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 7.0549 [2020-11-16 06:53:40,699][root][INFO] - ===> Epoch[360](9424/26): Loss 0.1728, Sem 0.1728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.508e-01 Score 94.421 Data time: 0.2170, Forward time: 2.2638, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.5552 [2020-11-16 06:53:46,684][root][INFO] - ===> Epoch[360](9425/26): Loss 0.1893, Sem 0.1893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.508e-01 Score 93.526 Data time: 0.2563, Forward time: 2.2640, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.8668 [2020-11-16 06:53:51,792][root][INFO] - ===> Epoch[360](9426/26): Loss 0.1605, Sem 0.1605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.507e-01 Score 94.632 Data time: 0.2283, Forward time: 2.2641, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 4.9870 [2020-11-16 06:53:57,630][root][INFO] - ===> Epoch[360](9427/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.507e-01 Score 93.762 Data time: 0.2748, Forward time: 2.2643, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.7117 [2020-11-16 06:54:02,800][root][INFO] - ===> Epoch[360](9428/26): Loss 0.1880, Sem 0.1880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.507e-01 Score 94.061 Data time: 0.2386, Forward time: 2.2644, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.0343 [2020-11-16 06:54:10,310][root][INFO] - ===> Epoch[360](9429/26): Loss 0.1896, Sem 0.1896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.506e-01 Score 93.747 Data time: 0.1614, Forward time: 2.2642, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 7.3956 [2020-11-16 06:54:16,229][root][INFO] - ===> Epoch[360](9430/26): Loss 0.1974, Sem 0.1974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.506e-01 Score 94.135 Data time: 0.2310, Forward time: 2.2643, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.8603 [2020-11-16 06:54:22,092][root][INFO] - ===> Epoch[360](9431/26): Loss 0.1801, Sem 0.1801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.505e-01 Score 94.180 Data time: 0.2271, Forward time: 2.2645, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.7391 [2020-11-16 06:54:27,392][root][INFO] - ===> Epoch[360](9432/26): Loss 0.1710, Sem 0.1710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.505e-01 Score 94.319 Data time: 0.2037, Forward time: 2.2645, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.1960 [2020-11-16 06:54:33,792][root][INFO] - ===> Epoch[361](9433/26): Loss 0.1761, Sem 0.1761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.505e-01 Score 94.260 Data time: 0.2152, Forward time: 2.2645, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 6.2824 [2020-11-16 06:54:38,691][root][INFO] - ===> Epoch[361](9434/26): Loss 0.2092, Sem 0.2092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.504e-01 Score 93.075 Data time: 0.2011, Forward time: 2.2645, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 4.7855 [2020-11-16 06:54:44,163][root][INFO] - ===> Epoch[361](9435/26): Loss 0.1942, Sem 0.1942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.504e-01 Score 93.863 Data time: 0.2446, Forward time: 2.2647, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.3705 [2020-11-16 06:54:49,015][root][INFO] - ===> Epoch[361](9436/26): Loss 0.1781, Sem 0.1781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.504e-01 Score 94.071 Data time: 0.2340, Forward time: 2.2647, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 4.7342 [2020-11-16 06:54:54,255][root][INFO] - ===> Epoch[361](9437/26): Loss 0.1773, Sem 0.1773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.503e-01 Score 94.188 Data time: 0.1834, Forward time: 2.2647, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.1407 [2020-11-16 06:54:59,336][root][INFO] - ===> Epoch[361](9438/26): Loss 0.1835, Sem 0.1835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.503e-01 Score 94.062 Data time: 0.2016, Forward time: 2.2647, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 4.9573 [2020-11-16 06:55:05,769][root][INFO] - ===> Epoch[361](9439/26): Loss 0.1545, Sem 0.1545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.502e-01 Score 95.268 Data time: 0.2364, Forward time: 2.2647, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 6.3117 [2020-11-16 06:55:11,641][root][INFO] - ===> Epoch[361](9440/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.502e-01 Score 94.537 Data time: 0.1727, Forward time: 2.2646, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.7700 [2020-11-16 06:55:16,616][root][INFO] - ===> Epoch[361](9441/26): Loss 0.1669, Sem 0.1669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.502e-01 Score 94.638 Data time: 0.1921, Forward time: 2.2645, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 4.8971 [2020-11-16 06:55:21,906][root][INFO] - ===> Epoch[361](9442/26): Loss 0.1902, Sem 0.1902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.501e-01 Score 93.622 Data time: 0.2691, Forward time: 2.2647, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 5.2087 [2020-11-16 06:55:28,532][root][INFO] - ===> Epoch[361](9443/26): Loss 0.1657, Sem 0.1657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.501e-01 Score 94.837 Data time: 0.2284, Forward time: 2.2648, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 6.5163 [2020-11-16 06:55:34,730][root][INFO] - ===> Epoch[361](9444/26): Loss 0.1618, Sem 0.1618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.500e-01 Score 94.951 Data time: 0.1981, Forward time: 2.2648, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 6.0919 [2020-11-16 06:55:40,088][root][INFO] - ===> Epoch[361](9445/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.500e-01 Score 94.070 Data time: 0.2139, Forward time: 2.2648, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 5.2504 [2020-11-16 06:55:45,698][root][INFO] - ===> Epoch[361](9446/26): Loss 0.2446, Sem 0.2446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.500e-01 Score 93.147 Data time: 0.2604, Forward time: 2.2650, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 5.5059 [2020-11-16 06:55:52,437][root][INFO] - ===> Epoch[361](9447/26): Loss 0.2219, Sem 0.2219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.499e-01 Score 93.187 Data time: 0.1667, Forward time: 2.2649, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 6.6365 [2020-11-16 06:55:57,866][root][INFO] - ===> Epoch[361](9448/26): Loss 0.1763, Sem 0.1763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.499e-01 Score 94.036 Data time: 0.1903, Forward time: 2.2649, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.3327 [2020-11-16 06:56:04,170][root][INFO] - ===> Epoch[361](9449/26): Loss 0.2009, Sem 0.2009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.499e-01 Score 93.683 Data time: 0.1624, Forward time: 2.2647, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 6.2306 [2020-11-16 06:56:09,950][root][INFO] - ===> Epoch[361](9450/26): Loss 0.1720, Sem 0.1720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.498e-01 Score 94.592 Data time: 0.1981, Forward time: 2.2647, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.7206 [2020-11-16 06:56:15,194][root][INFO] - ===> Epoch[361](9451/26): Loss 0.1634, Sem 0.1634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.498e-01 Score 94.793 Data time: 0.1704, Forward time: 2.2646, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.1543 [2020-11-16 06:56:20,087][root][INFO] - ===> Epoch[361](9452/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.497e-01 Score 93.896 Data time: 0.2015, Forward time: 2.2646, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 4.8181 [2020-11-16 06:56:26,050][root][INFO] - ===> Epoch[361](9453/26): Loss 0.1639, Sem 0.1639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.497e-01 Score 94.609 Data time: 0.2659, Forward time: 2.2647, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.8878 [2020-11-16 06:56:30,851][root][INFO] - ===> Epoch[361](9454/26): Loss 0.1827, Sem 0.1827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.497e-01 Score 94.086 Data time: 0.1994, Forward time: 2.2647, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 4.7022 [2020-11-16 06:56:36,344][root][INFO] - ===> Epoch[361](9455/26): Loss 0.1675, Sem 0.1675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.496e-01 Score 94.470 Data time: 0.1844, Forward time: 2.2646, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.4075 [2020-11-16 06:56:42,905][root][INFO] - ===> Epoch[361](9456/26): Loss 0.1888, Sem 0.1888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.496e-01 Score 94.271 Data time: 0.2812, Forward time: 2.2649, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 6.4921 [2020-11-16 06:56:48,347][root][INFO] - ===> Epoch[361](9457/26): Loss 0.1641, Sem 0.1641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.495e-01 Score 94.539 Data time: 0.1674, Forward time: 2.2648, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.3206 [2020-11-16 06:56:54,230][root][INFO] - ===> Epoch[361](9458/26): Loss 0.2081, Sem 0.2081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.495e-01 Score 93.148 Data time: 0.2295, Forward time: 2.2648, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.7933 [2020-11-16 06:56:59,993][root][INFO] - ===> Epoch[362](9459/26): Loss 0.1838, Sem 0.1838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.495e-01 Score 94.279 Data time: 0.1771, Forward time: 2.2648, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.6465 [2020-11-16 06:57:05,207][root][INFO] - ===> Epoch[362](9460/26): Loss 0.1868, Sem 0.1868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.494e-01 Score 94.031 Data time: 0.2117, Forward time: 2.2647, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.1267 [2020-11-16 06:57:10,438][root][INFO] - ===> Epoch[362](9461/26): Loss 0.2170, Sem 0.2170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.494e-01 Score 93.184 Data time: 0.1702, Forward time: 2.2647, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.1436 [2020-11-16 06:57:15,662][root][INFO] - ===> Epoch[362](9462/26): Loss 0.1727, Sem 0.1727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.494e-01 Score 94.433 Data time: 0.1454, Forward time: 2.2645, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.1463 [2020-11-16 06:57:21,284][root][INFO] - ===> Epoch[362](9463/26): Loss 0.1785, Sem 0.1785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.493e-01 Score 94.015 Data time: 0.2025, Forward time: 2.2645, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.5433 [2020-11-16 06:57:26,655][root][INFO] - ===> Epoch[362](9464/26): Loss 0.1849, Sem 0.1849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.493e-01 Score 94.177 Data time: 0.2462, Forward time: 2.2646, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 5.2704 [2020-11-16 06:57:32,193][root][INFO] - ===> Epoch[362](9465/26): Loss 0.1521, Sem 0.1521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.492e-01 Score 95.134 Data time: 0.2327, Forward time: 2.2647, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 5.4239 [2020-11-16 06:57:37,653][root][INFO] - ===> Epoch[362](9466/26): Loss 0.1570, Sem 0.1570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.492e-01 Score 94.643 Data time: 0.2557, Forward time: 2.2649, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.3509 [2020-11-16 06:57:42,275][root][INFO] - ===> Epoch[362](9467/26): Loss 0.1642, Sem 0.1642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.492e-01 Score 94.519 Data time: 0.2072, Forward time: 2.2649, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 4.5195 [2020-11-16 06:57:48,014][root][INFO] - ===> Epoch[362](9468/26): Loss 0.1924, Sem 0.1924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.491e-01 Score 93.568 Data time: 0.1684, Forward time: 2.2648, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 5.6530 [2020-11-16 06:57:53,264][root][INFO] - ===> Epoch[362](9469/26): Loss 0.1402, Sem 0.1402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.491e-01 Score 95.110 Data time: 0.1796, Forward time: 2.2647, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 5.1581 [2020-11-16 06:57:58,146][root][INFO] - ===> Epoch[362](9470/26): Loss 0.1755, Sem 0.1755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.490e-01 Score 94.735 Data time: 0.1743, Forward time: 2.2647, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 4.7918 [2020-11-16 06:58:04,681][root][INFO] - ===> Epoch[362](9471/26): Loss 0.1796, Sem 0.1796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.490e-01 Score 94.124 Data time: 0.1242, Forward time: 2.2645, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 6.4391 [2020-11-16 06:58:11,030][root][INFO] - ===> Epoch[362](9472/26): Loss 0.1665, Sem 0.1665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.490e-01 Score 94.520 Data time: 0.2054, Forward time: 2.2644, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 6.2901 [2020-11-16 06:58:17,114][root][INFO] - ===> Epoch[362](9473/26): Loss 0.1813, Sem 0.1813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.489e-01 Score 93.799 Data time: 0.2969, Forward time: 2.2647, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 5.9888 [2020-11-16 06:58:23,059][root][INFO] - ===> Epoch[362](9474/26): Loss 0.1814, Sem 0.1814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.489e-01 Score 94.007 Data time: 0.1768, Forward time: 2.2646, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 5.8102 [2020-11-16 06:58:29,194][root][INFO] - ===> Epoch[362](9475/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.489e-01 Score 93.838 Data time: 0.3383, Forward time: 2.2649, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 6.0526 [2020-11-16 06:58:34,641][root][INFO] - ===> Epoch[362](9476/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.488e-01 Score 94.753 Data time: 0.2008, Forward time: 2.2649, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 5.3247 [2020-11-16 06:58:40,643][root][INFO] - ===> Epoch[362](9477/26): Loss 0.2041, Sem 0.2041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.488e-01 Score 93.282 Data time: 0.2312, Forward time: 2.2649, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 5.9125 [2020-11-16 06:58:46,005][root][INFO] - ===> Epoch[362](9478/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.487e-01 Score 93.288 Data time: 0.2333, Forward time: 2.2650, Backward time: 3.0389, DDP time: 0.0047, Total iter time: 5.2710 [2020-11-16 06:58:51,301][root][INFO] - ===> Epoch[362](9479/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.487e-01 Score 93.740 Data time: 0.1903, Forward time: 2.2649, Backward time: 3.0389, DDP time: 0.0047, Total iter time: 5.2032 [2020-11-16 06:58:57,868][root][INFO] - ===> Epoch[362](9480/26): Loss 0.2082, Sem 0.2082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.487e-01 Score 93.607 Data time: 0.2398, Forward time: 2.2650, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 6.4976 [2020-11-16 06:59:04,035][root][INFO] - ===> Epoch[362](9481/26): Loss 0.1978, Sem 0.1978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.486e-01 Score 93.372 Data time: 0.1998, Forward time: 2.2651, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 6.0604 [2020-11-16 06:59:11,040][root][INFO] - ===> Epoch[362](9482/26): Loss 0.2120, Sem 0.2120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.486e-01 Score 93.245 Data time: 0.1843, Forward time: 2.2650, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 6.9152 [2020-11-16 06:59:16,703][root][INFO] - ===> Epoch[362](9483/26): Loss 0.1583, Sem 0.1583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.485e-01 Score 94.909 Data time: 0.1421, Forward time: 2.2648, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.6019 [2020-11-16 06:59:21,725][root][INFO] - ===> Epoch[362](9484/26): Loss 0.1912, Sem 0.1912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.485e-01 Score 94.517 Data time: 0.2212, Forward time: 2.2649, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 4.9726 [2020-11-16 06:59:26,900][root][INFO] - ===> Epoch[363](9485/26): Loss 0.2291, Sem 0.2291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.485e-01 Score 92.988 Data time: 0.2094, Forward time: 2.2649, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 5.0754 [2020-11-16 06:59:33,825][root][INFO] - ===> Epoch[363](9486/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.484e-01 Score 94.601 Data time: 0.1994, Forward time: 2.2649, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 6.8267 [2020-11-16 06:59:39,949][root][INFO] - ===> Epoch[363](9487/26): Loss 0.2302, Sem 0.2302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.484e-01 Score 92.587 Data time: 0.2283, Forward time: 2.2649, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 6.0336 [2020-11-16 06:59:44,898][root][INFO] - ===> Epoch[363](9488/26): Loss 0.1863, Sem 0.1863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.484e-01 Score 94.119 Data time: 0.1957, Forward time: 2.2649, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 4.8524 [2020-11-16 06:59:51,183][root][INFO] - ===> Epoch[363](9489/26): Loss 0.1936, Sem 0.1936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.483e-01 Score 93.959 Data time: 0.1731, Forward time: 2.2648, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 6.2031 [2020-11-16 06:59:56,654][root][INFO] - ===> Epoch[363](9490/26): Loss 0.1885, Sem 0.1885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.483e-01 Score 94.002 Data time: 0.2076, Forward time: 2.2648, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.3916 [2020-11-16 07:00:01,735][root][INFO] - ===> Epoch[363](9491/26): Loss 0.1754, Sem 0.1754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.482e-01 Score 94.283 Data time: 0.1868, Forward time: 2.2648, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 4.9808 [2020-11-16 07:00:07,295][root][INFO] - ===> Epoch[363](9492/26): Loss 0.2132, Sem 0.2132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.482e-01 Score 93.134 Data time: 0.1991, Forward time: 2.2648, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.4588 [2020-11-16 07:00:12,060][root][INFO] - ===> Epoch[363](9493/26): Loss 0.1756, Sem 0.1756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.482e-01 Score 94.515 Data time: 0.1520, Forward time: 2.2647, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 4.6668 [2020-11-16 07:00:17,664][root][INFO] - ===> Epoch[363](9494/26): Loss 0.1857, Sem 0.1857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.481e-01 Score 93.977 Data time: 0.1613, Forward time: 2.2646, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.5294 [2020-11-16 07:00:23,456][root][INFO] - ===> Epoch[363](9495/26): Loss 0.1819, Sem 0.1819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.481e-01 Score 94.000 Data time: 0.1618, Forward time: 2.2644, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.7134 [2020-11-16 07:00:29,102][root][INFO] - ===> Epoch[363](9496/26): Loss 0.1861, Sem 0.1861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.480e-01 Score 94.035 Data time: 0.2187, Forward time: 2.2644, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.5615 [2020-11-16 07:00:34,324][root][INFO] - ===> Epoch[363](9497/26): Loss 0.1787, Sem 0.1787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.480e-01 Score 94.238 Data time: 0.2271, Forward time: 2.2644, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.1150 [2020-11-16 07:00:39,790][root][INFO] - ===> Epoch[363](9498/26): Loss 0.2064, Sem 0.2064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.480e-01 Score 93.382 Data time: 0.2104, Forward time: 2.2644, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.3594 [2020-11-16 07:00:45,757][root][INFO] - ===> Epoch[363](9499/26): Loss 0.1822, Sem 0.1822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.479e-01 Score 93.761 Data time: 0.2169, Forward time: 2.2645, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.8673 [2020-11-16 07:00:51,384][root][INFO] - ===> Epoch[363](9500/26): Loss 0.2000, Sem 0.2000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.479e-01 Score 93.072 Data time: 0.1846, Forward time: 2.2645, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.5269 [2020-11-16 07:00:52,093][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 07:00:52,220][root][INFO] - ===> Start testing [2020-11-16 07:02:10,527][root][INFO] - 101/312: Data time: 0.0048, Iter time: 0.7176 Loss 0.432 (AVG: 0.471) Score 89.176 (AVG: 88.466) mIOU 67.647 mAP 75.249 mAcc 77.287 IOU: 82.432 96.150 59.550 80.157 91.746 78.974 71.687 59.164 57.400 78.122 28.464 47.128 61.537 59.404 58.858 60.322 94.945 57.611 82.034 47.250 mAP: 78.394 97.407 70.578 78.691 91.135 83.578 77.139 72.265 69.802 63.449 57.995 59.785 61.340 71.468 59.843 84.627 97.381 90.942 79.234 59.932 mAcc: 94.247 98.460 79.825 85.149 96.172 85.861 85.089 72.492 64.531 88.000 32.918 80.563 84.160 60.947 59.421 65.330 97.867 67.140 94.750 52.809 [2020-11-16 07:03:30,721][root][INFO] - 201/312: Data time: 0.0069, Iter time: 0.3011 Loss 0.355 (AVG: 0.496) Score 90.487 (AVG: 87.872) mIOU 67.409 mAP 74.205 mAcc 77.688 IOU: 82.306 96.338 58.064 82.457 89.732 78.971 69.063 58.482 55.971 77.462 25.646 58.191 60.558 60.105 50.068 62.821 93.319 60.727 80.310 47.600 mAP: 79.049 97.099 63.883 81.816 91.241 82.011 70.312 69.123 66.230 64.629 57.163 63.295 60.673 73.655 55.663 83.090 97.073 87.133 79.688 61.284 mAcc: 94.045 98.508 77.459 86.471 94.538 88.470 83.829 71.755 64.779 88.915 29.074 88.192 83.316 62.060 51.238 70.920 97.888 77.320 93.424 51.550 [2020-11-16 07:04:43,170][root][INFO] - 301/312: Data time: 0.0052, Iter time: 0.3297 Loss 0.653 (AVG: 0.494) Score 81.943 (AVG: 87.794) mIOU 67.023 mAP 73.941 mAcc 77.335 IOU: 82.515 96.252 55.743 79.245 89.014 80.550 68.514 58.624 56.263 76.812 28.052 53.887 60.343 64.120 41.846 63.351 92.878 61.525 83.298 47.621 mAP: 79.066 97.326 63.261 73.243 89.961 83.200 71.398 69.991 67.022 66.688 56.342 58.975 62.028 77.101 51.723 82.435 97.272 87.411 83.403 60.966 mAcc: 93.841 98.453 76.797 82.662 93.764 90.191 83.851 72.162 65.934 88.513 32.877 80.906 82.316 66.183 42.593 71.644 97.926 79.081 94.727 52.288 [2020-11-16 07:04:53,674][root][INFO] - 312/312: Data time: 0.0023, Iter time: 0.5283 Loss 0.799 (AVG: 0.487) Score 80.864 (AVG: 87.911) mIOU 67.366 mAP 74.238 mAcc 77.593 IOU: 82.594 96.299 57.325 79.225 88.567 79.769 69.039 58.585 56.339 76.486 27.926 56.821 60.993 64.120 43.078 63.351 92.891 62.282 83.264 48.366 mAP: 79.242 97.399 64.034 73.553 89.971 83.550 71.488 69.755 67.158 66.688 56.180 60.129 63.110 77.101 54.153 82.435 97.287 86.607 83.403 61.521 mAcc: 93.827 98.466 77.506 82.816 93.271 90.419 83.907 72.425 66.004 88.513 32.334 82.402 82.765 66.183 44.103 71.644 97.970 79.355 94.727 53.223 [2020-11-16 07:04:53,675][root][INFO] - Finished test. Elapsed time: 241.4534 [2020-11-16 07:04:53,793][root][INFO] - Current best mIoU: 68.960 at iter 8500 [2020-11-16 07:04:57,617][root][INFO] - ===> Epoch[363](9501/26): Loss 0.1923, Sem 0.1923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.479e-01 Score 93.938 Data time: 0.1357, Forward time: 2.2643, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 3.8176 [2020-11-16 07:05:03,438][root][INFO] - ===> Epoch[363](9502/26): Loss 0.2120, Sem 0.2120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.478e-01 Score 93.324 Data time: 0.2273, Forward time: 2.2644, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 5.7482 [2020-11-16 07:05:08,708][root][INFO] - ===> Epoch[363](9503/26): Loss 0.1747, Sem 0.1747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.478e-01 Score 94.828 Data time: 0.1669, Forward time: 2.2643, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 5.1557 [2020-11-16 07:05:13,900][root][INFO] - ===> Epoch[363](9504/26): Loss 0.1900, Sem 0.1900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.477e-01 Score 93.499 Data time: 0.2216, Forward time: 2.2644, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.1061 [2020-11-16 07:05:21,127][root][INFO] - ===> Epoch[363](9505/26): Loss 0.1724, Sem 0.1724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.477e-01 Score 94.195 Data time: 0.2743, Forward time: 2.2646, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 7.1323 [2020-11-16 07:05:27,227][root][INFO] - ===> Epoch[363](9506/26): Loss 0.1752, Sem 0.1752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.477e-01 Score 94.425 Data time: 0.2134, Forward time: 2.2646, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 5.9645 [2020-11-16 07:05:32,356][root][INFO] - ===> Epoch[363](9507/26): Loss 0.2015, Sem 0.2015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.476e-01 Score 94.279 Data time: 0.2446, Forward time: 2.2647, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.0283 [2020-11-16 07:05:38,145][root][INFO] - ===> Epoch[363](9508/26): Loss 0.1694, Sem 0.1694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.476e-01 Score 94.455 Data time: 0.2261, Forward time: 2.2649, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.6895 [2020-11-16 07:05:43,705][root][INFO] - ===> Epoch[363](9509/26): Loss 0.2132, Sem 0.2132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.475e-01 Score 93.210 Data time: 0.1849, Forward time: 2.2648, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.4664 [2020-11-16 07:05:49,241][root][INFO] - ===> Epoch[363](9510/26): Loss 0.2094, Sem 0.2094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.475e-01 Score 93.604 Data time: 0.1937, Forward time: 2.2648, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.4286 [2020-11-16 07:05:55,453][root][INFO] - ===> Epoch[364](9511/26): Loss 0.2276, Sem 0.2276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.475e-01 Score 92.754 Data time: 0.2650, Forward time: 2.2648, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 6.1185 [2020-11-16 07:06:03,703][root][INFO] - ===> Epoch[364](9512/26): Loss 0.2172, Sem 0.2172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.474e-01 Score 93.147 Data time: 0.2403, Forward time: 2.2649, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 8.1459 [2020-11-16 07:06:08,865][root][INFO] - ===> Epoch[364](9513/26): Loss 0.2310, Sem 0.2310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.474e-01 Score 92.599 Data time: 0.1541, Forward time: 2.2648, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.0356 [2020-11-16 07:06:13,676][root][INFO] - ===> Epoch[364](9514/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.474e-01 Score 94.044 Data time: 0.2016, Forward time: 2.2647, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 4.7194 [2020-11-16 07:06:19,223][root][INFO] - ===> Epoch[364](9515/26): Loss 0.1871, Sem 0.1871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.473e-01 Score 94.599 Data time: 0.2569, Forward time: 2.2649, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 5.4563 [2020-11-16 07:06:24,832][root][INFO] - ===> Epoch[364](9516/26): Loss 0.2639, Sem 0.2639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.473e-01 Score 92.349 Data time: 0.2431, Forward time: 2.2651, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.4673 [2020-11-16 07:06:31,035][root][INFO] - ===> Epoch[364](9517/26): Loss 0.2660, Sem 0.2660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.472e-01 Score 91.900 Data time: 0.1629, Forward time: 2.2650, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 6.1004 [2020-11-16 07:06:36,303][root][INFO] - ===> Epoch[364](9518/26): Loss 0.2092, Sem 0.2092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.472e-01 Score 93.100 Data time: 0.1846, Forward time: 2.2649, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 5.1468 [2020-11-16 07:06:42,607][root][INFO] - ===> Epoch[364](9519/26): Loss 0.2391, Sem 0.2391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.472e-01 Score 92.567 Data time: 0.2699, Forward time: 2.2651, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 6.2164 [2020-11-16 07:06:47,334][root][INFO] - ===> Epoch[364](9520/26): Loss 0.2145, Sem 0.2145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.471e-01 Score 93.291 Data time: 0.1814, Forward time: 2.2650, Backward time: 3.0389, DDP time: 0.0047, Total iter time: 4.5995 [2020-11-16 07:06:53,144][root][INFO] - ===> Epoch[364](9521/26): Loss 0.2422, Sem 0.2422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.471e-01 Score 92.496 Data time: 0.2688, Forward time: 2.2652, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 5.7190 [2020-11-16 07:06:58,556][root][INFO] - ===> Epoch[364](9522/26): Loss 0.2105, Sem 0.2105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.471e-01 Score 93.295 Data time: 0.2565, Forward time: 2.2654, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 5.2850 [2020-11-16 07:07:03,991][root][INFO] - ===> Epoch[364](9523/26): Loss 0.2263, Sem 0.2263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.470e-01 Score 92.868 Data time: 0.2600, Forward time: 2.2655, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 5.3177 [2020-11-16 07:07:09,581][root][INFO] - ===> Epoch[364](9524/26): Loss 0.2179, Sem 0.2179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.470e-01 Score 92.882 Data time: 0.2407, Forward time: 2.2656, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 5.4834 [2020-11-16 07:07:16,312][root][INFO] - ===> Epoch[364](9525/26): Loss 0.2159, Sem 0.2159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.469e-01 Score 92.858 Data time: 0.3436, Forward time: 2.2659, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 6.6417 [2020-11-16 07:07:21,199][root][INFO] - ===> Epoch[364](9526/26): Loss 0.2393, Sem 0.2393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.469e-01 Score 92.031 Data time: 0.2401, Forward time: 2.2659, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 4.7342 [2020-11-16 07:07:26,578][root][INFO] - ===> Epoch[364](9527/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.469e-01 Score 93.427 Data time: 0.2555, Forward time: 2.2660, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 5.2688 [2020-11-16 07:07:33,172][root][INFO] - ===> Epoch[364](9528/26): Loss 0.1832, Sem 0.1832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.468e-01 Score 93.957 Data time: 0.2305, Forward time: 2.2661, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 6.4820 [2020-11-16 07:07:39,754][root][INFO] - ===> Epoch[364](9529/26): Loss 0.2056, Sem 0.2056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.468e-01 Score 93.256 Data time: 0.2427, Forward time: 2.2662, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 6.4577 [2020-11-16 07:07:45,430][root][INFO] - ===> Epoch[364](9530/26): Loss 0.1700, Sem 0.1700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.467e-01 Score 94.165 Data time: 0.2617, Forward time: 2.2664, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 5.5605 [2020-11-16 07:07:51,248][root][INFO] - ===> Epoch[364](9531/26): Loss 0.1992, Sem 0.1992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.467e-01 Score 93.625 Data time: 0.2743, Forward time: 2.2666, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 5.7124 [2020-11-16 07:07:56,495][root][INFO] - ===> Epoch[364](9532/26): Loss 0.1953, Sem 0.1953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.467e-01 Score 93.447 Data time: 0.2328, Forward time: 2.2668, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.1285 [2020-11-16 07:08:02,415][root][INFO] - ===> Epoch[364](9533/26): Loss 0.2379, Sem 0.2379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.466e-01 Score 92.256 Data time: 0.1842, Forward time: 2.2668, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.8172 [2020-11-16 07:08:09,026][root][INFO] - ===> Epoch[364](9534/26): Loss 0.2061, Sem 0.2061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.466e-01 Score 93.690 Data time: 0.1951, Forward time: 2.2667, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 6.5075 [2020-11-16 07:08:13,391][root][INFO] - ===> Epoch[364](9535/26): Loss 0.2008, Sem 0.2008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.466e-01 Score 93.651 Data time: 0.1680, Forward time: 2.2666, Backward time: 3.0375, DDP time: 0.0047, Total iter time: 4.2902 [2020-11-16 07:08:19,501][root][INFO] - ===> Epoch[364](9536/26): Loss 0.2142, Sem 0.2142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.465e-01 Score 93.044 Data time: 0.2663, Forward time: 2.2668, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 6.0165 [2020-11-16 07:08:23,836][root][INFO] - ===> Epoch[365](9537/26): Loss 0.2247, Sem 0.2247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.465e-01 Score 92.776 Data time: 0.1472, Forward time: 2.2667, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 4.2222 [2020-11-16 07:08:30,140][root][INFO] - ===> Epoch[365](9538/26): Loss 0.1756, Sem 0.1756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.464e-01 Score 94.141 Data time: 0.2299, Forward time: 2.2667, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 6.2000 [2020-11-16 07:08:35,127][root][INFO] - ===> Epoch[365](9539/26): Loss 0.2722, Sem 0.2722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.464e-01 Score 91.801 Data time: 0.1821, Forward time: 2.2667, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 4.8858 [2020-11-16 07:08:40,757][root][INFO] - ===> Epoch[365](9540/26): Loss 0.2146, Sem 0.2146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.464e-01 Score 93.180 Data time: 0.1933, Forward time: 2.2666, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 5.5274 [2020-11-16 07:08:46,182][root][INFO] - ===> Epoch[365](9541/26): Loss 0.1912, Sem 0.1912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.463e-01 Score 94.149 Data time: 0.2737, Forward time: 2.2668, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 5.3238 [2020-11-16 07:08:51,411][root][INFO] - ===> Epoch[365](9542/26): Loss 0.2435, Sem 0.2435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.463e-01 Score 92.296 Data time: 0.1409, Forward time: 2.2666, Backward time: 3.0370, DDP time: 0.0047, Total iter time: 5.1208 [2020-11-16 07:08:57,246][root][INFO] - ===> Epoch[365](9543/26): Loss 0.2282, Sem 0.2282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.462e-01 Score 92.892 Data time: 0.2136, Forward time: 2.2666, Backward time: 3.0370, DDP time: 0.0047, Total iter time: 5.7513 [2020-11-16 07:09:03,036][root][INFO] - ===> Epoch[365](9544/26): Loss 0.2578, Sem 0.2578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.462e-01 Score 92.304 Data time: 0.1839, Forward time: 2.2665, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.6882 [2020-11-16 07:09:08,156][root][INFO] - ===> Epoch[365](9545/26): Loss 0.2482, Sem 0.2482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.462e-01 Score 91.704 Data time: 0.2039, Forward time: 2.2666, Backward time: 3.0370, DDP time: 0.0047, Total iter time: 5.0381 [2020-11-16 07:09:13,165][root][INFO] - ===> Epoch[365](9546/26): Loss 0.1904, Sem 0.1904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.461e-01 Score 93.983 Data time: 0.2126, Forward time: 2.2666, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 4.8925 [2020-11-16 07:09:18,474][root][INFO] - ===> Epoch[365](9547/26): Loss 0.2545, Sem 0.2545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.461e-01 Score 91.701 Data time: 0.2136, Forward time: 2.2667, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 5.2035 [2020-11-16 07:09:24,685][root][INFO] - ===> Epoch[365](9548/26): Loss 0.2165, Sem 0.2165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.461e-01 Score 92.798 Data time: 0.2549, Forward time: 2.2669, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 6.1050 [2020-11-16 07:09:30,437][root][INFO] - ===> Epoch[365](9549/26): Loss 0.2254, Sem 0.2254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.460e-01 Score 92.646 Data time: 0.1676, Forward time: 2.2668, Backward time: 3.0366, DDP time: 0.0047, Total iter time: 5.6445 [2020-11-16 07:09:36,188][root][INFO] - ===> Epoch[365](9550/26): Loss 0.1861, Sem 0.1861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.460e-01 Score 94.024 Data time: 0.2045, Forward time: 2.2669, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 5.6589 [2020-11-16 07:09:41,566][root][INFO] - ===> Epoch[365](9551/26): Loss 0.1921, Sem 0.1921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.459e-01 Score 94.007 Data time: 0.1807, Forward time: 2.2668, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 5.2783 [2020-11-16 07:09:46,772][root][INFO] - ===> Epoch[365](9552/26): Loss 0.1974, Sem 0.1974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.459e-01 Score 93.506 Data time: 0.2414, Forward time: 2.2669, Backward time: 3.0363, DDP time: 0.0047, Total iter time: 5.0932 [2020-11-16 07:09:53,136][root][INFO] - ===> Epoch[365](9553/26): Loss 0.1928, Sem 0.1928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.459e-01 Score 93.762 Data time: 0.2987, Forward time: 2.2672, Backward time: 3.0362, DDP time: 0.0047, Total iter time: 6.2488 [2020-11-16 07:09:58,131][root][INFO] - ===> Epoch[365](9554/26): Loss 0.2258, Sem 0.2258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.458e-01 Score 93.243 Data time: 0.1361, Forward time: 2.2670, Backward time: 3.0363, DDP time: 0.0047, Total iter time: 4.8792 [2020-11-16 07:10:03,490][root][INFO] - ===> Epoch[365](9555/26): Loss 0.2189, Sem 0.2189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.458e-01 Score 92.826 Data time: 0.2104, Forward time: 2.2670, Backward time: 3.0362, DDP time: 0.0047, Total iter time: 5.3066 [2020-11-16 07:10:08,913][root][INFO] - ===> Epoch[365](9556/26): Loss 0.1938, Sem 0.1938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.457e-01 Score 93.891 Data time: 0.1724, Forward time: 2.2669, Backward time: 3.0362, DDP time: 0.0047, Total iter time: 5.3335 [2020-11-16 07:10:13,783][root][INFO] - ===> Epoch[365](9557/26): Loss 0.2159, Sem 0.2159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.457e-01 Score 92.879 Data time: 0.1260, Forward time: 2.2667, Backward time: 3.0362, DDP time: 0.0047, Total iter time: 4.7768 [2020-11-16 07:10:19,066][root][INFO] - ===> Epoch[365](9558/26): Loss 0.1791, Sem 0.1791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.457e-01 Score 94.131 Data time: 0.1790, Forward time: 2.2666, Backward time: 3.0362, DDP time: 0.0047, Total iter time: 5.2253 [2020-11-16 07:10:25,024][root][INFO] - ===> Epoch[365](9559/26): Loss 0.2112, Sem 0.2112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.456e-01 Score 93.288 Data time: 0.1777, Forward time: 2.2666, Backward time: 3.0363, DDP time: 0.0047, Total iter time: 5.8650 [2020-11-16 07:10:30,318][root][INFO] - ===> Epoch[365](9560/26): Loss 0.2050, Sem 0.2050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.456e-01 Score 93.167 Data time: 0.1316, Forward time: 2.2664, Backward time: 3.0364, DDP time: 0.0047, Total iter time: 5.1870 [2020-11-16 07:10:37,839][root][INFO] - ===> Epoch[365](9561/26): Loss 0.2124, Sem 0.2124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.456e-01 Score 93.556 Data time: 0.2181, Forward time: 2.2665, Backward time: 3.0368, DDP time: 0.0047, Total iter time: 7.4675 [2020-11-16 07:10:43,905][root][INFO] - ===> Epoch[365](9562/26): Loss 0.2005, Sem 0.2005, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.455e-01 Score 93.540 Data time: 0.2665, Forward time: 2.2667, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 5.9627 [2020-11-16 07:10:48,924][root][INFO] - ===> Epoch[366](9563/26): Loss 0.1801, Sem 0.1801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.455e-01 Score 94.086 Data time: 0.1730, Forward time: 2.2666, Backward time: 3.0366, DDP time: 0.0047, Total iter time: 4.9085 [2020-11-16 07:10:53,848][root][INFO] - ===> Epoch[366](9564/26): Loss 0.1593, Sem 0.1593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.454e-01 Score 94.915 Data time: 0.2214, Forward time: 2.2666, Backward time: 3.0364, DDP time: 0.0047, Total iter time: 4.8202 [2020-11-16 07:10:58,819][root][INFO] - ===> Epoch[366](9565/26): Loss 0.1837, Sem 0.1837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.454e-01 Score 93.863 Data time: 0.2162, Forward time: 2.2667, Backward time: 3.0361, DDP time: 0.0047, Total iter time: 4.8790 [2020-11-16 07:11:03,815][root][INFO] - ===> Epoch[366](9566/26): Loss 0.2103, Sem 0.2103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.454e-01 Score 93.214 Data time: 0.1280, Forward time: 2.2665, Backward time: 3.0361, DDP time: 0.0047, Total iter time: 4.8817 [2020-11-16 07:11:08,156][root][INFO] - ===> Epoch[366](9567/26): Loss 0.1860, Sem 0.1860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.453e-01 Score 94.014 Data time: 0.1695, Forward time: 2.2664, Backward time: 3.0358, DDP time: 0.0047, Total iter time: 4.2655 [2020-11-16 07:11:13,040][root][INFO] - ===> Epoch[366](9568/26): Loss 0.1967, Sem 0.1967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.453e-01 Score 94.093 Data time: 0.1944, Forward time: 2.2664, Backward time: 3.0357, DDP time: 0.0047, Total iter time: 4.8071 [2020-11-16 07:11:19,598][root][INFO] - ===> Epoch[366](9569/26): Loss 0.1920, Sem 0.1920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.452e-01 Score 93.941 Data time: 0.2690, Forward time: 2.2666, Backward time: 3.0357, DDP time: 0.0047, Total iter time: 6.4532 [2020-11-16 07:11:24,980][root][INFO] - ===> Epoch[366](9570/26): Loss 0.1935, Sem 0.1935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.452e-01 Score 93.770 Data time: 0.1666, Forward time: 2.2665, Backward time: 3.0357, DDP time: 0.0047, Total iter time: 5.2544 [2020-11-16 07:11:30,273][root][INFO] - ===> Epoch[366](9571/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.452e-01 Score 93.904 Data time: 0.2256, Forward time: 2.2666, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 5.1978 [2020-11-16 07:11:36,483][root][INFO] - ===> Epoch[366](9572/26): Loss 0.2017, Sem 0.2017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.451e-01 Score 93.132 Data time: 0.2396, Forward time: 2.2667, Backward time: 3.0356, DDP time: 0.0047, Total iter time: 6.1042 [2020-11-16 07:11:42,606][root][INFO] - ===> Epoch[366](9573/26): Loss 0.1941, Sem 0.1941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.451e-01 Score 93.575 Data time: 0.2558, Forward time: 2.2669, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 6.0134 [2020-11-16 07:11:47,863][root][INFO] - ===> Epoch[366](9574/26): Loss 0.2065, Sem 0.2065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.451e-01 Score 93.375 Data time: 0.2315, Forward time: 2.2670, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 5.1318 [2020-11-16 07:11:52,732][root][INFO] - ===> Epoch[366](9575/26): Loss 0.1956, Sem 0.1956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.450e-01 Score 93.648 Data time: 0.1317, Forward time: 2.2668, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 4.7854 [2020-11-16 07:11:59,769][root][INFO] - ===> Epoch[366](9576/26): Loss 0.1898, Sem 0.1898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.450e-01 Score 93.924 Data time: 0.1856, Forward time: 2.2667, Backward time: 3.0357, DDP time: 0.0047, Total iter time: 6.9508 [2020-11-16 07:12:04,853][root][INFO] - ===> Epoch[366](9577/26): Loss 0.1974, Sem 0.1974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.449e-01 Score 93.463 Data time: 0.1922, Forward time: 2.2667, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 5.0014 [2020-11-16 07:12:10,787][root][INFO] - ===> Epoch[366](9578/26): Loss 0.1931, Sem 0.1931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.449e-01 Score 93.638 Data time: 0.2403, Forward time: 2.2668, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 5.8575 [2020-11-16 07:12:16,568][root][INFO] - ===> Epoch[366](9579/26): Loss 0.1837, Sem 0.1837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.449e-01 Score 93.779 Data time: 0.1608, Forward time: 2.2667, Backward time: 3.0356, DDP time: 0.0047, Total iter time: 5.6735 [2020-11-16 07:12:22,549][root][INFO] - ===> Epoch[366](9580/26): Loss 0.1757, Sem 0.1757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.448e-01 Score 94.271 Data time: 0.2086, Forward time: 2.2668, Backward time: 3.0357, DDP time: 0.0047, Total iter time: 5.8856 [2020-11-16 07:12:28,298][root][INFO] - ===> Epoch[366](9581/26): Loss 0.2085, Sem 0.2085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.448e-01 Score 93.139 Data time: 0.1912, Forward time: 2.2667, Backward time: 3.0357, DDP time: 0.0047, Total iter time: 5.6458 [2020-11-16 07:12:34,909][root][INFO] - ===> Epoch[366](9582/26): Loss 0.1865, Sem 0.1865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.447e-01 Score 94.091 Data time: 0.1922, Forward time: 2.2667, Backward time: 3.0360, DDP time: 0.0047, Total iter time: 6.5148 [2020-11-16 07:12:40,886][root][INFO] - ===> Epoch[366](9583/26): Loss 0.1775, Sem 0.1775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.447e-01 Score 94.123 Data time: 0.2414, Forward time: 2.2668, Backward time: 3.0360, DDP time: 0.0047, Total iter time: 5.9102 [2020-11-16 07:12:45,882][root][INFO] - ===> Epoch[366](9584/26): Loss 0.1592, Sem 0.1592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.447e-01 Score 94.789 Data time: 0.2204, Forward time: 2.2669, Backward time: 3.0357, DDP time: 0.0047, Total iter time: 4.8911 [2020-11-16 07:12:50,666][root][INFO] - ===> Epoch[366](9585/26): Loss 0.1730, Sem 0.1730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.446e-01 Score 94.425 Data time: 0.1864, Forward time: 2.2669, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 4.6775 [2020-11-16 07:12:55,453][root][INFO] - ===> Epoch[366](9586/26): Loss 0.1833, Sem 0.1833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.446e-01 Score 93.932 Data time: 0.1886, Forward time: 2.2668, Backward time: 3.0353, DDP time: 0.0047, Total iter time: 4.7036 [2020-11-16 07:13:01,831][root][INFO] - ===> Epoch[366](9587/26): Loss 0.1969, Sem 0.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.446e-01 Score 93.151 Data time: 0.2121, Forward time: 2.2669, Backward time: 3.0354, DDP time: 0.0047, Total iter time: 6.3037 [2020-11-16 07:13:07,166][root][INFO] - ===> Epoch[366](9588/26): Loss 0.1684, Sem 0.1684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.445e-01 Score 94.452 Data time: 0.2514, Forward time: 2.2670, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 5.2386 [2020-11-16 07:13:13,752][root][INFO] - ===> Epoch[367](9589/26): Loss 0.1969, Sem 0.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.445e-01 Score 93.562 Data time: 0.2500, Forward time: 2.2672, Backward time: 3.0353, DDP time: 0.0047, Total iter time: 6.4813 [2020-11-16 07:13:18,814][root][INFO] - ===> Epoch[367](9590/26): Loss 0.1949, Sem 0.1949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.444e-01 Score 93.733 Data time: 0.1883, Forward time: 2.2672, Backward time: 3.0351, DDP time: 0.0047, Total iter time: 4.9674 [2020-11-16 07:13:24,399][root][INFO] - ===> Epoch[367](9591/26): Loss 0.1923, Sem 0.1923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.444e-01 Score 93.839 Data time: 0.1795, Forward time: 2.2672, Backward time: 3.0351, DDP time: 0.0047, Total iter time: 5.4922 [2020-11-16 07:13:30,037][root][INFO] - ===> Epoch[367](9592/26): Loss 0.1716, Sem 0.1716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.444e-01 Score 94.306 Data time: 0.2668, Forward time: 2.2674, Backward time: 3.0349, DDP time: 0.0047, Total iter time: 5.5603 [2020-11-16 07:13:34,632][root][INFO] - ===> Epoch[367](9593/26): Loss 0.1536, Sem 0.1536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.443e-01 Score 94.883 Data time: 0.1715, Forward time: 2.2673, Backward time: 3.0347, DDP time: 0.0047, Total iter time: 4.4920 [2020-11-16 07:13:40,775][root][INFO] - ===> Epoch[367](9594/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.443e-01 Score 93.912 Data time: 0.1912, Forward time: 2.2673, Backward time: 3.0348, DDP time: 0.0047, Total iter time: 6.0735 [2020-11-16 07:13:45,240][root][INFO] - ===> Epoch[367](9595/26): Loss 0.1769, Sem 0.1769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.442e-01 Score 94.346 Data time: 0.1947, Forward time: 2.2673, Backward time: 3.0346, DDP time: 0.0047, Total iter time: 4.3812 [2020-11-16 07:13:50,892][root][INFO] - ===> Epoch[367](9596/26): Loss 0.2021, Sem 0.2021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.442e-01 Score 93.281 Data time: 0.1855, Forward time: 2.2672, Backward time: 3.0346, DDP time: 0.0047, Total iter time: 5.5602 [2020-11-16 07:13:55,901][root][INFO] - ===> Epoch[367](9597/26): Loss 0.1766, Sem 0.1766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.442e-01 Score 94.458 Data time: 0.1336, Forward time: 2.2670, Backward time: 3.0346, DDP time: 0.0047, Total iter time: 4.9145 [2020-11-16 07:14:01,314][root][INFO] - ===> Epoch[367](9598/26): Loss 0.1719, Sem 0.1719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.441e-01 Score 94.444 Data time: 0.1745, Forward time: 2.2670, Backward time: 3.0346, DDP time: 0.0047, Total iter time: 5.3689 [2020-11-16 07:14:06,366][root][INFO] - ===> Epoch[367](9599/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.441e-01 Score 94.119 Data time: 0.1805, Forward time: 2.2669, Backward time: 3.0345, DDP time: 0.0047, Total iter time: 4.9674 [2020-11-16 07:14:12,018][root][INFO] - ===> Epoch[367](9600/26): Loss 0.1659, Sem 0.1659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.441e-01 Score 94.727 Data time: 0.2171, Forward time: 2.2669, Backward time: 3.0345, DDP time: 0.0047, Total iter time: 5.5443 [2020-11-16 07:14:17,486][root][INFO] - ===> Epoch[367](9601/26): Loss 0.1691, Sem 0.1691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.440e-01 Score 94.125 Data time: 0.1800, Forward time: 2.2668, Backward time: 3.0345, DDP time: 0.0047, Total iter time: 5.3661 [2020-11-16 07:14:22,826][root][INFO] - ===> Epoch[367](9602/26): Loss 0.1555, Sem 0.1555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.440e-01 Score 95.149 Data time: 0.2014, Forward time: 2.2669, Backward time: 3.0344, DDP time: 0.0047, Total iter time: 5.2393 [2020-11-16 07:14:28,624][root][INFO] - ===> Epoch[367](9603/26): Loss 0.1917, Sem 0.1917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.439e-01 Score 93.937 Data time: 0.1473, Forward time: 2.2667, Backward time: 3.0347, DDP time: 0.0047, Total iter time: 5.7075 [2020-11-16 07:14:33,777][root][INFO] - ===> Epoch[367](9604/26): Loss 0.1524, Sem 0.1524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.439e-01 Score 94.962 Data time: 0.2000, Forward time: 2.2667, Backward time: 3.0345, DDP time: 0.0047, Total iter time: 5.0849 [2020-11-16 07:14:39,590][root][INFO] - ===> Epoch[367](9605/26): Loss 0.1660, Sem 0.1660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.439e-01 Score 94.529 Data time: 0.1523, Forward time: 2.2666, Backward time: 3.0347, DDP time: 0.0047, Total iter time: 5.7044 [2020-11-16 07:14:45,998][root][INFO] - ===> Epoch[367](9606/26): Loss 0.1607, Sem 0.1607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.438e-01 Score 94.813 Data time: 0.1612, Forward time: 2.2664, Backward time: 3.0350, DDP time: 0.0047, Total iter time: 6.3168 [2020-11-16 07:14:51,658][root][INFO] - ===> Epoch[367](9607/26): Loss 0.1963, Sem 0.1963, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.438e-01 Score 93.297 Data time: 0.2091, Forward time: 2.2665, Backward time: 3.0350, DDP time: 0.0047, Total iter time: 5.5837 [2020-11-16 07:14:56,886][root][INFO] - ===> Epoch[367](9608/26): Loss 0.1684, Sem 0.1684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.437e-01 Score 94.649 Data time: 0.2088, Forward time: 2.2665, Backward time: 3.0348, DDP time: 0.0047, Total iter time: 5.1117 [2020-11-16 07:15:03,442][root][INFO] - ===> Epoch[367](9609/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.437e-01 Score 94.160 Data time: 0.1974, Forward time: 2.2665, Backward time: 3.0351, DDP time: 0.0047, Total iter time: 6.4673 [2020-11-16 07:15:08,875][root][INFO] - ===> Epoch[367](9610/26): Loss 0.1670, Sem 0.1670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.437e-01 Score 94.437 Data time: 0.2255, Forward time: 2.2666, Backward time: 3.0349, DDP time: 0.0047, Total iter time: 5.3363 [2020-11-16 07:15:15,800][root][INFO] - ===> Epoch[367](9611/26): Loss 0.1694, Sem 0.1694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.436e-01 Score 94.532 Data time: 0.3799, Forward time: 2.2669, Backward time: 3.0349, DDP time: 0.0047, Total iter time: 6.8063 [2020-11-16 07:15:22,483][root][INFO] - ===> Epoch[367](9612/26): Loss 0.1802, Sem 0.1802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.436e-01 Score 94.105 Data time: 0.1772, Forward time: 2.2669, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 6.5654 [2020-11-16 07:15:27,793][root][INFO] - ===> Epoch[367](9613/26): Loss 0.1928, Sem 0.1928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.436e-01 Score 93.725 Data time: 0.1967, Forward time: 2.2669, Backward time: 3.0351, DDP time: 0.0047, Total iter time: 5.2072 [2020-11-16 07:15:33,713][root][INFO] - ===> Epoch[367](9614/26): Loss 0.2007, Sem 0.2007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.435e-01 Score 93.565 Data time: 0.1287, Forward time: 2.2666, Backward time: 3.0354, DDP time: 0.0047, Total iter time: 5.8035 [2020-11-16 07:15:38,699][root][INFO] - ===> Epoch[368](9615/26): Loss 0.1968, Sem 0.1968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.435e-01 Score 94.050 Data time: 0.2032, Forward time: 2.2667, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 4.9204 [2020-11-16 07:15:44,168][root][INFO] - ===> Epoch[368](9616/26): Loss 0.1896, Sem 0.1896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.434e-01 Score 93.632 Data time: 0.1551, Forward time: 2.2666, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 5.3766 [2020-11-16 07:15:49,734][root][INFO] - ===> Epoch[368](9617/26): Loss 0.1578, Sem 0.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.434e-01 Score 94.677 Data time: 0.1491, Forward time: 2.2664, Backward time: 3.0354, DDP time: 0.0047, Total iter time: 5.4901 [2020-11-16 07:15:54,778][root][INFO] - ===> Epoch[368](9618/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.434e-01 Score 93.941 Data time: 0.1602, Forward time: 2.2663, Backward time: 3.0353, DDP time: 0.0047, Total iter time: 4.9562 [2020-11-16 07:16:00,023][root][INFO] - ===> Epoch[368](9619/26): Loss 0.2100, Sem 0.2100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.433e-01 Score 93.472 Data time: 0.1771, Forward time: 2.2662, Backward time: 3.0353, DDP time: 0.0047, Total iter time: 5.1565 [2020-11-16 07:16:05,351][root][INFO] - ===> Epoch[368](9620/26): Loss 0.1578, Sem 0.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.433e-01 Score 94.818 Data time: 0.1663, Forward time: 2.2661, Backward time: 3.0353, DDP time: 0.0047, Total iter time: 5.2100 [2020-11-16 07:16:10,738][root][INFO] - ===> Epoch[368](9621/26): Loss 0.1972, Sem 0.1972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.432e-01 Score 93.968 Data time: 0.1887, Forward time: 2.2660, Backward time: 3.0353, DDP time: 0.0047, Total iter time: 5.2868 [2020-11-16 07:16:16,608][root][INFO] - ===> Epoch[368](9622/26): Loss 0.1732, Sem 0.1732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.432e-01 Score 94.442 Data time: 0.1743, Forward time: 2.2659, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 5.7701 [2020-11-16 07:16:22,820][root][INFO] - ===> Epoch[368](9623/26): Loss 0.1502, Sem 0.1502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.432e-01 Score 95.092 Data time: 0.2431, Forward time: 2.2661, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 6.1173 [2020-11-16 07:16:28,014][root][INFO] - ===> Epoch[368](9624/26): Loss 0.2407, Sem 0.2407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.431e-01 Score 92.482 Data time: 0.2306, Forward time: 2.2660, Backward time: 3.0353, DDP time: 0.0047, Total iter time: 5.0578 [2020-11-16 07:16:33,895][root][INFO] - ===> Epoch[368](9625/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.431e-01 Score 93.962 Data time: 0.1803, Forward time: 2.2660, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 5.7937 [2020-11-16 07:16:40,388][root][INFO] - ===> Epoch[368](9626/26): Loss 0.1676, Sem 0.1676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.431e-01 Score 94.734 Data time: 0.1786, Forward time: 2.2659, Backward time: 3.0357, DDP time: 0.0047, Total iter time: 6.4103 [2020-11-16 07:16:45,402][root][INFO] - ===> Epoch[368](9627/26): Loss 0.1484, Sem 0.1484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.430e-01 Score 95.241 Data time: 0.1499, Forward time: 2.2658, Backward time: 3.0357, DDP time: 0.0047, Total iter time: 4.9117 [2020-11-16 07:16:51,151][root][INFO] - ===> Epoch[368](9628/26): Loss 0.1831, Sem 0.1831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.430e-01 Score 93.859 Data time: 0.2807, Forward time: 2.2659, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 5.6730 [2020-11-16 07:16:55,743][root][INFO] - ===> Epoch[368](9629/26): Loss 0.1988, Sem 0.1988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.429e-01 Score 93.840 Data time: 0.2031, Forward time: 2.2659, Backward time: 3.0353, DDP time: 0.0047, Total iter time: 4.4926 [2020-11-16 07:17:00,858][root][INFO] - ===> Epoch[368](9630/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.429e-01 Score 94.882 Data time: 0.1792, Forward time: 2.2659, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 5.0279 [2020-11-16 07:17:05,940][root][INFO] - ===> Epoch[368](9631/26): Loss 0.1662, Sem 0.1662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.429e-01 Score 94.781 Data time: 0.1614, Forward time: 2.2657, Backward time: 3.0351, DDP time: 0.0047, Total iter time: 4.9752 [2020-11-16 07:17:10,902][root][INFO] - ===> Epoch[368](9632/26): Loss 0.1846, Sem 0.1846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.428e-01 Score 93.996 Data time: 0.1724, Forward time: 2.2655, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 4.8886 [2020-11-16 07:17:18,610][root][INFO] - ===> Epoch[368](9633/26): Loss 0.1852, Sem 0.1852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.428e-01 Score 93.828 Data time: 0.1891, Forward time: 2.2655, Backward time: 3.0358, DDP time: 0.0047, Total iter time: 7.6403 [2020-11-16 07:17:25,196][root][INFO] - ===> Epoch[368](9634/26): Loss 0.1589, Sem 0.1589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.427e-01 Score 94.755 Data time: 0.1679, Forward time: 2.2654, Backward time: 3.0361, DDP time: 0.0047, Total iter time: 6.4833 [2020-11-16 07:17:30,852][root][INFO] - ===> Epoch[368](9635/26): Loss 0.1688, Sem 0.1688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.427e-01 Score 94.415 Data time: 0.1442, Forward time: 2.2652, Backward time: 3.0363, DDP time: 0.0047, Total iter time: 5.5680 [2020-11-16 07:17:35,516][root][INFO] - ===> Epoch[368](9636/26): Loss 0.1707, Sem 0.1707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.427e-01 Score 94.466 Data time: 0.1320, Forward time: 2.2650, Backward time: 3.0363, DDP time: 0.0047, Total iter time: 4.5816 [2020-11-16 07:17:41,718][root][INFO] - ===> Epoch[368](9637/26): Loss 0.2343, Sem 0.2343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.426e-01 Score 92.620 Data time: 0.2821, Forward time: 2.2652, Backward time: 3.0362, DDP time: 0.0047, Total iter time: 6.1601 [2020-11-16 07:17:49,068][root][INFO] - ===> Epoch[368](9638/26): Loss 0.1961, Sem 0.1961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.426e-01 Score 93.929 Data time: 0.1885, Forward time: 2.2651, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 7.2400 [2020-11-16 07:17:56,101][root][INFO] - ===> Epoch[368](9639/26): Loss 0.1725, Sem 0.1725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.426e-01 Score 94.581 Data time: 0.1901, Forward time: 2.2651, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 6.9298 [2020-11-16 07:18:02,679][root][INFO] - ===> Epoch[368](9640/26): Loss 0.2020, Sem 0.2020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.425e-01 Score 93.512 Data time: 0.1885, Forward time: 2.2651, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 6.4750 [2020-11-16 07:18:08,166][root][INFO] - ===> Epoch[369](9641/26): Loss 0.1718, Sem 0.1718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.425e-01 Score 94.719 Data time: 0.2187, Forward time: 2.2652, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 5.3930 [2020-11-16 07:18:15,086][root][INFO] - ===> Epoch[369](9642/26): Loss 0.1759, Sem 0.1759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.424e-01 Score 94.059 Data time: 0.1578, Forward time: 2.2650, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 6.7995 [2020-11-16 07:18:21,077][root][INFO] - ===> Epoch[369](9643/26): Loss 0.2144, Sem 0.2144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.424e-01 Score 92.982 Data time: 0.1823, Forward time: 2.2650, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 5.9213 [2020-11-16 07:18:26,061][root][INFO] - ===> Epoch[369](9644/26): Loss 0.2036, Sem 0.2036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.424e-01 Score 93.467 Data time: 0.2271, Forward time: 2.2651, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 4.9027 [2020-11-16 07:18:31,693][root][INFO] - ===> Epoch[369](9645/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.423e-01 Score 93.770 Data time: 0.2740, Forward time: 2.2653, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.5171 [2020-11-16 07:18:37,080][root][INFO] - ===> Epoch[369](9646/26): Loss 0.1967, Sem 0.1967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.423e-01 Score 93.573 Data time: 0.1515, Forward time: 2.2651, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.2734 [2020-11-16 07:18:43,750][root][INFO] - ===> Epoch[369](9647/26): Loss 0.2002, Sem 0.2002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.422e-01 Score 93.410 Data time: 0.3014, Forward time: 2.2654, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 6.6057 [2020-11-16 07:18:48,866][root][INFO] - ===> Epoch[369](9648/26): Loss 0.1957, Sem 0.1957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.422e-01 Score 93.782 Data time: 0.1965, Forward time: 2.2654, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 4.9988 [2020-11-16 07:18:54,183][root][INFO] - ===> Epoch[369](9649/26): Loss 0.1730, Sem 0.1730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.422e-01 Score 94.527 Data time: 0.1931, Forward time: 2.2654, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 5.2281 [2020-11-16 07:18:59,548][root][INFO] - ===> Epoch[369](9650/26): Loss 0.1689, Sem 0.1689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.421e-01 Score 94.798 Data time: 0.2029, Forward time: 2.2654, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.2735 [2020-11-16 07:19:04,949][root][INFO] - ===> Epoch[369](9651/26): Loss 0.1771, Sem 0.1771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.421e-01 Score 93.976 Data time: 0.2303, Forward time: 2.2655, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 5.3021 [2020-11-16 07:19:10,037][root][INFO] - ===> Epoch[369](9652/26): Loss 0.1725, Sem 0.1725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.421e-01 Score 94.619 Data time: 0.1867, Forward time: 2.2655, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 4.9820 [2020-11-16 07:19:15,722][root][INFO] - ===> Epoch[369](9653/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.420e-01 Score 93.628 Data time: 0.2009, Forward time: 2.2655, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 5.5804 [2020-11-16 07:19:22,125][root][INFO] - ===> Epoch[369](9654/26): Loss 0.1694, Sem 0.1694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.420e-01 Score 94.251 Data time: 0.1969, Forward time: 2.2655, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 6.3030 [2020-11-16 07:19:27,204][root][INFO] - ===> Epoch[369](9655/26): Loss 0.1944, Sem 0.1944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.419e-01 Score 93.746 Data time: 0.2116, Forward time: 2.2656, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 4.9916 [2020-11-16 07:19:33,109][root][INFO] - ===> Epoch[369](9656/26): Loss 0.1867, Sem 0.1867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.419e-01 Score 93.778 Data time: 0.1561, Forward time: 2.2654, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 5.7963 [2020-11-16 07:19:38,563][root][INFO] - ===> Epoch[369](9657/26): Loss 0.1395, Sem 0.1395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.419e-01 Score 95.125 Data time: 0.2152, Forward time: 2.2654, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 5.3527 [2020-11-16 07:19:44,170][root][INFO] - ===> Epoch[369](9658/26): Loss 0.1707, Sem 0.1707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.418e-01 Score 94.663 Data time: 0.1780, Forward time: 2.2653, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 5.5133 [2020-11-16 07:19:49,841][root][INFO] - ===> Epoch[369](9659/26): Loss 0.1533, Sem 0.1533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.418e-01 Score 94.893 Data time: 0.1712, Forward time: 2.2652, Backward time: 3.0370, DDP time: 0.0047, Total iter time: 5.5704 [2020-11-16 07:19:55,607][root][INFO] - ===> Epoch[369](9660/26): Loss 0.1558, Sem 0.1558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.417e-01 Score 94.959 Data time: 0.1727, Forward time: 2.2651, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.6841 [2020-11-16 07:20:00,726][root][INFO] - ===> Epoch[369](9661/26): Loss 0.1479, Sem 0.1479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.417e-01 Score 95.175 Data time: 0.2292, Forward time: 2.2652, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 5.0217 [2020-11-16 07:20:06,219][root][INFO] - ===> Epoch[369](9662/26): Loss 0.1977, Sem 0.1977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.417e-01 Score 93.569 Data time: 0.1476, Forward time: 2.2650, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.3781 [2020-11-16 07:20:12,564][root][INFO] - ===> Epoch[369](9663/26): Loss 0.1779, Sem 0.1779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.416e-01 Score 94.147 Data time: 0.2498, Forward time: 2.2651, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 6.2694 [2020-11-16 07:20:19,448][root][INFO] - ===> Epoch[369](9664/26): Loss 0.1785, Sem 0.1785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.416e-01 Score 94.087 Data time: 0.2327, Forward time: 2.2651, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 6.7735 [2020-11-16 07:20:25,556][root][INFO] - ===> Epoch[369](9665/26): Loss 0.1582, Sem 0.1582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.416e-01 Score 95.112 Data time: 0.2572, Forward time: 2.2652, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 6.0116 [2020-11-16 07:20:31,163][root][INFO] - ===> Epoch[369](9666/26): Loss 0.1921, Sem 0.1921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.415e-01 Score 93.576 Data time: 0.2726, Forward time: 2.2654, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.4952 [2020-11-16 07:20:37,335][root][INFO] - ===> Epoch[370](9667/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.415e-01 Score 94.248 Data time: 0.2901, Forward time: 2.2657, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 6.0588 [2020-11-16 07:20:43,854][root][INFO] - ===> Epoch[370](9668/26): Loss 0.1892, Sem 0.1892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.414e-01 Score 93.872 Data time: 0.1859, Forward time: 2.2656, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 6.3943 [2020-11-16 07:20:49,496][root][INFO] - ===> Epoch[370](9669/26): Loss 0.1624, Sem 0.1624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.414e-01 Score 94.669 Data time: 0.2154, Forward time: 2.2656, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.5477 [2020-11-16 07:20:53,443][root][INFO] - ===> Epoch[370](9670/26): Loss 0.1536, Sem 0.1536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.414e-01 Score 95.054 Data time: 0.1904, Forward time: 2.2655, Backward time: 3.0370, DDP time: 0.0047, Total iter time: 3.8531 [2020-11-16 07:20:58,293][root][INFO] - ===> Epoch[370](9671/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.413e-01 Score 93.596 Data time: 0.1706, Forward time: 2.2654, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 4.7765 [2020-11-16 07:21:03,975][root][INFO] - ===> Epoch[370](9672/26): Loss 0.1962, Sem 0.1962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.413e-01 Score 93.509 Data time: 0.2423, Forward time: 2.2655, Backward time: 3.0368, DDP time: 0.0047, Total iter time: 5.6141 [2020-11-16 07:21:10,397][root][INFO] - ===> Epoch[370](9673/26): Loss 0.1625, Sem 0.1625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.412e-01 Score 94.716 Data time: 0.2361, Forward time: 2.2656, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 6.3065 [2020-11-16 07:21:15,435][root][INFO] - ===> Epoch[370](9674/26): Loss 0.1665, Sem 0.1665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.412e-01 Score 94.094 Data time: 0.1775, Forward time: 2.2655, Backward time: 3.0368, DDP time: 0.0047, Total iter time: 4.9287 [2020-11-16 07:21:20,203][root][INFO] - ===> Epoch[370](9675/26): Loss 0.1611, Sem 0.1611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.412e-01 Score 94.785 Data time: 0.2123, Forward time: 2.2655, Backward time: 3.0366, DDP time: 0.0047, Total iter time: 4.6855 [2020-11-16 07:21:25,652][root][INFO] - ===> Epoch[370](9676/26): Loss 0.1858, Sem 0.1858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.411e-01 Score 93.707 Data time: 0.1965, Forward time: 2.2654, Backward time: 3.0366, DDP time: 0.0047, Total iter time: 5.3656 [2020-11-16 07:21:31,061][root][INFO] - ===> Epoch[370](9677/26): Loss 0.1756, Sem 0.1756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.411e-01 Score 94.393 Data time: 0.1949, Forward time: 2.2654, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 5.3320 [2020-11-16 07:21:35,896][root][INFO] - ===> Epoch[370](9678/26): Loss 0.1479, Sem 0.1479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.411e-01 Score 94.809 Data time: 0.2549, Forward time: 2.2655, Backward time: 3.0362, DDP time: 0.0047, Total iter time: 4.7580 [2020-11-16 07:21:42,155][root][INFO] - ===> Epoch[370](9679/26): Loss 0.1688, Sem 0.1688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.410e-01 Score 94.348 Data time: 0.2861, Forward time: 2.2657, Backward time: 3.0362, DDP time: 0.0047, Total iter time: 6.1511 [2020-11-16 07:21:48,743][root][INFO] - ===> Epoch[370](9680/26): Loss 0.2052, Sem 0.2052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.410e-01 Score 93.667 Data time: 0.3352, Forward time: 2.2660, Backward time: 3.0361, DDP time: 0.0047, Total iter time: 6.4911 [2020-11-16 07:21:52,828][root][INFO] - ===> Epoch[370](9681/26): Loss 0.1558, Sem 0.1558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.409e-01 Score 94.893 Data time: 0.1745, Forward time: 2.2659, Backward time: 3.0358, DDP time: 0.0047, Total iter time: 3.9837 [2020-11-16 07:21:58,230][root][INFO] - ===> Epoch[370](9682/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.409e-01 Score 94.247 Data time: 0.1373, Forward time: 2.2657, Backward time: 3.0359, DDP time: 0.0047, Total iter time: 5.3260 [2020-11-16 07:22:03,676][root][INFO] - ===> Epoch[370](9683/26): Loss 0.1608, Sem 0.1608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.409e-01 Score 94.499 Data time: 0.2473, Forward time: 2.2658, Backward time: 3.0357, DDP time: 0.0047, Total iter time: 5.4155 [2020-11-16 07:22:09,185][root][INFO] - ===> Epoch[370](9684/26): Loss 0.1349, Sem 0.1349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.408e-01 Score 95.547 Data time: 0.2455, Forward time: 2.2659, Backward time: 3.0356, DDP time: 0.0047, Total iter time: 5.4224 [2020-11-16 07:22:14,590][root][INFO] - ===> Epoch[370](9685/26): Loss 0.1566, Sem 0.1566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.408e-01 Score 94.682 Data time: 0.2744, Forward time: 2.2660, Backward time: 3.0354, DDP time: 0.0047, Total iter time: 5.3065 [2020-11-16 07:22:21,749][root][INFO] - ===> Epoch[370](9686/26): Loss 0.1816, Sem 0.1816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.407e-01 Score 94.364 Data time: 0.3894, Forward time: 2.2664, Backward time: 3.0354, DDP time: 0.0047, Total iter time: 7.0730 [2020-11-16 07:22:27,227][root][INFO] - ===> Epoch[370](9687/26): Loss 0.1789, Sem 0.1789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.407e-01 Score 94.057 Data time: 0.1813, Forward time: 2.2663, Backward time: 3.0354, DDP time: 0.0047, Total iter time: 5.3536 [2020-11-16 07:22:32,511][root][INFO] - ===> Epoch[370](9688/26): Loss 0.1625, Sem 0.1625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.407e-01 Score 94.452 Data time: 0.2169, Forward time: 2.2663, Backward time: 3.0353, DDP time: 0.0047, Total iter time: 5.2099 [2020-11-16 07:22:38,757][root][INFO] - ===> Epoch[370](9689/26): Loss 0.1883, Sem 0.1883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.406e-01 Score 94.216 Data time: 0.2424, Forward time: 2.2666, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 6.1728 [2020-11-16 07:22:44,107][root][INFO] - ===> Epoch[370](9690/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.406e-01 Score 93.854 Data time: 0.1647, Forward time: 2.2665, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 5.2252 [2020-11-16 07:22:49,336][root][INFO] - ===> Epoch[370](9691/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.406e-01 Score 93.918 Data time: 0.2012, Forward time: 2.2664, Backward time: 3.0351, DDP time: 0.0047, Total iter time: 5.1338 [2020-11-16 07:22:55,295][root][INFO] - ===> Epoch[370](9692/26): Loss 0.1836, Sem 0.1836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.405e-01 Score 94.209 Data time: 0.1925, Forward time: 2.2664, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 5.8904 [2020-11-16 07:23:01,983][root][INFO] - ===> Epoch[371](9693/26): Loss 0.1577, Sem 0.1577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.405e-01 Score 94.631 Data time: 0.1535, Forward time: 2.2663, Backward time: 3.0356, DDP time: 0.0047, Total iter time: 6.5930 [2020-11-16 07:23:07,225][root][INFO] - ===> Epoch[371](9694/26): Loss 0.1627, Sem 0.1627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.404e-01 Score 94.738 Data time: 0.1663, Forward time: 2.2662, Backward time: 3.0356, DDP time: 0.0047, Total iter time: 5.2059 [2020-11-16 07:23:12,888][root][INFO] - ===> Epoch[371](9695/26): Loss 0.2063, Sem 0.2063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.404e-01 Score 92.733 Data time: 0.1985, Forward time: 2.2662, Backward time: 3.0357, DDP time: 0.0047, Total iter time: 5.5920 [2020-11-16 07:23:18,445][root][INFO] - ===> Epoch[371](9696/26): Loss 0.1790, Sem 0.1790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.404e-01 Score 94.075 Data time: 0.2700, Forward time: 2.2663, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 5.4758 [2020-11-16 07:23:24,044][root][INFO] - ===> Epoch[371](9697/26): Loss 0.2170, Sem 0.2170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.403e-01 Score 93.085 Data time: 0.2143, Forward time: 2.2662, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 5.4828 [2020-11-16 07:23:29,118][root][INFO] - ===> Epoch[371](9698/26): Loss 0.1879, Sem 0.1879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.403e-01 Score 94.258 Data time: 0.2150, Forward time: 2.2662, Backward time: 3.0354, DDP time: 0.0047, Total iter time: 4.9958 [2020-11-16 07:23:34,793][root][INFO] - ===> Epoch[371](9699/26): Loss 0.1857, Sem 0.1857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.402e-01 Score 93.875 Data time: 0.1690, Forward time: 2.2661, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 5.5762 [2020-11-16 07:23:40,416][root][INFO] - ===> Epoch[371](9700/26): Loss 0.1874, Sem 0.1874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.402e-01 Score 93.863 Data time: 0.1860, Forward time: 2.2661, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 5.5396 [2020-11-16 07:23:45,322][root][INFO] - ===> Epoch[371](9701/26): Loss 0.2121, Sem 0.2121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.402e-01 Score 93.215 Data time: 0.1116, Forward time: 2.2658, Backward time: 3.0356, DDP time: 0.0047, Total iter time: 4.8249 [2020-11-16 07:23:50,965][root][INFO] - ===> Epoch[371](9702/26): Loss 0.1577, Sem 0.1577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.401e-01 Score 94.768 Data time: 0.2754, Forward time: 2.2659, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 5.6011 [2020-11-16 07:23:56,578][root][INFO] - ===> Epoch[371](9703/26): Loss 0.1659, Sem 0.1659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.401e-01 Score 94.483 Data time: 0.2355, Forward time: 2.2660, Backward time: 3.0354, DDP time: 0.0047, Total iter time: 5.5075 [2020-11-16 07:24:02,074][root][INFO] - ===> Epoch[371](9704/26): Loss 0.1556, Sem 0.1556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.401e-01 Score 94.896 Data time: 0.1789, Forward time: 2.2660, Backward time: 3.0353, DDP time: 0.0047, Total iter time: 5.3712 [2020-11-16 07:24:07,671][root][INFO] - ===> Epoch[371](9705/26): Loss 0.1819, Sem 0.1819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.400e-01 Score 94.228 Data time: 0.2266, Forward time: 2.2661, Backward time: 3.0352, DDP time: 0.0047, Total iter time: 5.4899 [2020-11-16 07:24:12,483][root][INFO] - ===> Epoch[371](9706/26): Loss 0.1937, Sem 0.1937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.400e-01 Score 93.571 Data time: 0.1711, Forward time: 2.2660, Backward time: 3.0351, DDP time: 0.0047, Total iter time: 4.6915 [2020-11-16 07:24:17,813][root][INFO] - ===> Epoch[371](9707/26): Loss 0.1937, Sem 0.1937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.399e-01 Score 93.571 Data time: 0.1788, Forward time: 2.2659, Backward time: 3.0351, DDP time: 0.0047, Total iter time: 5.2283 [2020-11-16 07:24:24,520][root][INFO] - ===> Epoch[371](9708/26): Loss 0.1587, Sem 0.1587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.399e-01 Score 94.802 Data time: 0.1839, Forward time: 2.2658, Backward time: 3.0355, DDP time: 0.0047, Total iter time: 6.6255 [2020-11-16 07:24:29,974][root][INFO] - ===> Epoch[371](9709/26): Loss 0.1875, Sem 0.1875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.399e-01 Score 93.870 Data time: 0.1427, Forward time: 2.2656, Backward time: 3.0356, DDP time: 0.0047, Total iter time: 5.3645 [2020-11-16 07:24:35,885][root][INFO] - ===> Epoch[371](9710/26): Loss 0.1691, Sem 0.1691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.398e-01 Score 94.172 Data time: 0.2331, Forward time: 2.2656, Backward time: 3.0356, DDP time: 0.0047, Total iter time: 5.8371 [2020-11-16 07:24:42,513][root][INFO] - ===> Epoch[371](9711/26): Loss 0.1757, Sem 0.1757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.398e-01 Score 94.312 Data time: 0.2416, Forward time: 2.2656, Backward time: 3.0359, DDP time: 0.0047, Total iter time: 6.5216 [2020-11-16 07:24:49,024][root][INFO] - ===> Epoch[371](9712/26): Loss 0.1493, Sem 0.1493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.397e-01 Score 95.200 Data time: 0.1708, Forward time: 2.2655, Backward time: 3.0362, DDP time: 0.0047, Total iter time: 6.4106 [2020-11-16 07:24:55,319][root][INFO] - ===> Epoch[371](9713/26): Loss 0.1913, Sem 0.1913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.397e-01 Score 93.596 Data time: 0.1698, Forward time: 2.2654, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 6.2181 [2020-11-16 07:25:00,677][root][INFO] - ===> Epoch[371](9714/26): Loss 0.1608, Sem 0.1608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.397e-01 Score 94.664 Data time: 0.1921, Forward time: 2.2654, Backward time: 3.0364, DDP time: 0.0047, Total iter time: 5.2563 [2020-11-16 07:25:05,575][root][INFO] - ===> Epoch[371](9715/26): Loss 0.1665, Sem 0.1665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.396e-01 Score 94.504 Data time: 0.1332, Forward time: 2.2652, Backward time: 3.0364, DDP time: 0.0047, Total iter time: 4.7960 [2020-11-16 07:25:11,679][root][INFO] - ===> Epoch[371](9716/26): Loss 0.1861, Sem 0.1861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.396e-01 Score 93.700 Data time: 0.2228, Forward time: 2.2652, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 6.0289 [2020-11-16 07:25:17,594][root][INFO] - ===> Epoch[371](9717/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.396e-01 Score 94.510 Data time: 0.2120, Forward time: 2.2652, Backward time: 3.0366, DDP time: 0.0047, Total iter time: 5.7986 [2020-11-16 07:25:23,258][root][INFO] - ===> Epoch[371](9718/26): Loss 0.1680, Sem 0.1680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.395e-01 Score 94.528 Data time: 0.1906, Forward time: 2.2652, Backward time: 3.0366, DDP time: 0.0047, Total iter time: 5.5530 [2020-11-16 07:25:29,386][root][INFO] - ===> Epoch[372](9719/26): Loss 0.1646, Sem 0.1646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.395e-01 Score 94.529 Data time: 0.2642, Forward time: 2.2652, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 6.0188 [2020-11-16 07:25:35,735][root][INFO] - ===> Epoch[372](9720/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.394e-01 Score 94.177 Data time: 0.2049, Forward time: 2.2652, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 6.2479 [2020-11-16 07:25:42,249][root][INFO] - ===> Epoch[372](9721/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.394e-01 Score 94.928 Data time: 0.3079, Forward time: 2.2654, Backward time: 3.0368, DDP time: 0.0047, Total iter time: 6.4235 [2020-11-16 07:25:47,495][root][INFO] - ===> Epoch[372](9722/26): Loss 0.1788, Sem 0.1788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.394e-01 Score 94.288 Data time: 0.2193, Forward time: 2.2655, Backward time: 3.0366, DDP time: 0.0047, Total iter time: 5.1450 [2020-11-16 07:25:53,005][root][INFO] - ===> Epoch[372](9723/26): Loss 0.1649, Sem 0.1649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.393e-01 Score 94.558 Data time: 0.2355, Forward time: 2.2656, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 5.4062 [2020-11-16 07:25:58,974][root][INFO] - ===> Epoch[372](9724/26): Loss 0.1853, Sem 0.1853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.393e-01 Score 93.982 Data time: 0.2340, Forward time: 2.2657, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 5.8690 [2020-11-16 07:26:04,112][root][INFO] - ===> Epoch[372](9725/26): Loss 0.1591, Sem 0.1591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.392e-01 Score 94.572 Data time: 0.2165, Forward time: 2.2657, Backward time: 3.0363, DDP time: 0.0047, Total iter time: 5.0271 [2020-11-16 07:26:09,186][root][INFO] - ===> Epoch[372](9726/26): Loss 0.1650, Sem 0.1650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.392e-01 Score 94.341 Data time: 0.1482, Forward time: 2.2656, Backward time: 3.0363, DDP time: 0.0047, Total iter time: 4.9681 [2020-11-16 07:26:13,639][root][INFO] - ===> Epoch[372](9727/26): Loss 0.1914, Sem 0.1914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.392e-01 Score 94.011 Data time: 0.2204, Forward time: 2.2655, Backward time: 3.0361, DDP time: 0.0047, Total iter time: 4.3824 [2020-11-16 07:26:21,214][root][INFO] - ===> Epoch[372](9728/26): Loss 0.1761, Sem 0.1761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.391e-01 Score 94.422 Data time: 0.2256, Forward time: 2.2656, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 7.4954 [2020-11-16 07:26:27,250][root][INFO] - ===> Epoch[372](9729/26): Loss 0.1632, Sem 0.1632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.391e-01 Score 94.716 Data time: 0.2313, Forward time: 2.2656, Backward time: 3.0366, DDP time: 0.0047, Total iter time: 5.9309 [2020-11-16 07:26:33,406][root][INFO] - ===> Epoch[372](9730/26): Loss 0.1937, Sem 0.1937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.391e-01 Score 93.526 Data time: 0.1834, Forward time: 2.2655, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 6.0604 [2020-11-16 07:26:39,509][root][INFO] - ===> Epoch[372](9731/26): Loss 0.1801, Sem 0.1801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.390e-01 Score 93.971 Data time: 0.2708, Forward time: 2.2657, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 6.0052 [2020-11-16 07:26:44,865][root][INFO] - ===> Epoch[372](9732/26): Loss 0.2012, Sem 0.2012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.390e-01 Score 93.916 Data time: 0.1877, Forward time: 2.2657, Backward time: 3.0366, DDP time: 0.0047, Total iter time: 5.2428 [2020-11-16 07:26:49,644][root][INFO] - ===> Epoch[372](9733/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.389e-01 Score 95.092 Data time: 0.1893, Forward time: 2.2656, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 4.6750 [2020-11-16 07:26:55,687][root][INFO] - ===> Epoch[372](9734/26): Loss 0.1642, Sem 0.1642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.389e-01 Score 94.556 Data time: 0.2268, Forward time: 2.2656, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 5.9561 [2020-11-16 07:27:02,284][root][INFO] - ===> Epoch[372](9735/26): Loss 0.1602, Sem 0.1602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.389e-01 Score 94.716 Data time: 0.2521, Forward time: 2.2657, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 6.4966 [2020-11-16 07:27:08,861][root][INFO] - ===> Epoch[372](9736/26): Loss 0.1842, Sem 0.1842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.388e-01 Score 93.963 Data time: 0.1710, Forward time: 2.2657, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 6.4716 [2020-11-16 07:27:14,929][root][INFO] - ===> Epoch[372](9737/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.388e-01 Score 94.232 Data time: 0.1830, Forward time: 2.2656, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.9666 [2020-11-16 07:27:21,099][root][INFO] - ===> Epoch[372](9738/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.387e-01 Score 94.287 Data time: 0.1798, Forward time: 2.2656, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 6.1100 [2020-11-16 07:27:26,080][root][INFO] - ===> Epoch[372](9739/26): Loss 0.2041, Sem 0.2041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.387e-01 Score 93.443 Data time: 0.2139, Forward time: 2.2655, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 4.9004 [2020-11-16 07:27:31,618][root][INFO] - ===> Epoch[372](9740/26): Loss 0.1645, Sem 0.1645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.387e-01 Score 94.710 Data time: 0.1648, Forward time: 2.2654, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 5.4670 [2020-11-16 07:27:37,572][root][INFO] - ===> Epoch[372](9741/26): Loss 0.1555, Sem 0.1555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.386e-01 Score 94.972 Data time: 0.2725, Forward time: 2.2654, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.8840 [2020-11-16 07:27:43,879][root][INFO] - ===> Epoch[372](9742/26): Loss 0.2228, Sem 0.2228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.386e-01 Score 93.505 Data time: 0.2240, Forward time: 2.2654, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 6.2191 [2020-11-16 07:27:49,474][root][INFO] - ===> Epoch[372](9743/26): Loss 0.1510, Sem 0.1510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.386e-01 Score 95.001 Data time: 0.2821, Forward time: 2.2656, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 5.5100 [2020-11-16 07:27:55,401][root][INFO] - ===> Epoch[372](9744/26): Loss 0.1767, Sem 0.1767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.385e-01 Score 94.262 Data time: 0.2526, Forward time: 2.2658, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.8193 [2020-11-16 07:28:01,806][root][INFO] - ===> Epoch[373](9745/26): Loss 0.1734, Sem 0.1734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.385e-01 Score 94.330 Data time: 0.2098, Forward time: 2.2658, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 6.3084 [2020-11-16 07:28:06,817][root][INFO] - ===> Epoch[373](9746/26): Loss 0.1498, Sem 0.1498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.384e-01 Score 95.006 Data time: 0.1730, Forward time: 2.2657, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 4.9029 [2020-11-16 07:28:12,404][root][INFO] - ===> Epoch[373](9747/26): Loss 0.1783, Sem 0.1783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.384e-01 Score 94.256 Data time: 0.2164, Forward time: 2.2657, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 5.5045 [2020-11-16 07:28:18,128][root][INFO] - ===> Epoch[373](9748/26): Loss 0.1804, Sem 0.1804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.384e-01 Score 93.757 Data time: 0.1428, Forward time: 2.2655, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.6263 [2020-11-16 07:28:22,903][root][INFO] - ===> Epoch[373](9749/26): Loss 0.1985, Sem 0.1985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.383e-01 Score 93.895 Data time: 0.2254, Forward time: 2.2656, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 4.6933 [2020-11-16 07:28:28,238][root][INFO] - ===> Epoch[373](9750/26): Loss 0.1706, Sem 0.1706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.383e-01 Score 94.551 Data time: 0.2795, Forward time: 2.2657, Backward time: 3.0369, DDP time: 0.0047, Total iter time: 5.2465 [2020-11-16 07:28:34,521][root][INFO] - ===> Epoch[373](9751/26): Loss 0.1884, Sem 0.1884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.382e-01 Score 93.845 Data time: 0.2861, Forward time: 2.2659, Backward time: 3.0368, DDP time: 0.0047, Total iter time: 6.1700 [2020-11-16 07:28:40,898][root][INFO] - ===> Epoch[373](9752/26): Loss 0.1905, Sem 0.1905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.382e-01 Score 94.154 Data time: 0.2089, Forward time: 2.2659, Backward time: 3.0370, DDP time: 0.0047, Total iter time: 6.2543 [2020-11-16 07:28:47,065][root][INFO] - ===> Epoch[373](9753/26): Loss 0.1842, Sem 0.1842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.382e-01 Score 94.014 Data time: 0.1602, Forward time: 2.2658, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 6.0592 [2020-11-16 07:28:53,203][root][INFO] - ===> Epoch[373](9754/26): Loss 0.1830, Sem 0.1830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.381e-01 Score 93.866 Data time: 0.2281, Forward time: 2.2659, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 6.0816 [2020-11-16 07:28:58,287][root][INFO] - ===> Epoch[373](9755/26): Loss 0.1776, Sem 0.1776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.381e-01 Score 94.077 Data time: 0.1991, Forward time: 2.2659, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 4.9837 [2020-11-16 07:29:04,059][root][INFO] - ===> Epoch[373](9756/26): Loss 0.1491, Sem 0.1491, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.381e-01 Score 95.142 Data time: 0.1443, Forward time: 2.2657, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.6853 [2020-11-16 07:29:09,001][root][INFO] - ===> Epoch[373](9757/26): Loss 0.1586, Sem 0.1586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.380e-01 Score 94.628 Data time: 0.1902, Forward time: 2.2656, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 4.8713 [2020-11-16 07:29:14,391][root][INFO] - ===> Epoch[373](9758/26): Loss 0.1696, Sem 0.1696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.380e-01 Score 94.381 Data time: 0.2441, Forward time: 2.2658, Backward time: 3.0370, DDP time: 0.0047, Total iter time: 5.3075 [2020-11-16 07:29:19,872][root][INFO] - ===> Epoch[373](9759/26): Loss 0.1602, Sem 0.1602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.379e-01 Score 94.721 Data time: 0.2451, Forward time: 2.2659, Backward time: 3.0368, DDP time: 0.0047, Total iter time: 5.3718 [2020-11-16 07:29:24,872][root][INFO] - ===> Epoch[373](9760/26): Loss 0.1941, Sem 0.1941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.379e-01 Score 93.677 Data time: 0.1639, Forward time: 2.2659, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 4.8939 [2020-11-16 07:29:29,636][root][INFO] - ===> Epoch[373](9761/26): Loss 0.1584, Sem 0.1584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.379e-01 Score 94.931 Data time: 0.1981, Forward time: 2.2659, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 4.6790 [2020-11-16 07:29:34,810][root][INFO] - ===> Epoch[373](9762/26): Loss 0.1600, Sem 0.1600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.378e-01 Score 94.585 Data time: 0.1958, Forward time: 2.2659, Backward time: 3.0363, DDP time: 0.0047, Total iter time: 5.0819 [2020-11-16 07:29:40,381][root][INFO] - ===> Epoch[373](9763/26): Loss 0.1628, Sem 0.1628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.378e-01 Score 94.555 Data time: 0.1650, Forward time: 2.2658, Backward time: 3.0364, DDP time: 0.0047, Total iter time: 5.4603 [2020-11-16 07:29:46,110][root][INFO] - ===> Epoch[373](9764/26): Loss 0.1801, Sem 0.1801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.377e-01 Score 94.468 Data time: 0.1870, Forward time: 2.2657, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 5.6463 [2020-11-16 07:29:51,438][root][INFO] - ===> Epoch[373](9765/26): Loss 0.1508, Sem 0.1508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.377e-01 Score 94.987 Data time: 0.2193, Forward time: 2.2657, Backward time: 3.0364, DDP time: 0.0047, Total iter time: 5.2544 [2020-11-16 07:29:57,842][root][INFO] - ===> Epoch[373](9766/26): Loss 0.2074, Sem 0.2074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.377e-01 Score 93.629 Data time: 0.2115, Forward time: 2.2658, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 6.3062 [2020-11-16 07:30:03,443][root][INFO] - ===> Epoch[373](9767/26): Loss 0.1670, Sem 0.1670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.376e-01 Score 94.746 Data time: 0.2166, Forward time: 2.2658, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 5.4968 [2020-11-16 07:30:08,773][root][INFO] - ===> Epoch[373](9768/26): Loss 0.1691, Sem 0.1691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.376e-01 Score 94.636 Data time: 0.1715, Forward time: 2.2658, Backward time: 3.0364, DDP time: 0.0047, Total iter time: 5.2386 [2020-11-16 07:30:14,104][root][INFO] - ===> Epoch[373](9769/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.376e-01 Score 94.801 Data time: 0.1556, Forward time: 2.2656, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 5.2385 [2020-11-16 07:30:19,327][root][INFO] - ===> Epoch[373](9770/26): Loss 0.1746, Sem 0.1746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.375e-01 Score 94.309 Data time: 0.1864, Forward time: 2.2656, Backward time: 3.0365, DDP time: 0.0047, Total iter time: 5.1504 [2020-11-16 07:30:25,599][root][INFO] - ===> Epoch[374](9771/26): Loss 0.1624, Sem 0.1624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.375e-01 Score 94.590 Data time: 0.1759, Forward time: 2.2655, Backward time: 3.0367, DDP time: 0.0047, Total iter time: 6.1812 [2020-11-16 07:30:32,757][root][INFO] - ===> Epoch[374](9772/26): Loss 0.1694, Sem 0.1694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.374e-01 Score 94.392 Data time: 0.2263, Forward time: 2.2656, Backward time: 3.0370, DDP time: 0.0047, Total iter time: 7.0808 [2020-11-16 07:30:38,039][root][INFO] - ===> Epoch[374](9773/26): Loss 0.1684, Sem 0.1684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.374e-01 Score 94.490 Data time: 0.2298, Forward time: 2.2657, Backward time: 3.0368, DDP time: 0.0047, Total iter time: 5.1746 [2020-11-16 07:30:44,793][root][INFO] - ===> Epoch[374](9774/26): Loss 0.1782, Sem 0.1782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.374e-01 Score 94.139 Data time: 0.1147, Forward time: 2.2654, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 6.6620 [2020-11-16 07:30:50,059][root][INFO] - ===> Epoch[374](9775/26): Loss 0.1749, Sem 0.1749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.373e-01 Score 94.434 Data time: 0.1541, Forward time: 2.2653, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.2010 [2020-11-16 07:30:55,478][root][INFO] - ===> Epoch[374](9776/26): Loss 0.2020, Sem 0.2020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.373e-01 Score 93.551 Data time: 0.2069, Forward time: 2.2653, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.3469 [2020-11-16 07:31:00,970][root][INFO] - ===> Epoch[374](9777/26): Loss 0.1609, Sem 0.1609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.372e-01 Score 94.789 Data time: 0.1608, Forward time: 2.2652, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.3982 [2020-11-16 07:31:06,996][root][INFO] - ===> Epoch[374](9778/26): Loss 0.1580, Sem 0.1580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.372e-01 Score 94.648 Data time: 0.1913, Forward time: 2.2652, Backward time: 3.0375, DDP time: 0.0047, Total iter time: 5.9493 [2020-11-16 07:31:12,089][root][INFO] - ===> Epoch[374](9779/26): Loss 0.2057, Sem 0.2057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.372e-01 Score 93.287 Data time: 0.1734, Forward time: 2.2651, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 4.9868 [2020-11-16 07:31:18,463][root][INFO] - ===> Epoch[374](9780/26): Loss 0.1789, Sem 0.1789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.371e-01 Score 94.137 Data time: 0.2349, Forward time: 2.2652, Backward time: 3.0375, DDP time: 0.0047, Total iter time: 6.2808 [2020-11-16 07:31:24,799][root][INFO] - ===> Epoch[374](9781/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.371e-01 Score 93.241 Data time: 0.1717, Forward time: 2.2651, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 6.1926 [2020-11-16 07:31:30,736][root][INFO] - ===> Epoch[374](9782/26): Loss 0.1696, Sem 0.1696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.371e-01 Score 94.454 Data time: 0.2214, Forward time: 2.2652, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 5.8257 [2020-11-16 07:31:36,248][root][INFO] - ===> Epoch[374](9783/26): Loss 0.1797, Sem 0.1797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.370e-01 Score 94.039 Data time: 0.2581, Forward time: 2.2653, Backward time: 3.0375, DDP time: 0.0047, Total iter time: 5.4097 [2020-11-16 07:31:41,436][root][INFO] - ===> Epoch[374](9784/26): Loss 0.1924, Sem 0.1924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.370e-01 Score 93.661 Data time: 0.2410, Forward time: 2.2655, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 5.0759 [2020-11-16 07:31:47,258][root][INFO] - ===> Epoch[374](9785/26): Loss 0.1712, Sem 0.1712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.369e-01 Score 94.056 Data time: 0.1745, Forward time: 2.2654, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.7178 [2020-11-16 07:31:52,668][root][INFO] - ===> Epoch[374](9786/26): Loss 0.1817, Sem 0.1817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.369e-01 Score 93.970 Data time: 0.2049, Forward time: 2.2653, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.3266 [2020-11-16 07:31:59,594][root][INFO] - ===> Epoch[374](9787/26): Loss 0.1625, Sem 0.1625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.369e-01 Score 94.707 Data time: 0.1173, Forward time: 2.2651, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 6.8327 [2020-11-16 07:32:04,665][root][INFO] - ===> Epoch[374](9788/26): Loss 0.1835, Sem 0.1835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.368e-01 Score 94.251 Data time: 0.1255, Forward time: 2.2649, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 5.0118 [2020-11-16 07:32:09,997][root][INFO] - ===> Epoch[374](9789/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.368e-01 Score 94.577 Data time: 0.2353, Forward time: 2.2649, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 5.2642 [2020-11-16 07:32:14,934][root][INFO] - ===> Epoch[374](9790/26): Loss 0.1756, Sem 0.1756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.367e-01 Score 94.404 Data time: 0.1889, Forward time: 2.2649, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 4.8392 [2020-11-16 07:32:22,036][root][INFO] - ===> Epoch[374](9791/26): Loss 0.1918, Sem 0.1918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.367e-01 Score 93.773 Data time: 0.2385, Forward time: 2.2650, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 6.9938 [2020-11-16 07:32:26,661][root][INFO] - ===> Epoch[374](9792/26): Loss 0.1710, Sem 0.1710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.367e-01 Score 94.454 Data time: 0.1931, Forward time: 2.2650, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 4.5094 [2020-11-16 07:32:32,999][root][INFO] - ===> Epoch[374](9793/26): Loss 0.1514, Sem 0.1514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.366e-01 Score 95.084 Data time: 0.1866, Forward time: 2.2649, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 6.2381 [2020-11-16 07:32:39,147][root][INFO] - ===> Epoch[374](9794/26): Loss 0.1870, Sem 0.1870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.366e-01 Score 94.143 Data time: 0.1457, Forward time: 2.2648, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 6.0502 [2020-11-16 07:32:45,654][root][INFO] - ===> Epoch[374](9795/26): Loss 0.1593, Sem 0.1593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.366e-01 Score 94.808 Data time: 0.2105, Forward time: 2.2648, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 6.4501 [2020-11-16 07:32:51,456][root][INFO] - ===> Epoch[374](9796/26): Loss 0.1694, Sem 0.1694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.365e-01 Score 94.256 Data time: 0.1849, Forward time: 2.2648, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 5.7145 [2020-11-16 07:32:56,320][root][INFO] - ===> Epoch[375](9797/26): Loss 0.1831, Sem 0.1831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.365e-01 Score 93.724 Data time: 0.1627, Forward time: 2.2647, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 4.7726 [2020-11-16 07:33:02,770][root][INFO] - ===> Epoch[375](9798/26): Loss 0.1927, Sem 0.1927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.364e-01 Score 93.427 Data time: 0.1597, Forward time: 2.2646, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 6.3592 [2020-11-16 07:33:09,651][root][INFO] - ===> Epoch[375](9799/26): Loss 0.1854, Sem 0.1854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.364e-01 Score 93.856 Data time: 0.1706, Forward time: 2.2645, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 6.7927 [2020-11-16 07:33:15,023][root][INFO] - ===> Epoch[375](9800/26): Loss 0.1862, Sem 0.1862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.364e-01 Score 93.899 Data time: 0.1562, Forward time: 2.2644, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 5.2825 [2020-11-16 07:33:21,661][root][INFO] - ===> Epoch[375](9801/26): Loss 0.1483, Sem 0.1483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.363e-01 Score 95.281 Data time: 0.1171, Forward time: 2.2641, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 6.5364 [2020-11-16 07:33:27,032][root][INFO] - ===> Epoch[375](9802/26): Loss 0.1816, Sem 0.1816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.363e-01 Score 94.196 Data time: 0.1867, Forward time: 2.2641, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.3087 [2020-11-16 07:33:32,031][root][INFO] - ===> Epoch[375](9803/26): Loss 0.1704, Sem 0.1704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.362e-01 Score 94.151 Data time: 0.2088, Forward time: 2.2641, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 4.9054 [2020-11-16 07:33:37,975][root][INFO] - ===> Epoch[375](9804/26): Loss 0.1850, Sem 0.1850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.362e-01 Score 93.812 Data time: 0.2517, Forward time: 2.2643, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 5.8234 [2020-11-16 07:33:44,046][root][INFO] - ===> Epoch[375](9805/26): Loss 0.2036, Sem 0.2036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.362e-01 Score 93.417 Data time: 0.1790, Forward time: 2.2643, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 5.9506 [2020-11-16 07:33:50,870][root][INFO] - ===> Epoch[375](9806/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.361e-01 Score 94.352 Data time: 0.1339, Forward time: 2.2641, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 6.7226 [2020-11-16 07:33:55,260][root][INFO] - ===> Epoch[375](9807/26): Loss 0.1972, Sem 0.1972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.361e-01 Score 93.628 Data time: 0.1331, Forward time: 2.2639, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 4.3225 [2020-11-16 07:34:00,668][root][INFO] - ===> Epoch[375](9808/26): Loss 0.2064, Sem 0.2064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.361e-01 Score 93.468 Data time: 0.2161, Forward time: 2.2638, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.3221 [2020-11-16 07:34:06,373][root][INFO] - ===> Epoch[375](9809/26): Loss 0.1857, Sem 0.1857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.360e-01 Score 93.895 Data time: 0.1781, Forward time: 2.2638, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.6020 [2020-11-16 07:34:12,492][root][INFO] - ===> Epoch[375](9810/26): Loss 0.1763, Sem 0.1763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.360e-01 Score 94.451 Data time: 0.1322, Forward time: 2.2636, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 6.0148 [2020-11-16 07:34:17,766][root][INFO] - ===> Epoch[375](9811/26): Loss 0.1620, Sem 0.1620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.359e-01 Score 94.755 Data time: 0.2262, Forward time: 2.2637, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.1947 [2020-11-16 07:34:24,310][root][INFO] - ===> Epoch[375](9812/26): Loss 0.1800, Sem 0.1800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.359e-01 Score 94.577 Data time: 0.1671, Forward time: 2.2636, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 6.4363 [2020-11-16 07:34:31,552][root][INFO] - ===> Epoch[375](9813/26): Loss 0.1884, Sem 0.1884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.359e-01 Score 93.955 Data time: 0.1967, Forward time: 2.2636, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 7.1551 [2020-11-16 07:34:37,738][root][INFO] - ===> Epoch[375](9814/26): Loss 0.1696, Sem 0.1696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.358e-01 Score 94.539 Data time: 0.1696, Forward time: 2.2635, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 6.0946 [2020-11-16 07:34:44,864][root][INFO] - ===> Epoch[375](9815/26): Loss 0.1780, Sem 0.1780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.358e-01 Score 94.091 Data time: 0.2533, Forward time: 2.2637, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 7.0499 [2020-11-16 07:34:51,820][root][INFO] - ===> Epoch[375](9816/26): Loss 0.1835, Sem 0.1835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.357e-01 Score 93.935 Data time: 0.1693, Forward time: 2.2636, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.8320 [2020-11-16 07:34:56,826][root][INFO] - ===> Epoch[375](9817/26): Loss 0.2174, Sem 0.2174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.357e-01 Score 92.851 Data time: 0.1784, Forward time: 2.2636, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.9002 [2020-11-16 07:35:01,780][root][INFO] - ===> Epoch[375](9818/26): Loss 0.1607, Sem 0.1607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.357e-01 Score 94.846 Data time: 0.2042, Forward time: 2.2636, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.8712 [2020-11-16 07:35:08,609][root][INFO] - ===> Epoch[375](9819/26): Loss 0.1799, Sem 0.1799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.356e-01 Score 94.261 Data time: 0.2146, Forward time: 2.2635, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.7316 [2020-11-16 07:35:14,475][root][INFO] - ===> Epoch[375](9820/26): Loss 0.1952, Sem 0.1952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.356e-01 Score 93.520 Data time: 0.2669, Forward time: 2.2637, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.7902 [2020-11-16 07:35:21,320][root][INFO] - ===> Epoch[375](9821/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.356e-01 Score 94.251 Data time: 0.1791, Forward time: 2.2637, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.7055 [2020-11-16 07:35:26,466][root][INFO] - ===> Epoch[375](9822/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.355e-01 Score 94.196 Data time: 0.1994, Forward time: 2.2637, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.0389 [2020-11-16 07:35:31,877][root][INFO] - ===> Epoch[376](9823/26): Loss 0.1763, Sem 0.1763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.355e-01 Score 94.157 Data time: 0.1736, Forward time: 2.2635, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.3123 [2020-11-16 07:35:38,028][root][INFO] - ===> Epoch[376](9824/26): Loss 0.1926, Sem 0.1926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.354e-01 Score 93.830 Data time: 0.2154, Forward time: 2.2636, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.0749 [2020-11-16 07:35:43,453][root][INFO] - ===> Epoch[376](9825/26): Loss 0.1889, Sem 0.1889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.354e-01 Score 93.969 Data time: 0.1818, Forward time: 2.2635, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.3063 [2020-11-16 07:35:48,871][root][INFO] - ===> Epoch[376](9826/26): Loss 0.1791, Sem 0.1791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.354e-01 Score 94.477 Data time: 0.2170, Forward time: 2.2635, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.3365 [2020-11-16 07:35:54,906][root][INFO] - ===> Epoch[376](9827/26): Loss 0.1774, Sem 0.1774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.353e-01 Score 94.279 Data time: 0.2312, Forward time: 2.2636, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.9312 [2020-11-16 07:36:00,010][root][INFO] - ===> Epoch[376](9828/26): Loss 0.1908, Sem 0.1908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.353e-01 Score 93.756 Data time: 0.2137, Forward time: 2.2637, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.9908 [2020-11-16 07:36:04,753][root][INFO] - ===> Epoch[376](9829/26): Loss 0.2175, Sem 0.2175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.352e-01 Score 93.515 Data time: 0.1293, Forward time: 2.2635, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.6403 [2020-11-16 07:36:11,596][root][INFO] - ===> Epoch[376](9830/26): Loss 0.1788, Sem 0.1788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.352e-01 Score 94.494 Data time: 0.2040, Forward time: 2.2634, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.7739 [2020-11-16 07:36:16,800][root][INFO] - ===> Epoch[376](9831/26): Loss 0.1855, Sem 0.1855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.352e-01 Score 93.922 Data time: 0.1575, Forward time: 2.2632, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.1267 [2020-11-16 07:36:22,217][root][INFO] - ===> Epoch[376](9832/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.351e-01 Score 93.508 Data time: 0.2263, Forward time: 2.2634, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.3509 [2020-11-16 07:36:27,692][root][INFO] - ===> Epoch[376](9833/26): Loss 0.1944, Sem 0.1944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.351e-01 Score 93.622 Data time: 0.1707, Forward time: 2.2633, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.3613 [2020-11-16 07:36:33,113][root][INFO] - ===> Epoch[376](9834/26): Loss 0.1714, Sem 0.1714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.351e-01 Score 94.448 Data time: 0.1332, Forward time: 2.2632, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.3047 [2020-11-16 07:36:37,658][root][INFO] - ===> Epoch[376](9835/26): Loss 0.1853, Sem 0.1853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.350e-01 Score 94.011 Data time: 0.1851, Forward time: 2.2631, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 4.4500 [2020-11-16 07:36:43,490][root][INFO] - ===> Epoch[376](9836/26): Loss 0.2049, Sem 0.2049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.350e-01 Score 93.523 Data time: 0.1756, Forward time: 2.2630, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.7295 [2020-11-16 07:36:50,196][root][INFO] - ===> Epoch[376](9837/26): Loss 0.1739, Sem 0.1739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.349e-01 Score 94.039 Data time: 0.2225, Forward time: 2.2630, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.6274 [2020-11-16 07:36:55,646][root][INFO] - ===> Epoch[376](9838/26): Loss 0.1906, Sem 0.1906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.349e-01 Score 94.022 Data time: 0.2538, Forward time: 2.2631, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.3482 [2020-11-16 07:37:01,882][root][INFO] - ===> Epoch[376](9839/26): Loss 0.1816, Sem 0.1816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.349e-01 Score 94.155 Data time: 0.2049, Forward time: 2.2632, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.1344 [2020-11-16 07:37:07,193][root][INFO] - ===> Epoch[376](9840/26): Loss 0.1984, Sem 0.1984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.348e-01 Score 93.708 Data time: 0.2246, Forward time: 2.2632, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.2081 [2020-11-16 07:37:12,675][root][INFO] - ===> Epoch[376](9841/26): Loss 0.1720, Sem 0.1720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.348e-01 Score 94.577 Data time: 0.1966, Forward time: 2.2632, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.3756 [2020-11-16 07:37:18,034][root][INFO] - ===> Epoch[376](9842/26): Loss 0.1560, Sem 0.1560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.347e-01 Score 94.833 Data time: 0.2026, Forward time: 2.2632, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.2623 [2020-11-16 07:37:24,430][root][INFO] - ===> Epoch[376](9843/26): Loss 0.2095, Sem 0.2095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.347e-01 Score 93.206 Data time: 0.1894, Forward time: 2.2632, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.2958 [2020-11-16 07:37:30,085][root][INFO] - ===> Epoch[376](9844/26): Loss 0.1883, Sem 0.1883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.347e-01 Score 94.073 Data time: 0.1911, Forward time: 2.2631, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.5572 [2020-11-16 07:37:35,481][root][INFO] - ===> Epoch[376](9845/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.346e-01 Score 94.486 Data time: 0.2377, Forward time: 2.2633, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.3180 [2020-11-16 07:37:41,214][root][INFO] - ===> Epoch[376](9846/26): Loss 0.1999, Sem 0.1999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.346e-01 Score 93.602 Data time: 0.1902, Forward time: 2.2633, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.6217 [2020-11-16 07:37:46,766][root][INFO] - ===> Epoch[376](9847/26): Loss 0.1702, Sem 0.1702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.346e-01 Score 94.672 Data time: 0.2010, Forward time: 2.2633, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.4373 [2020-11-16 07:37:52,125][root][INFO] - ===> Epoch[376](9848/26): Loss 0.2031, Sem 0.2031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.345e-01 Score 93.858 Data time: 0.1553, Forward time: 2.2632, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.2518 [2020-11-16 07:37:57,738][root][INFO] - ===> Epoch[377](9849/26): Loss 0.1741, Sem 0.1741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.345e-01 Score 94.431 Data time: 0.1789, Forward time: 2.2631, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.5394 [2020-11-16 07:38:03,928][root][INFO] - ===> Epoch[377](9850/26): Loss 0.2002, Sem 0.2002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.344e-01 Score 93.249 Data time: 0.1388, Forward time: 2.2630, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.0932 [2020-11-16 07:38:09,207][root][INFO] - ===> Epoch[377](9851/26): Loss 0.1611, Sem 0.1611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.344e-01 Score 94.673 Data time: 0.1761, Forward time: 2.2629, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.1995 [2020-11-16 07:38:14,329][root][INFO] - ===> Epoch[377](9852/26): Loss 0.1816, Sem 0.1816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.344e-01 Score 94.232 Data time: 0.2105, Forward time: 2.2629, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.0300 [2020-11-16 07:38:19,493][root][INFO] - ===> Epoch[377](9853/26): Loss 0.1870, Sem 0.1870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.343e-01 Score 94.251 Data time: 0.1436, Forward time: 2.2628, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.0644 [2020-11-16 07:38:25,604][root][INFO] - ===> Epoch[377](9854/26): Loss 0.1969, Sem 0.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.343e-01 Score 93.686 Data time: 0.1249, Forward time: 2.2626, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.0378 [2020-11-16 07:38:31,838][root][INFO] - ===> Epoch[377](9855/26): Loss 0.1634, Sem 0.1634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.342e-01 Score 94.412 Data time: 0.1401, Forward time: 2.2624, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.1656 [2020-11-16 07:38:37,697][root][INFO] - ===> Epoch[377](9856/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.342e-01 Score 95.016 Data time: 0.2506, Forward time: 2.2625, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.7968 [2020-11-16 07:38:45,110][root][INFO] - ===> Epoch[377](9857/26): Loss 0.2030, Sem 0.2030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.342e-01 Score 93.608 Data time: 0.2852, Forward time: 2.2627, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 7.3025 [2020-11-16 07:38:51,182][root][INFO] - ===> Epoch[377](9858/26): Loss 0.1647, Sem 0.1647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.341e-01 Score 94.549 Data time: 0.1543, Forward time: 2.2627, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.9378 [2020-11-16 07:38:56,936][root][INFO] - ===> Epoch[377](9859/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.341e-01 Score 93.506 Data time: 0.2083, Forward time: 2.2625, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6531 [2020-11-16 07:39:03,832][root][INFO] - ===> Epoch[377](9860/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.340e-01 Score 93.208 Data time: 0.1079, Forward time: 2.2623, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.8060 [2020-11-16 07:39:10,088][root][INFO] - ===> Epoch[377](9861/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.340e-01 Score 93.628 Data time: 0.1813, Forward time: 2.2622, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.1963 [2020-11-16 07:39:14,833][root][INFO] - ===> Epoch[377](9862/26): Loss 0.1769, Sem 0.1769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.340e-01 Score 94.066 Data time: 0.2302, Forward time: 2.2622, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.6380 [2020-11-16 07:39:20,041][root][INFO] - ===> Epoch[377](9863/26): Loss 0.1839, Sem 0.1839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.339e-01 Score 93.736 Data time: 0.1949, Forward time: 2.2621, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.0880 [2020-11-16 07:39:25,769][root][INFO] - ===> Epoch[377](9864/26): Loss 0.1784, Sem 0.1784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.339e-01 Score 94.310 Data time: 0.2630, Forward time: 2.2623, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.6328 [2020-11-16 07:39:31,106][root][INFO] - ===> Epoch[377](9865/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.339e-01 Score 94.140 Data time: 0.2050, Forward time: 2.2624, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.2185 [2020-11-16 07:39:36,141][root][INFO] - ===> Epoch[377](9866/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.338e-01 Score 95.348 Data time: 0.1910, Forward time: 2.2623, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.9150 [2020-11-16 07:39:42,414][root][INFO] - ===> Epoch[377](9867/26): Loss 0.1581, Sem 0.1581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.338e-01 Score 94.825 Data time: 0.1820, Forward time: 2.2623, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.1756 [2020-11-16 07:39:47,765][root][INFO] - ===> Epoch[377](9868/26): Loss 0.2050, Sem 0.2050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.337e-01 Score 93.331 Data time: 0.1808, Forward time: 2.2622, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.2485 [2020-11-16 07:39:52,935][root][INFO] - ===> Epoch[377](9869/26): Loss 0.1721, Sem 0.1721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.337e-01 Score 94.218 Data time: 0.2486, Forward time: 2.2623, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.0863 [2020-11-16 07:39:58,618][root][INFO] - ===> Epoch[377](9870/26): Loss 0.1606, Sem 0.1606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.337e-01 Score 94.637 Data time: 0.2561, Forward time: 2.2625, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.5637 [2020-11-16 07:40:03,584][root][INFO] - ===> Epoch[377](9871/26): Loss 0.1776, Sem 0.1776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.336e-01 Score 94.253 Data time: 0.1811, Forward time: 2.2625, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.8586 [2020-11-16 07:40:08,911][root][INFO] - ===> Epoch[377](9872/26): Loss 0.1687, Sem 0.1687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.336e-01 Score 94.420 Data time: 0.2617, Forward time: 2.2626, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.2302 [2020-11-16 07:40:14,697][root][INFO] - ===> Epoch[377](9873/26): Loss 0.1894, Sem 0.1894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.335e-01 Score 94.327 Data time: 0.2089, Forward time: 2.2626, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6866 [2020-11-16 07:40:19,561][root][INFO] - ===> Epoch[377](9874/26): Loss 0.1738, Sem 0.1738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.335e-01 Score 94.129 Data time: 0.2152, Forward time: 2.2627, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.7747 [2020-11-16 07:40:24,677][root][INFO] - ===> Epoch[378](9875/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.335e-01 Score 95.034 Data time: 0.2261, Forward time: 2.2628, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.0207 [2020-11-16 07:40:29,771][root][INFO] - ===> Epoch[378](9876/26): Loss 0.1634, Sem 0.1634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.334e-01 Score 94.509 Data time: 0.1883, Forward time: 2.2628, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.9766 [2020-11-16 07:40:36,374][root][INFO] - ===> Epoch[378](9877/26): Loss 0.1930, Sem 0.1930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.334e-01 Score 93.811 Data time: 0.1933, Forward time: 2.2627, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.5209 [2020-11-16 07:40:41,717][root][INFO] - ===> Epoch[378](9878/26): Loss 0.1613, Sem 0.1613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.334e-01 Score 94.724 Data time: 0.1675, Forward time: 2.2627, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.2554 [2020-11-16 07:40:46,758][root][INFO] - ===> Epoch[378](9879/26): Loss 0.1748, Sem 0.1748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.333e-01 Score 94.624 Data time: 0.1732, Forward time: 2.2626, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.9944 [2020-11-16 07:40:52,206][root][INFO] - ===> Epoch[378](9880/26): Loss 0.1578, Sem 0.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.333e-01 Score 94.698 Data time: 0.1747, Forward time: 2.2625, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.3667 [2020-11-16 07:40:58,216][root][INFO] - ===> Epoch[378](9881/26): Loss 0.1800, Sem 0.1800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.332e-01 Score 94.010 Data time: 0.2087, Forward time: 2.2625, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.9131 [2020-11-16 07:41:02,707][root][INFO] - ===> Epoch[378](9882/26): Loss 0.1666, Sem 0.1666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.332e-01 Score 94.636 Data time: 0.1908, Forward time: 2.2624, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.3918 [2020-11-16 07:41:09,314][root][INFO] - ===> Epoch[378](9883/26): Loss 0.1769, Sem 0.1769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.332e-01 Score 94.196 Data time: 0.3156, Forward time: 2.2627, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.5119 [2020-11-16 07:41:15,056][root][INFO] - ===> Epoch[378](9884/26): Loss 0.1776, Sem 0.1776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.331e-01 Score 94.173 Data time: 0.1586, Forward time: 2.2626, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.6143 [2020-11-16 07:41:21,212][root][INFO] - ===> Epoch[378](9885/26): Loss 0.1779, Sem 0.1779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.331e-01 Score 94.318 Data time: 0.2436, Forward time: 2.2627, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.0840 [2020-11-16 07:41:26,438][root][INFO] - ===> Epoch[378](9886/26): Loss 0.2202, Sem 0.2202, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.330e-01 Score 93.198 Data time: 0.2117, Forward time: 2.2626, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.1216 [2020-11-16 07:41:31,653][root][INFO] - ===> Epoch[378](9887/26): Loss 0.1753, Sem 0.1753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.330e-01 Score 94.241 Data time: 0.2113, Forward time: 2.2627, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.1558 [2020-11-16 07:41:36,892][root][INFO] - ===> Epoch[378](9888/26): Loss 0.2159, Sem 0.2159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.330e-01 Score 93.386 Data time: 0.1528, Forward time: 2.2626, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.1168 [2020-11-16 07:41:42,378][root][INFO] - ===> Epoch[378](9889/26): Loss 0.1722, Sem 0.1722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.329e-01 Score 94.155 Data time: 0.2189, Forward time: 2.2626, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.3975 [2020-11-16 07:41:47,372][root][INFO] - ===> Epoch[378](9890/26): Loss 0.1849, Sem 0.1849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.329e-01 Score 93.545 Data time: 0.2613, Forward time: 2.2627, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.8840 [2020-11-16 07:41:52,843][root][INFO] - ===> Epoch[378](9891/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.329e-01 Score 93.220 Data time: 0.1770, Forward time: 2.2626, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.3543 [2020-11-16 07:41:58,061][root][INFO] - ===> Epoch[378](9892/26): Loss 0.2179, Sem 0.2179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.328e-01 Score 92.986 Data time: 0.2366, Forward time: 2.2626, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.1252 [2020-11-16 07:42:03,951][root][INFO] - ===> Epoch[378](9893/26): Loss 0.2163, Sem 0.2163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.328e-01 Score 93.276 Data time: 0.2595, Forward time: 2.2626, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.7875 [2020-11-16 07:42:10,715][root][INFO] - ===> Epoch[378](9894/26): Loss 0.1944, Sem 0.1944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.327e-01 Score 93.621 Data time: 0.2742, Forward time: 2.2628, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.6574 [2020-11-16 07:42:15,987][root][INFO] - ===> Epoch[378](9895/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.327e-01 Score 93.734 Data time: 0.2146, Forward time: 2.2628, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.1710 [2020-11-16 07:42:21,761][root][INFO] - ===> Epoch[378](9896/26): Loss 0.2242, Sem 0.2242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.327e-01 Score 92.440 Data time: 0.1923, Forward time: 2.2629, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.6732 [2020-11-16 07:42:26,826][root][INFO] - ===> Epoch[378](9897/26): Loss 0.1785, Sem 0.1785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.326e-01 Score 94.166 Data time: 0.1589, Forward time: 2.2628, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 4.9757 [2020-11-16 07:42:33,848][root][INFO] - ===> Epoch[378](9898/26): Loss 0.1977, Sem 0.1977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.326e-01 Score 93.427 Data time: 0.1644, Forward time: 2.2626, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.9311 [2020-11-16 07:42:38,492][root][INFO] - ===> Epoch[378](9899/26): Loss 0.2482, Sem 0.2482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.325e-01 Score 92.184 Data time: 0.2154, Forward time: 2.2627, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.5739 [2020-11-16 07:42:43,742][root][INFO] - ===> Epoch[378](9900/26): Loss 0.1724, Sem 0.1724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.325e-01 Score 94.219 Data time: 0.2265, Forward time: 2.2628, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.1518 [2020-11-16 07:42:48,984][root][INFO] - ===> Epoch[379](9901/26): Loss 0.1979, Sem 0.1979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.325e-01 Score 93.548 Data time: 0.1548, Forward time: 2.2627, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.1252 [2020-11-16 07:42:53,862][root][INFO] - ===> Epoch[379](9902/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.324e-01 Score 94.726 Data time: 0.1895, Forward time: 2.2626, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 4.8095 [2020-11-16 07:43:00,664][root][INFO] - ===> Epoch[379](9903/26): Loss 0.2029, Sem 0.2029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.324e-01 Score 93.394 Data time: 0.2375, Forward time: 2.2627, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 6.7154 [2020-11-16 07:43:06,783][root][INFO] - ===> Epoch[379](9904/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.324e-01 Score 94.365 Data time: 0.2226, Forward time: 2.2628, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 6.0197 [2020-11-16 07:43:12,565][root][INFO] - ===> Epoch[379](9905/26): Loss 0.1958, Sem 0.1958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.323e-01 Score 93.806 Data time: 0.2115, Forward time: 2.2628, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.6726 [2020-11-16 07:43:18,457][root][INFO] - ===> Epoch[379](9906/26): Loss 0.1674, Sem 0.1674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.323e-01 Score 94.353 Data time: 0.2164, Forward time: 2.2629, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.7993 [2020-11-16 07:43:24,423][root][INFO] - ===> Epoch[379](9907/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.322e-01 Score 93.607 Data time: 0.1831, Forward time: 2.2629, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.8571 [2020-11-16 07:43:29,760][root][INFO] - ===> Epoch[379](9908/26): Loss 0.1839, Sem 0.1839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.322e-01 Score 94.230 Data time: 0.2319, Forward time: 2.2630, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.2141 [2020-11-16 07:43:34,194][root][INFO] - ===> Epoch[379](9909/26): Loss 0.2237, Sem 0.2237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.322e-01 Score 93.022 Data time: 0.1963, Forward time: 2.2630, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 4.3163 [2020-11-16 07:43:40,071][root][INFO] - ===> Epoch[379](9910/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.321e-01 Score 94.301 Data time: 0.2256, Forward time: 2.2630, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.7937 [2020-11-16 07:43:46,193][root][INFO] - ===> Epoch[379](9911/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.321e-01 Score 93.298 Data time: 0.2983, Forward time: 2.2632, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 6.0150 [2020-11-16 07:43:51,670][root][INFO] - ===> Epoch[379](9912/26): Loss 0.2159, Sem 0.2159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.320e-01 Score 93.399 Data time: 0.1731, Forward time: 2.2632, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.3608 [2020-11-16 07:43:58,220][root][INFO] - ===> Epoch[379](9913/26): Loss 0.1800, Sem 0.1800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.320e-01 Score 94.132 Data time: 0.2180, Forward time: 2.2633, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.4654 [2020-11-16 07:44:03,070][root][INFO] - ===> Epoch[379](9914/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.320e-01 Score 94.228 Data time: 0.2102, Forward time: 2.2632, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 4.7589 [2020-11-16 07:44:09,091][root][INFO] - ===> Epoch[379](9915/26): Loss 0.1772, Sem 0.1772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.319e-01 Score 94.274 Data time: 0.2024, Forward time: 2.2632, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.9467 [2020-11-16 07:44:15,316][root][INFO] - ===> Epoch[379](9916/26): Loss 0.2009, Sem 0.2009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.319e-01 Score 93.252 Data time: 0.2613, Forward time: 2.2634, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 6.1378 [2020-11-16 07:44:20,513][root][INFO] - ===> Epoch[379](9917/26): Loss 0.2171, Sem 0.2171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.319e-01 Score 92.881 Data time: 0.2462, Forward time: 2.2635, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.0901 [2020-11-16 07:44:26,605][root][INFO] - ===> Epoch[379](9918/26): Loss 0.2366, Sem 0.2366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.318e-01 Score 92.832 Data time: 0.2637, Forward time: 2.2636, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 5.9850 [2020-11-16 07:44:31,864][root][INFO] - ===> Epoch[379](9919/26): Loss 0.1686, Sem 0.1686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.318e-01 Score 94.961 Data time: 0.1497, Forward time: 2.2635, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 5.1476 [2020-11-16 07:44:36,092][root][INFO] - ===> Epoch[379](9920/26): Loss 0.1973, Sem 0.1973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.317e-01 Score 93.388 Data time: 0.1944, Forward time: 2.2634, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 4.1420 [2020-11-16 07:44:41,706][root][INFO] - ===> Epoch[379](9921/26): Loss 0.1929, Sem 0.1929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.317e-01 Score 94.033 Data time: 0.1615, Forward time: 2.2633, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.5328 [2020-11-16 07:44:47,357][root][INFO] - ===> Epoch[379](9922/26): Loss 0.2251, Sem 0.2251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.317e-01 Score 93.146 Data time: 0.1831, Forward time: 2.2632, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.5742 [2020-11-16 07:44:52,668][root][INFO] - ===> Epoch[379](9923/26): Loss 0.2088, Sem 0.2088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.316e-01 Score 93.512 Data time: 0.1790, Forward time: 2.2632, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.2081 [2020-11-16 07:44:58,684][root][INFO] - ===> Epoch[379](9924/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.316e-01 Score 94.265 Data time: 0.1909, Forward time: 2.2631, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.9213 [2020-11-16 07:45:05,438][root][INFO] - ===> Epoch[379](9925/26): Loss 0.2378, Sem 0.2378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.315e-01 Score 92.375 Data time: 0.2315, Forward time: 2.2632, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 6.6477 [2020-11-16 07:45:11,170][root][INFO] - ===> Epoch[379](9926/26): Loss 0.2006, Sem 0.2006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.315e-01 Score 93.449 Data time: 0.1911, Forward time: 2.2632, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.5786 [2020-11-16 07:45:16,812][root][INFO] - ===> Epoch[380](9927/26): Loss 0.1815, Sem 0.1815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.315e-01 Score 94.169 Data time: 0.1850, Forward time: 2.2631, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.5217 [2020-11-16 07:45:22,495][root][INFO] - ===> Epoch[380](9928/26): Loss 0.1808, Sem 0.1808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.314e-01 Score 94.505 Data time: 0.2138, Forward time: 2.2631, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.5909 [2020-11-16 07:45:28,597][root][INFO] - ===> Epoch[380](9929/26): Loss 0.1920, Sem 0.1920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.314e-01 Score 93.972 Data time: 0.2157, Forward time: 2.2631, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.9949 [2020-11-16 07:45:34,621][root][INFO] - ===> Epoch[380](9930/26): Loss 0.1826, Sem 0.1826, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.314e-01 Score 94.139 Data time: 0.2599, Forward time: 2.2631, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.9242 [2020-11-16 07:45:40,268][root][INFO] - ===> Epoch[380](9931/26): Loss 0.1847, Sem 0.1847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.313e-01 Score 93.864 Data time: 0.2245, Forward time: 2.2632, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.5441 [2020-11-16 07:45:46,133][root][INFO] - ===> Epoch[380](9932/26): Loss 0.1650, Sem 0.1650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.313e-01 Score 94.538 Data time: 0.1765, Forward time: 2.2631, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.7534 [2020-11-16 07:45:52,245][root][INFO] - ===> Epoch[380](9933/26): Loss 0.1635, Sem 0.1635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.312e-01 Score 94.611 Data time: 0.2604, Forward time: 2.2632, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 6.0289 [2020-11-16 07:45:56,868][root][INFO] - ===> Epoch[380](9934/26): Loss 0.1954, Sem 0.1954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.312e-01 Score 93.577 Data time: 0.2133, Forward time: 2.2632, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 4.5123 [2020-11-16 07:46:01,737][root][INFO] - ===> Epoch[380](9935/26): Loss 0.1594, Sem 0.1594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.312e-01 Score 94.675 Data time: 0.1465, Forward time: 2.2631, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 4.7654 [2020-11-16 07:46:07,397][root][INFO] - ===> Epoch[380](9936/26): Loss 0.2577, Sem 0.2577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.311e-01 Score 92.062 Data time: 0.2783, Forward time: 2.2632, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 5.6058 [2020-11-16 07:46:13,195][root][INFO] - ===> Epoch[380](9937/26): Loss 0.1782, Sem 0.1782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.311e-01 Score 94.119 Data time: 0.1764, Forward time: 2.2631, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.6773 [2020-11-16 07:46:18,965][root][INFO] - ===> Epoch[380](9938/26): Loss 0.1712, Sem 0.1712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.310e-01 Score 94.394 Data time: 0.2008, Forward time: 2.2631, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.6757 [2020-11-16 07:46:23,999][root][INFO] - ===> Epoch[380](9939/26): Loss 0.1901, Sem 0.1901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.310e-01 Score 94.057 Data time: 0.2006, Forward time: 2.2631, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 4.9132 [2020-11-16 07:46:29,739][root][INFO] - ===> Epoch[380](9940/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.310e-01 Score 94.650 Data time: 0.1961, Forward time: 2.2631, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 5.6166 [2020-11-16 07:46:36,032][root][INFO] - ===> Epoch[380](9941/26): Loss 0.2277, Sem 0.2277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.309e-01 Score 92.812 Data time: 0.2065, Forward time: 2.2631, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 6.1871 [2020-11-16 07:46:41,413][root][INFO] - ===> Epoch[380](9942/26): Loss 0.2421, Sem 0.2421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.309e-01 Score 92.200 Data time: 0.1570, Forward time: 2.2630, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.2790 [2020-11-16 07:46:47,056][root][INFO] - ===> Epoch[380](9943/26): Loss 0.2202, Sem 0.2202, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.309e-01 Score 93.027 Data time: 0.2070, Forward time: 2.2630, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.5681 [2020-11-16 07:46:52,474][root][INFO] - ===> Epoch[380](9944/26): Loss 0.2005, Sem 0.2005, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.308e-01 Score 93.398 Data time: 0.2292, Forward time: 2.2630, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.2985 [2020-11-16 07:46:59,533][root][INFO] - ===> Epoch[380](9945/26): Loss 0.2260, Sem 0.2260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.308e-01 Score 92.888 Data time: 0.2209, Forward time: 2.2630, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.9423 [2020-11-16 07:47:04,377][root][INFO] - ===> Epoch[380](9946/26): Loss 0.1886, Sem 0.1886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.307e-01 Score 93.662 Data time: 0.1757, Forward time: 2.2629, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 4.7272 [2020-11-16 07:47:11,299][root][INFO] - ===> Epoch[380](9947/26): Loss 0.1870, Sem 0.1870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.307e-01 Score 94.135 Data time: 0.2450, Forward time: 2.2630, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 6.8294 [2020-11-16 07:47:16,488][root][INFO] - ===> Epoch[380](9948/26): Loss 0.2387, Sem 0.2387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.307e-01 Score 92.320 Data time: 0.2010, Forward time: 2.2630, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.0579 [2020-11-16 07:47:22,006][root][INFO] - ===> Epoch[380](9949/26): Loss 0.2113, Sem 0.2113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.306e-01 Score 92.989 Data time: 0.1650, Forward time: 2.2629, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.4190 [2020-11-16 07:47:27,236][root][INFO] - ===> Epoch[380](9950/26): Loss 0.2176, Sem 0.2176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.306e-01 Score 93.313 Data time: 0.2098, Forward time: 2.2629, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.1454 [2020-11-16 07:47:32,409][root][INFO] - ===> Epoch[380](9951/26): Loss 0.1770, Sem 0.1770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.305e-01 Score 94.017 Data time: 0.1762, Forward time: 2.2629, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.0812 [2020-11-16 07:47:38,513][root][INFO] - ===> Epoch[380](9952/26): Loss 0.1820, Sem 0.1820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.305e-01 Score 93.977 Data time: 0.1862, Forward time: 2.2628, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.0053 [2020-11-16 07:47:45,033][root][INFO] - ===> Epoch[381](9953/26): Loss 0.1974, Sem 0.1974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.305e-01 Score 93.506 Data time: 0.3452, Forward time: 2.2631, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.4460 [2020-11-16 07:47:49,577][root][INFO] - ===> Epoch[381](9954/26): Loss 0.2110, Sem 0.2110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.304e-01 Score 92.987 Data time: 0.1455, Forward time: 2.2630, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 4.4428 [2020-11-16 07:47:54,825][root][INFO] - ===> Epoch[381](9955/26): Loss 0.1855, Sem 0.1855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.304e-01 Score 94.220 Data time: 0.1839, Forward time: 2.2629, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.1574 [2020-11-16 07:47:59,938][root][INFO] - ===> Epoch[381](9956/26): Loss 0.2041, Sem 0.2041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.303e-01 Score 93.191 Data time: 0.1520, Forward time: 2.2628, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.0232 [2020-11-16 07:48:05,810][root][INFO] - ===> Epoch[381](9957/26): Loss 0.1753, Sem 0.1753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.303e-01 Score 94.221 Data time: 0.2454, Forward time: 2.2628, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.7920 [2020-11-16 07:48:10,816][root][INFO] - ===> Epoch[381](9958/26): Loss 0.2058, Sem 0.2058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.303e-01 Score 93.608 Data time: 0.2260, Forward time: 2.2629, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 4.9005 [2020-11-16 07:48:15,518][root][INFO] - ===> Epoch[381](9959/26): Loss 0.2014, Sem 0.2014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.302e-01 Score 93.409 Data time: 0.2177, Forward time: 2.2629, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 4.5968 [2020-11-16 07:48:20,747][root][INFO] - ===> Epoch[381](9960/26): Loss 0.1890, Sem 0.1890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.302e-01 Score 93.671 Data time: 0.1679, Forward time: 2.2628, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.1251 [2020-11-16 07:48:26,346][root][INFO] - ===> Epoch[381](9961/26): Loss 0.1732, Sem 0.1732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.302e-01 Score 94.237 Data time: 0.1637, Forward time: 2.2627, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.5367 [2020-11-16 07:48:31,734][root][INFO] - ===> Epoch[381](9962/26): Loss 0.1575, Sem 0.1575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.301e-01 Score 94.586 Data time: 0.1675, Forward time: 2.2626, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.3323 [2020-11-16 07:48:38,654][root][INFO] - ===> Epoch[381](9963/26): Loss 0.1657, Sem 0.1657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.301e-01 Score 94.666 Data time: 0.2281, Forward time: 2.2627, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 6.8515 [2020-11-16 07:48:45,166][root][INFO] - ===> Epoch[381](9964/26): Loss 0.1595, Sem 0.1595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.300e-01 Score 94.636 Data time: 0.2044, Forward time: 2.2627, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 6.3975 [2020-11-16 07:48:49,843][root][INFO] - ===> Epoch[381](9965/26): Loss 0.1951, Sem 0.1951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.300e-01 Score 93.528 Data time: 0.2213, Forward time: 2.2627, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 4.5683 [2020-11-16 07:48:55,104][root][INFO] - ===> Epoch[381](9966/26): Loss 0.1867, Sem 0.1867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.300e-01 Score 93.471 Data time: 0.1815, Forward time: 2.2627, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.1427 [2020-11-16 07:49:00,856][root][INFO] - ===> Epoch[381](9967/26): Loss 0.1710, Sem 0.1710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.299e-01 Score 94.496 Data time: 0.1833, Forward time: 2.2626, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.6588 [2020-11-16 07:49:08,286][root][INFO] - ===> Epoch[381](9968/26): Loss 0.1873, Sem 0.1873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.299e-01 Score 93.737 Data time: 0.2704, Forward time: 2.2628, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 7.3528 [2020-11-16 07:49:14,588][root][INFO] - ===> Epoch[381](9969/26): Loss 0.1832, Sem 0.1832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.298e-01 Score 94.126 Data time: 0.2875, Forward time: 2.2629, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 6.1673 [2020-11-16 07:49:20,648][root][INFO] - ===> Epoch[381](9970/26): Loss 0.1480, Sem 0.1480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.298e-01 Score 95.053 Data time: 0.2580, Forward time: 2.2631, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 5.9482 [2020-11-16 07:49:25,179][root][INFO] - ===> Epoch[381](9971/26): Loss 0.1743, Sem 0.1743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.298e-01 Score 94.374 Data time: 0.1269, Forward time: 2.2630, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 4.4239 [2020-11-16 07:49:31,094][root][INFO] - ===> Epoch[381](9972/26): Loss 0.2053, Sem 0.2053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.297e-01 Score 93.509 Data time: 0.1604, Forward time: 2.2629, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.8490 [2020-11-16 07:49:36,162][root][INFO] - ===> Epoch[381](9973/26): Loss 0.1773, Sem 0.1773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.297e-01 Score 94.085 Data time: 0.2009, Forward time: 2.2629, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.0319 [2020-11-16 07:49:42,490][root][INFO] - ===> Epoch[381](9974/26): Loss 0.1590, Sem 0.1590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.297e-01 Score 94.810 Data time: 0.1875, Forward time: 2.2629, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 6.2344 [2020-11-16 07:49:47,940][root][INFO] - ===> Epoch[381](9975/26): Loss 0.1709, Sem 0.1709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.296e-01 Score 94.345 Data time: 0.1872, Forward time: 2.2628, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.3575 [2020-11-16 07:49:53,905][root][INFO] - ===> Epoch[381](9976/26): Loss 0.1895, Sem 0.1895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.296e-01 Score 93.582 Data time: 0.2727, Forward time: 2.2630, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 5.8787 [2020-11-16 07:49:59,605][root][INFO] - ===> Epoch[381](9977/26): Loss 0.1754, Sem 0.1754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.295e-01 Score 94.044 Data time: 0.1714, Forward time: 2.2629, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.5801 [2020-11-16 07:50:05,065][root][INFO] - ===> Epoch[381](9978/26): Loss 0.1657, Sem 0.1657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.295e-01 Score 94.267 Data time: 0.1645, Forward time: 2.2628, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.3752 [2020-11-16 07:50:10,470][root][INFO] - ===> Epoch[382](9979/26): Loss 0.1627, Sem 0.1627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.295e-01 Score 94.566 Data time: 0.1867, Forward time: 2.2627, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.3460 [2020-11-16 07:50:16,084][root][INFO] - ===> Epoch[382](9980/26): Loss 0.1767, Sem 0.1767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.294e-01 Score 94.284 Data time: 0.2020, Forward time: 2.2628, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.5208 [2020-11-16 07:50:21,480][root][INFO] - ===> Epoch[382](9981/26): Loss 0.1561, Sem 0.1561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.294e-01 Score 94.818 Data time: 0.1489, Forward time: 2.2626, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.3043 [2020-11-16 07:50:26,725][root][INFO] - ===> Epoch[382](9982/26): Loss 0.1868, Sem 0.1868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.293e-01 Score 93.632 Data time: 0.1738, Forward time: 2.2625, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.1640 [2020-11-16 07:50:32,786][root][INFO] - ===> Epoch[382](9983/26): Loss 0.1789, Sem 0.1789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.293e-01 Score 94.300 Data time: 0.1952, Forward time: 2.2625, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.9861 [2020-11-16 07:50:37,804][root][INFO] - ===> Epoch[382](9984/26): Loss 0.1757, Sem 0.1757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.293e-01 Score 94.494 Data time: 0.2174, Forward time: 2.2626, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 4.9263 [2020-11-16 07:50:43,413][root][INFO] - ===> Epoch[382](9985/26): Loss 0.2036, Sem 0.2036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.292e-01 Score 93.396 Data time: 0.2450, Forward time: 2.2627, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.5060 [2020-11-16 07:50:48,254][root][INFO] - ===> Epoch[382](9986/26): Loss 0.1804, Sem 0.1804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.292e-01 Score 94.427 Data time: 0.1265, Forward time: 2.2626, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 4.7263 [2020-11-16 07:50:52,584][root][INFO] - ===> Epoch[382](9987/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.292e-01 Score 95.681 Data time: 0.1949, Forward time: 2.2625, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 4.2383 [2020-11-16 07:50:58,849][root][INFO] - ===> Epoch[382](9988/26): Loss 0.1715, Sem 0.1715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.291e-01 Score 93.822 Data time: 0.2051, Forward time: 2.2626, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 6.1813 [2020-11-16 07:51:04,847][root][INFO] - ===> Epoch[382](9989/26): Loss 0.1613, Sem 0.1613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.291e-01 Score 94.660 Data time: 0.1967, Forward time: 2.2625, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.8900 [2020-11-16 07:51:09,406][root][INFO] - ===> Epoch[382](9990/26): Loss 0.1880, Sem 0.1880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.290e-01 Score 93.852 Data time: 0.2011, Forward time: 2.2625, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 4.4751 [2020-11-16 07:51:14,091][root][INFO] - ===> Epoch[382](9991/26): Loss 0.2355, Sem 0.2355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.290e-01 Score 92.527 Data time: 0.1871, Forward time: 2.2624, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 4.5947 [2020-11-16 07:51:19,340][root][INFO] - ===> Epoch[382](9992/26): Loss 0.1937, Sem 0.1937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.290e-01 Score 93.521 Data time: 0.2029, Forward time: 2.2624, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 5.1626 [2020-11-16 07:51:24,982][root][INFO] - ===> Epoch[382](9993/26): Loss 0.1988, Sem 0.1988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.289e-01 Score 93.346 Data time: 0.1280, Forward time: 2.2623, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.5513 [2020-11-16 07:51:29,535][root][INFO] - ===> Epoch[382](9994/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.289e-01 Score 93.806 Data time: 0.1506, Forward time: 2.2621, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 4.5056 [2020-11-16 07:51:36,354][root][INFO] - ===> Epoch[382](9995/26): Loss 0.1521, Sem 0.1521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.288e-01 Score 95.049 Data time: 0.2186, Forward time: 2.2621, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 6.7329 [2020-11-16 07:51:42,871][root][INFO] - ===> Epoch[382](9996/26): Loss 0.1778, Sem 0.1778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.288e-01 Score 94.042 Data time: 0.3452, Forward time: 2.2624, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 6.4280 [2020-11-16 07:51:48,520][root][INFO] - ===> Epoch[382](9997/26): Loss 0.2012, Sem 0.2012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.288e-01 Score 93.162 Data time: 0.2639, Forward time: 2.2626, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 5.5134 [2020-11-16 07:51:54,827][root][INFO] - ===> Epoch[382](9998/26): Loss 0.1813, Sem 0.1813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.287e-01 Score 94.122 Data time: 0.3246, Forward time: 2.2628, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 6.2015 [2020-11-16 07:52:01,812][root][INFO] - ===> Epoch[382](9999/26): Loss 0.1861, Sem 0.1861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.287e-01 Score 94.137 Data time: 0.2220, Forward time: 2.2629, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 6.8715 [2020-11-16 07:52:08,733][root][INFO] - ===> Epoch[382](10000/26): Loss 0.1816, Sem 0.1816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.287e-01 Score 93.967 Data time: 0.3598, Forward time: 2.2632, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 6.8290 [2020-11-16 07:52:09,394][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 07:52:09,537][root][INFO] - ===> Start testing [2020-11-16 07:53:25,485][root][INFO] - 101/312: Data time: 0.0066, Iter time: 0.3411 Loss 0.651 (AVG: 0.420) Score 85.250 (AVG: 89.082) mIOU 71.095 mAP 75.973 mAcc 79.902 IOU: 84.386 96.925 65.869 72.127 90.658 69.467 70.806 57.563 55.252 77.326 25.898 59.966 57.486 80.198 66.266 84.585 90.932 71.065 92.334 52.784 mAP: 82.256 97.775 69.757 65.904 88.618 84.754 71.358 68.732 66.351 65.653 51.969 57.343 54.472 90.421 70.949 96.323 95.220 88.943 91.681 60.985 mAcc: 93.424 98.552 87.367 74.909 93.343 83.387 93.645 68.715 64.907 91.022 27.324 73.139 70.491 90.966 69.823 95.586 92.601 75.931 94.151 58.766 [2020-11-16 07:54:37,829][root][INFO] - 201/312: Data time: 0.1947, Iter time: 0.6670 Loss 0.152 (AVG: 0.450) Score 95.220 (AVG: 88.577) mIOU 68.807 mAP 74.093 mAcc 77.451 IOU: 85.080 96.540 59.766 72.589 87.709 73.405 64.065 58.241 53.821 80.157 24.139 59.410 59.584 73.679 56.239 70.729 93.169 65.285 89.547 52.996 mAP: 83.443 97.014 64.388 65.031 89.853 76.873 72.306 71.857 66.866 66.499 48.642 58.955 56.794 88.221 58.276 92.565 95.292 83.986 84.976 60.016 mAcc: 93.483 98.622 85.212 77.483 91.469 79.285 91.524 72.565 62.673 90.387 26.061 72.883 68.642 84.037 59.354 78.668 94.855 69.534 91.611 60.671 [2020-11-16 07:55:56,016][root][INFO] - 301/312: Data time: 0.0082, Iter time: 0.2032 Loss 0.221 (AVG: 0.449) Score 94.094 (AVG: 88.633) mIOU 68.998 mAP 74.551 mAcc 77.664 IOU: 84.661 96.319 60.198 75.559 88.335 77.946 65.341 60.060 58.472 79.549 20.928 61.678 59.716 72.128 52.866 63.287 93.604 65.516 88.350 55.446 mAP: 83.133 97.053 65.306 69.427 90.209 80.043 71.794 72.005 67.446 67.588 51.098 58.387 56.764 85.425 61.601 92.553 96.263 82.764 81.831 60.335 mAcc: 93.100 98.608 84.073 79.477 91.836 83.567 91.968 73.991 66.869 90.548 23.183 74.059 70.307 84.137 56.341 70.689 95.518 69.870 91.634 63.503 [2020-11-16 07:56:09,143][root][INFO] - 312/312: Data time: 0.0021, Iter time: 0.2931 Loss 1.913 (AVG: 0.461) Score 68.183 (AVG: 88.404) mIOU 68.751 mAP 74.119 mAcc 77.432 IOU: 84.401 96.335 60.006 76.753 88.129 78.576 64.413 59.972 57.120 78.262 22.225 61.970 58.275 73.113 50.185 64.337 93.698 63.311 88.982 54.954 mAP: 82.839 97.087 64.397 69.487 89.745 79.618 70.831 71.744 66.532 67.225 51.474 58.341 55.944 85.229 57.301 92.154 96.288 82.781 83.326 60.041 mAcc: 93.015 98.605 84.311 80.649 91.764 84.154 91.230 73.710 65.363 88.831 24.941 74.324 69.936 84.386 53.305 71.673 95.602 67.611 92.186 63.055 [2020-11-16 07:56:09,144][root][INFO] - Finished test. Elapsed time: 239.6051 [2020-11-16 07:56:09,248][root][INFO] - Current best mIoU: 68.960 at iter 8500 [2020-11-16 07:56:12,997][root][INFO] - ===> Epoch[382](10001/26): Loss 0.1497, Sem 0.1497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.286e-01 Score 95.154 Data time: 0.1446, Forward time: 2.2631, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 3.7427 [2020-11-16 07:56:19,557][root][INFO] - ===> Epoch[382](10002/26): Loss 0.1641, Sem 0.1641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.286e-01 Score 94.529 Data time: 0.3611, Forward time: 2.2634, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 6.4717 [2020-11-16 07:56:27,312][root][INFO] - ===> Epoch[382](10003/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.285e-01 Score 94.721 Data time: 0.2828, Forward time: 2.2635, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 7.6496 [2020-11-16 07:56:33,752][root][INFO] - ===> Epoch[382](10004/26): Loss 0.1786, Sem 0.1786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.285e-01 Score 94.088 Data time: 0.2278, Forward time: 2.2635, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 6.3242 [2020-11-16 07:56:40,187][root][INFO] - ===> Epoch[383](10005/26): Loss 0.1659, Sem 0.1659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.285e-01 Score 94.622 Data time: 0.2225, Forward time: 2.2636, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 6.3404 [2020-11-16 07:56:46,977][root][INFO] - ===> Epoch[383](10006/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.284e-01 Score 94.772 Data time: 0.2521, Forward time: 2.2637, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 6.6892 [2020-11-16 07:56:51,987][root][INFO] - ===> Epoch[383](10007/26): Loss 0.1929, Sem 0.1929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.284e-01 Score 93.967 Data time: 0.2155, Forward time: 2.2638, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 4.9096 [2020-11-16 07:56:57,789][root][INFO] - ===> Epoch[383](10008/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.283e-01 Score 95.528 Data time: 0.1413, Forward time: 2.2636, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.7068 [2020-11-16 07:57:03,787][root][INFO] - ===> Epoch[383](10009/26): Loss 0.1758, Sem 0.1758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.283e-01 Score 94.555 Data time: 0.2054, Forward time: 2.2637, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.9557 [2020-11-16 07:57:09,957][root][INFO] - ===> Epoch[383](10010/26): Loss 0.1669, Sem 0.1669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.283e-01 Score 94.320 Data time: 0.2214, Forward time: 2.2636, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 6.0657 [2020-11-16 07:57:17,143][root][INFO] - ===> Epoch[383](10011/26): Loss 0.1528, Sem 0.1528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.282e-01 Score 95.106 Data time: 0.3863, Forward time: 2.2640, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 7.0964 [2020-11-16 07:57:23,264][root][INFO] - ===> Epoch[383](10012/26): Loss 0.1780, Sem 0.1780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.282e-01 Score 93.819 Data time: 0.2301, Forward time: 2.2641, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 6.0012 [2020-11-16 07:57:29,907][root][INFO] - ===> Epoch[383](10013/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.281e-01 Score 94.365 Data time: 0.2695, Forward time: 2.2643, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 6.5311 [2020-11-16 07:57:35,551][root][INFO] - ===> Epoch[383](10014/26): Loss 0.1658, Sem 0.1658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.281e-01 Score 94.722 Data time: 0.1416, Forward time: 2.2641, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.5209 [2020-11-16 07:57:40,274][root][INFO] - ===> Epoch[383](10015/26): Loss 0.1793, Sem 0.1793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.281e-01 Score 94.296 Data time: 0.2166, Forward time: 2.2641, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 4.6409 [2020-11-16 07:57:45,221][root][INFO] - ===> Epoch[383](10016/26): Loss 0.1771, Sem 0.1771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.280e-01 Score 94.121 Data time: 0.2282, Forward time: 2.2642, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 4.8627 [2020-11-16 07:57:50,641][root][INFO] - ===> Epoch[383](10017/26): Loss 0.1737, Sem 0.1737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.280e-01 Score 94.200 Data time: 0.1990, Forward time: 2.2642, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.3254 [2020-11-16 07:57:55,160][root][INFO] - ===> Epoch[383](10018/26): Loss 0.1643, Sem 0.1643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.280e-01 Score 94.442 Data time: 0.1832, Forward time: 2.2641, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 4.4191 [2020-11-16 07:57:59,942][root][INFO] - ===> Epoch[383](10019/26): Loss 0.1800, Sem 0.1800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.279e-01 Score 94.367 Data time: 0.1915, Forward time: 2.2641, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 4.6822 [2020-11-16 07:58:06,072][root][INFO] - ===> Epoch[383](10020/26): Loss 0.1990, Sem 0.1990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.279e-01 Score 93.793 Data time: 0.2091, Forward time: 2.2641, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 6.0457 [2020-11-16 07:58:11,774][root][INFO] - ===> Epoch[383](10021/26): Loss 0.1870, Sem 0.1870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.278e-01 Score 94.008 Data time: 0.2140, Forward time: 2.2642, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 5.5980 [2020-11-16 07:58:16,885][root][INFO] - ===> Epoch[383](10022/26): Loss 0.2011, Sem 0.2011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.278e-01 Score 93.485 Data time: 0.1717, Forward time: 2.2641, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 5.0118 [2020-11-16 07:58:21,937][root][INFO] - ===> Epoch[383](10023/26): Loss 0.1802, Sem 0.1802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.278e-01 Score 94.153 Data time: 0.1869, Forward time: 2.2641, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 4.9759 [2020-11-16 07:58:28,223][root][INFO] - ===> Epoch[383](10024/26): Loss 0.1817, Sem 0.1817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.277e-01 Score 94.229 Data time: 0.1202, Forward time: 2.2639, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 6.1974 [2020-11-16 07:58:33,438][root][INFO] - ===> Epoch[383](10025/26): Loss 0.1643, Sem 0.1643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.277e-01 Score 94.696 Data time: 0.2345, Forward time: 2.2640, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 5.1739 [2020-11-16 07:58:38,276][root][INFO] - ===> Epoch[383](10026/26): Loss 0.1818, Sem 0.1818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.276e-01 Score 94.031 Data time: 0.1873, Forward time: 2.2640, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 4.7420 [2020-11-16 07:58:43,566][root][INFO] - ===> Epoch[383](10027/26): Loss 0.1789, Sem 0.1789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.276e-01 Score 94.160 Data time: 0.2252, Forward time: 2.2640, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.2043 [2020-11-16 07:58:48,355][root][INFO] - ===> Epoch[383](10028/26): Loss 0.1413, Sem 0.1413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.276e-01 Score 95.327 Data time: 0.1969, Forward time: 2.2641, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 4.6755 [2020-11-16 07:58:53,497][root][INFO] - ===> Epoch[383](10029/26): Loss 0.1349, Sem 0.1349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.275e-01 Score 95.499 Data time: 0.2110, Forward time: 2.2641, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 5.0338 [2020-11-16 07:58:58,734][root][INFO] - ===> Epoch[383](10030/26): Loss 0.1691, Sem 0.1691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.275e-01 Score 94.307 Data time: 0.1955, Forward time: 2.2641, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 5.1315 [2020-11-16 07:59:05,154][root][INFO] - ===> Epoch[384](10031/26): Loss 0.1688, Sem 0.1688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.275e-01 Score 94.588 Data time: 0.1882, Forward time: 2.2641, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 6.3343 [2020-11-16 07:59:10,961][root][INFO] - ===> Epoch[384](10032/26): Loss 0.1746, Sem 0.1746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.274e-01 Score 94.437 Data time: 0.1803, Forward time: 2.2640, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 5.7293 [2020-11-16 07:59:16,098][root][INFO] - ===> Epoch[384](10033/26): Loss 0.1627, Sem 0.1627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.274e-01 Score 94.508 Data time: 0.2312, Forward time: 2.2641, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 5.0503 [2020-11-16 07:59:21,834][root][INFO] - ===> Epoch[384](10034/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.273e-01 Score 94.674 Data time: 0.2430, Forward time: 2.2642, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 5.6298 [2020-11-16 07:59:27,707][root][INFO] - ===> Epoch[384](10035/26): Loss 0.1523, Sem 0.1523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.273e-01 Score 94.943 Data time: 0.2192, Forward time: 2.2643, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 5.7771 [2020-11-16 07:59:32,812][root][INFO] - ===> Epoch[384](10036/26): Loss 0.1963, Sem 0.1963, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.273e-01 Score 93.686 Data time: 0.1940, Forward time: 2.2643, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 4.9867 [2020-11-16 07:59:38,271][root][INFO] - ===> Epoch[384](10037/26): Loss 0.1598, Sem 0.1598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.272e-01 Score 94.603 Data time: 0.2400, Forward time: 2.2644, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.3802 [2020-11-16 07:59:43,310][root][INFO] - ===> Epoch[384](10038/26): Loss 0.1650, Sem 0.1650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.272e-01 Score 94.712 Data time: 0.1285, Forward time: 2.2642, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 4.9293 [2020-11-16 07:59:48,590][root][INFO] - ===> Epoch[384](10039/26): Loss 0.1736, Sem 0.1736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.271e-01 Score 94.543 Data time: 0.1814, Forward time: 2.2641, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.2055 [2020-11-16 07:59:54,607][root][INFO] - ===> Epoch[384](10040/26): Loss 0.2015, Sem 0.2015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.271e-01 Score 93.511 Data time: 0.2652, Forward time: 2.2643, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 5.9454 [2020-11-16 08:00:00,904][root][INFO] - ===> Epoch[384](10041/26): Loss 0.1962, Sem 0.1962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.271e-01 Score 93.686 Data time: 0.2816, Forward time: 2.2645, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 6.1919 [2020-11-16 08:00:07,208][root][INFO] - ===> Epoch[384](10042/26): Loss 0.2048, Sem 0.2048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.270e-01 Score 93.115 Data time: 0.2193, Forward time: 2.2646, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 6.1874 [2020-11-16 08:00:12,282][root][INFO] - ===> Epoch[384](10043/26): Loss 0.2061, Sem 0.2061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.270e-01 Score 93.942 Data time: 0.1996, Forward time: 2.2646, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 4.9533 [2020-11-16 08:00:17,776][root][INFO] - ===> Epoch[384](10044/26): Loss 0.1906, Sem 0.1906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.270e-01 Score 93.920 Data time: 0.2663, Forward time: 2.2647, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 5.4010 [2020-11-16 08:00:23,622][root][INFO] - ===> Epoch[384](10045/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.269e-01 Score 93.472 Data time: 0.2622, Forward time: 2.2648, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 5.7326 [2020-11-16 08:00:30,047][root][INFO] - ===> Epoch[384](10046/26): Loss 0.1560, Sem 0.1560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.269e-01 Score 94.907 Data time: 0.1949, Forward time: 2.2649, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 6.3266 [2020-11-16 08:00:34,816][root][INFO] - ===> Epoch[384](10047/26): Loss 0.1710, Sem 0.1710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.268e-01 Score 94.382 Data time: 0.1689, Forward time: 2.2648, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 4.6718 [2020-11-16 08:00:40,146][root][INFO] - ===> Epoch[384](10048/26): Loss 0.1709, Sem 0.1709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.268e-01 Score 94.253 Data time: 0.2009, Forward time: 2.2648, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 5.2487 [2020-11-16 08:00:45,510][root][INFO] - ===> Epoch[384](10049/26): Loss 0.1684, Sem 0.1684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.268e-01 Score 94.477 Data time: 0.2103, Forward time: 2.2647, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 5.2618 [2020-11-16 08:00:50,856][root][INFO] - ===> Epoch[384](10050/26): Loss 0.1841, Sem 0.1841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.267e-01 Score 93.810 Data time: 0.2368, Forward time: 2.2647, Backward time: 3.0375, DDP time: 0.0047, Total iter time: 5.2856 [2020-11-16 08:00:56,795][root][INFO] - ===> Epoch[384](10051/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.267e-01 Score 94.753 Data time: 0.1976, Forward time: 2.2648, Backward time: 3.0375, DDP time: 0.0047, Total iter time: 5.8411 [2020-11-16 08:01:02,529][root][INFO] - ===> Epoch[384](10052/26): Loss 0.1797, Sem 0.1797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.266e-01 Score 93.918 Data time: 0.2707, Forward time: 2.2649, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.6563 [2020-11-16 08:01:08,819][root][INFO] - ===> Epoch[384](10053/26): Loss 0.1784, Sem 0.1784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.266e-01 Score 94.050 Data time: 0.2540, Forward time: 2.2651, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 6.1860 [2020-11-16 08:01:14,313][root][INFO] - ===> Epoch[384](10054/26): Loss 0.1818, Sem 0.1818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.266e-01 Score 94.263 Data time: 0.1933, Forward time: 2.2651, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.4070 [2020-11-16 08:01:19,723][root][INFO] - ===> Epoch[384](10055/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.265e-01 Score 94.169 Data time: 0.1940, Forward time: 2.2650, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.3212 [2020-11-16 08:01:24,621][root][INFO] - ===> Epoch[384](10056/26): Loss 0.1913, Sem 0.1913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.265e-01 Score 93.114 Data time: 0.2108, Forward time: 2.2651, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 4.8121 [2020-11-16 08:01:30,666][root][INFO] - ===> Epoch[385](10057/26): Loss 0.1836, Sem 0.1836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.265e-01 Score 94.375 Data time: 0.2208, Forward time: 2.2652, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.9379 [2020-11-16 08:01:36,227][root][INFO] - ===> Epoch[385](10058/26): Loss 0.2005, Sem 0.2005, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.264e-01 Score 93.382 Data time: 0.1963, Forward time: 2.2652, Backward time: 3.0370, DDP time: 0.0047, Total iter time: 5.4408 [2020-11-16 08:01:42,237][root][INFO] - ===> Epoch[385](10059/26): Loss 0.1474, Sem 0.1474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.264e-01 Score 95.267 Data time: 0.1999, Forward time: 2.2652, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.9054 [2020-11-16 08:01:47,897][root][INFO] - ===> Epoch[385](10060/26): Loss 0.1964, Sem 0.1964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.263e-01 Score 93.673 Data time: 0.1523, Forward time: 2.2650, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.5471 [2020-11-16 08:01:53,959][root][INFO] - ===> Epoch[385](10061/26): Loss 0.1836, Sem 0.1836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.263e-01 Score 93.819 Data time: 0.1561, Forward time: 2.2649, Backward time: 3.0375, DDP time: 0.0047, Total iter time: 5.9703 [2020-11-16 08:01:58,502][root][INFO] - ===> Epoch[385](10062/26): Loss 0.1819, Sem 0.1819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.263e-01 Score 94.166 Data time: 0.1732, Forward time: 2.2648, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 4.4965 [2020-11-16 08:02:04,105][root][INFO] - ===> Epoch[385](10063/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.262e-01 Score 94.569 Data time: 0.1724, Forward time: 2.2647, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.5158 [2020-11-16 08:02:10,039][root][INFO] - ===> Epoch[385](10064/26): Loss 0.1977, Sem 0.1977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.262e-01 Score 93.633 Data time: 0.2708, Forward time: 2.2649, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.8500 [2020-11-16 08:02:15,078][root][INFO] - ===> Epoch[385](10065/26): Loss 0.1895, Sem 0.1895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.261e-01 Score 93.618 Data time: 0.2007, Forward time: 2.2649, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 4.9159 [2020-11-16 08:02:20,619][root][INFO] - ===> Epoch[385](10066/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.261e-01 Score 94.448 Data time: 0.1848, Forward time: 2.2649, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.4343 [2020-11-16 08:02:26,554][root][INFO] - ===> Epoch[385](10067/26): Loss 0.2228, Sem 0.2228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.261e-01 Score 92.726 Data time: 0.1244, Forward time: 2.2647, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.8269 [2020-11-16 08:02:33,188][root][INFO] - ===> Epoch[385](10068/26): Loss 0.2004, Sem 0.2004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.260e-01 Score 93.311 Data time: 0.1866, Forward time: 2.2646, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 6.5539 [2020-11-16 08:02:39,681][root][INFO] - ===> Epoch[385](10069/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.260e-01 Score 94.769 Data time: 0.3713, Forward time: 2.2649, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 6.4152 [2020-11-16 08:02:44,891][root][INFO] - ===> Epoch[385](10070/26): Loss 0.1755, Sem 0.1755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.259e-01 Score 93.979 Data time: 0.1837, Forward time: 2.2649, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.0845 [2020-11-16 08:02:49,910][root][INFO] - ===> Epoch[385](10071/26): Loss 0.1767, Sem 0.1767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.259e-01 Score 94.322 Data time: 0.1723, Forward time: 2.2648, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 4.9262 [2020-11-16 08:02:54,709][root][INFO] - ===> Epoch[385](10072/26): Loss 0.1889, Sem 0.1889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.259e-01 Score 93.861 Data time: 0.2139, Forward time: 2.2649, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 4.7071 [2020-11-16 08:03:00,650][root][INFO] - ===> Epoch[385](10073/26): Loss 0.1549, Sem 0.1549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.258e-01 Score 94.873 Data time: 0.1682, Forward time: 2.2648, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.8244 [2020-11-16 08:03:06,202][root][INFO] - ===> Epoch[385](10074/26): Loss 0.1678, Sem 0.1678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.258e-01 Score 94.436 Data time: 0.1738, Forward time: 2.2647, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.4552 [2020-11-16 08:03:11,652][root][INFO] - ===> Epoch[385](10075/26): Loss 0.1765, Sem 0.1765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.258e-01 Score 94.350 Data time: 0.1526, Forward time: 2.2646, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.3469 [2020-11-16 08:03:17,379][root][INFO] - ===> Epoch[385](10076/26): Loss 0.1865, Sem 0.1865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.257e-01 Score 94.266 Data time: 0.1744, Forward time: 2.2645, Backward time: 3.0375, DDP time: 0.0047, Total iter time: 5.6469 [2020-11-16 08:03:23,116][root][INFO] - ===> Epoch[385](10077/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.257e-01 Score 94.198 Data time: 0.1682, Forward time: 2.2643, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 5.6550 [2020-11-16 08:03:28,882][root][INFO] - ===> Epoch[385](10078/26): Loss 0.1865, Sem 0.1865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.256e-01 Score 93.593 Data time: 0.1819, Forward time: 2.2643, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 5.6849 [2020-11-16 08:03:35,246][root][INFO] - ===> Epoch[385](10079/26): Loss 0.1974, Sem 0.1974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.256e-01 Score 93.953 Data time: 0.1900, Forward time: 2.2643, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 6.2623 [2020-11-16 08:03:40,323][root][INFO] - ===> Epoch[385](10080/26): Loss 0.1398, Sem 0.1398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.256e-01 Score 95.491 Data time: 0.1693, Forward time: 2.2642, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 4.9864 [2020-11-16 08:03:47,288][root][INFO] - ===> Epoch[385](10081/26): Loss 0.1531, Sem 0.1531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.255e-01 Score 94.917 Data time: 0.2334, Forward time: 2.2643, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 6.8644 [2020-11-16 08:03:52,810][root][INFO] - ===> Epoch[385](10082/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.255e-01 Score 93.160 Data time: 0.2379, Forward time: 2.2644, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 5.4042 [2020-11-16 08:03:59,067][root][INFO] - ===> Epoch[386](10083/26): Loss 0.1559, Sem 0.1559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.254e-01 Score 94.974 Data time: 0.1943, Forward time: 2.2645, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 6.1499 [2020-11-16 08:04:05,258][root][INFO] - ===> Epoch[386](10084/26): Loss 0.2143, Sem 0.2143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.254e-01 Score 92.816 Data time: 0.1712, Forward time: 2.2644, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 6.0660 [2020-11-16 08:04:11,044][root][INFO] - ===> Epoch[386](10085/26): Loss 0.2258, Sem 0.2258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.254e-01 Score 92.918 Data time: 0.2044, Forward time: 2.2643, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 5.6705 [2020-11-16 08:04:16,022][root][INFO] - ===> Epoch[386](10086/26): Loss 0.1887, Sem 0.1887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.253e-01 Score 93.972 Data time: 0.2071, Forward time: 2.2643, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 4.8810 [2020-11-16 08:04:22,795][root][INFO] - ===> Epoch[386](10087/26): Loss 0.1934, Sem 0.1934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.253e-01 Score 93.953 Data time: 0.1999, Forward time: 2.2643, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 6.6691 [2020-11-16 08:04:27,656][root][INFO] - ===> Epoch[386](10088/26): Loss 0.1962, Sem 0.1962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.253e-01 Score 93.546 Data time: 0.2252, Forward time: 2.2643, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 4.7707 [2020-11-16 08:04:33,194][root][INFO] - ===> Epoch[386](10089/26): Loss 0.1919, Sem 0.1919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.252e-01 Score 93.776 Data time: 0.2215, Forward time: 2.2644, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 5.4166 [2020-11-16 08:04:39,191][root][INFO] - ===> Epoch[386](10090/26): Loss 0.2077, Sem 0.2077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.252e-01 Score 93.416 Data time: 0.1586, Forward time: 2.2643, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.8812 [2020-11-16 08:04:45,193][root][INFO] - ===> Epoch[386](10091/26): Loss 0.1715, Sem 0.1715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.251e-01 Score 94.291 Data time: 0.1810, Forward time: 2.2643, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 5.9365 [2020-11-16 08:04:50,741][root][INFO] - ===> Epoch[386](10092/26): Loss 0.2068, Sem 0.2068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.251e-01 Score 93.570 Data time: 0.2065, Forward time: 2.2643, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 5.4565 [2020-11-16 08:04:55,929][root][INFO] - ===> Epoch[386](10093/26): Loss 0.2596, Sem 0.2596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.251e-01 Score 91.971 Data time: 0.1655, Forward time: 2.2642, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 5.0893 [2020-11-16 08:05:01,206][root][INFO] - ===> Epoch[386](10094/26): Loss 0.2268, Sem 0.2268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.250e-01 Score 92.536 Data time: 0.2497, Forward time: 2.2643, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 5.1924 [2020-11-16 08:05:07,127][root][INFO] - ===> Epoch[386](10095/26): Loss 0.2053, Sem 0.2053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.250e-01 Score 93.541 Data time: 0.1971, Forward time: 2.2643, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.8042 [2020-11-16 08:05:12,454][root][INFO] - ===> Epoch[386](10096/26): Loss 0.2074, Sem 0.2074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.249e-01 Score 93.765 Data time: 0.2430, Forward time: 2.2644, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 5.2396 [2020-11-16 08:05:17,423][root][INFO] - ===> Epoch[386](10097/26): Loss 0.2190, Sem 0.2190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.249e-01 Score 93.333 Data time: 0.2041, Forward time: 2.2644, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 4.8528 [2020-11-16 08:05:22,860][root][INFO] - ===> Epoch[386](10098/26): Loss 0.2530, Sem 0.2530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.249e-01 Score 92.294 Data time: 0.2535, Forward time: 2.2646, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 5.3426 [2020-11-16 08:05:28,325][root][INFO] - ===> Epoch[386](10099/26): Loss 0.2138, Sem 0.2138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.248e-01 Score 93.075 Data time: 0.2755, Forward time: 2.2647, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.3426 [2020-11-16 08:05:33,459][root][INFO] - ===> Epoch[386](10100/26): Loss 0.2445, Sem 0.2445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.248e-01 Score 92.414 Data time: 0.2121, Forward time: 2.2648, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 5.0043 [2020-11-16 08:05:39,113][root][INFO] - ===> Epoch[386](10101/26): Loss 0.1998, Sem 0.1998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.248e-01 Score 93.777 Data time: 0.1728, Forward time: 2.2647, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.5503 [2020-11-16 08:05:46,483][root][INFO] - ===> Epoch[386](10102/26): Loss 0.2415, Sem 0.2415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.247e-01 Score 92.705 Data time: 0.2712, Forward time: 2.2648, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 7.2851 [2020-11-16 08:05:51,918][root][INFO] - ===> Epoch[386](10103/26): Loss 0.2147, Sem 0.2147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.247e-01 Score 93.129 Data time: 0.2687, Forward time: 2.2649, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.3271 [2020-11-16 08:05:57,979][root][INFO] - ===> Epoch[386](10104/26): Loss 0.1915, Sem 0.1915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.246e-01 Score 93.575 Data time: 0.2130, Forward time: 2.2650, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.9565 [2020-11-16 08:06:02,461][root][INFO] - ===> Epoch[386](10105/26): Loss 0.2105, Sem 0.2105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.246e-01 Score 93.444 Data time: 0.1997, Forward time: 2.2650, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 4.3792 [2020-11-16 08:06:08,436][root][INFO] - ===> Epoch[386](10106/26): Loss 0.2103, Sem 0.2103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.246e-01 Score 92.911 Data time: 0.1837, Forward time: 2.2650, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 5.8797 [2020-11-16 08:06:13,932][root][INFO] - ===> Epoch[386](10107/26): Loss 0.2063, Sem 0.2063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.245e-01 Score 93.505 Data time: 0.2575, Forward time: 2.2651, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.4042 [2020-11-16 08:06:19,156][root][INFO] - ===> Epoch[386](10108/26): Loss 0.2123, Sem 0.2123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.245e-01 Score 93.210 Data time: 0.1333, Forward time: 2.2649, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.1119 [2020-11-16 08:06:25,610][root][INFO] - ===> Epoch[387](10109/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.244e-01 Score 94.239 Data time: 0.1773, Forward time: 2.2648, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 6.4076 [2020-11-16 08:06:30,509][root][INFO] - ===> Epoch[387](10110/26): Loss 0.2031, Sem 0.2031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.244e-01 Score 93.389 Data time: 0.1646, Forward time: 2.2648, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 4.8336 [2020-11-16 08:06:35,899][root][INFO] - ===> Epoch[387](10111/26): Loss 0.1823, Sem 0.1823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.244e-01 Score 94.198 Data time: 0.2286, Forward time: 2.2649, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.3097 [2020-11-16 08:06:42,203][root][INFO] - ===> Epoch[387](10112/26): Loss 0.1723, Sem 0.1723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.243e-01 Score 94.603 Data time: 0.1885, Forward time: 2.2649, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 6.1939 [2020-11-16 08:06:47,525][root][INFO] - ===> Epoch[387](10113/26): Loss 0.2156, Sem 0.2156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.243e-01 Score 93.162 Data time: 0.1323, Forward time: 2.2647, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 5.2119 [2020-11-16 08:06:52,914][root][INFO] - ===> Epoch[387](10114/26): Loss 0.2068, Sem 0.2068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.243e-01 Score 93.617 Data time: 0.1980, Forward time: 2.2647, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.3509 [2020-11-16 08:06:58,653][root][INFO] - ===> Epoch[387](10115/26): Loss 0.1887, Sem 0.1887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.242e-01 Score 94.016 Data time: 0.1976, Forward time: 2.2647, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.6551 [2020-11-16 08:07:05,399][root][INFO] - ===> Epoch[387](10116/26): Loss 0.1857, Sem 0.1857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.242e-01 Score 94.309 Data time: 0.1884, Forward time: 2.2647, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 6.6427 [2020-11-16 08:07:10,724][root][INFO] - ===> Epoch[387](10117/26): Loss 0.2056, Sem 0.2056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.241e-01 Score 93.519 Data time: 0.1486, Forward time: 2.2646, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 5.2254 [2020-11-16 08:07:15,830][root][INFO] - ===> Epoch[387](10118/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.241e-01 Score 94.097 Data time: 0.1607, Forward time: 2.2644, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 5.0252 [2020-11-16 08:07:21,112][root][INFO] - ===> Epoch[387](10119/26): Loss 0.1987, Sem 0.1987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.241e-01 Score 93.515 Data time: 0.1784, Forward time: 2.2644, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 5.1922 [2020-11-16 08:07:27,087][root][INFO] - ===> Epoch[387](10120/26): Loss 0.1925, Sem 0.1925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.240e-01 Score 93.563 Data time: 0.1486, Forward time: 2.2643, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 5.8880 [2020-11-16 08:07:33,041][root][INFO] - ===> Epoch[387](10121/26): Loss 0.1619, Sem 0.1619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.240e-01 Score 94.630 Data time: 0.2163, Forward time: 2.2642, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 5.8753 [2020-11-16 08:07:38,478][root][INFO] - ===> Epoch[387](10122/26): Loss 0.2101, Sem 0.2101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.239e-01 Score 93.287 Data time: 0.1935, Forward time: 2.2642, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 5.3459 [2020-11-16 08:07:43,424][root][INFO] - ===> Epoch[387](10123/26): Loss 0.1932, Sem 0.1932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.239e-01 Score 93.533 Data time: 0.1902, Forward time: 2.2641, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 4.8416 [2020-11-16 08:07:49,206][root][INFO] - ===> Epoch[387](10124/26): Loss 0.1873, Sem 0.1873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.239e-01 Score 93.661 Data time: 0.2307, Forward time: 2.2642, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 5.6845 [2020-11-16 08:07:55,876][root][INFO] - ===> Epoch[387](10125/26): Loss 0.1814, Sem 0.1814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.238e-01 Score 94.144 Data time: 0.1786, Forward time: 2.2642, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 6.5389 [2020-11-16 08:08:02,452][root][INFO] - ===> Epoch[387](10126/26): Loss 0.1681, Sem 0.1681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.238e-01 Score 94.608 Data time: 0.1486, Forward time: 2.2640, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 6.4864 [2020-11-16 08:08:09,119][root][INFO] - ===> Epoch[387](10127/26): Loss 0.1804, Sem 0.1804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.237e-01 Score 94.129 Data time: 0.1790, Forward time: 2.2640, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 6.5853 [2020-11-16 08:08:15,117][root][INFO] - ===> Epoch[387](10128/26): Loss 0.1566, Sem 0.1566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.237e-01 Score 95.073 Data time: 0.1736, Forward time: 2.2640, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 5.9059 [2020-11-16 08:08:20,613][root][INFO] - ===> Epoch[387](10129/26): Loss 0.1776, Sem 0.1776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.237e-01 Score 94.174 Data time: 0.1995, Forward time: 2.2640, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 5.4223 [2020-11-16 08:08:26,079][root][INFO] - ===> Epoch[387](10130/26): Loss 0.1527, Sem 0.1527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.236e-01 Score 95.122 Data time: 0.2012, Forward time: 2.2640, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 5.3587 [2020-11-16 08:08:32,621][root][INFO] - ===> Epoch[387](10131/26): Loss 0.1890, Sem 0.1890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.236e-01 Score 93.945 Data time: 0.1601, Forward time: 2.2640, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 6.4258 [2020-11-16 08:08:38,829][root][INFO] - ===> Epoch[387](10132/26): Loss 0.1483, Sem 0.1483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.236e-01 Score 94.869 Data time: 0.1851, Forward time: 2.2639, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 6.1146 [2020-11-16 08:08:45,267][root][INFO] - ===> Epoch[387](10133/26): Loss 0.1686, Sem 0.1686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.235e-01 Score 93.970 Data time: 0.2484, Forward time: 2.2640, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 6.3538 [2020-11-16 08:08:51,041][root][INFO] - ===> Epoch[387](10134/26): Loss 0.1739, Sem 0.1739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.235e-01 Score 94.242 Data time: 0.1998, Forward time: 2.2640, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 5.6654 [2020-11-16 08:08:56,340][root][INFO] - ===> Epoch[388](10135/26): Loss 0.1815, Sem 0.1815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.234e-01 Score 94.147 Data time: 0.1504, Forward time: 2.2639, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 5.1947 [2020-11-16 08:09:02,076][root][INFO] - ===> Epoch[388](10136/26): Loss 0.1530, Sem 0.1530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.234e-01 Score 94.795 Data time: 0.1966, Forward time: 2.2639, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 5.6531 [2020-11-16 08:09:07,187][root][INFO] - ===> Epoch[388](10137/26): Loss 0.1780, Sem 0.1780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.234e-01 Score 94.568 Data time: 0.1967, Forward time: 2.2639, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.0159 [2020-11-16 08:09:12,632][root][INFO] - ===> Epoch[388](10138/26): Loss 0.1578, Sem 0.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.233e-01 Score 94.821 Data time: 0.2171, Forward time: 2.2640, Backward time: 3.0389, DDP time: 0.0047, Total iter time: 5.3573 [2020-11-16 08:09:17,552][root][INFO] - ===> Epoch[388](10139/26): Loss 0.1583, Sem 0.1583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.233e-01 Score 94.721 Data time: 0.1860, Forward time: 2.2640, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 4.8072 [2020-11-16 08:09:23,608][root][INFO] - ===> Epoch[388](10140/26): Loss 0.1453, Sem 0.1453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.232e-01 Score 95.076 Data time: 0.1483, Forward time: 2.2638, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.9652 [2020-11-16 08:09:28,421][root][INFO] - ===> Epoch[388](10141/26): Loss 0.1765, Sem 0.1765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.232e-01 Score 94.087 Data time: 0.1921, Forward time: 2.2638, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 4.7246 [2020-11-16 08:09:33,716][root][INFO] - ===> Epoch[388](10142/26): Loss 0.2129, Sem 0.2129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.232e-01 Score 93.523 Data time: 0.2410, Forward time: 2.2639, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 5.1936 [2020-11-16 08:09:39,502][root][INFO] - ===> Epoch[388](10143/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.231e-01 Score 95.136 Data time: 0.1876, Forward time: 2.2639, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 5.6816 [2020-11-16 08:09:46,030][root][INFO] - ===> Epoch[388](10144/26): Loss 0.1508, Sem 0.1508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.231e-01 Score 95.014 Data time: 0.1844, Forward time: 2.2638, Backward time: 3.0389, DDP time: 0.0047, Total iter time: 6.4343 [2020-11-16 08:09:52,579][root][INFO] - ===> Epoch[388](10145/26): Loss 0.1586, Sem 0.1586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.231e-01 Score 94.785 Data time: 0.3441, Forward time: 2.2641, Backward time: 3.0389, DDP time: 0.0047, Total iter time: 6.4683 [2020-11-16 08:09:58,257][root][INFO] - ===> Epoch[388](10146/26): Loss 0.1968, Sem 0.1968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.230e-01 Score 93.817 Data time: 0.1463, Forward time: 2.2639, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.5358 [2020-11-16 08:10:03,774][root][INFO] - ===> Epoch[388](10147/26): Loss 0.1825, Sem 0.1825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.230e-01 Score 94.167 Data time: 0.1494, Forward time: 2.2638, Backward time: 3.0391, DDP time: 0.0047, Total iter time: 5.4220 [2020-11-16 08:10:09,808][root][INFO] - ===> Epoch[388](10148/26): Loss 0.1353, Sem 0.1353, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.229e-01 Score 95.582 Data time: 0.1904, Forward time: 2.2637, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 5.9624 [2020-11-16 08:10:15,229][root][INFO] - ===> Epoch[388](10149/26): Loss 0.1846, Sem 0.1846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.229e-01 Score 94.171 Data time: 0.1996, Forward time: 2.2637, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 5.3155 [2020-11-16 08:10:20,823][root][INFO] - ===> Epoch[388](10150/26): Loss 0.1698, Sem 0.1698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.229e-01 Score 94.477 Data time: 0.2698, Forward time: 2.2639, Backward time: 3.0390, DDP time: 0.0047, Total iter time: 5.5021 [2020-11-16 08:10:26,548][root][INFO] - ===> Epoch[388](10151/26): Loss 0.1587, Sem 0.1587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.228e-01 Score 94.778 Data time: 0.2512, Forward time: 2.2640, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 5.6125 [2020-11-16 08:10:32,521][root][INFO] - ===> Epoch[388](10152/26): Loss 0.1951, Sem 0.1951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.228e-01 Score 93.578 Data time: 0.2606, Forward time: 2.2642, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 5.8731 [2020-11-16 08:10:37,193][root][INFO] - ===> Epoch[388](10153/26): Loss 0.1645, Sem 0.1645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.227e-01 Score 94.704 Data time: 0.2394, Forward time: 2.2643, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 4.5492 [2020-11-16 08:10:42,483][root][INFO] - ===> Epoch[388](10154/26): Loss 0.1674, Sem 0.1674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.227e-01 Score 94.275 Data time: 0.1398, Forward time: 2.2641, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 5.1723 [2020-11-16 08:10:48,310][root][INFO] - ===> Epoch[388](10155/26): Loss 0.1720, Sem 0.1720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.227e-01 Score 94.236 Data time: 0.1723, Forward time: 2.2640, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 5.7795 [2020-11-16 08:10:53,836][root][INFO] - ===> Epoch[388](10156/26): Loss 0.1532, Sem 0.1532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.226e-01 Score 94.946 Data time: 0.2049, Forward time: 2.2640, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 5.4514 [2020-11-16 08:10:59,531][root][INFO] - ===> Epoch[388](10157/26): Loss 0.1569, Sem 0.1569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.226e-01 Score 94.736 Data time: 0.2550, Forward time: 2.2642, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 5.6133 [2020-11-16 08:11:04,769][root][INFO] - ===> Epoch[388](10158/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.226e-01 Score 95.098 Data time: 0.2353, Forward time: 2.2642, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 5.1247 [2020-11-16 08:11:10,206][root][INFO] - ===> Epoch[388](10159/26): Loss 0.1801, Sem 0.1801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.225e-01 Score 94.471 Data time: 0.2748, Forward time: 2.2643, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.3449 [2020-11-16 08:11:15,405][root][INFO] - ===> Epoch[388](10160/26): Loss 0.1444, Sem 0.1444, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.225e-01 Score 95.405 Data time: 0.2487, Forward time: 2.2643, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 5.1007 [2020-11-16 08:11:20,989][root][INFO] - ===> Epoch[389](10161/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.224e-01 Score 94.735 Data time: 0.1354, Forward time: 2.2642, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.4683 [2020-11-16 08:11:25,930][root][INFO] - ===> Epoch[389](10162/26): Loss 0.1746, Sem 0.1746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.224e-01 Score 94.465 Data time: 0.1778, Forward time: 2.2641, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 4.8888 [2020-11-16 08:11:30,286][root][INFO] - ===> Epoch[389](10163/26): Loss 0.1527, Sem 0.1527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.224e-01 Score 94.719 Data time: 0.1595, Forward time: 2.2640, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 4.2566 [2020-11-16 08:11:35,309][root][INFO] - ===> Epoch[389](10164/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.223e-01 Score 94.385 Data time: 0.2137, Forward time: 2.2639, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 4.9398 [2020-11-16 08:11:40,524][root][INFO] - ===> Epoch[389](10165/26): Loss 0.1708, Sem 0.1708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.223e-01 Score 94.231 Data time: 0.1990, Forward time: 2.2640, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 5.1205 [2020-11-16 08:11:47,401][root][INFO] - ===> Epoch[389](10166/26): Loss 0.1866, Sem 0.1866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.222e-01 Score 94.008 Data time: 0.1453, Forward time: 2.2638, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 6.7804 [2020-11-16 08:11:53,176][root][INFO] - ===> Epoch[389](10167/26): Loss 0.1752, Sem 0.1752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.222e-01 Score 94.019 Data time: 0.1404, Forward time: 2.2637, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.7006 [2020-11-16 08:11:58,419][root][INFO] - ===> Epoch[389](10168/26): Loss 0.1654, Sem 0.1654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.222e-01 Score 94.403 Data time: 0.2013, Forward time: 2.2637, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.1773 [2020-11-16 08:12:03,846][root][INFO] - ===> Epoch[389](10169/26): Loss 0.1820, Sem 0.1820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.221e-01 Score 93.678 Data time: 0.2136, Forward time: 2.2637, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 5.3195 [2020-11-16 08:12:09,346][root][INFO] - ===> Epoch[389](10170/26): Loss 0.2005, Sem 0.2005, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.221e-01 Score 93.492 Data time: 0.2169, Forward time: 2.2638, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 5.3982 [2020-11-16 08:12:14,972][root][INFO] - ===> Epoch[389](10171/26): Loss 0.1845, Sem 0.1845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.220e-01 Score 93.913 Data time: 0.2044, Forward time: 2.2637, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 5.5074 [2020-11-16 08:12:19,984][root][INFO] - ===> Epoch[389](10172/26): Loss 0.1602, Sem 0.1602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.220e-01 Score 94.555 Data time: 0.1635, Forward time: 2.2637, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 4.9381 [2020-11-16 08:12:25,485][root][INFO] - ===> Epoch[389](10173/26): Loss 0.1553, Sem 0.1553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.220e-01 Score 94.860 Data time: 0.1723, Forward time: 2.2636, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 5.3997 [2020-11-16 08:12:30,784][root][INFO] - ===> Epoch[389](10174/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.219e-01 Score 94.501 Data time: 0.2367, Forward time: 2.2636, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 5.2261 [2020-11-16 08:12:37,032][root][INFO] - ===> Epoch[389](10175/26): Loss 0.1758, Sem 0.1758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.219e-01 Score 94.040 Data time: 0.2582, Forward time: 2.2638, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 6.1479 [2020-11-16 08:12:44,406][root][INFO] - ===> Epoch[389](10176/26): Loss 0.1607, Sem 0.1607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.219e-01 Score 94.775 Data time: 0.2307, Forward time: 2.2639, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 7.2791 [2020-11-16 08:12:49,994][root][INFO] - ===> Epoch[389](10177/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.218e-01 Score 95.034 Data time: 0.1605, Forward time: 2.2638, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 5.4847 [2020-11-16 08:12:54,680][root][INFO] - ===> Epoch[389](10178/26): Loss 0.1744, Sem 0.1744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.218e-01 Score 94.385 Data time: 0.1816, Forward time: 2.2638, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 4.6067 [2020-11-16 08:12:58,910][root][INFO] - ===> Epoch[389](10179/26): Loss 0.1270, Sem 0.1270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.217e-01 Score 95.910 Data time: 0.1578, Forward time: 2.2637, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 4.1390 [2020-11-16 08:13:04,999][root][INFO] - ===> Epoch[389](10180/26): Loss 0.1523, Sem 0.1523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.217e-01 Score 94.801 Data time: 0.2191, Forward time: 2.2638, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 6.0082 [2020-11-16 08:13:10,874][root][INFO] - ===> Epoch[389](10181/26): Loss 0.1505, Sem 0.1505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.217e-01 Score 95.231 Data time: 0.2072, Forward time: 2.2638, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 5.7496 [2020-11-16 08:13:16,695][root][INFO] - ===> Epoch[389](10182/26): Loss 0.1772, Sem 0.1772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.216e-01 Score 93.803 Data time: 0.2748, Forward time: 2.2640, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 5.7351 [2020-11-16 08:13:24,375][root][INFO] - ===> Epoch[389](10183/26): Loss 0.1564, Sem 0.1564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.216e-01 Score 94.819 Data time: 0.2307, Forward time: 2.2639, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 7.5730 [2020-11-16 08:13:30,235][root][INFO] - ===> Epoch[389](10184/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.215e-01 Score 94.398 Data time: 0.2368, Forward time: 2.2641, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 5.7806 [2020-11-16 08:13:36,113][root][INFO] - ===> Epoch[389](10185/26): Loss 0.1537, Sem 0.1537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.215e-01 Score 94.995 Data time: 0.2522, Forward time: 2.2642, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 5.7727 [2020-11-16 08:13:41,567][root][INFO] - ===> Epoch[389](10186/26): Loss 0.1471, Sem 0.1471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.215e-01 Score 95.387 Data time: 0.1903, Forward time: 2.2642, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 5.3335 [2020-11-16 08:13:47,411][root][INFO] - ===> Epoch[390](10187/26): Loss 0.1663, Sem 0.1663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.214e-01 Score 94.695 Data time: 0.2126, Forward time: 2.2642, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 5.7378 [2020-11-16 08:13:53,363][root][INFO] - ===> Epoch[390](10188/26): Loss 0.1536, Sem 0.1536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.214e-01 Score 95.085 Data time: 0.1435, Forward time: 2.2640, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 5.8670 [2020-11-16 08:13:58,820][root][INFO] - ===> Epoch[390](10189/26): Loss 0.1768, Sem 0.1768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.214e-01 Score 94.253 Data time: 0.2187, Forward time: 2.2640, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 5.4056 [2020-11-16 08:14:04,554][root][INFO] - ===> Epoch[390](10190/26): Loss 0.1429, Sem 0.1429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.213e-01 Score 95.334 Data time: 0.2829, Forward time: 2.2642, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 5.6406 [2020-11-16 08:14:09,820][root][INFO] - ===> Epoch[390](10191/26): Loss 0.1715, Sem 0.1715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.213e-01 Score 94.410 Data time: 0.2518, Forward time: 2.2643, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 5.1658 [2020-11-16 08:14:16,234][root][INFO] - ===> Epoch[390](10192/26): Loss 0.1669, Sem 0.1669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.212e-01 Score 94.371 Data time: 0.2583, Forward time: 2.2645, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 6.3003 [2020-11-16 08:14:20,804][root][INFO] - ===> Epoch[390](10193/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.212e-01 Score 93.636 Data time: 0.1840, Forward time: 2.2645, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 4.4655 [2020-11-16 08:14:26,176][root][INFO] - ===> Epoch[390](10194/26): Loss 0.1608, Sem 0.1608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.212e-01 Score 94.506 Data time: 0.2149, Forward time: 2.2645, Backward time: 3.0373, DDP time: 0.0047, Total iter time: 5.2913 [2020-11-16 08:14:31,559][root][INFO] - ===> Epoch[390](10195/26): Loss 0.1642, Sem 0.1642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.211e-01 Score 94.374 Data time: 0.2499, Forward time: 2.2646, Backward time: 3.0372, DDP time: 0.0047, Total iter time: 5.2840 [2020-11-16 08:14:37,154][root][INFO] - ===> Epoch[390](10196/26): Loss 0.1610, Sem 0.1610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.211e-01 Score 94.755 Data time: 0.1945, Forward time: 2.2646, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.4830 [2020-11-16 08:14:43,148][root][INFO] - ===> Epoch[390](10197/26): Loss 0.1455, Sem 0.1455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.210e-01 Score 95.456 Data time: 0.2510, Forward time: 2.2648, Backward time: 3.0371, DDP time: 0.0047, Total iter time: 5.9220 [2020-11-16 08:14:50,294][root][INFO] - ===> Epoch[390](10198/26): Loss 0.1758, Sem 0.1758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.210e-01 Score 94.044 Data time: 0.2127, Forward time: 2.2648, Backward time: 3.0374, DDP time: 0.0047, Total iter time: 7.0343 [2020-11-16 08:14:56,427][root][INFO] - ===> Epoch[390](10199/26): Loss 0.1944, Sem 0.1944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.210e-01 Score 93.594 Data time: 0.1892, Forward time: 2.2647, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 6.0348 [2020-11-16 08:15:04,154][root][INFO] - ===> Epoch[390](10200/26): Loss 0.1883, Sem 0.1883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.209e-01 Score 93.773 Data time: 0.2092, Forward time: 2.2647, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 7.6494 [2020-11-16 08:15:10,730][root][INFO] - ===> Epoch[390](10201/26): Loss 0.1486, Sem 0.1486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.209e-01 Score 95.208 Data time: 0.1427, Forward time: 2.2646, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 6.4833 [2020-11-16 08:15:16,361][root][INFO] - ===> Epoch[390](10202/26): Loss 0.1600, Sem 0.1600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.208e-01 Score 94.999 Data time: 0.1655, Forward time: 2.2645, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 5.5674 [2020-11-16 08:15:21,887][root][INFO] - ===> Epoch[390](10203/26): Loss 0.1406, Sem 0.1406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.208e-01 Score 95.383 Data time: 0.2278, Forward time: 2.2645, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 5.4471 [2020-11-16 08:15:27,261][root][INFO] - ===> Epoch[390](10204/26): Loss 0.1775, Sem 0.1775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.208e-01 Score 94.036 Data time: 0.2365, Forward time: 2.2646, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.2822 [2020-11-16 08:15:33,428][root][INFO] - ===> Epoch[390](10205/26): Loss 0.1619, Sem 0.1619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.207e-01 Score 95.036 Data time: 0.1976, Forward time: 2.2646, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 6.0696 [2020-11-16 08:15:39,932][root][INFO] - ===> Epoch[390](10206/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.207e-01 Score 94.140 Data time: 0.3518, Forward time: 2.2649, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 6.4204 [2020-11-16 08:15:45,103][root][INFO] - ===> Epoch[390](10207/26): Loss 0.1620, Sem 0.1620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.207e-01 Score 94.842 Data time: 0.2005, Forward time: 2.2649, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 5.0636 [2020-11-16 08:15:50,418][root][INFO] - ===> Epoch[390](10208/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.206e-01 Score 93.793 Data time: 0.1345, Forward time: 2.2647, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.2227 [2020-11-16 08:15:55,869][root][INFO] - ===> Epoch[390](10209/26): Loss 0.1414, Sem 0.1414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.206e-01 Score 95.279 Data time: 0.2192, Forward time: 2.2647, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.3952 [2020-11-16 08:16:01,334][root][INFO] - ===> Epoch[390](10210/26): Loss 0.1354, Sem 0.1354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.205e-01 Score 95.729 Data time: 0.1958, Forward time: 2.2647, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.3950 [2020-11-16 08:16:06,642][root][INFO] - ===> Epoch[390](10211/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.205e-01 Score 93.904 Data time: 0.2411, Forward time: 2.2647, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 5.2285 [2020-11-16 08:16:13,107][root][INFO] - ===> Epoch[390](10212/26): Loss 0.1747, Sem 0.1747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.205e-01 Score 94.429 Data time: 0.2648, Forward time: 2.2649, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 6.3466 [2020-11-16 08:16:19,607][root][INFO] - ===> Epoch[391](10213/26): Loss 0.1612, Sem 0.1612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.204e-01 Score 94.688 Data time: 0.2189, Forward time: 2.2650, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 6.3843 [2020-11-16 08:16:25,367][root][INFO] - ===> Epoch[391](10214/26): Loss 0.1695, Sem 0.1695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.204e-01 Score 94.403 Data time: 0.2112, Forward time: 2.2650, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 5.6692 [2020-11-16 08:16:30,950][root][INFO] - ===> Epoch[391](10215/26): Loss 0.1716, Sem 0.1716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.203e-01 Score 94.249 Data time: 0.1436, Forward time: 2.2649, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.4990 [2020-11-16 08:16:37,673][root][INFO] - ===> Epoch[391](10216/26): Loss 0.1606, Sem 0.1606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.203e-01 Score 94.515 Data time: 0.2193, Forward time: 2.2650, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 6.6695 [2020-11-16 08:16:43,951][root][INFO] - ===> Epoch[391](10217/26): Loss 0.1574, Sem 0.1574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.203e-01 Score 94.918 Data time: 0.1422, Forward time: 2.2648, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 6.1659 [2020-11-16 08:16:48,627][root][INFO] - ===> Epoch[391](10218/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.202e-01 Score 94.716 Data time: 0.2247, Forward time: 2.2648, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 4.6095 [2020-11-16 08:16:54,512][root][INFO] - ===> Epoch[391](10219/26): Loss 0.1656, Sem 0.1656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.202e-01 Score 94.596 Data time: 0.2455, Forward time: 2.2648, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 5.7959 [2020-11-16 08:17:00,275][root][INFO] - ===> Epoch[391](10220/26): Loss 0.1469, Sem 0.1469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.202e-01 Score 95.125 Data time: 0.1682, Forward time: 2.2648, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 5.6455 [2020-11-16 08:17:05,623][root][INFO] - ===> Epoch[391](10221/26): Loss 0.1644, Sem 0.1644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.201e-01 Score 94.829 Data time: 0.2027, Forward time: 2.2647, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 5.2676 [2020-11-16 08:17:10,879][root][INFO] - ===> Epoch[391](10222/26): Loss 0.1890, Sem 0.1890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.201e-01 Score 93.990 Data time: 0.1618, Forward time: 2.2647, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 5.1581 [2020-11-16 08:17:16,689][root][INFO] - ===> Epoch[391](10223/26): Loss 0.1776, Sem 0.1776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.200e-01 Score 94.011 Data time: 0.1331, Forward time: 2.2645, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 5.7096 [2020-11-16 08:17:21,846][root][INFO] - ===> Epoch[391](10224/26): Loss 0.1324, Sem 0.1324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.200e-01 Score 95.331 Data time: 0.1569, Forward time: 2.2644, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 5.1045 [2020-11-16 08:17:26,909][root][INFO] - ===> Epoch[391](10225/26): Loss 0.1720, Sem 0.1720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.200e-01 Score 94.479 Data time: 0.1890, Forward time: 2.2643, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 4.9836 [2020-11-16 08:17:32,022][root][INFO] - ===> Epoch[391](10226/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.199e-01 Score 94.283 Data time: 0.2011, Forward time: 2.2643, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 5.0349 [2020-11-16 08:17:37,910][root][INFO] - ===> Epoch[391](10227/26): Loss 0.1830, Sem 0.1830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.199e-01 Score 93.971 Data time: 0.3038, Forward time: 2.2644, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 5.7847 [2020-11-16 08:17:46,086][root][INFO] - ===> Epoch[391](10228/26): Loss 0.1640, Sem 0.1640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.198e-01 Score 94.411 Data time: 0.2559, Forward time: 2.2646, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 8.0640 [2020-11-16 08:17:52,602][root][INFO] - ===> Epoch[391](10229/26): Loss 0.1572, Sem 0.1572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.198e-01 Score 94.721 Data time: 0.3470, Forward time: 2.2649, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 6.3989 [2020-11-16 08:17:57,562][root][INFO] - ===> Epoch[391](10230/26): Loss 0.1930, Sem 0.1930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.198e-01 Score 93.567 Data time: 0.2176, Forward time: 2.2649, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 4.8391 [2020-11-16 08:18:03,112][root][INFO] - ===> Epoch[391](10231/26): Loss 0.1586, Sem 0.1586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.197e-01 Score 94.870 Data time: 0.2072, Forward time: 2.2650, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 5.4514 [2020-11-16 08:18:08,679][root][INFO] - ===> Epoch[391](10232/26): Loss 0.2066, Sem 0.2066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.197e-01 Score 93.074 Data time: 0.1085, Forward time: 2.2647, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 5.4789 [2020-11-16 08:18:14,192][root][INFO] - ===> Epoch[391](10233/26): Loss 0.1804, Sem 0.1804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.197e-01 Score 94.162 Data time: 0.1858, Forward time: 2.2647, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 5.4781 [2020-11-16 08:18:19,623][root][INFO] - ===> Epoch[391](10234/26): Loss 0.1768, Sem 0.1768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.196e-01 Score 94.208 Data time: 0.2489, Forward time: 2.2649, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 5.3608 [2020-11-16 08:18:24,860][root][INFO] - ===> Epoch[391](10235/26): Loss 0.1616, Sem 0.1616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.196e-01 Score 94.699 Data time: 0.2307, Forward time: 2.2650, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.1394 [2020-11-16 08:18:30,226][root][INFO] - ===> Epoch[391](10236/26): Loss 0.1516, Sem 0.1516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.195e-01 Score 94.953 Data time: 0.2318, Forward time: 2.2650, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 5.2821 [2020-11-16 08:18:36,405][root][INFO] - ===> Epoch[391](10237/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.195e-01 Score 93.277 Data time: 0.2433, Forward time: 2.2652, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 6.0866 [2020-11-16 08:18:44,073][root][INFO] - ===> Epoch[391](10238/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.195e-01 Score 95.197 Data time: 0.2620, Forward time: 2.2654, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 7.5682 [2020-11-16 08:18:49,447][root][INFO] - ===> Epoch[392](10239/26): Loss 0.1847, Sem 0.1847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.194e-01 Score 94.074 Data time: 0.2487, Forward time: 2.2655, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.2725 [2020-11-16 08:18:56,523][root][INFO] - ===> Epoch[392](10240/26): Loss 0.1839, Sem 0.1839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.194e-01 Score 94.021 Data time: 0.2713, Forward time: 2.2656, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 6.9693 [2020-11-16 08:19:02,988][root][INFO] - ===> Epoch[392](10241/26): Loss 0.1622, Sem 0.1622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.193e-01 Score 95.047 Data time: 0.1929, Forward time: 2.2656, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 6.3624 [2020-11-16 08:19:08,014][root][INFO] - ===> Epoch[392](10242/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.193e-01 Score 95.198 Data time: 0.1848, Forward time: 2.2655, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 4.9295 [2020-11-16 08:19:13,053][root][INFO] - ===> Epoch[392](10243/26): Loss 0.1767, Sem 0.1767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.193e-01 Score 94.065 Data time: 0.1377, Forward time: 2.2654, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 4.9614 [2020-11-16 08:19:19,367][root][INFO] - ===> Epoch[392](10244/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.192e-01 Score 94.387 Data time: 0.2000, Forward time: 2.2654, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 6.2655 [2020-11-16 08:19:25,266][root][INFO] - ===> Epoch[392](10245/26): Loss 0.1996, Sem 0.1996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.192e-01 Score 93.424 Data time: 0.1784, Forward time: 2.2654, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 5.8058 [2020-11-16 08:19:30,384][root][INFO] - ===> Epoch[392](10246/26): Loss 0.1891, Sem 0.1891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.191e-01 Score 93.723 Data time: 0.1613, Forward time: 2.2653, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 5.0376 [2020-11-16 08:19:35,522][root][INFO] - ===> Epoch[392](10247/26): Loss 0.2025, Sem 0.2025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.191e-01 Score 93.986 Data time: 0.1628, Forward time: 2.2651, Backward time: 3.0387, DDP time: 0.0047, Total iter time: 5.0708 [2020-11-16 08:19:42,027][root][INFO] - ===> Epoch[392](10248/26): Loss 0.1817, Sem 0.1817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.191e-01 Score 94.267 Data time: 0.2009, Forward time: 2.2652, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 6.4569 [2020-11-16 08:19:47,985][root][INFO] - ===> Epoch[392](10249/26): Loss 0.1700, Sem 0.1700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.190e-01 Score 94.233 Data time: 0.2203, Forward time: 2.2653, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 5.8361 [2020-11-16 08:19:54,320][root][INFO] - ===> Epoch[392](10250/26): Loss 0.1767, Sem 0.1767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.190e-01 Score 94.217 Data time: 0.2481, Forward time: 2.2654, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 6.2225 [2020-11-16 08:19:59,271][root][INFO] - ===> Epoch[392](10251/26): Loss 0.1876, Sem 0.1876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.190e-01 Score 93.900 Data time: 0.2223, Forward time: 2.2655, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 4.8368 [2020-11-16 08:20:04,027][root][INFO] - ===> Epoch[392](10252/26): Loss 0.1727, Sem 0.1727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.189e-01 Score 94.642 Data time: 0.1909, Forward time: 2.2654, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 4.6582 [2020-11-16 08:20:08,899][root][INFO] - ===> Epoch[392](10253/26): Loss 0.1741, Sem 0.1741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.189e-01 Score 94.306 Data time: 0.1607, Forward time: 2.2654, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 4.7481 [2020-11-16 08:20:13,827][root][INFO] - ===> Epoch[392](10254/26): Loss 0.1770, Sem 0.1770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.188e-01 Score 94.288 Data time: 0.1712, Forward time: 2.2653, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 4.8570 [2020-11-16 08:20:19,510][root][INFO] - ===> Epoch[392](10255/26): Loss 0.1701, Sem 0.1701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.188e-01 Score 94.362 Data time: 0.1813, Forward time: 2.2652, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 5.5926 [2020-11-16 08:20:25,102][root][INFO] - ===> Epoch[392](10256/26): Loss 0.1525, Sem 0.1525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.188e-01 Score 95.194 Data time: 0.2155, Forward time: 2.2653, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.5054 [2020-11-16 08:20:29,720][root][INFO] - ===> Epoch[392](10257/26): Loss 0.1730, Sem 0.1730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.187e-01 Score 94.314 Data time: 0.2027, Forward time: 2.2653, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 4.5118 [2020-11-16 08:20:36,411][root][INFO] - ===> Epoch[392](10258/26): Loss 0.1518, Sem 0.1518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.187e-01 Score 94.874 Data time: 0.2329, Forward time: 2.2654, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 6.5888 [2020-11-16 08:20:42,254][root][INFO] - ===> Epoch[392](10259/26): Loss 0.1598, Sem 0.1598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.186e-01 Score 94.554 Data time: 0.1542, Forward time: 2.2653, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.7238 [2020-11-16 08:20:47,385][root][INFO] - ===> Epoch[392](10260/26): Loss 0.1789, Sem 0.1789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.186e-01 Score 93.900 Data time: 0.2209, Forward time: 2.2653, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 5.0712 [2020-11-16 08:20:53,438][root][INFO] - ===> Epoch[392](10261/26): Loss 0.1744, Sem 0.1744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.186e-01 Score 94.311 Data time: 0.1733, Forward time: 2.2653, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.9544 [2020-11-16 08:20:59,264][root][INFO] - ===> Epoch[392](10262/26): Loss 0.1776, Sem 0.1776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.185e-01 Score 93.881 Data time: 0.1704, Forward time: 2.2652, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 5.7331 [2020-11-16 08:21:03,904][root][INFO] - ===> Epoch[392](10263/26): Loss 0.2160, Sem 0.2160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.185e-01 Score 93.218 Data time: 0.1977, Forward time: 2.2651, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 4.5497 [2020-11-16 08:21:08,552][root][INFO] - ===> Epoch[392](10264/26): Loss 0.1506, Sem 0.1506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.185e-01 Score 94.933 Data time: 0.2096, Forward time: 2.2652, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 4.5739 [2020-11-16 08:21:13,710][root][INFO] - ===> Epoch[393](10265/26): Loss 0.1740, Sem 0.1740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.184e-01 Score 94.652 Data time: 0.2184, Forward time: 2.2652, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 5.0457 [2020-11-16 08:21:19,530][root][INFO] - ===> Epoch[393](10266/26): Loss 0.1547, Sem 0.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.184e-01 Score 94.988 Data time: 0.2012, Forward time: 2.2652, Backward time: 3.0377, DDP time: 0.0047, Total iter time: 5.7046 [2020-11-16 08:21:25,448][root][INFO] - ===> Epoch[393](10267/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.183e-01 Score 93.770 Data time: 0.2724, Forward time: 2.2654, Backward time: 3.0376, DDP time: 0.0047, Total iter time: 5.8073 [2020-11-16 08:21:32,191][root][INFO] - ===> Epoch[393](10268/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.183e-01 Score 94.554 Data time: 0.1514, Forward time: 2.2653, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 6.6386 [2020-11-16 08:21:38,731][root][INFO] - ===> Epoch[393](10269/26): Loss 0.1727, Sem 0.1727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.183e-01 Score 94.115 Data time: 0.1656, Forward time: 2.2652, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 6.4179 [2020-11-16 08:21:43,784][root][INFO] - ===> Epoch[393](10270/26): Loss 0.1759, Sem 0.1759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.182e-01 Score 94.119 Data time: 0.1749, Forward time: 2.2652, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 4.9452 [2020-11-16 08:21:49,043][root][INFO] - ===> Epoch[393](10271/26): Loss 0.1741, Sem 0.1741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.182e-01 Score 94.281 Data time: 0.1547, Forward time: 2.2651, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 5.1336 [2020-11-16 08:21:55,262][root][INFO] - ===> Epoch[393](10272/26): Loss 0.1885, Sem 0.1885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.181e-01 Score 94.020 Data time: 0.2088, Forward time: 2.2651, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 6.1292 [2020-11-16 08:22:00,273][root][INFO] - ===> Epoch[393](10273/26): Loss 0.1410, Sem 0.1410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.181e-01 Score 95.265 Data time: 0.1414, Forward time: 2.2650, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 4.8985 [2020-11-16 08:22:04,790][root][INFO] - ===> Epoch[393](10274/26): Loss 0.1828, Sem 0.1828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.181e-01 Score 94.456 Data time: 0.1792, Forward time: 2.2649, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 4.4285 [2020-11-16 08:22:11,225][root][INFO] - ===> Epoch[393](10275/26): Loss 0.1830, Sem 0.1830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.180e-01 Score 94.029 Data time: 0.2140, Forward time: 2.2649, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 6.3452 [2020-11-16 08:22:17,775][root][INFO] - ===> Epoch[393](10276/26): Loss 0.1751, Sem 0.1751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.180e-01 Score 94.388 Data time: 0.2207, Forward time: 2.2650, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 6.4546 [2020-11-16 08:22:23,864][root][INFO] - ===> Epoch[393](10277/26): Loss 0.1671, Sem 0.1671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.179e-01 Score 94.502 Data time: 0.2741, Forward time: 2.2651, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.9551 [2020-11-16 08:22:29,087][root][INFO] - ===> Epoch[393](10278/26): Loss 0.2071, Sem 0.2071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.179e-01 Score 93.373 Data time: 0.1803, Forward time: 2.2651, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 5.1161 [2020-11-16 08:22:33,636][root][INFO] - ===> Epoch[393](10279/26): Loss 0.1835, Sem 0.1835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.179e-01 Score 93.749 Data time: 0.2086, Forward time: 2.2651, Backward time: 3.0379, DDP time: 0.0047, Total iter time: 4.4532 [2020-11-16 08:22:38,690][root][INFO] - ===> Epoch[393](10280/26): Loss 0.1702, Sem 0.1702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.178e-01 Score 94.443 Data time: 0.1696, Forward time: 2.2650, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 4.9558 [2020-11-16 08:22:44,130][root][INFO] - ===> Epoch[393](10281/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.178e-01 Score 94.189 Data time: 0.1730, Forward time: 2.2650, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 5.3405 [2020-11-16 08:22:49,900][root][INFO] - ===> Epoch[393](10282/26): Loss 0.1898, Sem 0.1898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.178e-01 Score 93.928 Data time: 0.1607, Forward time: 2.2649, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 5.6820 [2020-11-16 08:22:54,362][root][INFO] - ===> Epoch[393](10283/26): Loss 0.1896, Sem 0.1896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.177e-01 Score 93.342 Data time: 0.1511, Forward time: 2.2648, Backward time: 3.0378, DDP time: 0.0047, Total iter time: 4.3984 [2020-11-16 08:23:00,957][root][INFO] - ===> Epoch[393](10284/26): Loss 0.2133, Sem 0.2133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.177e-01 Score 92.808 Data time: 0.1802, Forward time: 2.2647, Backward time: 3.0381, DDP time: 0.0047, Total iter time: 6.5249 [2020-11-16 08:23:07,659][root][INFO] - ===> Epoch[393](10285/26): Loss 0.1960, Sem 0.1960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.176e-01 Score 93.428 Data time: 0.2118, Forward time: 2.2647, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 6.6291 [2020-11-16 08:23:14,065][root][INFO] - ===> Epoch[393](10286/26): Loss 0.1671, Sem 0.1671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.176e-01 Score 94.364 Data time: 0.2159, Forward time: 2.2647, Backward time: 3.0385, DDP time: 0.0047, Total iter time: 6.2856 [2020-11-16 08:23:19,604][root][INFO] - ===> Epoch[393](10287/26): Loss 0.1836, Sem 0.1836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.176e-01 Score 93.921 Data time: 0.2698, Forward time: 2.2648, Backward time: 3.0384, DDP time: 0.0047, Total iter time: 5.4407 [2020-11-16 08:23:25,831][root][INFO] - ===> Epoch[393](10288/26): Loss 0.1729, Sem 0.1729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.175e-01 Score 94.186 Data time: 0.3378, Forward time: 2.2650, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 6.1089 [2020-11-16 08:23:31,082][root][INFO] - ===> Epoch[393](10289/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.175e-01 Score 93.832 Data time: 0.2390, Forward time: 2.2651, Backward time: 3.0380, DDP time: 0.0047, Total iter time: 5.1316 [2020-11-16 08:23:37,439][root][INFO] - ===> Epoch[393](10290/26): Loss 0.2107, Sem 0.2107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.174e-01 Score 93.390 Data time: 0.2219, Forward time: 2.2651, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 6.2439 [2020-11-16 08:23:44,125][root][INFO] - ===> Epoch[394](10291/26): Loss 0.2067, Sem 0.2067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.174e-01 Score 93.192 Data time: 0.2490, Forward time: 2.2653, Backward time: 3.0383, DDP time: 0.0047, Total iter time: 6.5577 [2020-11-16 08:23:49,229][root][INFO] - ===> Epoch[394](10292/26): Loss 0.1957, Sem 0.1957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.174e-01 Score 93.561 Data time: 0.1893, Forward time: 2.2652, Backward time: 3.0382, DDP time: 0.0047, Total iter time: 4.9751 [2020-11-16 08:23:56,085][root][INFO] - ===> Epoch[394](10293/26): Loss 0.2309, Sem 0.2309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.173e-01 Score 92.719 Data time: 0.1354, Forward time: 2.2650, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 6.7705 [2020-11-16 08:24:01,465][root][INFO] - ===> Epoch[394](10294/26): Loss 0.1824, Sem 0.1824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.173e-01 Score 94.153 Data time: 0.1706, Forward time: 2.2650, Backward time: 3.0386, DDP time: 0.0047, Total iter time: 5.2918 [2020-11-16 08:24:07,514][root][INFO] - ===> Epoch[394](10295/26): Loss 0.2148, Sem 0.2148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.173e-01 Score 93.336 Data time: 0.1415, Forward time: 2.2648, Backward time: 3.0388, DDP time: 0.0047, Total iter time: 5.9519 [2020-11-16 08:24:14,468][root][INFO] - ===> Epoch[394](10296/26): Loss 0.2149, Sem 0.2149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.172e-01 Score 93.380 Data time: 0.1847, Forward time: 2.2648, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 6.8750 [2020-11-16 08:24:20,148][root][INFO] - ===> Epoch[394](10297/26): Loss 0.2195, Sem 0.2195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.172e-01 Score 93.391 Data time: 0.1811, Forward time: 2.2647, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 5.5692 [2020-11-16 08:24:25,870][root][INFO] - ===> Epoch[394](10298/26): Loss 0.2155, Sem 0.2155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.171e-01 Score 92.747 Data time: 0.2226, Forward time: 2.2648, Backward time: 3.0392, DDP time: 0.0047, Total iter time: 5.6279 [2020-11-16 08:24:32,575][root][INFO] - ===> Epoch[394](10299/26): Loss 0.2023, Sem 0.2023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.171e-01 Score 93.906 Data time: 0.1937, Forward time: 2.2648, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 6.5920 [2020-11-16 08:24:38,180][root][INFO] - ===> Epoch[394](10300/26): Loss 0.1831, Sem 0.1831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.171e-01 Score 93.916 Data time: 0.1941, Forward time: 2.2648, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 5.5177 [2020-11-16 08:24:45,779][root][INFO] - ===> Epoch[394](10301/26): Loss 0.2324, Sem 0.2324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.170e-01 Score 92.876 Data time: 0.2745, Forward time: 2.2650, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 7.5028 [2020-11-16 08:24:51,195][root][INFO] - ===> Epoch[394](10302/26): Loss 0.2078, Sem 0.2078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.170e-01 Score 93.154 Data time: 0.1985, Forward time: 2.2649, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.2998 [2020-11-16 08:24:57,294][root][INFO] - ===> Epoch[394](10303/26): Loss 0.1773, Sem 0.1773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.169e-01 Score 94.053 Data time: 0.1859, Forward time: 2.2649, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 6.0147 [2020-11-16 08:25:03,386][root][INFO] - ===> Epoch[394](10304/26): Loss 0.1952, Sem 0.1952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.169e-01 Score 93.811 Data time: 0.1491, Forward time: 2.2647, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 6.0107 [2020-11-16 08:25:09,016][root][INFO] - ===> Epoch[394](10305/26): Loss 0.2363, Sem 0.2363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.169e-01 Score 92.713 Data time: 0.1736, Forward time: 2.2646, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.5552 [2020-11-16 08:25:14,503][root][INFO] - ===> Epoch[394](10306/26): Loss 0.2382, Sem 0.2382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.168e-01 Score 92.615 Data time: 0.2242, Forward time: 2.2647, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.4171 [2020-11-16 08:25:20,781][root][INFO] - ===> Epoch[394](10307/26): Loss 0.2034, Sem 0.2034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.168e-01 Score 93.555 Data time: 0.2284, Forward time: 2.2648, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 6.1623 [2020-11-16 08:25:26,516][root][INFO] - ===> Epoch[394](10308/26): Loss 0.2174, Sem 0.2174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.167e-01 Score 92.940 Data time: 0.2167, Forward time: 2.2649, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.6128 [2020-11-16 08:25:33,101][root][INFO] - ===> Epoch[394](10309/26): Loss 0.2249, Sem 0.2249, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.167e-01 Score 93.014 Data time: 0.2150, Forward time: 2.2649, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 6.4840 [2020-11-16 08:25:38,332][root][INFO] - ===> Epoch[394](10310/26): Loss 0.2209, Sem 0.2209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.167e-01 Score 93.340 Data time: 0.1467, Forward time: 2.2648, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.1266 [2020-11-16 08:25:43,760][root][INFO] - ===> Epoch[394](10311/26): Loss 0.2032, Sem 0.2032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.166e-01 Score 93.575 Data time: 0.2363, Forward time: 2.2649, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.3545 [2020-11-16 08:25:48,698][root][INFO] - ===> Epoch[394](10312/26): Loss 0.1829, Sem 0.1829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.166e-01 Score 94.142 Data time: 0.2529, Forward time: 2.2650, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 4.8330 [2020-11-16 08:25:55,353][root][INFO] - ===> Epoch[394](10313/26): Loss 0.1964, Sem 0.1964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.166e-01 Score 93.541 Data time: 0.2395, Forward time: 2.2651, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 6.5440 [2020-11-16 08:26:00,652][root][INFO] - ===> Epoch[394](10314/26): Loss 0.2245, Sem 0.2245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.165e-01 Score 92.584 Data time: 0.2246, Forward time: 2.2651, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.1964 [2020-11-16 08:26:06,221][root][INFO] - ===> Epoch[394](10315/26): Loss 0.2217, Sem 0.2217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.165e-01 Score 93.221 Data time: 0.2081, Forward time: 2.2651, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.4797 [2020-11-16 08:26:10,884][root][INFO] - ===> Epoch[394](10316/26): Loss 0.2121, Sem 0.2121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.164e-01 Score 93.202 Data time: 0.1993, Forward time: 2.2651, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 4.5867 [2020-11-16 08:26:16,026][root][INFO] - ===> Epoch[395](10317/26): Loss 0.2142, Sem 0.2142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.164e-01 Score 93.331 Data time: 0.1835, Forward time: 2.2651, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 5.0542 [2020-11-16 08:26:23,937][root][INFO] - ===> Epoch[395](10318/26): Loss 0.2116, Sem 0.2116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.164e-01 Score 93.450 Data time: 0.2210, Forward time: 2.2651, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 7.8276 [2020-11-16 08:26:29,461][root][INFO] - ===> Epoch[395](10319/26): Loss 0.2324, Sem 0.2324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.163e-01 Score 92.886 Data time: 0.2412, Forward time: 2.2652, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.4244 [2020-11-16 08:26:36,005][root][INFO] - ===> Epoch[395](10320/26): Loss 0.2230, Sem 0.2230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.163e-01 Score 92.667 Data time: 0.1873, Forward time: 2.2652, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 6.4151 [2020-11-16 08:26:41,367][root][INFO] - ===> Epoch[395](10321/26): Loss 0.2064, Sem 0.2064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.162e-01 Score 93.457 Data time: 0.2085, Forward time: 2.2653, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.2806 [2020-11-16 08:26:47,245][root][INFO] - ===> Epoch[395](10322/26): Loss 0.1885, Sem 0.1885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.162e-01 Score 93.878 Data time: 0.1910, Forward time: 2.2652, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.7779 [2020-11-16 08:26:54,751][root][INFO] - ===> Epoch[395](10323/26): Loss 0.1986, Sem 0.1986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.162e-01 Score 93.526 Data time: 0.4148, Forward time: 2.2656, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 7.4085 [2020-11-16 08:27:01,018][root][INFO] - ===> Epoch[395](10324/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.161e-01 Score 93.066 Data time: 0.2860, Forward time: 2.2658, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 6.1244 [2020-11-16 08:27:07,056][root][INFO] - ===> Epoch[395](10325/26): Loss 0.2025, Sem 0.2025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.161e-01 Score 93.549 Data time: 0.3096, Forward time: 2.2660, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.9203 [2020-11-16 08:27:12,134][root][INFO] - ===> Epoch[395](10326/26): Loss 0.2308, Sem 0.2308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.161e-01 Score 92.497 Data time: 0.2205, Forward time: 2.2660, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 4.9766 [2020-11-16 08:27:17,754][root][INFO] - ===> Epoch[395](10327/26): Loss 0.1985, Sem 0.1985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.160e-01 Score 93.734 Data time: 0.1489, Forward time: 2.2659, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.5267 [2020-11-16 08:27:23,535][root][INFO] - ===> Epoch[395](10328/26): Loss 0.2369, Sem 0.2369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.160e-01 Score 92.565 Data time: 0.1826, Forward time: 2.2659, Backward time: 3.0396, DDP time: 0.0047, Total iter time: 5.7268 [2020-11-16 08:27:29,608][root][INFO] - ===> Epoch[395](10329/26): Loss 0.1976, Sem 0.1976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.159e-01 Score 93.624 Data time: 0.1202, Forward time: 2.2657, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.9952 [2020-11-16 08:27:35,748][root][INFO] - ===> Epoch[395](10330/26): Loss 0.2076, Sem 0.2076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.159e-01 Score 93.640 Data time: 0.1899, Forward time: 2.2657, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 6.0831 [2020-11-16 08:27:40,726][root][INFO] - ===> Epoch[395](10331/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.159e-01 Score 93.843 Data time: 0.1859, Forward time: 2.2656, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 4.9217 [2020-11-16 08:27:46,994][root][INFO] - ===> Epoch[395](10332/26): Loss 0.1851, Sem 0.1851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.158e-01 Score 94.084 Data time: 0.2632, Forward time: 2.2658, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 6.1848 [2020-11-16 08:27:52,235][root][INFO] - ===> Epoch[395](10333/26): Loss 0.2233, Sem 0.2233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.158e-01 Score 92.805 Data time: 0.1658, Forward time: 2.2658, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.1497 [2020-11-16 08:27:58,816][root][INFO] - ===> Epoch[395](10334/26): Loss 0.1993, Sem 0.1993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.157e-01 Score 94.001 Data time: 0.2392, Forward time: 2.2659, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 6.4863 [2020-11-16 08:28:04,126][root][INFO] - ===> Epoch[395](10335/26): Loss 0.2015, Sem 0.2015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.157e-01 Score 93.288 Data time: 0.1677, Forward time: 2.2659, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.1951 [2020-11-16 08:28:09,639][root][INFO] - ===> Epoch[395](10336/26): Loss 0.2220, Sem 0.2220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.157e-01 Score 92.818 Data time: 0.1892, Forward time: 2.2659, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.4459 [2020-11-16 08:28:15,936][root][INFO] - ===> Epoch[395](10337/26): Loss 0.1781, Sem 0.1781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.156e-01 Score 94.337 Data time: 0.2142, Forward time: 2.2660, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 6.2221 [2020-11-16 08:28:20,687][root][INFO] - ===> Epoch[395](10338/26): Loss 0.2534, Sem 0.2534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.156e-01 Score 92.840 Data time: 0.2240, Forward time: 2.2659, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 4.6572 [2020-11-16 08:28:26,687][root][INFO] - ===> Epoch[395](10339/26): Loss 0.1896, Sem 0.1896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.155e-01 Score 94.366 Data time: 0.2112, Forward time: 2.2660, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.9177 [2020-11-16 08:28:31,760][root][INFO] - ===> Epoch[395](10340/26): Loss 0.1996, Sem 0.1996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.155e-01 Score 93.704 Data time: 0.2199, Forward time: 2.2661, Backward time: 3.0395, DDP time: 0.0047, Total iter time: 4.9828 [2020-11-16 08:28:36,984][root][INFO] - ===> Epoch[395](10341/26): Loss 0.1981, Sem 0.1981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.155e-01 Score 93.653 Data time: 0.1912, Forward time: 2.2661, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 5.1041 [2020-11-16 08:28:43,470][root][INFO] - ===> Epoch[395](10342/26): Loss 0.2109, Sem 0.2109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.154e-01 Score 93.123 Data time: 0.2690, Forward time: 2.2663, Backward time: 3.0394, DDP time: 0.0047, Total iter time: 6.4020 [2020-11-16 08:28:48,961][root][INFO] - ===> Epoch[396](10343/26): Loss 0.1821, Sem 0.1821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.154e-01 Score 94.039 Data time: 0.1707, Forward time: 2.2663, Backward time: 3.0393, DDP time: 0.0047, Total iter time: 5.3730 [2020-11-16 08:28:55,699][root][INFO] - ===> Epoch[396](10344/26): Loss 0.1891, Sem 0.1891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.154e-01 Score 94.111 Data time: 0.1612, Forward time: 2.2662, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 6.6445 [2020-11-16 08:29:01,348][root][INFO] - ===> Epoch[396](10345/26): Loss 0.1861, Sem 0.1861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.153e-01 Score 93.891 Data time: 0.1879, Forward time: 2.2662, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.5911 [2020-11-16 08:29:07,768][root][INFO] - ===> Epoch[396](10346/26): Loss 0.2376, Sem 0.2376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.153e-01 Score 92.353 Data time: 0.1907, Forward time: 2.2661, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 6.3452 [2020-11-16 08:29:12,881][root][INFO] - ===> Epoch[396](10347/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.152e-01 Score 94.062 Data time: 0.1777, Forward time: 2.2660, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.0520 [2020-11-16 08:29:19,795][root][INFO] - ===> Epoch[396](10348/26): Loss 0.1823, Sem 0.1823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.152e-01 Score 93.882 Data time: 0.1893, Forward time: 2.2660, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 6.8428 [2020-11-16 08:29:24,783][root][INFO] - ===> Epoch[396](10349/26): Loss 0.2028, Sem 0.2028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.152e-01 Score 93.461 Data time: 0.1597, Forward time: 2.2659, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 4.9089 [2020-11-16 08:29:29,709][root][INFO] - ===> Epoch[396](10350/26): Loss 0.1599, Sem 0.1599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.151e-01 Score 95.060 Data time: 0.2117, Forward time: 2.2659, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 4.8612 [2020-11-16 08:29:35,962][root][INFO] - ===> Epoch[396](10351/26): Loss 0.1980, Sem 0.1980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.151e-01 Score 93.919 Data time: 0.1863, Forward time: 2.2660, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 6.1711 [2020-11-16 08:29:42,323][root][INFO] - ===> Epoch[396](10352/26): Loss 0.1811, Sem 0.1811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.150e-01 Score 94.177 Data time: 0.1634, Forward time: 2.2659, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 6.2863 [2020-11-16 08:29:47,470][root][INFO] - ===> Epoch[396](10353/26): Loss 0.1826, Sem 0.1826, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.150e-01 Score 94.097 Data time: 0.2488, Forward time: 2.2659, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.0909 [2020-11-16 08:29:53,046][root][INFO] - ===> Epoch[396](10354/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.150e-01 Score 94.176 Data time: 0.2189, Forward time: 2.2660, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.4676 [2020-11-16 08:29:59,880][root][INFO] - ===> Epoch[396](10355/26): Loss 0.1733, Sem 0.1733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.149e-01 Score 94.345 Data time: 0.1308, Forward time: 2.2659, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 6.7549 [2020-11-16 08:30:05,674][root][INFO] - ===> Epoch[396](10356/26): Loss 0.1868, Sem 0.1868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.149e-01 Score 94.155 Data time: 0.1172, Forward time: 2.2656, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.7371 [2020-11-16 08:30:11,291][root][INFO] - ===> Epoch[396](10357/26): Loss 0.2052, Sem 0.2052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.149e-01 Score 93.599 Data time: 0.1907, Forward time: 2.2656, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.5948 [2020-11-16 08:30:16,606][root][INFO] - ===> Epoch[396](10358/26): Loss 0.1793, Sem 0.1793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.148e-01 Score 94.071 Data time: 0.2531, Forward time: 2.2658, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.2402 [2020-11-16 08:30:21,926][root][INFO] - ===> Epoch[396](10359/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.148e-01 Score 93.732 Data time: 0.2360, Forward time: 2.2659, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.2134 [2020-11-16 08:30:28,200][root][INFO] - ===> Epoch[396](10360/26): Loss 0.2379, Sem 0.2379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.147e-01 Score 92.304 Data time: 0.2017, Forward time: 2.2659, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 6.1664 [2020-11-16 08:30:33,716][root][INFO] - ===> Epoch[396](10361/26): Loss 0.2155, Sem 0.2155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.147e-01 Score 93.276 Data time: 0.2522, Forward time: 2.2660, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.4293 [2020-11-16 08:30:39,237][root][INFO] - ===> Epoch[396](10362/26): Loss 0.1849, Sem 0.1849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.147e-01 Score 93.949 Data time: 0.2460, Forward time: 2.2661, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 5.4022 [2020-11-16 08:30:44,573][root][INFO] - ===> Epoch[396](10363/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.146e-01 Score 94.580 Data time: 0.1265, Forward time: 2.2660, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.2250 [2020-11-16 08:30:49,996][root][INFO] - ===> Epoch[396](10364/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.146e-01 Score 95.082 Data time: 0.1901, Forward time: 2.2659, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.3434 [2020-11-16 08:30:56,451][root][INFO] - ===> Epoch[396](10365/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.145e-01 Score 94.531 Data time: 0.1502, Forward time: 2.2658, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.3784 [2020-11-16 08:31:01,539][root][INFO] - ===> Epoch[396](10366/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.145e-01 Score 93.484 Data time: 0.2199, Forward time: 2.2657, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.0216 [2020-11-16 08:31:06,842][root][INFO] - ===> Epoch[396](10367/26): Loss 0.1787, Sem 0.1787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.145e-01 Score 94.034 Data time: 0.1922, Forward time: 2.2657, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.2079 [2020-11-16 08:31:12,376][root][INFO] - ===> Epoch[396](10368/26): Loss 0.2211, Sem 0.2211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.144e-01 Score 92.823 Data time: 0.1651, Forward time: 2.2656, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.4531 [2020-11-16 08:31:18,711][root][INFO] - ===> Epoch[397](10369/26): Loss 0.1918, Sem 0.1918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.144e-01 Score 93.997 Data time: 0.1847, Forward time: 2.2656, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.2565 [2020-11-16 08:31:25,168][root][INFO] - ===> Epoch[397](10370/26): Loss 0.1572, Sem 0.1572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.143e-01 Score 95.032 Data time: 0.2209, Forward time: 2.2657, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 6.3514 [2020-11-16 08:31:30,311][root][INFO] - ===> Epoch[397](10371/26): Loss 0.1773, Sem 0.1773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.143e-01 Score 94.287 Data time: 0.2256, Forward time: 2.2658, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.0423 [2020-11-16 08:31:37,280][root][INFO] - ===> Epoch[397](10372/26): Loss 0.1948, Sem 0.1948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.143e-01 Score 93.518 Data time: 0.1663, Forward time: 2.2657, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.8464 [2020-11-16 08:31:43,005][root][INFO] - ===> Epoch[397](10373/26): Loss 0.1646, Sem 0.1646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.142e-01 Score 94.491 Data time: 0.1962, Forward time: 2.2657, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.6305 [2020-11-16 08:31:47,729][root][INFO] - ===> Epoch[397](10374/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.142e-01 Score 94.724 Data time: 0.1637, Forward time: 2.2656, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 4.6248 [2020-11-16 08:31:54,261][root][INFO] - ===> Epoch[397](10375/26): Loss 0.1777, Sem 0.1777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.142e-01 Score 94.372 Data time: 0.3429, Forward time: 2.2659, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 6.4331 [2020-11-16 08:32:00,235][root][INFO] - ===> Epoch[397](10376/26): Loss 0.1739, Sem 0.1739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.141e-01 Score 94.403 Data time: 0.1653, Forward time: 2.2658, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.8484 [2020-11-16 08:32:04,888][root][INFO] - ===> Epoch[397](10377/26): Loss 0.1685, Sem 0.1685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.141e-01 Score 94.386 Data time: 0.2474, Forward time: 2.2658, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 4.5399 [2020-11-16 08:32:11,026][root][INFO] - ===> Epoch[397](10378/26): Loss 0.1891, Sem 0.1891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.140e-01 Score 93.912 Data time: 0.2714, Forward time: 2.2661, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 6.0372 [2020-11-16 08:32:16,846][root][INFO] - ===> Epoch[397](10379/26): Loss 0.1876, Sem 0.1876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.140e-01 Score 93.806 Data time: 0.1441, Forward time: 2.2659, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.6925 [2020-11-16 08:32:23,849][root][INFO] - ===> Epoch[397](10380/26): Loss 0.1956, Sem 0.1956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.140e-01 Score 93.349 Data time: 0.1475, Forward time: 2.2658, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 6.8844 [2020-11-16 08:32:30,699][root][INFO] - ===> Epoch[397](10381/26): Loss 0.1978, Sem 0.1978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.139e-01 Score 93.515 Data time: 0.1093, Forward time: 2.2656, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.7561 [2020-11-16 08:32:35,481][root][INFO] - ===> Epoch[397](10382/26): Loss 0.1833, Sem 0.1833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.139e-01 Score 93.930 Data time: 0.1811, Forward time: 2.2655, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 4.7469 [2020-11-16 08:32:40,411][root][INFO] - ===> Epoch[397](10383/26): Loss 0.1976, Sem 0.1976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.138e-01 Score 93.232 Data time: 0.2109, Forward time: 2.2655, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 4.8283 [2020-11-16 08:32:46,178][root][INFO] - ===> Epoch[397](10384/26): Loss 0.2076, Sem 0.2076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.138e-01 Score 93.870 Data time: 0.2469, Forward time: 2.2656, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.6542 [2020-11-16 08:32:50,925][root][INFO] - ===> Epoch[397](10385/26): Loss 0.1982, Sem 0.1982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.138e-01 Score 93.711 Data time: 0.2176, Forward time: 2.2656, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 4.6277 [2020-11-16 08:32:56,733][root][INFO] - ===> Epoch[397](10386/26): Loss 0.1676, Sem 0.1676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.137e-01 Score 94.587 Data time: 0.2285, Forward time: 2.2657, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.7113 [2020-11-16 08:33:02,367][root][INFO] - ===> Epoch[397](10387/26): Loss 0.1892, Sem 0.1892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.137e-01 Score 94.167 Data time: 0.1890, Forward time: 2.2657, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.5226 [2020-11-16 08:33:07,889][root][INFO] - ===> Epoch[397](10388/26): Loss 0.2203, Sem 0.2203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.137e-01 Score 93.459 Data time: 0.1596, Forward time: 2.2656, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.4215 [2020-11-16 08:33:13,521][root][INFO] - ===> Epoch[397](10389/26): Loss 0.1904, Sem 0.1904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.136e-01 Score 93.743 Data time: 0.1572, Forward time: 2.2655, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.5481 [2020-11-16 08:33:18,783][root][INFO] - ===> Epoch[397](10390/26): Loss 0.1969, Sem 0.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.136e-01 Score 93.702 Data time: 0.1565, Forward time: 2.2654, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.1745 [2020-11-16 08:33:24,882][root][INFO] - ===> Epoch[397](10391/26): Loss 0.1778, Sem 0.1778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.135e-01 Score 94.323 Data time: 0.1551, Forward time: 2.2653, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.0015 [2020-11-16 08:33:32,000][root][INFO] - ===> Epoch[397](10392/26): Loss 0.1817, Sem 0.1817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.135e-01 Score 93.998 Data time: 0.1689, Forward time: 2.2652, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 7.0400 [2020-11-16 08:33:38,298][root][INFO] - ===> Epoch[397](10393/26): Loss 0.2074, Sem 0.2074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.135e-01 Score 93.409 Data time: 0.2326, Forward time: 2.2653, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.2141 [2020-11-16 08:33:43,886][root][INFO] - ===> Epoch[397](10394/26): Loss 0.1849, Sem 0.1849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.134e-01 Score 94.084 Data time: 0.2223, Forward time: 2.2653, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.4617 [2020-11-16 08:33:50,703][root][INFO] - ===> Epoch[398](10395/26): Loss 0.1731, Sem 0.1731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.134e-01 Score 94.548 Data time: 0.2257, Forward time: 2.2654, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.7155 [2020-11-16 08:33:56,716][root][INFO] - ===> Epoch[398](10396/26): Loss 0.1807, Sem 0.1807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.133e-01 Score 94.183 Data time: 0.1889, Forward time: 2.2653, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.8841 [2020-11-16 08:34:02,214][root][INFO] - ===> Epoch[398](10397/26): Loss 0.1925, Sem 0.1925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.133e-01 Score 93.754 Data time: 0.2463, Forward time: 2.2655, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.4073 [2020-11-16 08:34:08,118][root][INFO] - ===> Epoch[398](10398/26): Loss 0.1846, Sem 0.1846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.133e-01 Score 93.994 Data time: 0.1823, Forward time: 2.2654, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.7647 [2020-11-16 08:34:13,322][root][INFO] - ===> Epoch[398](10399/26): Loss 0.1620, Sem 0.1620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.132e-01 Score 94.528 Data time: 0.2064, Forward time: 2.2655, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.1123 [2020-11-16 08:34:19,016][root][INFO] - ===> Epoch[398](10400/26): Loss 0.1525, Sem 0.1525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.132e-01 Score 95.034 Data time: 0.1527, Forward time: 2.2654, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.5899 [2020-11-16 08:34:23,951][root][INFO] - ===> Epoch[398](10401/26): Loss 0.1767, Sem 0.1767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.131e-01 Score 94.284 Data time: 0.1410, Forward time: 2.2653, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.8649 [2020-11-16 08:34:29,144][root][INFO] - ===> Epoch[398](10402/26): Loss 0.1993, Sem 0.1993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.131e-01 Score 93.205 Data time: 0.2133, Forward time: 2.2652, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.1036 [2020-11-16 08:34:34,263][root][INFO] - ===> Epoch[398](10403/26): Loss 0.1821, Sem 0.1821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.131e-01 Score 94.173 Data time: 0.2211, Forward time: 2.2653, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.0384 [2020-11-16 08:34:41,111][root][INFO] - ===> Epoch[398](10404/26): Loss 0.2081, Sem 0.2081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.130e-01 Score 93.393 Data time: 0.1763, Forward time: 2.2652, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.7345 [2020-11-16 08:34:46,679][root][INFO] - ===> Epoch[398](10405/26): Loss 0.1636, Sem 0.1636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.130e-01 Score 95.035 Data time: 0.1965, Forward time: 2.2652, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.4619 [2020-11-16 08:34:52,514][root][INFO] - ===> Epoch[398](10406/26): Loss 0.1564, Sem 0.1564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.130e-01 Score 95.037 Data time: 0.2674, Forward time: 2.2653, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.7351 [2020-11-16 08:34:57,959][root][INFO] - ===> Epoch[398](10407/26): Loss 0.1876, Sem 0.1876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.129e-01 Score 94.089 Data time: 0.1573, Forward time: 2.2652, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.3177 [2020-11-16 08:35:03,440][root][INFO] - ===> Epoch[398](10408/26): Loss 0.1749, Sem 0.1749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.129e-01 Score 94.540 Data time: 0.1531, Forward time: 2.2650, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.3901 [2020-11-16 08:35:08,122][root][INFO] - ===> Epoch[398](10409/26): Loss 0.2172, Sem 0.2172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.128e-01 Score 93.568 Data time: 0.1781, Forward time: 2.2650, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.6065 [2020-11-16 08:35:13,756][root][INFO] - ===> Epoch[398](10410/26): Loss 0.1657, Sem 0.1657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.128e-01 Score 94.058 Data time: 0.1623, Forward time: 2.2648, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.5316 [2020-11-16 08:35:19,587][root][INFO] - ===> Epoch[398](10411/26): Loss 0.1755, Sem 0.1755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.128e-01 Score 94.330 Data time: 0.1744, Forward time: 2.2648, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.7703 [2020-11-16 08:35:25,486][root][INFO] - ===> Epoch[398](10412/26): Loss 0.1480, Sem 0.1480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.127e-01 Score 95.172 Data time: 0.1804, Forward time: 2.2647, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.8023 [2020-11-16 08:35:31,596][root][INFO] - ===> Epoch[398](10413/26): Loss 0.1794, Sem 0.1794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.127e-01 Score 94.087 Data time: 0.1793, Forward time: 2.2646, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.0231 [2020-11-16 08:35:36,916][root][INFO] - ===> Epoch[398](10414/26): Loss 0.1779, Sem 0.1779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.126e-01 Score 94.337 Data time: 0.2146, Forward time: 2.2646, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.2325 [2020-11-16 08:35:43,007][root][INFO] - ===> Epoch[398](10415/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.126e-01 Score 94.321 Data time: 0.2234, Forward time: 2.2647, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.9979 [2020-11-16 08:35:48,315][root][INFO] - ===> Epoch[398](10416/26): Loss 0.1795, Sem 0.1795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.126e-01 Score 94.138 Data time: 0.2471, Forward time: 2.2648, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.1888 [2020-11-16 08:35:54,033][root][INFO] - ===> Epoch[398](10417/26): Loss 0.1982, Sem 0.1982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.125e-01 Score 93.510 Data time: 0.1602, Forward time: 2.2647, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6236 [2020-11-16 08:35:59,931][root][INFO] - ===> Epoch[398](10418/26): Loss 0.1867, Sem 0.1867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.125e-01 Score 93.896 Data time: 0.1856, Forward time: 2.2646, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.8168 [2020-11-16 08:36:05,442][root][INFO] - ===> Epoch[398](10419/26): Loss 0.1846, Sem 0.1846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.125e-01 Score 93.837 Data time: 0.2368, Forward time: 2.2648, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.4067 [2020-11-16 08:36:11,604][root][INFO] - ===> Epoch[398](10420/26): Loss 0.1958, Sem 0.1958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.124e-01 Score 93.641 Data time: 0.2324, Forward time: 2.2648, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.0573 [2020-11-16 08:36:17,904][root][INFO] - ===> Epoch[399](10421/26): Loss 0.1995, Sem 0.1995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.124e-01 Score 93.709 Data time: 0.3200, Forward time: 2.2651, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.1856 [2020-11-16 08:36:24,470][root][INFO] - ===> Epoch[399](10422/26): Loss 0.1840, Sem 0.1840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.123e-01 Score 94.135 Data time: 0.1563, Forward time: 2.2650, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.4360 [2020-11-16 08:36:29,354][root][INFO] - ===> Epoch[399](10423/26): Loss 0.1781, Sem 0.1781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.123e-01 Score 94.129 Data time: 0.2150, Forward time: 2.2651, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 4.7860 [2020-11-16 08:36:35,855][root][INFO] - ===> Epoch[399](10424/26): Loss 0.2095, Sem 0.2095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.123e-01 Score 93.326 Data time: 0.2024, Forward time: 2.2650, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.3944 [2020-11-16 08:36:40,388][root][INFO] - ===> Epoch[399](10425/26): Loss 0.1974, Sem 0.1974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.122e-01 Score 93.750 Data time: 0.1754, Forward time: 2.2649, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.4457 [2020-11-16 08:36:46,542][root][INFO] - ===> Epoch[399](10426/26): Loss 0.1732, Sem 0.1732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.122e-01 Score 94.482 Data time: 0.2213, Forward time: 2.2650, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.0577 [2020-11-16 08:36:52,100][root][INFO] - ===> Epoch[399](10427/26): Loss 0.2219, Sem 0.2219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.121e-01 Score 92.617 Data time: 0.2603, Forward time: 2.2651, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.4563 [2020-11-16 08:36:58,378][root][INFO] - ===> Epoch[399](10428/26): Loss 0.1819, Sem 0.1819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.121e-01 Score 93.881 Data time: 0.3710, Forward time: 2.2653, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.1726 [2020-11-16 08:37:06,325][root][INFO] - ===> Epoch[399](10429/26): Loss 0.1572, Sem 0.1572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.121e-01 Score 94.785 Data time: 0.1955, Forward time: 2.2654, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 7.8251 [2020-11-16 08:37:12,453][root][INFO] - ===> Epoch[399](10430/26): Loss 0.1962, Sem 0.1962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.120e-01 Score 93.835 Data time: 0.2181, Forward time: 2.2654, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.0440 [2020-11-16 08:37:18,488][root][INFO] - ===> Epoch[399](10431/26): Loss 0.1928, Sem 0.1928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.120e-01 Score 93.549 Data time: 0.1799, Forward time: 2.2653, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.9521 [2020-11-16 08:37:23,609][root][INFO] - ===> Epoch[399](10432/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.119e-01 Score 94.858 Data time: 0.1686, Forward time: 2.2653, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.0539 [2020-11-16 08:37:28,754][root][INFO] - ===> Epoch[399](10433/26): Loss 0.2095, Sem 0.2095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.119e-01 Score 93.608 Data time: 0.1733, Forward time: 2.2652, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.0509 [2020-11-16 08:37:34,467][root][INFO] - ===> Epoch[399](10434/26): Loss 0.1635, Sem 0.1635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.119e-01 Score 94.699 Data time: 0.1937, Forward time: 2.2652, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.6205 [2020-11-16 08:37:39,794][root][INFO] - ===> Epoch[399](10435/26): Loss 0.1445, Sem 0.1445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.118e-01 Score 95.263 Data time: 0.2372, Forward time: 2.2653, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.2274 [2020-11-16 08:37:45,231][root][INFO] - ===> Epoch[399](10436/26): Loss 0.2022, Sem 0.2022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.118e-01 Score 93.609 Data time: 0.1602, Forward time: 2.2652, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3303 [2020-11-16 08:37:50,738][root][INFO] - ===> Epoch[399](10437/26): Loss 0.1900, Sem 0.1900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.118e-01 Score 94.101 Data time: 0.1735, Forward time: 2.2651, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.4101 [2020-11-16 08:37:56,150][root][INFO] - ===> Epoch[399](10438/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.117e-01 Score 93.861 Data time: 0.2171, Forward time: 2.2652, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3274 [2020-11-16 08:38:01,651][root][INFO] - ===> Epoch[399](10439/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.117e-01 Score 93.773 Data time: 0.2389, Forward time: 2.2652, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.3912 [2020-11-16 08:38:07,983][root][INFO] - ===> Epoch[399](10440/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.116e-01 Score 94.872 Data time: 0.1467, Forward time: 2.2650, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.2325 [2020-11-16 08:38:13,075][root][INFO] - ===> Epoch[399](10441/26): Loss 0.1696, Sem 0.1696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.116e-01 Score 94.064 Data time: 0.1512, Forward time: 2.2649, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.0199 [2020-11-16 08:38:18,116][root][INFO] - ===> Epoch[399](10442/26): Loss 0.1745, Sem 0.1745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.116e-01 Score 94.028 Data time: 0.1771, Forward time: 2.2648, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.9637 [2020-11-16 08:38:23,750][root][INFO] - ===> Epoch[399](10443/26): Loss 0.1774, Sem 0.1774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.115e-01 Score 94.264 Data time: 0.2140, Forward time: 2.2649, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.5485 [2020-11-16 08:38:31,166][root][INFO] - ===> Epoch[399](10444/26): Loss 0.1991, Sem 0.1991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.115e-01 Score 93.349 Data time: 0.1745, Forward time: 2.2648, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 7.3022 [2020-11-16 08:38:37,150][root][INFO] - ===> Epoch[399](10445/26): Loss 0.2411, Sem 0.2411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.114e-01 Score 92.479 Data time: 0.1689, Forward time: 2.2648, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.8848 [2020-11-16 08:38:41,900][root][INFO] - ===> Epoch[399](10446/26): Loss 0.1351, Sem 0.1351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.114e-01 Score 95.424 Data time: 0.1887, Forward time: 2.2647, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.6630 [2020-11-16 08:38:48,091][root][INFO] - ===> Epoch[400](10447/26): Loss 0.1698, Sem 0.1698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.114e-01 Score 94.833 Data time: 0.3463, Forward time: 2.2649, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.1106 [2020-11-16 08:38:54,422][root][INFO] - ===> Epoch[400](10448/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.113e-01 Score 94.256 Data time: 0.3414, Forward time: 2.2651, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.2015 [2020-11-16 08:39:01,259][root][INFO] - ===> Epoch[400](10449/26): Loss 0.2024, Sem 0.2024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.113e-01 Score 93.752 Data time: 0.2511, Forward time: 2.2653, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.7419 [2020-11-16 08:39:05,805][root][INFO] - ===> Epoch[400](10450/26): Loss 0.1883, Sem 0.1883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.112e-01 Score 94.058 Data time: 0.1492, Forward time: 2.2652, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.4396 [2020-11-16 08:39:10,510][root][INFO] - ===> Epoch[400](10451/26): Loss 0.2117, Sem 0.2117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.112e-01 Score 93.067 Data time: 0.2083, Forward time: 2.2652, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.6477 [2020-11-16 08:39:16,434][root][INFO] - ===> Epoch[400](10452/26): Loss 0.1804, Sem 0.1804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.112e-01 Score 94.201 Data time: 0.1726, Forward time: 2.2651, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.8255 [2020-11-16 08:39:21,843][root][INFO] - ===> Epoch[400](10453/26): Loss 0.1888, Sem 0.1888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.111e-01 Score 93.935 Data time: 0.1205, Forward time: 2.2650, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.3475 [2020-11-16 08:39:27,965][root][INFO] - ===> Epoch[400](10454/26): Loss 0.1637, Sem 0.1637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.111e-01 Score 94.554 Data time: 0.1644, Forward time: 2.2649, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.0755 [2020-11-16 08:39:33,336][root][INFO] - ===> Epoch[400](10455/26): Loss 0.1781, Sem 0.1781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.111e-01 Score 94.004 Data time: 0.1621, Forward time: 2.2648, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.2896 [2020-11-16 08:39:38,691][root][INFO] - ===> Epoch[400](10456/26): Loss 0.1553, Sem 0.1553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.110e-01 Score 94.942 Data time: 0.1274, Forward time: 2.2647, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.2806 [2020-11-16 08:39:44,797][root][INFO] - ===> Epoch[400](10457/26): Loss 0.1761, Sem 0.1761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.110e-01 Score 94.365 Data time: 0.1607, Forward time: 2.2646, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.0441 [2020-11-16 08:39:50,400][root][INFO] - ===> Epoch[400](10458/26): Loss 0.1813, Sem 0.1813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.109e-01 Score 94.113 Data time: 0.1626, Forward time: 2.2645, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.5124 [2020-11-16 08:39:55,869][root][INFO] - ===> Epoch[400](10459/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.109e-01 Score 94.172 Data time: 0.2215, Forward time: 2.2645, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.3859 [2020-11-16 08:40:00,976][root][INFO] - ===> Epoch[400](10460/26): Loss 0.1643, Sem 0.1643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.109e-01 Score 94.242 Data time: 0.1471, Forward time: 2.2643, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.0047 [2020-11-16 08:40:07,862][root][INFO] - ===> Epoch[400](10461/26): Loss 0.1857, Sem 0.1857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.108e-01 Score 93.863 Data time: 0.2149, Forward time: 2.2644, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.8105 [2020-11-16 08:40:14,011][root][INFO] - ===> Epoch[400](10462/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.108e-01 Score 94.930 Data time: 0.2537, Forward time: 2.2645, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.0375 [2020-11-16 08:40:19,101][root][INFO] - ===> Epoch[400](10463/26): Loss 0.1723, Sem 0.1723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.107e-01 Score 94.308 Data time: 0.2165, Forward time: 2.2646, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.9661 [2020-11-16 08:40:26,378][root][INFO] - ===> Epoch[400](10464/26): Loss 0.1984, Sem 0.1984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.107e-01 Score 93.414 Data time: 0.1896, Forward time: 2.2645, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 7.1722 [2020-11-16 08:40:30,714][root][INFO] - ===> Epoch[400](10465/26): Loss 0.1942, Sem 0.1942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.107e-01 Score 93.870 Data time: 0.1603, Forward time: 2.2644, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.2499 [2020-11-16 08:40:36,746][root][INFO] - ===> Epoch[400](10466/26): Loss 0.1669, Sem 0.1669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.106e-01 Score 94.226 Data time: 0.2310, Forward time: 2.2645, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.9474 [2020-11-16 08:40:43,272][root][INFO] - ===> Epoch[400](10467/26): Loss 0.1432, Sem 0.1432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.106e-01 Score 95.106 Data time: 0.1838, Forward time: 2.2644, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.4061 [2020-11-16 08:40:49,624][root][INFO] - ===> Epoch[400](10468/26): Loss 0.1721, Sem 0.1721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.106e-01 Score 94.430 Data time: 0.3472, Forward time: 2.2647, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.2547 [2020-11-16 08:40:56,735][root][INFO] - ===> Epoch[400](10469/26): Loss 0.2031, Sem 0.2031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.105e-01 Score 93.593 Data time: 0.2532, Forward time: 2.2648, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.9918 [2020-11-16 08:41:02,619][root][INFO] - ===> Epoch[400](10470/26): Loss 0.1703, Sem 0.1703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.105e-01 Score 94.457 Data time: 0.2192, Forward time: 2.2649, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.7623 [2020-11-16 08:41:07,501][root][INFO] - ===> Epoch[400](10471/26): Loss 0.1525, Sem 0.1525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.104e-01 Score 94.994 Data time: 0.2063, Forward time: 2.2649, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.7732 [2020-11-16 08:41:12,335][root][INFO] - ===> Epoch[400](10472/26): Loss 0.1645, Sem 0.1645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.104e-01 Score 94.769 Data time: 0.1590, Forward time: 2.2648, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.7332 [2020-11-16 08:41:18,185][root][INFO] - ===> Epoch[401](10473/26): Loss 0.1724, Sem 0.1724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.104e-01 Score 94.439 Data time: 0.1463, Forward time: 2.2647, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.7661 [2020-11-16 08:41:24,051][root][INFO] - ===> Epoch[401](10474/26): Loss 0.1785, Sem 0.1785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.103e-01 Score 94.323 Data time: 0.1915, Forward time: 2.2646, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.7974 [2020-11-16 08:41:29,231][root][INFO] - ===> Epoch[401](10475/26): Loss 0.1526, Sem 0.1526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.103e-01 Score 94.797 Data time: 0.1934, Forward time: 2.2646, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.0953 [2020-11-16 08:41:36,251][root][INFO] - ===> Epoch[401](10476/26): Loss 0.1720, Sem 0.1720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.102e-01 Score 94.300 Data time: 0.2121, Forward time: 2.2647, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.9153 [2020-11-16 08:41:41,282][root][INFO] - ===> Epoch[401](10477/26): Loss 0.1680, Sem 0.1680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.102e-01 Score 94.683 Data time: 0.1406, Forward time: 2.2645, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.9141 [2020-11-16 08:41:47,003][root][INFO] - ===> Epoch[401](10478/26): Loss 0.1454, Sem 0.1454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.102e-01 Score 95.169 Data time: 0.2696, Forward time: 2.2647, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.6477 [2020-11-16 08:41:52,493][root][INFO] - ===> Epoch[401](10479/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.101e-01 Score 94.879 Data time: 0.2138, Forward time: 2.2647, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.3864 [2020-11-16 08:41:58,496][root][INFO] - ===> Epoch[401](10480/26): Loss 0.1850, Sem 0.1850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.101e-01 Score 93.935 Data time: 0.1915, Forward time: 2.2647, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.8954 [2020-11-16 08:42:04,042][root][INFO] - ===> Epoch[401](10481/26): Loss 0.1658, Sem 0.1658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.100e-01 Score 94.532 Data time: 0.1940, Forward time: 2.2647, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.4461 [2020-11-16 08:42:11,088][root][INFO] - ===> Epoch[401](10482/26): Loss 0.1721, Sem 0.1721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.100e-01 Score 94.381 Data time: 0.2289, Forward time: 2.2648, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.9452 [2020-11-16 08:42:16,596][root][INFO] - ===> Epoch[401](10483/26): Loss 0.1627, Sem 0.1627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.100e-01 Score 94.770 Data time: 0.2738, Forward time: 2.2649, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.4102 [2020-11-16 08:42:23,724][root][INFO] - ===> Epoch[401](10484/26): Loss 0.1637, Sem 0.1637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.099e-01 Score 94.622 Data time: 0.1795, Forward time: 2.2649, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 7.0152 [2020-11-16 08:42:28,885][root][INFO] - ===> Epoch[401](10485/26): Loss 0.1489, Sem 0.1489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.099e-01 Score 95.003 Data time: 0.1225, Forward time: 2.2647, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.0721 [2020-11-16 08:42:34,655][root][INFO] - ===> Epoch[401](10486/26): Loss 0.1684, Sem 0.1684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.099e-01 Score 94.434 Data time: 0.2028, Forward time: 2.2648, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.7171 [2020-11-16 08:42:41,178][root][INFO] - ===> Epoch[401](10487/26): Loss 0.1641, Sem 0.1641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.098e-01 Score 94.405 Data time: 0.2081, Forward time: 2.2648, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.4117 [2020-11-16 08:42:46,382][root][INFO] - ===> Epoch[401](10488/26): Loss 0.1763, Sem 0.1763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.098e-01 Score 94.419 Data time: 0.1611, Forward time: 2.2647, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.0807 [2020-11-16 08:42:52,114][root][INFO] - ===> Epoch[401](10489/26): Loss 0.1633, Sem 0.1633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.097e-01 Score 94.959 Data time: 0.2059, Forward time: 2.2647, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.6798 [2020-11-16 08:42:58,030][root][INFO] - ===> Epoch[401](10490/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.097e-01 Score 94.205 Data time: 0.2253, Forward time: 2.2647, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.8250 [2020-11-16 08:43:03,753][root][INFO] - ===> Epoch[401](10491/26): Loss 0.1610, Sem 0.1610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.097e-01 Score 94.512 Data time: 0.1429, Forward time: 2.2646, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.6449 [2020-11-16 08:43:10,018][root][INFO] - ===> Epoch[401](10492/26): Loss 0.2163, Sem 0.2163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.096e-01 Score 92.887 Data time: 0.2440, Forward time: 2.2647, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.1919 [2020-11-16 08:43:15,952][root][INFO] - ===> Epoch[401](10493/26): Loss 0.1945, Sem 0.1945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.096e-01 Score 93.889 Data time: 0.2234, Forward time: 2.2647, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.7958 [2020-11-16 08:43:20,361][root][INFO] - ===> Epoch[401](10494/26): Loss 0.1689, Sem 0.1689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.095e-01 Score 94.258 Data time: 0.2007, Forward time: 2.2647, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.3293 [2020-11-16 08:43:25,674][root][INFO] - ===> Epoch[401](10495/26): Loss 0.1704, Sem 0.1704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.095e-01 Score 94.554 Data time: 0.2392, Forward time: 2.2647, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.2137 [2020-11-16 08:43:31,556][root][INFO] - ===> Epoch[401](10496/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.095e-01 Score 94.532 Data time: 0.2289, Forward time: 2.2648, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.7915 [2020-11-16 08:43:37,626][root][INFO] - ===> Epoch[401](10497/26): Loss 0.1764, Sem 0.1764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.094e-01 Score 94.680 Data time: 0.2045, Forward time: 2.2647, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.9583 [2020-11-16 08:43:43,261][root][INFO] - ===> Epoch[401](10498/26): Loss 0.1691, Sem 0.1691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.094e-01 Score 94.591 Data time: 0.1939, Forward time: 2.2647, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.5329 [2020-11-16 08:43:49,084][root][INFO] - ===> Epoch[402](10499/26): Loss 0.1717, Sem 0.1717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.093e-01 Score 94.512 Data time: 0.1509, Forward time: 2.2646, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.7199 [2020-11-16 08:43:54,560][root][INFO] - ===> Epoch[402](10500/26): Loss 0.2109, Sem 0.2109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.093e-01 Score 93.413 Data time: 0.1774, Forward time: 2.2645, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.3908 [2020-11-16 08:43:55,559][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 08:43:55,706][root][INFO] - ===> Start testing [2020-11-16 08:45:20,397][root][INFO] - 101/312: Data time: 0.0031, Iter time: 0.1334 Loss 0.163 (AVG: 0.537) Score 93.674 (AVG: 87.518) mIOU 64.500 mAP 73.485 mAcc 73.408 IOU: 81.331 96.209 59.364 69.046 89.516 81.005 70.827 52.825 46.148 82.186 19.003 65.962 53.821 50.855 43.753 28.050 82.897 62.519 90.386 64.301 mAP: 80.057 97.650 65.527 66.300 90.122 88.832 71.143 65.685 55.745 71.146 49.756 55.985 64.533 78.708 57.945 84.767 97.578 85.235 82.126 60.869 mAcc: 95.424 98.470 83.318 72.710 94.818 85.252 79.257 62.205 53.774 90.044 21.244 76.791 82.848 67.937 48.362 30.502 97.627 66.961 92.397 68.222 [2020-11-16 08:46:33,242][root][INFO] - 201/312: Data time: 0.0043, Iter time: 0.2974 Loss 0.396 (AVG: 0.534) Score 88.464 (AVG: 87.306) mIOU 65.120 mAP 73.213 mAcc 73.950 IOU: 82.059 95.947 58.403 74.710 89.005 79.342 71.451 50.581 47.204 79.836 23.610 63.710 57.610 54.189 50.875 36.138 85.139 61.416 88.203 52.969 mAP: 80.921 97.397 67.426 73.719 90.884 82.809 69.016 65.266 60.753 68.564 49.092 53.396 63.630 77.154 58.668 84.679 97.735 84.902 82.884 55.371 mAcc: 95.426 98.617 82.323 77.657 94.319 83.874 79.163 58.605 56.463 91.248 26.856 73.994 83.213 69.919 54.389 39.970 97.025 66.605 91.563 57.764 [2020-11-16 08:47:49,178][root][INFO] - 301/312: Data time: 0.0550, Iter time: 0.1922 Loss 0.094 (AVG: 0.497) Score 96.384 (AVG: 87.963) mIOU 66.402 mAP 73.648 mAcc 74.670 IOU: 82.972 96.239 59.029 75.749 89.065 82.014 69.319 52.865 51.232 77.570 26.694 63.686 55.141 67.340 50.208 40.597 87.973 57.203 88.987 54.158 mAP: 81.403 97.516 66.752 73.233 90.853 81.304 70.422 64.688 63.536 68.759 53.515 56.691 66.130 78.446 59.259 80.972 96.861 84.236 81.214 57.165 mAcc: 95.748 98.672 81.626 78.995 94.576 86.461 77.123 61.793 60.042 86.560 30.478 74.938 81.248 79.250 53.172 43.420 96.278 61.292 91.891 59.830 [2020-11-16 08:47:55,067][root][INFO] - 312/312: Data time: 0.0017, Iter time: 0.1125 Loss 0.089 (AVG: 0.496) Score 97.237 (AVG: 87.977) mIOU 66.550 mAP 73.898 mAcc 74.802 IOU: 83.096 96.250 59.051 75.160 89.129 82.013 69.301 52.804 52.495 76.989 25.628 63.817 55.426 67.269 50.806 42.811 88.086 57.421 89.189 54.249 mAP: 81.759 97.545 67.282 72.953 91.098 81.304 70.944 64.826 64.328 68.928 52.439 57.288 65.943 78.925 59.934 81.659 96.913 84.335 81.809 57.751 mAcc: 95.824 98.673 81.153 78.369 94.664 86.461 76.913 61.606 61.206 86.557 29.097 75.114 81.606 79.001 54.068 45.675 96.283 61.576 92.076 60.111 [2020-11-16 08:47:55,067][root][INFO] - Finished test. Elapsed time: 239.3602 [2020-11-16 08:47:55,147][root][INFO] - Current best mIoU: 68.960 at iter 8500 [2020-11-16 08:47:58,578][root][INFO] - ===> Epoch[402](10501/26): Loss 0.1500, Sem 0.1500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.093e-01 Score 95.021 Data time: 0.1418, Forward time: 2.2643, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 3.4247 [2020-11-16 08:48:03,785][root][INFO] - ===> Epoch[402](10502/26): Loss 0.1742, Sem 0.1742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.092e-01 Score 94.569 Data time: 0.1980, Forward time: 2.2643, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.1225 [2020-11-16 08:48:10,488][root][INFO] - ===> Epoch[402](10503/26): Loss 0.2222, Sem 0.2222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.092e-01 Score 92.619 Data time: 0.1704, Forward time: 2.2642, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.5941 [2020-11-16 08:48:16,118][root][INFO] - ===> Epoch[402](10504/26): Loss 0.1485, Sem 0.1485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.092e-01 Score 94.983 Data time: 0.2569, Forward time: 2.2644, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.5548 [2020-11-16 08:48:21,076][root][INFO] - ===> Epoch[402](10505/26): Loss 0.1715, Sem 0.1715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.091e-01 Score 94.390 Data time: 0.1853, Forward time: 2.2643, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.8389 [2020-11-16 08:48:25,940][root][INFO] - ===> Epoch[402](10506/26): Loss 0.1714, Sem 0.1714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.091e-01 Score 94.441 Data time: 0.2609, Forward time: 2.2644, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.7692 [2020-11-16 08:48:32,162][root][INFO] - ===> Epoch[402](10507/26): Loss 0.1452, Sem 0.1452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.090e-01 Score 95.023 Data time: 0.2181, Forward time: 2.2644, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.1163 [2020-11-16 08:48:38,072][root][INFO] - ===> Epoch[402](10508/26): Loss 0.1748, Sem 0.1748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.090e-01 Score 94.344 Data time: 0.1760, Forward time: 2.2643, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.7979 [2020-11-16 08:48:43,619][root][INFO] - ===> Epoch[402](10509/26): Loss 0.1707, Sem 0.1707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.090e-01 Score 94.413 Data time: 0.2626, Forward time: 2.2645, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.4546 [2020-11-16 08:48:48,866][root][INFO] - ===> Epoch[402](10510/26): Loss 0.1553, Sem 0.1553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.089e-01 Score 94.920 Data time: 0.1907, Forward time: 2.2645, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.1196 [2020-11-16 08:48:54,270][root][INFO] - ===> Epoch[402](10511/26): Loss 0.1598, Sem 0.1598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.089e-01 Score 94.658 Data time: 0.2680, Forward time: 2.2646, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.3215 [2020-11-16 08:49:01,875][root][INFO] - ===> Epoch[402](10512/26): Loss 0.1589, Sem 0.1589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.088e-01 Score 94.661 Data time: 0.4010, Forward time: 2.2650, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 7.4887 [2020-11-16 08:49:06,337][root][INFO] - ===> Epoch[402](10513/26): Loss 0.1737, Sem 0.1737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.088e-01 Score 94.281 Data time: 0.1674, Forward time: 2.2649, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.3450 [2020-11-16 08:49:12,258][root][INFO] - ===> Epoch[402](10514/26): Loss 0.1714, Sem 0.1714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.088e-01 Score 94.162 Data time: 0.2254, Forward time: 2.2649, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.8311 [2020-11-16 08:49:18,405][root][INFO] - ===> Epoch[402](10515/26): Loss 0.1391, Sem 0.1391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.087e-01 Score 95.346 Data time: 0.1384, Forward time: 2.2648, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.0517 [2020-11-16 08:49:23,586][root][INFO] - ===> Epoch[402](10516/26): Loss 0.2002, Sem 0.2002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.087e-01 Score 93.402 Data time: 0.2140, Forward time: 2.2649, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.1351 [2020-11-16 08:49:28,746][root][INFO] - ===> Epoch[402](10517/26): Loss 0.1456, Sem 0.1456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.087e-01 Score 95.192 Data time: 0.2146, Forward time: 2.2649, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.0499 [2020-11-16 08:49:33,912][root][INFO] - ===> Epoch[402](10518/26): Loss 0.1752, Sem 0.1752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.086e-01 Score 94.076 Data time: 0.1895, Forward time: 2.2649, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.0806 [2020-11-16 08:49:39,994][root][INFO] - ===> Epoch[402](10519/26): Loss 0.1705, Sem 0.1705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.086e-01 Score 94.411 Data time: 0.2521, Forward time: 2.2650, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.0086 [2020-11-16 08:49:45,003][root][INFO] - ===> Epoch[402](10520/26): Loss 0.1333, Sem 0.1333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.085e-01 Score 95.315 Data time: 0.2278, Forward time: 2.2651, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.8867 [2020-11-16 08:49:50,267][root][INFO] - ===> Epoch[402](10521/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.085e-01 Score 94.789 Data time: 0.2061, Forward time: 2.2651, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.1721 [2020-11-16 08:49:56,653][root][INFO] - ===> Epoch[402](10522/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.085e-01 Score 93.715 Data time: 0.1952, Forward time: 2.2651, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.2831 [2020-11-16 08:50:01,459][root][INFO] - ===> Epoch[402](10523/26): Loss 0.1585, Sem 0.1585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.084e-01 Score 94.929 Data time: 0.2299, Forward time: 2.2651, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.7168 [2020-11-16 08:50:07,762][root][INFO] - ===> Epoch[402](10524/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.084e-01 Score 93.624 Data time: 0.2547, Forward time: 2.2653, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.2063 [2020-11-16 08:50:14,594][root][INFO] - ===> Epoch[403](10525/26): Loss 0.1589, Sem 0.1589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.083e-01 Score 94.721 Data time: 0.2135, Forward time: 2.2653, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.6859 [2020-11-16 08:50:20,309][root][INFO] - ===> Epoch[403](10526/26): Loss 0.2029, Sem 0.2029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.083e-01 Score 93.207 Data time: 0.2484, Forward time: 2.2655, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6018 [2020-11-16 08:50:25,646][root][INFO] - ===> Epoch[403](10527/26): Loss 0.1923, Sem 0.1923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.083e-01 Score 93.790 Data time: 0.2129, Forward time: 2.2655, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.2379 [2020-11-16 08:50:30,595][root][INFO] - ===> Epoch[403](10528/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.082e-01 Score 95.068 Data time: 0.2162, Forward time: 2.2655, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.8621 [2020-11-16 08:50:35,282][root][INFO] - ===> Epoch[403](10529/26): Loss 0.1727, Sem 0.1727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.082e-01 Score 94.541 Data time: 0.1631, Forward time: 2.2654, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.5918 [2020-11-16 08:50:41,984][root][INFO] - ===> Epoch[403](10530/26): Loss 0.2007, Sem 0.2007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.081e-01 Score 93.351 Data time: 0.3581, Forward time: 2.2656, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.6244 [2020-11-16 08:50:47,592][root][INFO] - ===> Epoch[403](10531/26): Loss 0.1467, Sem 0.1467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.081e-01 Score 95.129 Data time: 0.2257, Forward time: 2.2657, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.4925 [2020-11-16 08:50:54,207][root][INFO] - ===> Epoch[403](10532/26): Loss 0.1635, Sem 0.1635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.081e-01 Score 94.695 Data time: 0.1910, Forward time: 2.2657, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.5062 [2020-11-16 08:50:59,603][root][INFO] - ===> Epoch[403](10533/26): Loss 0.1814, Sem 0.1814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.080e-01 Score 94.372 Data time: 0.2268, Forward time: 2.2657, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3059 [2020-11-16 08:51:05,183][root][INFO] - ===> Epoch[403](10534/26): Loss 0.1551, Sem 0.1551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.080e-01 Score 95.002 Data time: 0.1981, Forward time: 2.2657, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.4811 [2020-11-16 08:51:11,514][root][INFO] - ===> Epoch[403](10535/26): Loss 0.1699, Sem 0.1699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.080e-01 Score 94.628 Data time: 0.2031, Forward time: 2.2657, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2373 [2020-11-16 08:51:17,983][root][INFO] - ===> Epoch[403](10536/26): Loss 0.1604, Sem 0.1604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.079e-01 Score 94.402 Data time: 0.1612, Forward time: 2.2657, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.3686 [2020-11-16 08:51:23,837][root][INFO] - ===> Epoch[403](10537/26): Loss 0.1729, Sem 0.1729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.079e-01 Score 94.157 Data time: 0.1939, Forward time: 2.2656, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.7876 [2020-11-16 08:51:29,245][root][INFO] - ===> Epoch[403](10538/26): Loss 0.2112, Sem 0.2112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.078e-01 Score 93.746 Data time: 0.1769, Forward time: 2.2656, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.3227 [2020-11-16 08:51:34,231][root][INFO] - ===> Epoch[403](10539/26): Loss 0.1602, Sem 0.1602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.078e-01 Score 94.776 Data time: 0.1359, Forward time: 2.2654, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.8999 [2020-11-16 08:51:39,951][root][INFO] - ===> Epoch[403](10540/26): Loss 0.1599, Sem 0.1599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.078e-01 Score 94.695 Data time: 0.1807, Forward time: 2.2654, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.6569 [2020-11-16 08:51:46,498][root][INFO] - ===> Epoch[403](10541/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.077e-01 Score 94.535 Data time: 0.1491, Forward time: 2.2652, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.4592 [2020-11-16 08:51:52,711][root][INFO] - ===> Epoch[403](10542/26): Loss 0.1959, Sem 0.1959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.077e-01 Score 94.297 Data time: 0.1669, Forward time: 2.2652, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.1449 [2020-11-16 08:51:58,142][root][INFO] - ===> Epoch[403](10543/26): Loss 0.1959, Sem 0.1959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.076e-01 Score 94.220 Data time: 0.1775, Forward time: 2.2651, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.3343 [2020-11-16 08:52:03,145][root][INFO] - ===> Epoch[403](10544/26): Loss 0.1815, Sem 0.1815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.076e-01 Score 94.258 Data time: 0.1882, Forward time: 2.2651, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.9170 [2020-11-16 08:52:08,752][root][INFO] - ===> Epoch[403](10545/26): Loss 0.1676, Sem 0.1676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.076e-01 Score 94.496 Data time: 0.2688, Forward time: 2.2652, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.5065 [2020-11-16 08:52:15,138][root][INFO] - ===> Epoch[403](10546/26): Loss 0.2116, Sem 0.2116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.075e-01 Score 93.209 Data time: 0.2668, Forward time: 2.2653, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.2675 [2020-11-16 08:52:20,989][root][INFO] - ===> Epoch[403](10547/26): Loss 0.1765, Sem 0.1765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.075e-01 Score 94.373 Data time: 0.3194, Forward time: 2.2655, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.7269 [2020-11-16 08:52:26,752][root][INFO] - ===> Epoch[403](10548/26): Loss 0.1728, Sem 0.1728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.074e-01 Score 94.417 Data time: 0.2204, Forward time: 2.2656, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.6333 [2020-11-16 08:52:34,039][root][INFO] - ===> Epoch[403](10549/26): Loss 0.1862, Sem 0.1862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.074e-01 Score 93.781 Data time: 0.2374, Forward time: 2.2657, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 7.1787 [2020-11-16 08:52:38,264][root][INFO] - ===> Epoch[403](10550/26): Loss 0.1768, Sem 0.1768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.074e-01 Score 94.302 Data time: 0.1583, Forward time: 2.2657, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.1094 [2020-11-16 08:52:43,342][root][INFO] - ===> Epoch[404](10551/26): Loss 0.1811, Sem 0.1811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.073e-01 Score 94.578 Data time: 0.1630, Forward time: 2.2656, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.0001 [2020-11-16 08:52:48,712][root][INFO] - ===> Epoch[404](10552/26): Loss 0.1685, Sem 0.1685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.073e-01 Score 94.467 Data time: 0.1835, Forward time: 2.2655, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.2891 [2020-11-16 08:52:54,081][root][INFO] - ===> Epoch[404](10553/26): Loss 0.2256, Sem 0.2256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.073e-01 Score 92.860 Data time: 0.1491, Forward time: 2.2654, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.2811 [2020-11-16 08:52:59,538][root][INFO] - ===> Epoch[404](10554/26): Loss 0.1516, Sem 0.1516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.072e-01 Score 95.128 Data time: 0.2468, Forward time: 2.2655, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.3877 [2020-11-16 08:53:06,066][root][INFO] - ===> Epoch[404](10555/26): Loss 0.1975, Sem 0.1975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.072e-01 Score 93.924 Data time: 0.2187, Forward time: 2.2655, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.4174 [2020-11-16 08:53:10,935][root][INFO] - ===> Epoch[404](10556/26): Loss 0.1872, Sem 0.1872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.071e-01 Score 93.762 Data time: 0.1860, Forward time: 2.2655, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.7768 [2020-11-16 08:53:16,153][root][INFO] - ===> Epoch[404](10557/26): Loss 0.1599, Sem 0.1599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.071e-01 Score 94.855 Data time: 0.2148, Forward time: 2.2655, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.1265 [2020-11-16 08:53:22,104][root][INFO] - ===> Epoch[404](10558/26): Loss 0.1714, Sem 0.1714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.071e-01 Score 94.627 Data time: 0.1507, Forward time: 2.2654, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.8430 [2020-11-16 08:53:27,881][root][INFO] - ===> Epoch[404](10559/26): Loss 0.1382, Sem 0.1382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.070e-01 Score 95.471 Data time: 0.1396, Forward time: 2.2653, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.6836 [2020-11-16 08:53:32,233][root][INFO] - ===> Epoch[404](10560/26): Loss 0.1876, Sem 0.1876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.070e-01 Score 93.802 Data time: 0.1652, Forward time: 2.2652, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.2921 [2020-11-16 08:53:37,325][root][INFO] - ===> Epoch[404](10561/26): Loss 0.1688, Sem 0.1688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.069e-01 Score 94.380 Data time: 0.2428, Forward time: 2.2653, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.0067 [2020-11-16 08:53:42,511][root][INFO] - ===> Epoch[404](10562/26): Loss 0.1528, Sem 0.1528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.069e-01 Score 94.692 Data time: 0.1908, Forward time: 2.2652, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.0838 [2020-11-16 08:53:47,748][root][INFO] - ===> Epoch[404](10563/26): Loss 0.1520, Sem 0.1520, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.069e-01 Score 94.566 Data time: 0.1276, Forward time: 2.2651, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.1379 [2020-11-16 08:53:52,639][root][INFO] - ===> Epoch[404](10564/26): Loss 0.1536, Sem 0.1536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.068e-01 Score 94.727 Data time: 0.1838, Forward time: 2.2650, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.8237 [2020-11-16 08:53:58,696][root][INFO] - ===> Epoch[404](10565/26): Loss 0.1733, Sem 0.1733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.068e-01 Score 94.362 Data time: 0.2170, Forward time: 2.2651, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.9689 [2020-11-16 08:54:04,565][root][INFO] - ===> Epoch[404](10566/26): Loss 0.1818, Sem 0.1818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.068e-01 Score 93.999 Data time: 0.2585, Forward time: 2.2652, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.7649 [2020-11-16 08:54:10,798][root][INFO] - ===> Epoch[404](10567/26): Loss 0.1860, Sem 0.1860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.067e-01 Score 93.681 Data time: 0.1905, Forward time: 2.2652, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.1171 [2020-11-16 08:54:16,910][root][INFO] - ===> Epoch[404](10568/26): Loss 0.1741, Sem 0.1741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.067e-01 Score 94.112 Data time: 0.2122, Forward time: 2.2652, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.0071 [2020-11-16 08:54:22,670][root][INFO] - ===> Epoch[404](10569/26): Loss 0.1592, Sem 0.1592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.066e-01 Score 94.672 Data time: 0.1863, Forward time: 2.2652, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.6851 [2020-11-16 08:54:28,380][root][INFO] - ===> Epoch[404](10570/26): Loss 0.1838, Sem 0.1838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.066e-01 Score 94.079 Data time: 0.1532, Forward time: 2.2651, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6249 [2020-11-16 08:54:34,390][root][INFO] - ===> Epoch[404](10571/26): Loss 0.1564, Sem 0.1564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.066e-01 Score 94.942 Data time: 0.2625, Forward time: 2.2652, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.9366 [2020-11-16 08:54:40,609][root][INFO] - ===> Epoch[404](10572/26): Loss 0.1605, Sem 0.1605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.065e-01 Score 94.679 Data time: 0.2541, Forward time: 2.2653, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.1027 [2020-11-16 08:54:45,291][root][INFO] - ===> Epoch[404](10573/26): Loss 0.1660, Sem 0.1660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.065e-01 Score 94.502 Data time: 0.1910, Forward time: 2.2653, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.5615 [2020-11-16 08:54:50,491][root][INFO] - ===> Epoch[404](10574/26): Loss 0.1699, Sem 0.1699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.064e-01 Score 94.400 Data time: 0.1812, Forward time: 2.2651, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.0852 [2020-11-16 08:54:56,191][root][INFO] - ===> Epoch[404](10575/26): Loss 0.1715, Sem 0.1715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.064e-01 Score 94.023 Data time: 0.2305, Forward time: 2.2652, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.6286 [2020-11-16 08:55:02,502][root][INFO] - ===> Epoch[404](10576/26): Loss 0.1881, Sem 0.1881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.064e-01 Score 93.946 Data time: 0.3129, Forward time: 2.2654, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.2041 [2020-11-16 08:55:08,843][root][INFO] - ===> Epoch[405](10577/26): Loss 0.1806, Sem 0.1806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.063e-01 Score 94.119 Data time: 0.2497, Forward time: 2.2655, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.2088 [2020-11-16 08:55:13,547][root][INFO] - ===> Epoch[405](10578/26): Loss 0.1567, Sem 0.1567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.063e-01 Score 94.535 Data time: 0.2036, Forward time: 2.2655, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.5730 [2020-11-16 08:55:18,723][root][INFO] - ===> Epoch[405](10579/26): Loss 0.1729, Sem 0.1729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.062e-01 Score 94.422 Data time: 0.1548, Forward time: 2.2654, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.0754 [2020-11-16 08:55:23,754][root][INFO] - ===> Epoch[405](10580/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.062e-01 Score 94.772 Data time: 0.1771, Forward time: 2.2653, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.9313 [2020-11-16 08:55:28,641][root][INFO] - ===> Epoch[405](10581/26): Loss 0.1764, Sem 0.1764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.062e-01 Score 94.106 Data time: 0.2069, Forward time: 2.2653, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.8359 [2020-11-16 08:55:33,371][root][INFO] - ===> Epoch[405](10582/26): Loss 0.1455, Sem 0.1455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.061e-01 Score 95.012 Data time: 0.1507, Forward time: 2.2652, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.6318 [2020-11-16 08:55:38,074][root][INFO] - ===> Epoch[405](10583/26): Loss 0.1610, Sem 0.1610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.061e-01 Score 94.628 Data time: 0.1143, Forward time: 2.2650, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.6324 [2020-11-16 08:55:43,449][root][INFO] - ===> Epoch[405](10584/26): Loss 0.1543, Sem 0.1543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.061e-01 Score 94.952 Data time: 0.2443, Forward time: 2.2651, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.3204 [2020-11-16 08:55:49,552][root][INFO] - ===> Epoch[405](10585/26): Loss 0.1485, Sem 0.1485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.060e-01 Score 95.066 Data time: 0.2133, Forward time: 2.2651, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.9711 [2020-11-16 08:55:55,902][root][INFO] - ===> Epoch[405](10586/26): Loss 0.1736, Sem 0.1736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.060e-01 Score 94.122 Data time: 0.1965, Forward time: 2.2651, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.2564 [2020-11-16 08:56:01,631][root][INFO] - ===> Epoch[405](10587/26): Loss 0.1553, Sem 0.1553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.059e-01 Score 94.815 Data time: 0.1817, Forward time: 2.2651, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.6176 [2020-11-16 08:56:07,401][root][INFO] - ===> Epoch[405](10588/26): Loss 0.1517, Sem 0.1517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.059e-01 Score 94.959 Data time: 0.1785, Forward time: 2.2651, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.6640 [2020-11-16 08:56:13,088][root][INFO] - ===> Epoch[405](10589/26): Loss 0.1704, Sem 0.1704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.059e-01 Score 94.424 Data time: 0.1615, Forward time: 2.2650, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.5794 [2020-11-16 08:56:18,726][root][INFO] - ===> Epoch[405](10590/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.058e-01 Score 94.300 Data time: 0.1996, Forward time: 2.2649, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.5589 [2020-11-16 08:56:24,704][root][INFO] - ===> Epoch[405](10591/26): Loss 0.1774, Sem 0.1774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.058e-01 Score 94.001 Data time: 0.2008, Forward time: 2.2650, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.8714 [2020-11-16 08:56:30,221][root][INFO] - ===> Epoch[405](10592/26): Loss 0.1603, Sem 0.1603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.057e-01 Score 94.692 Data time: 0.1648, Forward time: 2.2650, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.3919 [2020-11-16 08:56:36,411][root][INFO] - ===> Epoch[405](10593/26): Loss 0.1683, Sem 0.1683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.057e-01 Score 94.514 Data time: 0.1528, Forward time: 2.2649, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.0874 [2020-11-16 08:56:42,359][root][INFO] - ===> Epoch[405](10594/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.057e-01 Score 93.835 Data time: 0.1380, Forward time: 2.2647, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.8853 [2020-11-16 08:56:48,654][root][INFO] - ===> Epoch[405](10595/26): Loss 0.1674, Sem 0.1674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.056e-01 Score 94.418 Data time: 0.2049, Forward time: 2.2647, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.2480 [2020-11-16 08:56:54,595][root][INFO] - ===> Epoch[405](10596/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.056e-01 Score 95.053 Data time: 0.1342, Forward time: 2.2646, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.8384 [2020-11-16 08:56:59,380][root][INFO] - ===> Epoch[405](10597/26): Loss 0.1547, Sem 0.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.055e-01 Score 94.921 Data time: 0.2042, Forward time: 2.2647, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.7133 [2020-11-16 08:57:04,301][root][INFO] - ===> Epoch[405](10598/26): Loss 0.1737, Sem 0.1737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.055e-01 Score 94.322 Data time: 0.1338, Forward time: 2.2645, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.8239 [2020-11-16 08:57:10,552][root][INFO] - ===> Epoch[405](10599/26): Loss 0.1864, Sem 0.1864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.055e-01 Score 93.731 Data time: 0.1526, Forward time: 2.2644, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.1697 [2020-11-16 08:57:15,974][root][INFO] - ===> Epoch[405](10600/26): Loss 0.1567, Sem 0.1567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.054e-01 Score 94.863 Data time: 0.1155, Forward time: 2.2642, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.3505 [2020-11-16 08:57:21,945][root][INFO] - ===> Epoch[405](10601/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.054e-01 Score 94.978 Data time: 0.1828, Forward time: 2.2642, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.9289 [2020-11-16 08:57:28,031][root][INFO] - ===> Epoch[405](10602/26): Loss 0.1742, Sem 0.1742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.054e-01 Score 94.162 Data time: 0.2199, Forward time: 2.2642, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.9983 [2020-11-16 08:57:33,950][root][INFO] - ===> Epoch[406](10603/26): Loss 0.1490, Sem 0.1490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.053e-01 Score 94.807 Data time: 0.2426, Forward time: 2.2643, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.8138 [2020-11-16 08:57:39,601][root][INFO] - ===> Epoch[406](10604/26): Loss 0.1820, Sem 0.1820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.053e-01 Score 94.087 Data time: 0.1994, Forward time: 2.2643, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.5251 [2020-11-16 08:57:44,814][root][INFO] - ===> Epoch[406](10605/26): Loss 0.1666, Sem 0.1666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.052e-01 Score 94.581 Data time: 0.2021, Forward time: 2.2644, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.1171 [2020-11-16 08:57:50,700][root][INFO] - ===> Epoch[406](10606/26): Loss 0.1669, Sem 0.1669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.052e-01 Score 94.235 Data time: 0.2345, Forward time: 2.2644, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.8069 [2020-11-16 08:57:55,766][root][INFO] - ===> Epoch[406](10607/26): Loss 0.1784, Sem 0.1784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.052e-01 Score 94.264 Data time: 0.1803, Forward time: 2.2644, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.9505 [2020-11-16 08:58:01,115][root][INFO] - ===> Epoch[406](10608/26): Loss 0.1657, Sem 0.1657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.051e-01 Score 94.489 Data time: 0.1349, Forward time: 2.2642, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.2377 [2020-11-16 08:58:08,056][root][INFO] - ===> Epoch[406](10609/26): Loss 0.1916, Sem 0.1916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.051e-01 Score 94.010 Data time: 0.2063, Forward time: 2.2642, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.8647 [2020-11-16 08:58:14,242][root][INFO] - ===> Epoch[406](10610/26): Loss 0.1702, Sem 0.1702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.050e-01 Score 94.408 Data time: 0.2872, Forward time: 2.2644, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.0882 [2020-11-16 08:58:20,276][root][INFO] - ===> Epoch[406](10611/26): Loss 0.1601, Sem 0.1601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.050e-01 Score 94.675 Data time: 0.1856, Forward time: 2.2644, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.9132 [2020-11-16 08:58:25,702][root][INFO] - ===> Epoch[406](10612/26): Loss 0.1367, Sem 0.1367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.050e-01 Score 95.620 Data time: 0.1525, Forward time: 2.2643, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.3227 [2020-11-16 08:58:31,877][root][INFO] - ===> Epoch[406](10613/26): Loss 0.1597, Sem 0.1597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.049e-01 Score 94.613 Data time: 0.2278, Forward time: 2.2644, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.0896 [2020-11-16 08:58:37,846][root][INFO] - ===> Epoch[406](10614/26): Loss 0.1471, Sem 0.1471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.049e-01 Score 95.212 Data time: 0.1725, Forward time: 2.2643, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.8524 [2020-11-16 08:58:43,227][root][INFO] - ===> Epoch[406](10615/26): Loss 0.1772, Sem 0.1772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.048e-01 Score 94.251 Data time: 0.1790, Forward time: 2.2643, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.2794 [2020-11-16 08:58:49,002][root][INFO] - ===> Epoch[406](10616/26): Loss 0.1868, Sem 0.1868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.048e-01 Score 93.759 Data time: 0.1843, Forward time: 2.2643, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.6730 [2020-11-16 08:58:54,907][root][INFO] - ===> Epoch[406](10617/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.048e-01 Score 94.657 Data time: 0.2176, Forward time: 2.2643, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.8044 [2020-11-16 08:58:59,876][root][INFO] - ===> Epoch[406](10618/26): Loss 0.1608, Sem 0.1608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.047e-01 Score 94.411 Data time: 0.2264, Forward time: 2.2644, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.8441 [2020-11-16 08:59:05,540][root][INFO] - ===> Epoch[406](10619/26): Loss 0.1394, Sem 0.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.047e-01 Score 95.130 Data time: 0.1597, Forward time: 2.2643, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.5593 [2020-11-16 08:59:11,450][root][INFO] - ===> Epoch[406](10620/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.047e-01 Score 94.405 Data time: 0.2631, Forward time: 2.2645, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.8262 [2020-11-16 08:59:17,780][root][INFO] - ===> Epoch[406](10621/26): Loss 0.1617, Sem 0.1617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.046e-01 Score 94.708 Data time: 0.3461, Forward time: 2.2647, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.2087 [2020-11-16 08:59:23,707][root][INFO] - ===> Epoch[406](10622/26): Loss 0.1702, Sem 0.1702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.046e-01 Score 94.478 Data time: 0.1868, Forward time: 2.2647, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.8092 [2020-11-16 08:59:28,946][root][INFO] - ===> Epoch[406](10623/26): Loss 0.1537, Sem 0.1537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.045e-01 Score 94.755 Data time: 0.2129, Forward time: 2.2647, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.1187 [2020-11-16 08:59:33,601][root][INFO] - ===> Epoch[406](10624/26): Loss 0.1625, Sem 0.1625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.045e-01 Score 94.699 Data time: 0.2303, Forward time: 2.2647, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.5562 [2020-11-16 08:59:40,226][root][INFO] - ===> Epoch[406](10625/26): Loss 0.1811, Sem 0.1811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.045e-01 Score 94.240 Data time: 0.2815, Forward time: 2.2649, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.5178 [2020-11-16 08:59:46,030][root][INFO] - ===> Epoch[406](10626/26): Loss 0.1742, Sem 0.1742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.044e-01 Score 93.860 Data time: 0.2566, Forward time: 2.2650, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6770 [2020-11-16 08:59:51,806][root][INFO] - ===> Epoch[406](10627/26): Loss 0.1616, Sem 0.1616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.044e-01 Score 94.607 Data time: 0.1767, Forward time: 2.2650, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6596 [2020-11-16 08:59:57,158][root][INFO] - ===> Epoch[406](10628/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.043e-01 Score 95.532 Data time: 0.2279, Forward time: 2.2650, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.2568 [2020-11-16 09:00:02,620][root][INFO] - ===> Epoch[407](10629/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.043e-01 Score 94.165 Data time: 0.2317, Forward time: 2.2651, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.3503 [2020-11-16 09:00:07,679][root][INFO] - ===> Epoch[407](10630/26): Loss 0.1496, Sem 0.1496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.043e-01 Score 94.937 Data time: 0.2199, Forward time: 2.2651, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.9500 [2020-11-16 09:00:12,995][root][INFO] - ===> Epoch[407](10631/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.042e-01 Score 94.434 Data time: 0.1523, Forward time: 2.2650, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.2177 [2020-11-16 09:00:18,505][root][INFO] - ===> Epoch[407](10632/26): Loss 0.1544, Sem 0.1544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.042e-01 Score 94.657 Data time: 0.2751, Forward time: 2.2651, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.4316 [2020-11-16 09:00:24,828][root][INFO] - ===> Epoch[407](10633/26): Loss 0.1648, Sem 0.1648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.041e-01 Score 94.441 Data time: 0.3271, Forward time: 2.2654, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.2077 [2020-11-16 09:00:30,042][root][INFO] - ===> Epoch[407](10634/26): Loss 0.1655, Sem 0.1655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.041e-01 Score 94.411 Data time: 0.2249, Forward time: 2.2654, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.0905 [2020-11-16 09:00:35,876][root][INFO] - ===> Epoch[407](10635/26): Loss 0.1304, Sem 0.1304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.041e-01 Score 95.834 Data time: 0.2394, Forward time: 2.2654, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.7395 [2020-11-16 09:00:41,497][root][INFO] - ===> Epoch[407](10636/26): Loss 0.1684, Sem 0.1684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.040e-01 Score 94.370 Data time: 0.2552, Forward time: 2.2656, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.5287 [2020-11-16 09:00:48,072][root][INFO] - ===> Epoch[407](10637/26): Loss 0.1709, Sem 0.1709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.040e-01 Score 94.335 Data time: 0.1985, Forward time: 2.2655, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.4381 [2020-11-16 09:00:54,161][root][INFO] - ===> Epoch[407](10638/26): Loss 0.1611, Sem 0.1611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.040e-01 Score 94.445 Data time: 0.1868, Forward time: 2.2655, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.0097 [2020-11-16 09:00:59,078][root][INFO] - ===> Epoch[407](10639/26): Loss 0.1786, Sem 0.1786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.039e-01 Score 94.305 Data time: 0.1400, Forward time: 2.2654, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 4.8041 [2020-11-16 09:01:04,470][root][INFO] - ===> Epoch[407](10640/26): Loss 0.1609, Sem 0.1609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.039e-01 Score 94.637 Data time: 0.2050, Forward time: 2.2654, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.3071 [2020-11-16 09:01:10,482][root][INFO] - ===> Epoch[407](10641/26): Loss 0.1419, Sem 0.1419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.038e-01 Score 95.276 Data time: 0.2951, Forward time: 2.2656, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.9243 [2020-11-16 09:01:17,512][root][INFO] - ===> Epoch[407](10642/26): Loss 0.1751, Sem 0.1751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.038e-01 Score 94.255 Data time: 0.2194, Forward time: 2.2656, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.9025 [2020-11-16 09:01:23,396][root][INFO] - ===> Epoch[407](10643/26): Loss 0.2218, Sem 0.2218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.038e-01 Score 92.801 Data time: 0.2269, Forward time: 2.2656, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.7837 [2020-11-16 09:01:28,601][root][INFO] - ===> Epoch[407](10644/26): Loss 0.1642, Sem 0.1642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.037e-01 Score 94.669 Data time: 0.1860, Forward time: 2.2656, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.0890 [2020-11-16 09:01:34,425][root][INFO] - ===> Epoch[407](10645/26): Loss 0.1874, Sem 0.1874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.037e-01 Score 93.553 Data time: 0.1854, Forward time: 2.2656, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.7351 [2020-11-16 09:01:39,033][root][INFO] - ===> Epoch[407](10646/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.036e-01 Score 93.861 Data time: 0.1831, Forward time: 2.2655, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.5399 [2020-11-16 09:01:44,684][root][INFO] - ===> Epoch[407](10647/26): Loss 0.1836, Sem 0.1836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.036e-01 Score 94.416 Data time: 0.1338, Forward time: 2.2653, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.5610 [2020-11-16 09:01:50,536][root][INFO] - ===> Epoch[407](10648/26): Loss 0.1990, Sem 0.1990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.036e-01 Score 93.557 Data time: 0.2747, Forward time: 2.2655, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.8093 [2020-11-16 09:01:56,685][root][INFO] - ===> Epoch[407](10649/26): Loss 0.1779, Sem 0.1779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.035e-01 Score 94.049 Data time: 0.2925, Forward time: 2.2657, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.0441 [2020-11-16 09:02:03,116][root][INFO] - ===> Epoch[407](10650/26): Loss 0.1727, Sem 0.1727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.035e-01 Score 94.167 Data time: 0.1925, Forward time: 2.2657, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.3079 [2020-11-16 09:02:09,727][root][INFO] - ===> Epoch[407](10651/26): Loss 0.1567, Sem 0.1567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.035e-01 Score 94.819 Data time: 0.1697, Forward time: 2.2656, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.5265 [2020-11-16 09:02:14,702][root][INFO] - ===> Epoch[407](10652/26): Loss 0.2411, Sem 0.2411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.034e-01 Score 93.117 Data time: 0.1759, Forward time: 2.2656, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.9109 [2020-11-16 09:02:20,669][root][INFO] - ===> Epoch[407](10653/26): Loss 0.1608, Sem 0.1608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.034e-01 Score 94.691 Data time: 0.1297, Forward time: 2.2654, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.8958 [2020-11-16 09:02:25,299][root][INFO] - ===> Epoch[407](10654/26): Loss 0.1759, Sem 0.1759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.033e-01 Score 94.467 Data time: 0.1756, Forward time: 2.2654, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.6013 [2020-11-16 09:02:31,085][root][INFO] - ===> Epoch[408](10655/26): Loss 0.1616, Sem 0.1616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.033e-01 Score 94.786 Data time: 0.1274, Forward time: 2.2652, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7114 [2020-11-16 09:02:35,873][root][INFO] - ===> Epoch[408](10656/26): Loss 0.1687, Sem 0.1687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.033e-01 Score 94.248 Data time: 0.1145, Forward time: 2.2650, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.7460 [2020-11-16 09:02:41,686][root][INFO] - ===> Epoch[408](10657/26): Loss 0.2022, Sem 0.2022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.032e-01 Score 93.861 Data time: 0.1584, Forward time: 2.2649, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.7734 [2020-11-16 09:02:47,347][root][INFO] - ===> Epoch[408](10658/26): Loss 0.1594, Sem 0.1594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.032e-01 Score 94.413 Data time: 0.2215, Forward time: 2.2649, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.5954 [2020-11-16 09:02:52,624][root][INFO] - ===> Epoch[408](10659/26): Loss 0.1538, Sem 0.1538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.031e-01 Score 94.755 Data time: 0.1541, Forward time: 2.2647, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.1953 [2020-11-16 09:02:57,702][root][INFO] - ===> Epoch[408](10660/26): Loss 0.1432, Sem 0.1432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.031e-01 Score 95.513 Data time: 0.2735, Forward time: 2.2648, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.0095 [2020-11-16 09:03:02,722][root][INFO] - ===> Epoch[408](10661/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.031e-01 Score 94.378 Data time: 0.1665, Forward time: 2.2647, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.9134 [2020-11-16 09:03:08,814][root][INFO] - ===> Epoch[408](10662/26): Loss 0.2017, Sem 0.2017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.030e-01 Score 93.303 Data time: 0.2503, Forward time: 2.2648, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.0219 [2020-11-16 09:03:13,677][root][INFO] - ===> Epoch[408](10663/26): Loss 0.1814, Sem 0.1814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.030e-01 Score 94.113 Data time: 0.1549, Forward time: 2.2647, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.7439 [2020-11-16 09:03:19,307][root][INFO] - ===> Epoch[408](10664/26): Loss 0.1527, Sem 0.1527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.029e-01 Score 94.987 Data time: 0.1250, Forward time: 2.2646, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.5538 [2020-11-16 09:03:24,177][root][INFO] - ===> Epoch[408](10665/26): Loss 0.1695, Sem 0.1695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.029e-01 Score 94.416 Data time: 0.1571, Forward time: 2.2645, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.8181 [2020-11-16 09:03:28,771][root][INFO] - ===> Epoch[408](10666/26): Loss 0.1643, Sem 0.1643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.029e-01 Score 94.606 Data time: 0.1172, Forward time: 2.2643, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.5218 [2020-11-16 09:03:34,853][root][INFO] - ===> Epoch[408](10667/26): Loss 0.1477, Sem 0.1477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.028e-01 Score 95.048 Data time: 0.2090, Forward time: 2.2644, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.0529 [2020-11-16 09:03:40,223][root][INFO] - ===> Epoch[408](10668/26): Loss 0.1609, Sem 0.1609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.028e-01 Score 94.788 Data time: 0.2179, Forward time: 2.2644, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.2696 [2020-11-16 09:03:45,325][root][INFO] - ===> Epoch[408](10669/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.028e-01 Score 94.912 Data time: 0.2322, Forward time: 2.2644, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.0082 [2020-11-16 09:03:50,817][root][INFO] - ===> Epoch[408](10670/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.027e-01 Score 94.112 Data time: 0.2265, Forward time: 2.2645, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.3768 [2020-11-16 09:03:56,508][root][INFO] - ===> Epoch[408](10671/26): Loss 0.1945, Sem 0.1945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.027e-01 Score 93.854 Data time: 0.2956, Forward time: 2.2646, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.5939 [2020-11-16 09:04:02,209][root][INFO] - ===> Epoch[408](10672/26): Loss 0.1874, Sem 0.1874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.026e-01 Score 93.944 Data time: 0.2767, Forward time: 2.2647, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.5887 [2020-11-16 09:04:07,914][root][INFO] - ===> Epoch[408](10673/26): Loss 0.1865, Sem 0.1865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.026e-01 Score 93.765 Data time: 0.2174, Forward time: 2.2648, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.5760 [2020-11-16 09:04:13,137][root][INFO] - ===> Epoch[408](10674/26): Loss 0.1712, Sem 0.1712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.026e-01 Score 94.545 Data time: 0.2759, Forward time: 2.2649, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.1095 [2020-11-16 09:04:19,471][root][INFO] - ===> Epoch[408](10675/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.025e-01 Score 94.741 Data time: 0.2053, Forward time: 2.2649, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.2338 [2020-11-16 09:04:24,544][root][INFO] - ===> Epoch[408](10676/26): Loss 0.1514, Sem 0.1514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.025e-01 Score 94.847 Data time: 0.1821, Forward time: 2.2648, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.9862 [2020-11-16 09:04:29,752][root][INFO] - ===> Epoch[408](10677/26): Loss 0.1701, Sem 0.1701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.024e-01 Score 94.434 Data time: 0.2461, Forward time: 2.2649, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.1412 [2020-11-16 09:04:37,017][root][INFO] - ===> Epoch[408](10678/26): Loss 0.2189, Sem 0.2189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.024e-01 Score 93.580 Data time: 0.3821, Forward time: 2.2652, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 7.1533 [2020-11-16 09:04:43,018][root][INFO] - ===> Epoch[408](10679/26): Loss 0.1764, Sem 0.1764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.024e-01 Score 94.234 Data time: 0.2834, Forward time: 2.2654, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.8775 [2020-11-16 09:04:49,353][root][INFO] - ===> Epoch[408](10680/26): Loss 0.1775, Sem 0.1775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.023e-01 Score 94.338 Data time: 0.1829, Forward time: 2.2653, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.2075 [2020-11-16 09:04:55,779][root][INFO] - ===> Epoch[409](10681/26): Loss 0.1577, Sem 0.1577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.023e-01 Score 94.773 Data time: 0.2415, Forward time: 2.2654, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.3593 [2020-11-16 09:05:00,662][root][INFO] - ===> Epoch[409](10682/26): Loss 0.1674, Sem 0.1674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.022e-01 Score 94.305 Data time: 0.2384, Forward time: 2.2655, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 4.7779 [2020-11-16 09:05:06,444][root][INFO] - ===> Epoch[409](10683/26): Loss 0.1686, Sem 0.1686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.022e-01 Score 94.285 Data time: 0.2209, Forward time: 2.2654, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.6736 [2020-11-16 09:05:12,125][root][INFO] - ===> Epoch[409](10684/26): Loss 0.1473, Sem 0.1473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.022e-01 Score 95.371 Data time: 0.2639, Forward time: 2.2655, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.5782 [2020-11-16 09:05:16,965][root][INFO] - ===> Epoch[409](10685/26): Loss 0.1569, Sem 0.1569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.021e-01 Score 94.996 Data time: 0.1877, Forward time: 2.2655, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 4.7317 [2020-11-16 09:05:22,795][root][INFO] - ===> Epoch[409](10686/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.021e-01 Score 95.094 Data time: 0.2228, Forward time: 2.2655, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.7304 [2020-11-16 09:05:29,194][root][INFO] - ===> Epoch[409](10687/26): Loss 0.1591, Sem 0.1591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.021e-01 Score 94.949 Data time: 0.1889, Forward time: 2.2655, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.3014 [2020-11-16 09:05:34,915][root][INFO] - ===> Epoch[409](10688/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.020e-01 Score 95.021 Data time: 0.2054, Forward time: 2.2655, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.6180 [2020-11-16 09:05:40,033][root][INFO] - ===> Epoch[409](10689/26): Loss 0.1821, Sem 0.1821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.020e-01 Score 93.813 Data time: 0.2181, Forward time: 2.2656, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.0179 [2020-11-16 09:05:44,906][root][INFO] - ===> Epoch[409](10690/26): Loss 0.1684, Sem 0.1684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.019e-01 Score 94.212 Data time: 0.1094, Forward time: 2.2654, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.7741 [2020-11-16 09:05:52,245][root][INFO] - ===> Epoch[409](10691/26): Loss 0.1759, Sem 0.1759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.019e-01 Score 94.480 Data time: 0.1711, Forward time: 2.2653, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 7.2887 [2020-11-16 09:05:58,119][root][INFO] - ===> Epoch[409](10692/26): Loss 0.1828, Sem 0.1828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.019e-01 Score 93.949 Data time: 0.1977, Forward time: 2.2652, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.7910 [2020-11-16 09:06:04,856][root][INFO] - ===> Epoch[409](10693/26): Loss 0.1963, Sem 0.1963, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.018e-01 Score 93.702 Data time: 0.3720, Forward time: 2.2655, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.6731 [2020-11-16 09:06:10,149][root][INFO] - ===> Epoch[409](10694/26): Loss 0.1617, Sem 0.1617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.018e-01 Score 94.455 Data time: 0.2586, Forward time: 2.2656, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.1672 [2020-11-16 09:06:16,481][root][INFO] - ===> Epoch[409](10695/26): Loss 0.1819, Sem 0.1819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.017e-01 Score 93.927 Data time: 0.3557, Forward time: 2.2658, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.2369 [2020-11-16 09:06:22,393][root][INFO] - ===> Epoch[409](10696/26): Loss 0.1673, Sem 0.1673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.017e-01 Score 94.303 Data time: 0.2292, Forward time: 2.2659, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.8170 [2020-11-16 09:06:29,026][root][INFO] - ===> Epoch[409](10697/26): Loss 0.1925, Sem 0.1925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.017e-01 Score 93.692 Data time: 0.2657, Forward time: 2.2660, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.5440 [2020-11-16 09:06:34,432][root][INFO] - ===> Epoch[409](10698/26): Loss 0.1971, Sem 0.1971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.016e-01 Score 93.201 Data time: 0.2030, Forward time: 2.2660, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.2637 [2020-11-16 09:06:39,910][root][INFO] - ===> Epoch[409](10699/26): Loss 0.1616, Sem 0.1616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.016e-01 Score 94.744 Data time: 0.2250, Forward time: 2.2660, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.3971 [2020-11-16 09:06:45,300][root][INFO] - ===> Epoch[409](10700/26): Loss 0.1555, Sem 0.1555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.015e-01 Score 94.783 Data time: 0.1816, Forward time: 2.2659, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.2994 [2020-11-16 09:06:51,378][root][INFO] - ===> Epoch[409](10701/26): Loss 0.1685, Sem 0.1685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.015e-01 Score 94.127 Data time: 0.2463, Forward time: 2.2660, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.9880 [2020-11-16 09:06:57,110][root][INFO] - ===> Epoch[409](10702/26): Loss 0.1733, Sem 0.1733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.015e-01 Score 94.020 Data time: 0.1467, Forward time: 2.2659, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.6336 [2020-11-16 09:07:03,716][root][INFO] - ===> Epoch[409](10703/26): Loss 0.1831, Sem 0.1831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.014e-01 Score 93.708 Data time: 0.3486, Forward time: 2.2661, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.5373 [2020-11-16 09:07:09,489][root][INFO] - ===> Epoch[409](10704/26): Loss 0.1748, Sem 0.1748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.014e-01 Score 94.372 Data time: 0.2317, Forward time: 2.2662, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.6475 [2020-11-16 09:07:16,304][root][INFO] - ===> Epoch[409](10705/26): Loss 0.1673, Sem 0.1673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.014e-01 Score 94.360 Data time: 0.2535, Forward time: 2.2663, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.6987 [2020-11-16 09:07:21,466][root][INFO] - ===> Epoch[409](10706/26): Loss 0.2012, Sem 0.2012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.013e-01 Score 93.984 Data time: 0.1251, Forward time: 2.2662, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.0547 [2020-11-16 09:07:27,933][root][INFO] - ===> Epoch[410](10707/26): Loss 0.1714, Sem 0.1714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.013e-01 Score 94.334 Data time: 0.1898, Forward time: 2.2661, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.4010 [2020-11-16 09:07:33,471][root][INFO] - ===> Epoch[410](10708/26): Loss 0.1698, Sem 0.1698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.012e-01 Score 94.435 Data time: 0.1892, Forward time: 2.2661, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.4514 [2020-11-16 09:07:38,345][root][INFO] - ===> Epoch[410](10709/26): Loss 0.1719, Sem 0.1719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.012e-01 Score 94.401 Data time: 0.1450, Forward time: 2.2660, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.7903 [2020-11-16 09:07:45,852][root][INFO] - ===> Epoch[410](10710/26): Loss 0.1604, Sem 0.1604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.012e-01 Score 94.652 Data time: 0.1589, Forward time: 2.2659, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 7.4110 [2020-11-16 09:07:51,541][root][INFO] - ===> Epoch[410](10711/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.011e-01 Score 95.490 Data time: 0.2365, Forward time: 2.2659, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6103 [2020-11-16 09:07:58,003][root][INFO] - ===> Epoch[410](10712/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.011e-01 Score 94.954 Data time: 0.3478, Forward time: 2.2661, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.3646 [2020-11-16 09:08:02,543][root][INFO] - ===> Epoch[410](10713/26): Loss 0.1617, Sem 0.1617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.010e-01 Score 94.668 Data time: 0.1917, Forward time: 2.2661, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.4068 [2020-11-16 09:08:07,669][root][INFO] - ===> Epoch[410](10714/26): Loss 0.2062, Sem 0.2062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.010e-01 Score 94.108 Data time: 0.1867, Forward time: 2.2660, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.0556 [2020-11-16 09:08:13,359][root][INFO] - ===> Epoch[410](10715/26): Loss 0.1714, Sem 0.1714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.010e-01 Score 94.719 Data time: 0.2237, Forward time: 2.2661, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.5999 [2020-11-16 09:08:19,346][root][INFO] - ===> Epoch[410](10716/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.009e-01 Score 94.177 Data time: 0.1892, Forward time: 2.2661, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.8637 [2020-11-16 09:08:25,152][root][INFO] - ===> Epoch[410](10717/26): Loss 0.1841, Sem 0.1841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.009e-01 Score 94.305 Data time: 0.2013, Forward time: 2.2661, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.7182 [2020-11-16 09:08:29,669][root][INFO] - ===> Epoch[410](10718/26): Loss 0.2052, Sem 0.2052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.008e-01 Score 93.117 Data time: 0.2025, Forward time: 2.2661, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.4168 [2020-11-16 09:08:34,508][root][INFO] - ===> Epoch[410](10719/26): Loss 0.1612, Sem 0.1612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.008e-01 Score 94.728 Data time: 0.1924, Forward time: 2.2661, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.7470 [2020-11-16 09:08:40,712][root][INFO] - ===> Epoch[410](10720/26): Loss 0.1824, Sem 0.1824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.008e-01 Score 93.640 Data time: 0.2355, Forward time: 2.2662, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.1221 [2020-11-16 09:08:45,887][root][INFO] - ===> Epoch[410](10721/26): Loss 0.1677, Sem 0.1677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.007e-01 Score 94.463 Data time: 0.2047, Forward time: 2.2662, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.0449 [2020-11-16 09:08:51,438][root][INFO] - ===> Epoch[410](10722/26): Loss 0.1716, Sem 0.1716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.007e-01 Score 94.597 Data time: 0.2479, Forward time: 2.2663, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.4619 [2020-11-16 09:08:56,489][root][INFO] - ===> Epoch[410](10723/26): Loss 0.1717, Sem 0.1717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.007e-01 Score 94.654 Data time: 0.1881, Forward time: 2.2663, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.9466 [2020-11-16 09:09:02,049][root][INFO] - ===> Epoch[410](10724/26): Loss 0.2174, Sem 0.2174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.006e-01 Score 93.082 Data time: 0.2140, Forward time: 2.2663, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.4606 [2020-11-16 09:09:07,021][root][INFO] - ===> Epoch[410](10725/26): Loss 0.1721, Sem 0.1721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.006e-01 Score 94.283 Data time: 0.1542, Forward time: 2.2662, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 4.8663 [2020-11-16 09:09:12,660][root][INFO] - ===> Epoch[410](10726/26): Loss 0.1923, Sem 0.1923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.005e-01 Score 93.601 Data time: 0.2209, Forward time: 2.2663, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.5684 [2020-11-16 09:09:18,836][root][INFO] - ===> Epoch[410](10727/26): Loss 0.1708, Sem 0.1708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.005e-01 Score 94.796 Data time: 0.2181, Forward time: 2.2664, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 6.0783 [2020-11-16 09:09:24,955][root][INFO] - ===> Epoch[410](10728/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.005e-01 Score 93.697 Data time: 0.1763, Forward time: 2.2663, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.9807 [2020-11-16 09:09:29,600][root][INFO] - ===> Epoch[410](10729/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.004e-01 Score 93.053 Data time: 0.2168, Forward time: 2.2664, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 4.5568 [2020-11-16 09:09:34,934][root][INFO] - ===> Epoch[410](10730/26): Loss 0.1706, Sem 0.1706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.004e-01 Score 94.645 Data time: 0.2390, Forward time: 2.2664, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.2353 [2020-11-16 09:09:41,854][root][INFO] - ===> Epoch[410](10731/26): Loss 0.1705, Sem 0.1705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.003e-01 Score 94.228 Data time: 0.1432, Forward time: 2.2663, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.7989 [2020-11-16 09:09:47,248][root][INFO] - ===> Epoch[410](10732/26): Loss 0.2152, Sem 0.2152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.003e-01 Score 93.134 Data time: 0.2003, Forward time: 2.2663, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.3109 [2020-11-16 09:09:52,443][root][INFO] - ===> Epoch[411](10733/26): Loss 0.1468, Sem 0.1468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.003e-01 Score 95.011 Data time: 0.2348, Forward time: 2.2664, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.0985 [2020-11-16 09:09:58,348][root][INFO] - ===> Epoch[411](10734/26): Loss 0.1778, Sem 0.1778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.002e-01 Score 93.962 Data time: 0.2474, Forward time: 2.2665, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.7976 [2020-11-16 09:10:03,271][root][INFO] - ===> Epoch[411](10735/26): Loss 0.1523, Sem 0.1523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.002e-01 Score 94.981 Data time: 0.1451, Forward time: 2.2664, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 4.8283 [2020-11-16 09:10:09,663][root][INFO] - ===> Epoch[411](10736/26): Loss 0.2034, Sem 0.2034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.001e-01 Score 93.211 Data time: 0.1419, Forward time: 2.2663, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 6.3116 [2020-11-16 09:10:15,071][root][INFO] - ===> Epoch[411](10737/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.001e-01 Score 95.491 Data time: 0.1512, Forward time: 2.2662, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.3580 [2020-11-16 09:10:20,059][root][INFO] - ===> Epoch[411](10738/26): Loss 0.1788, Sem 0.1788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.001e-01 Score 94.230 Data time: 0.1923, Forward time: 2.2662, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 4.9308 [2020-11-16 09:10:26,548][root][INFO] - ===> Epoch[411](10739/26): Loss 0.1566, Sem 0.1566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.000e-01 Score 94.910 Data time: 0.1662, Forward time: 2.2661, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.3688 [2020-11-16 09:10:33,857][root][INFO] - ===> Epoch[411](10740/26): Loss 0.1820, Sem 0.1820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.000e-01 Score 93.907 Data time: 0.1600, Forward time: 2.2660, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 7.2156 [2020-11-16 09:10:39,896][root][INFO] - ===> Epoch[411](10741/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.000e-01 Score 95.054 Data time: 0.1964, Forward time: 2.2661, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.9529 [2020-11-16 09:10:45,386][root][INFO] - ===> Epoch[411](10742/26): Loss 0.1528, Sem 0.1528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.999e-01 Score 95.083 Data time: 0.2332, Forward time: 2.2661, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.3928 [2020-11-16 09:10:51,900][root][INFO] - ===> Epoch[411](10743/26): Loss 0.1641, Sem 0.1641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.999e-01 Score 94.650 Data time: 0.1987, Forward time: 2.2661, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.3855 [2020-11-16 09:10:56,807][root][INFO] - ===> Epoch[411](10744/26): Loss 0.1647, Sem 0.1647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.998e-01 Score 94.793 Data time: 0.1958, Forward time: 2.2661, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.7984 [2020-11-16 09:11:02,911][root][INFO] - ===> Epoch[411](10745/26): Loss 0.1583, Sem 0.1583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.998e-01 Score 94.673 Data time: 0.1740, Forward time: 2.2660, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.0042 [2020-11-16 09:11:09,475][root][INFO] - ===> Epoch[411](10746/26): Loss 0.1606, Sem 0.1606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.998e-01 Score 94.869 Data time: 0.3719, Forward time: 2.2662, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.4771 [2020-11-16 09:11:15,277][root][INFO] - ===> Epoch[411](10747/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.997e-01 Score 94.002 Data time: 0.2939, Forward time: 2.2663, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.6632 [2020-11-16 09:11:20,149][root][INFO] - ===> Epoch[411](10748/26): Loss 0.1732, Sem 0.1732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.997e-01 Score 94.238 Data time: 0.1886, Forward time: 2.2663, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 4.7479 [2020-11-16 09:11:26,484][root][INFO] - ===> Epoch[411](10749/26): Loss 0.2001, Sem 0.2001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.996e-01 Score 93.436 Data time: 0.3357, Forward time: 2.2665, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.2540 [2020-11-16 09:11:31,752][root][INFO] - ===> Epoch[411](10750/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.996e-01 Score 94.767 Data time: 0.1548, Forward time: 2.2664, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.1637 [2020-11-16 09:11:37,663][root][INFO] - ===> Epoch[411](10751/26): Loss 0.1717, Sem 0.1717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.996e-01 Score 94.392 Data time: 0.2119, Forward time: 2.2665, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.8429 [2020-11-16 09:11:44,147][root][INFO] - ===> Epoch[411](10752/26): Loss 0.1589, Sem 0.1589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.995e-01 Score 94.483 Data time: 0.2070, Forward time: 2.2665, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.3852 [2020-11-16 09:11:49,549][root][INFO] - ===> Epoch[411](10753/26): Loss 0.1704, Sem 0.1704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.995e-01 Score 94.425 Data time: 0.2471, Forward time: 2.2666, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.3123 [2020-11-16 09:11:54,636][root][INFO] - ===> Epoch[411](10754/26): Loss 0.1708, Sem 0.1708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.994e-01 Score 94.341 Data time: 0.1936, Forward time: 2.2666, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.9857 [2020-11-16 09:12:00,746][root][INFO] - ===> Epoch[411](10755/26): Loss 0.1768, Sem 0.1768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.994e-01 Score 94.148 Data time: 0.2373, Forward time: 2.2667, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.0163 [2020-11-16 09:12:06,584][root][INFO] - ===> Epoch[411](10756/26): Loss 0.1606, Sem 0.1606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.994e-01 Score 94.785 Data time: 0.1389, Forward time: 2.2666, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.7388 [2020-11-16 09:12:12,620][root][INFO] - ===> Epoch[411](10757/26): Loss 0.1690, Sem 0.1690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.993e-01 Score 94.577 Data time: 0.2326, Forward time: 2.2667, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.9783 [2020-11-16 09:12:18,089][root][INFO] - ===> Epoch[411](10758/26): Loss 0.1468, Sem 0.1468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.993e-01 Score 95.222 Data time: 0.2581, Forward time: 2.2667, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.3823 [2020-11-16 09:12:23,450][root][INFO] - ===> Epoch[412](10759/26): Loss 0.1695, Sem 0.1695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.993e-01 Score 94.666 Data time: 0.2087, Forward time: 2.2667, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.2521 [2020-11-16 09:12:29,373][root][INFO] - ===> Epoch[412](10760/26): Loss 0.1624, Sem 0.1624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.992e-01 Score 94.574 Data time: 0.2099, Forward time: 2.2668, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.8005 [2020-11-16 09:12:34,419][root][INFO] - ===> Epoch[412](10761/26): Loss 0.1320, Sem 0.1320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.992e-01 Score 95.725 Data time: 0.2057, Forward time: 2.2668, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 4.9361 [2020-11-16 09:12:40,320][root][INFO] - ===> Epoch[412](10762/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.991e-01 Score 94.463 Data time: 0.1824, Forward time: 2.2668, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.7953 [2020-11-16 09:12:46,310][root][INFO] - ===> Epoch[412](10763/26): Loss 0.1406, Sem 0.1406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.991e-01 Score 95.285 Data time: 0.2214, Forward time: 2.2668, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.9086 [2020-11-16 09:12:51,351][root][INFO] - ===> Epoch[412](10764/26): Loss 0.1543, Sem 0.1543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.991e-01 Score 95.010 Data time: 0.2046, Forward time: 2.2668, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 4.9336 [2020-11-16 09:12:55,794][root][INFO] - ===> Epoch[412](10765/26): Loss 0.1451, Sem 0.1451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.990e-01 Score 95.118 Data time: 0.1938, Forward time: 2.2668, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 4.3364 [2020-11-16 09:13:01,176][root][INFO] - ===> Epoch[412](10766/26): Loss 0.1581, Sem 0.1581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.990e-01 Score 94.924 Data time: 0.1380, Forward time: 2.2667, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.2833 [2020-11-16 09:13:06,804][root][INFO] - ===> Epoch[412](10767/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.989e-01 Score 95.264 Data time: 0.1071, Forward time: 2.2665, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.5617 [2020-11-16 09:13:13,569][root][INFO] - ===> Epoch[412](10768/26): Loss 0.1700, Sem 0.1700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.989e-01 Score 94.302 Data time: 0.1859, Forward time: 2.2664, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.7173 [2020-11-16 09:13:20,495][root][INFO] - ===> Epoch[412](10769/26): Loss 0.1598, Sem 0.1598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.989e-01 Score 94.794 Data time: 0.1954, Forward time: 2.2664, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.8313 [2020-11-16 09:13:25,670][root][INFO] - ===> Epoch[412](10770/26): Loss 0.1555, Sem 0.1555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.988e-01 Score 94.491 Data time: 0.2280, Forward time: 2.2665, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.0733 [2020-11-16 09:13:32,916][root][INFO] - ===> Epoch[412](10771/26): Loss 0.1843, Sem 0.1843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.988e-01 Score 93.929 Data time: 0.1730, Forward time: 2.2665, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 7.1379 [2020-11-16 09:13:38,663][root][INFO] - ===> Epoch[412](10772/26): Loss 0.1791, Sem 0.1791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.987e-01 Score 93.931 Data time: 0.1245, Forward time: 2.2663, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.6547 [2020-11-16 09:13:45,196][root][INFO] - ===> Epoch[412](10773/26): Loss 0.1401, Sem 0.1401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.987e-01 Score 95.104 Data time: 0.2253, Forward time: 2.2663, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.4796 [2020-11-16 09:13:50,574][root][INFO] - ===> Epoch[412](10774/26): Loss 0.1689, Sem 0.1689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.987e-01 Score 94.541 Data time: 0.2443, Forward time: 2.2665, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.2656 [2020-11-16 09:13:56,185][root][INFO] - ===> Epoch[412](10775/26): Loss 0.1585, Sem 0.1585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.986e-01 Score 94.620 Data time: 0.1828, Forward time: 2.2664, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.5009 [2020-11-16 09:14:02,272][root][INFO] - ===> Epoch[412](10776/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.986e-01 Score 94.151 Data time: 0.2128, Forward time: 2.2665, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.9837 [2020-11-16 09:14:07,453][root][INFO] - ===> Epoch[412](10777/26): Loss 0.1707, Sem 0.1707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.986e-01 Score 94.599 Data time: 0.2299, Forward time: 2.2666, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.0979 [2020-11-16 09:14:13,330][root][INFO] - ===> Epoch[412](10778/26): Loss 0.1665, Sem 0.1665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.985e-01 Score 94.567 Data time: 0.1816, Forward time: 2.2665, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.7508 [2020-11-16 09:14:18,922][root][INFO] - ===> Epoch[412](10779/26): Loss 0.1556, Sem 0.1556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.985e-01 Score 94.483 Data time: 0.2182, Forward time: 2.2666, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.4925 [2020-11-16 09:14:24,931][root][INFO] - ===> Epoch[412](10780/26): Loss 0.1918, Sem 0.1918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.984e-01 Score 93.745 Data time: 0.2797, Forward time: 2.2668, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.8983 [2020-11-16 09:14:30,830][root][INFO] - ===> Epoch[412](10781/26): Loss 0.1800, Sem 0.1800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.984e-01 Score 93.880 Data time: 0.2369, Forward time: 2.2668, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.7771 [2020-11-16 09:14:36,651][root][INFO] - ===> Epoch[412](10782/26): Loss 0.1472, Sem 0.1472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.984e-01 Score 95.138 Data time: 0.1485, Forward time: 2.2667, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.7094 [2020-11-16 09:14:42,417][root][INFO] - ===> Epoch[412](10783/26): Loss 0.1498, Sem 0.1498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.983e-01 Score 95.413 Data time: 0.2592, Forward time: 2.2669, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.6973 [2020-11-16 09:14:47,723][root][INFO] - ===> Epoch[412](10784/26): Loss 0.1390, Sem 0.1390, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.983e-01 Score 95.227 Data time: 0.1947, Forward time: 2.2668, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.1996 [2020-11-16 09:14:53,633][root][INFO] - ===> Epoch[413](10785/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.982e-01 Score 95.285 Data time: 0.1983, Forward time: 2.2669, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.8197 [2020-11-16 09:14:58,461][root][INFO] - ===> Epoch[413](10786/26): Loss 0.1589, Sem 0.1589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.982e-01 Score 94.808 Data time: 0.2009, Forward time: 2.2669, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.7266 [2020-11-16 09:15:03,876][root][INFO] - ===> Epoch[413](10787/26): Loss 0.1461, Sem 0.1461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.982e-01 Score 95.156 Data time: 0.1819, Forward time: 2.2668, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.3010 [2020-11-16 09:15:09,700][root][INFO] - ===> Epoch[413](10788/26): Loss 0.1555, Sem 0.1555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.981e-01 Score 95.087 Data time: 0.1542, Forward time: 2.2667, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.7263 [2020-11-16 09:15:16,105][root][INFO] - ===> Epoch[413](10789/26): Loss 0.1560, Sem 0.1560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.981e-01 Score 94.700 Data time: 0.1660, Forward time: 2.2666, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.3462 [2020-11-16 09:15:21,820][root][INFO] - ===> Epoch[413](10790/26): Loss 0.1660, Sem 0.1660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.980e-01 Score 94.664 Data time: 0.1731, Forward time: 2.2666, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.5976 [2020-11-16 09:15:27,799][root][INFO] - ===> Epoch[413](10791/26): Loss 0.1660, Sem 0.1660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.980e-01 Score 94.519 Data time: 0.2738, Forward time: 2.2667, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.8965 [2020-11-16 09:15:33,483][root][INFO] - ===> Epoch[413](10792/26): Loss 0.1717, Sem 0.1717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.980e-01 Score 94.377 Data time: 0.2628, Forward time: 2.2669, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.5406 [2020-11-16 09:15:39,342][root][INFO] - ===> Epoch[413](10793/26): Loss 0.1770, Sem 0.1770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.979e-01 Score 94.190 Data time: 0.2153, Forward time: 2.2669, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.7366 [2020-11-16 09:15:44,865][root][INFO] - ===> Epoch[413](10794/26): Loss 0.1675, Sem 0.1675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.979e-01 Score 94.658 Data time: 0.1479, Forward time: 2.2668, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.4079 [2020-11-16 09:15:51,182][root][INFO] - ===> Epoch[413](10795/26): Loss 0.2035, Sem 0.2035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.979e-01 Score 93.233 Data time: 0.2056, Forward time: 2.2668, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.2377 [2020-11-16 09:15:56,653][root][INFO] - ===> Epoch[413](10796/26): Loss 0.1802, Sem 0.1802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.978e-01 Score 94.062 Data time: 0.2087, Forward time: 2.2668, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.3820 [2020-11-16 09:16:02,482][root][INFO] - ===> Epoch[413](10797/26): Loss 0.2129, Sem 0.2129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.978e-01 Score 93.263 Data time: 0.2118, Forward time: 2.2669, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.7039 [2020-11-16 09:16:08,437][root][INFO] - ===> Epoch[413](10798/26): Loss 0.1801, Sem 0.1801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.977e-01 Score 93.547 Data time: 0.2313, Forward time: 2.2669, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.8434 [2020-11-16 09:16:13,976][root][INFO] - ===> Epoch[413](10799/26): Loss 0.2098, Sem 0.2098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.977e-01 Score 93.601 Data time: 0.1978, Forward time: 2.2670, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.4414 [2020-11-16 09:16:19,421][root][INFO] - ===> Epoch[413](10800/26): Loss 0.1959, Sem 0.1959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.977e-01 Score 93.393 Data time: 0.2614, Forward time: 2.2671, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.3468 [2020-11-16 09:16:25,373][root][INFO] - ===> Epoch[413](10801/26): Loss 0.2043, Sem 0.2043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.976e-01 Score 93.771 Data time: 0.2304, Forward time: 2.2672, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.8566 [2020-11-16 09:16:31,941][root][INFO] - ===> Epoch[413](10802/26): Loss 0.1915, Sem 0.1915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.976e-01 Score 93.748 Data time: 0.2100, Forward time: 2.2671, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.4763 [2020-11-16 09:16:38,150][root][INFO] - ===> Epoch[413](10803/26): Loss 0.1966, Sem 0.1966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.975e-01 Score 93.578 Data time: 0.2131, Forward time: 2.2672, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.1188 [2020-11-16 09:16:43,870][root][INFO] - ===> Epoch[413](10804/26): Loss 0.1777, Sem 0.1777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.975e-01 Score 94.398 Data time: 0.2459, Forward time: 2.2673, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.6296 [2020-11-16 09:16:49,331][root][INFO] - ===> Epoch[413](10805/26): Loss 0.1578, Sem 0.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.975e-01 Score 95.056 Data time: 0.2094, Forward time: 2.2673, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.3598 [2020-11-16 09:16:54,231][root][INFO] - ===> Epoch[413](10806/26): Loss 0.1743, Sem 0.1743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.974e-01 Score 94.208 Data time: 0.2683, Forward time: 2.2673, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.7997 [2020-11-16 09:16:58,783][root][INFO] - ===> Epoch[413](10807/26): Loss 0.1941, Sem 0.1941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.974e-01 Score 93.663 Data time: 0.1868, Forward time: 2.2673, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.4475 [2020-11-16 09:17:04,794][root][INFO] - ===> Epoch[413](10808/26): Loss 0.2390, Sem 0.2390, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.973e-01 Score 92.298 Data time: 0.1597, Forward time: 2.2672, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.9243 [2020-11-16 09:17:10,140][root][INFO] - ===> Epoch[413](10809/26): Loss 0.1513, Sem 0.1513, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.973e-01 Score 95.007 Data time: 0.2139, Forward time: 2.2672, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.2597 [2020-11-16 09:17:15,353][root][INFO] - ===> Epoch[413](10810/26): Loss 0.1737, Sem 0.1737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.973e-01 Score 94.327 Data time: 0.2080, Forward time: 2.2673, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.1063 [2020-11-16 09:17:20,342][root][INFO] - ===> Epoch[414](10811/26): Loss 0.1846, Sem 0.1846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.972e-01 Score 93.606 Data time: 0.1435, Forward time: 2.2671, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 4.8776 [2020-11-16 09:17:25,655][root][INFO] - ===> Epoch[414](10812/26): Loss 0.1782, Sem 0.1782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.972e-01 Score 94.404 Data time: 0.1971, Forward time: 2.2672, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.2441 [2020-11-16 09:17:30,747][root][INFO] - ===> Epoch[414](10813/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.972e-01 Score 95.010 Data time: 0.1465, Forward time: 2.2671, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 4.9872 [2020-11-16 09:17:36,472][root][INFO] - ===> Epoch[414](10814/26): Loss 0.1551, Sem 0.1551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.971e-01 Score 95.033 Data time: 0.1757, Forward time: 2.2670, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.6699 [2020-11-16 09:17:42,226][root][INFO] - ===> Epoch[414](10815/26): Loss 0.1782, Sem 0.1782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.971e-01 Score 93.809 Data time: 0.2396, Forward time: 2.2671, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.6742 [2020-11-16 09:17:47,911][root][INFO] - ===> Epoch[414](10816/26): Loss 0.1370, Sem 0.1370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.970e-01 Score 95.408 Data time: 0.2150, Forward time: 2.2671, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.5858 [2020-11-16 09:17:53,876][root][INFO] - ===> Epoch[414](10817/26): Loss 0.1655, Sem 0.1655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.970e-01 Score 94.894 Data time: 0.1853, Forward time: 2.2671, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.8675 [2020-11-16 09:17:59,653][root][INFO] - ===> Epoch[414](10818/26): Loss 0.1739, Sem 0.1739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.970e-01 Score 94.336 Data time: 0.2449, Forward time: 2.2673, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.6950 [2020-11-16 09:18:05,398][root][INFO] - ===> Epoch[414](10819/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.969e-01 Score 94.987 Data time: 0.1856, Forward time: 2.2672, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.6336 [2020-11-16 09:18:11,557][root][INFO] - ===> Epoch[414](10820/26): Loss 0.1839, Sem 0.1839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.969e-01 Score 94.123 Data time: 0.2248, Forward time: 2.2673, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.0825 [2020-11-16 09:18:17,093][root][INFO] - ===> Epoch[414](10821/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.968e-01 Score 94.664 Data time: 0.2006, Forward time: 2.2673, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.4294 [2020-11-16 09:18:24,079][root][INFO] - ===> Epoch[414](10822/26): Loss 0.1777, Sem 0.1777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.968e-01 Score 94.274 Data time: 0.1707, Forward time: 2.2672, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 6.9006 [2020-11-16 09:18:30,367][root][INFO] - ===> Epoch[414](10823/26): Loss 0.1806, Sem 0.1806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.968e-01 Score 94.051 Data time: 0.1526, Forward time: 2.2671, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.2128 [2020-11-16 09:18:35,998][root][INFO] - ===> Epoch[414](10824/26): Loss 0.1969, Sem 0.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.967e-01 Score 94.043 Data time: 0.1933, Forward time: 2.2671, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.5758 [2020-11-16 09:18:41,031][root][INFO] - ===> Epoch[414](10825/26): Loss 0.1648, Sem 0.1648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.967e-01 Score 94.840 Data time: 0.1848, Forward time: 2.2671, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 4.9510 [2020-11-16 09:18:47,059][root][INFO] - ===> Epoch[414](10826/26): Loss 0.1385, Sem 0.1385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.966e-01 Score 95.395 Data time: 0.2217, Forward time: 2.2671, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.9512 [2020-11-16 09:18:53,080][root][INFO] - ===> Epoch[414](10827/26): Loss 0.1510, Sem 0.1510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.966e-01 Score 94.948 Data time: 0.2075, Forward time: 2.2671, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.9086 [2020-11-16 09:18:58,613][root][INFO] - ===> Epoch[414](10828/26): Loss 0.1478, Sem 0.1478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.966e-01 Score 95.156 Data time: 0.2260, Forward time: 2.2672, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.4233 [2020-11-16 09:19:04,379][root][INFO] - ===> Epoch[414](10829/26): Loss 0.1952, Sem 0.1952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.965e-01 Score 93.670 Data time: 0.1860, Forward time: 2.2672, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.6564 [2020-11-16 09:19:09,063][root][INFO] - ===> Epoch[414](10830/26): Loss 0.2011, Sem 0.2011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.965e-01 Score 93.723 Data time: 0.1776, Forward time: 2.2671, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 4.5980 [2020-11-16 09:19:15,875][root][INFO] - ===> Epoch[414](10831/26): Loss 0.1809, Sem 0.1809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.965e-01 Score 94.218 Data time: 0.3731, Forward time: 2.2674, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 6.7312 [2020-11-16 09:19:20,608][root][INFO] - ===> Epoch[414](10832/26): Loss 0.1839, Sem 0.1839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.964e-01 Score 93.729 Data time: 0.2031, Forward time: 2.2674, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 4.6265 [2020-11-16 09:19:26,546][root][INFO] - ===> Epoch[414](10833/26): Loss 0.1688, Sem 0.1688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.964e-01 Score 94.383 Data time: 0.1231, Forward time: 2.2672, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.8385 [2020-11-16 09:19:32,017][root][INFO] - ===> Epoch[414](10834/26): Loss 0.1733, Sem 0.1733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.963e-01 Score 94.349 Data time: 0.1737, Forward time: 2.2672, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.4280 [2020-11-16 09:19:37,326][root][INFO] - ===> Epoch[414](10835/26): Loss 0.1984, Sem 0.1984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.963e-01 Score 94.169 Data time: 0.1856, Forward time: 2.2672, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.2339 [2020-11-16 09:19:43,222][root][INFO] - ===> Epoch[414](10836/26): Loss 0.1789, Sem 0.1789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.963e-01 Score 94.165 Data time: 0.1651, Forward time: 2.2671, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.7967 [2020-11-16 09:19:49,060][root][INFO] - ===> Epoch[415](10837/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.962e-01 Score 94.541 Data time: 0.2021, Forward time: 2.2671, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.7930 [2020-11-16 09:19:54,686][root][INFO] - ===> Epoch[415](10838/26): Loss 0.1507, Sem 0.1507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.962e-01 Score 94.775 Data time: 0.1954, Forward time: 2.2671, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.5019 [2020-11-16 09:19:59,248][root][INFO] - ===> Epoch[415](10839/26): Loss 0.1519, Sem 0.1519, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.961e-01 Score 94.760 Data time: 0.1397, Forward time: 2.2670, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 4.4659 [2020-11-16 09:20:04,137][root][INFO] - ===> Epoch[415](10840/26): Loss 0.1733, Sem 0.1733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.961e-01 Score 93.908 Data time: 0.1528, Forward time: 2.2669, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 4.8294 [2020-11-16 09:20:09,917][root][INFO] - ===> Epoch[415](10841/26): Loss 0.1698, Sem 0.1698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.961e-01 Score 93.962 Data time: 0.2349, Forward time: 2.2670, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.7481 [2020-11-16 09:20:15,494][root][INFO] - ===> Epoch[415](10842/26): Loss 0.1433, Sem 0.1433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.960e-01 Score 95.169 Data time: 0.2066, Forward time: 2.2670, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.4756 [2020-11-16 09:20:21,380][root][INFO] - ===> Epoch[415](10843/26): Loss 0.1487, Sem 0.1487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.960e-01 Score 95.131 Data time: 0.2049, Forward time: 2.2670, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.8020 [2020-11-16 09:20:27,904][root][INFO] - ===> Epoch[415](10844/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.959e-01 Score 94.811 Data time: 0.2066, Forward time: 2.2671, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 6.4365 [2020-11-16 09:20:33,924][root][INFO] - ===> Epoch[415](10845/26): Loss 0.1698, Sem 0.1698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.959e-01 Score 94.163 Data time: 0.2222, Forward time: 2.2671, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.9369 [2020-11-16 09:20:39,546][root][INFO] - ===> Epoch[415](10846/26): Loss 0.1489, Sem 0.1489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.959e-01 Score 95.073 Data time: 0.1951, Forward time: 2.2671, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.5409 [2020-11-16 09:20:45,884][root][INFO] - ===> Epoch[415](10847/26): Loss 0.1582, Sem 0.1582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.958e-01 Score 94.648 Data time: 0.1412, Forward time: 2.2670, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.2393 [2020-11-16 09:20:51,341][root][INFO] - ===> Epoch[415](10848/26): Loss 0.1631, Sem 0.1631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.958e-01 Score 94.683 Data time: 0.2433, Forward time: 2.2671, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.3970 [2020-11-16 09:20:58,395][root][INFO] - ===> Epoch[415](10849/26): Loss 0.1522, Sem 0.1522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.958e-01 Score 94.983 Data time: 0.2150, Forward time: 2.2671, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.9374 [2020-11-16 09:21:03,209][root][INFO] - ===> Epoch[415](10850/26): Loss 0.1749, Sem 0.1749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.957e-01 Score 94.274 Data time: 0.1942, Forward time: 2.2671, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 4.7009 [2020-11-16 09:21:09,568][root][INFO] - ===> Epoch[415](10851/26): Loss 0.1658, Sem 0.1658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.957e-01 Score 94.394 Data time: 0.2506, Forward time: 2.2672, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.2689 [2020-11-16 09:21:14,431][root][INFO] - ===> Epoch[415](10852/26): Loss 0.1683, Sem 0.1683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.956e-01 Score 94.493 Data time: 0.2490, Forward time: 2.2672, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 4.7504 [2020-11-16 09:21:19,265][root][INFO] - ===> Epoch[415](10853/26): Loss 0.1835, Sem 0.1835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.956e-01 Score 94.262 Data time: 0.2180, Forward time: 2.2673, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 4.7317 [2020-11-16 09:21:25,669][root][INFO] - ===> Epoch[415](10854/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.956e-01 Score 94.707 Data time: 0.1478, Forward time: 2.2672, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.2924 [2020-11-16 09:21:30,971][root][INFO] - ===> Epoch[415](10855/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.955e-01 Score 94.227 Data time: 0.2346, Forward time: 2.2672, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.2178 [2020-11-16 09:21:37,156][root][INFO] - ===> Epoch[415](10856/26): Loss 0.1686, Sem 0.1686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.955e-01 Score 94.913 Data time: 0.2477, Forward time: 2.2673, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.0702 [2020-11-16 09:21:43,098][root][INFO] - ===> Epoch[415](10857/26): Loss 0.1938, Sem 0.1938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.954e-01 Score 93.855 Data time: 0.2863, Forward time: 2.2674, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.8330 [2020-11-16 09:21:49,554][root][INFO] - ===> Epoch[415](10858/26): Loss 0.1418, Sem 0.1418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.954e-01 Score 95.178 Data time: 0.1890, Forward time: 2.2674, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 6.3386 [2020-11-16 09:21:54,644][root][INFO] - ===> Epoch[415](10859/26): Loss 0.1683, Sem 0.1683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.954e-01 Score 94.217 Data time: 0.1284, Forward time: 2.2672, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.0073 [2020-11-16 09:22:00,722][root][INFO] - ===> Epoch[415](10860/26): Loss 0.1764, Sem 0.1764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.953e-01 Score 94.367 Data time: 0.1547, Forward time: 2.2672, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.0350 [2020-11-16 09:22:05,721][root][INFO] - ===> Epoch[415](10861/26): Loss 0.1678, Sem 0.1678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.953e-01 Score 94.306 Data time: 0.1555, Forward time: 2.2670, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 4.9156 [2020-11-16 09:22:12,673][root][INFO] - ===> Epoch[415](10862/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.952e-01 Score 94.454 Data time: 0.1924, Forward time: 2.2670, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.8824 [2020-11-16 09:22:18,097][root][INFO] - ===> Epoch[416](10863/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.952e-01 Score 94.331 Data time: 0.1324, Forward time: 2.2669, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.3203 [2020-11-16 09:22:22,774][root][INFO] - ===> Epoch[416](10864/26): Loss 0.1443, Sem 0.1443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.952e-01 Score 95.324 Data time: 0.1472, Forward time: 2.2668, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.5849 [2020-11-16 09:22:29,276][root][INFO] - ===> Epoch[416](10865/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.951e-01 Score 95.431 Data time: 0.2034, Forward time: 2.2668, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.4255 [2020-11-16 09:22:35,916][root][INFO] - ===> Epoch[416](10866/26): Loss 0.1574, Sem 0.1574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.951e-01 Score 94.585 Data time: 0.3886, Forward time: 2.2670, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.5186 [2020-11-16 09:22:41,722][root][INFO] - ===> Epoch[416](10867/26): Loss 0.2010, Sem 0.2010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.951e-01 Score 94.199 Data time: 0.1158, Forward time: 2.2668, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.6812 [2020-11-16 09:22:47,239][root][INFO] - ===> Epoch[416](10868/26): Loss 0.1990, Sem 0.1990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.950e-01 Score 93.479 Data time: 0.2546, Forward time: 2.2669, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.4361 [2020-11-16 09:22:53,008][root][INFO] - ===> Epoch[416](10869/26): Loss 0.2222, Sem 0.2222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.950e-01 Score 93.364 Data time: 0.2248, Forward time: 2.2670, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.6674 [2020-11-16 09:22:57,777][root][INFO] - ===> Epoch[416](10870/26): Loss 0.2145, Sem 0.2145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.949e-01 Score 93.195 Data time: 0.1843, Forward time: 2.2669, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.6722 [2020-11-16 09:23:03,956][root][INFO] - ===> Epoch[416](10871/26): Loss 0.2364, Sem 0.2364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.949e-01 Score 92.204 Data time: 0.2374, Forward time: 2.2670, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.0928 [2020-11-16 09:23:09,363][root][INFO] - ===> Epoch[416](10872/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.949e-01 Score 94.746 Data time: 0.2286, Forward time: 2.2671, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.2936 [2020-11-16 09:23:15,367][root][INFO] - ===> Epoch[416](10873/26): Loss 0.2059, Sem 0.2059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.948e-01 Score 93.838 Data time: 0.1294, Forward time: 2.2670, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.8830 [2020-11-16 09:23:23,214][root][INFO] - ===> Epoch[416](10874/26): Loss 0.1841, Sem 0.1841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.948e-01 Score 94.379 Data time: 0.1664, Forward time: 2.2669, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 7.7477 [2020-11-16 09:23:29,111][root][INFO] - ===> Epoch[416](10875/26): Loss 0.2050, Sem 0.2050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.947e-01 Score 93.455 Data time: 0.2241, Forward time: 2.2669, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.8192 [2020-11-16 09:23:35,931][root][INFO] - ===> Epoch[416](10876/26): Loss 0.2120, Sem 0.2120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.947e-01 Score 93.536 Data time: 0.3709, Forward time: 2.2671, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.7187 [2020-11-16 09:23:41,757][root][INFO] - ===> Epoch[416](10877/26): Loss 0.2291, Sem 0.2291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.947e-01 Score 92.616 Data time: 0.2682, Forward time: 2.2673, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.7162 [2020-11-16 09:23:47,432][root][INFO] - ===> Epoch[416](10878/26): Loss 0.1883, Sem 0.1883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.946e-01 Score 94.111 Data time: 0.2633, Forward time: 2.2673, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.5614 [2020-11-16 09:23:52,620][root][INFO] - ===> Epoch[416](10879/26): Loss 0.2273, Sem 0.2273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.946e-01 Score 93.275 Data time: 0.1788, Forward time: 2.2673, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.0804 [2020-11-16 09:23:59,036][root][INFO] - ===> Epoch[416](10880/26): Loss 0.3000, Sem 0.3000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.945e-01 Score 90.882 Data time: 0.3469, Forward time: 2.2675, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.3537 [2020-11-16 09:24:04,105][root][INFO] - ===> Epoch[416](10881/26): Loss 0.1916, Sem 0.1916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.945e-01 Score 94.005 Data time: 0.2351, Forward time: 2.2675, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.9244 [2020-11-16 09:24:09,166][root][INFO] - ===> Epoch[416](10882/26): Loss 0.2085, Sem 0.2085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.945e-01 Score 93.440 Data time: 0.1744, Forward time: 2.2675, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.9621 [2020-11-16 09:24:15,694][root][INFO] - ===> Epoch[416](10883/26): Loss 0.2711, Sem 0.2711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.944e-01 Score 91.468 Data time: 0.2033, Forward time: 2.2675, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.4573 [2020-11-16 09:24:21,603][root][INFO] - ===> Epoch[416](10884/26): Loss 0.1938, Sem 0.1938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.944e-01 Score 93.908 Data time: 0.1561, Forward time: 2.2674, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.7978 [2020-11-16 09:24:26,415][root][INFO] - ===> Epoch[416](10885/26): Loss 0.2189, Sem 0.2189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.943e-01 Score 92.991 Data time: 0.2125, Forward time: 2.2675, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.7150 [2020-11-16 09:24:30,909][root][INFO] - ===> Epoch[416](10886/26): Loss 0.2063, Sem 0.2063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.943e-01 Score 93.511 Data time: 0.1960, Forward time: 2.2675, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.3843 [2020-11-16 09:24:36,095][root][INFO] - ===> Epoch[416](10887/26): Loss 0.2625, Sem 0.2625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.943e-01 Score 91.461 Data time: 0.1950, Forward time: 2.2675, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.0835 [2020-11-16 09:24:41,068][root][INFO] - ===> Epoch[416](10888/26): Loss 0.2433, Sem 0.2433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.942e-01 Score 92.884 Data time: 0.1707, Forward time: 2.2674, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 4.8431 [2020-11-16 09:24:46,522][root][INFO] - ===> Epoch[417](10889/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.942e-01 Score 93.727 Data time: 0.1620, Forward time: 2.2673, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.3538 [2020-11-16 09:24:53,007][root][INFO] - ===> Epoch[417](10890/26): Loss 0.1890, Sem 0.1890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.942e-01 Score 94.020 Data time: 0.2110, Forward time: 2.2673, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.3869 [2020-11-16 09:24:58,663][root][INFO] - ===> Epoch[417](10891/26): Loss 0.2167, Sem 0.2167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.941e-01 Score 93.082 Data time: 0.1745, Forward time: 2.2673, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.5319 [2020-11-16 09:25:04,893][root][INFO] - ===> Epoch[417](10892/26): Loss 0.2149, Sem 0.2149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.941e-01 Score 93.544 Data time: 0.1776, Forward time: 2.2673, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.1226 [2020-11-16 09:25:10,749][root][INFO] - ===> Epoch[417](10893/26): Loss 0.2158, Sem 0.2158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.940e-01 Score 93.055 Data time: 0.2116, Forward time: 2.2673, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.7639 [2020-11-16 09:25:16,134][root][INFO] - ===> Epoch[417](10894/26): Loss 0.2526, Sem 0.2526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.940e-01 Score 92.178 Data time: 0.2027, Forward time: 2.2673, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.2854 [2020-11-16 09:25:21,446][root][INFO] - ===> Epoch[417](10895/26): Loss 0.2086, Sem 0.2086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.940e-01 Score 93.498 Data time: 0.1895, Forward time: 2.2673, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.2134 [2020-11-16 09:25:27,536][root][INFO] - ===> Epoch[417](10896/26): Loss 0.2340, Sem 0.2340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.939e-01 Score 92.643 Data time: 0.2694, Forward time: 2.2674, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.9914 [2020-11-16 09:25:32,889][root][INFO] - ===> Epoch[417](10897/26): Loss 0.2079, Sem 0.2079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.939e-01 Score 93.532 Data time: 0.1956, Forward time: 2.2675, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.2271 [2020-11-16 09:25:37,817][root][INFO] - ===> Epoch[417](10898/26): Loss 0.2180, Sem 0.2180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.938e-01 Score 93.190 Data time: 0.2202, Forward time: 2.2675, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.8247 [2020-11-16 09:25:44,023][root][INFO] - ===> Epoch[417](10899/26): Loss 0.2077, Sem 0.2077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.938e-01 Score 93.316 Data time: 0.2323, Forward time: 2.2675, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.1119 [2020-11-16 09:25:50,493][root][INFO] - ===> Epoch[417](10900/26): Loss 0.2225, Sem 0.2225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.938e-01 Score 93.365 Data time: 0.2919, Forward time: 2.2677, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.3719 [2020-11-16 09:25:55,663][root][INFO] - ===> Epoch[417](10901/26): Loss 0.1984, Sem 0.1984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.937e-01 Score 93.436 Data time: 0.2014, Forward time: 2.2677, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.0554 [2020-11-16 09:26:01,335][root][INFO] - ===> Epoch[417](10902/26): Loss 0.2221, Sem 0.2221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.937e-01 Score 92.595 Data time: 0.1741, Forward time: 2.2676, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.5854 [2020-11-16 09:26:05,979][root][INFO] - ===> Epoch[417](10903/26): Loss 0.2257, Sem 0.2257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.936e-01 Score 93.052 Data time: 0.1522, Forward time: 2.2675, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 4.5780 [2020-11-16 09:26:10,665][root][INFO] - ===> Epoch[417](10904/26): Loss 0.2058, Sem 0.2058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.936e-01 Score 93.694 Data time: 0.1661, Forward time: 2.2675, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.6244 [2020-11-16 09:26:15,189][root][INFO] - ===> Epoch[417](10905/26): Loss 0.2033, Sem 0.2033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.936e-01 Score 93.371 Data time: 0.2150, Forward time: 2.2675, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 4.4232 [2020-11-16 09:26:21,763][root][INFO] - ===> Epoch[417](10906/26): Loss 0.2147, Sem 0.2147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.935e-01 Score 93.241 Data time: 0.2064, Forward time: 2.2675, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 6.4782 [2020-11-16 09:26:26,394][root][INFO] - ===> Epoch[417](10907/26): Loss 0.2042, Sem 0.2042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.935e-01 Score 93.382 Data time: 0.1455, Forward time: 2.2674, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 4.5137 [2020-11-16 09:26:32,197][root][INFO] - ===> Epoch[417](10908/26): Loss 0.2167, Sem 0.2167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.935e-01 Score 93.326 Data time: 0.1577, Forward time: 2.2673, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.7233 [2020-11-16 09:26:36,893][root][INFO] - ===> Epoch[417](10909/26): Loss 0.2164, Sem 0.2164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.934e-01 Score 93.394 Data time: 0.1177, Forward time: 2.2672, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 4.6100 [2020-11-16 09:26:42,636][root][INFO] - ===> Epoch[417](10910/26): Loss 0.2070, Sem 0.2070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.934e-01 Score 93.323 Data time: 0.1294, Forward time: 2.2670, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.6704 [2020-11-16 09:26:48,932][root][INFO] - ===> Epoch[417](10911/26): Loss 0.2188, Sem 0.2188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.933e-01 Score 93.125 Data time: 0.1756, Forward time: 2.2670, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.2179 [2020-11-16 09:26:53,673][root][INFO] - ===> Epoch[417](10912/26): Loss 0.1845, Sem 0.1845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.933e-01 Score 94.031 Data time: 0.1485, Forward time: 2.2669, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 4.6159 [2020-11-16 09:27:00,068][root][INFO] - ===> Epoch[417](10913/26): Loss 0.1911, Sem 0.1911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.933e-01 Score 93.860 Data time: 0.2610, Forward time: 2.2670, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 6.3009 [2020-11-16 09:27:05,491][root][INFO] - ===> Epoch[417](10914/26): Loss 0.1723, Sem 0.1723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.932e-01 Score 94.587 Data time: 0.1861, Forward time: 2.2669, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.3165 [2020-11-16 09:27:11,043][root][INFO] - ===> Epoch[418](10915/26): Loss 0.2139, Sem 0.2139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.932e-01 Score 92.802 Data time: 0.1704, Forward time: 2.2668, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.4551 [2020-11-16 09:27:16,491][root][INFO] - ===> Epoch[418](10916/26): Loss 0.1904, Sem 0.1904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.931e-01 Score 93.626 Data time: 0.2333, Forward time: 2.2669, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.3515 [2020-11-16 09:27:21,958][root][INFO] - ===> Epoch[418](10917/26): Loss 0.1754, Sem 0.1754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.931e-01 Score 94.178 Data time: 0.1765, Forward time: 2.2668, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.3607 [2020-11-16 09:27:28,139][root][INFO] - ===> Epoch[418](10918/26): Loss 0.1755, Sem 0.1755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.931e-01 Score 94.359 Data time: 0.1207, Forward time: 2.2666, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.0826 [2020-11-16 09:27:33,424][root][INFO] - ===> Epoch[418](10919/26): Loss 0.1795, Sem 0.1795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.930e-01 Score 93.988 Data time: 0.2181, Forward time: 2.2667, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.2372 [2020-11-16 09:27:39,575][root][INFO] - ===> Epoch[418](10920/26): Loss 0.1916, Sem 0.1916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.930e-01 Score 93.750 Data time: 0.1827, Forward time: 2.2667, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.0462 [2020-11-16 09:27:44,926][root][INFO] - ===> Epoch[418](10921/26): Loss 0.1948, Sem 0.1948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.929e-01 Score 93.337 Data time: 0.1622, Forward time: 2.2666, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.2710 [2020-11-16 09:27:51,578][root][INFO] - ===> Epoch[418](10922/26): Loss 0.2108, Sem 0.2108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.929e-01 Score 93.121 Data time: 0.2108, Forward time: 2.2665, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.5689 [2020-11-16 09:27:57,339][root][INFO] - ===> Epoch[418](10923/26): Loss 0.1892, Sem 0.1892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.929e-01 Score 93.886 Data time: 0.2379, Forward time: 2.2666, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.6766 [2020-11-16 09:28:02,999][root][INFO] - ===> Epoch[418](10924/26): Loss 0.1635, Sem 0.1635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.928e-01 Score 94.605 Data time: 0.1238, Forward time: 2.2665, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.5414 [2020-11-16 09:28:07,585][root][INFO] - ===> Epoch[418](10925/26): Loss 0.1699, Sem 0.1699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.928e-01 Score 94.242 Data time: 0.1742, Forward time: 2.2664, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.5315 [2020-11-16 09:28:13,982][root][INFO] - ===> Epoch[418](10926/26): Loss 0.2167, Sem 0.2167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.928e-01 Score 93.601 Data time: 0.2691, Forward time: 2.2665, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.3313 [2020-11-16 09:28:20,489][root][INFO] - ===> Epoch[418](10927/26): Loss 0.1858, Sem 0.1858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.927e-01 Score 93.845 Data time: 0.2301, Forward time: 2.2666, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.3997 [2020-11-16 09:28:26,477][root][INFO] - ===> Epoch[418](10928/26): Loss 0.1611, Sem 0.1611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.927e-01 Score 94.786 Data time: 0.2397, Forward time: 2.2665, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.8891 [2020-11-16 09:28:32,611][root][INFO] - ===> Epoch[418](10929/26): Loss 0.1794, Sem 0.1794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.926e-01 Score 94.025 Data time: 0.1865, Forward time: 2.2665, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.0373 [2020-11-16 09:28:38,062][root][INFO] - ===> Epoch[418](10930/26): Loss 0.2157, Sem 0.2157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.926e-01 Score 93.361 Data time: 0.2816, Forward time: 2.2666, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.3635 [2020-11-16 09:28:43,061][root][INFO] - ===> Epoch[418](10931/26): Loss 0.1814, Sem 0.1814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.926e-01 Score 94.237 Data time: 0.2183, Forward time: 2.2667, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.8950 [2020-11-16 09:28:48,134][root][INFO] - ===> Epoch[418](10932/26): Loss 0.1932, Sem 0.1932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.925e-01 Score 93.779 Data time: 0.2041, Forward time: 2.2667, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.9677 [2020-11-16 09:28:53,829][root][INFO] - ===> Epoch[418](10933/26): Loss 0.2071, Sem 0.2071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.925e-01 Score 92.965 Data time: 0.1503, Forward time: 2.2666, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.5819 [2020-11-16 09:28:59,597][root][INFO] - ===> Epoch[418](10934/26): Loss 0.1773, Sem 0.1773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.924e-01 Score 94.003 Data time: 0.1770, Forward time: 2.2665, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.6844 [2020-11-16 09:29:05,325][root][INFO] - ===> Epoch[418](10935/26): Loss 0.1628, Sem 0.1628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.924e-01 Score 94.600 Data time: 0.2068, Forward time: 2.2665, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.6337 [2020-11-16 09:29:10,784][root][INFO] - ===> Epoch[418](10936/26): Loss 0.1794, Sem 0.1794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.924e-01 Score 94.279 Data time: 0.2511, Forward time: 2.2666, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.3419 [2020-11-16 09:29:16,203][root][INFO] - ===> Epoch[418](10937/26): Loss 0.1569, Sem 0.1569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.923e-01 Score 94.738 Data time: 0.2490, Forward time: 2.2666, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.3011 [2020-11-16 09:29:21,083][root][INFO] - ===> Epoch[418](10938/26): Loss 0.1703, Sem 0.1703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.923e-01 Score 94.305 Data time: 0.2094, Forward time: 2.2666, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 4.7491 [2020-11-16 09:29:26,012][root][INFO] - ===> Epoch[418](10939/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.922e-01 Score 93.895 Data time: 0.1281, Forward time: 2.2664, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.8452 [2020-11-16 09:29:31,735][root][INFO] - ===> Epoch[418](10940/26): Loss 0.1688, Sem 0.1688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.922e-01 Score 94.554 Data time: 0.1818, Forward time: 2.2664, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.6954 [2020-11-16 09:29:37,218][root][INFO] - ===> Epoch[419](10941/26): Loss 0.1923, Sem 0.1923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.922e-01 Score 93.609 Data time: 0.2755, Forward time: 2.2665, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.3983 [2020-11-16 09:29:43,638][root][INFO] - ===> Epoch[419](10942/26): Loss 0.1644, Sem 0.1644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.921e-01 Score 94.592 Data time: 0.2311, Forward time: 2.2666, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.3002 [2020-11-16 09:29:48,536][root][INFO] - ===> Epoch[419](10943/26): Loss 0.1714, Sem 0.1714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.921e-01 Score 94.408 Data time: 0.2106, Forward time: 2.2666, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.7909 [2020-11-16 09:29:53,605][root][INFO] - ===> Epoch[419](10944/26): Loss 0.1776, Sem 0.1776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.921e-01 Score 94.241 Data time: 0.2388, Forward time: 2.2666, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.9683 [2020-11-16 09:29:59,615][root][INFO] - ===> Epoch[419](10945/26): Loss 0.1946, Sem 0.1946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.920e-01 Score 93.755 Data time: 0.2071, Forward time: 2.2666, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.8981 [2020-11-16 09:30:05,603][root][INFO] - ===> Epoch[419](10946/26): Loss 0.1996, Sem 0.1996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.920e-01 Score 93.178 Data time: 0.1525, Forward time: 2.2665, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.8911 [2020-11-16 09:30:12,335][root][INFO] - ===> Epoch[419](10947/26): Loss 0.1631, Sem 0.1631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.919e-01 Score 94.757 Data time: 0.1978, Forward time: 2.2665, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.6613 [2020-11-16 09:30:17,924][root][INFO] - ===> Epoch[419](10948/26): Loss 0.1978, Sem 0.1978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.919e-01 Score 93.539 Data time: 0.1698, Forward time: 2.2664, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.5104 [2020-11-16 09:30:24,290][root][INFO] - ===> Epoch[419](10949/26): Loss 0.1682, Sem 0.1682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.919e-01 Score 94.668 Data time: 0.2947, Forward time: 2.2665, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.2891 [2020-11-16 09:30:29,899][root][INFO] - ===> Epoch[419](10950/26): Loss 0.1869, Sem 0.1869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.918e-01 Score 93.857 Data time: 0.1635, Forward time: 2.2664, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.4783 [2020-11-16 09:30:35,275][root][INFO] - ===> Epoch[419](10951/26): Loss 0.2192, Sem 0.2192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.918e-01 Score 92.969 Data time: 0.2765, Forward time: 2.2665, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.2597 [2020-11-16 09:30:40,365][root][INFO] - ===> Epoch[419](10952/26): Loss 0.2014, Sem 0.2014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.917e-01 Score 93.541 Data time: 0.1628, Forward time: 2.2665, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.9843 [2020-11-16 09:30:45,474][root][INFO] - ===> Epoch[419](10953/26): Loss 0.1669, Sem 0.1669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.917e-01 Score 94.463 Data time: 0.1372, Forward time: 2.2663, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.0235 [2020-11-16 09:30:51,209][root][INFO] - ===> Epoch[419](10954/26): Loss 0.2041, Sem 0.2041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.917e-01 Score 93.418 Data time: 0.1530, Forward time: 2.2662, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.6825 [2020-11-16 09:30:56,738][root][INFO] - ===> Epoch[419](10955/26): Loss 0.1685, Sem 0.1685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.916e-01 Score 94.698 Data time: 0.2044, Forward time: 2.2662, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.4642 [2020-11-16 09:31:02,679][root][INFO] - ===> Epoch[419](10956/26): Loss 0.1800, Sem 0.1800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.916e-01 Score 94.206 Data time: 0.2267, Forward time: 2.2662, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.8377 [2020-11-16 09:31:08,578][root][INFO] - ===> Epoch[419](10957/26): Loss 0.1904, Sem 0.1904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.915e-01 Score 93.959 Data time: 0.2476, Forward time: 2.2662, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.7934 [2020-11-16 09:31:15,205][root][INFO] - ===> Epoch[419](10958/26): Loss 0.2253, Sem 0.2253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.915e-01 Score 93.021 Data time: 0.3767, Forward time: 2.2664, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.5007 [2020-11-16 09:31:21,030][root][INFO] - ===> Epoch[419](10959/26): Loss 0.1745, Sem 0.1745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.915e-01 Score 94.289 Data time: 0.2887, Forward time: 2.2666, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.7115 [2020-11-16 09:31:28,050][root][INFO] - ===> Epoch[419](10960/26): Loss 0.2114, Sem 0.2114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.914e-01 Score 92.966 Data time: 0.1950, Forward time: 2.2666, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.9170 [2020-11-16 09:31:34,620][root][INFO] - ===> Epoch[419](10961/26): Loss 0.2006, Sem 0.2006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.914e-01 Score 93.245 Data time: 0.2593, Forward time: 2.2666, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.4837 [2020-11-16 09:31:40,219][root][INFO] - ===> Epoch[419](10962/26): Loss 0.1870, Sem 0.1870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.913e-01 Score 93.936 Data time: 0.2214, Forward time: 2.2665, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.4939 [2020-11-16 09:31:45,135][root][INFO] - ===> Epoch[419](10963/26): Loss 0.1828, Sem 0.1828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.913e-01 Score 93.958 Data time: 0.2332, Forward time: 2.2666, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.8426 [2020-11-16 09:31:51,297][root][INFO] - ===> Epoch[419](10964/26): Loss 0.1863, Sem 0.1863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.913e-01 Score 93.675 Data time: 0.2482, Forward time: 2.2666, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.0670 [2020-11-16 09:31:57,353][root][INFO] - ===> Epoch[419](10965/26): Loss 0.2164, Sem 0.2164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.912e-01 Score 93.212 Data time: 0.1683, Forward time: 2.2666, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.9659 [2020-11-16 09:32:02,558][root][INFO] - ===> Epoch[419](10966/26): Loss 0.1989, Sem 0.1989, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.912e-01 Score 93.782 Data time: 0.2120, Forward time: 2.2666, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.1283 [2020-11-16 09:32:07,898][root][INFO] - ===> Epoch[420](10967/26): Loss 0.1673, Sem 0.1673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.912e-01 Score 94.403 Data time: 0.2490, Forward time: 2.2667, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.2503 [2020-11-16 09:32:13,472][root][INFO] - ===> Epoch[420](10968/26): Loss 0.1807, Sem 0.1807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.911e-01 Score 93.773 Data time: 0.2458, Forward time: 2.2667, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.4652 [2020-11-16 09:32:19,911][root][INFO] - ===> Epoch[420](10969/26): Loss 0.1933, Sem 0.1933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.911e-01 Score 93.896 Data time: 0.1722, Forward time: 2.2667, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.3473 [2020-11-16 09:32:25,614][root][INFO] - ===> Epoch[420](10970/26): Loss 0.1715, Sem 0.1715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.910e-01 Score 94.344 Data time: 0.2397, Forward time: 2.2668, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.6044 [2020-11-16 09:32:31,085][root][INFO] - ===> Epoch[420](10971/26): Loss 0.1758, Sem 0.1758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.910e-01 Score 94.343 Data time: 0.2119, Forward time: 2.2668, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.3757 [2020-11-16 09:32:36,274][root][INFO] - ===> Epoch[420](10972/26): Loss 0.1615, Sem 0.1615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.910e-01 Score 94.806 Data time: 0.1726, Forward time: 2.2667, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.0649 [2020-11-16 09:32:41,638][root][INFO] - ===> Epoch[420](10973/26): Loss 0.2170, Sem 0.2170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.909e-01 Score 93.471 Data time: 0.1631, Forward time: 2.2667, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.3011 [2020-11-16 09:32:46,958][root][INFO] - ===> Epoch[420](10974/26): Loss 0.1752, Sem 0.1752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.909e-01 Score 94.341 Data time: 0.1975, Forward time: 2.2666, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.2222 [2020-11-16 09:32:52,005][root][INFO] - ===> Epoch[420](10975/26): Loss 0.1563, Sem 0.1563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.908e-01 Score 94.941 Data time: 0.1914, Forward time: 2.2666, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.9635 [2020-11-16 09:32:57,548][root][INFO] - ===> Epoch[420](10976/26): Loss 0.1844, Sem 0.1844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.908e-01 Score 93.917 Data time: 0.1470, Forward time: 2.2665, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.4375 [2020-11-16 09:33:02,825][root][INFO] - ===> Epoch[420](10977/26): Loss 0.1577, Sem 0.1577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.908e-01 Score 95.123 Data time: 0.1555, Forward time: 2.2664, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.2014 [2020-11-16 09:33:08,305][root][INFO] - ===> Epoch[420](10978/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.907e-01 Score 94.585 Data time: 0.2939, Forward time: 2.2665, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.4042 [2020-11-16 09:33:14,067][root][INFO] - ===> Epoch[420](10979/26): Loss 0.1608, Sem 0.1608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.907e-01 Score 94.746 Data time: 0.2071, Forward time: 2.2665, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.6464 [2020-11-16 09:33:19,437][root][INFO] - ===> Epoch[420](10980/26): Loss 0.1369, Sem 0.1369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.906e-01 Score 95.255 Data time: 0.2063, Forward time: 2.2665, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.2679 [2020-11-16 09:33:24,355][root][INFO] - ===> Epoch[420](10981/26): Loss 0.1716, Sem 0.1716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.906e-01 Score 94.257 Data time: 0.1927, Forward time: 2.2665, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.8252 [2020-11-16 09:33:29,723][root][INFO] - ===> Epoch[420](10982/26): Loss 0.1777, Sem 0.1777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.906e-01 Score 94.196 Data time: 0.2649, Forward time: 2.2666, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.2785 [2020-11-16 09:33:35,280][root][INFO] - ===> Epoch[420](10983/26): Loss 0.1743, Sem 0.1743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.905e-01 Score 94.420 Data time: 0.2306, Forward time: 2.2666, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.4488 [2020-11-16 09:33:40,804][root][INFO] - ===> Epoch[420](10984/26): Loss 0.1727, Sem 0.1727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.905e-01 Score 94.325 Data time: 0.2272, Forward time: 2.2667, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.4124 [2020-11-16 09:33:46,241][root][INFO] - ===> Epoch[420](10985/26): Loss 0.1701, Sem 0.1701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.905e-01 Score 94.297 Data time: 0.1774, Forward time: 2.2667, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.3515 [2020-11-16 09:33:50,981][root][INFO] - ===> Epoch[420](10986/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.904e-01 Score 95.284 Data time: 0.1872, Forward time: 2.2666, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 4.6394 [2020-11-16 09:33:56,515][root][INFO] - ===> Epoch[420](10987/26): Loss 0.1843, Sem 0.1843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.904e-01 Score 93.874 Data time: 0.2243, Forward time: 2.2666, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.4410 [2020-11-16 09:34:02,194][root][INFO] - ===> Epoch[420](10988/26): Loss 0.1521, Sem 0.1521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.903e-01 Score 95.037 Data time: 0.2697, Forward time: 2.2666, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.5843 [2020-11-16 09:34:07,539][root][INFO] - ===> Epoch[420](10989/26): Loss 0.1681, Sem 0.1681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.903e-01 Score 94.273 Data time: 0.2379, Forward time: 2.2667, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.2363 [2020-11-16 09:34:11,902][root][INFO] - ===> Epoch[420](10990/26): Loss 0.1477, Sem 0.1477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.903e-01 Score 94.927 Data time: 0.1854, Forward time: 2.2667, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 4.2226 [2020-11-16 09:34:18,938][root][INFO] - ===> Epoch[420](10991/26): Loss 0.1541, Sem 0.1541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.902e-01 Score 94.781 Data time: 0.1733, Forward time: 2.2666, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 6.9634 [2020-11-16 09:34:24,323][root][INFO] - ===> Epoch[420](10992/26): Loss 0.1672, Sem 0.1672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.902e-01 Score 94.554 Data time: 0.2268, Forward time: 2.2666, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.2998 [2020-11-16 09:34:29,275][root][INFO] - ===> Epoch[421](10993/26): Loss 0.1732, Sem 0.1732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.901e-01 Score 94.434 Data time: 0.1748, Forward time: 2.2666, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 4.8493 [2020-11-16 09:34:34,990][root][INFO] - ===> Epoch[421](10994/26): Loss 0.1625, Sem 0.1625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.901e-01 Score 94.868 Data time: 0.2668, Forward time: 2.2666, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.6195 [2020-11-16 09:34:40,881][root][INFO] - ===> Epoch[421](10995/26): Loss 0.1705, Sem 0.1705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.901e-01 Score 94.355 Data time: 0.1457, Forward time: 2.2665, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.7868 [2020-11-16 09:34:45,693][root][INFO] - ===> Epoch[421](10996/26): Loss 0.1359, Sem 0.1359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.900e-01 Score 95.560 Data time: 0.1415, Forward time: 2.2664, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 4.7330 [2020-11-16 09:34:51,554][root][INFO] - ===> Epoch[421](10997/26): Loss 0.1775, Sem 0.1775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.900e-01 Score 94.240 Data time: 0.1821, Forward time: 2.2664, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.8204 [2020-11-16 09:34:56,494][root][INFO] - ===> Epoch[421](10998/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.899e-01 Score 95.047 Data time: 0.1176, Forward time: 2.2662, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 4.8379 [2020-11-16 09:35:03,799][root][INFO] - ===> Epoch[421](10999/26): Loss 0.1870, Sem 0.1870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.899e-01 Score 93.613 Data time: 0.1741, Forward time: 2.2661, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 7.2469 [2020-11-16 09:35:09,845][root][INFO] - ===> Epoch[421](11000/26): Loss 0.2115, Sem 0.2115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.899e-01 Score 93.426 Data time: 0.2202, Forward time: 2.2661, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.9779 [2020-11-16 09:35:10,521][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 09:35:10,653][root][INFO] - ===> Start testing [2020-11-16 09:36:30,934][root][INFO] - 101/312: Data time: 0.0041, Iter time: 0.3336 Loss 0.258 (AVG: 0.506) Score 90.828 (AVG: 87.765) mIOU 68.311 mAP 74.028 mAcc 77.642 IOU: 84.385 96.133 56.788 76.151 87.751 75.877 69.974 54.771 62.958 73.186 25.223 61.734 63.944 70.758 53.588 70.915 94.709 64.294 87.517 35.556 mAP: 83.311 96.284 61.265 73.532 88.625 86.307 73.477 70.008 62.056 58.154 48.185 55.911 54.615 77.968 64.387 95.738 96.244 84.950 90.790 58.757 mAcc: 94.135 98.410 89.798 84.398 93.695 92.677 82.095 61.371 71.922 86.747 32.928 66.872 79.180 83.809 56.020 82.247 97.791 67.647 90.979 40.119 [2020-11-16 09:37:47,503][root][INFO] - 201/312: Data time: 0.0038, Iter time: 0.4011 Loss 0.156 (AVG: 0.454) Score 95.161 (AVG: 88.874) mIOU 70.077 mAP 74.958 mAcc 79.067 IOU: 85.115 96.263 57.595 79.236 90.202 80.626 71.509 58.021 58.588 78.021 29.237 62.994 65.333 68.640 58.044 71.393 92.685 65.680 88.435 43.927 mAP: 82.532 96.600 60.167 71.279 89.117 88.020 73.271 71.039 65.413 61.890 52.190 55.110 59.430 83.595 67.352 92.575 96.159 86.527 86.887 60.011 mAcc: 94.354 98.370 85.956 85.630 95.644 93.715 84.709 65.448 66.563 89.866 37.653 69.342 78.242 86.975 62.230 80.156 95.525 70.196 91.577 49.185 [2020-11-16 09:39:00,248][root][INFO] - 301/312: Data time: 0.2258, Iter time: 0.2927 Loss 0.585 (AVG: 0.481) Score 84.892 (AVG: 88.277) mIOU 69.223 mAP 75.778 mAcc 78.459 IOU: 83.978 96.199 55.947 79.166 89.056 83.220 71.724 56.801 56.428 76.550 30.944 65.011 61.065 65.988 55.455 62.360 93.183 64.344 88.567 48.469 mAP: 82.443 96.785 63.354 74.526 89.561 85.896 73.959 70.119 65.441 70.086 55.726 58.900 59.634 81.074 66.724 92.290 96.429 86.366 84.521 61.732 mAcc: 94.104 98.316 82.985 85.400 95.201 94.100 84.795 64.295 63.016 88.530 42.045 71.833 75.610 83.612 59.582 74.739 95.858 69.081 91.877 54.202 [2020-11-16 09:39:08,837][root][INFO] - 312/312: Data time: 0.0019, Iter time: 0.3009 Loss 0.428 (AVG: 0.474) Score 87.128 (AVG: 88.409) mIOU 69.275 mAP 75.807 mAcc 78.423 IOU: 84.122 96.221 55.771 79.498 89.127 83.155 71.488 57.212 57.820 78.727 30.572 65.152 61.235 65.810 52.265 62.360 93.183 64.236 88.567 48.972 mAP: 82.461 96.850 63.224 75.285 89.721 85.876 73.672 69.816 65.745 70.393 55.726 59.505 60.840 81.074 64.076 92.290 96.429 86.209 84.521 62.434 mAcc: 94.109 98.319 82.681 85.666 95.200 94.078 84.882 64.736 64.763 89.405 42.045 71.876 74.840 83.612 55.897 74.739 95.858 69.036 91.877 54.842 [2020-11-16 09:39:08,839][root][INFO] - Finished test. Elapsed time: 238.1833 [2020-11-16 09:39:09,707][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-16 09:39:09,833][root][INFO] - Current best mIoU: 69.275 at iter 11000 [2020-11-16 09:39:14,464][root][INFO] - ===> Epoch[421](11001/26): Loss 0.1581, Sem 0.1581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.898e-01 Score 94.527 Data time: 0.1782, Forward time: 2.2661, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.6267 [2020-11-16 09:39:19,383][root][INFO] - ===> Epoch[421](11002/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.898e-01 Score 94.728 Data time: 0.1365, Forward time: 2.2660, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 4.7925 [2020-11-16 09:39:24,401][root][INFO] - ===> Epoch[421](11003/26): Loss 0.1744, Sem 0.1744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.898e-01 Score 94.010 Data time: 0.2018, Forward time: 2.2660, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 4.9237 [2020-11-16 09:39:30,383][root][INFO] - ===> Epoch[421](11004/26): Loss 0.1872, Sem 0.1872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.897e-01 Score 94.020 Data time: 0.2115, Forward time: 2.2660, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.8793 [2020-11-16 09:39:35,958][root][INFO] - ===> Epoch[421](11005/26): Loss 0.2009, Sem 0.2009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.897e-01 Score 93.476 Data time: 0.2251, Forward time: 2.2661, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.4784 [2020-11-16 09:39:42,405][root][INFO] - ===> Epoch[421](11006/26): Loss 0.1720, Sem 0.1720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.896e-01 Score 94.250 Data time: 0.2758, Forward time: 2.2662, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.3538 [2020-11-16 09:39:47,400][root][INFO] - ===> Epoch[421](11007/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.896e-01 Score 94.006 Data time: 0.1728, Forward time: 2.2662, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 4.8733 [2020-11-16 09:39:52,863][root][INFO] - ===> Epoch[421](11008/26): Loss 0.1700, Sem 0.1700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.896e-01 Score 94.613 Data time: 0.2250, Forward time: 2.2662, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.3884 [2020-11-16 09:39:57,531][root][INFO] - ===> Epoch[421](11009/26): Loss 0.1691, Sem 0.1691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.895e-01 Score 94.324 Data time: 0.2044, Forward time: 2.2662, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 4.5788 [2020-11-16 09:40:02,872][root][INFO] - ===> Epoch[421](11010/26): Loss 0.1501, Sem 0.1501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.895e-01 Score 94.958 Data time: 0.2613, Forward time: 2.2663, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.2588 [2020-11-16 09:40:07,888][root][INFO] - ===> Epoch[421](11011/26): Loss 0.1883, Sem 0.1883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.894e-01 Score 94.021 Data time: 0.2308, Forward time: 2.2664, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 4.9284 [2020-11-16 09:40:13,240][root][INFO] - ===> Epoch[421](11012/26): Loss 0.1684, Sem 0.1684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.894e-01 Score 94.171 Data time: 0.1476, Forward time: 2.2662, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 5.2416 [2020-11-16 09:40:18,445][root][INFO] - ===> Epoch[421](11013/26): Loss 0.1863, Sem 0.1863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.894e-01 Score 93.727 Data time: 0.2119, Forward time: 2.2663, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.1429 [2020-11-16 09:40:24,061][root][INFO] - ===> Epoch[421](11014/26): Loss 0.1598, Sem 0.1598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.893e-01 Score 94.899 Data time: 0.2245, Forward time: 2.2663, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.5076 [2020-11-16 09:40:29,300][root][INFO] - ===> Epoch[421](11015/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.893e-01 Score 94.519 Data time: 0.1790, Forward time: 2.2662, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.1541 [2020-11-16 09:40:33,854][root][INFO] - ===> Epoch[421](11016/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.892e-01 Score 95.406 Data time: 0.1801, Forward time: 2.2661, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 4.4818 [2020-11-16 09:40:39,370][root][INFO] - ===> Epoch[421](11017/26): Loss 0.1675, Sem 0.1675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.892e-01 Score 94.313 Data time: 0.1931, Forward time: 2.2661, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.4326 [2020-11-16 09:40:45,034][root][INFO] - ===> Epoch[421](11018/26): Loss 0.1701, Sem 0.1701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.892e-01 Score 94.642 Data time: 0.1844, Forward time: 2.2660, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.5447 [2020-11-16 09:40:50,632][root][INFO] - ===> Epoch[422](11019/26): Loss 0.1915, Sem 0.1915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.891e-01 Score 93.795 Data time: 0.2034, Forward time: 2.2660, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.4962 [2020-11-16 09:40:56,586][root][INFO] - ===> Epoch[422](11020/26): Loss 0.1610, Sem 0.1610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.891e-01 Score 94.689 Data time: 0.2315, Forward time: 2.2660, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.8421 [2020-11-16 09:41:01,797][root][INFO] - ===> Epoch[422](11021/26): Loss 0.1742, Sem 0.1742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.890e-01 Score 94.335 Data time: 0.2047, Forward time: 2.2660, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.0953 [2020-11-16 09:41:08,407][root][INFO] - ===> Epoch[422](11022/26): Loss 0.1338, Sem 0.1338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.890e-01 Score 95.610 Data time: 0.2697, Forward time: 2.2661, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 6.4906 [2020-11-16 09:41:14,258][root][INFO] - ===> Epoch[422](11023/26): Loss 0.1650, Sem 0.1650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.890e-01 Score 94.468 Data time: 0.1274, Forward time: 2.2660, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.7292 [2020-11-16 09:41:19,949][root][INFO] - ===> Epoch[422](11024/26): Loss 0.1706, Sem 0.1706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.889e-01 Score 94.300 Data time: 0.1742, Forward time: 2.2659, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 5.6175 [2020-11-16 09:41:27,224][root][INFO] - ===> Epoch[422](11025/26): Loss 0.1592, Sem 0.1592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.889e-01 Score 94.915 Data time: 0.1732, Forward time: 2.2659, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 7.1916 [2020-11-16 09:41:32,954][root][INFO] - ===> Epoch[422](11026/26): Loss 0.1572, Sem 0.1572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.889e-01 Score 94.811 Data time: 0.2208, Forward time: 2.2659, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.6492 [2020-11-16 09:41:39,039][root][INFO] - ===> Epoch[422](11027/26): Loss 0.1582, Sem 0.1582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.888e-01 Score 94.543 Data time: 0.2109, Forward time: 2.2660, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.9888 [2020-11-16 09:41:44,117][root][INFO] - ===> Epoch[422](11028/26): Loss 0.1678, Sem 0.1678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.888e-01 Score 94.369 Data time: 0.1819, Forward time: 2.2660, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 4.9880 [2020-11-16 09:41:51,081][root][INFO] - ===> Epoch[422](11029/26): Loss 0.2256, Sem 0.2256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.887e-01 Score 93.459 Data time: 0.2210, Forward time: 2.2660, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.8670 [2020-11-16 09:41:56,555][root][INFO] - ===> Epoch[422](11030/26): Loss 0.1459, Sem 0.1459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.887e-01 Score 95.244 Data time: 0.2543, Forward time: 2.2661, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.3635 [2020-11-16 09:42:01,541][root][INFO] - ===> Epoch[422](11031/26): Loss 0.1903, Sem 0.1903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.887e-01 Score 93.827 Data time: 0.2208, Forward time: 2.2662, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 4.8921 [2020-11-16 09:42:06,987][root][INFO] - ===> Epoch[422](11032/26): Loss 0.1451, Sem 0.1451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.886e-01 Score 95.073 Data time: 0.1729, Forward time: 2.2662, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.3287 [2020-11-16 09:42:12,426][root][INFO] - ===> Epoch[422](11033/26): Loss 0.1669, Sem 0.1669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.886e-01 Score 94.608 Data time: 0.2079, Forward time: 2.2661, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.3597 [2020-11-16 09:42:17,975][root][INFO] - ===> Epoch[422](11034/26): Loss 0.1586, Sem 0.1586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.885e-01 Score 94.604 Data time: 0.1658, Forward time: 2.2661, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.4620 [2020-11-16 09:42:24,396][root][INFO] - ===> Epoch[422](11035/26): Loss 0.1782, Sem 0.1782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.885e-01 Score 94.133 Data time: 0.1675, Forward time: 2.2660, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 6.3398 [2020-11-16 09:42:29,638][root][INFO] - ===> Epoch[422](11036/26): Loss 0.1453, Sem 0.1453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.885e-01 Score 95.070 Data time: 0.2168, Forward time: 2.2660, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.1545 [2020-11-16 09:42:36,097][root][INFO] - ===> Epoch[422](11037/26): Loss 0.1642, Sem 0.1642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.884e-01 Score 94.526 Data time: 0.2387, Forward time: 2.2661, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 6.3262 [2020-11-16 09:42:42,205][root][INFO] - ===> Epoch[422](11038/26): Loss 0.1703, Sem 0.1703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.884e-01 Score 93.940 Data time: 0.2086, Forward time: 2.2661, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.9856 [2020-11-16 09:42:46,712][root][INFO] - ===> Epoch[422](11039/26): Loss 0.1929, Sem 0.1929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.883e-01 Score 94.053 Data time: 0.1882, Forward time: 2.2661, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 4.4029 [2020-11-16 09:42:51,321][root][INFO] - ===> Epoch[422](11040/26): Loss 0.1409, Sem 0.1409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.883e-01 Score 95.341 Data time: 0.1889, Forward time: 2.2661, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 4.5108 [2020-11-16 09:42:57,510][root][INFO] - ===> Epoch[422](11041/26): Loss 0.1634, Sem 0.1634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.883e-01 Score 94.675 Data time: 0.2558, Forward time: 2.2662, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 6.0814 [2020-11-16 09:43:03,235][root][INFO] - ===> Epoch[422](11042/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.882e-01 Score 94.999 Data time: 0.2670, Forward time: 2.2663, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.6013 [2020-11-16 09:43:08,624][root][INFO] - ===> Epoch[422](11043/26): Loss 0.1688, Sem 0.1688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.882e-01 Score 94.701 Data time: 0.2180, Forward time: 2.2664, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.2740 [2020-11-16 09:43:13,363][root][INFO] - ===> Epoch[422](11044/26): Loss 0.1560, Sem 0.1560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.882e-01 Score 94.794 Data time: 0.1760, Forward time: 2.2664, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 4.6275 [2020-11-16 09:43:18,341][root][INFO] - ===> Epoch[423](11045/26): Loss 0.1509, Sem 0.1509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.881e-01 Score 95.256 Data time: 0.1349, Forward time: 2.2662, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 4.8588 [2020-11-16 09:43:26,185][root][INFO] - ===> Epoch[423](11046/26): Loss 0.1467, Sem 0.1467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.881e-01 Score 94.989 Data time: 0.1223, Forward time: 2.2661, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 7.7536 [2020-11-16 09:43:32,845][root][INFO] - ===> Epoch[423](11047/26): Loss 0.1687, Sem 0.1687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.880e-01 Score 94.429 Data time: 0.1610, Forward time: 2.2660, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.6016 [2020-11-16 09:43:38,830][root][INFO] - ===> Epoch[423](11048/26): Loss 0.1444, Sem 0.1444, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.880e-01 Score 95.248 Data time: 0.3259, Forward time: 2.2661, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.9107 [2020-11-16 09:43:44,396][root][INFO] - ===> Epoch[423](11049/26): Loss 0.1577, Sem 0.1577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.880e-01 Score 94.666 Data time: 0.1798, Forward time: 2.2661, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.4376 [2020-11-16 09:43:50,548][root][INFO] - ===> Epoch[423](11050/26): Loss 0.1658, Sem 0.1658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.879e-01 Score 94.240 Data time: 0.2975, Forward time: 2.2663, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 6.0474 [2020-11-16 09:43:56,148][root][INFO] - ===> Epoch[423](11051/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.879e-01 Score 95.511 Data time: 0.1319, Forward time: 2.2661, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.4783 [2020-11-16 09:44:01,228][root][INFO] - ===> Epoch[423](11052/26): Loss 0.1144, Sem 0.1144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.878e-01 Score 96.331 Data time: 0.1878, Forward time: 2.2661, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.0032 [2020-11-16 09:44:06,912][root][INFO] - ===> Epoch[423](11053/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.878e-01 Score 93.965 Data time: 0.1916, Forward time: 2.2661, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.6141 [2020-11-16 09:44:12,441][root][INFO] - ===> Epoch[423](11054/26): Loss 0.1603, Sem 0.1603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.878e-01 Score 94.514 Data time: 0.1894, Forward time: 2.2662, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.4333 [2020-11-16 09:44:20,457][root][INFO] - ===> Epoch[423](11055/26): Loss 0.1584, Sem 0.1584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.877e-01 Score 94.687 Data time: 0.2101, Forward time: 2.2662, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 7.9104 [2020-11-16 09:44:26,477][root][INFO] - ===> Epoch[423](11056/26): Loss 0.1764, Sem 0.1764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.877e-01 Score 94.023 Data time: 0.1787, Forward time: 2.2661, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.9039 [2020-11-16 09:44:31,726][root][INFO] - ===> Epoch[423](11057/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.876e-01 Score 94.820 Data time: 0.1874, Forward time: 2.2662, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.1656 [2020-11-16 09:44:36,805][root][INFO] - ===> Epoch[423](11058/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.876e-01 Score 95.250 Data time: 0.1342, Forward time: 2.2660, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 4.9612 [2020-11-16 09:44:43,366][root][INFO] - ===> Epoch[423](11059/26): Loss 0.1505, Sem 0.1505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.876e-01 Score 94.880 Data time: 0.2199, Forward time: 2.2660, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.4829 [2020-11-16 09:44:48,714][root][INFO] - ===> Epoch[423](11060/26): Loss 0.1447, Sem 0.1447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.875e-01 Score 95.156 Data time: 0.1891, Forward time: 2.2660, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.2381 [2020-11-16 09:44:53,393][root][INFO] - ===> Epoch[423](11061/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.875e-01 Score 94.999 Data time: 0.1859, Forward time: 2.2660, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 4.5787 [2020-11-16 09:44:59,656][root][INFO] - ===> Epoch[423](11062/26): Loss 0.1521, Sem 0.1521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.875e-01 Score 95.129 Data time: 0.3772, Forward time: 2.2661, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 6.1749 [2020-11-16 09:45:05,456][root][INFO] - ===> Epoch[423](11063/26): Loss 0.1548, Sem 0.1548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.874e-01 Score 94.632 Data time: 0.1964, Forward time: 2.2662, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.6848 [2020-11-16 09:45:11,109][root][INFO] - ===> Epoch[423](11064/26): Loss 0.1404, Sem 0.1404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.874e-01 Score 95.197 Data time: 0.2625, Forward time: 2.2663, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.5430 [2020-11-16 09:45:16,915][root][INFO] - ===> Epoch[423](11065/26): Loss 0.1406, Sem 0.1406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.873e-01 Score 95.117 Data time: 0.2327, Forward time: 2.2664, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.6793 [2020-11-16 09:45:22,415][root][INFO] - ===> Epoch[423](11066/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.873e-01 Score 94.734 Data time: 0.1538, Forward time: 2.2663, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.3976 [2020-11-16 09:45:28,941][root][INFO] - ===> Epoch[423](11067/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.873e-01 Score 94.715 Data time: 0.1470, Forward time: 2.2662, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 6.4547 [2020-11-16 09:45:34,000][root][INFO] - ===> Epoch[423](11068/26): Loss 0.1298, Sem 0.1298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.872e-01 Score 95.989 Data time: 0.1915, Forward time: 2.2662, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.0056 [2020-11-16 09:45:40,713][root][INFO] - ===> Epoch[423](11069/26): Loss 0.1527, Sem 0.1527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.872e-01 Score 94.602 Data time: 0.2473, Forward time: 2.2663, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 6.6461 [2020-11-16 09:45:46,144][root][INFO] - ===> Epoch[423](11070/26): Loss 0.1452, Sem 0.1452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.871e-01 Score 95.139 Data time: 0.2168, Forward time: 2.2663, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.3230 [2020-11-16 09:45:51,120][root][INFO] - ===> Epoch[424](11071/26): Loss 0.1283, Sem 0.1283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.871e-01 Score 95.555 Data time: 0.2361, Forward time: 2.2664, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 4.8774 [2020-11-16 09:45:56,812][root][INFO] - ===> Epoch[424](11072/26): Loss 0.1520, Sem 0.1520, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.871e-01 Score 95.020 Data time: 0.1447, Forward time: 2.2663, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.5959 [2020-11-16 09:46:01,709][root][INFO] - ===> Epoch[424](11073/26): Loss 0.1293, Sem 0.1293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.870e-01 Score 95.624 Data time: 0.1031, Forward time: 2.2661, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 4.8202 [2020-11-16 09:46:06,758][root][INFO] - ===> Epoch[424](11074/26): Loss 0.1924, Sem 0.1924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.870e-01 Score 93.740 Data time: 0.1450, Forward time: 2.2660, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.0200 [2020-11-16 09:46:12,241][root][INFO] - ===> Epoch[424](11075/26): Loss 0.1275, Sem 0.1275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.869e-01 Score 95.365 Data time: 0.2635, Forward time: 2.2661, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.4343 [2020-11-16 09:46:17,522][root][INFO] - ===> Epoch[424](11076/26): Loss 0.1524, Sem 0.1524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.869e-01 Score 95.130 Data time: 0.1982, Forward time: 2.2661, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.1895 [2020-11-16 09:46:22,907][root][INFO] - ===> Epoch[424](11077/26): Loss 0.1257, Sem 0.1257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.869e-01 Score 95.650 Data time: 0.1880, Forward time: 2.2660, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.3058 [2020-11-16 09:46:28,987][root][INFO] - ===> Epoch[424](11078/26): Loss 0.1655, Sem 0.1655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.868e-01 Score 94.539 Data time: 0.2284, Forward time: 2.2661, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.9832 [2020-11-16 09:46:35,474][root][INFO] - ===> Epoch[424](11079/26): Loss 0.1476, Sem 0.1476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.868e-01 Score 95.136 Data time: 0.2186, Forward time: 2.2662, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.3580 [2020-11-16 09:46:40,715][root][INFO] - ===> Epoch[424](11080/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.867e-01 Score 95.427 Data time: 0.1335, Forward time: 2.2661, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.1254 [2020-11-16 09:46:46,956][root][INFO] - ===> Epoch[424](11081/26): Loss 0.1584, Sem 0.1584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.867e-01 Score 94.642 Data time: 0.1958, Forward time: 2.2661, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 6.1587 [2020-11-16 09:46:53,671][root][INFO] - ===> Epoch[424](11082/26): Loss 0.1544, Sem 0.1544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.867e-01 Score 95.044 Data time: 0.2123, Forward time: 2.2661, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.6087 [2020-11-16 09:46:58,802][root][INFO] - ===> Epoch[424](11083/26): Loss 0.1238, Sem 0.1238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.866e-01 Score 95.830 Data time: 0.2251, Forward time: 2.2662, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.0118 [2020-11-16 09:47:05,114][root][INFO] - ===> Epoch[424](11084/26): Loss 0.1401, Sem 0.1401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.866e-01 Score 95.435 Data time: 0.1758, Forward time: 2.2661, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.1924 [2020-11-16 09:47:09,978][root][INFO] - ===> Epoch[424](11085/26): Loss 0.1258, Sem 0.1258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.866e-01 Score 95.755 Data time: 0.1670, Forward time: 2.2661, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 4.7550 [2020-11-16 09:47:15,180][root][INFO] - ===> Epoch[424](11086/26): Loss 0.1279, Sem 0.1279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.865e-01 Score 95.746 Data time: 0.1559, Forward time: 2.2660, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.1098 [2020-11-16 09:47:19,915][root][INFO] - ===> Epoch[424](11087/26): Loss 0.1393, Sem 0.1393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.865e-01 Score 95.469 Data time: 0.1797, Forward time: 2.2659, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 4.6654 [2020-11-16 09:47:25,069][root][INFO] - ===> Epoch[424](11088/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.864e-01 Score 95.156 Data time: 0.2835, Forward time: 2.2660, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.0586 [2020-11-16 09:47:30,762][root][INFO] - ===> Epoch[424](11089/26): Loss 0.1486, Sem 0.1486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.864e-01 Score 95.070 Data time: 0.1733, Forward time: 2.2660, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.5868 [2020-11-16 09:47:37,192][root][INFO] - ===> Epoch[424](11090/26): Loss 0.1545, Sem 0.1545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.864e-01 Score 94.769 Data time: 0.1832, Forward time: 2.2659, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 6.3415 [2020-11-16 09:47:43,626][root][INFO] - ===> Epoch[424](11091/26): Loss 0.1466, Sem 0.1466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.863e-01 Score 95.003 Data time: 0.2222, Forward time: 2.2659, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.3508 [2020-11-16 09:47:48,189][root][INFO] - ===> Epoch[424](11092/26): Loss 0.1396, Sem 0.1396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.863e-01 Score 95.526 Data time: 0.1981, Forward time: 2.2659, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 4.4697 [2020-11-16 09:47:53,861][root][INFO] - ===> Epoch[424](11093/26): Loss 0.1566, Sem 0.1566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.862e-01 Score 95.107 Data time: 0.1964, Forward time: 2.2659, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.5793 [2020-11-16 09:48:00,375][root][INFO] - ===> Epoch[424](11094/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.862e-01 Score 94.554 Data time: 0.3599, Forward time: 2.2661, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.4346 [2020-11-16 09:48:06,403][root][INFO] - ===> Epoch[424](11095/26): Loss 0.1860, Sem 0.1860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.862e-01 Score 94.092 Data time: 0.1974, Forward time: 2.2661, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.9004 [2020-11-16 09:48:11,293][root][INFO] - ===> Epoch[424](11096/26): Loss 0.1325, Sem 0.1325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.861e-01 Score 95.784 Data time: 0.1267, Forward time: 2.2660, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 4.7950 [2020-11-16 09:48:18,066][root][INFO] - ===> Epoch[425](11097/26): Loss 0.1281, Sem 0.1281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.861e-01 Score 95.666 Data time: 0.1450, Forward time: 2.2659, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.7260 [2020-11-16 09:48:24,282][root][INFO] - ===> Epoch[425](11098/26): Loss 0.1459, Sem 0.1459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.860e-01 Score 95.166 Data time: 0.1910, Forward time: 2.2659, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.1681 [2020-11-16 09:48:30,444][root][INFO] - ===> Epoch[425](11099/26): Loss 0.1590, Sem 0.1590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.860e-01 Score 94.701 Data time: 0.1735, Forward time: 2.2658, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.0749 [2020-11-16 09:48:36,199][root][INFO] - ===> Epoch[425](11100/26): Loss 0.1529, Sem 0.1529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.860e-01 Score 94.711 Data time: 0.2071, Forward time: 2.2658, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.6974 [2020-11-16 09:48:41,795][root][INFO] - ===> Epoch[425](11101/26): Loss 0.1696, Sem 0.1696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.859e-01 Score 94.541 Data time: 0.2694, Forward time: 2.2659, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.5093 [2020-11-16 09:48:47,666][root][INFO] - ===> Epoch[425](11102/26): Loss 0.1440, Sem 0.1440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.859e-01 Score 95.095 Data time: 0.2804, Forward time: 2.2660, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.7623 [2020-11-16 09:48:53,491][root][INFO] - ===> Epoch[425](11103/26): Loss 0.1607, Sem 0.1607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.859e-01 Score 94.644 Data time: 0.2776, Forward time: 2.2662, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.7108 [2020-11-16 09:49:00,505][root][INFO] - ===> Epoch[425](11104/26): Loss 0.1659, Sem 0.1659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.858e-01 Score 94.995 Data time: 0.1334, Forward time: 2.2661, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 6.9184 [2020-11-16 09:49:05,942][root][INFO] - ===> Epoch[425](11105/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.858e-01 Score 95.132 Data time: 0.1599, Forward time: 2.2660, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.3514 [2020-11-16 09:49:11,089][root][INFO] - ===> Epoch[425](11106/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.857e-01 Score 94.116 Data time: 0.2198, Forward time: 2.2661, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.0937 [2020-11-16 09:49:16,451][root][INFO] - ===> Epoch[425](11107/26): Loss 0.1736, Sem 0.1736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.857e-01 Score 93.890 Data time: 0.2359, Forward time: 2.2662, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 5.2409 [2020-11-16 09:49:21,587][root][INFO] - ===> Epoch[425](11108/26): Loss 0.1922, Sem 0.1922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.857e-01 Score 93.430 Data time: 0.1856, Forward time: 2.2661, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.0529 [2020-11-16 09:49:26,425][root][INFO] - ===> Epoch[425](11109/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.856e-01 Score 95.082 Data time: 0.2325, Forward time: 2.2662, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 4.7556 [2020-11-16 09:49:31,880][root][INFO] - ===> Epoch[425](11110/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.856e-01 Score 94.952 Data time: 0.2028, Forward time: 2.2662, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.3793 [2020-11-16 09:49:39,387][root][INFO] - ===> Epoch[425](11111/26): Loss 0.1666, Sem 0.1666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.855e-01 Score 94.445 Data time: 0.2574, Forward time: 2.2662, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 7.4052 [2020-11-16 09:49:45,229][root][INFO] - ===> Epoch[425](11112/26): Loss 0.1499, Sem 0.1499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.855e-01 Score 94.758 Data time: 0.1384, Forward time: 2.2661, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.7355 [2020-11-16 09:49:50,542][root][INFO] - ===> Epoch[425](11113/26): Loss 0.1734, Sem 0.1734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.855e-01 Score 94.324 Data time: 0.1758, Forward time: 2.2661, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.2809 [2020-11-16 09:49:56,517][root][INFO] - ===> Epoch[425](11114/26): Loss 0.1589, Sem 0.1589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.854e-01 Score 94.470 Data time: 0.1985, Forward time: 2.2661, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.8869 [2020-11-16 09:50:01,938][root][INFO] - ===> Epoch[425](11115/26): Loss 0.1392, Sem 0.1392, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.854e-01 Score 95.445 Data time: 0.1131, Forward time: 2.2659, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.3130 [2020-11-16 09:50:08,006][root][INFO] - ===> Epoch[425](11116/26): Loss 0.1572, Sem 0.1572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.853e-01 Score 95.100 Data time: 0.2392, Forward time: 2.2660, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.9868 [2020-11-16 09:50:13,803][root][INFO] - ===> Epoch[425](11117/26): Loss 0.1924, Sem 0.1924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.853e-01 Score 93.815 Data time: 0.2373, Forward time: 2.2660, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.6824 [2020-11-16 09:50:19,954][root][INFO] - ===> Epoch[425](11118/26): Loss 0.1597, Sem 0.1597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.853e-01 Score 94.898 Data time: 0.2653, Forward time: 2.2662, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 6.0431 [2020-11-16 09:50:24,564][root][INFO] - ===> Epoch[425](11119/26): Loss 0.1372, Sem 0.1372, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.852e-01 Score 95.496 Data time: 0.1433, Forward time: 2.2661, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.4876 [2020-11-16 09:50:30,056][root][INFO] - ===> Epoch[425](11120/26): Loss 0.1493, Sem 0.1493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.852e-01 Score 95.092 Data time: 0.2430, Forward time: 2.2662, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.4003 [2020-11-16 09:50:36,189][root][INFO] - ===> Epoch[425](11121/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.851e-01 Score 94.829 Data time: 0.2981, Forward time: 2.2664, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 6.0275 [2020-11-16 09:50:42,519][root][INFO] - ===> Epoch[425](11122/26): Loss 0.1553, Sem 0.1553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.851e-01 Score 94.721 Data time: 0.2429, Forward time: 2.2665, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.2170 [2020-11-16 09:50:47,720][root][INFO] - ===> Epoch[426](11123/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.851e-01 Score 95.258 Data time: 0.1774, Forward time: 2.2664, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.0951 [2020-11-16 09:50:52,414][root][INFO] - ===> Epoch[426](11124/26): Loss 0.1304, Sem 0.1304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.850e-01 Score 95.616 Data time: 0.1952, Forward time: 2.2663, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 4.6100 [2020-11-16 09:50:57,835][root][INFO] - ===> Epoch[426](11125/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.850e-01 Score 94.911 Data time: 0.2144, Forward time: 2.2664, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.3277 [2020-11-16 09:51:02,390][root][INFO] - ===> Epoch[426](11126/26): Loss 0.1499, Sem 0.1499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.850e-01 Score 94.906 Data time: 0.2153, Forward time: 2.2663, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 4.4408 [2020-11-16 09:51:07,880][root][INFO] - ===> Epoch[426](11127/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.849e-01 Score 94.954 Data time: 0.2472, Forward time: 2.2664, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.3917 [2020-11-16 09:51:12,805][root][INFO] - ===> Epoch[426](11128/26): Loss 0.1491, Sem 0.1491, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.849e-01 Score 95.184 Data time: 0.2295, Forward time: 2.2665, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 4.7890 [2020-11-16 09:51:17,947][root][INFO] - ===> Epoch[426](11129/26): Loss 0.1698, Sem 0.1698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.848e-01 Score 94.626 Data time: 0.2076, Forward time: 2.2665, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.0412 [2020-11-16 09:51:22,411][root][INFO] - ===> Epoch[426](11130/26): Loss 0.1594, Sem 0.1594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.848e-01 Score 94.733 Data time: 0.2086, Forward time: 2.2665, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 4.3639 [2020-11-16 09:51:27,810][root][INFO] - ===> Epoch[426](11131/26): Loss 0.1837, Sem 0.1837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.848e-01 Score 93.792 Data time: 0.1899, Forward time: 2.2665, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 5.3013 [2020-11-16 09:51:33,656][root][INFO] - ===> Epoch[426](11132/26): Loss 0.1586, Sem 0.1586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.847e-01 Score 94.877 Data time: 0.1656, Forward time: 2.2664, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.7515 [2020-11-16 09:51:38,977][root][INFO] - ===> Epoch[426](11133/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.847e-01 Score 94.330 Data time: 0.1723, Forward time: 2.2663, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.2381 [2020-11-16 09:51:45,018][root][INFO] - ===> Epoch[426](11134/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.846e-01 Score 95.505 Data time: 0.2418, Forward time: 2.2664, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.9558 [2020-11-16 09:51:49,950][root][INFO] - ===> Epoch[426](11135/26): Loss 0.1640, Sem 0.1640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.846e-01 Score 94.573 Data time: 0.1933, Forward time: 2.2664, Backward time: 3.0397, DDP time: 0.0047, Total iter time: 4.8128 [2020-11-16 09:51:55,511][root][INFO] - ===> Epoch[426](11136/26): Loss 0.1742, Sem 0.1742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.846e-01 Score 94.381 Data time: 0.1451, Forward time: 2.2663, Backward time: 3.0398, DDP time: 0.0047, Total iter time: 5.4652 [2020-11-16 09:52:02,886][root][INFO] - ===> Epoch[426](11137/26): Loss 0.1810, Sem 0.1810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.845e-01 Score 94.504 Data time: 0.1780, Forward time: 2.2663, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 7.2842 [2020-11-16 09:52:08,571][root][INFO] - ===> Epoch[426](11138/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.845e-01 Score 95.345 Data time: 0.1294, Forward time: 2.2661, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.5957 [2020-11-16 09:52:15,610][root][INFO] - ===> Epoch[426](11139/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.844e-01 Score 94.592 Data time: 0.2026, Forward time: 2.2661, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 6.9617 [2020-11-16 09:52:21,285][root][INFO] - ===> Epoch[426](11140/26): Loss 0.1582, Sem 0.1582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.844e-01 Score 94.937 Data time: 0.2309, Forward time: 2.2662, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 5.5737 [2020-11-16 09:52:26,427][root][INFO] - ===> Epoch[426](11141/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.844e-01 Score 94.857 Data time: 0.2573, Forward time: 2.2662, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.0291 [2020-11-16 09:52:31,967][root][INFO] - ===> Epoch[426](11142/26): Loss 0.1530, Sem 0.1530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.843e-01 Score 95.167 Data time: 0.2079, Forward time: 2.2662, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 5.4285 [2020-11-16 09:52:37,568][root][INFO] - ===> Epoch[426](11143/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.843e-01 Score 95.209 Data time: 0.1772, Forward time: 2.2662, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.4919 [2020-11-16 09:52:42,369][root][INFO] - ===> Epoch[426](11144/26): Loss 0.1533, Sem 0.1533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.842e-01 Score 94.718 Data time: 0.1979, Forward time: 2.2662, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 4.6878 [2020-11-16 09:52:47,785][root][INFO] - ===> Epoch[426](11145/26): Loss 0.1702, Sem 0.1702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.842e-01 Score 94.499 Data time: 0.1697, Forward time: 2.2661, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 5.2918 [2020-11-16 09:52:53,536][root][INFO] - ===> Epoch[426](11146/26): Loss 0.1396, Sem 0.1396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.842e-01 Score 95.295 Data time: 0.1693, Forward time: 2.2661, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 5.6494 [2020-11-16 09:52:59,465][root][INFO] - ===> Epoch[426](11147/26): Loss 0.1318, Sem 0.1318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.841e-01 Score 95.608 Data time: 0.2608, Forward time: 2.2662, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.8207 [2020-11-16 09:53:04,961][root][INFO] - ===> Epoch[426](11148/26): Loss 0.1376, Sem 0.1376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.841e-01 Score 95.383 Data time: 0.1971, Forward time: 2.2662, Backward time: 3.0401, DDP time: 0.0047, Total iter time: 5.3851 [2020-11-16 09:53:11,317][root][INFO] - ===> Epoch[427](11149/26): Loss 0.1646, Sem 0.1646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.841e-01 Score 94.576 Data time: 0.2605, Forward time: 2.2664, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 6.2368 [2020-11-16 09:53:16,527][root][INFO] - ===> Epoch[427](11150/26): Loss 0.1586, Sem 0.1586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.840e-01 Score 94.869 Data time: 0.1954, Forward time: 2.2664, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.0781 [2020-11-16 09:53:23,861][root][INFO] - ===> Epoch[427](11151/26): Loss 0.1627, Sem 0.1627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.840e-01 Score 94.564 Data time: 0.4068, Forward time: 2.2667, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 7.2262 [2020-11-16 09:53:29,913][root][INFO] - ===> Epoch[427](11152/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.839e-01 Score 95.221 Data time: 0.2132, Forward time: 2.2668, Backward time: 3.0399, DDP time: 0.0047, Total iter time: 5.9390 [2020-11-16 09:53:37,365][root][INFO] - ===> Epoch[427](11153/26): Loss 0.1493, Sem 0.1493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.839e-01 Score 95.176 Data time: 0.2461, Forward time: 2.2669, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 7.3245 [2020-11-16 09:53:43,608][root][INFO] - ===> Epoch[427](11154/26): Loss 0.1652, Sem 0.1652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.839e-01 Score 94.405 Data time: 0.2549, Forward time: 2.2669, Backward time: 3.0402, DDP time: 0.0047, Total iter time: 6.1241 [2020-11-16 09:53:48,865][root][INFO] - ===> Epoch[427](11155/26): Loss 0.1499, Sem 0.1499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.838e-01 Score 94.922 Data time: 0.2433, Forward time: 2.2670, Backward time: 3.0400, DDP time: 0.0047, Total iter time: 5.1195 [2020-11-16 09:53:55,301][root][INFO] - ===> Epoch[427](11156/26): Loss 0.1547, Sem 0.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.838e-01 Score 94.953 Data time: 0.1152, Forward time: 2.2669, Backward time: 3.0403, DDP time: 0.0047, Total iter time: 6.3126 [2020-11-16 09:54:01,388][root][INFO] - ===> Epoch[427](11157/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.837e-01 Score 95.119 Data time: 0.1898, Forward time: 2.2669, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 6.0363 [2020-11-16 09:54:06,713][root][INFO] - ===> Epoch[427](11158/26): Loss 0.1785, Sem 0.1785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.837e-01 Score 94.113 Data time: 0.1527, Forward time: 2.2668, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.2162 [2020-11-16 09:54:13,047][root][INFO] - ===> Epoch[427](11159/26): Loss 0.1572, Sem 0.1572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.837e-01 Score 94.733 Data time: 0.2239, Forward time: 2.2668, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 6.2853 [2020-11-16 09:54:18,968][root][INFO] - ===> Epoch[427](11160/26): Loss 0.1435, Sem 0.1435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.836e-01 Score 95.285 Data time: 0.1622, Forward time: 2.2667, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 5.8127 [2020-11-16 09:54:24,561][root][INFO] - ===> Epoch[427](11161/26): Loss 0.1551, Sem 0.1551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.836e-01 Score 94.758 Data time: 0.1606, Forward time: 2.2666, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.5121 [2020-11-16 09:54:29,484][root][INFO] - ===> Epoch[427](11162/26): Loss 0.1314, Sem 0.1314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.835e-01 Score 95.471 Data time: 0.1960, Forward time: 2.2666, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 4.8495 [2020-11-16 09:54:34,693][root][INFO] - ===> Epoch[427](11163/26): Loss 0.1734, Sem 0.1734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.835e-01 Score 94.164 Data time: 0.2302, Forward time: 2.2667, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 5.1070 [2020-11-16 09:54:41,052][root][INFO] - ===> Epoch[427](11164/26): Loss 0.1588, Sem 0.1588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.835e-01 Score 94.298 Data time: 0.2289, Forward time: 2.2668, Backward time: 3.0404, DDP time: 0.0047, Total iter time: 6.2458 [2020-11-16 09:54:47,552][root][INFO] - ===> Epoch[427](11165/26): Loss 0.1400, Sem 0.1400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.834e-01 Score 95.205 Data time: 0.2581, Forward time: 2.2669, Backward time: 3.0405, DDP time: 0.0047, Total iter time: 6.3843 [2020-11-16 09:54:54,352][root][INFO] - ===> Epoch[427](11166/26): Loss 0.1459, Sem 0.1459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.834e-01 Score 95.202 Data time: 0.1483, Forward time: 2.2667, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.6867 [2020-11-16 09:55:01,061][root][INFO] - ===> Epoch[427](11167/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.834e-01 Score 95.278 Data time: 0.1915, Forward time: 2.2667, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.6318 [2020-11-16 09:55:06,583][root][INFO] - ===> Epoch[427](11168/26): Loss 0.1522, Sem 0.1522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.833e-01 Score 94.859 Data time: 0.1606, Forward time: 2.2666, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.4480 [2020-11-16 09:55:12,610][root][INFO] - ===> Epoch[427](11169/26): Loss 0.1625, Sem 0.1625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.833e-01 Score 94.297 Data time: 0.1174, Forward time: 2.2664, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.9316 [2020-11-16 09:55:18,202][root][INFO] - ===> Epoch[427](11170/26): Loss 0.1290, Sem 0.1290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.832e-01 Score 95.897 Data time: 0.2598, Forward time: 2.2665, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.5587 [2020-11-16 09:55:24,556][root][INFO] - ===> Epoch[427](11171/26): Loss 0.1618, Sem 0.1618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.832e-01 Score 94.748 Data time: 0.2008, Forward time: 2.2665, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.2637 [2020-11-16 09:55:28,726][root][INFO] - ===> Epoch[427](11172/26): Loss 0.1351, Sem 0.1351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.832e-01 Score 95.372 Data time: 0.1990, Forward time: 2.2665, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 4.0532 [2020-11-16 09:55:33,686][root][INFO] - ===> Epoch[427](11173/26): Loss 0.1747, Sem 0.1747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.831e-01 Score 94.096 Data time: 0.1916, Forward time: 2.2665, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.8665 [2020-11-16 09:55:39,646][root][INFO] - ===> Epoch[427](11174/26): Loss 0.1553, Sem 0.1553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.831e-01 Score 94.653 Data time: 0.1319, Forward time: 2.2664, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.8532 [2020-11-16 09:55:45,220][root][INFO] - ===> Epoch[428](11175/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.830e-01 Score 95.314 Data time: 0.2550, Forward time: 2.2665, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.4919 [2020-11-16 09:55:51,476][root][INFO] - ===> Epoch[428](11176/26): Loss 0.1437, Sem 0.1437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.830e-01 Score 95.205 Data time: 0.2684, Forward time: 2.2666, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.1491 [2020-11-16 09:55:56,216][root][INFO] - ===> Epoch[428](11177/26): Loss 0.1697, Sem 0.1697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.830e-01 Score 94.127 Data time: 0.1648, Forward time: 2.2665, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 4.6117 [2020-11-16 09:56:02,417][root][INFO] - ===> Epoch[428](11178/26): Loss 0.1561, Sem 0.1561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.829e-01 Score 94.550 Data time: 0.2422, Forward time: 2.2666, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 6.0957 [2020-11-16 09:56:08,316][root][INFO] - ===> Epoch[428](11179/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.829e-01 Score 95.159 Data time: 0.1787, Forward time: 2.2666, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 5.7764 [2020-11-16 09:56:13,634][root][INFO] - ===> Epoch[428](11180/26): Loss 0.1853, Sem 0.1853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.828e-01 Score 94.207 Data time: 0.2294, Forward time: 2.2666, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.2363 [2020-11-16 09:56:18,906][root][INFO] - ===> Epoch[428](11181/26): Loss 0.1606, Sem 0.1606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.828e-01 Score 94.922 Data time: 0.1591, Forward time: 2.2666, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.1739 [2020-11-16 09:56:24,444][root][INFO] - ===> Epoch[428](11182/26): Loss 0.1727, Sem 0.1727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.828e-01 Score 94.129 Data time: 0.2635, Forward time: 2.2667, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.4282 [2020-11-16 09:56:29,266][root][INFO] - ===> Epoch[428](11183/26): Loss 0.1607, Sem 0.1607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.827e-01 Score 94.636 Data time: 0.2086, Forward time: 2.2667, Backward time: 3.0406, DDP time: 0.0047, Total iter time: 4.7123 [2020-11-16 09:56:35,528][root][INFO] - ===> Epoch[428](11184/26): Loss 0.1625, Sem 0.1625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.827e-01 Score 95.168 Data time: 0.2459, Forward time: 2.2667, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 6.1600 [2020-11-16 09:56:41,395][root][INFO] - ===> Epoch[428](11185/26): Loss 0.1624, Sem 0.1624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.826e-01 Score 94.622 Data time: 0.2052, Forward time: 2.2667, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.7512 [2020-11-16 09:56:46,830][root][INFO] - ===> Epoch[428](11186/26): Loss 0.1478, Sem 0.1478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.826e-01 Score 95.035 Data time: 0.1784, Forward time: 2.2667, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.3416 [2020-11-16 09:56:52,314][root][INFO] - ===> Epoch[428](11187/26): Loss 0.1452, Sem 0.1452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.826e-01 Score 94.845 Data time: 0.1859, Forward time: 2.2667, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.3941 [2020-11-16 09:56:59,115][root][INFO] - ===> Epoch[428](11188/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.825e-01 Score 94.142 Data time: 0.1481, Forward time: 2.2666, Backward time: 3.0410, DDP time: 0.0047, Total iter time: 6.7038 [2020-11-16 09:57:04,135][root][INFO] - ===> Epoch[428](11189/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.825e-01 Score 95.228 Data time: 0.2654, Forward time: 2.2666, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 4.9390 [2020-11-16 09:57:10,733][root][INFO] - ===> Epoch[428](11190/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.825e-01 Score 94.875 Data time: 0.3607, Forward time: 2.2668, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 6.4928 [2020-11-16 09:57:16,849][root][INFO] - ===> Epoch[428](11191/26): Loss 0.1424, Sem 0.1424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.824e-01 Score 95.313 Data time: 0.1840, Forward time: 2.2669, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 6.0097 [2020-11-16 09:57:22,365][root][INFO] - ===> Epoch[428](11192/26): Loss 0.1524, Sem 0.1524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.824e-01 Score 94.827 Data time: 0.2100, Forward time: 2.2669, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.3968 [2020-11-16 09:57:27,589][root][INFO] - ===> Epoch[428](11193/26): Loss 0.1268, Sem 0.1268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.823e-01 Score 95.850 Data time: 0.1673, Forward time: 2.2668, Backward time: 3.0407, DDP time: 0.0047, Total iter time: 5.1275 [2020-11-16 09:57:33,422][root][INFO] - ===> Epoch[428](11194/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.823e-01 Score 95.229 Data time: 0.2269, Forward time: 2.2668, Backward time: 3.0408, DDP time: 0.0047, Total iter time: 5.7476 [2020-11-16 09:57:39,719][root][INFO] - ===> Epoch[428](11195/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.823e-01 Score 94.663 Data time: 0.2279, Forward time: 2.2668, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 6.1944 [2020-11-16 09:57:45,535][root][INFO] - ===> Epoch[428](11196/26): Loss 0.1432, Sem 0.1432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.822e-01 Score 95.296 Data time: 0.1860, Forward time: 2.2668, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.7136 [2020-11-16 09:57:51,115][root][INFO] - ===> Epoch[428](11197/26): Loss 0.1702, Sem 0.1702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.822e-01 Score 94.764 Data time: 0.1801, Forward time: 2.2668, Backward time: 3.0409, DDP time: 0.0047, Total iter time: 5.4721 [2020-11-16 09:57:57,291][root][INFO] - ===> Epoch[428](11198/26): Loss 0.1561, Sem 0.1561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.821e-01 Score 94.808 Data time: 0.1833, Forward time: 2.2667, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 6.0994 [2020-11-16 09:58:03,478][root][INFO] - ===> Epoch[428](11199/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.821e-01 Score 95.301 Data time: 0.1792, Forward time: 2.2666, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.1071 [2020-11-16 09:58:08,455][root][INFO] - ===> Epoch[428](11200/26): Loss 0.1385, Sem 0.1385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.821e-01 Score 95.502 Data time: 0.2524, Forward time: 2.2666, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.8926 [2020-11-16 09:58:14,819][root][INFO] - ===> Epoch[429](11201/26): Loss 0.1775, Sem 0.1775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.820e-01 Score 94.131 Data time: 0.1932, Forward time: 2.2666, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.2657 [2020-11-16 09:58:20,802][root][INFO] - ===> Epoch[429](11202/26): Loss 0.1754, Sem 0.1754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.820e-01 Score 94.212 Data time: 0.2731, Forward time: 2.2667, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.8901 [2020-11-16 09:58:26,989][root][INFO] - ===> Epoch[429](11203/26): Loss 0.1475, Sem 0.1475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.819e-01 Score 95.194 Data time: 0.1375, Forward time: 2.2666, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.0738 [2020-11-16 09:58:32,104][root][INFO] - ===> Epoch[429](11204/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.819e-01 Score 94.504 Data time: 0.1392, Forward time: 2.2665, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.0082 [2020-11-16 09:58:38,310][root][INFO] - ===> Epoch[429](11205/26): Loss 0.1416, Sem 0.1416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.819e-01 Score 95.165 Data time: 0.1632, Forward time: 2.2664, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.1511 [2020-11-16 09:58:45,307][root][INFO] - ===> Epoch[429](11206/26): Loss 0.1572, Sem 0.1572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.818e-01 Score 94.918 Data time: 0.2192, Forward time: 2.2664, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.9133 [2020-11-16 09:58:51,112][root][INFO] - ===> Epoch[429](11207/26): Loss 0.1387, Sem 0.1387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.818e-01 Score 95.058 Data time: 0.2293, Forward time: 2.2664, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.7064 [2020-11-16 09:58:56,012][root][INFO] - ===> Epoch[429](11208/26): Loss 0.1541, Sem 0.1541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.817e-01 Score 94.714 Data time: 0.1705, Forward time: 2.2664, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.8052 [2020-11-16 09:59:00,860][root][INFO] - ===> Epoch[429](11209/26): Loss 0.1466, Sem 0.1466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.817e-01 Score 95.339 Data time: 0.1580, Forward time: 2.2663, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.7499 [2020-11-16 09:59:07,315][root][INFO] - ===> Epoch[429](11210/26): Loss 0.1496, Sem 0.1496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.817e-01 Score 95.039 Data time: 0.1777, Forward time: 2.2662, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.3861 [2020-11-16 09:59:13,424][root][INFO] - ===> Epoch[429](11211/26): Loss 0.1216, Sem 0.1216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.816e-01 Score 96.014 Data time: 0.1767, Forward time: 2.2662, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.0245 [2020-11-16 09:59:18,605][root][INFO] - ===> Epoch[429](11212/26): Loss 0.1508, Sem 0.1508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.816e-01 Score 95.129 Data time: 0.2686, Forward time: 2.2663, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.0904 [2020-11-16 09:59:24,269][root][INFO] - ===> Epoch[429](11213/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.816e-01 Score 93.757 Data time: 0.2034, Forward time: 2.2663, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.5447 [2020-11-16 09:59:29,982][root][INFO] - ===> Epoch[429](11214/26): Loss 0.1526, Sem 0.1526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.815e-01 Score 95.030 Data time: 0.1749, Forward time: 2.2663, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.6102 [2020-11-16 09:59:35,736][root][INFO] - ===> Epoch[429](11215/26): Loss 0.1411, Sem 0.1411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.815e-01 Score 95.265 Data time: 0.2209, Forward time: 2.2662, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.6631 [2020-11-16 09:59:40,648][root][INFO] - ===> Epoch[429](11216/26): Loss 0.1327, Sem 0.1327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.814e-01 Score 95.509 Data time: 0.1596, Forward time: 2.2662, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.8180 [2020-11-16 09:59:45,354][root][INFO] - ===> Epoch[429](11217/26): Loss 0.1681, Sem 0.1681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.814e-01 Score 94.338 Data time: 0.2372, Forward time: 2.2662, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.6275 [2020-11-16 09:59:49,964][root][INFO] - ===> Epoch[429](11218/26): Loss 0.1783, Sem 0.1783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.814e-01 Score 94.036 Data time: 0.1478, Forward time: 2.2661, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.5118 [2020-11-16 09:59:55,130][root][INFO] - ===> Epoch[429](11219/26): Loss 0.1584, Sem 0.1584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.813e-01 Score 94.718 Data time: 0.1918, Forward time: 2.2661, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.1070 [2020-11-16 10:00:01,328][root][INFO] - ===> Epoch[429](11220/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.813e-01 Score 94.634 Data time: 0.2059, Forward time: 2.2661, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.0943 [2020-11-16 10:00:07,496][root][INFO] - ===> Epoch[429](11221/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.812e-01 Score 95.564 Data time: 0.2265, Forward time: 2.2662, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.0582 [2020-11-16 10:00:13,285][root][INFO] - ===> Epoch[429](11222/26): Loss 0.1585, Sem 0.1585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.812e-01 Score 94.285 Data time: 0.2097, Forward time: 2.2662, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.6624 [2020-11-16 10:00:18,247][root][INFO] - ===> Epoch[429](11223/26): Loss 0.1865, Sem 0.1865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.812e-01 Score 94.451 Data time: 0.2132, Forward time: 2.2663, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.8595 [2020-11-16 10:00:23,827][root][INFO] - ===> Epoch[429](11224/26): Loss 0.1629, Sem 0.1629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.811e-01 Score 94.345 Data time: 0.1792, Forward time: 2.2663, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.4721 [2020-11-16 10:00:29,615][root][INFO] - ===> Epoch[429](11225/26): Loss 0.1830, Sem 0.1830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.811e-01 Score 94.103 Data time: 0.1856, Forward time: 2.2662, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.6927 [2020-11-16 10:00:36,475][root][INFO] - ===> Epoch[429](11226/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.810e-01 Score 94.799 Data time: 0.1854, Forward time: 2.2662, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.7588 [2020-11-16 10:00:41,496][root][INFO] - ===> Epoch[430](11227/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.810e-01 Score 94.989 Data time: 0.2036, Forward time: 2.2662, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.9326 [2020-11-16 10:00:48,175][root][INFO] - ===> Epoch[430](11228/26): Loss 0.1394, Sem 0.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.810e-01 Score 95.237 Data time: 0.1630, Forward time: 2.2662, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.5690 [2020-11-16 10:00:53,360][root][INFO] - ===> Epoch[430](11229/26): Loss 0.1574, Sem 0.1574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.809e-01 Score 94.757 Data time: 0.1662, Forward time: 2.2661, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.0914 [2020-11-16 10:01:00,053][root][INFO] - ===> Epoch[430](11230/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.809e-01 Score 94.242 Data time: 0.1465, Forward time: 2.2660, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.6274 [2020-11-16 10:01:06,622][root][INFO] - ===> Epoch[430](11231/26): Loss 0.1502, Sem 0.1502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.808e-01 Score 95.312 Data time: 0.1742, Forward time: 2.2660, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.5012 [2020-11-16 10:01:11,665][root][INFO] - ===> Epoch[430](11232/26): Loss 0.1516, Sem 0.1516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.808e-01 Score 94.665 Data time: 0.1783, Forward time: 2.2660, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.9606 [2020-11-16 10:01:18,856][root][INFO] - ===> Epoch[430](11233/26): Loss 0.1969, Sem 0.1969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.808e-01 Score 93.923 Data time: 0.2038, Forward time: 2.2659, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 7.1082 [2020-11-16 10:01:23,524][root][INFO] - ===> Epoch[430](11234/26): Loss 0.1713, Sem 0.1713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.807e-01 Score 94.075 Data time: 0.2193, Forward time: 2.2659, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.5874 [2020-11-16 10:01:29,715][root][INFO] - ===> Epoch[430](11235/26): Loss 0.1588, Sem 0.1588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.807e-01 Score 94.420 Data time: 0.2755, Forward time: 2.2661, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.0884 [2020-11-16 10:01:35,663][root][INFO] - ===> Epoch[430](11236/26): Loss 0.1464, Sem 0.1464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.807e-01 Score 95.162 Data time: 0.1600, Forward time: 2.2661, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.8220 [2020-11-16 10:01:40,498][root][INFO] - ===> Epoch[430](11237/26): Loss 0.1427, Sem 0.1427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.806e-01 Score 95.476 Data time: 0.2146, Forward time: 2.2661, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 4.7603 [2020-11-16 10:01:46,245][root][INFO] - ===> Epoch[430](11238/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.806e-01 Score 95.532 Data time: 0.2607, Forward time: 2.2663, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.6525 [2020-11-16 10:01:51,884][root][INFO] - ===> Epoch[430](11239/26): Loss 0.1715, Sem 0.1715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.805e-01 Score 94.277 Data time: 0.1676, Forward time: 2.2662, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.5376 [2020-11-16 10:01:57,925][root][INFO] - ===> Epoch[430](11240/26): Loss 0.1539, Sem 0.1539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.805e-01 Score 95.137 Data time: 0.2122, Forward time: 2.2662, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.9631 [2020-11-16 10:02:04,464][root][INFO] - ===> Epoch[430](11241/26): Loss 0.1533, Sem 0.1533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.805e-01 Score 94.833 Data time: 0.2607, Forward time: 2.2664, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.4485 [2020-11-16 10:02:09,245][root][INFO] - ===> Epoch[430](11242/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.804e-01 Score 94.224 Data time: 0.1664, Forward time: 2.2663, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.6653 [2020-11-16 10:02:15,357][root][INFO] - ===> Epoch[430](11243/26): Loss 0.1475, Sem 0.1475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.804e-01 Score 95.009 Data time: 0.2172, Forward time: 2.2664, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.0351 [2020-11-16 10:02:20,854][root][INFO] - ===> Epoch[430](11244/26): Loss 0.1418, Sem 0.1418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.803e-01 Score 95.490 Data time: 0.2375, Forward time: 2.2665, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.3912 [2020-11-16 10:02:27,369][root][INFO] - ===> Epoch[430](11245/26): Loss 0.1553, Sem 0.1553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.803e-01 Score 94.757 Data time: 0.1826, Forward time: 2.2664, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.4198 [2020-11-16 10:02:32,595][root][INFO] - ===> Epoch[430](11246/26): Loss 0.1500, Sem 0.1500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.803e-01 Score 94.921 Data time: 0.1618, Forward time: 2.2664, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.1454 [2020-11-16 10:02:37,651][root][INFO] - ===> Epoch[430](11247/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.802e-01 Score 94.810 Data time: 0.2312, Forward time: 2.2664, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.9795 [2020-11-16 10:02:42,368][root][INFO] - ===> Epoch[430](11248/26): Loss 0.1552, Sem 0.1552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.802e-01 Score 94.798 Data time: 0.1930, Forward time: 2.2664, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.6169 [2020-11-16 10:02:47,577][root][INFO] - ===> Epoch[430](11249/26): Loss 0.1807, Sem 0.1807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.801e-01 Score 94.110 Data time: 0.1606, Forward time: 2.2663, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.1071 [2020-11-16 10:02:53,039][root][INFO] - ===> Epoch[430](11250/26): Loss 0.1826, Sem 0.1826, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.801e-01 Score 94.143 Data time: 0.1760, Forward time: 2.2663, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.3970 [2020-11-16 10:02:58,019][root][INFO] - ===> Epoch[430](11251/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.801e-01 Score 95.525 Data time: 0.1113, Forward time: 2.2661, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.8944 [2020-11-16 10:03:03,164][root][INFO] - ===> Epoch[430](11252/26): Loss 0.1556, Sem 0.1556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.800e-01 Score 94.664 Data time: 0.2237, Forward time: 2.2662, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.1019 [2020-11-16 10:03:07,602][root][INFO] - ===> Epoch[431](11253/26): Loss 0.1646, Sem 0.1646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.800e-01 Score 94.418 Data time: 0.2128, Forward time: 2.2662, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.3479 [2020-11-16 10:03:13,186][root][INFO] - ===> Epoch[431](11254/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.800e-01 Score 95.167 Data time: 0.1430, Forward time: 2.2660, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.4893 [2020-11-16 10:03:19,576][root][INFO] - ===> Epoch[431](11255/26): Loss 0.1605, Sem 0.1605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.799e-01 Score 94.689 Data time: 0.1791, Forward time: 2.2660, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.3132 [2020-11-16 10:03:25,828][root][INFO] - ===> Epoch[431](11256/26): Loss 0.1765, Sem 0.1765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.799e-01 Score 94.270 Data time: 0.2081, Forward time: 2.2661, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.1541 [2020-11-16 10:03:30,246][root][INFO] - ===> Epoch[431](11257/26): Loss 0.1547, Sem 0.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.798e-01 Score 94.879 Data time: 0.1686, Forward time: 2.2660, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 4.3046 [2020-11-16 10:03:36,516][root][INFO] - ===> Epoch[431](11258/26): Loss 0.1801, Sem 0.1801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.798e-01 Score 93.903 Data time: 0.2675, Forward time: 2.2660, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 6.1768 [2020-11-16 10:03:42,266][root][INFO] - ===> Epoch[431](11259/26): Loss 0.1629, Sem 0.1629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.798e-01 Score 94.334 Data time: 0.2205, Forward time: 2.2661, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.6359 [2020-11-16 10:03:48,677][root][INFO] - ===> Epoch[431](11260/26): Loss 0.1703, Sem 0.1703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.797e-01 Score 94.336 Data time: 0.1662, Forward time: 2.2661, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.3026 [2020-11-16 10:03:54,172][root][INFO] - ===> Epoch[431](11261/26): Loss 0.1538, Sem 0.1538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.797e-01 Score 94.800 Data time: 0.1689, Forward time: 2.2660, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.4176 [2020-11-16 10:04:00,661][root][INFO] - ===> Epoch[431](11262/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.796e-01 Score 95.567 Data time: 0.1998, Forward time: 2.2660, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.3915 [2020-11-16 10:04:06,172][root][INFO] - ===> Epoch[431](11263/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.796e-01 Score 94.935 Data time: 0.2037, Forward time: 2.2660, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.4064 [2020-11-16 10:04:12,424][root][INFO] - ===> Epoch[431](11264/26): Loss 0.1452, Sem 0.1452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.796e-01 Score 94.996 Data time: 0.1638, Forward time: 2.2659, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.1434 [2020-11-16 10:04:18,513][root][INFO] - ===> Epoch[431](11265/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.795e-01 Score 95.244 Data time: 0.1161, Forward time: 2.2658, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.0073 [2020-11-16 10:04:24,361][root][INFO] - ===> Epoch[431](11266/26): Loss 0.1619, Sem 0.1619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.795e-01 Score 94.594 Data time: 0.1758, Forward time: 2.2657, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.7760 [2020-11-16 10:04:29,962][root][INFO] - ===> Epoch[431](11267/26): Loss 0.1483, Sem 0.1483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.794e-01 Score 94.944 Data time: 0.1672, Forward time: 2.2656, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.4803 [2020-11-16 10:04:34,883][root][INFO] - ===> Epoch[431](11268/26): Loss 0.1516, Sem 0.1516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.794e-01 Score 94.749 Data time: 0.1986, Forward time: 2.2656, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.8150 [2020-11-16 10:04:39,952][root][INFO] - ===> Epoch[431](11269/26): Loss 0.1573, Sem 0.1573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.794e-01 Score 94.653 Data time: 0.2257, Forward time: 2.2657, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.9671 [2020-11-16 10:04:44,948][root][INFO] - ===> Epoch[431](11270/26): Loss 0.1531, Sem 0.1531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.793e-01 Score 95.035 Data time: 0.1948, Forward time: 2.2656, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 4.8910 [2020-11-16 10:04:50,466][root][INFO] - ===> Epoch[431](11271/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.793e-01 Score 95.037 Data time: 0.2252, Forward time: 2.2657, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.4017 [2020-11-16 10:04:56,548][root][INFO] - ===> Epoch[431](11272/26): Loss 0.1741, Sem 0.1741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.792e-01 Score 94.539 Data time: 0.1182, Forward time: 2.2656, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.9703 [2020-11-16 10:05:03,544][root][INFO] - ===> Epoch[431](11273/26): Loss 0.1300, Sem 0.1300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.792e-01 Score 95.745 Data time: 0.1729, Forward time: 2.2655, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.9060 [2020-11-16 10:05:10,798][root][INFO] - ===> Epoch[431](11274/26): Loss 0.1611, Sem 0.1611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.792e-01 Score 94.774 Data time: 0.2141, Forward time: 2.2656, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 7.1768 [2020-11-16 10:05:16,677][root][INFO] - ===> Epoch[431](11275/26): Loss 0.1189, Sem 0.1189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.791e-01 Score 95.973 Data time: 0.2566, Forward time: 2.2657, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7444 [2020-11-16 10:05:21,575][root][INFO] - ===> Epoch[431](11276/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.791e-01 Score 95.124 Data time: 0.2006, Forward time: 2.2657, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.7514 [2020-11-16 10:05:26,956][root][INFO] - ===> Epoch[431](11277/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.791e-01 Score 94.691 Data time: 0.2378, Forward time: 2.2658, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.2632 [2020-11-16 10:05:33,408][root][INFO] - ===> Epoch[431](11278/26): Loss 0.1594, Sem 0.1594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.790e-01 Score 94.633 Data time: 0.1526, Forward time: 2.2657, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.3382 [2020-11-16 10:05:38,793][root][INFO] - ===> Epoch[432](11279/26): Loss 0.1625, Sem 0.1625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.790e-01 Score 94.534 Data time: 0.1950, Forward time: 2.2657, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.2928 [2020-11-16 10:05:44,057][root][INFO] - ===> Epoch[432](11280/26): Loss 0.1385, Sem 0.1385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.789e-01 Score 95.215 Data time: 0.1846, Forward time: 2.2657, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.1636 [2020-11-16 10:05:49,315][root][INFO] - ===> Epoch[432](11281/26): Loss 0.1709, Sem 0.1709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.789e-01 Score 94.563 Data time: 0.1114, Forward time: 2.2655, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.1715 [2020-11-16 10:05:54,361][root][INFO] - ===> Epoch[432](11282/26): Loss 0.1375, Sem 0.1375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.789e-01 Score 95.481 Data time: 0.2346, Forward time: 2.2656, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.9971 [2020-11-16 10:05:59,531][root][INFO] - ===> Epoch[432](11283/26): Loss 0.1646, Sem 0.1646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.788e-01 Score 94.362 Data time: 0.1890, Forward time: 2.2656, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.0715 [2020-11-16 10:06:05,887][root][INFO] - ===> Epoch[432](11284/26): Loss 0.1491, Sem 0.1491, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.788e-01 Score 95.054 Data time: 0.1692, Forward time: 2.2656, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2651 [2020-11-16 10:06:11,212][root][INFO] - ===> Epoch[432](11285/26): Loss 0.1586, Sem 0.1586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.787e-01 Score 94.732 Data time: 0.1666, Forward time: 2.2655, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.2108 [2020-11-16 10:06:16,619][root][INFO] - ===> Epoch[432](11286/26): Loss 0.1343, Sem 0.1343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.787e-01 Score 95.572 Data time: 0.1860, Forward time: 2.2655, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3233 [2020-11-16 10:06:21,631][root][INFO] - ===> Epoch[432](11287/26): Loss 0.1480, Sem 0.1480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.787e-01 Score 94.919 Data time: 0.1904, Forward time: 2.2655, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.9002 [2020-11-16 10:06:26,744][root][INFO] - ===> Epoch[432](11288/26): Loss 0.1529, Sem 0.1529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.786e-01 Score 95.187 Data time: 0.1904, Forward time: 2.2655, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.0054 [2020-11-16 10:06:32,092][root][INFO] - ===> Epoch[432](11289/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.786e-01 Score 95.009 Data time: 0.1747, Forward time: 2.2655, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.2451 [2020-11-16 10:06:40,047][root][INFO] - ===> Epoch[432](11290/26): Loss 0.1617, Sem 0.1617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.785e-01 Score 94.612 Data time: 0.1750, Forward time: 2.2654, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 7.8566 [2020-11-16 10:06:47,085][root][INFO] - ===> Epoch[432](11291/26): Loss 0.1672, Sem 0.1672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.785e-01 Score 94.212 Data time: 0.1697, Forward time: 2.2654, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.9616 [2020-11-16 10:06:52,950][root][INFO] - ===> Epoch[432](11292/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.785e-01 Score 94.441 Data time: 0.2318, Forward time: 2.2654, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.7601 [2020-11-16 10:06:58,179][root][INFO] - ===> Epoch[432](11293/26): Loss 0.1676, Sem 0.1676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.784e-01 Score 94.423 Data time: 0.1834, Forward time: 2.2654, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.1099 [2020-11-16 10:07:04,513][root][INFO] - ===> Epoch[432](11294/26): Loss 0.1637, Sem 0.1637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.784e-01 Score 94.613 Data time: 0.2046, Forward time: 2.2654, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.2200 [2020-11-16 10:07:10,250][root][INFO] - ===> Epoch[432](11295/26): Loss 0.1658, Sem 0.1658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.783e-01 Score 94.399 Data time: 0.1746, Forward time: 2.2654, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.6474 [2020-11-16 10:07:15,876][root][INFO] - ===> Epoch[432](11296/26): Loss 0.1629, Sem 0.1629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.783e-01 Score 94.550 Data time: 0.1786, Forward time: 2.2653, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.5387 [2020-11-16 10:07:20,934][root][INFO] - ===> Epoch[432](11297/26): Loss 0.1569, Sem 0.1569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.783e-01 Score 94.612 Data time: 0.1923, Forward time: 2.2653, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.9630 [2020-11-16 10:07:26,250][root][INFO] - ===> Epoch[432](11298/26): Loss 0.1524, Sem 0.1524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.782e-01 Score 94.712 Data time: 0.1452, Forward time: 2.2652, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.2232 [2020-11-16 10:07:31,359][root][INFO] - ===> Epoch[432](11299/26): Loss 0.1469, Sem 0.1469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.782e-01 Score 95.049 Data time: 0.1547, Forward time: 2.2651, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.0413 [2020-11-16 10:07:37,430][root][INFO] - ===> Epoch[432](11300/26): Loss 0.1476, Sem 0.1476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.782e-01 Score 95.028 Data time: 0.2563, Forward time: 2.2652, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.0087 [2020-11-16 10:07:43,159][root][INFO] - ===> Epoch[432](11301/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.781e-01 Score 95.058 Data time: 0.2019, Forward time: 2.2652, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.6160 [2020-11-16 10:07:48,265][root][INFO] - ===> Epoch[432](11302/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.781e-01 Score 95.421 Data time: 0.1653, Forward time: 2.2652, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.0198 [2020-11-16 10:07:53,254][root][INFO] - ===> Epoch[432](11303/26): Loss 0.1678, Sem 0.1678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.780e-01 Score 94.386 Data time: 0.2236, Forward time: 2.2652, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.9169 [2020-11-16 10:07:58,082][root][INFO] - ===> Epoch[432](11304/26): Loss 0.1699, Sem 0.1699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.780e-01 Score 94.556 Data time: 0.1544, Forward time: 2.2651, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.7242 [2020-11-16 10:08:04,209][root][INFO] - ===> Epoch[433](11305/26): Loss 0.1492, Sem 0.1492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.780e-01 Score 95.211 Data time: 0.1896, Forward time: 2.2651, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.0436 [2020-11-16 10:08:09,628][root][INFO] - ===> Epoch[433](11306/26): Loss 0.1585, Sem 0.1585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.779e-01 Score 94.723 Data time: 0.1724, Forward time: 2.2651, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.3073 [2020-11-16 10:08:14,464][root][INFO] - ===> Epoch[433](11307/26): Loss 0.1438, Sem 0.1438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.779e-01 Score 95.219 Data time: 0.2100, Forward time: 2.2651, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.7580 [2020-11-16 10:08:20,482][root][INFO] - ===> Epoch[433](11308/26): Loss 0.1637, Sem 0.1637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.778e-01 Score 94.486 Data time: 0.3103, Forward time: 2.2653, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.9057 [2020-11-16 10:08:26,980][root][INFO] - ===> Epoch[433](11309/26): Loss 0.1439, Sem 0.1439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.778e-01 Score 95.333 Data time: 0.1252, Forward time: 2.2652, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.3746 [2020-11-16 10:08:33,246][root][INFO] - ===> Epoch[433](11310/26): Loss 0.1364, Sem 0.1364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.778e-01 Score 95.416 Data time: 0.1890, Forward time: 2.2650, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.1783 [2020-11-16 10:08:38,454][root][INFO] - ===> Epoch[433](11311/26): Loss 0.1517, Sem 0.1517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.777e-01 Score 94.825 Data time: 0.2360, Forward time: 2.2651, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.1342 [2020-11-16 10:08:43,610][root][INFO] - ===> Epoch[433](11312/26): Loss 0.1248, Sem 0.1248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.777e-01 Score 95.854 Data time: 0.1233, Forward time: 2.2649, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.0589 [2020-11-16 10:08:49,313][root][INFO] - ===> Epoch[433](11313/26): Loss 0.1617, Sem 0.1617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.776e-01 Score 94.468 Data time: 0.2633, Forward time: 2.2651, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6324 [2020-11-16 10:08:55,500][root][INFO] - ===> Epoch[433](11314/26): Loss 0.1493, Sem 0.1493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.776e-01 Score 94.598 Data time: 0.1922, Forward time: 2.2650, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.0846 [2020-11-16 10:09:00,593][root][INFO] - ===> Epoch[433](11315/26): Loss 0.1329, Sem 0.1329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.776e-01 Score 95.658 Data time: 0.2559, Forward time: 2.2651, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.0041 [2020-11-16 10:09:06,720][root][INFO] - ===> Epoch[433](11316/26): Loss 0.1658, Sem 0.1658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.775e-01 Score 94.136 Data time: 0.2055, Forward time: 2.2651, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.0061 [2020-11-16 10:09:12,515][root][INFO] - ===> Epoch[433](11317/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.775e-01 Score 95.390 Data time: 0.2008, Forward time: 2.2651, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.7023 [2020-11-16 10:09:18,817][root][INFO] - ===> Epoch[433](11318/26): Loss 0.1590, Sem 0.1590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.774e-01 Score 94.547 Data time: 0.3534, Forward time: 2.2652, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.1955 [2020-11-16 10:09:24,661][root][INFO] - ===> Epoch[433](11319/26): Loss 0.1736, Sem 0.1736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.774e-01 Score 94.115 Data time: 0.2452, Forward time: 2.2654, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7170 [2020-11-16 10:09:31,159][root][INFO] - ===> Epoch[433](11320/26): Loss 0.1456, Sem 0.1456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.774e-01 Score 95.135 Data time: 0.2039, Forward time: 2.2654, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.3865 [2020-11-16 10:09:37,122][root][INFO] - ===> Epoch[433](11321/26): Loss 0.1631, Sem 0.1631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.773e-01 Score 94.320 Data time: 0.2377, Forward time: 2.2655, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.8876 [2020-11-16 10:09:43,991][root][INFO] - ===> Epoch[433](11322/26): Loss 0.1949, Sem 0.1949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.773e-01 Score 92.974 Data time: 0.2060, Forward time: 2.2654, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.7635 [2020-11-16 10:09:50,147][root][INFO] - ===> Epoch[433](11323/26): Loss 0.1837, Sem 0.1837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.773e-01 Score 94.164 Data time: 0.2550, Forward time: 2.2656, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.0920 [2020-11-16 10:09:54,694][root][INFO] - ===> Epoch[433](11324/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.772e-01 Score 94.937 Data time: 0.1438, Forward time: 2.2655, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.4367 [2020-11-16 10:10:00,209][root][INFO] - ===> Epoch[433](11325/26): Loss 0.1509, Sem 0.1509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.772e-01 Score 94.822 Data time: 0.2069, Forward time: 2.2655, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.4515 [2020-11-16 10:10:05,750][root][INFO] - ===> Epoch[433](11326/26): Loss 0.1521, Sem 0.1521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.771e-01 Score 94.999 Data time: 0.2414, Forward time: 2.2656, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.4565 [2020-11-16 10:10:12,092][root][INFO] - ===> Epoch[433](11327/26): Loss 0.1817, Sem 0.1817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.771e-01 Score 93.945 Data time: 0.1895, Forward time: 2.2656, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.2207 [2020-11-16 10:10:17,401][root][INFO] - ===> Epoch[433](11328/26): Loss 0.1398, Sem 0.1398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.771e-01 Score 95.431 Data time: 0.2072, Forward time: 2.2656, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.2392 [2020-11-16 10:10:22,278][root][INFO] - ===> Epoch[433](11329/26): Loss 0.1583, Sem 0.1583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.770e-01 Score 94.717 Data time: 0.1692, Forward time: 2.2656, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.7905 [2020-11-16 10:10:27,462][root][INFO] - ===> Epoch[433](11330/26): Loss 0.1664, Sem 0.1664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.770e-01 Score 94.365 Data time: 0.1777, Forward time: 2.2655, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.0967 [2020-11-16 10:10:31,705][root][INFO] - ===> Epoch[434](11331/26): Loss 0.1329, Sem 0.1329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.769e-01 Score 95.608 Data time: 0.2005, Forward time: 2.2655, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.1529 [2020-11-16 10:10:37,089][root][INFO] - ===> Epoch[434](11332/26): Loss 0.1574, Sem 0.1574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.769e-01 Score 95.056 Data time: 0.2185, Forward time: 2.2655, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.2784 [2020-11-16 10:10:42,691][root][INFO] - ===> Epoch[434](11333/26): Loss 0.1853, Sem 0.1853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.769e-01 Score 93.845 Data time: 0.1708, Forward time: 2.2655, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.4877 [2020-11-16 10:10:48,089][root][INFO] - ===> Epoch[434](11334/26): Loss 0.1473, Sem 0.1473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.768e-01 Score 95.163 Data time: 0.2615, Forward time: 2.2656, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.2985 [2020-11-16 10:10:53,819][root][INFO] - ===> Epoch[434](11335/26): Loss 0.1843, Sem 0.1843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.768e-01 Score 93.804 Data time: 0.2383, Forward time: 2.2657, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.6178 [2020-11-16 10:10:59,641][root][INFO] - ===> Epoch[434](11336/26): Loss 0.1582, Sem 0.1582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.767e-01 Score 94.761 Data time: 0.2309, Forward time: 2.2658, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.6928 [2020-11-16 10:11:05,686][root][INFO] - ===> Epoch[434](11337/26): Loss 0.1465, Sem 0.1465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.767e-01 Score 95.289 Data time: 0.1713, Forward time: 2.2657, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.9301 [2020-11-16 10:11:11,400][root][INFO] - ===> Epoch[434](11338/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.767e-01 Score 93.939 Data time: 0.1838, Forward time: 2.2657, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.6342 [2020-11-16 10:11:17,418][root][INFO] - ===> Epoch[434](11339/26): Loss 0.1823, Sem 0.1823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.766e-01 Score 94.182 Data time: 0.2413, Forward time: 2.2657, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.9400 [2020-11-16 10:11:21,310][root][INFO] - ===> Epoch[434](11340/26): Loss 0.1510, Sem 0.1510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.766e-01 Score 94.960 Data time: 0.1639, Forward time: 2.2657, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 3.7998 [2020-11-16 10:11:27,877][root][INFO] - ===> Epoch[434](11341/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.765e-01 Score 95.434 Data time: 0.3450, Forward time: 2.2659, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.4918 [2020-11-16 10:11:33,917][root][INFO] - ===> Epoch[434](11342/26): Loss 0.1586, Sem 0.1586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.765e-01 Score 94.626 Data time: 0.2707, Forward time: 2.2660, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.9119 [2020-11-16 10:11:38,912][root][INFO] - ===> Epoch[434](11343/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.765e-01 Score 95.098 Data time: 0.2303, Forward time: 2.2661, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.8759 [2020-11-16 10:11:43,837][root][INFO] - ===> Epoch[434](11344/26): Loss 0.1592, Sem 0.1592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.764e-01 Score 94.789 Data time: 0.2293, Forward time: 2.2661, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.8216 [2020-11-16 10:11:49,294][root][INFO] - ===> Epoch[434](11345/26): Loss 0.1823, Sem 0.1823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.764e-01 Score 93.704 Data time: 0.1595, Forward time: 2.2660, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.3503 [2020-11-16 10:11:55,343][root][INFO] - ===> Epoch[434](11346/26): Loss 0.1920, Sem 0.1920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.764e-01 Score 94.019 Data time: 0.1838, Forward time: 2.2660, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.9749 [2020-11-16 10:12:01,756][root][INFO] - ===> Epoch[434](11347/26): Loss 0.1730, Sem 0.1730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.763e-01 Score 94.349 Data time: 0.1063, Forward time: 2.2658, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.3103 [2020-11-16 10:12:07,344][root][INFO] - ===> Epoch[434](11348/26): Loss 0.1548, Sem 0.1548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.763e-01 Score 94.762 Data time: 0.1845, Forward time: 2.2658, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.5365 [2020-11-16 10:12:12,285][root][INFO] - ===> Epoch[434](11349/26): Loss 0.2024, Sem 0.2024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.762e-01 Score 94.148 Data time: 0.2764, Forward time: 2.2658, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.8438 [2020-11-16 10:12:20,445][root][INFO] - ===> Epoch[434](11350/26): Loss 0.1844, Sem 0.1844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.762e-01 Score 94.132 Data time: 0.1765, Forward time: 2.2658, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 8.0611 [2020-11-16 10:12:27,144][root][INFO] - ===> Epoch[434](11351/26): Loss 0.1690, Sem 0.1690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.762e-01 Score 94.581 Data time: 0.2407, Forward time: 2.2658, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.6023 [2020-11-16 10:12:32,150][root][INFO] - ===> Epoch[434](11352/26): Loss 0.1576, Sem 0.1576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.761e-01 Score 94.591 Data time: 0.1404, Forward time: 2.2657, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.8887 [2020-11-16 10:12:38,944][root][INFO] - ===> Epoch[434](11353/26): Loss 0.1615, Sem 0.1615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.761e-01 Score 94.627 Data time: 0.2253, Forward time: 2.2658, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.7300 [2020-11-16 10:12:44,053][root][INFO] - ===> Epoch[434](11354/26): Loss 0.1517, Sem 0.1517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.760e-01 Score 94.884 Data time: 0.1833, Forward time: 2.2657, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.9721 [2020-11-16 10:12:50,329][root][INFO] - ===> Epoch[434](11355/26): Loss 0.1841, Sem 0.1841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.760e-01 Score 94.308 Data time: 0.2155, Forward time: 2.2657, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.1794 [2020-11-16 10:12:55,506][root][INFO] - ===> Epoch[434](11356/26): Loss 0.1849, Sem 0.1849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.760e-01 Score 94.346 Data time: 0.2549, Forward time: 2.2658, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.0468 [2020-11-16 10:13:01,280][root][INFO] - ===> Epoch[435](11357/26): Loss 0.2091, Sem 0.2091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.759e-01 Score 93.019 Data time: 0.2164, Forward time: 2.2659, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6697 [2020-11-16 10:13:07,653][root][INFO] - ===> Epoch[435](11358/26): Loss 0.2039, Sem 0.2039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.759e-01 Score 93.443 Data time: 0.2452, Forward time: 2.2660, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.2595 [2020-11-16 10:13:12,850][root][INFO] - ===> Epoch[435](11359/26): Loss 0.1602, Sem 0.1602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.758e-01 Score 94.568 Data time: 0.1520, Forward time: 2.2659, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.0667 [2020-11-16 10:13:18,625][root][INFO] - ===> Epoch[435](11360/26): Loss 0.1808, Sem 0.1808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.758e-01 Score 94.136 Data time: 0.2897, Forward time: 2.2660, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.6987 [2020-11-16 10:13:23,974][root][INFO] - ===> Epoch[435](11361/26): Loss 0.1766, Sem 0.1766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.758e-01 Score 94.171 Data time: 0.1683, Forward time: 2.2660, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.2322 [2020-11-16 10:13:30,314][root][INFO] - ===> Epoch[435](11362/26): Loss 0.1729, Sem 0.1729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.757e-01 Score 94.300 Data time: 0.2162, Forward time: 2.2660, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.2453 [2020-11-16 10:13:36,377][root][INFO] - ===> Epoch[435](11363/26): Loss 0.1507, Sem 0.1507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.757e-01 Score 95.315 Data time: 0.1734, Forward time: 2.2659, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.9476 [2020-11-16 10:13:42,679][root][INFO] - ===> Epoch[435](11364/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.756e-01 Score 95.044 Data time: 0.2634, Forward time: 2.2660, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2154 [2020-11-16 10:13:48,246][root][INFO] - ===> Epoch[435](11365/26): Loss 0.1867, Sem 0.1867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.756e-01 Score 93.777 Data time: 0.2506, Forward time: 2.2661, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.4401 [2020-11-16 10:13:54,562][root][INFO] - ===> Epoch[435](11366/26): Loss 0.1662, Sem 0.1662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.756e-01 Score 94.731 Data time: 0.2155, Forward time: 2.2660, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2044 [2020-11-16 10:14:00,640][root][INFO] - ===> Epoch[435](11367/26): Loss 0.1718, Sem 0.1718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.755e-01 Score 94.758 Data time: 0.1545, Forward time: 2.2659, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.9952 [2020-11-16 10:14:06,001][root][INFO] - ===> Epoch[435](11368/26): Loss 0.1672, Sem 0.1672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.755e-01 Score 94.969 Data time: 0.2116, Forward time: 2.2660, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.3026 [2020-11-16 10:14:11,557][root][INFO] - ===> Epoch[435](11369/26): Loss 0.1451, Sem 0.1451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.755e-01 Score 95.326 Data time: 0.2197, Forward time: 2.2660, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.4488 [2020-11-16 10:14:15,728][root][INFO] - ===> Epoch[435](11370/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.754e-01 Score 94.787 Data time: 0.1873, Forward time: 2.2659, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.0738 [2020-11-16 10:14:20,586][root][INFO] - ===> Epoch[435](11371/26): Loss 0.1792, Sem 0.1792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.754e-01 Score 94.129 Data time: 0.2054, Forward time: 2.2659, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.7786 [2020-11-16 10:14:26,138][root][INFO] - ===> Epoch[435](11372/26): Loss 0.1605, Sem 0.1605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.753e-01 Score 94.494 Data time: 0.1596, Forward time: 2.2658, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.4757 [2020-11-16 10:14:31,846][root][INFO] - ===> Epoch[435](11373/26): Loss 0.1394, Sem 0.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.753e-01 Score 95.216 Data time: 0.1859, Forward time: 2.2658, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6360 [2020-11-16 10:14:36,980][root][INFO] - ===> Epoch[435](11374/26): Loss 0.1725, Sem 0.1725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.753e-01 Score 94.528 Data time: 0.1699, Forward time: 2.2657, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.0463 [2020-11-16 10:14:43,250][root][INFO] - ===> Epoch[435](11375/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.752e-01 Score 95.029 Data time: 0.3352, Forward time: 2.2659, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.1965 [2020-11-16 10:14:48,690][root][INFO] - ===> Epoch[435](11376/26): Loss 0.1774, Sem 0.1774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.752e-01 Score 94.108 Data time: 0.1846, Forward time: 2.2659, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.3236 [2020-11-16 10:14:54,612][root][INFO] - ===> Epoch[435](11377/26): Loss 0.1461, Sem 0.1461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.751e-01 Score 95.268 Data time: 0.2062, Forward time: 2.2658, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.8239 [2020-11-16 10:15:00,059][root][INFO] - ===> Epoch[435](11378/26): Loss 0.1392, Sem 0.1392, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.751e-01 Score 95.264 Data time: 0.1459, Forward time: 2.2657, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.3740 [2020-11-16 10:15:05,384][root][INFO] - ===> Epoch[435](11379/26): Loss 0.1806, Sem 0.1806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.751e-01 Score 94.039 Data time: 0.2565, Forward time: 2.2658, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.2376 [2020-11-16 10:15:11,392][root][INFO] - ===> Epoch[435](11380/26): Loss 0.1587, Sem 0.1587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.750e-01 Score 94.770 Data time: 0.2132, Forward time: 2.2658, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.8965 [2020-11-16 10:15:18,141][root][INFO] - ===> Epoch[435](11381/26): Loss 0.2273, Sem 0.2273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.750e-01 Score 92.440 Data time: 0.2045, Forward time: 2.2658, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.6577 [2020-11-16 10:15:24,350][root][INFO] - ===> Epoch[435](11382/26): Loss 0.1597, Sem 0.1597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.749e-01 Score 94.535 Data time: 0.3421, Forward time: 2.2660, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.1190 [2020-11-16 10:15:29,306][root][INFO] - ===> Epoch[436](11383/26): Loss 0.1782, Sem 0.1782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.749e-01 Score 93.776 Data time: 0.2239, Forward time: 2.2660, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.8148 [2020-11-16 10:15:35,736][root][INFO] - ===> Epoch[436](11384/26): Loss 0.1875, Sem 0.1875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.749e-01 Score 93.983 Data time: 0.3194, Forward time: 2.2662, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.3438 [2020-11-16 10:15:41,366][root][INFO] - ===> Epoch[436](11385/26): Loss 0.1778, Sem 0.1778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.748e-01 Score 94.103 Data time: 0.1826, Forward time: 2.2662, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.5329 [2020-11-16 10:15:46,248][root][INFO] - ===> Epoch[436](11386/26): Loss 0.1464, Sem 0.1464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.748e-01 Score 95.509 Data time: 0.2011, Forward time: 2.2662, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.8147 [2020-11-16 10:15:53,611][root][INFO] - ===> Epoch[436](11387/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.747e-01 Score 94.815 Data time: 0.1873, Forward time: 2.2662, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 7.2763 [2020-11-16 10:16:00,188][root][INFO] - ===> Epoch[436](11388/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.747e-01 Score 94.605 Data time: 0.2655, Forward time: 2.2663, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.5001 [2020-11-16 10:16:05,513][root][INFO] - ===> Epoch[436](11389/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.747e-01 Score 94.897 Data time: 0.1876, Forward time: 2.2663, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.2143 [2020-11-16 10:16:10,324][root][INFO] - ===> Epoch[436](11390/26): Loss 0.1697, Sem 0.1697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.746e-01 Score 94.330 Data time: 0.1402, Forward time: 2.2662, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.7103 [2020-11-16 10:16:15,732][root][INFO] - ===> Epoch[436](11391/26): Loss 0.1375, Sem 0.1375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.746e-01 Score 95.387 Data time: 0.2688, Forward time: 2.2663, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.3630 [2020-11-16 10:16:22,433][root][INFO] - ===> Epoch[436](11392/26): Loss 0.1474, Sem 0.1474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.746e-01 Score 95.030 Data time: 0.1726, Forward time: 2.2662, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.6080 [2020-11-16 10:16:27,534][root][INFO] - ===> Epoch[436](11393/26): Loss 0.1531, Sem 0.1531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.745e-01 Score 95.187 Data time: 0.2374, Forward time: 2.2662, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.0124 [2020-11-16 10:16:32,753][root][INFO] - ===> Epoch[436](11394/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.745e-01 Score 94.749 Data time: 0.2379, Forward time: 2.2663, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.1002 [2020-11-16 10:16:38,749][root][INFO] - ===> Epoch[436](11395/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.744e-01 Score 93.958 Data time: 0.1246, Forward time: 2.2661, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.8952 [2020-11-16 10:16:44,135][root][INFO] - ===> Epoch[436](11396/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.744e-01 Score 94.763 Data time: 0.2051, Forward time: 2.2661, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.3118 [2020-11-16 10:16:49,623][root][INFO] - ===> Epoch[436](11397/26): Loss 0.1373, Sem 0.1373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.744e-01 Score 95.213 Data time: 0.1616, Forward time: 2.2660, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.3866 [2020-11-16 10:16:55,554][root][INFO] - ===> Epoch[436](11398/26): Loss 0.1732, Sem 0.1732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.743e-01 Score 94.068 Data time: 0.1495, Forward time: 2.2659, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.8423 [2020-11-16 10:17:01,139][root][INFO] - ===> Epoch[436](11399/26): Loss 0.1391, Sem 0.1391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.743e-01 Score 95.441 Data time: 0.1706, Forward time: 2.2659, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.5051 [2020-11-16 10:17:07,028][root][INFO] - ===> Epoch[436](11400/26): Loss 0.1532, Sem 0.1532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.742e-01 Score 94.971 Data time: 0.2073, Forward time: 2.2659, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.7860 [2020-11-16 10:17:12,478][root][INFO] - ===> Epoch[436](11401/26): Loss 0.1501, Sem 0.1501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.742e-01 Score 94.852 Data time: 0.2090, Forward time: 2.2659, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.3120 [2020-11-16 10:17:18,405][root][INFO] - ===> Epoch[436](11402/26): Loss 0.1864, Sem 0.1864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.742e-01 Score 94.117 Data time: 0.2682, Forward time: 2.2660, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.8283 [2020-11-16 10:17:25,040][root][INFO] - ===> Epoch[436](11403/26): Loss 0.1778, Sem 0.1778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.741e-01 Score 94.025 Data time: 0.2127, Forward time: 2.2661, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.5237 [2020-11-16 10:17:30,140][root][INFO] - ===> Epoch[436](11404/26): Loss 0.1588, Sem 0.1588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.741e-01 Score 94.455 Data time: 0.2198, Forward time: 2.2661, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.0059 [2020-11-16 10:17:34,845][root][INFO] - ===> Epoch[436](11405/26): Loss 0.1844, Sem 0.1844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.740e-01 Score 94.294 Data time: 0.2289, Forward time: 2.2662, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 4.5876 [2020-11-16 10:17:39,366][root][INFO] - ===> Epoch[436](11406/26): Loss 0.1497, Sem 0.1497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.740e-01 Score 94.873 Data time: 0.1773, Forward time: 2.2661, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.4088 [2020-11-16 10:17:44,568][root][INFO] - ===> Epoch[436](11407/26): Loss 0.1796, Sem 0.1796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.740e-01 Score 94.120 Data time: 0.1337, Forward time: 2.2660, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.1059 [2020-11-16 10:17:48,768][root][INFO] - ===> Epoch[436](11408/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.739e-01 Score 95.051 Data time: 0.1730, Forward time: 2.2660, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.1319 [2020-11-16 10:17:53,949][root][INFO] - ===> Epoch[437](11409/26): Loss 0.1721, Sem 0.1721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.739e-01 Score 94.553 Data time: 0.2014, Forward time: 2.2659, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.0713 [2020-11-16 10:17:58,551][root][INFO] - ===> Epoch[437](11410/26): Loss 0.1692, Sem 0.1692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.738e-01 Score 94.735 Data time: 0.1603, Forward time: 2.2659, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.5262 [2020-11-16 10:18:06,187][root][INFO] - ===> Epoch[437](11411/26): Loss 0.1746, Sem 0.1746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.738e-01 Score 94.748 Data time: 0.1751, Forward time: 2.2658, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 7.5515 [2020-11-16 10:18:12,076][root][INFO] - ===> Epoch[437](11412/26): Loss 0.1733, Sem 0.1733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.738e-01 Score 94.467 Data time: 0.1722, Forward time: 2.2657, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.8181 [2020-11-16 10:18:18,102][root][INFO] - ===> Epoch[437](11413/26): Loss 0.1763, Sem 0.1763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.737e-01 Score 94.256 Data time: 0.2939, Forward time: 2.2659, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.9606 [2020-11-16 10:18:23,014][root][INFO] - ===> Epoch[437](11414/26): Loss 0.1594, Sem 0.1594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.737e-01 Score 94.674 Data time: 0.2106, Forward time: 2.2659, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.7909 [2020-11-16 10:18:29,272][root][INFO] - ===> Epoch[437](11415/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.736e-01 Score 95.137 Data time: 0.1893, Forward time: 2.2659, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.1642 [2020-11-16 10:18:34,355][root][INFO] - ===> Epoch[437](11416/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.736e-01 Score 95.428 Data time: 0.2462, Forward time: 2.2659, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.9923 [2020-11-16 10:18:40,665][root][INFO] - ===> Epoch[437](11417/26): Loss 0.1640, Sem 0.1640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.736e-01 Score 94.586 Data time: 0.2043, Forward time: 2.2660, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.2096 [2020-11-16 10:18:46,683][root][INFO] - ===> Epoch[437](11418/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.735e-01 Score 95.296 Data time: 0.1932, Forward time: 2.2660, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.8996 [2020-11-16 10:18:52,920][root][INFO] - ===> Epoch[437](11419/26): Loss 0.1378, Sem 0.1378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.735e-01 Score 95.288 Data time: 0.2178, Forward time: 2.2660, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.1374 [2020-11-16 10:18:58,750][root][INFO] - ===> Epoch[437](11420/26): Loss 0.1346, Sem 0.1346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.735e-01 Score 95.582 Data time: 0.1886, Forward time: 2.2659, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.7231 [2020-11-16 10:19:04,169][root][INFO] - ===> Epoch[437](11421/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.734e-01 Score 95.173 Data time: 0.2111, Forward time: 2.2660, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.3254 [2020-11-16 10:19:10,154][root][INFO] - ===> Epoch[437](11422/26): Loss 0.1477, Sem 0.1477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.734e-01 Score 95.129 Data time: 0.1898, Forward time: 2.2659, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.8882 [2020-11-16 10:19:15,528][root][INFO] - ===> Epoch[437](11423/26): Loss 0.1915, Sem 0.1915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.733e-01 Score 93.240 Data time: 0.3025, Forward time: 2.2660, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.2891 [2020-11-16 10:19:20,999][root][INFO] - ===> Epoch[437](11424/26): Loss 0.1860, Sem 0.1860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.733e-01 Score 94.057 Data time: 0.2504, Forward time: 2.2661, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.3492 [2020-11-16 10:19:26,959][root][INFO] - ===> Epoch[437](11425/26): Loss 0.1645, Sem 0.1645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.733e-01 Score 94.397 Data time: 0.2057, Forward time: 2.2662, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.8441 [2020-11-16 10:19:32,379][root][INFO] - ===> Epoch[437](11426/26): Loss 0.2127, Sem 0.2127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.732e-01 Score 93.300 Data time: 0.1951, Forward time: 2.2662, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.3103 [2020-11-16 10:19:37,130][root][INFO] - ===> Epoch[437](11427/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.732e-01 Score 93.751 Data time: 0.1672, Forward time: 2.2662, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.6554 [2020-11-16 10:19:42,399][root][INFO] - ===> Epoch[437](11428/26): Loss 0.1744, Sem 0.1744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.731e-01 Score 94.679 Data time: 0.1780, Forward time: 2.2661, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.1917 [2020-11-16 10:19:48,372][root][INFO] - ===> Epoch[437](11429/26): Loss 0.1533, Sem 0.1533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.731e-01 Score 94.971 Data time: 0.1706, Forward time: 2.2661, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.8815 [2020-11-16 10:19:53,805][root][INFO] - ===> Epoch[437](11430/26): Loss 0.1778, Sem 0.1778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.731e-01 Score 94.396 Data time: 0.1539, Forward time: 2.2660, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.3529 [2020-11-16 10:20:00,183][root][INFO] - ===> Epoch[437](11431/26): Loss 0.1521, Sem 0.1521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.730e-01 Score 94.847 Data time: 0.2355, Forward time: 2.2660, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.3157 [2020-11-16 10:20:05,359][root][INFO] - ===> Epoch[437](11432/26): Loss 0.1916, Sem 0.1916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.730e-01 Score 94.177 Data time: 0.1734, Forward time: 2.2660, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.0720 [2020-11-16 10:20:10,483][root][INFO] - ===> Epoch[437](11433/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.729e-01 Score 95.184 Data time: 0.2134, Forward time: 2.2660, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.0247 [2020-11-16 10:20:16,743][root][INFO] - ===> Epoch[437](11434/26): Loss 0.1746, Sem 0.1746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.729e-01 Score 94.370 Data time: 0.1571, Forward time: 2.2659, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 6.1594 [2020-11-16 10:20:23,926][root][INFO] - ===> Epoch[438](11435/26): Loss 0.1468, Sem 0.1468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.729e-01 Score 95.177 Data time: 0.1521, Forward time: 2.2658, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 7.0964 [2020-11-16 10:20:29,222][root][INFO] - ===> Epoch[438](11436/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.728e-01 Score 93.848 Data time: 0.1875, Forward time: 2.2658, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.2324 [2020-11-16 10:20:34,589][root][INFO] - ===> Epoch[438](11437/26): Loss 0.1849, Sem 0.1849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.728e-01 Score 94.203 Data time: 0.2458, Forward time: 2.2659, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.2765 [2020-11-16 10:20:40,718][root][INFO] - ===> Epoch[438](11438/26): Loss 0.1695, Sem 0.1695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.727e-01 Score 94.425 Data time: 0.1335, Forward time: 2.2658, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.0140 [2020-11-16 10:20:48,046][root][INFO] - ===> Epoch[438](11439/26): Loss 0.1748, Sem 0.1748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.727e-01 Score 94.160 Data time: 0.1632, Forward time: 2.2657, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 7.2435 [2020-11-16 10:20:54,297][root][INFO] - ===> Epoch[438](11440/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.727e-01 Score 95.319 Data time: 0.1658, Forward time: 2.2656, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.1718 [2020-11-16 10:20:59,187][root][INFO] - ===> Epoch[438](11441/26): Loss 0.1655, Sem 0.1655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.726e-01 Score 94.365 Data time: 0.1940, Forward time: 2.2655, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.7855 [2020-11-16 10:21:05,443][root][INFO] - ===> Epoch[438](11442/26): Loss 0.1533, Sem 0.1533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.726e-01 Score 94.803 Data time: 0.2804, Forward time: 2.2657, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.1679 [2020-11-16 10:21:10,678][root][INFO] - ===> Epoch[438](11443/26): Loss 0.1632, Sem 0.1632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.726e-01 Score 94.800 Data time: 0.1766, Forward time: 2.2657, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.1063 [2020-11-16 10:21:15,903][root][INFO] - ===> Epoch[438](11444/26): Loss 0.1676, Sem 0.1676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.725e-01 Score 94.793 Data time: 0.2149, Forward time: 2.2657, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.1187 [2020-11-16 10:21:22,726][root][INFO] - ===> Epoch[438](11445/26): Loss 0.1604, Sem 0.1604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.725e-01 Score 94.678 Data time: 0.2023, Forward time: 2.2657, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.7225 [2020-11-16 10:21:27,709][root][INFO] - ===> Epoch[438](11446/26): Loss 0.1522, Sem 0.1522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.724e-01 Score 95.055 Data time: 0.1307, Forward time: 2.2656, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.8695 [2020-11-16 10:21:33,024][root][INFO] - ===> Epoch[438](11447/26): Loss 0.1458, Sem 0.1458, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.724e-01 Score 95.212 Data time: 0.1971, Forward time: 2.2656, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.2118 [2020-11-16 10:21:39,165][root][INFO] - ===> Epoch[438](11448/26): Loss 0.1576, Sem 0.1576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.724e-01 Score 94.933 Data time: 0.1503, Forward time: 2.2655, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.0394 [2020-11-16 10:21:43,908][root][INFO] - ===> Epoch[438](11449/26): Loss 0.1478, Sem 0.1478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.723e-01 Score 94.770 Data time: 0.2011, Forward time: 2.2655, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.6286 [2020-11-16 10:21:49,810][root][INFO] - ===> Epoch[438](11450/26): Loss 0.1223, Sem 0.1223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.723e-01 Score 95.864 Data time: 0.1747, Forward time: 2.2654, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.8026 [2020-11-16 10:21:54,979][root][INFO] - ===> Epoch[438](11451/26): Loss 0.1499, Sem 0.1499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.722e-01 Score 94.997 Data time: 0.2096, Forward time: 2.2655, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.0799 [2020-11-16 10:21:59,969][root][INFO] - ===> Epoch[438](11452/26): Loss 0.1406, Sem 0.1406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.722e-01 Score 95.099 Data time: 0.2092, Forward time: 2.2655, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.8718 [2020-11-16 10:22:06,325][root][INFO] - ===> Epoch[438](11453/26): Loss 0.1474, Sem 0.1474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.722e-01 Score 95.276 Data time: 0.1789, Forward time: 2.2654, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.2398 [2020-11-16 10:22:12,293][root][INFO] - ===> Epoch[438](11454/26): Loss 0.1440, Sem 0.1440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.721e-01 Score 95.234 Data time: 0.1341, Forward time: 2.2653, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.8456 [2020-11-16 10:22:18,491][root][INFO] - ===> Epoch[438](11455/26): Loss 0.1732, Sem 0.1732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.721e-01 Score 94.360 Data time: 0.2311, Forward time: 2.2654, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.1207 [2020-11-16 10:22:24,294][root][INFO] - ===> Epoch[438](11456/26): Loss 0.1645, Sem 0.1645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.720e-01 Score 94.731 Data time: 0.1883, Forward time: 2.2654, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6752 [2020-11-16 10:22:30,163][root][INFO] - ===> Epoch[438](11457/26): Loss 0.1409, Sem 0.1409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.720e-01 Score 95.331 Data time: 0.1619, Forward time: 2.2653, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.7563 [2020-11-16 10:22:35,487][root][INFO] - ===> Epoch[438](11458/26): Loss 0.1479, Sem 0.1479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.720e-01 Score 95.418 Data time: 0.2854, Forward time: 2.2654, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.2078 [2020-11-16 10:22:40,877][root][INFO] - ===> Epoch[438](11459/26): Loss 0.1620, Sem 0.1620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.719e-01 Score 94.555 Data time: 0.2216, Forward time: 2.2654, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.2824 [2020-11-16 10:22:46,538][root][INFO] - ===> Epoch[438](11460/26): Loss 0.1835, Sem 0.1835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.719e-01 Score 93.743 Data time: 0.2393, Forward time: 2.2655, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.5412 [2020-11-16 10:22:51,978][root][INFO] - ===> Epoch[439](11461/26): Loss 0.1433, Sem 0.1433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.718e-01 Score 95.139 Data time: 0.1768, Forward time: 2.2655, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.2943 [2020-11-16 10:22:58,197][root][INFO] - ===> Epoch[439](11462/26): Loss 0.1559, Sem 0.1559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.718e-01 Score 94.990 Data time: 0.3321, Forward time: 2.2656, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.1249 [2020-11-16 10:23:04,250][root][INFO] - ===> Epoch[439](11463/26): Loss 0.1474, Sem 0.1474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.718e-01 Score 94.835 Data time: 0.1517, Forward time: 2.2656, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.9017 [2020-11-16 10:23:09,731][root][INFO] - ===> Epoch[439](11464/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.717e-01 Score 94.897 Data time: 0.1661, Forward time: 2.2655, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.3838 [2020-11-16 10:23:14,612][root][INFO] - ===> Epoch[439](11465/26): Loss 0.1435, Sem 0.1435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.717e-01 Score 95.002 Data time: 0.2357, Forward time: 2.2655, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.7865 [2020-11-16 10:23:21,618][root][INFO] - ===> Epoch[439](11466/26): Loss 0.1404, Sem 0.1404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.717e-01 Score 95.165 Data time: 0.3738, Forward time: 2.2658, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.9012 [2020-11-16 10:23:26,218][root][INFO] - ===> Epoch[439](11467/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.716e-01 Score 95.076 Data time: 0.1384, Forward time: 2.2657, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.4808 [2020-11-16 10:23:31,741][root][INFO] - ===> Epoch[439](11468/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.716e-01 Score 94.028 Data time: 0.1533, Forward time: 2.2656, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.4270 [2020-11-16 10:23:36,612][root][INFO] - ===> Epoch[439](11469/26): Loss 0.1470, Sem 0.1470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.715e-01 Score 95.210 Data time: 0.1746, Forward time: 2.2655, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.7885 [2020-11-16 10:23:42,195][root][INFO] - ===> Epoch[439](11470/26): Loss 0.1569, Sem 0.1569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.715e-01 Score 94.782 Data time: 0.2508, Forward time: 2.2656, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.5072 [2020-11-16 10:23:48,060][root][INFO] - ===> Epoch[439](11471/26): Loss 0.1729, Sem 0.1729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.715e-01 Score 93.950 Data time: 0.1277, Forward time: 2.2655, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.7721 [2020-11-16 10:23:53,506][root][INFO] - ===> Epoch[439](11472/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.714e-01 Score 95.285 Data time: 0.2149, Forward time: 2.2655, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.3614 [2020-11-16 10:23:58,267][root][INFO] - ===> Epoch[439](11473/26): Loss 0.1649, Sem 0.1649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.714e-01 Score 94.457 Data time: 0.2035, Forward time: 2.2656, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 4.6696 [2020-11-16 10:24:04,464][root][INFO] - ===> Epoch[439](11474/26): Loss 0.1400, Sem 0.1400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.713e-01 Score 95.399 Data time: 0.2841, Forward time: 2.2657, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.1036 [2020-11-16 10:24:10,800][root][INFO] - ===> Epoch[439](11475/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.713e-01 Score 95.568 Data time: 0.2616, Forward time: 2.2659, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.2194 [2020-11-16 10:24:16,827][root][INFO] - ===> Epoch[439](11476/26): Loss 0.1469, Sem 0.1469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.713e-01 Score 95.329 Data time: 0.2140, Forward time: 2.2659, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.9036 [2020-11-16 10:24:22,250][root][INFO] - ===> Epoch[439](11477/26): Loss 0.1551, Sem 0.1551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.712e-01 Score 94.711 Data time: 0.1232, Forward time: 2.2658, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.3424 [2020-11-16 10:24:28,348][root][INFO] - ===> Epoch[439](11478/26): Loss 0.1595, Sem 0.1595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.712e-01 Score 95.161 Data time: 0.1821, Forward time: 2.2658, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.0276 [2020-11-16 10:24:33,320][root][INFO] - ===> Epoch[439](11479/26): Loss 0.1643, Sem 0.1643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.711e-01 Score 94.642 Data time: 0.1675, Forward time: 2.2657, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 4.9121 [2020-11-16 10:24:40,686][root][INFO] - ===> Epoch[439](11480/26): Loss 0.1797, Sem 0.1797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.711e-01 Score 94.050 Data time: 0.1947, Forward time: 2.2657, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 7.2701 [2020-11-16 10:24:46,600][root][INFO] - ===> Epoch[439](11481/26): Loss 0.1571, Sem 0.1571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.711e-01 Score 94.842 Data time: 0.2079, Forward time: 2.2657, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.7935 [2020-11-16 10:24:51,730][root][INFO] - ===> Epoch[439](11482/26): Loss 0.1414, Sem 0.1414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.710e-01 Score 95.431 Data time: 0.1452, Forward time: 2.2656, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.0126 [2020-11-16 10:24:57,830][root][INFO] - ===> Epoch[439](11483/26): Loss 0.1506, Sem 0.1506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.710e-01 Score 94.947 Data time: 0.1378, Forward time: 2.2655, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.0402 [2020-11-16 10:25:03,721][root][INFO] - ===> Epoch[439](11484/26): Loss 0.1544, Sem 0.1544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.709e-01 Score 94.712 Data time: 0.1907, Forward time: 2.2655, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.8036 [2020-11-16 10:25:10,177][root][INFO] - ===> Epoch[439](11485/26): Loss 0.1661, Sem 0.1661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.709e-01 Score 94.555 Data time: 0.2170, Forward time: 2.2654, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.3527 [2020-11-16 10:25:16,092][root][INFO] - ===> Epoch[439](11486/26): Loss 0.1649, Sem 0.1649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.709e-01 Score 94.611 Data time: 0.2104, Forward time: 2.2655, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.8067 [2020-11-16 10:25:20,471][root][INFO] - ===> Epoch[440](11487/26): Loss 0.1563, Sem 0.1563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.708e-01 Score 95.024 Data time: 0.1785, Forward time: 2.2654, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.2785 [2020-11-16 10:25:27,139][root][INFO] - ===> Epoch[440](11488/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.708e-01 Score 94.600 Data time: 0.1887, Forward time: 2.2654, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.5690 [2020-11-16 10:25:32,530][root][INFO] - ===> Epoch[440](11489/26): Loss 0.1463, Sem 0.1463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.707e-01 Score 94.950 Data time: 0.1223, Forward time: 2.2653, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.2896 [2020-11-16 10:25:38,156][root][INFO] - ===> Epoch[440](11490/26): Loss 0.1360, Sem 0.1360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.707e-01 Score 95.432 Data time: 0.2451, Forward time: 2.2654, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.5653 [2020-11-16 10:25:43,243][root][INFO] - ===> Epoch[440](11491/26): Loss 0.1399, Sem 0.1399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.707e-01 Score 95.390 Data time: 0.1313, Forward time: 2.2652, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.9688 [2020-11-16 10:25:48,951][root][INFO] - ===> Epoch[440](11492/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.706e-01 Score 95.355 Data time: 0.2622, Forward time: 2.2654, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6236 [2020-11-16 10:25:54,646][root][INFO] - ===> Epoch[440](11493/26): Loss 0.1556, Sem 0.1556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.706e-01 Score 94.918 Data time: 0.2380, Forward time: 2.2654, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.5871 [2020-11-16 10:26:01,208][root][INFO] - ===> Epoch[440](11494/26): Loss 0.1502, Sem 0.1502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.706e-01 Score 95.098 Data time: 0.2120, Forward time: 2.2655, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.4611 [2020-11-16 10:26:06,177][root][INFO] - ===> Epoch[440](11495/26): Loss 0.1647, Sem 0.1647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.705e-01 Score 94.246 Data time: 0.2278, Forward time: 2.2655, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.8529 [2020-11-16 10:26:12,341][root][INFO] - ===> Epoch[440](11496/26): Loss 0.1633, Sem 0.1633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.705e-01 Score 94.288 Data time: 0.2269, Forward time: 2.2655, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.0769 [2020-11-16 10:26:17,667][root][INFO] - ===> Epoch[440](11497/26): Loss 0.1317, Sem 0.1317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.704e-01 Score 95.614 Data time: 0.1601, Forward time: 2.2654, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.2331 [2020-11-16 10:26:22,194][root][INFO] - ===> Epoch[440](11498/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.704e-01 Score 95.812 Data time: 0.1510, Forward time: 2.2653, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.4736 [2020-11-16 10:26:28,943][root][INFO] - ===> Epoch[440](11499/26): Loss 0.1516, Sem 0.1516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.704e-01 Score 94.904 Data time: 0.1744, Forward time: 2.2653, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.6830 [2020-11-16 10:26:34,405][root][INFO] - ===> Epoch[440](11500/26): Loss 0.1591, Sem 0.1591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.703e-01 Score 94.542 Data time: 0.1832, Forward time: 2.2652, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.3862 [2020-11-16 10:26:35,095][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 10:26:35,219][root][INFO] - ===> Start testing [2020-11-16 10:27:47,093][root][INFO] - 101/312: Data time: 0.0039, Iter time: 0.2067 Loss 1.274 (AVG: 0.494) Score 77.719 (AVG: 88.965) mIOU 69.351 mAP 74.747 mAcc 77.382 IOU: 83.747 96.051 66.933 76.131 92.895 84.700 74.985 56.527 54.629 80.332 27.347 55.105 57.697 62.611 74.301 54.642 92.358 60.935 81.069 54.029 mAP: 79.990 97.436 73.362 66.315 92.134 88.969 80.391 70.454 70.071 75.946 53.658 54.955 54.761 70.049 79.700 73.742 96.760 83.159 68.928 64.165 mAcc: 94.649 97.931 86.246 80.974 97.206 98.543 90.948 73.035 68.323 88.436 31.417 68.483 69.476 65.292 74.781 60.372 93.933 66.980 85.529 55.095 [2020-11-16 10:29:05,253][root][INFO] - 201/312: Data time: 0.0498, Iter time: 0.4159 Loss 0.401 (AVG: 0.498) Score 89.989 (AVG: 88.837) mIOU 69.546 mAP 74.537 mAcc 77.551 IOU: 83.997 96.255 61.711 73.861 90.600 82.936 74.464 57.970 56.936 80.454 31.127 58.822 57.408 65.472 53.733 65.678 93.975 62.609 88.756 54.162 mAP: 79.693 97.673 68.249 64.284 90.768 85.997 77.232 70.578 67.358 71.735 56.571 57.426 60.687 72.853 60.087 84.888 96.945 84.707 78.603 64.413 mAcc: 94.499 98.151 83.541 78.965 95.056 95.579 89.068 77.581 70.763 87.606 36.428 68.742 69.973 67.830 55.295 69.237 95.622 68.407 92.362 56.319 [2020-11-16 10:30:24,392][root][INFO] - 301/312: Data time: 0.0061, Iter time: 0.2145 Loss 0.421 (AVG: 0.498) Score 88.344 (AVG: 88.830) mIOU 69.491 mAP 74.466 mAcc 77.560 IOU: 83.857 96.451 60.494 77.163 90.456 83.897 72.782 60.452 57.145 78.788 25.349 58.052 57.384 68.871 46.532 68.070 93.759 65.105 87.374 57.845 mAP: 79.830 97.703 66.323 68.806 90.430 81.841 74.841 72.003 67.438 70.179 53.790 55.708 60.908 76.032 57.418 88.818 97.446 85.758 80.673 63.372 mAcc: 94.267 98.333 80.466 81.244 95.187 94.674 87.006 79.361 70.854 86.059 31.061 68.827 69.885 71.572 47.505 73.460 96.140 72.409 92.316 60.564 [2020-11-16 10:30:34,323][root][INFO] - 312/312: Data time: 0.0020, Iter time: 0.2717 Loss 0.356 (AVG: 0.485) Score 92.918 (AVG: 89.049) mIOU 69.646 mAP 74.605 mAcc 77.698 IOU: 84.082 96.499 60.722 77.783 90.735 83.093 74.001 60.719 57.602 78.763 25.889 58.110 56.997 68.674 47.258 68.070 93.758 64.995 87.374 57.792 mAP: 79.866 97.757 66.073 69.739 90.702 82.071 75.565 72.516 68.131 70.179 54.132 55.392 60.894 74.608 58.320 88.818 97.446 85.669 80.673 63.551 mAcc: 94.279 98.329 80.408 81.813 95.366 94.642 87.707 79.635 71.397 86.059 31.672 68.836 69.478 71.359 48.226 73.460 96.140 72.371 92.316 60.476 [2020-11-16 10:30:34,324][root][INFO] - Finished test. Elapsed time: 239.1032 [2020-11-16 10:30:35,039][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-16 10:30:35,161][root][INFO] - Current best mIoU: 69.646 at iter 11500 [2020-11-16 10:30:40,082][root][INFO] - ===> Epoch[440](11501/26): Loss 0.1461, Sem 0.1461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.703e-01 Score 95.081 Data time: 0.2316, Forward time: 2.2653, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.9156 [2020-11-16 10:30:46,370][root][INFO] - ===> Epoch[440](11502/26): Loss 0.1372, Sem 0.1372, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.702e-01 Score 95.355 Data time: 0.2518, Forward time: 2.2654, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.1885 [2020-11-16 10:30:51,289][root][INFO] - ===> Epoch[440](11503/26): Loss 0.1357, Sem 0.1357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.702e-01 Score 95.258 Data time: 0.1853, Forward time: 2.2654, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.8019 [2020-11-16 10:30:56,533][root][INFO] - ===> Epoch[440](11504/26): Loss 0.1357, Sem 0.1357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.702e-01 Score 95.375 Data time: 0.2141, Forward time: 2.2654, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.1639 [2020-11-16 10:31:02,633][root][INFO] - ===> Epoch[440](11505/26): Loss 0.1594, Sem 0.1594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.701e-01 Score 94.653 Data time: 0.2038, Forward time: 2.2654, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.0003 [2020-11-16 10:31:08,492][root][INFO] - ===> Epoch[440](11506/26): Loss 0.1583, Sem 0.1583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.701e-01 Score 94.336 Data time: 0.1516, Forward time: 2.2653, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.7649 [2020-11-16 10:31:14,773][root][INFO] - ===> Epoch[440](11507/26): Loss 0.1461, Sem 0.1461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.700e-01 Score 95.108 Data time: 0.2191, Forward time: 2.2653, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.2096 [2020-11-16 10:31:20,306][root][INFO] - ===> Epoch[440](11508/26): Loss 0.1460, Sem 0.1460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.700e-01 Score 95.213 Data time: 0.1881, Forward time: 2.2653, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.4226 [2020-11-16 10:31:26,107][root][INFO] - ===> Epoch[440](11509/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.700e-01 Score 95.785 Data time: 0.2868, Forward time: 2.2654, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.7049 [2020-11-16 10:31:32,308][root][INFO] - ===> Epoch[440](11510/26): Loss 0.1735, Sem 0.1735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.699e-01 Score 93.927 Data time: 0.2711, Forward time: 2.2656, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.1023 [2020-11-16 10:31:38,408][root][INFO] - ===> Epoch[440](11511/26): Loss 0.1382, Sem 0.1382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.699e-01 Score 95.346 Data time: 0.2126, Forward time: 2.2657, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.9799 [2020-11-16 10:31:44,193][root][INFO] - ===> Epoch[440](11512/26): Loss 0.1387, Sem 0.1387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.698e-01 Score 95.405 Data time: 0.1954, Forward time: 2.2656, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.6757 [2020-11-16 10:31:50,043][root][INFO] - ===> Epoch[441](11513/26): Loss 0.1337, Sem 0.1337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.698e-01 Score 95.057 Data time: 0.2843, Forward time: 2.2658, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7584 [2020-11-16 10:31:55,813][root][INFO] - ===> Epoch[441](11514/26): Loss 0.1210, Sem 0.1210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.698e-01 Score 95.933 Data time: 0.1556, Forward time: 2.2657, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.6631 [2020-11-16 10:32:01,653][root][INFO] - ===> Epoch[441](11515/26): Loss 0.1413, Sem 0.1413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.697e-01 Score 95.298 Data time: 0.2746, Forward time: 2.2658, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7635 [2020-11-16 10:32:07,658][root][INFO] - ===> Epoch[441](11516/26): Loss 0.1410, Sem 0.1410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.697e-01 Score 95.251 Data time: 0.2785, Forward time: 2.2660, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.8964 [2020-11-16 10:32:14,124][root][INFO] - ===> Epoch[441](11517/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.697e-01 Score 94.911 Data time: 0.2078, Forward time: 2.2660, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.3631 [2020-11-16 10:32:19,520][root][INFO] - ===> Epoch[441](11518/26): Loss 0.1340, Sem 0.1340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.696e-01 Score 95.433 Data time: 0.1321, Forward time: 2.2659, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.2850 [2020-11-16 10:32:25,883][root][INFO] - ===> Epoch[441](11519/26): Loss 0.1318, Sem 0.1318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.696e-01 Score 95.434 Data time: 0.2711, Forward time: 2.2660, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.3163 [2020-11-16 10:32:31,230][root][INFO] - ===> Epoch[441](11520/26): Loss 0.1420, Sem 0.1420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.695e-01 Score 95.189 Data time: 0.2237, Forward time: 2.2661, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.2470 [2020-11-16 10:32:36,748][root][INFO] - ===> Epoch[441](11521/26): Loss 0.1310, Sem 0.1310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.695e-01 Score 95.569 Data time: 0.2517, Forward time: 2.2661, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.4368 [2020-11-16 10:32:41,984][root][INFO] - ===> Epoch[441](11522/26): Loss 0.1303, Sem 0.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.695e-01 Score 95.618 Data time: 0.1789, Forward time: 2.2661, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.1321 [2020-11-16 10:32:47,674][root][INFO] - ===> Epoch[441](11523/26): Loss 0.1714, Sem 0.1714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.694e-01 Score 94.432 Data time: 0.1708, Forward time: 2.2660, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.6040 [2020-11-16 10:32:53,160][root][INFO] - ===> Epoch[441](11524/26): Loss 0.1413, Sem 0.1413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.694e-01 Score 95.226 Data time: 0.2418, Forward time: 2.2660, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.4037 [2020-11-16 10:32:58,225][root][INFO] - ===> Epoch[441](11525/26): Loss 0.1407, Sem 0.1407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.693e-01 Score 95.425 Data time: 0.1892, Forward time: 2.2660, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.9746 [2020-11-16 10:33:04,449][root][INFO] - ===> Epoch[441](11526/26): Loss 0.1252, Sem 0.1252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.693e-01 Score 95.497 Data time: 0.2213, Forward time: 2.2661, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.1460 [2020-11-16 10:33:10,211][root][INFO] - ===> Epoch[441](11527/26): Loss 0.1536, Sem 0.1536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.693e-01 Score 95.147 Data time: 0.1832, Forward time: 2.2661, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.6320 [2020-11-16 10:33:14,631][root][INFO] - ===> Epoch[441](11528/26): Loss 0.1534, Sem 0.1534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.692e-01 Score 95.029 Data time: 0.1855, Forward time: 2.2660, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.3157 [2020-11-16 10:33:19,893][root][INFO] - ===> Epoch[441](11529/26): Loss 0.1551, Sem 0.1551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.692e-01 Score 94.434 Data time: 0.1864, Forward time: 2.2660, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.1795 [2020-11-16 10:33:25,150][root][INFO] - ===> Epoch[441](11530/26): Loss 0.1660, Sem 0.1660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.691e-01 Score 94.590 Data time: 0.2053, Forward time: 2.2660, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.1704 [2020-11-16 10:33:31,093][root][INFO] - ===> Epoch[441](11531/26): Loss 0.1387, Sem 0.1387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.691e-01 Score 95.101 Data time: 0.1822, Forward time: 2.2660, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.8417 [2020-11-16 10:33:36,719][root][INFO] - ===> Epoch[441](11532/26): Loss 0.1686, Sem 0.1686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.691e-01 Score 94.533 Data time: 0.1590, Forward time: 2.2659, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.5233 [2020-11-16 10:33:42,180][root][INFO] - ===> Epoch[441](11533/26): Loss 0.1600, Sem 0.1600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.690e-01 Score 94.716 Data time: 0.1430, Forward time: 2.2658, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3837 [2020-11-16 10:33:47,525][root][INFO] - ===> Epoch[441](11534/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.690e-01 Score 95.140 Data time: 0.2187, Forward time: 2.2658, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.2760 [2020-11-16 10:33:52,472][root][INFO] - ===> Epoch[441](11535/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.689e-01 Score 94.744 Data time: 0.2167, Forward time: 2.2658, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 4.8227 [2020-11-16 10:33:58,983][root][INFO] - ===> Epoch[441](11536/26): Loss 0.1709, Sem 0.1709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.689e-01 Score 94.190 Data time: 0.1353, Forward time: 2.2657, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.4094 [2020-11-16 10:34:04,542][root][INFO] - ===> Epoch[441](11537/26): Loss 0.1367, Sem 0.1367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.689e-01 Score 95.482 Data time: 0.1833, Forward time: 2.2657, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.4743 [2020-11-16 10:34:11,068][root][INFO] - ===> Epoch[441](11538/26): Loss 0.1312, Sem 0.1312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.688e-01 Score 95.663 Data time: 0.2518, Forward time: 2.2657, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.4137 [2020-11-16 10:34:18,026][root][INFO] - ===> Epoch[442](11539/26): Loss 0.1445, Sem 0.1445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.688e-01 Score 95.268 Data time: 0.3658, Forward time: 2.2659, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.8461 [2020-11-16 10:34:22,877][root][INFO] - ===> Epoch[442](11540/26): Loss 0.1300, Sem 0.1300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.687e-01 Score 95.689 Data time: 0.1741, Forward time: 2.2659, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.7099 [2020-11-16 10:34:30,206][root][INFO] - ===> Epoch[442](11541/26): Loss 0.1367, Sem 0.1367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.687e-01 Score 95.350 Data time: 0.1376, Forward time: 2.2658, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 7.2267 [2020-11-16 10:34:35,512][root][INFO] - ===> Epoch[442](11542/26): Loss 0.1419, Sem 0.1419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.687e-01 Score 95.156 Data time: 0.1547, Forward time: 2.2657, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.2354 [2020-11-16 10:34:41,337][root][INFO] - ===> Epoch[442](11543/26): Loss 0.1571, Sem 0.1571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.686e-01 Score 94.537 Data time: 0.1715, Forward time: 2.2657, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.7367 [2020-11-16 10:34:47,476][root][INFO] - ===> Epoch[442](11544/26): Loss 0.1508, Sem 0.1508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.686e-01 Score 94.750 Data time: 0.2328, Forward time: 2.2656, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.0493 [2020-11-16 10:34:53,611][root][INFO] - ===> Epoch[442](11545/26): Loss 0.1417, Sem 0.1417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.686e-01 Score 95.127 Data time: 0.1808, Forward time: 2.2656, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.0350 [2020-11-16 10:34:59,123][root][INFO] - ===> Epoch[442](11546/26): Loss 0.1352, Sem 0.1352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.685e-01 Score 95.336 Data time: 0.1193, Forward time: 2.2654, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.4215 [2020-11-16 10:35:04,134][root][INFO] - ===> Epoch[442](11547/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.685e-01 Score 94.948 Data time: 0.2343, Forward time: 2.2655, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 4.9579 [2020-11-16 10:35:09,429][root][INFO] - ===> Epoch[442](11548/26): Loss 0.1460, Sem 0.1460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.684e-01 Score 95.361 Data time: 0.2437, Forward time: 2.2656, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.1897 [2020-11-16 10:35:15,423][root][INFO] - ===> Epoch[442](11549/26): Loss 0.1468, Sem 0.1468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.684e-01 Score 95.048 Data time: 0.1543, Forward time: 2.2655, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.8789 [2020-11-16 10:35:21,104][root][INFO] - ===> Epoch[442](11550/26): Loss 0.1498, Sem 0.1498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.684e-01 Score 94.873 Data time: 0.2078, Forward time: 2.2655, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.5976 [2020-11-16 10:35:26,201][root][INFO] - ===> Epoch[442](11551/26): Loss 0.1556, Sem 0.1556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.683e-01 Score 95.044 Data time: 0.2205, Forward time: 2.2656, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.9989 [2020-11-16 10:35:32,202][root][INFO] - ===> Epoch[442](11552/26): Loss 0.1289, Sem 0.1289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.683e-01 Score 95.577 Data time: 0.1103, Forward time: 2.2654, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.8838 [2020-11-16 10:35:37,177][root][INFO] - ===> Epoch[442](11553/26): Loss 0.1444, Sem 0.1444, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.682e-01 Score 95.182 Data time: 0.1855, Forward time: 2.2654, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 4.9125 [2020-11-16 10:35:42,271][root][INFO] - ===> Epoch[442](11554/26): Loss 0.1594, Sem 0.1594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.682e-01 Score 95.007 Data time: 0.1887, Forward time: 2.2653, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.0085 [2020-11-16 10:35:47,782][root][INFO] - ===> Epoch[442](11555/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.682e-01 Score 95.427 Data time: 0.1984, Forward time: 2.2653, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.4241 [2020-11-16 10:35:53,468][root][INFO] - ===> Epoch[442](11556/26): Loss 0.1433, Sem 0.1433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.681e-01 Score 95.215 Data time: 0.1879, Forward time: 2.2653, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.5584 [2020-11-16 10:35:58,317][root][INFO] - ===> Epoch[442](11557/26): Loss 0.1419, Sem 0.1419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.681e-01 Score 95.076 Data time: 0.1940, Forward time: 2.2653, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.7537 [2020-11-16 10:36:03,690][root][INFO] - ===> Epoch[442](11558/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.680e-01 Score 95.453 Data time: 0.1953, Forward time: 2.2653, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.2823 [2020-11-16 10:36:09,877][root][INFO] - ===> Epoch[442](11559/26): Loss 0.1542, Sem 0.1542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.680e-01 Score 94.551 Data time: 0.1782, Forward time: 2.2652, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.1015 [2020-11-16 10:36:14,243][root][INFO] - ===> Epoch[442](11560/26): Loss 0.1284, Sem 0.1284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.680e-01 Score 95.549 Data time: 0.1944, Forward time: 2.2652, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.2721 [2020-11-16 10:36:18,948][root][INFO] - ===> Epoch[442](11561/26): Loss 0.1206, Sem 0.1206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.679e-01 Score 95.995 Data time: 0.1565, Forward time: 2.2651, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.5943 [2020-11-16 10:36:23,986][root][INFO] - ===> Epoch[442](11562/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.679e-01 Score 95.006 Data time: 0.2552, Forward time: 2.2651, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.9319 [2020-11-16 10:36:29,483][root][INFO] - ===> Epoch[442](11563/26): Loss 0.1437, Sem 0.1437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.678e-01 Score 95.100 Data time: 0.1759, Forward time: 2.2651, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.3975 [2020-11-16 10:36:34,929][root][INFO] - ===> Epoch[442](11564/26): Loss 0.1485, Sem 0.1485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.678e-01 Score 94.806 Data time: 0.2528, Forward time: 2.2652, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3337 [2020-11-16 10:36:41,103][root][INFO] - ===> Epoch[443](11565/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.678e-01 Score 95.213 Data time: 0.2319, Forward time: 2.2652, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.0460 [2020-11-16 10:36:47,373][root][INFO] - ===> Epoch[443](11566/26): Loss 0.1367, Sem 0.1367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.677e-01 Score 95.282 Data time: 0.2282, Forward time: 2.2653, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.1501 [2020-11-16 10:36:53,034][root][INFO] - ===> Epoch[443](11567/26): Loss 0.1406, Sem 0.1406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.677e-01 Score 95.210 Data time: 0.1673, Forward time: 2.2652, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.5607 [2020-11-16 10:36:58,076][root][INFO] - ===> Epoch[443](11568/26): Loss 0.1416, Sem 0.1416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.677e-01 Score 95.083 Data time: 0.1913, Forward time: 2.2652, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.9647 [2020-11-16 10:37:03,633][root][INFO] - ===> Epoch[443](11569/26): Loss 0.1303, Sem 0.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.676e-01 Score 95.708 Data time: 0.2415, Forward time: 2.2653, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.4656 [2020-11-16 10:37:10,104][root][INFO] - ===> Epoch[443](11570/26): Loss 0.1280, Sem 0.1280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.676e-01 Score 95.648 Data time: 0.1887, Forward time: 2.2653, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.3490 [2020-11-16 10:37:15,195][root][INFO] - ===> Epoch[443](11571/26): Loss 0.1443, Sem 0.1443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.675e-01 Score 95.055 Data time: 0.2336, Forward time: 2.2653, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.0052 [2020-11-16 10:37:20,944][root][INFO] - ===> Epoch[443](11572/26): Loss 0.1578, Sem 0.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.675e-01 Score 94.830 Data time: 0.1670, Forward time: 2.2653, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6473 [2020-11-16 10:37:26,565][root][INFO] - ===> Epoch[443](11573/26): Loss 0.1356, Sem 0.1356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.675e-01 Score 95.315 Data time: 0.1268, Forward time: 2.2652, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.5290 [2020-11-16 10:37:32,159][root][INFO] - ===> Epoch[443](11574/26): Loss 0.1355, Sem 0.1355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.674e-01 Score 95.746 Data time: 0.1873, Forward time: 2.2651, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.5316 [2020-11-16 10:37:38,565][root][INFO] - ===> Epoch[443](11575/26): Loss 0.1376, Sem 0.1376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.674e-01 Score 95.432 Data time: 0.2038, Forward time: 2.2651, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.3160 [2020-11-16 10:37:43,812][root][INFO] - ===> Epoch[443](11576/26): Loss 0.1521, Sem 0.1521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.673e-01 Score 95.048 Data time: 0.2285, Forward time: 2.2651, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.1139 [2020-11-16 10:37:49,852][root][INFO] - ===> Epoch[443](11577/26): Loss 0.1471, Sem 0.1471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.673e-01 Score 95.170 Data time: 0.1854, Forward time: 2.2651, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.9398 [2020-11-16 10:37:54,994][root][INFO] - ===> Epoch[443](11578/26): Loss 0.1256, Sem 0.1256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.673e-01 Score 95.686 Data time: 0.1633, Forward time: 2.2650, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.0605 [2020-11-16 10:38:02,537][root][INFO] - ===> Epoch[443](11579/26): Loss 0.1634, Sem 0.1634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.672e-01 Score 94.464 Data time: 0.2204, Forward time: 2.2651, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 7.4564 [2020-11-16 10:38:07,620][root][INFO] - ===> Epoch[443](11580/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.672e-01 Score 94.827 Data time: 0.1976, Forward time: 2.2651, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.9723 [2020-11-16 10:38:13,234][root][INFO] - ===> Epoch[443](11581/26): Loss 0.1829, Sem 0.1829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.671e-01 Score 94.069 Data time: 0.2092, Forward time: 2.2652, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.5076 [2020-11-16 10:38:17,597][root][INFO] - ===> Epoch[443](11582/26): Loss 0.1402, Sem 0.1402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.671e-01 Score 95.395 Data time: 0.1899, Forward time: 2.2651, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.2441 [2020-11-16 10:38:23,703][root][INFO] - ===> Epoch[443](11583/26): Loss 0.1241, Sem 0.1241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.671e-01 Score 95.788 Data time: 0.1486, Forward time: 2.2650, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.9997 [2020-11-16 10:38:29,266][root][INFO] - ===> Epoch[443](11584/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.670e-01 Score 94.783 Data time: 0.1401, Forward time: 2.2649, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.5011 [2020-11-16 10:38:33,860][root][INFO] - ===> Epoch[443](11585/26): Loss 0.1409, Sem 0.1409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.670e-01 Score 95.191 Data time: 0.1364, Forward time: 2.2648, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.5382 [2020-11-16 10:38:39,526][root][INFO] - ===> Epoch[443](11586/26): Loss 0.1514, Sem 0.1514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.669e-01 Score 94.739 Data time: 0.1810, Forward time: 2.2648, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.6144 [2020-11-16 10:38:44,088][root][INFO] - ===> Epoch[443](11587/26): Loss 0.1295, Sem 0.1295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.669e-01 Score 95.671 Data time: 0.1937, Forward time: 2.2648, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.4626 [2020-11-16 10:38:49,753][root][INFO] - ===> Epoch[443](11588/26): Loss 0.1367, Sem 0.1367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.669e-01 Score 95.544 Data time: 0.1652, Forward time: 2.2647, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.5634 [2020-11-16 10:38:54,615][root][INFO] - ===> Epoch[443](11589/26): Loss 0.1477, Sem 0.1477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.668e-01 Score 95.260 Data time: 0.2085, Forward time: 2.2648, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.7987 [2020-11-16 10:39:00,940][root][INFO] - ===> Epoch[443](11590/26): Loss 0.1919, Sem 0.1919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.668e-01 Score 94.250 Data time: 0.1977, Forward time: 2.2648, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2216 [2020-11-16 10:39:07,982][root][INFO] - ===> Epoch[444](11591/26): Loss 0.1298, Sem 0.1298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.667e-01 Score 95.785 Data time: 0.2093, Forward time: 2.2648, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.9595 [2020-11-16 10:39:13,532][root][INFO] - ===> Epoch[444](11592/26): Loss 0.1519, Sem 0.1519, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.667e-01 Score 95.046 Data time: 0.2055, Forward time: 2.2648, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.4506 [2020-11-16 10:39:18,881][root][INFO] - ===> Epoch[444](11593/26): Loss 0.1520, Sem 0.1520, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.667e-01 Score 95.129 Data time: 0.2103, Forward time: 2.2647, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.2732 [2020-11-16 10:39:24,715][root][INFO] - ===> Epoch[444](11594/26): Loss 0.1502, Sem 0.1502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.666e-01 Score 95.057 Data time: 0.1740, Forward time: 2.2647, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.7387 [2020-11-16 10:39:30,359][root][INFO] - ===> Epoch[444](11595/26): Loss 0.1523, Sem 0.1523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.666e-01 Score 95.071 Data time: 0.2109, Forward time: 2.2647, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.5553 [2020-11-16 10:39:35,601][root][INFO] - ===> Epoch[444](11596/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.666e-01 Score 94.710 Data time: 0.1845, Forward time: 2.2647, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.1510 [2020-11-16 10:39:41,183][root][INFO] - ===> Epoch[444](11597/26): Loss 0.1703, Sem 0.1703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.665e-01 Score 94.407 Data time: 0.1728, Forward time: 2.2646, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.5019 [2020-11-16 10:39:46,764][root][INFO] - ===> Epoch[444](11598/26): Loss 0.2154, Sem 0.2154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.665e-01 Score 93.329 Data time: 0.2505, Forward time: 2.2647, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.4960 [2020-11-16 10:39:53,169][root][INFO] - ===> Epoch[444](11599/26): Loss 0.1584, Sem 0.1584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.664e-01 Score 94.475 Data time: 0.1954, Forward time: 2.2647, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.3071 [2020-11-16 10:39:59,126][root][INFO] - ===> Epoch[444](11600/26): Loss 0.1892, Sem 0.1892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.664e-01 Score 93.671 Data time: 0.1437, Forward time: 2.2646, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.8581 [2020-11-16 10:40:04,553][root][INFO] - ===> Epoch[444](11601/26): Loss 0.2469, Sem 0.2469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.664e-01 Score 93.120 Data time: 0.1907, Forward time: 2.2646, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.3533 [2020-11-16 10:40:10,150][root][INFO] - ===> Epoch[444](11602/26): Loss 0.1811, Sem 0.1811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.663e-01 Score 94.230 Data time: 0.2358, Forward time: 2.2646, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.5056 [2020-11-16 10:40:15,736][root][INFO] - ===> Epoch[444](11603/26): Loss 0.1825, Sem 0.1825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.663e-01 Score 94.025 Data time: 0.2338, Forward time: 2.2647, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.4825 [2020-11-16 10:40:21,671][root][INFO] - ===> Epoch[444](11604/26): Loss 0.1859, Sem 0.1859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.662e-01 Score 93.609 Data time: 0.1871, Forward time: 2.2646, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.8151 [2020-11-16 10:40:26,745][root][INFO] - ===> Epoch[444](11605/26): Loss 0.2214, Sem 0.2214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.662e-01 Score 92.704 Data time: 0.1988, Forward time: 2.2646, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.9898 [2020-11-16 10:40:33,612][root][INFO] - ===> Epoch[444](11606/26): Loss 0.1749, Sem 0.1749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.662e-01 Score 94.545 Data time: 0.1571, Forward time: 2.2645, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.7449 [2020-11-16 10:40:39,130][root][INFO] - ===> Epoch[444](11607/26): Loss 0.1664, Sem 0.1664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.661e-01 Score 94.597 Data time: 0.2277, Forward time: 2.2645, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.4233 [2020-11-16 10:40:46,274][root][INFO] - ===> Epoch[444](11608/26): Loss 0.1927, Sem 0.1927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.661e-01 Score 93.786 Data time: 0.2603, Forward time: 2.2646, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 7.0593 [2020-11-16 10:40:52,042][root][INFO] - ===> Epoch[444](11609/26): Loss 0.1824, Sem 0.1824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.660e-01 Score 94.078 Data time: 0.1729, Forward time: 2.2646, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.6333 [2020-11-16 10:40:57,413][root][INFO] - ===> Epoch[444](11610/26): Loss 0.2061, Sem 0.2061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.660e-01 Score 93.682 Data time: 0.2411, Forward time: 2.2647, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.2899 [2020-11-16 10:41:02,568][root][INFO] - ===> Epoch[444](11611/26): Loss 0.1663, Sem 0.1663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.660e-01 Score 94.496 Data time: 0.1247, Forward time: 2.2645, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.0463 [2020-11-16 10:41:07,955][root][INFO] - ===> Epoch[444](11612/26): Loss 0.1935, Sem 0.1935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.659e-01 Score 93.587 Data time: 0.2085, Forward time: 2.2645, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.2969 [2020-11-16 10:41:13,609][root][INFO] - ===> Epoch[444](11613/26): Loss 0.1742, Sem 0.1742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.659e-01 Score 94.366 Data time: 0.2060, Forward time: 2.2645, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.5558 [2020-11-16 10:41:18,940][root][INFO] - ===> Epoch[444](11614/26): Loss 0.1758, Sem 0.1758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.658e-01 Score 94.259 Data time: 0.1737, Forward time: 2.2644, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.2313 [2020-11-16 10:41:25,262][root][INFO] - ===> Epoch[444](11615/26): Loss 0.1678, Sem 0.1678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.658e-01 Score 94.647 Data time: 0.1038, Forward time: 2.2643, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.2295 [2020-11-16 10:41:31,510][root][INFO] - ===> Epoch[444](11616/26): Loss 0.1456, Sem 0.1456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.658e-01 Score 95.037 Data time: 0.1514, Forward time: 2.2642, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.2121 [2020-11-16 10:41:39,156][root][INFO] - ===> Epoch[445](11617/26): Loss 0.1518, Sem 0.1518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.657e-01 Score 94.970 Data time: 0.2378, Forward time: 2.2642, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 7.5638 [2020-11-16 10:41:44,704][root][INFO] - ===> Epoch[445](11618/26): Loss 0.1745, Sem 0.1745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.657e-01 Score 94.208 Data time: 0.1341, Forward time: 2.2641, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.4400 [2020-11-16 10:41:50,147][root][INFO] - ===> Epoch[445](11619/26): Loss 0.1870, Sem 0.1870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.656e-01 Score 94.077 Data time: 0.1916, Forward time: 2.2641, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.3598 [2020-11-16 10:41:55,078][root][INFO] - ===> Epoch[445](11620/26): Loss 0.1949, Sem 0.1949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.656e-01 Score 93.743 Data time: 0.1483, Forward time: 2.2640, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.8226 [2020-11-16 10:42:00,745][root][INFO] - ===> Epoch[445](11621/26): Loss 0.1907, Sem 0.1907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.656e-01 Score 93.499 Data time: 0.1404, Forward time: 2.2639, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.5961 [2020-11-16 10:42:05,922][root][INFO] - ===> Epoch[445](11622/26): Loss 0.2117, Sem 0.2117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.655e-01 Score 93.326 Data time: 0.1909, Forward time: 2.2639, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.1048 [2020-11-16 10:42:11,354][root][INFO] - ===> Epoch[445](11623/26): Loss 0.1470, Sem 0.1470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.655e-01 Score 95.022 Data time: 0.1799, Forward time: 2.2638, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.3314 [2020-11-16 10:42:16,433][root][INFO] - ===> Epoch[445](11624/26): Loss 0.2288, Sem 0.2288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.655e-01 Score 93.154 Data time: 0.1491, Forward time: 2.2637, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.9972 [2020-11-16 10:42:23,080][root][INFO] - ===> Epoch[445](11625/26): Loss 0.1632, Sem 0.1632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.654e-01 Score 94.748 Data time: 0.1929, Forward time: 2.2637, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.5727 [2020-11-16 10:42:29,749][root][INFO] - ===> Epoch[445](11626/26): Loss 0.1985, Sem 0.1985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.654e-01 Score 93.473 Data time: 0.1489, Forward time: 2.2636, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.5640 [2020-11-16 10:42:34,769][root][INFO] - ===> Epoch[445](11627/26): Loss 0.1877, Sem 0.1877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.653e-01 Score 94.390 Data time: 0.1442, Forward time: 2.2635, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.9261 [2020-11-16 10:42:39,379][root][INFO] - ===> Epoch[445](11628/26): Loss 0.1443, Sem 0.1443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.653e-01 Score 95.423 Data time: 0.1680, Forward time: 2.2635, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.5200 [2020-11-16 10:42:44,634][root][INFO] - ===> Epoch[445](11629/26): Loss 0.1841, Sem 0.1841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.653e-01 Score 94.173 Data time: 0.1952, Forward time: 2.2634, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.1712 [2020-11-16 10:42:50,605][root][INFO] - ===> Epoch[445](11630/26): Loss 0.1748, Sem 0.1748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.652e-01 Score 94.310 Data time: 0.1834, Forward time: 2.2634, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.8569 [2020-11-16 10:42:55,683][root][INFO] - ===> Epoch[445](11631/26): Loss 0.1948, Sem 0.1948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.652e-01 Score 93.869 Data time: 0.1539, Forward time: 2.2633, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.9735 [2020-11-16 10:43:01,208][root][INFO] - ===> Epoch[445](11632/26): Loss 0.1876, Sem 0.1876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.651e-01 Score 93.786 Data time: 0.1649, Forward time: 2.2633, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.4564 [2020-11-16 10:43:06,460][root][INFO] - ===> Epoch[445](11633/26): Loss 0.2121, Sem 0.2121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.651e-01 Score 93.224 Data time: 0.2286, Forward time: 2.2633, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.1462 [2020-11-16 10:43:12,821][root][INFO] - ===> Epoch[445](11634/26): Loss 0.1714, Sem 0.1714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.651e-01 Score 94.419 Data time: 0.2398, Forward time: 2.2634, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.2470 [2020-11-16 10:43:18,827][root][INFO] - ===> Epoch[445](11635/26): Loss 0.2185, Sem 0.2185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.650e-01 Score 93.461 Data time: 0.2551, Forward time: 2.2635, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.8934 [2020-11-16 10:43:25,052][root][INFO] - ===> Epoch[445](11636/26): Loss 0.1946, Sem 0.1946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.650e-01 Score 93.430 Data time: 0.2171, Forward time: 2.2635, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.1141 [2020-11-16 10:43:31,438][root][INFO] - ===> Epoch[445](11637/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.649e-01 Score 94.642 Data time: 0.1712, Forward time: 2.2635, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.2918 [2020-11-16 10:43:36,216][root][INFO] - ===> Epoch[445](11638/26): Loss 0.1824, Sem 0.1824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.649e-01 Score 94.180 Data time: 0.1973, Forward time: 2.2634, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.6854 [2020-11-16 10:43:42,542][root][INFO] - ===> Epoch[445](11639/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.649e-01 Score 94.050 Data time: 0.2082, Forward time: 2.2635, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.2348 [2020-11-16 10:43:48,846][root][INFO] - ===> Epoch[445](11640/26): Loss 0.1768, Sem 0.1768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.648e-01 Score 94.207 Data time: 0.2097, Forward time: 2.2635, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.1682 [2020-11-16 10:43:54,867][root][INFO] - ===> Epoch[445](11641/26): Loss 0.1496, Sem 0.1496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.648e-01 Score 94.929 Data time: 0.1829, Forward time: 2.2635, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.8917 [2020-11-16 10:44:01,475][root][INFO] - ===> Epoch[445](11642/26): Loss 0.2117, Sem 0.2117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.647e-01 Score 92.919 Data time: 0.1779, Forward time: 2.2635, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.5176 [2020-11-16 10:44:08,119][root][INFO] - ===> Epoch[446](11643/26): Loss 0.1875, Sem 0.1875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.647e-01 Score 93.897 Data time: 0.1655, Forward time: 2.2634, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.5411 [2020-11-16 10:44:13,017][root][INFO] - ===> Epoch[446](11644/26): Loss 0.2387, Sem 0.2387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.647e-01 Score 92.353 Data time: 0.1408, Forward time: 2.2633, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.8083 [2020-11-16 10:44:19,346][root][INFO] - ===> Epoch[446](11645/26): Loss 0.1657, Sem 0.1657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.646e-01 Score 94.601 Data time: 0.1629, Forward time: 2.2632, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.2466 [2020-11-16 10:44:26,228][root][INFO] - ===> Epoch[446](11646/26): Loss 0.1713, Sem 0.1713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.646e-01 Score 94.448 Data time: 0.2161, Forward time: 2.2633, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 6.7954 [2020-11-16 10:44:32,740][root][INFO] - ===> Epoch[446](11647/26): Loss 0.1807, Sem 0.1807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.645e-01 Score 94.376 Data time: 0.2626, Forward time: 2.2634, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 6.3935 [2020-11-16 10:44:39,162][root][INFO] - ===> Epoch[446](11648/26): Loss 0.1828, Sem 0.1828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.645e-01 Score 94.097 Data time: 0.3354, Forward time: 2.2636, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.3008 [2020-11-16 10:44:44,808][root][INFO] - ===> Epoch[446](11649/26): Loss 0.1842, Sem 0.1842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.645e-01 Score 93.976 Data time: 0.1808, Forward time: 2.2636, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.5279 [2020-11-16 10:44:50,854][root][INFO] - ===> Epoch[446](11650/26): Loss 0.1816, Sem 0.1816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.644e-01 Score 93.799 Data time: 0.2671, Forward time: 2.2637, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.9447 [2020-11-16 10:44:56,247][root][INFO] - ===> Epoch[446](11651/26): Loss 0.1774, Sem 0.1774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.644e-01 Score 93.884 Data time: 0.2013, Forward time: 2.2638, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.2640 [2020-11-16 10:45:01,449][root][INFO] - ===> Epoch[446](11652/26): Loss 0.2126, Sem 0.2126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.644e-01 Score 92.864 Data time: 0.1342, Forward time: 2.2637, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.0789 [2020-11-16 10:45:06,446][root][INFO] - ===> Epoch[446](11653/26): Loss 0.1946, Sem 0.1946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.643e-01 Score 93.494 Data time: 0.1685, Forward time: 2.2636, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 4.9280 [2020-11-16 10:45:11,729][root][INFO] - ===> Epoch[446](11654/26): Loss 0.1584, Sem 0.1584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.643e-01 Score 94.747 Data time: 0.2237, Forward time: 2.2636, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.2065 [2020-11-16 10:45:17,208][root][INFO] - ===> Epoch[446](11655/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.642e-01 Score 94.957 Data time: 0.1081, Forward time: 2.2634, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.4268 [2020-11-16 10:45:22,647][root][INFO] - ===> Epoch[446](11656/26): Loss 0.1893, Sem 0.1893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.642e-01 Score 93.959 Data time: 0.1857, Forward time: 2.2634, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.3834 [2020-11-16 10:45:27,981][root][INFO] - ===> Epoch[446](11657/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.642e-01 Score 93.323 Data time: 0.1789, Forward time: 2.2633, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.2339 [2020-11-16 10:45:33,411][root][INFO] - ===> Epoch[446](11658/26): Loss 0.2141, Sem 0.2141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.641e-01 Score 93.497 Data time: 0.2030, Forward time: 2.2634, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.3521 [2020-11-16 10:45:38,019][root][INFO] - ===> Epoch[446](11659/26): Loss 0.1768, Sem 0.1768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.641e-01 Score 94.252 Data time: 0.1882, Forward time: 2.2633, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.5142 [2020-11-16 10:45:43,103][root][INFO] - ===> Epoch[446](11660/26): Loss 0.1796, Sem 0.1796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.640e-01 Score 94.412 Data time: 0.2115, Forward time: 2.2633, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.9826 [2020-11-16 10:45:48,372][root][INFO] - ===> Epoch[446](11661/26): Loss 0.1488, Sem 0.1488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.640e-01 Score 95.051 Data time: 0.1689, Forward time: 2.2633, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.1644 [2020-11-16 10:45:53,721][root][INFO] - ===> Epoch[446](11662/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.640e-01 Score 94.663 Data time: 0.2549, Forward time: 2.2634, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.2550 [2020-11-16 10:45:58,632][root][INFO] - ===> Epoch[446](11663/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.639e-01 Score 94.633 Data time: 0.1803, Forward time: 2.2634, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.7810 [2020-11-16 10:46:04,955][root][INFO] - ===> Epoch[446](11664/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.639e-01 Score 95.097 Data time: 0.1385, Forward time: 2.2633, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.2196 [2020-11-16 10:46:11,968][root][INFO] - ===> Epoch[446](11665/26): Loss 0.1955, Sem 0.1955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.638e-01 Score 93.588 Data time: 0.2116, Forward time: 2.2633, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.9459 [2020-11-16 10:46:17,951][root][INFO] - ===> Epoch[446](11666/26): Loss 0.1766, Sem 0.1766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.638e-01 Score 94.595 Data time: 0.1809, Forward time: 2.2633, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.8750 [2020-11-16 10:46:24,135][root][INFO] - ===> Epoch[446](11667/26): Loss 0.1915, Sem 0.1915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.638e-01 Score 93.789 Data time: 0.2047, Forward time: 2.2632, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.0728 [2020-11-16 10:46:29,418][root][INFO] - ===> Epoch[446](11668/26): Loss 0.1645, Sem 0.1645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.637e-01 Score 94.817 Data time: 0.1306, Forward time: 2.2631, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.2152 [2020-11-16 10:46:34,446][root][INFO] - ===> Epoch[447](11669/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.637e-01 Score 94.133 Data time: 0.2331, Forward time: 2.2630, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 4.9414 [2020-11-16 10:46:39,909][root][INFO] - ===> Epoch[447](11670/26): Loss 0.1804, Sem 0.1804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.636e-01 Score 93.838 Data time: 0.2580, Forward time: 2.2631, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.3687 [2020-11-16 10:46:45,214][root][INFO] - ===> Epoch[447](11671/26): Loss 0.2051, Sem 0.2051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.636e-01 Score 93.549 Data time: 0.1933, Forward time: 2.2631, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.2041 [2020-11-16 10:46:50,742][root][INFO] - ===> Epoch[447](11672/26): Loss 0.2219, Sem 0.2219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.636e-01 Score 93.081 Data time: 0.1718, Forward time: 2.2631, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.4266 [2020-11-16 10:46:56,243][root][INFO] - ===> Epoch[447](11673/26): Loss 0.1759, Sem 0.1759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.635e-01 Score 94.186 Data time: 0.1747, Forward time: 2.2631, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.4165 [2020-11-16 10:47:02,151][root][INFO] - ===> Epoch[447](11674/26): Loss 0.1772, Sem 0.1772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.635e-01 Score 94.147 Data time: 0.2027, Forward time: 2.2631, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.8218 [2020-11-16 10:47:07,112][root][INFO] - ===> Epoch[447](11675/26): Loss 0.1937, Sem 0.1937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.634e-01 Score 94.140 Data time: 0.2448, Forward time: 2.2631, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.8671 [2020-11-16 10:47:12,487][root][INFO] - ===> Epoch[447](11676/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.634e-01 Score 93.414 Data time: 0.2682, Forward time: 2.2631, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.2787 [2020-11-16 10:47:18,815][root][INFO] - ===> Epoch[447](11677/26): Loss 0.1869, Sem 0.1869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.634e-01 Score 93.981 Data time: 0.2227, Forward time: 2.2632, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.2228 [2020-11-16 10:47:23,984][root][INFO] - ===> Epoch[447](11678/26): Loss 0.1771, Sem 0.1771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.633e-01 Score 93.974 Data time: 0.2526, Forward time: 2.2633, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.0578 [2020-11-16 10:47:29,682][root][INFO] - ===> Epoch[447](11679/26): Loss 0.2164, Sem 0.2164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.633e-01 Score 92.740 Data time: 0.2578, Forward time: 2.2634, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.5826 [2020-11-16 10:47:35,652][root][INFO] - ===> Epoch[447](11680/26): Loss 0.1986, Sem 0.1986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.633e-01 Score 93.272 Data time: 0.2898, Forward time: 2.2635, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.8428 [2020-11-16 10:47:41,774][root][INFO] - ===> Epoch[447](11681/26): Loss 0.1762, Sem 0.1762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.632e-01 Score 94.072 Data time: 0.3119, Forward time: 2.2637, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.0194 [2020-11-16 10:47:46,725][root][INFO] - ===> Epoch[447](11682/26): Loss 0.1734, Sem 0.1734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.632e-01 Score 94.319 Data time: 0.2110, Forward time: 2.2637, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.8342 [2020-11-16 10:47:51,967][root][INFO] - ===> Epoch[447](11683/26): Loss 0.1803, Sem 0.1803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.631e-01 Score 94.035 Data time: 0.1650, Forward time: 2.2636, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.1688 [2020-11-16 10:47:56,616][root][INFO] - ===> Epoch[447](11684/26): Loss 0.1921, Sem 0.1921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.631e-01 Score 93.499 Data time: 0.2058, Forward time: 2.2636, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.5727 [2020-11-16 10:48:01,303][root][INFO] - ===> Epoch[447](11685/26): Loss 0.2108, Sem 0.2108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.631e-01 Score 92.767 Data time: 0.1599, Forward time: 2.2636, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.6109 [2020-11-16 10:48:07,026][root][INFO] - ===> Epoch[447](11686/26): Loss 0.2049, Sem 0.2049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.630e-01 Score 93.535 Data time: 0.1811, Forward time: 2.2635, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.6371 [2020-11-16 10:48:13,471][root][INFO] - ===> Epoch[447](11687/26): Loss 0.2131, Sem 0.2131, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.630e-01 Score 92.769 Data time: 0.1461, Forward time: 2.2634, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.3579 [2020-11-16 10:48:18,398][root][INFO] - ===> Epoch[447](11688/26): Loss 0.1811, Sem 0.1811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.629e-01 Score 94.426 Data time: 0.1956, Forward time: 2.2634, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.8526 [2020-11-16 10:48:22,946][root][INFO] - ===> Epoch[447](11689/26): Loss 0.1643, Sem 0.1643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.629e-01 Score 94.430 Data time: 0.1767, Forward time: 2.2634, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.4514 [2020-11-16 10:48:29,613][root][INFO] - ===> Epoch[447](11690/26): Loss 0.1854, Sem 0.1854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.629e-01 Score 93.843 Data time: 0.3531, Forward time: 2.2636, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.5767 [2020-11-16 10:48:34,549][root][INFO] - ===> Epoch[447](11691/26): Loss 0.1843, Sem 0.1843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.628e-01 Score 93.894 Data time: 0.1993, Forward time: 2.2635, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.8049 [2020-11-16 10:48:39,653][root][INFO] - ===> Epoch[447](11692/26): Loss 0.1781, Sem 0.1781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.628e-01 Score 94.002 Data time: 0.1925, Forward time: 2.2635, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.0096 [2020-11-16 10:48:45,856][root][INFO] - ===> Epoch[447](11693/26): Loss 0.1785, Sem 0.1785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.627e-01 Score 94.297 Data time: 0.2611, Forward time: 2.2637, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.1264 [2020-11-16 10:48:51,220][root][INFO] - ===> Epoch[447](11694/26): Loss 0.1447, Sem 0.1447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.627e-01 Score 95.278 Data time: 0.2699, Forward time: 2.2637, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.2378 [2020-11-16 10:48:56,829][root][INFO] - ===> Epoch[448](11695/26): Loss 0.1595, Sem 0.1595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.627e-01 Score 94.563 Data time: 0.1744, Forward time: 2.2637, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.5028 [2020-11-16 10:49:02,874][root][INFO] - ===> Epoch[448](11696/26): Loss 0.1917, Sem 0.1917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.626e-01 Score 94.303 Data time: 0.1128, Forward time: 2.2635, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.9540 [2020-11-16 10:49:08,662][root][INFO] - ===> Epoch[448](11697/26): Loss 0.1635, Sem 0.1635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.626e-01 Score 94.517 Data time: 0.2158, Forward time: 2.2636, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.7475 [2020-11-16 10:49:14,591][root][INFO] - ===> Epoch[448](11698/26): Loss 0.1718, Sem 0.1718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.625e-01 Score 94.257 Data time: 0.2076, Forward time: 2.2636, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.8253 [2020-11-16 10:49:20,183][root][INFO] - ===> Epoch[448](11699/26): Loss 0.1562, Sem 0.1562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.625e-01 Score 94.957 Data time: 0.2063, Forward time: 2.2636, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.4745 [2020-11-16 10:49:26,005][root][INFO] - ===> Epoch[448](11700/26): Loss 0.1831, Sem 0.1831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.625e-01 Score 94.120 Data time: 0.2303, Forward time: 2.2637, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.7286 [2020-11-16 10:49:30,121][root][INFO] - ===> Epoch[448](11701/26): Loss 0.1708, Sem 0.1708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.624e-01 Score 94.537 Data time: 0.1816, Forward time: 2.2637, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.0006 [2020-11-16 10:49:35,984][root][INFO] - ===> Epoch[448](11702/26): Loss 0.1799, Sem 0.1799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.624e-01 Score 93.911 Data time: 0.1807, Forward time: 2.2636, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.7865 [2020-11-16 10:49:41,465][root][INFO] - ===> Epoch[448](11703/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.623e-01 Score 95.202 Data time: 0.1534, Forward time: 2.2635, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.3809 [2020-11-16 10:49:46,955][root][INFO] - ===> Epoch[448](11704/26): Loss 0.1578, Sem 0.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.623e-01 Score 94.686 Data time: 0.2450, Forward time: 2.2636, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.4134 [2020-11-16 10:49:52,807][root][INFO] - ===> Epoch[448](11705/26): Loss 0.1719, Sem 0.1719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.623e-01 Score 94.334 Data time: 0.1802, Forward time: 2.2636, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.7677 [2020-11-16 10:49:58,531][root][INFO] - ===> Epoch[448](11706/26): Loss 0.1722, Sem 0.1722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.622e-01 Score 94.105 Data time: 0.1946, Forward time: 2.2636, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.6363 [2020-11-16 10:50:04,741][root][INFO] - ===> Epoch[448](11707/26): Loss 0.1638, Sem 0.1638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.622e-01 Score 94.608 Data time: 0.2070, Forward time: 2.2636, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.0929 [2020-11-16 10:50:09,462][root][INFO] - ===> Epoch[448](11708/26): Loss 0.1831, Sem 0.1831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.622e-01 Score 94.231 Data time: 0.1411, Forward time: 2.2635, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.5951 [2020-11-16 10:50:14,766][root][INFO] - ===> Epoch[448](11709/26): Loss 0.1927, Sem 0.1927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.621e-01 Score 93.682 Data time: 0.2604, Forward time: 2.2636, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.2091 [2020-11-16 10:50:19,644][root][INFO] - ===> Epoch[448](11710/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.621e-01 Score 94.117 Data time: 0.1999, Forward time: 2.2636, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.7750 [2020-11-16 10:50:25,354][root][INFO] - ===> Epoch[448](11711/26): Loss 0.1831, Sem 0.1831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.620e-01 Score 94.282 Data time: 0.2505, Forward time: 2.2637, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.5993 [2020-11-16 10:50:31,300][root][INFO] - ===> Epoch[448](11712/26): Loss 0.1977, Sem 0.1977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.620e-01 Score 93.493 Data time: 0.2024, Forward time: 2.2637, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.8222 [2020-11-16 10:50:37,000][root][INFO] - ===> Epoch[448](11713/26): Loss 0.1706, Sem 0.1706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.620e-01 Score 94.235 Data time: 0.1677, Forward time: 2.2637, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.5988 [2020-11-16 10:50:42,040][root][INFO] - ===> Epoch[448](11714/26): Loss 0.1865, Sem 0.1865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.619e-01 Score 93.775 Data time: 0.2261, Forward time: 2.2637, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.9589 [2020-11-16 10:50:48,999][root][INFO] - ===> Epoch[448](11715/26): Loss 0.1722, Sem 0.1722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.619e-01 Score 94.442 Data time: 0.2024, Forward time: 2.2638, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.8479 [2020-11-16 10:50:55,632][root][INFO] - ===> Epoch[448](11716/26): Loss 0.1693, Sem 0.1693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.618e-01 Score 94.395 Data time: 0.2242, Forward time: 2.2638, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.5260 [2020-11-16 10:51:02,941][root][INFO] - ===> Epoch[448](11717/26): Loss 0.1863, Sem 0.1863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.618e-01 Score 94.043 Data time: 0.3892, Forward time: 2.2641, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 7.2097 [2020-11-16 10:51:09,306][root][INFO] - ===> Epoch[448](11718/26): Loss 0.1764, Sem 0.1764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.618e-01 Score 94.226 Data time: 0.1830, Forward time: 2.2641, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.2326 [2020-11-16 10:51:15,088][root][INFO] - ===> Epoch[448](11719/26): Loss 0.1959, Sem 0.1959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.617e-01 Score 93.515 Data time: 0.1813, Forward time: 2.2640, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.6871 [2020-11-16 10:51:19,723][root][INFO] - ===> Epoch[448](11720/26): Loss 0.1549, Sem 0.1549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.617e-01 Score 94.651 Data time: 0.1543, Forward time: 2.2639, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.5528 [2020-11-16 10:51:25,221][root][INFO] - ===> Epoch[449](11721/26): Loss 0.1633, Sem 0.1633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.616e-01 Score 94.552 Data time: 0.2312, Forward time: 2.2640, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.4199 [2020-11-16 10:51:30,105][root][INFO] - ===> Epoch[449](11722/26): Loss 0.1697, Sem 0.1697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.616e-01 Score 94.164 Data time: 0.1774, Forward time: 2.2640, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.7600 [2020-11-16 10:51:35,724][root][INFO] - ===> Epoch[449](11723/26): Loss 0.1555, Sem 0.1555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.616e-01 Score 95.125 Data time: 0.1977, Forward time: 2.2640, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.5339 [2020-11-16 10:51:41,670][root][INFO] - ===> Epoch[449](11724/26): Loss 0.1734, Sem 0.1734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.615e-01 Score 94.440 Data time: 0.2403, Forward time: 2.2640, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.8591 [2020-11-16 10:51:46,840][root][INFO] - ===> Epoch[449](11725/26): Loss 0.1407, Sem 0.1407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.615e-01 Score 95.465 Data time: 0.2250, Forward time: 2.2641, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.0687 [2020-11-16 10:51:51,819][root][INFO] - ===> Epoch[449](11726/26): Loss 0.1777, Sem 0.1777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.614e-01 Score 94.102 Data time: 0.2231, Forward time: 2.2641, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.8891 [2020-11-16 10:51:57,395][root][INFO] - ===> Epoch[449](11727/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.614e-01 Score 95.113 Data time: 0.1709, Forward time: 2.2640, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.4803 [2020-11-16 10:52:01,750][root][INFO] - ===> Epoch[449](11728/26): Loss 0.1883, Sem 0.1883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.614e-01 Score 93.919 Data time: 0.1623, Forward time: 2.2640, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.2934 [2020-11-16 10:52:06,650][root][INFO] - ===> Epoch[449](11729/26): Loss 0.1552, Sem 0.1552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.613e-01 Score 94.945 Data time: 0.1989, Forward time: 2.2640, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.8292 [2020-11-16 10:52:12,929][root][INFO] - ===> Epoch[449](11730/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.613e-01 Score 94.377 Data time: 0.2347, Forward time: 2.2641, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.1899 [2020-11-16 10:52:18,095][root][INFO] - ===> Epoch[449](11731/26): Loss 0.1665, Sem 0.1665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.612e-01 Score 94.797 Data time: 0.1962, Forward time: 2.2641, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.0488 [2020-11-16 10:52:23,151][root][INFO] - ===> Epoch[449](11732/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.612e-01 Score 93.812 Data time: 0.1367, Forward time: 2.2640, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.9645 [2020-11-16 10:52:27,959][root][INFO] - ===> Epoch[449](11733/26): Loss 0.1730, Sem 0.1730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.612e-01 Score 94.486 Data time: 0.2040, Forward time: 2.2640, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.7449 [2020-11-16 10:52:34,133][root][INFO] - ===> Epoch[449](11734/26): Loss 0.1838, Sem 0.1838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.611e-01 Score 94.172 Data time: 0.3394, Forward time: 2.2641, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.0733 [2020-11-16 10:52:39,722][root][INFO] - ===> Epoch[449](11735/26): Loss 0.1989, Sem 0.1989, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.611e-01 Score 93.302 Data time: 0.1561, Forward time: 2.2640, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.4679 [2020-11-16 10:52:44,673][root][INFO] - ===> Epoch[449](11736/26): Loss 0.1678, Sem 0.1678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.611e-01 Score 94.370 Data time: 0.1506, Forward time: 2.2640, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.8699 [2020-11-16 10:52:49,395][root][INFO] - ===> Epoch[449](11737/26): Loss 0.1657, Sem 0.1657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.610e-01 Score 94.625 Data time: 0.1859, Forward time: 2.2639, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.6526 [2020-11-16 10:52:55,493][root][INFO] - ===> Epoch[449](11738/26): Loss 0.1845, Sem 0.1845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.610e-01 Score 93.912 Data time: 0.2313, Forward time: 2.2640, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.0103 [2020-11-16 10:53:02,407][root][INFO] - ===> Epoch[449](11739/26): Loss 0.1558, Sem 0.1558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.609e-01 Score 94.776 Data time: 0.1426, Forward time: 2.2639, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.7994 [2020-11-16 10:53:07,929][root][INFO] - ===> Epoch[449](11740/26): Loss 0.1923, Sem 0.1923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.609e-01 Score 93.695 Data time: 0.1328, Forward time: 2.2638, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.4659 [2020-11-16 10:53:13,192][root][INFO] - ===> Epoch[449](11741/26): Loss 0.1843, Sem 0.1843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.609e-01 Score 94.153 Data time: 0.1962, Forward time: 2.2637, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.9700 [2020-11-16 10:53:17,934][root][INFO] - ===> Epoch[449](11742/26): Loss 0.1703, Sem 0.1703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.608e-01 Score 94.021 Data time: 0.2063, Forward time: 2.2637, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.6514 [2020-11-16 10:53:24,617][root][INFO] - ===> Epoch[449](11743/26): Loss 0.1395, Sem 0.1395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.608e-01 Score 95.284 Data time: 0.1871, Forward time: 2.2637, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.5737 [2020-11-16 10:53:30,710][root][INFO] - ===> Epoch[449](11744/26): Loss 0.1473, Sem 0.1473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.607e-01 Score 95.174 Data time: 0.1782, Forward time: 2.2637, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.9819 [2020-11-16 10:53:36,363][root][INFO] - ===> Epoch[449](11745/26): Loss 0.1783, Sem 0.1783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.607e-01 Score 94.342 Data time: 0.2162, Forward time: 2.2637, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.5486 [2020-11-16 10:53:42,905][root][INFO] - ===> Epoch[449](11746/26): Loss 0.2010, Sem 0.2010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.607e-01 Score 93.907 Data time: 0.2111, Forward time: 2.2637, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.4134 [2020-11-16 10:53:49,420][root][INFO] - ===> Epoch[450](11747/26): Loss 0.1778, Sem 0.1778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.606e-01 Score 94.367 Data time: 0.1581, Forward time: 2.2636, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.3960 [2020-11-16 10:53:55,595][root][INFO] - ===> Epoch[450](11748/26): Loss 0.1779, Sem 0.1779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.606e-01 Score 94.120 Data time: 0.1724, Forward time: 2.2635, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.1015 [2020-11-16 10:54:00,451][root][INFO] - ===> Epoch[450](11749/26): Loss 0.1799, Sem 0.1799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.605e-01 Score 93.818 Data time: 0.1839, Forward time: 2.2635, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.7651 [2020-11-16 10:54:07,110][root][INFO] - ===> Epoch[450](11750/26): Loss 0.1628, Sem 0.1628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.605e-01 Score 94.683 Data time: 0.2057, Forward time: 2.2636, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.5633 [2020-11-16 10:54:11,917][root][INFO] - ===> Epoch[450](11751/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.605e-01 Score 95.043 Data time: 0.1545, Forward time: 2.2635, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.7006 [2020-11-16 10:54:18,120][root][INFO] - ===> Epoch[450](11752/26): Loss 0.1915, Sem 0.1915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.604e-01 Score 93.816 Data time: 0.2490, Forward time: 2.2635, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.1293 [2020-11-16 10:54:23,243][root][INFO] - ===> Epoch[450](11753/26): Loss 0.1835, Sem 0.1835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.604e-01 Score 94.391 Data time: 0.2333, Forward time: 2.2636, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.0080 [2020-11-16 10:54:28,330][root][INFO] - ===> Epoch[450](11754/26): Loss 0.1620, Sem 0.1620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.603e-01 Score 94.511 Data time: 0.2011, Forward time: 2.2636, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 4.9825 [2020-11-16 10:54:34,800][root][INFO] - ===> Epoch[450](11755/26): Loss 0.1832, Sem 0.1832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.603e-01 Score 93.981 Data time: 0.2312, Forward time: 2.2636, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.3807 [2020-11-16 10:54:39,828][root][INFO] - ===> Epoch[450](11756/26): Loss 0.1823, Sem 0.1823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.603e-01 Score 94.137 Data time: 0.1971, Forward time: 2.2637, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.9213 [2020-11-16 10:54:45,654][root][INFO] - ===> Epoch[450](11757/26): Loss 0.2260, Sem 0.2260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.602e-01 Score 93.068 Data time: 0.1841, Forward time: 2.2636, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.7276 [2020-11-16 10:54:51,505][root][INFO] - ===> Epoch[450](11758/26): Loss 0.1622, Sem 0.1622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.602e-01 Score 94.687 Data time: 0.2377, Forward time: 2.2637, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.7634 [2020-11-16 10:54:57,444][root][INFO] - ===> Epoch[450](11759/26): Loss 0.2080, Sem 0.2080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.601e-01 Score 92.963 Data time: 0.1757, Forward time: 2.2637, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.8181 [2020-11-16 10:55:01,929][root][INFO] - ===> Epoch[450](11760/26): Loss 0.1981, Sem 0.1981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.601e-01 Score 93.495 Data time: 0.2268, Forward time: 2.2637, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.4140 [2020-11-16 10:55:07,212][root][INFO] - ===> Epoch[450](11761/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.601e-01 Score 94.179 Data time: 0.1396, Forward time: 2.2636, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.1868 [2020-11-16 10:55:12,530][root][INFO] - ===> Epoch[450](11762/26): Loss 0.1500, Sem 0.1500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.600e-01 Score 95.009 Data time: 0.1845, Forward time: 2.2635, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.2544 [2020-11-16 10:55:18,465][root][INFO] - ===> Epoch[450](11763/26): Loss 0.1689, Sem 0.1689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.600e-01 Score 94.291 Data time: 0.3039, Forward time: 2.2636, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.8367 [2020-11-16 10:55:24,135][root][INFO] - ===> Epoch[450](11764/26): Loss 0.1882, Sem 0.1882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.599e-01 Score 93.681 Data time: 0.2165, Forward time: 2.2637, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.5719 [2020-11-16 10:55:29,287][root][INFO] - ===> Epoch[450](11765/26): Loss 0.1552, Sem 0.1552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.599e-01 Score 94.913 Data time: 0.2023, Forward time: 2.2637, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.0267 [2020-11-16 10:55:35,927][root][INFO] - ===> Epoch[450](11766/26): Loss 0.1786, Sem 0.1786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.599e-01 Score 94.371 Data time: 0.1506, Forward time: 2.2636, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.5633 [2020-11-16 10:55:42,770][root][INFO] - ===> Epoch[450](11767/26): Loss 0.2000, Sem 0.2000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.598e-01 Score 93.594 Data time: 0.1979, Forward time: 2.2635, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.7668 [2020-11-16 10:55:47,899][root][INFO] - ===> Epoch[450](11768/26): Loss 0.1629, Sem 0.1629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.598e-01 Score 94.818 Data time: 0.1733, Forward time: 2.2635, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.0437 [2020-11-16 10:55:52,976][root][INFO] - ===> Epoch[450](11769/26): Loss 0.1790, Sem 0.1790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.598e-01 Score 94.289 Data time: 0.0998, Forward time: 2.2633, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.0066 [2020-11-16 10:55:57,779][root][INFO] - ===> Epoch[450](11770/26): Loss 0.1997, Sem 0.1997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.597e-01 Score 93.247 Data time: 0.1604, Forward time: 2.2632, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.7400 [2020-11-16 10:56:04,022][root][INFO] - ===> Epoch[450](11771/26): Loss 0.2049, Sem 0.2049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.597e-01 Score 93.827 Data time: 0.2933, Forward time: 2.2634, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.1761 [2020-11-16 10:56:10,184][root][INFO] - ===> Epoch[450](11772/26): Loss 0.1742, Sem 0.1742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.596e-01 Score 94.278 Data time: 0.1709, Forward time: 2.2633, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.0384 [2020-11-16 10:56:15,700][root][INFO] - ===> Epoch[451](11773/26): Loss 0.1851, Sem 0.1851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.596e-01 Score 94.328 Data time: 0.1921, Forward time: 2.2633, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.4077 [2020-11-16 10:56:21,360][root][INFO] - ===> Epoch[451](11774/26): Loss 0.1507, Sem 0.1507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.596e-01 Score 95.205 Data time: 0.2492, Forward time: 2.2634, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.5731 [2020-11-16 10:56:27,248][root][INFO] - ===> Epoch[451](11775/26): Loss 0.1980, Sem 0.1980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.595e-01 Score 93.573 Data time: 0.1812, Forward time: 2.2633, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.7902 [2020-11-16 10:56:32,932][root][INFO] - ===> Epoch[451](11776/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.595e-01 Score 94.815 Data time: 0.1640, Forward time: 2.2633, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.6008 [2020-11-16 10:56:38,033][root][INFO] - ===> Epoch[451](11777/26): Loss 0.1973, Sem 0.1973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.594e-01 Score 93.592 Data time: 0.1760, Forward time: 2.2632, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.0264 [2020-11-16 10:56:42,630][root][INFO] - ===> Epoch[451](11778/26): Loss 0.1327, Sem 0.1327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.594e-01 Score 95.611 Data time: 0.1766, Forward time: 2.2632, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.5294 [2020-11-16 10:56:47,854][root][INFO] - ===> Epoch[451](11779/26): Loss 0.1724, Sem 0.1724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.594e-01 Score 94.352 Data time: 0.1860, Forward time: 2.2631, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.1278 [2020-11-16 10:56:53,309][root][INFO] - ===> Epoch[451](11780/26): Loss 0.1885, Sem 0.1885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.593e-01 Score 94.095 Data time: 0.1938, Forward time: 2.2631, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.3786 [2020-11-16 10:56:58,493][root][INFO] - ===> Epoch[451](11781/26): Loss 0.1863, Sem 0.1863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.593e-01 Score 93.971 Data time: 0.2200, Forward time: 2.2631, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.0803 [2020-11-16 10:57:04,158][root][INFO] - ===> Epoch[451](11782/26): Loss 0.1843, Sem 0.1843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.592e-01 Score 93.817 Data time: 0.1598, Forward time: 2.2631, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.5721 [2020-11-16 10:57:10,617][root][INFO] - ===> Epoch[451](11783/26): Loss 0.1413, Sem 0.1413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.592e-01 Score 95.335 Data time: 0.2265, Forward time: 2.2631, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.3732 [2020-11-16 10:57:16,463][root][INFO] - ===> Epoch[451](11784/26): Loss 0.1656, Sem 0.1656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.592e-01 Score 94.609 Data time: 0.2237, Forward time: 2.2631, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.7288 [2020-11-16 10:57:21,667][root][INFO] - ===> Epoch[451](11785/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.591e-01 Score 94.331 Data time: 0.2022, Forward time: 2.2631, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.0853 [2020-11-16 10:57:26,578][root][INFO] - ===> Epoch[451](11786/26): Loss 0.2026, Sem 0.2026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.591e-01 Score 93.534 Data time: 0.2125, Forward time: 2.2631, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.8092 [2020-11-16 10:57:31,494][root][INFO] - ===> Epoch[451](11787/26): Loss 0.1676, Sem 0.1676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.590e-01 Score 94.403 Data time: 0.2499, Forward time: 2.2632, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.8136 [2020-11-16 10:57:36,968][root][INFO] - ===> Epoch[451](11788/26): Loss 0.1637, Sem 0.1637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.590e-01 Score 94.721 Data time: 0.2066, Forward time: 2.2632, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.3639 [2020-11-16 10:57:42,529][root][INFO] - ===> Epoch[451](11789/26): Loss 0.1597, Sem 0.1597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.590e-01 Score 94.596 Data time: 0.2680, Forward time: 2.2633, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.4628 [2020-11-16 10:57:48,358][root][INFO] - ===> Epoch[451](11790/26): Loss 0.1777, Sem 0.1777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.589e-01 Score 93.794 Data time: 0.1517, Forward time: 2.2632, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7049 [2020-11-16 10:57:54,191][root][INFO] - ===> Epoch[451](11791/26): Loss 0.1435, Sem 0.1435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.589e-01 Score 95.333 Data time: 0.1536, Forward time: 2.2631, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.7555 [2020-11-16 10:57:59,216][root][INFO] - ===> Epoch[451](11792/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.588e-01 Score 94.756 Data time: 0.1847, Forward time: 2.2631, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.9580 [2020-11-16 10:58:04,976][root][INFO] - ===> Epoch[451](11793/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.588e-01 Score 94.609 Data time: 0.1467, Forward time: 2.2630, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6552 [2020-11-16 10:58:10,064][root][INFO] - ===> Epoch[451](11794/26): Loss 0.1517, Sem 0.1517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.588e-01 Score 94.918 Data time: 0.1841, Forward time: 2.2630, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.0294 [2020-11-16 10:58:15,630][root][INFO] - ===> Epoch[451](11795/26): Loss 0.1605, Sem 0.1605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.587e-01 Score 94.762 Data time: 0.1741, Forward time: 2.2630, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.4579 [2020-11-16 10:58:21,196][root][INFO] - ===> Epoch[451](11796/26): Loss 0.1486, Sem 0.1486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.587e-01 Score 95.102 Data time: 0.1633, Forward time: 2.2629, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.5047 [2020-11-16 10:58:26,918][root][INFO] - ===> Epoch[451](11797/26): Loss 0.1538, Sem 0.1538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.587e-01 Score 94.855 Data time: 0.2717, Forward time: 2.2630, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.6400 [2020-11-16 10:58:33,031][root][INFO] - ===> Epoch[451](11798/26): Loss 0.1674, Sem 0.1674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.586e-01 Score 94.512 Data time: 0.1922, Forward time: 2.2630, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.9897 [2020-11-16 10:58:39,849][root][INFO] - ===> Epoch[452](11799/26): Loss 0.1620, Sem 0.1620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.586e-01 Score 94.669 Data time: 0.2255, Forward time: 2.2630, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.7134 [2020-11-16 10:58:44,770][root][INFO] - ===> Epoch[452](11800/26): Loss 0.1573, Sem 0.1573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.585e-01 Score 94.708 Data time: 0.2215, Forward time: 2.2631, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.8294 [2020-11-16 10:58:50,125][root][INFO] - ===> Epoch[452](11801/26): Loss 0.1758, Sem 0.1758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.585e-01 Score 94.123 Data time: 0.2377, Forward time: 2.2631, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.2337 [2020-11-16 10:58:56,597][root][INFO] - ===> Epoch[452](11802/26): Loss 0.1687, Sem 0.1687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.585e-01 Score 94.657 Data time: 0.1570, Forward time: 2.2630, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.3810 [2020-11-16 10:59:01,388][root][INFO] - ===> Epoch[452](11803/26): Loss 0.1648, Sem 0.1648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.584e-01 Score 94.347 Data time: 0.2003, Forward time: 2.2630, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.7313 [2020-11-16 10:59:07,219][root][INFO] - ===> Epoch[452](11804/26): Loss 0.1567, Sem 0.1567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.584e-01 Score 94.720 Data time: 0.2250, Forward time: 2.2630, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.7352 [2020-11-16 10:59:12,025][root][INFO] - ===> Epoch[452](11805/26): Loss 0.1459, Sem 0.1459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.583e-01 Score 95.121 Data time: 0.1966, Forward time: 2.2630, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.6973 [2020-11-16 10:59:18,141][root][INFO] - ===> Epoch[452](11806/26): Loss 0.1814, Sem 0.1814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.583e-01 Score 93.480 Data time: 0.1824, Forward time: 2.2630, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.0194 [2020-11-16 10:59:24,913][root][INFO] - ===> Epoch[452](11807/26): Loss 0.1592, Sem 0.1592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.583e-01 Score 94.782 Data time: 0.2302, Forward time: 2.2630, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.6611 [2020-11-16 10:59:30,036][root][INFO] - ===> Epoch[452](11808/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.582e-01 Score 95.218 Data time: 0.2282, Forward time: 2.2631, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.9903 [2020-11-16 10:59:35,976][root][INFO] - ===> Epoch[452](11809/26): Loss 0.1832, Sem 0.1832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.582e-01 Score 93.866 Data time: 0.2521, Forward time: 2.2632, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.8115 [2020-11-16 10:59:41,793][root][INFO] - ===> Epoch[452](11810/26): Loss 0.1583, Sem 0.1583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.581e-01 Score 94.526 Data time: 0.2299, Forward time: 2.2632, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7127 [2020-11-16 10:59:47,370][root][INFO] - ===> Epoch[452](11811/26): Loss 0.1649, Sem 0.1649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.581e-01 Score 94.682 Data time: 0.2241, Forward time: 2.2632, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.4679 [2020-11-16 10:59:52,612][root][INFO] - ===> Epoch[452](11812/26): Loss 0.1698, Sem 0.1698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.581e-01 Score 94.203 Data time: 0.2224, Forward time: 2.2632, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.1470 [2020-11-16 10:59:58,651][root][INFO] - ===> Epoch[452](11813/26): Loss 0.1939, Sem 0.1939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.580e-01 Score 93.521 Data time: 0.3116, Forward time: 2.2634, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.9341 [2020-11-16 11:00:03,214][root][INFO] - ===> Epoch[452](11814/26): Loss 0.1526, Sem 0.1526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.580e-01 Score 95.022 Data time: 0.1574, Forward time: 2.2633, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.4508 [2020-11-16 11:00:08,628][root][INFO] - ===> Epoch[452](11815/26): Loss 0.1734, Sem 0.1734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.579e-01 Score 94.429 Data time: 0.2183, Forward time: 2.2633, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.3403 [2020-11-16 11:00:13,709][root][INFO] - ===> Epoch[452](11816/26): Loss 0.1725, Sem 0.1725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.579e-01 Score 94.190 Data time: 0.2357, Forward time: 2.2634, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.9903 [2020-11-16 11:00:19,116][root][INFO] - ===> Epoch[452](11817/26): Loss 0.1524, Sem 0.1524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.579e-01 Score 94.871 Data time: 0.1793, Forward time: 2.2634, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.3067 [2020-11-16 11:00:25,793][root][INFO] - ===> Epoch[452](11818/26): Loss 0.1648, Sem 0.1648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.578e-01 Score 94.459 Data time: 0.1861, Forward time: 2.2633, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.6041 [2020-11-16 11:00:30,754][root][INFO] - ===> Epoch[452](11819/26): Loss 0.1434, Sem 0.1434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.578e-01 Score 95.281 Data time: 0.2306, Forward time: 2.2634, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 4.8723 [2020-11-16 11:00:35,567][root][INFO] - ===> Epoch[452](11820/26): Loss 0.1781, Sem 0.1781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.577e-01 Score 94.049 Data time: 0.1952, Forward time: 2.2634, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.7160 [2020-11-16 11:00:40,858][root][INFO] - ===> Epoch[452](11821/26): Loss 0.1693, Sem 0.1693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.577e-01 Score 94.221 Data time: 0.2120, Forward time: 2.2634, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.1892 [2020-11-16 11:00:46,501][root][INFO] - ===> Epoch[452](11822/26): Loss 0.1505, Sem 0.1505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.577e-01 Score 94.818 Data time: 0.2082, Forward time: 2.2633, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.5616 [2020-11-16 11:00:51,604][root][INFO] - ===> Epoch[452](11823/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.576e-01 Score 94.604 Data time: 0.1977, Forward time: 2.2633, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.0180 [2020-11-16 11:00:57,754][root][INFO] - ===> Epoch[452](11824/26): Loss 0.1770, Sem 0.1770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.576e-01 Score 94.214 Data time: 0.1890, Forward time: 2.2632, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.0691 [2020-11-16 11:01:04,036][root][INFO] - ===> Epoch[453](11825/26): Loss 0.1545, Sem 0.1545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.575e-01 Score 94.657 Data time: 0.2324, Forward time: 2.2633, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.1882 [2020-11-16 11:01:09,389][root][INFO] - ===> Epoch[453](11826/26): Loss 0.1514, Sem 0.1514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.575e-01 Score 94.921 Data time: 0.1480, Forward time: 2.2632, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.2484 [2020-11-16 11:01:14,250][root][INFO] - ===> Epoch[453](11827/26): Loss 0.1637, Sem 0.1637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.575e-01 Score 94.471 Data time: 0.1803, Forward time: 2.2631, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.7842 [2020-11-16 11:01:19,605][root][INFO] - ===> Epoch[453](11828/26): Loss 0.1786, Sem 0.1786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.574e-01 Score 93.925 Data time: 0.2364, Forward time: 2.2631, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.2613 [2020-11-16 11:01:25,251][root][INFO] - ===> Epoch[453](11829/26): Loss 0.1633, Sem 0.1633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.574e-01 Score 94.646 Data time: 0.2877, Forward time: 2.2632, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.5302 [2020-11-16 11:01:31,837][root][INFO] - ===> Epoch[453](11830/26): Loss 0.1965, Sem 0.1965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.574e-01 Score 93.600 Data time: 0.3477, Forward time: 2.2634, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.4643 [2020-11-16 11:01:37,530][root][INFO] - ===> Epoch[453](11831/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.573e-01 Score 95.283 Data time: 0.1633, Forward time: 2.2634, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.5515 [2020-11-16 11:01:43,454][root][INFO] - ===> Epoch[453](11832/26): Loss 0.1597, Sem 0.1597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.573e-01 Score 94.869 Data time: 0.1735, Forward time: 2.2634, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.8303 [2020-11-16 11:01:50,394][root][INFO] - ===> Epoch[453](11833/26): Loss 0.1738, Sem 0.1738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.572e-01 Score 94.215 Data time: 0.1770, Forward time: 2.2633, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.8705 [2020-11-16 11:01:54,898][root][INFO] - ===> Epoch[453](11834/26): Loss 0.1502, Sem 0.1502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.572e-01 Score 94.780 Data time: 0.1491, Forward time: 2.2632, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.4063 [2020-11-16 11:02:00,999][root][INFO] - ===> Epoch[453](11835/26): Loss 0.1620, Sem 0.1620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.572e-01 Score 94.805 Data time: 0.1725, Forward time: 2.2632, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.0325 [2020-11-16 11:02:06,698][root][INFO] - ===> Epoch[453](11836/26): Loss 0.1681, Sem 0.1681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.571e-01 Score 94.647 Data time: 0.2243, Forward time: 2.2632, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.6066 [2020-11-16 11:02:13,000][root][INFO] - ===> Epoch[453](11837/26): Loss 0.1882, Sem 0.1882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.571e-01 Score 93.824 Data time: 0.1849, Forward time: 2.2632, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.1998 [2020-11-16 11:02:19,769][root][INFO] - ===> Epoch[453](11838/26): Loss 0.1619, Sem 0.1619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.570e-01 Score 94.606 Data time: 0.1688, Forward time: 2.2631, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.6632 [2020-11-16 11:02:25,852][root][INFO] - ===> Epoch[453](11839/26): Loss 0.1592, Sem 0.1592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.570e-01 Score 94.616 Data time: 0.2046, Forward time: 2.2632, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.9978 [2020-11-16 11:02:31,590][root][INFO] - ===> Epoch[453](11840/26): Loss 0.1482, Sem 0.1482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.570e-01 Score 95.060 Data time: 0.1777, Forward time: 2.2632, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.6424 [2020-11-16 11:02:36,587][root][INFO] - ===> Epoch[453](11841/26): Loss 0.1628, Sem 0.1628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.569e-01 Score 94.737 Data time: 0.2096, Forward time: 2.2632, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.8921 [2020-11-16 11:02:41,637][root][INFO] - ===> Epoch[453](11842/26): Loss 0.1524, Sem 0.1524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.569e-01 Score 95.035 Data time: 0.2166, Forward time: 2.2632, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.9436 [2020-11-16 11:02:46,230][root][INFO] - ===> Epoch[453](11843/26): Loss 0.1463, Sem 0.1463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.568e-01 Score 95.407 Data time: 0.1736, Forward time: 2.2632, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.4950 [2020-11-16 11:02:52,280][root][INFO] - ===> Epoch[453](11844/26): Loss 0.1294, Sem 0.1294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.568e-01 Score 95.607 Data time: 0.2229, Forward time: 2.2632, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.9581 [2020-11-16 11:02:57,734][root][INFO] - ===> Epoch[453](11845/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.568e-01 Score 95.150 Data time: 0.1757, Forward time: 2.2632, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.3569 [2020-11-16 11:03:04,484][root][INFO] - ===> Epoch[453](11846/26): Loss 0.1510, Sem 0.1510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.567e-01 Score 95.015 Data time: 0.2169, Forward time: 2.2633, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.6544 [2020-11-16 11:03:11,345][root][INFO] - ===> Epoch[453](11847/26): Loss 0.1388, Sem 0.1388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.567e-01 Score 95.511 Data time: 0.1747, Forward time: 2.2632, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.7548 [2020-11-16 11:03:16,692][root][INFO] - ===> Epoch[453](11848/26): Loss 0.1522, Sem 0.1522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.566e-01 Score 94.672 Data time: 0.2087, Forward time: 2.2631, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.2662 [2020-11-16 11:03:23,150][root][INFO] - ===> Epoch[453](11849/26): Loss 0.1361, Sem 0.1361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.566e-01 Score 95.355 Data time: 0.3596, Forward time: 2.2633, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.3840 [2020-11-16 11:03:29,678][root][INFO] - ===> Epoch[453](11850/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.566e-01 Score 94.724 Data time: 0.2446, Forward time: 2.2633, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.4124 [2020-11-16 11:03:34,970][root][INFO] - ===> Epoch[454](11851/26): Loss 0.1670, Sem 0.1670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.565e-01 Score 94.672 Data time: 0.2001, Forward time: 2.2633, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.1945 [2020-11-16 11:03:40,413][root][INFO] - ===> Epoch[454](11852/26): Loss 0.1506, Sem 0.1506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.565e-01 Score 95.074 Data time: 0.1608, Forward time: 2.2632, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.3478 [2020-11-16 11:03:46,748][root][INFO] - ===> Epoch[454](11853/26): Loss 0.1850, Sem 0.1850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.564e-01 Score 93.919 Data time: 0.2075, Forward time: 2.2632, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.2557 [2020-11-16 11:03:52,573][root][INFO] - ===> Epoch[454](11854/26): Loss 0.1275, Sem 0.1275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.564e-01 Score 95.771 Data time: 0.2043, Forward time: 2.2632, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.7339 [2020-11-16 11:03:57,866][root][INFO] - ===> Epoch[454](11855/26): Loss 0.1368, Sem 0.1368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.564e-01 Score 95.428 Data time: 0.2263, Forward time: 2.2632, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.1981 [2020-11-16 11:04:02,733][root][INFO] - ===> Epoch[454](11856/26): Loss 0.1659, Sem 0.1659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.563e-01 Score 94.526 Data time: 0.1273, Forward time: 2.2631, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.7663 [2020-11-16 11:04:07,719][root][INFO] - ===> Epoch[454](11857/26): Loss 0.1748, Sem 0.1748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.563e-01 Score 94.457 Data time: 0.1795, Forward time: 2.2630, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.9200 [2020-11-16 11:04:12,804][root][INFO] - ===> Epoch[454](11858/26): Loss 0.1645, Sem 0.1645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.562e-01 Score 94.569 Data time: 0.2264, Forward time: 2.2630, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.0020 [2020-11-16 11:04:18,220][root][INFO] - ===> Epoch[454](11859/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.562e-01 Score 95.266 Data time: 0.2269, Forward time: 2.2630, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.3197 [2020-11-16 11:04:24,066][root][INFO] - ===> Epoch[454](11860/26): Loss 0.1541, Sem 0.1541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.562e-01 Score 94.950 Data time: 0.1332, Forward time: 2.2629, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.7364 [2020-11-16 11:04:29,474][root][INFO] - ===> Epoch[454](11861/26): Loss 0.1274, Sem 0.1274, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.561e-01 Score 95.596 Data time: 0.2065, Forward time: 2.2629, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.3270 [2020-11-16 11:04:34,578][root][INFO] - ===> Epoch[454](11862/26): Loss 0.1279, Sem 0.1279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.561e-01 Score 95.838 Data time: 0.1883, Forward time: 2.2629, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.9897 [2020-11-16 11:04:40,295][root][INFO] - ===> Epoch[454](11863/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.561e-01 Score 94.276 Data time: 0.2230, Forward time: 2.2629, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.6090 [2020-11-16 11:04:46,471][root][INFO] - ===> Epoch[454](11864/26): Loss 0.1410, Sem 0.1410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.560e-01 Score 95.331 Data time: 0.2742, Forward time: 2.2630, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.0290 [2020-11-16 11:04:51,599][root][INFO] - ===> Epoch[454](11865/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.560e-01 Score 95.501 Data time: 0.1863, Forward time: 2.2630, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.9912 [2020-11-16 11:04:57,230][root][INFO] - ===> Epoch[454](11866/26): Loss 0.1439, Sem 0.1439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.559e-01 Score 95.374 Data time: 0.2125, Forward time: 2.2630, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.5285 [2020-11-16 11:05:02,836][root][INFO] - ===> Epoch[454](11867/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.559e-01 Score 95.440 Data time: 0.1702, Forward time: 2.2630, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.4932 [2020-11-16 11:05:08,012][root][INFO] - ===> Epoch[454](11868/26): Loss 0.1620, Sem 0.1620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.559e-01 Score 94.441 Data time: 0.2445, Forward time: 2.2631, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.1059 [2020-11-16 11:05:13,067][root][INFO] - ===> Epoch[454](11869/26): Loss 0.1438, Sem 0.1438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.558e-01 Score 95.177 Data time: 0.2391, Forward time: 2.2631, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.9289 [2020-11-16 11:05:17,852][root][INFO] - ===> Epoch[454](11870/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.558e-01 Score 95.182 Data time: 0.2282, Forward time: 2.2632, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.6710 [2020-11-16 11:05:23,493][root][INFO] - ===> Epoch[454](11871/26): Loss 0.1734, Sem 0.1734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.557e-01 Score 94.791 Data time: 0.1997, Forward time: 2.2632, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.5595 [2020-11-16 11:05:30,369][root][INFO] - ===> Epoch[454](11872/26): Loss 0.1198, Sem 0.1198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.557e-01 Score 96.061 Data time: 0.2185, Forward time: 2.2632, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.7662 [2020-11-16 11:05:37,554][root][INFO] - ===> Epoch[454](11873/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.557e-01 Score 95.242 Data time: 0.4049, Forward time: 2.2634, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 7.0829 [2020-11-16 11:05:44,181][root][INFO] - ===> Epoch[454](11874/26): Loss 0.1374, Sem 0.1374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.556e-01 Score 95.338 Data time: 0.1483, Forward time: 2.2634, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.4955 [2020-11-16 11:05:49,540][root][INFO] - ===> Epoch[454](11875/26): Loss 0.1394, Sem 0.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.556e-01 Score 95.056 Data time: 0.1951, Forward time: 2.2633, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.2710 [2020-11-16 11:05:55,331][root][INFO] - ===> Epoch[454](11876/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.555e-01 Score 94.471 Data time: 0.2642, Forward time: 2.2634, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.6911 [2020-11-16 11:06:00,533][root][INFO] - ===> Epoch[455](11877/26): Loss 0.1688, Sem 0.1688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.555e-01 Score 94.314 Data time: 0.1881, Forward time: 2.2634, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.0793 [2020-11-16 11:06:06,114][root][INFO] - ===> Epoch[455](11878/26): Loss 0.1480, Sem 0.1480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.555e-01 Score 95.026 Data time: 0.2569, Forward time: 2.2635, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.4849 [2020-11-16 11:06:12,412][root][INFO] - ===> Epoch[455](11879/26): Loss 0.1529, Sem 0.1529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.554e-01 Score 94.932 Data time: 0.1806, Forward time: 2.2635, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 6.1846 [2020-11-16 11:06:16,993][root][INFO] - ===> Epoch[455](11880/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.554e-01 Score 95.105 Data time: 0.1904, Forward time: 2.2635, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.4836 [2020-11-16 11:06:22,771][root][INFO] - ===> Epoch[455](11881/26): Loss 0.1865, Sem 0.1865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.553e-01 Score 94.061 Data time: 0.1717, Forward time: 2.2634, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.6696 [2020-11-16 11:06:29,258][root][INFO] - ===> Epoch[455](11882/26): Loss 0.1514, Sem 0.1514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.553e-01 Score 94.870 Data time: 0.1694, Forward time: 2.2633, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.3993 [2020-11-16 11:06:35,053][root][INFO] - ===> Epoch[455](11883/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.553e-01 Score 94.899 Data time: 0.2071, Forward time: 2.2634, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.7249 [2020-11-16 11:06:39,792][root][INFO] - ===> Epoch[455](11884/26): Loss 0.1339, Sem 0.1339, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.552e-01 Score 95.684 Data time: 0.1861, Forward time: 2.2634, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.6217 [2020-11-16 11:06:45,205][root][INFO] - ===> Epoch[455](11885/26): Loss 0.1461, Sem 0.1461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.552e-01 Score 94.969 Data time: 0.2594, Forward time: 2.2634, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.3207 [2020-11-16 11:06:51,181][root][INFO] - ===> Epoch[455](11886/26): Loss 0.1359, Sem 0.1359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.551e-01 Score 95.485 Data time: 0.1915, Forward time: 2.2634, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.8632 [2020-11-16 11:06:56,342][root][INFO] - ===> Epoch[455](11887/26): Loss 0.1528, Sem 0.1528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.551e-01 Score 94.993 Data time: 0.2336, Forward time: 2.2635, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.0495 [2020-11-16 11:07:01,980][root][INFO] - ===> Epoch[455](11888/26): Loss 0.1355, Sem 0.1355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.551e-01 Score 95.433 Data time: 0.2172, Forward time: 2.2635, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.5330 [2020-11-16 11:07:09,173][root][INFO] - ===> Epoch[455](11889/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.550e-01 Score 95.010 Data time: 0.1603, Forward time: 2.2635, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 7.0763 [2020-11-16 11:07:15,064][root][INFO] - ===> Epoch[455](11890/26): Loss 0.1320, Sem 0.1320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.550e-01 Score 95.605 Data time: 0.2254, Forward time: 2.2635, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.8145 [2020-11-16 11:07:20,385][root][INFO] - ===> Epoch[455](11891/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.549e-01 Score 95.424 Data time: 0.1505, Forward time: 2.2634, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.2200 [2020-11-16 11:07:25,722][root][INFO] - ===> Epoch[455](11892/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.549e-01 Score 94.984 Data time: 0.1668, Forward time: 2.2633, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.2508 [2020-11-16 11:07:30,753][root][INFO] - ===> Epoch[455](11893/26): Loss 0.1419, Sem 0.1419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.549e-01 Score 95.083 Data time: 0.2185, Forward time: 2.2633, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.9436 [2020-11-16 11:07:35,759][root][INFO] - ===> Epoch[455](11894/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.548e-01 Score 95.998 Data time: 0.1866, Forward time: 2.2633, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.8906 [2020-11-16 11:07:40,883][root][INFO] - ===> Epoch[455](11895/26): Loss 0.1561, Sem 0.1561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.548e-01 Score 94.853 Data time: 0.1759, Forward time: 2.2633, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.0217 [2020-11-16 11:07:46,956][root][INFO] - ===> Epoch[455](11896/26): Loss 0.1742, Sem 0.1742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.548e-01 Score 94.803 Data time: 0.2004, Forward time: 2.2633, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.9951 [2020-11-16 11:07:52,039][root][INFO] - ===> Epoch[455](11897/26): Loss 0.1496, Sem 0.1496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.547e-01 Score 95.027 Data time: 0.2386, Forward time: 2.2633, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.9737 [2020-11-16 11:07:57,980][root][INFO] - ===> Epoch[455](11898/26): Loss 0.1177, Sem 0.1177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.547e-01 Score 95.974 Data time: 0.2612, Forward time: 2.2634, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.8454 [2020-11-16 11:08:03,756][root][INFO] - ===> Epoch[455](11899/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.546e-01 Score 95.514 Data time: 0.2102, Forward time: 2.2635, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.6605 [2020-11-16 11:08:09,881][root][INFO] - ===> Epoch[455](11900/26): Loss 0.1270, Sem 0.1270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.546e-01 Score 95.450 Data time: 0.2813, Forward time: 2.2636, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.0171 [2020-11-16 11:08:15,351][root][INFO] - ===> Epoch[455](11901/26): Loss 0.1391, Sem 0.1391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.546e-01 Score 95.269 Data time: 0.1828, Forward time: 2.2636, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.3392 [2020-11-16 11:08:20,711][root][INFO] - ===> Epoch[455](11902/26): Loss 0.1359, Sem 0.1359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.545e-01 Score 95.491 Data time: 0.2434, Forward time: 2.2637, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.2812 [2020-11-16 11:08:27,122][root][INFO] - ===> Epoch[456](11903/26): Loss 0.1395, Sem 0.1395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.545e-01 Score 95.349 Data time: 0.2800, Forward time: 2.2638, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.2947 [2020-11-16 11:08:33,116][root][INFO] - ===> Epoch[456](11904/26): Loss 0.1307, Sem 0.1307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.544e-01 Score 95.481 Data time: 0.2376, Forward time: 2.2639, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.9040 [2020-11-16 11:08:38,658][root][INFO] - ===> Epoch[456](11905/26): Loss 0.1622, Sem 0.1622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.544e-01 Score 94.517 Data time: 0.1093, Forward time: 2.2637, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.4231 [2020-11-16 11:08:45,300][root][INFO] - ===> Epoch[456](11906/26): Loss 0.1562, Sem 0.1562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.544e-01 Score 94.785 Data time: 0.2087, Forward time: 2.2637, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.6043 [2020-11-16 11:08:51,190][root][INFO] - ===> Epoch[456](11907/26): Loss 0.1574, Sem 0.1574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.543e-01 Score 94.846 Data time: 0.2737, Forward time: 2.2638, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.8141 [2020-11-16 11:08:57,459][root][INFO] - ===> Epoch[456](11908/26): Loss 0.1607, Sem 0.1607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.543e-01 Score 94.689 Data time: 0.1829, Forward time: 2.2638, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.1570 [2020-11-16 11:09:03,567][root][INFO] - ===> Epoch[456](11909/26): Loss 0.1487, Sem 0.1487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.542e-01 Score 95.365 Data time: 0.2498, Forward time: 2.2639, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.0098 [2020-11-16 11:09:09,616][root][INFO] - ===> Epoch[456](11910/26): Loss 0.1353, Sem 0.1353, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.542e-01 Score 95.590 Data time: 0.2848, Forward time: 2.2640, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.9435 [2020-11-16 11:09:15,586][root][INFO] - ===> Epoch[456](11911/26): Loss 0.1532, Sem 0.1532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.542e-01 Score 94.997 Data time: 0.2414, Forward time: 2.2641, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.8450 [2020-11-16 11:09:20,424][root][INFO] - ===> Epoch[456](11912/26): Loss 0.1411, Sem 0.1411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.541e-01 Score 95.217 Data time: 0.1594, Forward time: 2.2640, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 4.7480 [2020-11-16 11:09:25,855][root][INFO] - ===> Epoch[456](11913/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.541e-01 Score 95.714 Data time: 0.1310, Forward time: 2.2639, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.3924 [2020-11-16 11:09:31,334][root][INFO] - ===> Epoch[456](11914/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.540e-01 Score 95.639 Data time: 0.2359, Forward time: 2.2639, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 5.4365 [2020-11-16 11:09:38,049][root][INFO] - ===> Epoch[456](11915/26): Loss 0.1260, Sem 0.1260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.540e-01 Score 95.812 Data time: 0.2165, Forward time: 2.2639, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 6.6210 [2020-11-16 11:09:43,838][root][INFO] - ===> Epoch[456](11916/26): Loss 0.1231, Sem 0.1231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.540e-01 Score 95.849 Data time: 0.1666, Forward time: 2.2639, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.7080 [2020-11-16 11:09:49,198][root][INFO] - ===> Epoch[456](11917/26): Loss 0.1472, Sem 0.1472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.539e-01 Score 95.089 Data time: 0.1720, Forward time: 2.2638, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.2794 [2020-11-16 11:09:54,354][root][INFO] - ===> Epoch[456](11918/26): Loss 0.1553, Sem 0.1553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.539e-01 Score 94.732 Data time: 0.1495, Forward time: 2.2638, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.0614 [2020-11-16 11:10:01,419][root][INFO] - ===> Epoch[456](11919/26): Loss 0.1404, Sem 0.1404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.538e-01 Score 95.377 Data time: 0.1594, Forward time: 2.2637, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.9836 [2020-11-16 11:10:06,584][root][INFO] - ===> Epoch[456](11920/26): Loss 0.1549, Sem 0.1549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.538e-01 Score 94.993 Data time: 0.1418, Forward time: 2.2636, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.0809 [2020-11-16 11:10:11,972][root][INFO] - ===> Epoch[456](11921/26): Loss 0.1518, Sem 0.1518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.538e-01 Score 95.053 Data time: 0.1967, Forward time: 2.2635, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.3232 [2020-11-16 11:10:17,881][root][INFO] - ===> Epoch[456](11922/26): Loss 0.1384, Sem 0.1384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.537e-01 Score 95.099 Data time: 0.2751, Forward time: 2.2637, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.8197 [2020-11-16 11:10:23,343][root][INFO] - ===> Epoch[456](11923/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.537e-01 Score 93.876 Data time: 0.2568, Forward time: 2.2637, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.3323 [2020-11-16 11:10:29,073][root][INFO] - ===> Epoch[456](11924/26): Loss 0.1528, Sem 0.1528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.536e-01 Score 94.852 Data time: 0.2267, Forward time: 2.2638, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.6274 [2020-11-16 11:10:34,616][root][INFO] - ===> Epoch[456](11925/26): Loss 0.1312, Sem 0.1312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.536e-01 Score 95.475 Data time: 0.1421, Forward time: 2.2637, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.4409 [2020-11-16 11:10:40,387][root][INFO] - ===> Epoch[456](11926/26): Loss 0.1454, Sem 0.1454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.536e-01 Score 95.168 Data time: 0.1727, Forward time: 2.2637, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.6795 [2020-11-16 11:10:46,787][root][INFO] - ===> Epoch[456](11927/26): Loss 0.1427, Sem 0.1427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.535e-01 Score 95.060 Data time: 0.2045, Forward time: 2.2637, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.3273 [2020-11-16 11:10:52,748][root][INFO] - ===> Epoch[456](11928/26): Loss 0.1354, Sem 0.1354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.535e-01 Score 95.376 Data time: 0.1667, Forward time: 2.2636, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.8577 [2020-11-16 11:10:57,626][root][INFO] - ===> Epoch[457](11929/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.535e-01 Score 94.940 Data time: 0.2114, Forward time: 2.2637, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.8078 [2020-11-16 11:11:02,952][root][INFO] - ===> Epoch[457](11930/26): Loss 0.1352, Sem 0.1352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.534e-01 Score 95.547 Data time: 0.1920, Forward time: 2.2637, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.2312 [2020-11-16 11:11:08,370][root][INFO] - ===> Epoch[457](11931/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.534e-01 Score 95.375 Data time: 0.1722, Forward time: 2.2636, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.3211 [2020-11-16 11:11:13,685][root][INFO] - ===> Epoch[457](11932/26): Loss 0.1589, Sem 0.1589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.533e-01 Score 94.479 Data time: 0.1958, Forward time: 2.2637, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.2472 [2020-11-16 11:11:19,594][root][INFO] - ===> Epoch[457](11933/26): Loss 0.1332, Sem 0.1332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.533e-01 Score 95.772 Data time: 0.1584, Forward time: 2.2636, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.8184 [2020-11-16 11:11:26,227][root][INFO] - ===> Epoch[457](11934/26): Loss 0.1394, Sem 0.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.533e-01 Score 95.297 Data time: 0.2099, Forward time: 2.2636, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.5503 [2020-11-16 11:11:30,544][root][INFO] - ===> Epoch[457](11935/26): Loss 0.1289, Sem 0.1289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.532e-01 Score 95.497 Data time: 0.1535, Forward time: 2.2635, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.2090 [2020-11-16 11:11:36,213][root][INFO] - ===> Epoch[457](11936/26): Loss 0.1532, Sem 0.1532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.532e-01 Score 94.792 Data time: 0.2855, Forward time: 2.2636, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.5803 [2020-11-16 11:11:41,019][root][INFO] - ===> Epoch[457](11937/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.531e-01 Score 95.160 Data time: 0.1751, Forward time: 2.2636, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 4.7137 [2020-11-16 11:11:46,829][root][INFO] - ===> Epoch[457](11938/26): Loss 0.1493, Sem 0.1493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.531e-01 Score 95.043 Data time: 0.2403, Forward time: 2.2637, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.7106 [2020-11-16 11:11:52,082][root][INFO] - ===> Epoch[457](11939/26): Loss 0.1413, Sem 0.1413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.531e-01 Score 95.095 Data time: 0.1485, Forward time: 2.2636, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.1266 [2020-11-16 11:11:57,439][root][INFO] - ===> Epoch[457](11940/26): Loss 0.1346, Sem 0.1346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.530e-01 Score 95.524 Data time: 0.1737, Forward time: 2.2636, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.2736 [2020-11-16 11:12:02,855][root][INFO] - ===> Epoch[457](11941/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.530e-01 Score 95.694 Data time: 0.1660, Forward time: 2.2635, Backward time: 3.0416, DDP time: 0.0047, Total iter time: 5.3233 [2020-11-16 11:12:07,433][root][INFO] - ===> Epoch[457](11942/26): Loss 0.1242, Sem 0.1242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.529e-01 Score 95.812 Data time: 0.1627, Forward time: 2.2634, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 4.5038 [2020-11-16 11:12:12,634][root][INFO] - ===> Epoch[457](11943/26): Loss 0.1603, Sem 0.1603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.529e-01 Score 94.888 Data time: 0.1852, Forward time: 2.2634, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.1079 [2020-11-16 11:12:17,596][root][INFO] - ===> Epoch[457](11944/26): Loss 0.1187, Sem 0.1187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.529e-01 Score 95.927 Data time: 0.1862, Forward time: 2.2634, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.8718 [2020-11-16 11:12:23,668][root][INFO] - ===> Epoch[457](11945/26): Loss 0.1493, Sem 0.1493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.528e-01 Score 94.885 Data time: 0.2123, Forward time: 2.2634, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 5.9913 [2020-11-16 11:12:30,201][root][INFO] - ===> Epoch[457](11946/26): Loss 0.1471, Sem 0.1471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.528e-01 Score 94.982 Data time: 0.3497, Forward time: 2.2636, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.4140 [2020-11-16 11:12:37,163][root][INFO] - ===> Epoch[457](11947/26): Loss 0.1225, Sem 0.1225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.527e-01 Score 96.008 Data time: 0.3540, Forward time: 2.2638, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.8267 [2020-11-16 11:12:42,901][root][INFO] - ===> Epoch[457](11948/26): Loss 0.1465, Sem 0.1465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.527e-01 Score 95.133 Data time: 0.1929, Forward time: 2.2638, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.6191 [2020-11-16 11:12:48,214][root][INFO] - ===> Epoch[457](11949/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.527e-01 Score 95.654 Data time: 0.2260, Forward time: 2.2639, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.2317 [2020-11-16 11:12:53,544][root][INFO] - ===> Epoch[457](11950/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.526e-01 Score 95.456 Data time: 0.1612, Forward time: 2.2638, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.2064 [2020-11-16 11:12:58,043][root][INFO] - ===> Epoch[457](11951/26): Loss 0.1598, Sem 0.1598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.526e-01 Score 94.977 Data time: 0.1490, Forward time: 2.2637, Backward time: 3.0411, DDP time: 0.0047, Total iter time: 4.4382 [2020-11-16 11:13:04,324][root][INFO] - ===> Epoch[457](11952/26): Loss 0.1327, Sem 0.1327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.525e-01 Score 95.372 Data time: 0.1620, Forward time: 2.2637, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 6.2253 [2020-11-16 11:13:09,430][root][INFO] - ===> Epoch[457](11953/26): Loss 0.1440, Sem 0.1440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.525e-01 Score 95.081 Data time: 0.1422, Forward time: 2.2636, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 5.0394 [2020-11-16 11:13:15,952][root][INFO] - ===> Epoch[457](11954/26): Loss 0.1341, Sem 0.1341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.525e-01 Score 95.473 Data time: 0.2389, Forward time: 2.2636, Backward time: 3.0414, DDP time: 0.0047, Total iter time: 6.4682 [2020-11-16 11:13:21,036][root][INFO] - ===> Epoch[458](11955/26): Loss 0.1474, Sem 0.1474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.524e-01 Score 95.121 Data time: 0.1958, Forward time: 2.2636, Backward time: 3.0413, DDP time: 0.0047, Total iter time: 4.9651 [2020-11-16 11:13:27,003][root][INFO] - ===> Epoch[458](11956/26): Loss 0.1139, Sem 0.1139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.524e-01 Score 96.124 Data time: 0.2860, Forward time: 2.2637, Backward time: 3.0412, DDP time: 0.0047, Total iter time: 5.8638 [2020-11-16 11:13:34,218][root][INFO] - ===> Epoch[458](11957/26): Loss 0.1259, Sem 0.1259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.523e-01 Score 95.714 Data time: 0.1462, Forward time: 2.2636, Backward time: 3.0415, DDP time: 0.0047, Total iter time: 7.0951 [2020-11-16 11:13:42,010][root][INFO] - ===> Epoch[458](11958/26): Loss 0.1393, Sem 0.1393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.523e-01 Score 95.313 Data time: 0.1551, Forward time: 2.2635, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 7.7163 [2020-11-16 11:13:48,988][root][INFO] - ===> Epoch[458](11959/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.523e-01 Score 94.746 Data time: 0.1917, Forward time: 2.2634, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.9014 [2020-11-16 11:13:54,755][root][INFO] - ===> Epoch[458](11960/26): Loss 0.1619, Sem 0.1619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.522e-01 Score 94.771 Data time: 0.2001, Forward time: 2.2635, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.6886 [2020-11-16 11:14:00,239][root][INFO] - ===> Epoch[458](11961/26): Loss 0.1556, Sem 0.1556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.522e-01 Score 94.853 Data time: 0.1485, Forward time: 2.2634, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3684 [2020-11-16 11:14:05,907][root][INFO] - ===> Epoch[458](11962/26): Loss 0.1639, Sem 0.1639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.522e-01 Score 94.749 Data time: 0.2048, Forward time: 2.2634, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.6087 [2020-11-16 11:14:11,399][root][INFO] - ===> Epoch[458](11963/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.521e-01 Score 94.614 Data time: 0.1868, Forward time: 2.2634, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3854 [2020-11-16 11:14:16,842][root][INFO] - ===> Epoch[458](11964/26): Loss 0.1466, Sem 0.1466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.521e-01 Score 94.973 Data time: 0.1640, Forward time: 2.2633, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3348 [2020-11-16 11:14:23,044][root][INFO] - ===> Epoch[458](11965/26): Loss 0.1497, Sem 0.1497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.520e-01 Score 94.968 Data time: 0.1546, Forward time: 2.2632, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.1360 [2020-11-16 11:14:28,662][root][INFO] - ===> Epoch[458](11966/26): Loss 0.1328, Sem 0.1328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.520e-01 Score 95.337 Data time: 0.1901, Forward time: 2.2632, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.5541 [2020-11-16 11:14:33,853][root][INFO] - ===> Epoch[458](11967/26): Loss 0.1338, Sem 0.1338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.520e-01 Score 95.684 Data time: 0.2000, Forward time: 2.2633, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.1023 [2020-11-16 11:14:39,547][root][INFO] - ===> Epoch[458](11968/26): Loss 0.1338, Sem 0.1338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.519e-01 Score 95.421 Data time: 0.1466, Forward time: 2.2632, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.5940 [2020-11-16 11:14:44,996][root][INFO] - ===> Epoch[458](11969/26): Loss 0.1374, Sem 0.1374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.519e-01 Score 95.643 Data time: 0.2363, Forward time: 2.2633, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.3884 [2020-11-16 11:14:51,280][root][INFO] - ===> Epoch[458](11970/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.518e-01 Score 95.070 Data time: 0.1358, Forward time: 2.2632, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.1779 [2020-11-16 11:14:56,289][root][INFO] - ===> Epoch[458](11971/26): Loss 0.1470, Sem 0.1470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.518e-01 Score 95.135 Data time: 0.2051, Forward time: 2.2632, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.9419 [2020-11-16 11:15:00,942][root][INFO] - ===> Epoch[458](11972/26): Loss 0.1650, Sem 0.1650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.518e-01 Score 94.927 Data time: 0.1505, Forward time: 2.2631, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.5497 [2020-11-16 11:15:05,929][root][INFO] - ===> Epoch[458](11973/26): Loss 0.1203, Sem 0.1203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.517e-01 Score 95.899 Data time: 0.1853, Forward time: 2.2631, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.9177 [2020-11-16 11:15:10,992][root][INFO] - ===> Epoch[458](11974/26): Loss 0.1420, Sem 0.1420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.517e-01 Score 95.149 Data time: 0.2011, Forward time: 2.2631, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.9734 [2020-11-16 11:15:16,862][root][INFO] - ===> Epoch[458](11975/26): Loss 0.1453, Sem 0.1453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.516e-01 Score 95.251 Data time: 0.1801, Forward time: 2.2630, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.7692 [2020-11-16 11:15:23,170][root][INFO] - ===> Epoch[458](11976/26): Loss 0.1509, Sem 0.1509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.516e-01 Score 94.592 Data time: 0.1726, Forward time: 2.2630, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2121 [2020-11-16 11:15:28,739][root][INFO] - ===> Epoch[458](11977/26): Loss 0.1378, Sem 0.1378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.516e-01 Score 95.317 Data time: 0.2412, Forward time: 2.2631, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.5014 [2020-11-16 11:15:33,900][root][INFO] - ===> Epoch[458](11978/26): Loss 0.1230, Sem 0.1230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.515e-01 Score 95.741 Data time: 0.2207, Forward time: 2.2631, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.0476 [2020-11-16 11:15:40,517][root][INFO] - ===> Epoch[458](11979/26): Loss 0.1377, Sem 0.1377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.515e-01 Score 95.151 Data time: 0.1989, Forward time: 2.2631, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.5348 [2020-11-16 11:15:46,553][root][INFO] - ===> Epoch[458](11980/26): Loss 0.1390, Sem 0.1390, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.514e-01 Score 95.230 Data time: 0.3063, Forward time: 2.2633, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.9413 [2020-11-16 11:15:51,901][root][INFO] - ===> Epoch[459](11981/26): Loss 0.1455, Sem 0.1455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.514e-01 Score 95.002 Data time: 0.1558, Forward time: 2.2632, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.2266 [2020-11-16 11:15:58,549][root][INFO] - ===> Epoch[459](11982/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.514e-01 Score 95.529 Data time: 0.1723, Forward time: 2.2632, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.5735 [2020-11-16 11:16:04,521][root][INFO] - ===> Epoch[459](11983/26): Loss 0.1261, Sem 0.1261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.513e-01 Score 95.722 Data time: 0.1993, Forward time: 2.2632, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.8794 [2020-11-16 11:16:09,811][root][INFO] - ===> Epoch[459](11984/26): Loss 0.1446, Sem 0.1446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.513e-01 Score 95.201 Data time: 0.2529, Forward time: 2.2632, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.1831 [2020-11-16 11:16:15,036][root][INFO] - ===> Epoch[459](11985/26): Loss 0.1321, Sem 0.1321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.512e-01 Score 95.448 Data time: 0.2252, Forward time: 2.2633, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.0846 [2020-11-16 11:16:20,938][root][INFO] - ===> Epoch[459](11986/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.512e-01 Score 95.568 Data time: 0.2221, Forward time: 2.2633, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.7824 [2020-11-16 11:16:25,913][root][INFO] - ===> Epoch[459](11987/26): Loss 0.1378, Sem 0.1378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.512e-01 Score 95.231 Data time: 0.1908, Forward time: 2.2633, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.8540 [2020-11-16 11:16:30,862][root][INFO] - ===> Epoch[459](11988/26): Loss 0.1372, Sem 0.1372, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.511e-01 Score 95.327 Data time: 0.2273, Forward time: 2.2634, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.8552 [2020-11-16 11:16:37,823][root][INFO] - ===> Epoch[459](11989/26): Loss 0.1364, Sem 0.1364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.511e-01 Score 95.371 Data time: 0.2178, Forward time: 2.2635, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.8685 [2020-11-16 11:16:42,739][root][INFO] - ===> Epoch[459](11990/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.510e-01 Score 95.635 Data time: 0.1654, Forward time: 2.2634, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.8049 [2020-11-16 11:16:48,245][root][INFO] - ===> Epoch[459](11991/26): Loss 0.1571, Sem 0.1571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.510e-01 Score 94.825 Data time: 0.1376, Forward time: 2.2633, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.4063 [2020-11-16 11:16:54,882][root][INFO] - ===> Epoch[459](11992/26): Loss 0.1373, Sem 0.1373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.510e-01 Score 95.222 Data time: 0.2661, Forward time: 2.2634, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.5817 [2020-11-16 11:17:00,913][root][INFO] - ===> Epoch[459](11993/26): Loss 0.1496, Sem 0.1496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.509e-01 Score 95.147 Data time: 0.2039, Forward time: 2.2635, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.9351 [2020-11-16 11:17:07,188][root][INFO] - ===> Epoch[459](11994/26): Loss 0.1143, Sem 0.1143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.509e-01 Score 96.073 Data time: 0.2565, Forward time: 2.2636, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.1603 [2020-11-16 11:17:12,785][root][INFO] - ===> Epoch[459](11995/26): Loss 0.1685, Sem 0.1685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.508e-01 Score 94.517 Data time: 0.2137, Forward time: 2.2636, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.4735 [2020-11-16 11:17:17,676][root][INFO] - ===> Epoch[459](11996/26): Loss 0.1418, Sem 0.1418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.508e-01 Score 95.177 Data time: 0.1798, Forward time: 2.2636, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.8003 [2020-11-16 11:17:22,799][root][INFO] - ===> Epoch[459](11997/26): Loss 0.1293, Sem 0.1293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.508e-01 Score 95.653 Data time: 0.2045, Forward time: 2.2636, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.0098 [2020-11-16 11:17:28,114][root][INFO] - ===> Epoch[459](11998/26): Loss 0.1351, Sem 0.1351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.507e-01 Score 95.115 Data time: 0.1496, Forward time: 2.2635, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.2225 [2020-11-16 11:17:34,233][root][INFO] - ===> Epoch[459](11999/26): Loss 0.1220, Sem 0.1220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.507e-01 Score 95.772 Data time: 0.1336, Forward time: 2.2634, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 6.0392 [2020-11-16 11:17:41,674][root][INFO] - ===> Epoch[459](12000/26): Loss 0.1358, Sem 0.1358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.507e-01 Score 95.541 Data time: 0.1632, Forward time: 2.2633, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 7.3998 [2020-11-16 11:17:42,378][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 11:17:42,514][root][INFO] - ===> Start testing [2020-11-16 11:19:04,392][root][INFO] - 101/312: Data time: 0.0062, Iter time: 0.3835 Loss 0.140 (AVG: 0.412) Score 95.448 (AVG: 89.944) mIOU 72.094 mAP 77.371 mAcc 81.018 IOU: 85.708 96.510 68.083 82.194 87.538 75.825 69.885 64.888 65.359 81.646 42.272 58.227 60.838 79.364 43.452 69.371 93.811 71.832 86.902 58.178 mAP: 78.607 98.135 70.739 87.178 88.697 80.792 70.020 73.683 72.727 73.887 54.863 59.085 70.563 84.703 62.524 92.039 96.512 86.349 85.956 60.365 mAcc: 95.543 98.550 77.873 90.074 92.257 83.885 78.673 74.652 78.442 92.729 52.893 76.297 80.695 85.349 48.277 79.359 94.883 80.269 92.236 67.429 [2020-11-16 11:20:20,326][root][INFO] - 201/312: Data time: 0.0746, Iter time: 0.3664 Loss 0.078 (AVG: 0.436) Score 97.613 (AVG: 89.405) mIOU 70.279 mAP 76.065 mAcc 79.161 IOU: 85.142 96.503 65.206 78.292 89.447 79.469 68.833 63.532 61.959 80.211 30.946 63.555 63.292 71.983 46.439 55.373 94.114 67.171 82.548 61.558 mAP: 78.784 97.553 66.635 77.025 90.116 79.569 71.940 71.913 73.313 72.894 54.089 60.026 69.470 81.171 63.431 87.461 96.522 86.695 80.554 62.144 mAcc: 95.186 98.535 75.378 85.873 94.116 85.577 78.772 76.214 74.848 89.938 38.710 79.197 82.424 76.845 50.039 69.114 95.295 76.084 89.809 71.262 [2020-11-16 11:21:33,431][root][INFO] - 301/312: Data time: 0.0032, Iter time: 0.2802 Loss 1.985 (AVG: 0.461) Score 73.857 (AVG: 89.185) mIOU 69.696 mAP 75.901 mAcc 78.544 IOU: 85.002 96.357 63.439 77.877 90.085 80.442 69.566 61.065 58.515 78.289 26.750 61.464 60.920 70.249 50.953 59.038 93.482 66.002 84.491 59.929 mAP: 78.950 97.594 64.110 75.801 91.142 79.675 72.570 71.846 69.668 74.091 53.047 57.863 67.203 78.599 68.409 89.218 96.789 86.170 84.058 61.223 mAcc: 95.349 98.516 73.148 84.333 94.284 86.336 79.688 72.317 74.850 88.389 31.706 75.496 82.164 74.311 54.900 72.716 94.551 75.231 91.787 70.803 [2020-11-16 11:21:41,025][root][INFO] - 312/312: Data time: 0.0024, Iter time: 0.3287 Loss 0.301 (AVG: 0.455) Score 94.331 (AVG: 89.272) mIOU 69.998 mAP 75.917 mAcc 78.836 IOU: 85.037 96.386 64.418 77.876 90.320 80.836 70.169 60.713 59.086 77.566 27.508 62.773 61.006 70.228 51.710 60.137 93.589 65.897 84.951 59.747 mAP: 79.127 97.643 64.347 75.801 91.228 80.077 72.656 72.408 69.524 72.695 52.333 58.796 67.150 78.599 69.000 89.546 96.834 85.689 84.094 60.800 mAcc: 95.257 98.528 73.848 84.333 94.395 87.045 80.306 72.561 75.347 87.910 32.424 76.825 81.444 74.311 55.727 73.827 94.652 75.405 92.104 70.471 [2020-11-16 11:21:41,025][root][INFO] - Finished test. Elapsed time: 238.5102 [2020-11-16 11:21:41,693][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-16 11:21:41,808][root][INFO] - Current best mIoU: 69.998 at iter 12000 [2020-11-16 11:21:46,848][root][INFO] - ===> Epoch[459](12001/26): Loss 0.1316, Sem 0.1316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.506e-01 Score 95.488 Data time: 0.2179, Forward time: 2.2634, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.0340 [2020-11-16 11:21:53,550][root][INFO] - ===> Epoch[459](12002/26): Loss 0.1585, Sem 0.1585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.506e-01 Score 94.869 Data time: 0.2601, Forward time: 2.2635, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.6115 [2020-11-16 11:21:59,345][root][INFO] - ===> Epoch[459](12003/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.505e-01 Score 95.195 Data time: 0.1477, Forward time: 2.2634, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.6883 [2020-11-16 11:22:04,978][root][INFO] - ===> Epoch[459](12004/26): Loss 0.1309, Sem 0.1309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.505e-01 Score 95.576 Data time: 0.2260, Forward time: 2.2635, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.5473 [2020-11-16 11:22:10,692][root][INFO] - ===> Epoch[459](12005/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.505e-01 Score 95.438 Data time: 0.1393, Forward time: 2.2634, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.6015 [2020-11-16 11:22:16,446][root][INFO] - ===> Epoch[459](12006/26): Loss 0.1395, Sem 0.1395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.504e-01 Score 95.591 Data time: 0.1824, Forward time: 2.2633, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.6943 [2020-11-16 11:22:22,209][root][INFO] - ===> Epoch[460](12007/26): Loss 0.1387, Sem 0.1387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.504e-01 Score 95.701 Data time: 0.2364, Forward time: 2.2634, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.6736 [2020-11-16 11:22:28,840][root][INFO] - ===> Epoch[460](12008/26): Loss 0.1443, Sem 0.1443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.503e-01 Score 94.964 Data time: 0.2488, Forward time: 2.2635, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.5242 [2020-11-16 11:22:35,419][root][INFO] - ===> Epoch[460](12009/26): Loss 0.1472, Sem 0.1472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.503e-01 Score 95.037 Data time: 0.2000, Forward time: 2.2635, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.4623 [2020-11-16 11:22:40,461][root][INFO] - ===> Epoch[460](12010/26): Loss 0.1573, Sem 0.1573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.503e-01 Score 94.797 Data time: 0.2223, Forward time: 2.2635, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.9647 [2020-11-16 11:22:45,021][root][INFO] - ===> Epoch[460](12011/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.502e-01 Score 95.293 Data time: 0.1338, Forward time: 2.2634, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.4562 [2020-11-16 11:22:50,726][root][INFO] - ===> Epoch[460](12012/26): Loss 0.1417, Sem 0.1417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.502e-01 Score 95.325 Data time: 0.2046, Forward time: 2.2634, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.6322 [2020-11-16 11:22:57,071][root][INFO] - ===> Epoch[460](12013/26): Loss 0.1660, Sem 0.1660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.501e-01 Score 94.270 Data time: 0.1840, Forward time: 2.2634, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.2550 [2020-11-16 11:23:01,948][root][INFO] - ===> Epoch[460](12014/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.501e-01 Score 94.893 Data time: 0.1375, Forward time: 2.2632, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.7901 [2020-11-16 11:23:07,636][root][INFO] - ===> Epoch[460](12015/26): Loss 0.1307, Sem 0.1307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.501e-01 Score 95.482 Data time: 0.1674, Forward time: 2.2631, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6534 [2020-11-16 11:23:12,241][root][INFO] - ===> Epoch[460](12016/26): Loss 0.1374, Sem 0.1374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.500e-01 Score 95.524 Data time: 0.1825, Forward time: 2.2631, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.5274 [2020-11-16 11:23:17,549][root][INFO] - ===> Epoch[460](12017/26): Loss 0.1627, Sem 0.1627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.500e-01 Score 94.570 Data time: 0.2198, Forward time: 2.2631, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.2243 [2020-11-16 11:23:22,636][root][INFO] - ===> Epoch[460](12018/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.499e-01 Score 94.534 Data time: 0.2037, Forward time: 2.2630, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.0087 [2020-11-16 11:23:28,161][root][INFO] - ===> Epoch[460](12019/26): Loss 0.1240, Sem 0.1240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.499e-01 Score 95.823 Data time: 0.1811, Forward time: 2.2630, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.4458 [2020-11-16 11:23:32,804][root][INFO] - ===> Epoch[460](12020/26): Loss 0.1552, Sem 0.1552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.499e-01 Score 94.571 Data time: 0.2035, Forward time: 2.2630, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.5548 [2020-11-16 11:23:38,159][root][INFO] - ===> Epoch[460](12021/26): Loss 0.1597, Sem 0.1597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.498e-01 Score 94.758 Data time: 0.2272, Forward time: 2.2630, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.2549 [2020-11-16 11:23:43,671][root][INFO] - ===> Epoch[460](12022/26): Loss 0.1275, Sem 0.1275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.498e-01 Score 95.499 Data time: 0.2490, Forward time: 2.2631, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.3878 [2020-11-16 11:23:49,062][root][INFO] - ===> Epoch[460](12023/26): Loss 0.1528, Sem 0.1528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.497e-01 Score 94.706 Data time: 0.2405, Forward time: 2.2632, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.2493 [2020-11-16 11:23:54,283][root][INFO] - ===> Epoch[460](12024/26): Loss 0.1654, Sem 0.1654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.497e-01 Score 94.768 Data time: 0.2372, Forward time: 2.2633, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.1117 [2020-11-16 11:24:00,369][root][INFO] - ===> Epoch[460](12025/26): Loss 0.1695, Sem 0.1695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.497e-01 Score 94.091 Data time: 0.2692, Forward time: 2.2635, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 5.9806 [2020-11-16 11:24:06,471][root][INFO] - ===> Epoch[460](12026/26): Loss 0.1451, Sem 0.1451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.496e-01 Score 95.287 Data time: 0.1564, Forward time: 2.2634, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.9968 [2020-11-16 11:24:12,068][root][INFO] - ===> Epoch[460](12027/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.496e-01 Score 95.347 Data time: 0.1670, Forward time: 2.2634, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.4982 [2020-11-16 11:24:17,252][root][INFO] - ===> Epoch[460](12028/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.495e-01 Score 94.997 Data time: 0.2316, Forward time: 2.2634, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.0978 [2020-11-16 11:24:23,190][root][INFO] - ===> Epoch[460](12029/26): Loss 0.1438, Sem 0.1438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.495e-01 Score 95.129 Data time: 0.1770, Forward time: 2.2634, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.8126 [2020-11-16 11:24:28,522][root][INFO] - ===> Epoch[460](12030/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.495e-01 Score 93.846 Data time: 0.1892, Forward time: 2.2634, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.2358 [2020-11-16 11:24:35,746][root][INFO] - ===> Epoch[460](12031/26): Loss 0.1321, Sem 0.1321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.494e-01 Score 95.372 Data time: 0.2035, Forward time: 2.2634, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 7.1310 [2020-11-16 11:24:42,132][root][INFO] - ===> Epoch[460](12032/26): Loss 0.1434, Sem 0.1434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.494e-01 Score 95.056 Data time: 0.2020, Forward time: 2.2634, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.2772 [2020-11-16 11:24:48,632][root][INFO] - ===> Epoch[461](12033/26): Loss 0.1478, Sem 0.1478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.493e-01 Score 95.161 Data time: 0.1882, Forward time: 2.2634, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.3976 [2020-11-16 11:24:54,661][root][INFO] - ===> Epoch[461](12034/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.493e-01 Score 94.859 Data time: 0.1840, Forward time: 2.2634, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.9491 [2020-11-16 11:25:01,374][root][INFO] - ===> Epoch[461](12035/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.493e-01 Score 95.276 Data time: 0.3663, Forward time: 2.2636, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.6463 [2020-11-16 11:25:07,212][root][INFO] - ===> Epoch[461](12036/26): Loss 0.1649, Sem 0.1649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.492e-01 Score 94.519 Data time: 0.1908, Forward time: 2.2636, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.7193 [2020-11-16 11:25:13,238][root][INFO] - ===> Epoch[461](12037/26): Loss 0.1447, Sem 0.1447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.492e-01 Score 95.245 Data time: 0.1732, Forward time: 2.2636, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.9357 [2020-11-16 11:25:18,056][root][INFO] - ===> Epoch[461](12038/26): Loss 0.1612, Sem 0.1612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.492e-01 Score 94.763 Data time: 0.2116, Forward time: 2.2636, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.7247 [2020-11-16 11:25:22,237][root][INFO] - ===> Epoch[461](12039/26): Loss 0.1637, Sem 0.1637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.491e-01 Score 94.389 Data time: 0.1617, Forward time: 2.2635, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.0850 [2020-11-16 11:25:27,719][root][INFO] - ===> Epoch[461](12040/26): Loss 0.1599, Sem 0.1599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.491e-01 Score 94.412 Data time: 0.2025, Forward time: 2.2635, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.4189 [2020-11-16 11:25:32,399][root][INFO] - ===> Epoch[461](12041/26): Loss 0.1567, Sem 0.1567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.490e-01 Score 94.909 Data time: 0.1893, Forward time: 2.2635, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 4.5964 [2020-11-16 11:25:38,189][root][INFO] - ===> Epoch[461](12042/26): Loss 0.1443, Sem 0.1443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.490e-01 Score 95.068 Data time: 0.1959, Forward time: 2.2635, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.7214 [2020-11-16 11:25:45,409][root][INFO] - ===> Epoch[461](12043/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.490e-01 Score 94.402 Data time: 0.2312, Forward time: 2.2635, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 7.1285 [2020-11-16 11:25:51,523][root][INFO] - ===> Epoch[461](12044/26): Loss 0.1259, Sem 0.1259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.489e-01 Score 95.839 Data time: 0.2203, Forward time: 2.2636, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.0111 [2020-11-16 11:25:56,843][root][INFO] - ===> Epoch[461](12045/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.489e-01 Score 95.612 Data time: 0.1921, Forward time: 2.2636, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.2148 [2020-11-16 11:26:02,450][root][INFO] - ===> Epoch[461](12046/26): Loss 0.1469, Sem 0.1469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.488e-01 Score 95.463 Data time: 0.1542, Forward time: 2.2635, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.5438 [2020-11-16 11:26:07,918][root][INFO] - ===> Epoch[461](12047/26): Loss 0.1227, Sem 0.1227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.488e-01 Score 95.704 Data time: 0.2205, Forward time: 2.2635, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.3943 [2020-11-16 11:26:14,466][root][INFO] - ===> Epoch[461](12048/26): Loss 0.1689, Sem 0.1689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.488e-01 Score 94.408 Data time: 0.2302, Forward time: 2.2635, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.4804 [2020-11-16 11:26:20,842][root][INFO] - ===> Epoch[461](12049/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.487e-01 Score 95.196 Data time: 0.2059, Forward time: 2.2635, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2812 [2020-11-16 11:26:26,589][root][INFO] - ===> Epoch[461](12050/26): Loss 0.2284, Sem 0.2284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.487e-01 Score 93.351 Data time: 0.1751, Forward time: 2.2635, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.6500 [2020-11-16 11:26:31,810][root][INFO] - ===> Epoch[461](12051/26): Loss 0.1479, Sem 0.1479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.486e-01 Score 94.969 Data time: 0.2005, Forward time: 2.2635, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.1366 [2020-11-16 11:26:38,140][root][INFO] - ===> Epoch[461](12052/26): Loss 0.1548, Sem 0.1548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.486e-01 Score 94.620 Data time: 0.2300, Forward time: 2.2636, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2204 [2020-11-16 11:26:42,716][root][INFO] - ===> Epoch[461](12053/26): Loss 0.1790, Sem 0.1790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.486e-01 Score 94.262 Data time: 0.1956, Forward time: 2.2636, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.4700 [2020-11-16 11:26:48,815][root][INFO] - ===> Epoch[461](12054/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.485e-01 Score 93.718 Data time: 0.1911, Forward time: 2.2636, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.0172 [2020-11-16 11:26:54,516][root][INFO] - ===> Epoch[461](12055/26): Loss 0.1516, Sem 0.1516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.485e-01 Score 94.955 Data time: 0.2254, Forward time: 2.2636, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.5949 [2020-11-16 11:26:59,624][root][INFO] - ===> Epoch[461](12056/26): Loss 0.2324, Sem 0.2324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.484e-01 Score 93.119 Data time: 0.2179, Forward time: 2.2636, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.0068 [2020-11-16 11:27:05,287][root][INFO] - ===> Epoch[461](12057/26): Loss 0.1890, Sem 0.1890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.484e-01 Score 94.296 Data time: 0.1610, Forward time: 2.2635, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.5629 [2020-11-16 11:27:11,117][root][INFO] - ===> Epoch[461](12058/26): Loss 0.1696, Sem 0.1696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.484e-01 Score 94.401 Data time: 0.2206, Forward time: 2.2636, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.7601 [2020-11-16 11:27:16,380][root][INFO] - ===> Epoch[462](12059/26): Loss 0.1841, Sem 0.1841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.483e-01 Score 94.012 Data time: 0.1904, Forward time: 2.2636, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.1558 [2020-11-16 11:27:22,326][root][INFO] - ===> Epoch[462](12060/26): Loss 0.1562, Sem 0.1562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.483e-01 Score 94.797 Data time: 0.1704, Forward time: 2.2634, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.8562 [2020-11-16 11:27:29,401][root][INFO] - ===> Epoch[462](12061/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.482e-01 Score 94.711 Data time: 0.2477, Forward time: 2.2635, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 7.0168 [2020-11-16 11:27:35,273][root][INFO] - ===> Epoch[462](12062/26): Loss 0.2095, Sem 0.2095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.482e-01 Score 93.704 Data time: 0.2065, Forward time: 2.2635, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7504 [2020-11-16 11:27:40,296][root][INFO] - ===> Epoch[462](12063/26): Loss 0.1674, Sem 0.1674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.482e-01 Score 94.433 Data time: 0.2117, Forward time: 2.2635, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.9483 [2020-11-16 11:27:46,834][root][INFO] - ===> Epoch[462](12064/26): Loss 0.1673, Sem 0.1673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.481e-01 Score 94.558 Data time: 0.1402, Forward time: 2.2634, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.4309 [2020-11-16 11:27:52,146][root][INFO] - ===> Epoch[462](12065/26): Loss 0.1731, Sem 0.1731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.481e-01 Score 94.197 Data time: 0.2039, Forward time: 2.2634, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.2454 [2020-11-16 11:27:57,105][root][INFO] - ===> Epoch[462](12066/26): Loss 0.1615, Sem 0.1615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.480e-01 Score 94.842 Data time: 0.2323, Forward time: 2.2635, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.8513 [2020-11-16 11:28:03,475][root][INFO] - ===> Epoch[462](12067/26): Loss 0.1709, Sem 0.1709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.480e-01 Score 94.171 Data time: 0.2594, Forward time: 2.2636, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2681 [2020-11-16 11:28:08,922][root][INFO] - ===> Epoch[462](12068/26): Loss 0.1657, Sem 0.1657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.480e-01 Score 94.671 Data time: 0.1022, Forward time: 2.2635, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.3189 [2020-11-16 11:28:14,342][root][INFO] - ===> Epoch[462](12069/26): Loss 0.1605, Sem 0.1605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.479e-01 Score 94.791 Data time: 0.1873, Forward time: 2.2634, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.3802 [2020-11-16 11:28:20,666][root][INFO] - ===> Epoch[462](12070/26): Loss 0.1898, Sem 0.1898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.479e-01 Score 94.142 Data time: 0.1657, Forward time: 2.2634, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.2545 [2020-11-16 11:28:26,985][root][INFO] - ===> Epoch[462](12071/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.478e-01 Score 94.764 Data time: 0.1777, Forward time: 2.2634, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.2323 [2020-11-16 11:28:32,487][root][INFO] - ===> Epoch[462](12072/26): Loss 0.1769, Sem 0.1769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.478e-01 Score 94.283 Data time: 0.1744, Forward time: 2.2634, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.4148 [2020-11-16 11:28:37,549][root][INFO] - ===> Epoch[462](12073/26): Loss 0.1537, Sem 0.1537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.478e-01 Score 95.007 Data time: 0.1732, Forward time: 2.2633, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.9630 [2020-11-16 11:28:43,221][root][INFO] - ===> Epoch[462](12074/26): Loss 0.1708, Sem 0.1708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.477e-01 Score 94.433 Data time: 0.1719, Forward time: 2.2633, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.5720 [2020-11-16 11:28:49,016][root][INFO] - ===> Epoch[462](12075/26): Loss 0.1892, Sem 0.1892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.477e-01 Score 94.093 Data time: 0.1804, Forward time: 2.2633, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.7197 [2020-11-16 11:28:54,899][root][INFO] - ===> Epoch[462](12076/26): Loss 0.1499, Sem 0.1499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.477e-01 Score 94.892 Data time: 0.2178, Forward time: 2.2633, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.8070 [2020-11-16 11:28:59,744][root][INFO] - ===> Epoch[462](12077/26): Loss 0.1608, Sem 0.1608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.476e-01 Score 94.554 Data time: 0.1961, Forward time: 2.2633, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.7464 [2020-11-16 11:29:04,590][root][INFO] - ===> Epoch[462](12078/26): Loss 0.1970, Sem 0.1970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.476e-01 Score 94.122 Data time: 0.1531, Forward time: 2.2632, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.7316 [2020-11-16 11:29:09,161][root][INFO] - ===> Epoch[462](12079/26): Loss 0.1858, Sem 0.1858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.475e-01 Score 93.955 Data time: 0.1119, Forward time: 2.2631, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.4991 [2020-11-16 11:29:14,062][root][INFO] - ===> Epoch[462](12080/26): Loss 0.1593, Sem 0.1593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.475e-01 Score 94.799 Data time: 0.1673, Forward time: 2.2630, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.8603 [2020-11-16 11:29:19,497][root][INFO] - ===> Epoch[462](12081/26): Loss 0.1570, Sem 0.1570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.475e-01 Score 94.668 Data time: 0.2084, Forward time: 2.2630, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.3754 [2020-11-16 11:29:24,820][root][INFO] - ===> Epoch[462](12082/26): Loss 0.1605, Sem 0.1605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.474e-01 Score 94.764 Data time: 0.2411, Forward time: 2.2631, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.2316 [2020-11-16 11:29:31,281][root][INFO] - ===> Epoch[462](12083/26): Loss 0.1577, Sem 0.1577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.474e-01 Score 94.528 Data time: 0.1941, Forward time: 2.2631, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.3553 [2020-11-16 11:29:37,221][root][INFO] - ===> Epoch[462](12084/26): Loss 0.1591, Sem 0.1591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.473e-01 Score 95.071 Data time: 0.1594, Forward time: 2.2630, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.8418 [2020-11-16 11:29:42,967][root][INFO] - ===> Epoch[463](12085/26): Loss 0.1875, Sem 0.1875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.473e-01 Score 94.118 Data time: 0.1667, Forward time: 2.2630, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.6567 [2020-11-16 11:29:49,550][root][INFO] - ===> Epoch[463](12086/26): Loss 0.1781, Sem 0.1781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.473e-01 Score 94.299 Data time: 0.2374, Forward time: 2.2631, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.4971 [2020-11-16 11:29:54,655][root][INFO] - ===> Epoch[463](12087/26): Loss 0.1455, Sem 0.1455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.472e-01 Score 94.997 Data time: 0.1710, Forward time: 2.2630, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.9774 [2020-11-16 11:30:00,920][root][INFO] - ===> Epoch[463](12088/26): Loss 0.1577, Sem 0.1577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.472e-01 Score 94.628 Data time: 0.2237, Forward time: 2.2631, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.1481 [2020-11-16 11:30:06,807][root][INFO] - ===> Epoch[463](12089/26): Loss 0.1694, Sem 0.1694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.471e-01 Score 94.397 Data time: 0.2205, Forward time: 2.2631, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.7720 [2020-11-16 11:30:12,254][root][INFO] - ===> Epoch[463](12090/26): Loss 0.1493, Sem 0.1493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.471e-01 Score 94.949 Data time: 0.1483, Forward time: 2.2631, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.3231 [2020-11-16 11:30:17,855][root][INFO] - ===> Epoch[463](12091/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.471e-01 Score 94.743 Data time: 0.1634, Forward time: 2.2630, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.5089 [2020-11-16 11:30:25,807][root][INFO] - ===> Epoch[463](12092/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.470e-01 Score 95.292 Data time: 0.2319, Forward time: 2.2630, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 7.8599 [2020-11-16 11:30:31,584][root][INFO] - ===> Epoch[463](12093/26): Loss 0.1475, Sem 0.1475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.470e-01 Score 94.997 Data time: 0.1805, Forward time: 2.2630, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.6577 [2020-11-16 11:30:37,308][root][INFO] - ===> Epoch[463](12094/26): Loss 0.1662, Sem 0.1662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.469e-01 Score 94.537 Data time: 0.1360, Forward time: 2.2629, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.6146 [2020-11-16 11:30:42,931][root][INFO] - ===> Epoch[463](12095/26): Loss 0.1573, Sem 0.1573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.469e-01 Score 94.671 Data time: 0.1860, Forward time: 2.2628, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.5674 [2020-11-16 11:30:48,850][root][INFO] - ===> Epoch[463](12096/26): Loss 0.1461, Sem 0.1461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.469e-01 Score 95.167 Data time: 0.2304, Forward time: 2.2629, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.8231 [2020-11-16 11:30:53,070][root][INFO] - ===> Epoch[463](12097/26): Loss 0.1730, Sem 0.1730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.468e-01 Score 94.171 Data time: 0.1836, Forward time: 2.2628, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.1020 [2020-11-16 11:30:59,004][root][INFO] - ===> Epoch[463](12098/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.468e-01 Score 95.127 Data time: 0.1646, Forward time: 2.2628, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.8503 [2020-11-16 11:31:03,405][root][INFO] - ===> Epoch[463](12099/26): Loss 0.1521, Sem 0.1521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.467e-01 Score 94.671 Data time: 0.1487, Forward time: 2.2627, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.3306 [2020-11-16 11:31:10,428][root][INFO] - ===> Epoch[463](12100/26): Loss 0.1528, Sem 0.1528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.467e-01 Score 94.963 Data time: 0.1376, Forward time: 2.2626, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.9460 [2020-11-16 11:31:15,659][root][INFO] - ===> Epoch[463](12101/26): Loss 0.1765, Sem 0.1765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.467e-01 Score 94.420 Data time: 0.1794, Forward time: 2.2625, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.1672 [2020-11-16 11:31:20,725][root][INFO] - ===> Epoch[463](12102/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.466e-01 Score 93.734 Data time: 0.1650, Forward time: 2.2625, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.9669 [2020-11-16 11:31:25,532][root][INFO] - ===> Epoch[463](12103/26): Loss 0.1671, Sem 0.1671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.466e-01 Score 94.363 Data time: 0.2016, Forward time: 2.2625, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.7178 [2020-11-16 11:31:31,003][root][INFO] - ===> Epoch[463](12104/26): Loss 0.1451, Sem 0.1451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.465e-01 Score 95.058 Data time: 0.1952, Forward time: 2.2625, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.3808 [2020-11-16 11:31:37,553][root][INFO] - ===> Epoch[463](12105/26): Loss 0.1587, Sem 0.1587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.465e-01 Score 94.856 Data time: 0.2326, Forward time: 2.2625, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.4681 [2020-11-16 11:31:43,108][root][INFO] - ===> Epoch[463](12106/26): Loss 0.1776, Sem 0.1776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.465e-01 Score 93.993 Data time: 0.2123, Forward time: 2.2625, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.4371 [2020-11-16 11:31:48,711][root][INFO] - ===> Epoch[463](12107/26): Loss 0.1493, Sem 0.1493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.464e-01 Score 94.878 Data time: 0.2411, Forward time: 2.2626, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.5054 [2020-11-16 11:31:55,427][root][INFO] - ===> Epoch[463](12108/26): Loss 0.1477, Sem 0.1477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.464e-01 Score 95.097 Data time: 0.2494, Forward time: 2.2627, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.5934 [2020-11-16 11:32:01,014][root][INFO] - ===> Epoch[463](12109/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.463e-01 Score 95.380 Data time: 0.2081, Forward time: 2.2627, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.4587 [2020-11-16 11:32:06,407][root][INFO] - ===> Epoch[463](12110/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.463e-01 Score 95.280 Data time: 0.2210, Forward time: 2.2627, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.2849 [2020-11-16 11:32:12,448][root][INFO] - ===> Epoch[464](12111/26): Loss 0.1427, Sem 0.1427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.463e-01 Score 95.223 Data time: 0.2780, Forward time: 2.2629, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.9403 [2020-11-16 11:32:18,142][root][INFO] - ===> Epoch[464](12112/26): Loss 0.1331, Sem 0.1331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.462e-01 Score 95.587 Data time: 0.2547, Forward time: 2.2630, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.5623 [2020-11-16 11:32:25,232][root][INFO] - ===> Epoch[464](12113/26): Loss 0.1618, Sem 0.1618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.462e-01 Score 94.869 Data time: 0.1523, Forward time: 2.2629, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.9783 [2020-11-16 11:32:30,816][root][INFO] - ===> Epoch[464](12114/26): Loss 0.1562, Sem 0.1562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.462e-01 Score 94.775 Data time: 0.2237, Forward time: 2.2629, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.5063 [2020-11-16 11:32:35,567][root][INFO] - ===> Epoch[464](12115/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.461e-01 Score 95.017 Data time: 0.1759, Forward time: 2.2629, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.6497 [2020-11-16 11:32:41,394][root][INFO] - ===> Epoch[464](12116/26): Loss 0.1739, Sem 0.1739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.461e-01 Score 94.296 Data time: 0.1873, Forward time: 2.2628, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.7424 [2020-11-16 11:32:48,072][root][INFO] - ===> Epoch[464](12117/26): Loss 0.1330, Sem 0.1330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.460e-01 Score 95.674 Data time: 0.2054, Forward time: 2.2628, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.5939 [2020-11-16 11:32:53,621][root][INFO] - ===> Epoch[464](12118/26): Loss 0.1149, Sem 0.1149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.460e-01 Score 95.996 Data time: 0.2353, Forward time: 2.2629, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.4480 [2020-11-16 11:32:59,935][root][INFO] - ===> Epoch[464](12119/26): Loss 0.1600, Sem 0.1600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.460e-01 Score 94.429 Data time: 0.1706, Forward time: 2.2629, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.2009 [2020-11-16 11:33:04,915][root][INFO] - ===> Epoch[464](12120/26): Loss 0.1563, Sem 0.1563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.459e-01 Score 94.645 Data time: 0.1509, Forward time: 2.2628, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.9047 [2020-11-16 11:33:11,174][root][INFO] - ===> Epoch[464](12121/26): Loss 0.1612, Sem 0.1612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.459e-01 Score 95.011 Data time: 0.2280, Forward time: 2.2628, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.2046 [2020-11-16 11:33:17,700][root][INFO] - ===> Epoch[464](12122/26): Loss 0.1407, Sem 0.1407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.458e-01 Score 95.272 Data time: 0.1870, Forward time: 2.2628, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.4240 [2020-11-16 11:33:22,769][root][INFO] - ===> Epoch[464](12123/26): Loss 0.1361, Sem 0.1361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.458e-01 Score 95.391 Data time: 0.1975, Forward time: 2.2629, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.9867 [2020-11-16 11:33:28,121][root][INFO] - ===> Epoch[464](12124/26): Loss 0.1284, Sem 0.1284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.458e-01 Score 95.673 Data time: 0.2171, Forward time: 2.2629, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.2442 [2020-11-16 11:33:33,354][root][INFO] - ===> Epoch[464](12125/26): Loss 0.1598, Sem 0.1598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.457e-01 Score 94.951 Data time: 0.1895, Forward time: 2.2629, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.1280 [2020-11-16 11:33:38,170][root][INFO] - ===> Epoch[464](12126/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.457e-01 Score 94.632 Data time: 0.1618, Forward time: 2.2628, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.7211 [2020-11-16 11:33:44,515][root][INFO] - ===> Epoch[464](12127/26): Loss 0.1292, Sem 0.1292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.456e-01 Score 95.595 Data time: 0.1347, Forward time: 2.2627, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.2642 [2020-11-16 11:33:49,109][root][INFO] - ===> Epoch[464](12128/26): Loss 0.1394, Sem 0.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.456e-01 Score 95.382 Data time: 0.2028, Forward time: 2.2627, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.5212 [2020-11-16 11:33:56,011][root][INFO] - ===> Epoch[464](12129/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.456e-01 Score 95.081 Data time: 0.2700, Forward time: 2.2627, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.8001 [2020-11-16 11:34:03,097][root][INFO] - ===> Epoch[464](12130/26): Loss 0.1580, Sem 0.1580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.455e-01 Score 94.934 Data time: 0.1448, Forward time: 2.2627, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.9610 [2020-11-16 11:34:09,269][root][INFO] - ===> Epoch[464](12131/26): Loss 0.1563, Sem 0.1563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.455e-01 Score 94.896 Data time: 0.1960, Forward time: 2.2626, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.1128 [2020-11-16 11:34:16,435][root][INFO] - ===> Epoch[464](12132/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.454e-01 Score 95.825 Data time: 0.1609, Forward time: 2.2625, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 7.0912 [2020-11-16 11:34:21,668][root][INFO] - ===> Epoch[464](12133/26): Loss 0.1418, Sem 0.1418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.454e-01 Score 95.169 Data time: 0.2048, Forward time: 2.2625, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.1527 [2020-11-16 11:34:28,187][root][INFO] - ===> Epoch[464](12134/26): Loss 0.1362, Sem 0.1362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.454e-01 Score 95.325 Data time: 0.1148, Forward time: 2.2624, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.4220 [2020-11-16 11:34:33,161][root][INFO] - ===> Epoch[464](12135/26): Loss 0.1384, Sem 0.1384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.453e-01 Score 95.337 Data time: 0.2161, Forward time: 2.2624, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.9126 [2020-11-16 11:34:39,906][root][INFO] - ===> Epoch[464](12136/26): Loss 0.1612, Sem 0.1612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.453e-01 Score 94.742 Data time: 0.2829, Forward time: 2.2624, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.6469 [2020-11-16 11:34:46,010][root][INFO] - ===> Epoch[465](12137/26): Loss 0.1152, Sem 0.1152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.452e-01 Score 95.937 Data time: 0.1882, Forward time: 2.2624, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.9987 [2020-11-16 11:34:50,906][root][INFO] - ===> Epoch[465](12138/26): Loss 0.1356, Sem 0.1356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.452e-01 Score 95.546 Data time: 0.2351, Forward time: 2.2625, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.7837 [2020-11-16 11:34:56,873][root][INFO] - ===> Epoch[465](12139/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.452e-01 Score 95.119 Data time: 0.1828, Forward time: 2.2624, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.8648 [2020-11-16 11:35:02,068][root][INFO] - ===> Epoch[465](12140/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.451e-01 Score 95.360 Data time: 0.1936, Forward time: 2.2624, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.0998 [2020-11-16 11:35:08,194][root][INFO] - ===> Epoch[465](12141/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.451e-01 Score 94.970 Data time: 0.2470, Forward time: 2.2625, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.0383 [2020-11-16 11:35:13,823][root][INFO] - ===> Epoch[465](12142/26): Loss 0.1434, Sem 0.1434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.450e-01 Score 95.544 Data time: 0.2756, Forward time: 2.2626, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5126 [2020-11-16 11:35:18,456][root][INFO] - ===> Epoch[465](12143/26): Loss 0.1190, Sem 0.1190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.450e-01 Score 95.972 Data time: 0.1758, Forward time: 2.2625, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 4.5240 [2020-11-16 11:35:23,558][root][INFO] - ===> Epoch[465](12144/26): Loss 0.1375, Sem 0.1375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.450e-01 Score 95.286 Data time: 0.2751, Forward time: 2.2626, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.0140 [2020-11-16 11:35:29,503][root][INFO] - ===> Epoch[465](12145/26): Loss 0.1337, Sem 0.1337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.449e-01 Score 95.452 Data time: 0.2226, Forward time: 2.2626, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.8474 [2020-11-16 11:35:35,459][root][INFO] - ===> Epoch[465](12146/26): Loss 0.1067, Sem 0.1067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.449e-01 Score 96.398 Data time: 0.2963, Forward time: 2.2627, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.8603 [2020-11-16 11:35:40,255][root][INFO] - ===> Epoch[465](12147/26): Loss 0.1409, Sem 0.1409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.448e-01 Score 95.090 Data time: 0.1361, Forward time: 2.2626, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.6987 [2020-11-16 11:35:46,846][root][INFO] - ===> Epoch[465](12148/26): Loss 0.1621, Sem 0.1621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.448e-01 Score 94.596 Data time: 0.2086, Forward time: 2.2627, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.5271 [2020-11-16 11:35:52,819][root][INFO] - ===> Epoch[465](12149/26): Loss 0.1373, Sem 0.1373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.448e-01 Score 95.314 Data time: 0.2433, Forward time: 2.2627, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.8861 [2020-11-16 11:35:57,774][root][INFO] - ===> Epoch[465](12150/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.447e-01 Score 95.040 Data time: 0.1483, Forward time: 2.2626, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.8512 [2020-11-16 11:36:03,291][root][INFO] - ===> Epoch[465](12151/26): Loss 0.1752, Sem 0.1752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.447e-01 Score 94.322 Data time: 0.1460, Forward time: 2.2625, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.4676 [2020-11-16 11:36:08,805][root][INFO] - ===> Epoch[465](12152/26): Loss 0.1740, Sem 0.1740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.446e-01 Score 94.432 Data time: 0.2042, Forward time: 2.2625, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.4770 [2020-11-16 11:36:14,569][root][INFO] - ===> Epoch[465](12153/26): Loss 0.1360, Sem 0.1360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.446e-01 Score 95.473 Data time: 0.1630, Forward time: 2.2624, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.6808 [2020-11-16 11:36:20,310][root][INFO] - ===> Epoch[465](12154/26): Loss 0.1522, Sem 0.1522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.446e-01 Score 94.549 Data time: 0.2702, Forward time: 2.2625, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.6813 [2020-11-16 11:36:25,935][root][INFO] - ===> Epoch[465](12155/26): Loss 0.1641, Sem 0.1641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.445e-01 Score 94.568 Data time: 0.1616, Forward time: 2.2625, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.5047 [2020-11-16 11:36:31,862][root][INFO] - ===> Epoch[465](12156/26): Loss 0.1577, Sem 0.1577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.445e-01 Score 94.917 Data time: 0.2500, Forward time: 2.2625, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.8509 [2020-11-16 11:36:37,931][root][INFO] - ===> Epoch[465](12157/26): Loss 0.1482, Sem 0.1482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.445e-01 Score 94.789 Data time: 0.2656, Forward time: 2.2627, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.9722 [2020-11-16 11:36:43,692][root][INFO] - ===> Epoch[465](12158/26): Loss 0.1621, Sem 0.1621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.444e-01 Score 94.637 Data time: 0.2095, Forward time: 2.2626, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.6379 [2020-11-16 11:36:49,027][root][INFO] - ===> Epoch[465](12159/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.444e-01 Score 94.722 Data time: 0.2336, Forward time: 2.2627, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.2565 [2020-11-16 11:36:54,450][root][INFO] - ===> Epoch[465](12160/26): Loss 0.1331, Sem 0.1331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.443e-01 Score 95.413 Data time: 0.1260, Forward time: 2.2626, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.3147 [2020-11-16 11:37:00,503][root][INFO] - ===> Epoch[465](12161/26): Loss 0.1455, Sem 0.1455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.443e-01 Score 95.064 Data time: 0.1985, Forward time: 2.2626, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.0115 [2020-11-16 11:37:05,950][root][INFO] - ===> Epoch[465](12162/26): Loss 0.1351, Sem 0.1351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.443e-01 Score 95.401 Data time: 0.1940, Forward time: 2.2625, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.3608 [2020-11-16 11:37:11,378][root][INFO] - ===> Epoch[466](12163/26): Loss 0.1713, Sem 0.1713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.442e-01 Score 94.110 Data time: 0.2380, Forward time: 2.2626, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.3578 [2020-11-16 11:37:18,086][root][INFO] - ===> Epoch[466](12164/26): Loss 0.1661, Sem 0.1661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.442e-01 Score 94.225 Data time: 0.2298, Forward time: 2.2626, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.5545 [2020-11-16 11:37:22,974][root][INFO] - ===> Epoch[466](12165/26): Loss 0.1477, Sem 0.1477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.441e-01 Score 95.343 Data time: 0.1997, Forward time: 2.2626, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.7945 [2020-11-16 11:37:29,269][root][INFO] - ===> Epoch[466](12166/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.441e-01 Score 94.653 Data time: 0.2637, Forward time: 2.2627, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.1994 [2020-11-16 11:37:34,632][root][INFO] - ===> Epoch[466](12167/26): Loss 0.1414, Sem 0.1414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.441e-01 Score 95.489 Data time: 0.1440, Forward time: 2.2626, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.2381 [2020-11-16 11:37:40,668][root][INFO] - ===> Epoch[466](12168/26): Loss 0.1643, Sem 0.1643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.440e-01 Score 94.492 Data time: 0.1873, Forward time: 2.2626, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.9616 [2020-11-16 11:37:47,521][root][INFO] - ===> Epoch[466](12169/26): Loss 0.1341, Sem 0.1341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.440e-01 Score 95.414 Data time: 0.2301, Forward time: 2.2626, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.7702 [2020-11-16 11:37:53,220][root][INFO] - ===> Epoch[466](12170/26): Loss 0.1475, Sem 0.1475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.439e-01 Score 95.285 Data time: 0.2616, Forward time: 2.2627, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.6004 [2020-11-16 11:37:59,581][root][INFO] - ===> Epoch[466](12171/26): Loss 0.1720, Sem 0.1720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.439e-01 Score 94.303 Data time: 0.2717, Forward time: 2.2628, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.2424 [2020-11-16 11:38:05,993][root][INFO] - ===> Epoch[466](12172/26): Loss 0.1463, Sem 0.1463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.439e-01 Score 95.083 Data time: 0.1461, Forward time: 2.2627, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.3001 [2020-11-16 11:38:12,070][root][INFO] - ===> Epoch[466](12173/26): Loss 0.1309, Sem 0.1309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.438e-01 Score 95.639 Data time: 0.3370, Forward time: 2.2629, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.0040 [2020-11-16 11:38:17,184][root][INFO] - ===> Epoch[466](12174/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.438e-01 Score 94.564 Data time: 0.1694, Forward time: 2.2628, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.0135 [2020-11-16 11:38:22,712][root][INFO] - ===> Epoch[466](12175/26): Loss 0.1649, Sem 0.1649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.437e-01 Score 94.529 Data time: 0.2070, Forward time: 2.2628, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.4367 [2020-11-16 11:38:29,371][root][INFO] - ===> Epoch[466](12176/26): Loss 0.1559, Sem 0.1559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.437e-01 Score 94.982 Data time: 0.2003, Forward time: 2.2628, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.5663 [2020-11-16 11:38:34,684][root][INFO] - ===> Epoch[466](12177/26): Loss 0.1492, Sem 0.1492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.437e-01 Score 95.074 Data time: 0.1631, Forward time: 2.2628, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.2148 [2020-11-16 11:38:40,273][root][INFO] - ===> Epoch[466](12178/26): Loss 0.1523, Sem 0.1523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.436e-01 Score 94.834 Data time: 0.1556, Forward time: 2.2627, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.5297 [2020-11-16 11:38:45,892][root][INFO] - ===> Epoch[466](12179/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.436e-01 Score 95.453 Data time: 0.1697, Forward time: 2.2627, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.5574 [2020-11-16 11:38:50,478][root][INFO] - ===> Epoch[466](12180/26): Loss 0.1541, Sem 0.1541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.435e-01 Score 94.774 Data time: 0.1553, Forward time: 2.2626, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.5110 [2020-11-16 11:38:55,855][root][INFO] - ===> Epoch[466](12181/26): Loss 0.1336, Sem 0.1336, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.435e-01 Score 95.363 Data time: 0.1748, Forward time: 2.2626, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.3153 [2020-11-16 11:39:01,406][root][INFO] - ===> Epoch[466](12182/26): Loss 0.1248, Sem 0.1248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.435e-01 Score 95.722 Data time: 0.1765, Forward time: 2.2625, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.4692 [2020-11-16 11:39:07,694][root][INFO] - ===> Epoch[466](12183/26): Loss 0.1378, Sem 0.1378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.434e-01 Score 95.084 Data time: 0.1328, Forward time: 2.2624, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.1983 [2020-11-16 11:39:14,415][root][INFO] - ===> Epoch[466](12184/26): Loss 0.1455, Sem 0.1455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.434e-01 Score 95.213 Data time: 0.1892, Forward time: 2.2624, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.6606 [2020-11-16 11:39:19,600][root][INFO] - ===> Epoch[466](12185/26): Loss 0.1693, Sem 0.1693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.433e-01 Score 94.683 Data time: 0.2337, Forward time: 2.2624, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.0980 [2020-11-16 11:39:24,614][root][INFO] - ===> Epoch[466](12186/26): Loss 0.1725, Sem 0.1725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.433e-01 Score 94.448 Data time: 0.2178, Forward time: 2.2624, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.8833 [2020-11-16 11:39:30,324][root][INFO] - ===> Epoch[466](12187/26): Loss 0.1254, Sem 0.1254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.433e-01 Score 95.910 Data time: 0.2036, Forward time: 2.2624, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.5836 [2020-11-16 11:39:36,386][root][INFO] - ===> Epoch[466](12188/26): Loss 0.1482, Sem 0.1482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.432e-01 Score 95.330 Data time: 0.2328, Forward time: 2.2625, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.9683 [2020-11-16 11:39:41,105][root][INFO] - ===> Epoch[467](12189/26): Loss 0.1745, Sem 0.1745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.432e-01 Score 94.143 Data time: 0.2108, Forward time: 2.2625, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.6231 [2020-11-16 11:39:46,636][root][INFO] - ===> Epoch[467](12190/26): Loss 0.1543, Sem 0.1543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.431e-01 Score 94.535 Data time: 0.1860, Forward time: 2.2625, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.4438 [2020-11-16 11:39:51,484][root][INFO] - ===> Epoch[467](12191/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.431e-01 Score 95.554 Data time: 0.1631, Forward time: 2.2624, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.7572 [2020-11-16 11:39:56,357][root][INFO] - ===> Epoch[467](12192/26): Loss 0.1627, Sem 0.1627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.431e-01 Score 94.675 Data time: 0.1992, Forward time: 2.2624, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.7953 [2020-11-16 11:40:02,040][root][INFO] - ===> Epoch[467](12193/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.430e-01 Score 94.651 Data time: 0.2098, Forward time: 2.2624, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5818 [2020-11-16 11:40:07,727][root][INFO] - ===> Epoch[467](12194/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.430e-01 Score 95.514 Data time: 0.1773, Forward time: 2.2624, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5910 [2020-11-16 11:40:13,477][root][INFO] - ===> Epoch[467](12195/26): Loss 0.1466, Sem 0.1466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.429e-01 Score 95.157 Data time: 0.2446, Forward time: 2.2624, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.6631 [2020-11-16 11:40:18,480][root][INFO] - ===> Epoch[467](12196/26): Loss 0.1298, Sem 0.1298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.429e-01 Score 95.645 Data time: 0.1734, Forward time: 2.2624, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 4.9005 [2020-11-16 11:40:25,184][root][INFO] - ===> Epoch[467](12197/26): Loss 0.1529, Sem 0.1529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.429e-01 Score 95.003 Data time: 0.1468, Forward time: 2.2623, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.6331 [2020-11-16 11:40:30,370][root][INFO] - ===> Epoch[467](12198/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.428e-01 Score 95.164 Data time: 0.1892, Forward time: 2.2623, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.1301 [2020-11-16 11:40:36,935][root][INFO] - ===> Epoch[467](12199/26): Loss 0.1831, Sem 0.1831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.428e-01 Score 94.517 Data time: 0.2087, Forward time: 2.2623, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.4734 [2020-11-16 11:40:41,532][root][INFO] - ===> Epoch[467](12200/26): Loss 0.1403, Sem 0.1403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.428e-01 Score 95.275 Data time: 0.2211, Forward time: 2.2623, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.4990 [2020-11-16 11:40:48,200][root][INFO] - ===> Epoch[467](12201/26): Loss 0.1406, Sem 0.1406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.427e-01 Score 94.965 Data time: 0.2149, Forward time: 2.2623, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.5698 [2020-11-16 11:40:53,319][root][INFO] - ===> Epoch[467](12202/26): Loss 0.1541, Sem 0.1541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.427e-01 Score 94.726 Data time: 0.1903, Forward time: 2.2623, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.0175 [2020-11-16 11:40:58,626][root][INFO] - ===> Epoch[467](12203/26): Loss 0.1434, Sem 0.1434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.426e-01 Score 95.241 Data time: 0.1857, Forward time: 2.2623, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.2175 [2020-11-16 11:41:04,430][root][INFO] - ===> Epoch[467](12204/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.426e-01 Score 94.982 Data time: 0.1525, Forward time: 2.2622, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.7081 [2020-11-16 11:41:10,648][root][INFO] - ===> Epoch[467](12205/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.426e-01 Score 95.086 Data time: 0.2294, Forward time: 2.2622, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.1473 [2020-11-16 11:41:15,941][root][INFO] - ===> Epoch[467](12206/26): Loss 0.1257, Sem 0.1257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.425e-01 Score 95.987 Data time: 0.1442, Forward time: 2.2621, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.2000 [2020-11-16 11:41:22,517][root][INFO] - ===> Epoch[467](12207/26): Loss 0.1823, Sem 0.1823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.425e-01 Score 93.729 Data time: 0.2297, Forward time: 2.2621, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.5142 [2020-11-16 11:41:27,829][root][INFO] - ===> Epoch[467](12208/26): Loss 0.1613, Sem 0.1613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.424e-01 Score 94.787 Data time: 0.2578, Forward time: 2.2622, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.1936 [2020-11-16 11:41:33,946][root][INFO] - ===> Epoch[467](12209/26): Loss 0.1393, Sem 0.1393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.424e-01 Score 95.607 Data time: 0.1893, Forward time: 2.2622, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.0064 [2020-11-16 11:41:39,526][root][INFO] - ===> Epoch[467](12210/26): Loss 0.1486, Sem 0.1486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.424e-01 Score 95.157 Data time: 0.1747, Forward time: 2.2622, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.4752 [2020-11-16 11:41:44,708][root][INFO] - ===> Epoch[467](12211/26): Loss 0.1561, Sem 0.1561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.423e-01 Score 94.760 Data time: 0.1401, Forward time: 2.2621, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.0803 [2020-11-16 11:41:49,380][root][INFO] - ===> Epoch[467](12212/26): Loss 0.1932, Sem 0.1932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.423e-01 Score 93.734 Data time: 0.1804, Forward time: 2.2621, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.5804 [2020-11-16 11:41:54,448][root][INFO] - ===> Epoch[467](12213/26): Loss 0.1725, Sem 0.1725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.422e-01 Score 94.528 Data time: 0.2140, Forward time: 2.2621, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.9684 [2020-11-16 11:42:00,897][root][INFO] - ===> Epoch[467](12214/26): Loss 0.1805, Sem 0.1805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.422e-01 Score 94.113 Data time: 0.2135, Forward time: 2.2621, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.3353 [2020-11-16 11:42:07,147][root][INFO] - ===> Epoch[468](12215/26): Loss 0.1416, Sem 0.1416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.422e-01 Score 95.101 Data time: 0.1790, Forward time: 2.2621, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.1288 [2020-11-16 11:42:13,044][root][INFO] - ===> Epoch[468](12216/26): Loss 0.1736, Sem 0.1736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.421e-01 Score 94.199 Data time: 0.2256, Forward time: 2.2622, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.8250 [2020-11-16 11:42:19,680][root][INFO] - ===> Epoch[468](12217/26): Loss 0.1526, Sem 0.1526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.421e-01 Score 95.046 Data time: 0.2742, Forward time: 2.2623, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.5219 [2020-11-16 11:42:24,929][root][INFO] - ===> Epoch[468](12218/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.420e-01 Score 94.802 Data time: 0.2137, Forward time: 2.2623, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.1341 [2020-11-16 11:42:29,623][root][INFO] - ===> Epoch[468](12219/26): Loss 0.1398, Sem 0.1398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.420e-01 Score 95.358 Data time: 0.1165, Forward time: 2.2621, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.5913 [2020-11-16 11:42:35,312][root][INFO] - ===> Epoch[468](12220/26): Loss 0.1434, Sem 0.1434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.420e-01 Score 95.218 Data time: 0.1193, Forward time: 2.2620, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.6319 [2020-11-16 11:42:40,742][root][INFO] - ===> Epoch[468](12221/26): Loss 0.1674, Sem 0.1674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.419e-01 Score 94.456 Data time: 0.1496, Forward time: 2.2619, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.3980 [2020-11-16 11:42:45,981][root][INFO] - ===> Epoch[468](12222/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.419e-01 Score 95.047 Data time: 0.1959, Forward time: 2.2619, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.1663 [2020-11-16 11:42:51,702][root][INFO] - ===> Epoch[468](12223/26): Loss 0.1610, Sem 0.1610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.418e-01 Score 94.735 Data time: 0.1631, Forward time: 2.2618, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.6394 [2020-11-16 11:42:57,864][root][INFO] - ===> Epoch[468](12224/26): Loss 0.1437, Sem 0.1437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.418e-01 Score 95.321 Data time: 0.1441, Forward time: 2.2617, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.0793 [2020-11-16 11:43:03,346][root][INFO] - ===> Epoch[468](12225/26): Loss 0.1490, Sem 0.1490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.418e-01 Score 95.034 Data time: 0.1719, Forward time: 2.2617, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.4193 [2020-11-16 11:43:08,771][root][INFO] - ===> Epoch[468](12226/26): Loss 0.1402, Sem 0.1402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.417e-01 Score 95.398 Data time: 0.1269, Forward time: 2.2616, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.3184 [2020-11-16 11:43:16,211][root][INFO] - ===> Epoch[468](12227/26): Loss 0.1889, Sem 0.1889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.417e-01 Score 94.135 Data time: 0.2150, Forward time: 2.2616, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 7.3927 [2020-11-16 11:43:21,526][root][INFO] - ===> Epoch[468](12228/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.416e-01 Score 95.899 Data time: 0.2264, Forward time: 2.2616, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.2270 [2020-11-16 11:43:26,592][root][INFO] - ===> Epoch[468](12229/26): Loss 0.1506, Sem 0.1506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.416e-01 Score 95.017 Data time: 0.1394, Forward time: 2.2615, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.9714 [2020-11-16 11:43:32,216][root][INFO] - ===> Epoch[468](12230/26): Loss 0.1630, Sem 0.1630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.416e-01 Score 94.768 Data time: 0.1624, Forward time: 2.2614, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.5401 [2020-11-16 11:43:39,038][root][INFO] - ===> Epoch[468](12231/26): Loss 0.1437, Sem 0.1437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.415e-01 Score 95.204 Data time: 0.1802, Forward time: 2.2613, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 6.7519 [2020-11-16 11:43:43,777][root][INFO] - ===> Epoch[468](12232/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.415e-01 Score 95.129 Data time: 0.2086, Forward time: 2.2614, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 4.6483 [2020-11-16 11:43:51,023][root][INFO] - ===> Epoch[468](12233/26): Loss 0.1685, Sem 0.1685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.414e-01 Score 94.293 Data time: 0.1807, Forward time: 2.2613, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 7.1447 [2020-11-16 11:43:55,703][root][INFO] - ===> Epoch[468](12234/26): Loss 0.1488, Sem 0.1488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.414e-01 Score 95.047 Data time: 0.2207, Forward time: 2.2613, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 4.6013 [2020-11-16 11:44:00,871][root][INFO] - ===> Epoch[468](12235/26): Loss 0.1526, Sem 0.1526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.414e-01 Score 94.959 Data time: 0.2409, Forward time: 2.2614, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.0645 [2020-11-16 11:44:06,275][root][INFO] - ===> Epoch[468](12236/26): Loss 0.1603, Sem 0.1603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.413e-01 Score 94.907 Data time: 0.2017, Forward time: 2.2614, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.2960 [2020-11-16 11:44:12,351][root][INFO] - ===> Epoch[468](12237/26): Loss 0.1539, Sem 0.1539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.413e-01 Score 95.086 Data time: 0.2442, Forward time: 2.2614, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.9905 [2020-11-16 11:44:19,139][root][INFO] - ===> Epoch[468](12238/26): Loss 0.1480, Sem 0.1480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.412e-01 Score 94.950 Data time: 0.2189, Forward time: 2.2615, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.6880 [2020-11-16 11:44:24,311][root][INFO] - ===> Epoch[468](12239/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.412e-01 Score 94.792 Data time: 0.2733, Forward time: 2.2615, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.0792 [2020-11-16 11:44:30,561][root][INFO] - ===> Epoch[468](12240/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.412e-01 Score 94.961 Data time: 0.2772, Forward time: 2.2617, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.1285 [2020-11-16 11:44:35,995][root][INFO] - ===> Epoch[469](12241/26): Loss 0.1329, Sem 0.1329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.411e-01 Score 95.427 Data time: 0.1772, Forward time: 2.2616, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.3154 [2020-11-16 11:44:43,306][root][INFO] - ===> Epoch[469](12242/26): Loss 0.1319, Sem 0.1319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.411e-01 Score 95.779 Data time: 0.2301, Forward time: 2.2617, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 7.2094 [2020-11-16 11:44:49,583][root][INFO] - ===> Epoch[469](12243/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.410e-01 Score 95.687 Data time: 0.1707, Forward time: 2.2616, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 6.1624 [2020-11-16 11:44:55,843][root][INFO] - ===> Epoch[469](12244/26): Loss 0.1560, Sem 0.1560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.410e-01 Score 94.971 Data time: 0.1717, Forward time: 2.2616, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.1921 [2020-11-16 11:45:01,404][root][INFO] - ===> Epoch[469](12245/26): Loss 0.1819, Sem 0.1819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.410e-01 Score 94.252 Data time: 0.2162, Forward time: 2.2616, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.4850 [2020-11-16 11:45:07,251][root][INFO] - ===> Epoch[469](12246/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.409e-01 Score 95.272 Data time: 0.2591, Forward time: 2.2618, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.7265 [2020-11-16 11:45:13,452][root][INFO] - ===> Epoch[469](12247/26): Loss 0.1312, Sem 0.1312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.409e-01 Score 95.357 Data time: 0.1885, Forward time: 2.2617, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 6.0880 [2020-11-16 11:45:18,455][root][INFO] - ===> Epoch[469](12248/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.409e-01 Score 94.862 Data time: 0.2376, Forward time: 2.2618, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.9079 [2020-11-16 11:45:23,774][root][INFO] - ===> Epoch[469](12249/26): Loss 0.1536, Sem 0.1536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.408e-01 Score 94.702 Data time: 0.1914, Forward time: 2.2618, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.2216 [2020-11-16 11:45:28,296][root][INFO] - ===> Epoch[469](12250/26): Loss 0.1338, Sem 0.1338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.408e-01 Score 95.521 Data time: 0.1859, Forward time: 2.2618, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.4435 [2020-11-16 11:45:34,095][root][INFO] - ===> Epoch[469](12251/26): Loss 0.1329, Sem 0.1329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.407e-01 Score 95.621 Data time: 0.1903, Forward time: 2.2617, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.7149 [2020-11-16 11:45:38,904][root][INFO] - ===> Epoch[469](12252/26): Loss 0.1601, Sem 0.1601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.407e-01 Score 94.762 Data time: 0.1935, Forward time: 2.2617, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.7251 [2020-11-16 11:45:43,873][root][INFO] - ===> Epoch[469](12253/26): Loss 0.1605, Sem 0.1605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.407e-01 Score 94.558 Data time: 0.2275, Forward time: 2.2617, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 4.8825 [2020-11-16 11:45:49,019][root][INFO] - ===> Epoch[469](12254/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.406e-01 Score 95.345 Data time: 0.1892, Forward time: 2.2617, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.0480 [2020-11-16 11:45:54,483][root][INFO] - ===> Epoch[469](12255/26): Loss 0.1427, Sem 0.1427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.406e-01 Score 95.230 Data time: 0.1940, Forward time: 2.2617, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.3628 [2020-11-16 11:46:00,406][root][INFO] - ===> Epoch[469](12256/26): Loss 0.1764, Sem 0.1764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.405e-01 Score 93.964 Data time: 0.1807, Forward time: 2.2617, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.8129 [2020-11-16 11:46:05,289][root][INFO] - ===> Epoch[469](12257/26): Loss 0.1559, Sem 0.1559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.405e-01 Score 94.843 Data time: 0.2114, Forward time: 2.2618, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.7998 [2020-11-16 11:46:09,554][root][INFO] - ===> Epoch[469](12258/26): Loss 0.1712, Sem 0.1712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.405e-01 Score 94.496 Data time: 0.1694, Forward time: 2.2617, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.1606 [2020-11-16 11:46:14,367][root][INFO] - ===> Epoch[469](12259/26): Loss 0.1663, Sem 0.1663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.404e-01 Score 94.417 Data time: 0.1733, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.7285 [2020-11-16 11:46:19,986][root][INFO] - ===> Epoch[469](12260/26): Loss 0.1636, Sem 0.1636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.404e-01 Score 94.413 Data time: 0.2115, Forward time: 2.2617, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.5396 [2020-11-16 11:46:25,013][root][INFO] - ===> Epoch[469](12261/26): Loss 0.1466, Sem 0.1466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.403e-01 Score 95.311 Data time: 0.1707, Forward time: 2.2616, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.9148 [2020-11-16 11:46:31,424][root][INFO] - ===> Epoch[469](12262/26): Loss 0.1629, Sem 0.1629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.403e-01 Score 94.489 Data time: 0.1751, Forward time: 2.2616, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.2990 [2020-11-16 11:46:38,262][root][INFO] - ===> Epoch[469](12263/26): Loss 0.1585, Sem 0.1585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.403e-01 Score 94.666 Data time: 0.2039, Forward time: 2.2616, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.7540 [2020-11-16 11:46:43,827][root][INFO] - ===> Epoch[469](12264/26): Loss 0.1943, Sem 0.1943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.402e-01 Score 93.822 Data time: 0.1738, Forward time: 2.2615, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.4603 [2020-11-16 11:46:49,482][root][INFO] - ===> Epoch[469](12265/26): Loss 0.1790, Sem 0.1790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.402e-01 Score 93.860 Data time: 0.2224, Forward time: 2.2616, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.5755 [2020-11-16 11:46:55,088][root][INFO] - ===> Epoch[469](12266/26): Loss 0.1515, Sem 0.1515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.401e-01 Score 94.727 Data time: 0.2509, Forward time: 2.2617, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.5020 [2020-11-16 11:47:01,995][root][INFO] - ===> Epoch[470](12267/26): Loss 0.1348, Sem 0.1348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.401e-01 Score 95.488 Data time: 0.3413, Forward time: 2.2619, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.7886 [2020-11-16 11:47:08,098][root][INFO] - ===> Epoch[470](12268/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.401e-01 Score 95.248 Data time: 0.2568, Forward time: 2.2620, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.9789 [2020-11-16 11:47:14,442][root][INFO] - ===> Epoch[470](12269/26): Loss 0.1439, Sem 0.1439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.400e-01 Score 95.264 Data time: 0.2471, Forward time: 2.2621, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.2133 [2020-11-16 11:47:19,992][root][INFO] - ===> Epoch[470](12270/26): Loss 0.1351, Sem 0.1351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.400e-01 Score 95.538 Data time: 0.1774, Forward time: 2.2620, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.4360 [2020-11-16 11:47:25,643][root][INFO] - ===> Epoch[470](12271/26): Loss 0.1388, Sem 0.1388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.399e-01 Score 95.388 Data time: 0.2400, Forward time: 2.2621, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.6010 [2020-11-16 11:47:30,884][root][INFO] - ===> Epoch[470](12272/26): Loss 0.1757, Sem 0.1757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.399e-01 Score 94.132 Data time: 0.1652, Forward time: 2.2620, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.1440 [2020-11-16 11:47:36,374][root][INFO] - ===> Epoch[470](12273/26): Loss 0.1561, Sem 0.1561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.399e-01 Score 95.030 Data time: 0.2235, Forward time: 2.2620, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.4374 [2020-11-16 11:47:41,619][root][INFO] - ===> Epoch[470](12274/26): Loss 0.1570, Sem 0.1570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.398e-01 Score 94.919 Data time: 0.1948, Forward time: 2.2620, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.1217 [2020-11-16 11:47:46,774][root][INFO] - ===> Epoch[470](12275/26): Loss 0.1583, Sem 0.1583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.398e-01 Score 95.059 Data time: 0.2539, Forward time: 2.2620, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.0983 [2020-11-16 11:47:51,592][root][INFO] - ===> Epoch[470](12276/26): Loss 0.1314, Sem 0.1314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.397e-01 Score 95.441 Data time: 0.1389, Forward time: 2.2619, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.7081 [2020-11-16 11:47:58,001][root][INFO] - ===> Epoch[470](12277/26): Loss 0.1567, Sem 0.1567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.397e-01 Score 94.639 Data time: 0.2145, Forward time: 2.2620, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.3451 [2020-11-16 11:48:04,238][root][INFO] - ===> Epoch[470](12278/26): Loss 0.1545, Sem 0.1545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.397e-01 Score 94.868 Data time: 0.2750, Forward time: 2.2620, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.1595 [2020-11-16 11:48:09,971][root][INFO] - ===> Epoch[470](12279/26): Loss 0.1384, Sem 0.1384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.396e-01 Score 95.178 Data time: 0.2041, Forward time: 2.2619, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.6417 [2020-11-16 11:48:15,551][root][INFO] - ===> Epoch[470](12280/26): Loss 0.1485, Sem 0.1485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.396e-01 Score 95.278 Data time: 0.1910, Forward time: 2.2619, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.5104 [2020-11-16 11:48:20,810][root][INFO] - ===> Epoch[470](12281/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.395e-01 Score 95.011 Data time: 0.2318, Forward time: 2.2619, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.1888 [2020-11-16 11:48:26,300][root][INFO] - ===> Epoch[470](12282/26): Loss 0.1473, Sem 0.1473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.395e-01 Score 95.018 Data time: 0.2040, Forward time: 2.2619, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.3686 [2020-11-16 11:48:31,812][root][INFO] - ===> Epoch[470](12283/26): Loss 0.1369, Sem 0.1369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.395e-01 Score 95.526 Data time: 0.1800, Forward time: 2.2619, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.4245 [2020-11-16 11:48:37,096][root][INFO] - ===> Epoch[470](12284/26): Loss 0.1840, Sem 0.1840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.394e-01 Score 94.287 Data time: 0.2179, Forward time: 2.2619, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.1936 [2020-11-16 11:48:42,967][root][INFO] - ===> Epoch[470](12285/26): Loss 0.1836, Sem 0.1836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.394e-01 Score 94.283 Data time: 0.2460, Forward time: 2.2620, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.7437 [2020-11-16 11:48:48,517][root][INFO] - ===> Epoch[470](12286/26): Loss 0.1684, Sem 0.1684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.393e-01 Score 94.660 Data time: 0.1690, Forward time: 2.2620, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.4190 [2020-11-16 11:48:53,720][root][INFO] - ===> Epoch[470](12287/26): Loss 0.1433, Sem 0.1433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.393e-01 Score 94.947 Data time: 0.2001, Forward time: 2.2620, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.1208 [2020-11-16 11:48:59,994][root][INFO] - ===> Epoch[470](12288/26): Loss 0.1456, Sem 0.1456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.393e-01 Score 95.162 Data time: 0.1996, Forward time: 2.2620, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.1674 [2020-11-16 11:49:05,562][root][INFO] - ===> Epoch[470](12289/26): Loss 0.1330, Sem 0.1330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.392e-01 Score 95.804 Data time: 0.2241, Forward time: 2.2620, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.4647 [2020-11-16 11:49:11,172][root][INFO] - ===> Epoch[470](12290/26): Loss 0.1410, Sem 0.1410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.392e-01 Score 95.261 Data time: 0.2248, Forward time: 2.2621, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5144 [2020-11-16 11:49:16,778][root][INFO] - ===> Epoch[470](12291/26): Loss 0.1682, Sem 0.1682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.391e-01 Score 94.554 Data time: 0.1733, Forward time: 2.2620, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.4842 [2020-11-16 11:49:22,225][root][INFO] - ===> Epoch[470](12292/26): Loss 0.1506, Sem 0.1506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.391e-01 Score 94.851 Data time: 0.1957, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.3490 [2020-11-16 11:49:27,418][root][INFO] - ===> Epoch[471](12293/26): Loss 0.1418, Sem 0.1418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.391e-01 Score 95.282 Data time: 0.2373, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.0924 [2020-11-16 11:49:32,384][root][INFO] - ===> Epoch[471](12294/26): Loss 0.1371, Sem 0.1371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.390e-01 Score 95.559 Data time: 0.2231, Forward time: 2.2620, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.8853 [2020-11-16 11:49:37,514][root][INFO] - ===> Epoch[471](12295/26): Loss 0.1665, Sem 0.1665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.390e-01 Score 94.313 Data time: 0.1637, Forward time: 2.2620, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.0158 [2020-11-16 11:49:42,787][root][INFO] - ===> Epoch[471](12296/26): Loss 0.1759, Sem 0.1759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.390e-01 Score 94.514 Data time: 0.1823, Forward time: 2.2620, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.2076 [2020-11-16 11:49:49,006][root][INFO] - ===> Epoch[471](12297/26): Loss 0.1816, Sem 0.1816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.389e-01 Score 93.979 Data time: 0.1938, Forward time: 2.2620, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.1430 [2020-11-16 11:49:54,870][root][INFO] - ===> Epoch[471](12298/26): Loss 0.1557, Sem 0.1557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.389e-01 Score 94.876 Data time: 0.2176, Forward time: 2.2620, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.7680 [2020-11-16 11:50:01,619][root][INFO] - ===> Epoch[471](12299/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.388e-01 Score 95.014 Data time: 0.1767, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.6467 [2020-11-16 11:50:06,845][root][INFO] - ===> Epoch[471](12300/26): Loss 0.1244, Sem 0.1244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.388e-01 Score 95.769 Data time: 0.1970, Forward time: 2.2620, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.1235 [2020-11-16 11:50:12,814][root][INFO] - ===> Epoch[471](12301/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.388e-01 Score 94.908 Data time: 0.1965, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.8761 [2020-11-16 11:50:17,895][root][INFO] - ===> Epoch[471](12302/26): Loss 0.1489, Sem 0.1489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.387e-01 Score 94.693 Data time: 0.2340, Forward time: 2.2621, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.9797 [2020-11-16 11:50:24,166][root][INFO] - ===> Epoch[471](12303/26): Loss 0.1501, Sem 0.1501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.387e-01 Score 94.933 Data time: 0.1340, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.1763 [2020-11-16 11:50:29,807][root][INFO] - ===> Epoch[471](12304/26): Loss 0.1506, Sem 0.1506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.386e-01 Score 94.787 Data time: 0.2624, Forward time: 2.2621, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.5497 [2020-11-16 11:50:35,689][root][INFO] - ===> Epoch[471](12305/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.386e-01 Score 95.225 Data time: 0.2388, Forward time: 2.2621, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.7709 [2020-11-16 11:50:40,909][root][INFO] - ===> Epoch[471](12306/26): Loss 0.1421, Sem 0.1421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.386e-01 Score 95.417 Data time: 0.2386, Forward time: 2.2621, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.1270 [2020-11-16 11:50:46,659][root][INFO] - ===> Epoch[471](12307/26): Loss 0.1638, Sem 0.1638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.385e-01 Score 94.540 Data time: 0.2841, Forward time: 2.2622, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.6443 [2020-11-16 11:50:52,682][root][INFO] - ===> Epoch[471](12308/26): Loss 0.1807, Sem 0.1807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.385e-01 Score 94.146 Data time: 0.2788, Forward time: 2.2623, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.9287 [2020-11-16 11:50:59,122][root][INFO] - ===> Epoch[471](12309/26): Loss 0.1648, Sem 0.1648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.384e-01 Score 94.719 Data time: 0.1365, Forward time: 2.2622, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.3231 [2020-11-16 11:51:05,368][root][INFO] - ===> Epoch[471](12310/26): Loss 0.1663, Sem 0.1663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.384e-01 Score 94.860 Data time: 0.1148, Forward time: 2.2620, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.1705 [2020-11-16 11:51:11,027][root][INFO] - ===> Epoch[471](12311/26): Loss 0.1378, Sem 0.1378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.384e-01 Score 95.136 Data time: 0.1901, Forward time: 2.2621, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.6434 [2020-11-16 11:51:15,538][root][INFO] - ===> Epoch[471](12312/26): Loss 0.1556, Sem 0.1556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.383e-01 Score 94.827 Data time: 0.2366, Forward time: 2.2621, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.4295 [2020-11-16 11:51:21,119][root][INFO] - ===> Epoch[471](12313/26): Loss 0.1815, Sem 0.1815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.383e-01 Score 94.206 Data time: 0.1899, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5041 [2020-11-16 11:51:27,228][root][INFO] - ===> Epoch[471](12314/26): Loss 0.1522, Sem 0.1522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.382e-01 Score 95.042 Data time: 0.2057, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.0167 [2020-11-16 11:51:32,999][root][INFO] - ===> Epoch[471](12315/26): Loss 0.1743, Sem 0.1743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.382e-01 Score 94.585 Data time: 0.1813, Forward time: 2.2620, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.6756 [2020-11-16 11:51:38,030][root][INFO] - ===> Epoch[471](12316/26): Loss 0.1683, Sem 0.1683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.382e-01 Score 94.136 Data time: 0.1864, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.9538 [2020-11-16 11:51:44,119][root][INFO] - ===> Epoch[471](12317/26): Loss 0.1492, Sem 0.1492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.381e-01 Score 95.124 Data time: 0.1328, Forward time: 2.2619, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.9853 [2020-11-16 11:51:48,973][root][INFO] - ===> Epoch[471](12318/26): Loss 0.1883, Sem 0.1883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.381e-01 Score 93.890 Data time: 0.1523, Forward time: 2.2618, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.7994 [2020-11-16 11:51:54,766][root][INFO] - ===> Epoch[472](12319/26): Loss 0.1572, Sem 0.1572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.380e-01 Score 94.609 Data time: 0.1934, Forward time: 2.2618, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.7248 [2020-11-16 11:52:00,031][root][INFO] - ===> Epoch[472](12320/26): Loss 0.1369, Sem 0.1369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.380e-01 Score 95.407 Data time: 0.1879, Forward time: 2.2618, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.1706 [2020-11-16 11:52:05,673][root][INFO] - ===> Epoch[472](12321/26): Loss 0.1616, Sem 0.1616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.380e-01 Score 94.370 Data time: 0.2296, Forward time: 2.2619, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.5386 [2020-11-16 11:52:11,769][root][INFO] - ===> Epoch[472](12322/26): Loss 0.1541, Sem 0.1541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.379e-01 Score 94.900 Data time: 0.1874, Forward time: 2.2619, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.9716 [2020-11-16 11:52:16,698][root][INFO] - ===> Epoch[472](12323/26): Loss 0.1658, Sem 0.1658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.379e-01 Score 94.379 Data time: 0.1890, Forward time: 2.2618, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.8073 [2020-11-16 11:52:21,926][root][INFO] - ===> Epoch[472](12324/26): Loss 0.1654, Sem 0.1654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.378e-01 Score 94.737 Data time: 0.1655, Forward time: 2.2618, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.1185 [2020-11-16 11:52:27,515][root][INFO] - ===> Epoch[472](12325/26): Loss 0.1887, Sem 0.1887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.378e-01 Score 93.851 Data time: 0.1805, Forward time: 2.2618, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.4777 [2020-11-16 11:52:34,863][root][INFO] - ===> Epoch[472](12326/26): Loss 0.1402, Sem 0.1402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.378e-01 Score 95.604 Data time: 0.1717, Forward time: 2.2617, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 7.2395 [2020-11-16 11:52:40,401][root][INFO] - ===> Epoch[472](12327/26): Loss 0.1676, Sem 0.1676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.377e-01 Score 94.455 Data time: 0.1308, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.4256 [2020-11-16 11:52:46,993][root][INFO] - ===> Epoch[472](12328/26): Loss 0.1361, Sem 0.1361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.377e-01 Score 95.528 Data time: 0.2439, Forward time: 2.2617, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.5104 [2020-11-16 11:52:53,329][root][INFO] - ===> Epoch[472](12329/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.376e-01 Score 94.615 Data time: 0.1850, Forward time: 2.2617, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.2138 [2020-11-16 11:52:58,562][root][INFO] - ===> Epoch[472](12330/26): Loss 0.1462, Sem 0.1462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.376e-01 Score 95.208 Data time: 0.2048, Forward time: 2.2617, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.1165 [2020-11-16 11:53:03,808][root][INFO] - ===> Epoch[472](12331/26): Loss 0.1566, Sem 0.1566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.376e-01 Score 94.757 Data time: 0.2689, Forward time: 2.2618, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.1296 [2020-11-16 11:53:09,937][root][INFO] - ===> Epoch[472](12332/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.375e-01 Score 95.655 Data time: 0.2218, Forward time: 2.2618, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.0174 [2020-11-16 11:53:15,927][root][INFO] - ===> Epoch[472](12333/26): Loss 0.1505, Sem 0.1505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.375e-01 Score 95.029 Data time: 0.2208, Forward time: 2.2619, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.8688 [2020-11-16 11:53:21,774][root][INFO] - ===> Epoch[472](12334/26): Loss 0.1515, Sem 0.1515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.374e-01 Score 94.879 Data time: 0.1621, Forward time: 2.2618, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.7360 [2020-11-16 11:53:27,154][root][INFO] - ===> Epoch[472](12335/26): Loss 0.1458, Sem 0.1458, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.374e-01 Score 94.970 Data time: 0.2437, Forward time: 2.2619, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.3047 [2020-11-16 11:53:33,168][root][INFO] - ===> Epoch[472](12336/26): Loss 0.1321, Sem 0.1321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.374e-01 Score 95.543 Data time: 0.2524, Forward time: 2.2620, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.8956 [2020-11-16 11:53:38,729][root][INFO] - ===> Epoch[472](12337/26): Loss 0.1728, Sem 0.1728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.373e-01 Score 94.421 Data time: 0.1955, Forward time: 2.2620, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.4387 [2020-11-16 11:53:42,787][root][INFO] - ===> Epoch[472](12338/26): Loss 0.1377, Sem 0.1377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.373e-01 Score 95.464 Data time: 0.1778, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 3.9680 [2020-11-16 11:53:47,818][root][INFO] - ===> Epoch[472](12339/26): Loss 0.1401, Sem 0.1401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.372e-01 Score 95.385 Data time: 0.2095, Forward time: 2.2621, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 4.9541 [2020-11-16 11:53:54,613][root][INFO] - ===> Epoch[472](12340/26): Loss 0.1591, Sem 0.1591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.372e-01 Score 94.640 Data time: 0.1714, Forward time: 2.2620, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.6918 [2020-11-16 11:54:00,231][root][INFO] - ===> Epoch[472](12341/26): Loss 0.1493, Sem 0.1493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.372e-01 Score 95.339 Data time: 0.1970, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5127 [2020-11-16 11:54:05,582][root][INFO] - ===> Epoch[472](12342/26): Loss 0.1463, Sem 0.1463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.371e-01 Score 95.103 Data time: 0.2421, Forward time: 2.2621, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.2284 [2020-11-16 11:54:11,715][root][INFO] - ===> Epoch[472](12343/26): Loss 0.1477, Sem 0.1477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.371e-01 Score 95.031 Data time: 0.2733, Forward time: 2.2623, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.0312 [2020-11-16 11:54:17,775][root][INFO] - ===> Epoch[472](12344/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.370e-01 Score 95.205 Data time: 0.1943, Forward time: 2.2623, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.9316 [2020-11-16 11:54:23,086][root][INFO] - ===> Epoch[473](12345/26): Loss 0.1601, Sem 0.1601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.370e-01 Score 94.464 Data time: 0.1994, Forward time: 2.2623, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.2074 [2020-11-16 11:54:28,246][root][INFO] - ===> Epoch[473](12346/26): Loss 0.1598, Sem 0.1598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.370e-01 Score 94.838 Data time: 0.2279, Forward time: 2.2624, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.0417 [2020-11-16 11:54:34,611][root][INFO] - ===> Epoch[473](12347/26): Loss 0.1521, Sem 0.1521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.369e-01 Score 94.841 Data time: 0.1797, Forward time: 2.2622, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.2607 [2020-11-16 11:54:40,123][root][INFO] - ===> Epoch[473](12348/26): Loss 0.1536, Sem 0.1536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.369e-01 Score 95.115 Data time: 0.2231, Forward time: 2.2623, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.4376 [2020-11-16 11:54:45,660][root][INFO] - ===> Epoch[473](12349/26): Loss 0.1697, Sem 0.1697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.369e-01 Score 94.582 Data time: 0.1969, Forward time: 2.2623, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.4486 [2020-11-16 11:54:50,361][root][INFO] - ===> Epoch[473](12350/26): Loss 0.1560, Sem 0.1560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.368e-01 Score 94.894 Data time: 0.2082, Forward time: 2.2623, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.6086 [2020-11-16 11:54:55,296][root][INFO] - ===> Epoch[473](12351/26): Loss 0.1690, Sem 0.1690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.368e-01 Score 94.498 Data time: 0.2022, Forward time: 2.2623, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.8368 [2020-11-16 11:55:00,504][root][INFO] - ===> Epoch[473](12352/26): Loss 0.1270, Sem 0.1270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.367e-01 Score 95.920 Data time: 0.2392, Forward time: 2.2624, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.1097 [2020-11-16 11:55:06,122][root][INFO] - ===> Epoch[473](12353/26): Loss 0.1690, Sem 0.1690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.367e-01 Score 94.292 Data time: 0.1948, Forward time: 2.2623, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.5195 [2020-11-16 11:55:13,755][root][INFO] - ===> Epoch[473](12354/26): Loss 0.1675, Sem 0.1675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.367e-01 Score 94.649 Data time: 0.3985, Forward time: 2.2626, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 7.5561 [2020-11-16 11:55:18,700][root][INFO] - ===> Epoch[473](12355/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.366e-01 Score 94.719 Data time: 0.1559, Forward time: 2.2625, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.8331 [2020-11-16 11:55:24,127][root][INFO] - ===> Epoch[473](12356/26): Loss 0.1544, Sem 0.1544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.366e-01 Score 94.875 Data time: 0.2557, Forward time: 2.2626, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.3413 [2020-11-16 11:55:29,307][root][INFO] - ===> Epoch[473](12357/26): Loss 0.1363, Sem 0.1363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.365e-01 Score 95.252 Data time: 0.1986, Forward time: 2.2626, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.0823 [2020-11-16 11:55:35,749][root][INFO] - ===> Epoch[473](12358/26): Loss 0.1488, Sem 0.1488, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.365e-01 Score 95.066 Data time: 0.3555, Forward time: 2.2628, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.3480 [2020-11-16 11:55:42,072][root][INFO] - ===> Epoch[473](12359/26): Loss 0.1806, Sem 0.1806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.365e-01 Score 94.747 Data time: 0.3082, Forward time: 2.2629, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.2131 [2020-11-16 11:55:47,262][root][INFO] - ===> Epoch[473](12360/26): Loss 0.1537, Sem 0.1537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.364e-01 Score 95.071 Data time: 0.2188, Forward time: 2.2629, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.0809 [2020-11-16 11:55:53,215][root][INFO] - ===> Epoch[473](12361/26): Loss 0.1697, Sem 0.1697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.364e-01 Score 94.229 Data time: 0.1922, Forward time: 2.2629, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.8635 [2020-11-16 11:55:59,802][root][INFO] - ===> Epoch[473](12362/26): Loss 0.1476, Sem 0.1476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.363e-01 Score 94.904 Data time: 0.2185, Forward time: 2.2630, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.4996 [2020-11-16 11:56:06,894][root][INFO] - ===> Epoch[473](12363/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.363e-01 Score 94.267 Data time: 0.1905, Forward time: 2.2630, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.9860 [2020-11-16 11:56:13,043][root][INFO] - ===> Epoch[473](12364/26): Loss 0.1788, Sem 0.1788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.363e-01 Score 94.396 Data time: 0.1627, Forward time: 2.2630, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.0572 [2020-11-16 11:56:18,328][root][INFO] - ===> Epoch[473](12365/26): Loss 0.1717, Sem 0.1717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.362e-01 Score 94.484 Data time: 0.1530, Forward time: 2.2629, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.2312 [2020-11-16 11:56:24,626][root][INFO] - ===> Epoch[473](12366/26): Loss 0.1782, Sem 0.1782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.362e-01 Score 93.959 Data time: 0.2272, Forward time: 2.2629, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.2442 [2020-11-16 11:56:30,628][root][INFO] - ===> Epoch[473](12367/26): Loss 0.1537, Sem 0.1537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.361e-01 Score 94.804 Data time: 0.1699, Forward time: 2.2629, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.9023 [2020-11-16 11:56:38,853][root][INFO] - ===> Epoch[473](12368/26): Loss 0.1260, Sem 0.1260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.361e-01 Score 95.677 Data time: 0.2065, Forward time: 2.2629, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 8.1968 [2020-11-16 11:56:43,587][root][INFO] - ===> Epoch[473](12369/26): Loss 0.1528, Sem 0.1528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.361e-01 Score 94.937 Data time: 0.1704, Forward time: 2.2629, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.6721 [2020-11-16 11:56:49,265][root][INFO] - ===> Epoch[473](12370/26): Loss 0.1746, Sem 0.1746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.360e-01 Score 93.686 Data time: 0.2777, Forward time: 2.2630, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.6146 [2020-11-16 11:56:55,304][root][INFO] - ===> Epoch[474](12371/26): Loss 0.1548, Sem 0.1548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.360e-01 Score 95.153 Data time: 0.1767, Forward time: 2.2629, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.9347 [2020-11-16 11:57:01,036][root][INFO] - ===> Epoch[474](12372/26): Loss 0.1374, Sem 0.1374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.359e-01 Score 95.348 Data time: 0.2391, Forward time: 2.2630, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.6459 [2020-11-16 11:57:06,785][root][INFO] - ===> Epoch[474](12373/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.359e-01 Score 95.118 Data time: 0.1781, Forward time: 2.2630, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.6594 [2020-11-16 11:57:11,938][root][INFO] - ===> Epoch[474](12374/26): Loss 0.1536, Sem 0.1536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.359e-01 Score 95.133 Data time: 0.1677, Forward time: 2.2629, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.0818 [2020-11-16 11:57:17,700][root][INFO] - ===> Epoch[474](12375/26): Loss 0.1404, Sem 0.1404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.358e-01 Score 95.040 Data time: 0.2346, Forward time: 2.2629, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.7249 [2020-11-16 11:57:22,794][root][INFO] - ===> Epoch[474](12376/26): Loss 0.1541, Sem 0.1541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.358e-01 Score 94.978 Data time: 0.2008, Forward time: 2.2629, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.0069 [2020-11-16 11:57:28,038][root][INFO] - ===> Epoch[474](12377/26): Loss 0.1773, Sem 0.1773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.357e-01 Score 94.461 Data time: 0.1530, Forward time: 2.2629, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.1534 [2020-11-16 11:57:32,738][root][INFO] - ===> Epoch[474](12378/26): Loss 0.1167, Sem 0.1167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.357e-01 Score 96.183 Data time: 0.1710, Forward time: 2.2628, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.6224 [2020-11-16 11:57:39,121][root][INFO] - ===> Epoch[474](12379/26): Loss 0.1794, Sem 0.1794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.357e-01 Score 94.152 Data time: 0.1738, Forward time: 2.2628, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.2906 [2020-11-16 11:57:43,731][root][INFO] - ===> Epoch[474](12380/26): Loss 0.1280, Sem 0.1280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.356e-01 Score 95.790 Data time: 0.1920, Forward time: 2.2627, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.5183 [2020-11-16 11:57:49,483][root][INFO] - ===> Epoch[474](12381/26): Loss 0.1280, Sem 0.1280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.356e-01 Score 95.695 Data time: 0.1866, Forward time: 2.2627, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.6692 [2020-11-16 11:57:55,059][root][INFO] - ===> Epoch[474](12382/26): Loss 0.1433, Sem 0.1433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.355e-01 Score 95.227 Data time: 0.1671, Forward time: 2.2626, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.4659 [2020-11-16 11:58:00,256][root][INFO] - ===> Epoch[474](12383/26): Loss 0.1265, Sem 0.1265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.355e-01 Score 95.738 Data time: 0.1765, Forward time: 2.2625, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.1263 [2020-11-16 11:58:05,540][root][INFO] - ===> Epoch[474](12384/26): Loss 0.1482, Sem 0.1482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.355e-01 Score 95.099 Data time: 0.1765, Forward time: 2.2624, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.2100 [2020-11-16 11:58:11,017][root][INFO] - ===> Epoch[474](12385/26): Loss 0.1413, Sem 0.1413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.354e-01 Score 95.501 Data time: 0.2556, Forward time: 2.2625, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.3950 [2020-11-16 11:58:16,711][root][INFO] - ===> Epoch[474](12386/26): Loss 0.1637, Sem 0.1637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.354e-01 Score 94.537 Data time: 0.1732, Forward time: 2.2624, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.5882 [2020-11-16 11:58:21,595][root][INFO] - ===> Epoch[474](12387/26): Loss 0.1283, Sem 0.1283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.353e-01 Score 95.662 Data time: 0.1775, Forward time: 2.2624, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.8139 [2020-11-16 11:58:26,371][root][INFO] - ===> Epoch[474](12388/26): Loss 0.1647, Sem 0.1647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.353e-01 Score 94.807 Data time: 0.1362, Forward time: 2.2623, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.6779 [2020-11-16 11:58:31,913][root][INFO] - ===> Epoch[474](12389/26): Loss 0.1643, Sem 0.1643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.353e-01 Score 94.816 Data time: 0.2195, Forward time: 2.2623, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.4769 [2020-11-16 11:58:37,631][root][INFO] - ===> Epoch[474](12390/26): Loss 0.1379, Sem 0.1379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.352e-01 Score 95.452 Data time: 0.2028, Forward time: 2.2624, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.6180 [2020-11-16 11:58:42,903][root][INFO] - ===> Epoch[474](12391/26): Loss 0.1422, Sem 0.1422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.352e-01 Score 95.509 Data time: 0.1938, Forward time: 2.2624, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.1615 [2020-11-16 11:58:48,689][root][INFO] - ===> Epoch[474](12392/26): Loss 0.1624, Sem 0.1624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.351e-01 Score 94.577 Data time: 0.1738, Forward time: 2.2623, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.6719 [2020-11-16 11:58:54,038][root][INFO] - ===> Epoch[474](12393/26): Loss 0.1693, Sem 0.1693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.351e-01 Score 94.610 Data time: 0.1862, Forward time: 2.2623, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.2598 [2020-11-16 11:59:00,810][root][INFO] - ===> Epoch[474](12394/26): Loss 0.1305, Sem 0.1305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.351e-01 Score 95.610 Data time: 0.2658, Forward time: 2.2624, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.6626 [2020-11-16 11:59:06,670][root][INFO] - ===> Epoch[474](12395/26): Loss 0.1279, Sem 0.1279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.350e-01 Score 95.646 Data time: 0.2558, Forward time: 2.2625, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.7393 [2020-11-16 11:59:11,627][root][INFO] - ===> Epoch[474](12396/26): Loss 0.1287, Sem 0.1287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.350e-01 Score 95.760 Data time: 0.1741, Forward time: 2.2625, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.8499 [2020-11-16 11:59:17,029][root][INFO] - ===> Epoch[475](12397/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.349e-01 Score 94.886 Data time: 0.1604, Forward time: 2.2624, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.3233 [2020-11-16 11:59:22,390][root][INFO] - ===> Epoch[475](12398/26): Loss 0.1341, Sem 0.1341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.349e-01 Score 95.409 Data time: 0.2526, Forward time: 2.2624, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.2957 [2020-11-16 11:59:27,216][root][INFO] - ===> Epoch[475](12399/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.349e-01 Score 95.230 Data time: 0.1917, Forward time: 2.2624, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.7280 [2020-11-16 11:59:32,868][root][INFO] - ===> Epoch[475](12400/26): Loss 0.1358, Sem 0.1358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.348e-01 Score 95.401 Data time: 0.1936, Forward time: 2.2624, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.5760 [2020-11-16 11:59:39,316][root][INFO] - ===> Epoch[475](12401/26): Loss 0.1451, Sem 0.1451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.348e-01 Score 95.159 Data time: 0.1858, Forward time: 2.2624, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.3451 [2020-11-16 11:59:44,199][root][INFO] - ===> Epoch[475](12402/26): Loss 0.1169, Sem 0.1169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.348e-01 Score 96.143 Data time: 0.2014, Forward time: 2.2624, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 4.7957 [2020-11-16 11:59:50,317][root][INFO] - ===> Epoch[475](12403/26): Loss 0.1663, Sem 0.1663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.347e-01 Score 94.994 Data time: 0.2830, Forward time: 2.2625, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.0175 [2020-11-16 11:59:56,861][root][INFO] - ===> Epoch[475](12404/26): Loss 0.1459, Sem 0.1459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.347e-01 Score 94.935 Data time: 0.3494, Forward time: 2.2627, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.4201 [2020-11-16 12:00:02,920][root][INFO] - ===> Epoch[475](12405/26): Loss 0.1496, Sem 0.1496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.346e-01 Score 94.900 Data time: 0.2781, Forward time: 2.2628, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.9478 [2020-11-16 12:00:08,429][root][INFO] - ===> Epoch[475](12406/26): Loss 0.1311, Sem 0.1311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.346e-01 Score 95.475 Data time: 0.2567, Forward time: 2.2629, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.3882 [2020-11-16 12:00:13,614][root][INFO] - ===> Epoch[475](12407/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.346e-01 Score 94.760 Data time: 0.1886, Forward time: 2.2629, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.1049 [2020-11-16 12:00:18,441][root][INFO] - ===> Epoch[475](12408/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.345e-01 Score 95.039 Data time: 0.1869, Forward time: 2.2628, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.7137 [2020-11-16 12:00:24,202][root][INFO] - ===> Epoch[475](12409/26): Loss 0.1665, Sem 0.1665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.345e-01 Score 94.641 Data time: 0.2462, Forward time: 2.2629, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.6831 [2020-11-16 12:00:31,023][root][INFO] - ===> Epoch[475](12410/26): Loss 0.1405, Sem 0.1405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.344e-01 Score 95.292 Data time: 0.2518, Forward time: 2.2630, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.7173 [2020-11-16 12:00:37,015][root][INFO] - ===> Epoch[475](12411/26): Loss 0.1697, Sem 0.1697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.344e-01 Score 94.801 Data time: 0.1970, Forward time: 2.2630, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.8799 [2020-11-16 12:00:43,163][root][INFO] - ===> Epoch[475](12412/26): Loss 0.1477, Sem 0.1477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.344e-01 Score 94.644 Data time: 0.1846, Forward time: 2.2630, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.0557 [2020-11-16 12:00:48,279][root][INFO] - ===> Epoch[475](12413/26): Loss 0.1529, Sem 0.1529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.343e-01 Score 94.891 Data time: 0.1657, Forward time: 2.2629, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.0346 [2020-11-16 12:00:54,150][root][INFO] - ===> Epoch[475](12414/26): Loss 0.1560, Sem 0.1560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.343e-01 Score 95.008 Data time: 0.1378, Forward time: 2.2628, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.7890 [2020-11-16 12:00:58,805][root][INFO] - ===> Epoch[475](12415/26): Loss 0.1573, Sem 0.1573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.342e-01 Score 95.088 Data time: 0.1780, Forward time: 2.2627, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.6176 [2020-11-16 12:01:04,685][root][INFO] - ===> Epoch[475](12416/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.342e-01 Score 95.193 Data time: 0.2791, Forward time: 2.2629, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.7982 [2020-11-16 12:01:10,707][root][INFO] - ===> Epoch[475](12417/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.342e-01 Score 95.966 Data time: 0.2774, Forward time: 2.2630, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.9257 [2020-11-16 12:01:16,413][root][INFO] - ===> Epoch[475](12418/26): Loss 0.1647, Sem 0.1647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.341e-01 Score 94.577 Data time: 0.2171, Forward time: 2.2631, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.5793 [2020-11-16 12:01:22,368][root][INFO] - ===> Epoch[475](12419/26): Loss 0.1307, Sem 0.1307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.341e-01 Score 95.577 Data time: 0.1819, Forward time: 2.2630, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.8465 [2020-11-16 12:01:27,337][root][INFO] - ===> Epoch[475](12420/26): Loss 0.1741, Sem 0.1741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.340e-01 Score 94.481 Data time: 0.1720, Forward time: 2.2630, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.8747 [2020-11-16 12:01:33,097][root][INFO] - ===> Epoch[475](12421/26): Loss 0.1340, Sem 0.1340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.340e-01 Score 95.456 Data time: 0.1806, Forward time: 2.2630, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.6879 [2020-11-16 12:01:38,763][root][INFO] - ===> Epoch[475](12422/26): Loss 0.1607, Sem 0.1607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.340e-01 Score 94.643 Data time: 0.1941, Forward time: 2.2630, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.5872 [2020-11-16 12:01:44,645][root][INFO] - ===> Epoch[476](12423/26): Loss 0.1466, Sem 0.1466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.339e-01 Score 95.141 Data time: 0.1302, Forward time: 2.2628, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.7978 [2020-11-16 12:01:50,646][root][INFO] - ===> Epoch[476](12424/26): Loss 0.1347, Sem 0.1347, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.339e-01 Score 95.473 Data time: 0.1764, Forward time: 2.2628, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.9561 [2020-11-16 12:01:56,030][root][INFO] - ===> Epoch[476](12425/26): Loss 0.1446, Sem 0.1446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.338e-01 Score 94.993 Data time: 0.1742, Forward time: 2.2627, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.3093 [2020-11-16 12:02:02,960][root][INFO] - ===> Epoch[476](12426/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.338e-01 Score 95.238 Data time: 0.2046, Forward time: 2.2628, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.8509 [2020-11-16 12:02:08,164][root][INFO] - ===> Epoch[476](12427/26): Loss 0.1311, Sem 0.1311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.338e-01 Score 95.285 Data time: 0.1757, Forward time: 2.2627, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.1192 [2020-11-16 12:02:14,406][root][INFO] - ===> Epoch[476](12428/26): Loss 0.1328, Sem 0.1328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.337e-01 Score 95.542 Data time: 0.1865, Forward time: 2.2627, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.1462 [2020-11-16 12:02:20,381][root][INFO] - ===> Epoch[476](12429/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.337e-01 Score 95.542 Data time: 0.1684, Forward time: 2.2626, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.8928 [2020-11-16 12:02:27,257][root][INFO] - ===> Epoch[476](12430/26): Loss 0.1493, Sem 0.1493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.336e-01 Score 94.941 Data time: 0.1870, Forward time: 2.2627, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.7954 [2020-11-16 12:02:32,241][root][INFO] - ===> Epoch[476](12431/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.336e-01 Score 94.760 Data time: 0.1277, Forward time: 2.2625, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.8862 [2020-11-16 12:02:37,799][root][INFO] - ===> Epoch[476](12432/26): Loss 0.1304, Sem 0.1304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.336e-01 Score 95.611 Data time: 0.1794, Forward time: 2.2625, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.4957 [2020-11-16 12:02:43,161][root][INFO] - ===> Epoch[476](12433/26): Loss 0.1661, Sem 0.1661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.335e-01 Score 94.577 Data time: 0.2356, Forward time: 2.2625, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.2804 [2020-11-16 12:02:49,538][root][INFO] - ===> Epoch[476](12434/26): Loss 0.1642, Sem 0.1642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.335e-01 Score 94.266 Data time: 0.1631, Forward time: 2.2625, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.2565 [2020-11-16 12:02:54,372][root][INFO] - ===> Epoch[476](12435/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.334e-01 Score 94.565 Data time: 0.1526, Forward time: 2.2624, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.7495 [2020-11-16 12:03:00,251][root][INFO] - ===> Epoch[476](12436/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.334e-01 Score 95.737 Data time: 0.2430, Forward time: 2.2625, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.7917 [2020-11-16 12:03:06,490][root][INFO] - ===> Epoch[476](12437/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.334e-01 Score 94.813 Data time: 0.2352, Forward time: 2.2625, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.1195 [2020-11-16 12:03:10,749][root][INFO] - ===> Epoch[476](12438/26): Loss 0.1449, Sem 0.1449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.333e-01 Score 95.009 Data time: 0.1895, Forward time: 2.2625, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.1390 [2020-11-16 12:03:16,604][root][INFO] - ===> Epoch[476](12439/26): Loss 0.1370, Sem 0.1370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.333e-01 Score 95.305 Data time: 0.1716, Forward time: 2.2624, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.7619 [2020-11-16 12:03:22,173][root][INFO] - ===> Epoch[476](12440/26): Loss 0.1663, Sem 0.1663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.332e-01 Score 94.607 Data time: 0.2155, Forward time: 2.2624, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.4937 [2020-11-16 12:03:27,939][root][INFO] - ===> Epoch[476](12441/26): Loss 0.1499, Sem 0.1499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.332e-01 Score 94.772 Data time: 0.2284, Forward time: 2.2625, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.6711 [2020-11-16 12:03:33,334][root][INFO] - ===> Epoch[476](12442/26): Loss 0.1598, Sem 0.1598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.332e-01 Score 94.441 Data time: 0.1996, Forward time: 2.2625, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.2933 [2020-11-16 12:03:38,754][root][INFO] - ===> Epoch[476](12443/26): Loss 0.1883, Sem 0.1883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.331e-01 Score 93.760 Data time: 0.2213, Forward time: 2.2625, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.3342 [2020-11-16 12:03:47,076][root][INFO] - ===> Epoch[476](12444/26): Loss 0.1548, Sem 0.1548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.331e-01 Score 94.852 Data time: 0.2369, Forward time: 2.2626, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 8.2453 [2020-11-16 12:03:53,435][root][INFO] - ===> Epoch[476](12445/26): Loss 0.1464, Sem 0.1464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.330e-01 Score 94.937 Data time: 0.1847, Forward time: 2.2625, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.2372 [2020-11-16 12:03:59,686][root][INFO] - ===> Epoch[476](12446/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.330e-01 Score 95.249 Data time: 0.2118, Forward time: 2.2626, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.1694 [2020-11-16 12:04:05,088][root][INFO] - ===> Epoch[476](12447/26): Loss 0.1445, Sem 0.1445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.330e-01 Score 95.024 Data time: 0.2138, Forward time: 2.2626, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.3079 [2020-11-16 12:04:11,619][root][INFO] - ===> Epoch[476](12448/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.329e-01 Score 95.658 Data time: 0.3576, Forward time: 2.2628, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.4212 [2020-11-16 12:04:16,593][root][INFO] - ===> Epoch[477](12449/26): Loss 0.1403, Sem 0.1403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.329e-01 Score 95.394 Data time: 0.1726, Forward time: 2.2628, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.8579 [2020-11-16 12:04:22,656][root][INFO] - ===> Epoch[477](12450/26): Loss 0.1657, Sem 0.1657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.328e-01 Score 94.966 Data time: 0.2624, Forward time: 2.2628, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.9757 [2020-11-16 12:04:27,583][root][INFO] - ===> Epoch[477](12451/26): Loss 0.1538, Sem 0.1538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.328e-01 Score 94.807 Data time: 0.2131, Forward time: 2.2628, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.8256 [2020-11-16 12:04:32,955][root][INFO] - ===> Epoch[477](12452/26): Loss 0.1543, Sem 0.1543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.328e-01 Score 94.526 Data time: 0.1778, Forward time: 2.2628, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.2730 [2020-11-16 12:04:37,873][root][INFO] - ===> Epoch[477](12453/26): Loss 0.1447, Sem 0.1447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.327e-01 Score 94.899 Data time: 0.1841, Forward time: 2.2628, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.8249 [2020-11-16 12:04:42,819][root][INFO] - ===> Epoch[477](12454/26): Loss 0.1393, Sem 0.1393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.327e-01 Score 95.540 Data time: 0.1770, Forward time: 2.2628, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.8355 [2020-11-16 12:04:48,665][root][INFO] - ===> Epoch[477](12455/26): Loss 0.1303, Sem 0.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.326e-01 Score 95.454 Data time: 0.1782, Forward time: 2.2627, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.7564 [2020-11-16 12:04:54,487][root][INFO] - ===> Epoch[477](12456/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.326e-01 Score 94.968 Data time: 0.1684, Forward time: 2.2627, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.7126 [2020-11-16 12:04:59,770][root][INFO] - ===> Epoch[477](12457/26): Loss 0.1891, Sem 0.1891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.326e-01 Score 94.259 Data time: 0.2373, Forward time: 2.2627, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.2230 [2020-11-16 12:05:05,429][root][INFO] - ===> Epoch[477](12458/26): Loss 0.1547, Sem 0.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.325e-01 Score 94.889 Data time: 0.1631, Forward time: 2.2627, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.5409 [2020-11-16 12:05:10,424][root][INFO] - ===> Epoch[477](12459/26): Loss 0.1363, Sem 0.1363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.325e-01 Score 95.333 Data time: 0.2197, Forward time: 2.2627, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 4.9219 [2020-11-16 12:05:17,598][root][INFO] - ===> Epoch[477](12460/26): Loss 0.1478, Sem 0.1478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.324e-01 Score 95.119 Data time: 0.1771, Forward time: 2.2627, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 7.0595 [2020-11-16 12:05:23,901][root][INFO] - ===> Epoch[477](12461/26): Loss 0.1468, Sem 0.1468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.324e-01 Score 95.130 Data time: 0.2040, Forward time: 2.2627, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.2042 [2020-11-16 12:05:29,703][root][INFO] - ===> Epoch[477](12462/26): Loss 0.1385, Sem 0.1385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.324e-01 Score 95.403 Data time: 0.1773, Forward time: 2.2627, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.6988 [2020-11-16 12:05:35,237][root][INFO] - ===> Epoch[477](12463/26): Loss 0.1618, Sem 0.1618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.323e-01 Score 94.687 Data time: 0.1291, Forward time: 2.2626, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.4274 [2020-11-16 12:05:40,294][root][INFO] - ===> Epoch[477](12464/26): Loss 0.1460, Sem 0.1460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.323e-01 Score 95.335 Data time: 0.2290, Forward time: 2.2626, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.9886 [2020-11-16 12:05:45,030][root][INFO] - ===> Epoch[477](12465/26): Loss 0.2027, Sem 0.2027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.323e-01 Score 93.653 Data time: 0.2303, Forward time: 2.2626, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.6419 [2020-11-16 12:05:50,693][root][INFO] - ===> Epoch[477](12466/26): Loss 0.1527, Sem 0.1527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.322e-01 Score 94.911 Data time: 0.1864, Forward time: 2.2626, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.5692 [2020-11-16 12:05:57,142][root][INFO] - ===> Epoch[477](12467/26): Loss 0.1256, Sem 0.1256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.322e-01 Score 95.866 Data time: 0.2250, Forward time: 2.2627, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.3480 [2020-11-16 12:06:02,752][root][INFO] - ===> Epoch[477](12468/26): Loss 0.1621, Sem 0.1621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.321e-01 Score 94.402 Data time: 0.1955, Forward time: 2.2627, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.4997 [2020-11-16 12:06:11,481][root][INFO] - ===> Epoch[477](12469/26): Loss 0.2010, Sem 0.2010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.321e-01 Score 93.074 Data time: 0.2234, Forward time: 2.2627, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 8.6191 [2020-11-16 12:06:17,906][root][INFO] - ===> Epoch[477](12470/26): Loss 0.1401, Sem 0.1401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.321e-01 Score 95.270 Data time: 0.1788, Forward time: 2.2627, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.3140 [2020-11-16 12:06:23,620][root][INFO] - ===> Epoch[477](12471/26): Loss 0.1626, Sem 0.1626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.320e-01 Score 94.643 Data time: 0.1795, Forward time: 2.2626, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.5978 [2020-11-16 12:06:29,972][root][INFO] - ===> Epoch[477](12472/26): Loss 0.1437, Sem 0.1437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.320e-01 Score 95.283 Data time: 0.1574, Forward time: 2.2626, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.2545 [2020-11-16 12:06:35,340][root][INFO] - ===> Epoch[477](12473/26): Loss 0.1624, Sem 0.1624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.319e-01 Score 94.699 Data time: 0.1578, Forward time: 2.2625, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.2838 [2020-11-16 12:06:40,451][root][INFO] - ===> Epoch[477](12474/26): Loss 0.1585, Sem 0.1585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.319e-01 Score 94.913 Data time: 0.2248, Forward time: 2.2625, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.0290 [2020-11-16 12:06:45,597][root][INFO] - ===> Epoch[478](12475/26): Loss 0.1484, Sem 0.1484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.319e-01 Score 95.010 Data time: 0.1896, Forward time: 2.2625, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.0298 [2020-11-16 12:06:51,244][root][INFO] - ===> Epoch[478](12476/26): Loss 0.1679, Sem 0.1679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.318e-01 Score 94.395 Data time: 0.2470, Forward time: 2.2626, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.5228 [2020-11-16 12:06:56,604][root][INFO] - ===> Epoch[478](12477/26): Loss 0.1421, Sem 0.1421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.318e-01 Score 95.050 Data time: 0.1748, Forward time: 2.2626, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.2373 [2020-11-16 12:07:02,260][root][INFO] - ===> Epoch[478](12478/26): Loss 0.1268, Sem 0.1268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.317e-01 Score 95.865 Data time: 0.1875, Forward time: 2.2626, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.5368 [2020-11-16 12:07:09,102][root][INFO] - ===> Epoch[478](12479/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.317e-01 Score 94.661 Data time: 0.1360, Forward time: 2.2625, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.7284 [2020-11-16 12:07:14,451][root][INFO] - ===> Epoch[478](12480/26): Loss 0.1600, Sem 0.1600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.317e-01 Score 94.629 Data time: 0.1640, Forward time: 2.2624, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.2787 [2020-11-16 12:07:20,088][root][INFO] - ===> Epoch[478](12481/26): Loss 0.1338, Sem 0.1338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.316e-01 Score 95.597 Data time: 0.1783, Forward time: 2.2624, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.5349 [2020-11-16 12:07:25,021][root][INFO] - ===> Epoch[478](12482/26): Loss 0.1578, Sem 0.1578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.316e-01 Score 94.646 Data time: 0.1905, Forward time: 2.2624, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.8360 [2020-11-16 12:07:30,618][root][INFO] - ===> Epoch[478](12483/26): Loss 0.1444, Sem 0.1444, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.315e-01 Score 95.281 Data time: 0.1888, Forward time: 2.2624, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.4870 [2020-11-16 12:07:35,639][root][INFO] - ===> Epoch[478](12484/26): Loss 0.1307, Sem 0.1307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.315e-01 Score 95.574 Data time: 0.1807, Forward time: 2.2624, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.8823 [2020-11-16 12:07:41,782][root][INFO] - ===> Epoch[478](12485/26): Loss 0.1629, Sem 0.1629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.315e-01 Score 94.936 Data time: 0.1522, Forward time: 2.2623, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.0355 [2020-11-16 12:07:48,270][root][INFO] - ===> Epoch[478](12486/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.314e-01 Score 95.103 Data time: 0.1871, Forward time: 2.2623, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.4170 [2020-11-16 12:07:53,859][root][INFO] - ===> Epoch[478](12487/26): Loss 0.1384, Sem 0.1384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.314e-01 Score 95.319 Data time: 0.1925, Forward time: 2.2623, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.4865 [2020-11-16 12:07:59,489][root][INFO] - ===> Epoch[478](12488/26): Loss 0.1410, Sem 0.1410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.313e-01 Score 95.167 Data time: 0.1502, Forward time: 2.2622, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.5316 [2020-11-16 12:08:05,921][root][INFO] - ===> Epoch[478](12489/26): Loss 0.1534, Sem 0.1534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.313e-01 Score 94.833 Data time: 0.1818, Forward time: 2.2622, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.3738 [2020-11-16 12:08:10,449][root][INFO] - ===> Epoch[478](12490/26): Loss 0.1496, Sem 0.1496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.313e-01 Score 94.978 Data time: 0.1551, Forward time: 2.2621, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.4022 [2020-11-16 12:08:15,278][root][INFO] - ===> Epoch[478](12491/26): Loss 0.1453, Sem 0.1453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.312e-01 Score 95.340 Data time: 0.2068, Forward time: 2.2622, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.7340 [2020-11-16 12:08:21,175][root][INFO] - ===> Epoch[478](12492/26): Loss 0.1405, Sem 0.1405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.312e-01 Score 95.120 Data time: 0.1839, Forward time: 2.2621, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.7967 [2020-11-16 12:08:26,738][root][INFO] - ===> Epoch[478](12493/26): Loss 0.1309, Sem 0.1309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.311e-01 Score 95.549 Data time: 0.1730, Forward time: 2.2621, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.4573 [2020-11-16 12:08:31,996][root][INFO] - ===> Epoch[478](12494/26): Loss 0.1385, Sem 0.1385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.311e-01 Score 95.243 Data time: 0.2511, Forward time: 2.2622, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.1641 [2020-11-16 12:08:37,542][root][INFO] - ===> Epoch[478](12495/26): Loss 0.1806, Sem 0.1806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.311e-01 Score 94.113 Data time: 0.2462, Forward time: 2.2622, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.4216 [2020-11-16 12:08:41,911][root][INFO] - ===> Epoch[478](12496/26): Loss 0.1294, Sem 0.1294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.310e-01 Score 95.787 Data time: 0.1735, Forward time: 2.2622, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.2413 [2020-11-16 12:08:46,602][root][INFO] - ===> Epoch[478](12497/26): Loss 0.1204, Sem 0.1204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.310e-01 Score 95.850 Data time: 0.1940, Forward time: 2.2622, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.5967 [2020-11-16 12:08:53,030][root][INFO] - ===> Epoch[478](12498/26): Loss 0.1552, Sem 0.1552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.309e-01 Score 95.019 Data time: 0.2102, Forward time: 2.2622, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.3356 [2020-11-16 12:08:59,087][root][INFO] - ===> Epoch[478](12499/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.309e-01 Score 94.853 Data time: 0.1462, Forward time: 2.2621, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.9294 [2020-11-16 12:09:03,635][root][INFO] - ===> Epoch[478](12500/26): Loss 0.1343, Sem 0.1343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.309e-01 Score 95.352 Data time: 0.2111, Forward time: 2.2621, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.4723 [2020-11-16 12:09:04,524][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 12:09:04,661][root][INFO] - ===> Start testing [2020-11-16 12:10:22,073][root][INFO] - 101/312: Data time: 0.0046, Iter time: 0.1649 Loss 0.135 (AVG: 0.412) Score 95.249 (AVG: 89.806) mIOU 71.345 mAP 75.624 mAcc 80.211 IOU: 83.339 96.793 64.097 83.604 93.318 90.994 75.491 67.321 58.482 78.779 29.122 68.159 64.813 68.478 54.039 54.623 91.297 63.990 79.604 60.557 mAP: 83.056 97.882 70.047 83.626 92.653 80.277 80.429 76.543 63.559 60.733 51.907 60.356 62.954 75.450 57.532 91.484 95.604 89.113 75.854 63.414 mAcc: 94.907 98.658 75.355 86.579 96.555 95.101 85.034 79.286 66.602 83.424 41.955 77.078 83.898 76.842 57.831 81.466 96.981 77.944 80.361 68.371 [2020-11-16 12:11:37,725][root][INFO] - 201/312: Data time: 0.0053, Iter time: 0.1442 Loss 0.275 (AVG: 0.429) Score 89.870 (AVG: 89.540) mIOU 69.923 mAP 76.146 mAcc 79.494 IOU: 84.014 96.667 61.882 82.096 91.919 84.905 72.049 65.828 58.133 79.606 33.164 63.740 58.796 66.841 52.388 54.409 90.827 62.949 80.678 57.563 mAP: 82.565 97.536 70.089 81.124 91.399 80.923 79.256 74.448 64.793 64.907 53.854 64.625 67.372 69.733 66.548 90.140 96.225 86.328 77.895 63.164 mAcc: 94.931 98.594 73.778 85.625 96.317 88.314 79.657 79.228 68.201 84.643 47.692 75.280 84.196 74.473 55.579 81.612 96.647 77.131 82.423 65.563 [2020-11-16 12:12:53,707][root][INFO] - 301/312: Data time: 0.0054, Iter time: 0.4720 Loss 1.110 (AVG: 0.479) Score 80.641 (AVG: 88.690) mIOU 68.688 mAP 75.658 mAcc 78.737 IOU: 83.399 96.450 59.756 77.528 89.784 84.620 69.264 62.297 57.022 77.997 29.156 58.953 59.754 71.022 49.976 55.171 88.931 64.511 83.183 54.994 mAP: 81.926 97.484 67.048 76.132 90.630 82.315 73.592 71.961 65.257 68.974 54.164 61.339 68.509 73.260 63.990 90.785 95.789 85.671 81.143 63.194 mAcc: 94.783 98.574 73.036 82.955 94.893 87.334 76.996 74.513 68.947 85.401 37.458 71.617 84.899 78.911 56.073 84.354 96.277 80.116 84.956 62.651 [2020-11-16 12:13:03,390][root][INFO] - 312/312: Data time: 0.0017, Iter time: 0.2475 Loss 1.082 (AVG: 0.478) Score 73.215 (AVG: 88.701) mIOU 68.659 mAP 75.664 mAcc 78.750 IOU: 83.533 96.428 59.798 77.895 89.850 83.917 69.866 62.200 56.403 78.007 29.898 58.400 59.406 71.364 50.017 55.171 88.931 64.737 83.183 54.168 mAP: 82.018 97.384 66.824 76.633 90.736 81.886 73.641 71.956 65.150 68.843 54.384 60.230 68.327 73.994 65.166 90.785 95.789 85.647 81.143 62.754 mAcc: 94.833 98.564 73.338 83.381 94.938 86.617 77.499 74.394 68.474 86.372 38.456 70.696 84.977 79.180 55.589 84.354 96.277 80.293 84.956 61.803 [2020-11-16 12:13:03,390][root][INFO] - Finished test. Elapsed time: 238.7283 [2020-11-16 12:13:03,474][root][INFO] - Current best mIoU: 69.998 at iter 12000 [2020-11-16 12:13:07,505][root][INFO] - ===> Epoch[479](12501/26): Loss 0.1254, Sem 0.1254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.308e-01 Score 95.705 Data time: 0.1448, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.0240 [2020-11-16 12:13:12,771][root][INFO] - ===> Epoch[479](12502/26): Loss 0.1251, Sem 0.1251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.308e-01 Score 95.757 Data time: 0.1790, Forward time: 2.2620, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.1700 [2020-11-16 12:13:20,410][root][INFO] - ===> Epoch[479](12503/26): Loss 0.1460, Sem 0.1460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.307e-01 Score 95.175 Data time: 0.1653, Forward time: 2.2619, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 7.5440 [2020-11-16 12:13:26,827][root][INFO] - ===> Epoch[479](12504/26): Loss 0.1372, Sem 0.1372, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.307e-01 Score 94.990 Data time: 0.1705, Forward time: 2.2619, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.3424 [2020-11-16 12:13:33,030][root][INFO] - ===> Epoch[479](12505/26): Loss 0.1413, Sem 0.1413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.307e-01 Score 95.291 Data time: 0.1614, Forward time: 2.2618, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.1019 [2020-11-16 12:13:38,690][root][INFO] - ===> Epoch[479](12506/26): Loss 0.1138, Sem 0.1138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.306e-01 Score 96.063 Data time: 0.2211, Forward time: 2.2619, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.5796 [2020-11-16 12:13:43,854][root][INFO] - ===> Epoch[479](12507/26): Loss 0.1421, Sem 0.1421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.306e-01 Score 95.301 Data time: 0.1361, Forward time: 2.2618, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.0564 [2020-11-16 12:13:48,733][root][INFO] - ===> Epoch[479](12508/26): Loss 0.1407, Sem 0.1407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.305e-01 Score 95.168 Data time: 0.2133, Forward time: 2.2618, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.8132 [2020-11-16 12:13:54,675][root][INFO] - ===> Epoch[479](12509/26): Loss 0.1338, Sem 0.1338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.305e-01 Score 95.421 Data time: 0.1994, Forward time: 2.2618, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.8339 [2020-11-16 12:13:59,855][root][INFO] - ===> Epoch[479](12510/26): Loss 0.1284, Sem 0.1284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.305e-01 Score 95.891 Data time: 0.2349, Forward time: 2.2619, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.0758 [2020-11-16 12:14:04,782][root][INFO] - ===> Epoch[479](12511/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.304e-01 Score 95.698 Data time: 0.1669, Forward time: 2.2618, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.8271 [2020-11-16 12:14:10,709][root][INFO] - ===> Epoch[479](12512/26): Loss 0.1183, Sem 0.1183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.304e-01 Score 96.076 Data time: 0.2069, Forward time: 2.2618, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.8274 [2020-11-16 12:14:15,432][root][INFO] - ===> Epoch[479](12513/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.303e-01 Score 95.652 Data time: 0.1788, Forward time: 2.2618, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.6264 [2020-11-16 12:14:20,866][root][INFO] - ===> Epoch[479](12514/26): Loss 0.1598, Sem 0.1598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.303e-01 Score 94.827 Data time: 0.2373, Forward time: 2.2619, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.3380 [2020-11-16 12:14:26,031][root][INFO] - ===> Epoch[479](12515/26): Loss 0.1383, Sem 0.1383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.303e-01 Score 95.384 Data time: 0.1920, Forward time: 2.2619, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.0309 [2020-11-16 12:14:31,724][root][INFO] - ===> Epoch[479](12516/26): Loss 0.1404, Sem 0.1404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.302e-01 Score 95.137 Data time: 0.1699, Forward time: 2.2618, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.6030 [2020-11-16 12:14:38,311][root][INFO] - ===> Epoch[479](12517/26): Loss 0.1403, Sem 0.1403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.302e-01 Score 95.039 Data time: 0.2421, Forward time: 2.2619, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.5279 [2020-11-16 12:14:43,443][root][INFO] - ===> Epoch[479](12518/26): Loss 0.1196, Sem 0.1196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.301e-01 Score 95.822 Data time: 0.1836, Forward time: 2.2619, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.0209 [2020-11-16 12:14:48,713][root][INFO] - ===> Epoch[479](12519/26): Loss 0.1383, Sem 0.1383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.301e-01 Score 95.164 Data time: 0.1626, Forward time: 2.2618, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.1866 [2020-11-16 12:14:53,874][root][INFO] - ===> Epoch[479](12520/26): Loss 0.1303, Sem 0.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.301e-01 Score 95.559 Data time: 0.1506, Forward time: 2.2618, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.0973 [2020-11-16 12:15:01,435][root][INFO] - ===> Epoch[479](12521/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.300e-01 Score 95.094 Data time: 0.1690, Forward time: 2.2617, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 7.4709 [2020-11-16 12:15:07,698][root][INFO] - ===> Epoch[479](12522/26): Loss 0.1247, Sem 0.1247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.300e-01 Score 95.658 Data time: 0.1637, Forward time: 2.2616, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.1777 [2020-11-16 12:15:12,143][root][INFO] - ===> Epoch[479](12523/26): Loss 0.1359, Sem 0.1359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.299e-01 Score 95.181 Data time: 0.1729, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.3864 [2020-11-16 12:15:16,637][root][INFO] - ===> Epoch[479](12524/26): Loss 0.1361, Sem 0.1361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.299e-01 Score 95.588 Data time: 0.1954, Forward time: 2.2616, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.3922 [2020-11-16 12:15:21,879][root][INFO] - ===> Epoch[479](12525/26): Loss 0.1309, Sem 0.1309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.299e-01 Score 95.552 Data time: 0.1970, Forward time: 2.2616, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.1381 [2020-11-16 12:15:27,585][root][INFO] - ===> Epoch[479](12526/26): Loss 0.1419, Sem 0.1419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.298e-01 Score 95.359 Data time: 0.2156, Forward time: 2.2616, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.6125 [2020-11-16 12:15:32,641][root][INFO] - ===> Epoch[480](12527/26): Loss 0.1440, Sem 0.1440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.298e-01 Score 95.203 Data time: 0.2335, Forward time: 2.2616, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.9459 [2020-11-16 12:15:38,317][root][INFO] - ===> Epoch[480](12528/26): Loss 0.1292, Sem 0.1292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.297e-01 Score 95.534 Data time: 0.1514, Forward time: 2.2616, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.5661 [2020-11-16 12:15:44,676][root][INFO] - ===> Epoch[480](12529/26): Loss 0.1479, Sem 0.1479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.297e-01 Score 94.860 Data time: 0.1658, Forward time: 2.2615, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.2667 [2020-11-16 12:15:50,783][root][INFO] - ===> Epoch[480](12530/26): Loss 0.1324, Sem 0.1324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.297e-01 Score 95.484 Data time: 0.1738, Forward time: 2.2614, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.0106 [2020-11-16 12:15:56,823][root][INFO] - ===> Epoch[480](12531/26): Loss 0.1203, Sem 0.1203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.296e-01 Score 95.946 Data time: 0.1560, Forward time: 2.2613, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.9755 [2020-11-16 12:16:03,682][root][INFO] - ===> Epoch[480](12532/26): Loss 0.1276, Sem 0.1276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.296e-01 Score 95.711 Data time: 0.1987, Forward time: 2.2613, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 6.7808 [2020-11-16 12:16:09,969][root][INFO] - ===> Epoch[480](12533/26): Loss 0.1430, Sem 0.1430, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.296e-01 Score 95.200 Data time: 0.2017, Forward time: 2.2613, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 6.1757 [2020-11-16 12:16:17,124][root][INFO] - ===> Epoch[480](12534/26): Loss 0.1345, Sem 0.1345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.295e-01 Score 95.493 Data time: 0.2268, Forward time: 2.2614, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 7.0471 [2020-11-16 12:16:22,644][root][INFO] - ===> Epoch[480](12535/26): Loss 0.1548, Sem 0.1548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.295e-01 Score 94.716 Data time: 0.2801, Forward time: 2.2614, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.4208 [2020-11-16 12:16:29,886][root][INFO] - ===> Epoch[480](12536/26): Loss 0.1674, Sem 0.1674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.294e-01 Score 94.648 Data time: 0.3937, Forward time: 2.2617, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 7.1384 [2020-11-16 12:16:34,800][root][INFO] - ===> Epoch[480](12537/26): Loss 0.1370, Sem 0.1370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.294e-01 Score 95.380 Data time: 0.2171, Forward time: 2.2617, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 4.8151 [2020-11-16 12:16:40,551][root][INFO] - ===> Epoch[480](12538/26): Loss 0.1238, Sem 0.1238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.294e-01 Score 95.660 Data time: 0.1852, Forward time: 2.2617, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.6436 [2020-11-16 12:16:45,838][root][INFO] - ===> Epoch[480](12539/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.293e-01 Score 94.572 Data time: 0.1772, Forward time: 2.2616, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.1825 [2020-11-16 12:16:50,390][root][INFO] - ===> Epoch[480](12540/26): Loss 0.1133, Sem 0.1133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.293e-01 Score 96.000 Data time: 0.1998, Forward time: 2.2616, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.4522 [2020-11-16 12:16:56,420][root][INFO] - ===> Epoch[480](12541/26): Loss 0.1221, Sem 0.1221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.292e-01 Score 95.991 Data time: 0.2611, Forward time: 2.2617, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.9236 [2020-11-16 12:17:01,254][root][INFO] - ===> Epoch[480](12542/26): Loss 0.1751, Sem 0.1751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.292e-01 Score 93.900 Data time: 0.1898, Forward time: 2.2617, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.7045 [2020-11-16 12:17:06,758][root][INFO] - ===> Epoch[480](12543/26): Loss 0.1420, Sem 0.1420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.292e-01 Score 95.177 Data time: 0.2286, Forward time: 2.2617, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.4107 [2020-11-16 12:17:13,507][root][INFO] - ===> Epoch[480](12544/26): Loss 0.1321, Sem 0.1321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.291e-01 Score 95.382 Data time: 0.2539, Forward time: 2.2618, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.6396 [2020-11-16 12:17:19,855][root][INFO] - ===> Epoch[480](12545/26): Loss 0.1285, Sem 0.1285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.291e-01 Score 95.689 Data time: 0.2037, Forward time: 2.2618, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.2210 [2020-11-16 12:17:25,594][root][INFO] - ===> Epoch[480](12546/26): Loss 0.1454, Sem 0.1454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.290e-01 Score 94.848 Data time: 0.1878, Forward time: 2.2618, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.6153 [2020-11-16 12:17:31,725][root][INFO] - ===> Epoch[480](12547/26): Loss 0.1331, Sem 0.1331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.290e-01 Score 95.418 Data time: 0.1523, Forward time: 2.2617, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.0199 [2020-11-16 12:17:39,521][root][INFO] - ===> Epoch[480](12548/26): Loss 0.1316, Sem 0.1316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.290e-01 Score 95.536 Data time: 0.2723, Forward time: 2.2618, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 7.7367 [2020-11-16 12:17:45,641][root][INFO] - ===> Epoch[480](12549/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.289e-01 Score 95.877 Data time: 0.2409, Forward time: 2.2619, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.0090 [2020-11-16 12:17:51,516][root][INFO] - ===> Epoch[480](12550/26): Loss 0.1414, Sem 0.1414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.289e-01 Score 95.123 Data time: 0.1995, Forward time: 2.2619, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.7742 [2020-11-16 12:17:56,120][root][INFO] - ===> Epoch[480](12551/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.288e-01 Score 95.008 Data time: 0.2200, Forward time: 2.2619, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 4.4971 [2020-11-16 12:18:02,008][root][INFO] - ===> Epoch[480](12552/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.288e-01 Score 95.869 Data time: 0.2148, Forward time: 2.2620, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.7900 [2020-11-16 12:18:07,001][root][INFO] - ===> Epoch[481](12553/26): Loss 0.1411, Sem 0.1411, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.288e-01 Score 95.101 Data time: 0.1981, Forward time: 2.2620, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.8644 [2020-11-16 12:18:11,877][root][INFO] - ===> Epoch[481](12554/26): Loss 0.1202, Sem 0.1202, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.287e-01 Score 95.892 Data time: 0.1708, Forward time: 2.2619, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.7719 [2020-11-16 12:18:17,904][root][INFO] - ===> Epoch[481](12555/26): Loss 0.1245, Sem 0.1245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.287e-01 Score 95.688 Data time: 0.2284, Forward time: 2.2619, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.9282 [2020-11-16 12:18:23,955][root][INFO] - ===> Epoch[481](12556/26): Loss 0.1538, Sem 0.1538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.286e-01 Score 94.899 Data time: 0.1743, Forward time: 2.2619, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.9419 [2020-11-16 12:18:30,723][root][INFO] - ===> Epoch[481](12557/26): Loss 0.1171, Sem 0.1171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.286e-01 Score 96.186 Data time: 0.2413, Forward time: 2.2620, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 6.6511 [2020-11-16 12:18:36,219][root][INFO] - ===> Epoch[481](12558/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.286e-01 Score 94.916 Data time: 0.1859, Forward time: 2.2619, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.3855 [2020-11-16 12:18:42,469][root][INFO] - ===> Epoch[481](12559/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.285e-01 Score 95.413 Data time: 0.2069, Forward time: 2.2619, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.1576 [2020-11-16 12:18:47,341][root][INFO] - ===> Epoch[481](12560/26): Loss 0.1555, Sem 0.1555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.285e-01 Score 94.911 Data time: 0.1998, Forward time: 2.2620, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 4.7658 [2020-11-16 12:18:52,155][root][INFO] - ===> Epoch[481](12561/26): Loss 0.1244, Sem 0.1244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.284e-01 Score 95.677 Data time: 0.1639, Forward time: 2.2619, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.7138 [2020-11-16 12:18:57,412][root][INFO] - ===> Epoch[481](12562/26): Loss 0.1020, Sem 0.1020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.284e-01 Score 96.617 Data time: 0.2368, Forward time: 2.2619, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.1831 [2020-11-16 12:19:02,195][root][INFO] - ===> Epoch[481](12563/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.284e-01 Score 95.431 Data time: 0.1157, Forward time: 2.2618, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.6806 [2020-11-16 12:19:08,448][root][INFO] - ===> Epoch[481](12564/26): Loss 0.1409, Sem 0.1409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.283e-01 Score 95.200 Data time: 0.2319, Forward time: 2.2618, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.1969 [2020-11-16 12:19:13,969][root][INFO] - ===> Epoch[481](12565/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.283e-01 Score 95.346 Data time: 0.2707, Forward time: 2.2619, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.4000 [2020-11-16 12:19:20,754][root][INFO] - ===> Epoch[481](12566/26): Loss 0.1320, Sem 0.1320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.282e-01 Score 95.411 Data time: 0.3687, Forward time: 2.2621, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.6782 [2020-11-16 12:19:25,465][root][INFO] - ===> Epoch[481](12567/26): Loss 0.1300, Sem 0.1300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.282e-01 Score 95.860 Data time: 0.2222, Forward time: 2.2621, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.6007 [2020-11-16 12:19:30,060][root][INFO] - ===> Epoch[481](12568/26): Loss 0.1162, Sem 0.1162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.282e-01 Score 96.088 Data time: 0.2156, Forward time: 2.2622, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.5045 [2020-11-16 12:19:34,698][root][INFO] - ===> Epoch[481](12569/26): Loss 0.1470, Sem 0.1470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.281e-01 Score 94.878 Data time: 0.1757, Forward time: 2.2621, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.5353 [2020-11-16 12:19:41,439][root][INFO] - ===> Epoch[481](12570/26): Loss 0.1303, Sem 0.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.281e-01 Score 95.501 Data time: 0.2492, Forward time: 2.2622, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.6799 [2020-11-16 12:19:46,635][root][INFO] - ===> Epoch[481](12571/26): Loss 0.1373, Sem 0.1373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.280e-01 Score 95.366 Data time: 0.2306, Forward time: 2.2623, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.0860 [2020-11-16 12:19:52,211][root][INFO] - ===> Epoch[481](12572/26): Loss 0.1485, Sem 0.1485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.280e-01 Score 95.053 Data time: 0.1460, Forward time: 2.2622, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.4737 [2020-11-16 12:19:57,502][root][INFO] - ===> Epoch[481](12573/26): Loss 0.1230, Sem 0.1230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.280e-01 Score 95.613 Data time: 0.2489, Forward time: 2.2622, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.2291 [2020-11-16 12:20:03,011][root][INFO] - ===> Epoch[481](12574/26): Loss 0.1369, Sem 0.1369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.279e-01 Score 95.454 Data time: 0.1447, Forward time: 2.2621, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.4189 [2020-11-16 12:20:07,772][root][INFO] - ===> Epoch[481](12575/26): Loss 0.1593, Sem 0.1593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.279e-01 Score 94.642 Data time: 0.1633, Forward time: 2.2621, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.6901 [2020-11-16 12:20:12,664][root][INFO] - ===> Epoch[481](12576/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.278e-01 Score 95.407 Data time: 0.1439, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.8210 [2020-11-16 12:20:18,509][root][INFO] - ===> Epoch[481](12577/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.278e-01 Score 94.535 Data time: 0.2099, Forward time: 2.2619, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.7750 [2020-11-16 12:20:23,746][root][INFO] - ===> Epoch[481](12578/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.278e-01 Score 95.667 Data time: 0.1557, Forward time: 2.2618, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.1793 [2020-11-16 12:20:28,773][root][INFO] - ===> Epoch[482](12579/26): Loss 0.1133, Sem 0.1133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.277e-01 Score 96.168 Data time: 0.1979, Forward time: 2.2618, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.9591 [2020-11-16 12:20:33,743][root][INFO] - ===> Epoch[482](12580/26): Loss 0.1239, Sem 0.1239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.277e-01 Score 95.700 Data time: 0.2547, Forward time: 2.2619, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.8700 [2020-11-16 12:20:39,366][root][INFO] - ===> Epoch[482](12581/26): Loss 0.1311, Sem 0.1311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.276e-01 Score 95.569 Data time: 0.2025, Forward time: 2.2618, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.5218 [2020-11-16 12:20:44,823][root][INFO] - ===> Epoch[482](12582/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.276e-01 Score 94.632 Data time: 0.2276, Forward time: 2.2618, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.3901 [2020-11-16 12:20:50,496][root][INFO] - ===> Epoch[482](12583/26): Loss 0.1529, Sem 0.1529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.276e-01 Score 94.844 Data time: 0.1301, Forward time: 2.2617, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5943 [2020-11-16 12:20:56,330][root][INFO] - ===> Epoch[482](12584/26): Loss 0.1207, Sem 0.1207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.275e-01 Score 95.833 Data time: 0.1773, Forward time: 2.2617, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.8028 [2020-11-16 12:21:01,790][root][INFO] - ===> Epoch[482](12585/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.275e-01 Score 94.791 Data time: 0.2459, Forward time: 2.2618, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.3856 [2020-11-16 12:21:08,950][root][INFO] - ===> Epoch[482](12586/26): Loss 0.1570, Sem 0.1570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.274e-01 Score 94.886 Data time: 0.1849, Forward time: 2.2617, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 7.0595 [2020-11-16 12:21:14,180][root][INFO] - ===> Epoch[482](12587/26): Loss 0.1454, Sem 0.1454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.274e-01 Score 95.221 Data time: 0.1766, Forward time: 2.2617, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.1260 [2020-11-16 12:21:20,152][root][INFO] - ===> Epoch[482](12588/26): Loss 0.1567, Sem 0.1567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.274e-01 Score 94.514 Data time: 0.1631, Forward time: 2.2616, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.8962 [2020-11-16 12:21:25,601][root][INFO] - ===> Epoch[482](12589/26): Loss 0.1291, Sem 0.1291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.273e-01 Score 95.844 Data time: 0.1278, Forward time: 2.2615, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.3700 [2020-11-16 12:21:30,216][root][INFO] - ===> Epoch[482](12590/26): Loss 0.1424, Sem 0.1424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.273e-01 Score 95.236 Data time: 0.1444, Forward time: 2.2614, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.5748 [2020-11-16 12:21:36,587][root][INFO] - ===> Epoch[482](12591/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.272e-01 Score 94.695 Data time: 0.2069, Forward time: 2.2615, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.3007 [2020-11-16 12:21:41,803][root][INFO] - ===> Epoch[482](12592/26): Loss 0.1239, Sem 0.1239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.272e-01 Score 95.846 Data time: 0.2676, Forward time: 2.2615, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.1154 [2020-11-16 12:21:47,117][root][INFO] - ===> Epoch[482](12593/26): Loss 0.1221, Sem 0.1221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.272e-01 Score 95.835 Data time: 0.1603, Forward time: 2.2615, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.2083 [2020-11-16 12:21:52,810][root][INFO] - ===> Epoch[482](12594/26): Loss 0.1469, Sem 0.1469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.271e-01 Score 94.955 Data time: 0.1608, Forward time: 2.2614, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.6207 [2020-11-16 12:21:58,561][root][INFO] - ===> Epoch[482](12595/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.271e-01 Score 95.646 Data time: 0.2306, Forward time: 2.2615, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.6828 [2020-11-16 12:22:06,084][root][INFO] - ===> Epoch[482](12596/26): Loss 0.1230, Sem 0.1230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.270e-01 Score 95.893 Data time: 0.1601, Forward time: 2.2614, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 7.4096 [2020-11-16 12:22:11,919][root][INFO] - ===> Epoch[482](12597/26): Loss 0.1159, Sem 0.1159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.270e-01 Score 96.066 Data time: 0.1911, Forward time: 2.2614, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.7368 [2020-11-16 12:22:17,713][root][INFO] - ===> Epoch[482](12598/26): Loss 0.1558, Sem 0.1558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.270e-01 Score 94.570 Data time: 0.1810, Forward time: 2.2614, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.6998 [2020-11-16 12:22:24,358][root][INFO] - ===> Epoch[482](12599/26): Loss 0.1281, Sem 0.1281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.269e-01 Score 95.391 Data time: 0.2278, Forward time: 2.2614, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 6.5527 [2020-11-16 12:22:30,069][root][INFO] - ===> Epoch[482](12600/26): Loss 0.1319, Sem 0.1319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.269e-01 Score 95.596 Data time: 0.1988, Forward time: 2.2614, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.6087 [2020-11-16 12:22:37,227][root][INFO] - ===> Epoch[482](12601/26): Loss 0.1314, Sem 0.1314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.268e-01 Score 95.594 Data time: 0.1980, Forward time: 2.2614, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 7.0649 [2020-11-16 12:22:41,908][root][INFO] - ===> Epoch[482](12602/26): Loss 0.1464, Sem 0.1464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.268e-01 Score 95.065 Data time: 0.2449, Forward time: 2.2614, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 4.5763 [2020-11-16 12:22:46,793][root][INFO] - ===> Epoch[482](12603/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.268e-01 Score 94.736 Data time: 0.2064, Forward time: 2.2615, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.7953 [2020-11-16 12:22:52,121][root][INFO] - ===> Epoch[482](12604/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.267e-01 Score 95.195 Data time: 0.1764, Forward time: 2.2614, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.2374 [2020-11-16 12:22:58,498][root][INFO] - ===> Epoch[483](12605/26): Loss 0.1277, Sem 0.1277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.267e-01 Score 95.626 Data time: 0.1643, Forward time: 2.2613, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.3118 [2020-11-16 12:23:03,872][root][INFO] - ===> Epoch[483](12606/26): Loss 0.1452, Sem 0.1452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.266e-01 Score 95.038 Data time: 0.1826, Forward time: 2.2613, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.2826 [2020-11-16 12:23:09,292][root][INFO] - ===> Epoch[483](12607/26): Loss 0.1414, Sem 0.1414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.266e-01 Score 95.229 Data time: 0.2343, Forward time: 2.2614, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.3070 [2020-11-16 12:23:14,903][root][INFO] - ===> Epoch[483](12608/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.266e-01 Score 95.074 Data time: 0.1756, Forward time: 2.2613, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.4884 [2020-11-16 12:23:21,490][root][INFO] - ===> Epoch[483](12609/26): Loss 0.1220, Sem 0.1220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.265e-01 Score 95.939 Data time: 0.1475, Forward time: 2.2613, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.4916 [2020-11-16 12:23:28,224][root][INFO] - ===> Epoch[483](12610/26): Loss 0.1429, Sem 0.1429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.265e-01 Score 95.051 Data time: 0.1316, Forward time: 2.2612, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.6625 [2020-11-16 12:23:33,970][root][INFO] - ===> Epoch[483](12611/26): Loss 0.1844, Sem 0.1844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.265e-01 Score 94.446 Data time: 0.2097, Forward time: 2.2612, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.6576 [2020-11-16 12:23:40,091][root][INFO] - ===> Epoch[483](12612/26): Loss 0.1362, Sem 0.1362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.264e-01 Score 95.555 Data time: 0.2825, Forward time: 2.2613, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.0014 [2020-11-16 12:23:46,406][root][INFO] - ===> Epoch[483](12613/26): Loss 0.1417, Sem 0.1417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.264e-01 Score 95.343 Data time: 0.2013, Forward time: 2.2613, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 6.1895 [2020-11-16 12:23:52,388][root][INFO] - ===> Epoch[483](12614/26): Loss 0.1542, Sem 0.1542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.263e-01 Score 94.672 Data time: 0.2117, Forward time: 2.2613, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.8675 [2020-11-16 12:23:58,390][root][INFO] - ===> Epoch[483](12615/26): Loss 0.1583, Sem 0.1583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.263e-01 Score 94.698 Data time: 0.2295, Forward time: 2.2614, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.8915 [2020-11-16 12:24:04,198][root][INFO] - ===> Epoch[483](12616/26): Loss 0.1589, Sem 0.1589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.263e-01 Score 94.592 Data time: 0.1674, Forward time: 2.2613, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.6923 [2020-11-16 12:24:10,129][root][INFO] - ===> Epoch[483](12617/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.262e-01 Score 94.855 Data time: 0.1782, Forward time: 2.2613, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.8812 [2020-11-16 12:24:14,876][root][INFO] - ===> Epoch[483](12618/26): Loss 0.1523, Sem 0.1523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.262e-01 Score 94.981 Data time: 0.2544, Forward time: 2.2613, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 4.6579 [2020-11-16 12:24:19,156][root][INFO] - ===> Epoch[483](12619/26): Loss 0.1422, Sem 0.1422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.261e-01 Score 95.414 Data time: 0.1644, Forward time: 2.2612, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 4.1708 [2020-11-16 12:24:24,703][root][INFO] - ===> Epoch[483](12620/26): Loss 0.1574, Sem 0.1574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.261e-01 Score 94.717 Data time: 0.1286, Forward time: 2.2611, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.4723 [2020-11-16 12:24:30,720][root][INFO] - ===> Epoch[483](12621/26): Loss 0.1439, Sem 0.1439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.261e-01 Score 95.375 Data time: 0.1973, Forward time: 2.2611, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.9682 [2020-11-16 12:24:36,799][root][INFO] - ===> Epoch[483](12622/26): Loss 0.1584, Sem 0.1584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.260e-01 Score 94.557 Data time: 0.1804, Forward time: 2.2611, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.9983 [2020-11-16 12:24:41,906][root][INFO] - ===> Epoch[483](12623/26): Loss 0.1351, Sem 0.1351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.260e-01 Score 95.318 Data time: 0.2069, Forward time: 2.2611, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.0228 [2020-11-16 12:24:47,926][root][INFO] - ===> Epoch[483](12624/26): Loss 0.1428, Sem 0.1428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.259e-01 Score 95.270 Data time: 0.1799, Forward time: 2.2611, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.9157 [2020-11-16 12:24:52,529][root][INFO] - ===> Epoch[483](12625/26): Loss 0.1472, Sem 0.1472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.259e-01 Score 95.043 Data time: 0.1891, Forward time: 2.2611, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.5138 [2020-11-16 12:24:57,003][root][INFO] - ===> Epoch[483](12626/26): Loss 0.1291, Sem 0.1291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.259e-01 Score 95.741 Data time: 0.1981, Forward time: 2.2610, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.3810 [2020-11-16 12:25:01,931][root][INFO] - ===> Epoch[483](12627/26): Loss 0.1580, Sem 0.1580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.258e-01 Score 94.606 Data time: 0.2239, Forward time: 2.2611, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 4.8307 [2020-11-16 12:25:06,889][root][INFO] - ===> Epoch[483](12628/26): Loss 0.1467, Sem 0.1467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.258e-01 Score 94.746 Data time: 0.2076, Forward time: 2.2611, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.8400 [2020-11-16 12:25:13,004][root][INFO] - ===> Epoch[483](12629/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.257e-01 Score 95.380 Data time: 0.2251, Forward time: 2.2612, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 6.0258 [2020-11-16 12:25:19,104][root][INFO] - ===> Epoch[483](12630/26): Loss 0.1376, Sem 0.1376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.257e-01 Score 95.384 Data time: 0.1832, Forward time: 2.2611, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.9917 [2020-11-16 12:25:24,979][root][INFO] - ===> Epoch[484](12631/26): Loss 0.1597, Sem 0.1597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.257e-01 Score 94.583 Data time: 0.1988, Forward time: 2.2611, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.8061 [2020-11-16 12:25:30,774][root][INFO] - ===> Epoch[484](12632/26): Loss 0.1595, Sem 0.1595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.256e-01 Score 94.698 Data time: 0.2088, Forward time: 2.2612, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.6886 [2020-11-16 12:25:35,607][root][INFO] - ===> Epoch[484](12633/26): Loss 0.1352, Sem 0.1352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.256e-01 Score 95.475 Data time: 0.1400, Forward time: 2.2611, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 4.7137 [2020-11-16 12:25:42,756][root][INFO] - ===> Epoch[484](12634/26): Loss 0.1574, Sem 0.1574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.255e-01 Score 94.928 Data time: 0.2543, Forward time: 2.2612, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 7.0780 [2020-11-16 12:25:48,168][root][INFO] - ===> Epoch[484](12635/26): Loss 0.1349, Sem 0.1349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.255e-01 Score 95.700 Data time: 0.3036, Forward time: 2.2612, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.3176 [2020-11-16 12:25:53,559][root][INFO] - ===> Epoch[484](12636/26): Loss 0.1552, Sem 0.1552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.255e-01 Score 95.030 Data time: 0.2263, Forward time: 2.2613, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.2801 [2020-11-16 12:25:59,507][root][INFO] - ===> Epoch[484](12637/26): Loss 0.1558, Sem 0.1558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.254e-01 Score 94.844 Data time: 0.1954, Forward time: 2.2613, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.8411 [2020-11-16 12:26:05,167][root][INFO] - ===> Epoch[484](12638/26): Loss 0.1370, Sem 0.1370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.254e-01 Score 95.395 Data time: 0.1959, Forward time: 2.2613, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.5963 [2020-11-16 12:26:10,980][root][INFO] - ===> Epoch[484](12639/26): Loss 0.1428, Sem 0.1428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.253e-01 Score 95.149 Data time: 0.1613, Forward time: 2.2612, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.7221 [2020-11-16 12:26:16,147][root][INFO] - ===> Epoch[484](12640/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.253e-01 Score 94.901 Data time: 0.1889, Forward time: 2.2612, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.0817 [2020-11-16 12:26:21,339][root][INFO] - ===> Epoch[484](12641/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.253e-01 Score 95.474 Data time: 0.1618, Forward time: 2.2612, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.0920 [2020-11-16 12:26:27,261][root][INFO] - ===> Epoch[484](12642/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.252e-01 Score 94.957 Data time: 0.2646, Forward time: 2.2613, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.8182 [2020-11-16 12:26:33,365][root][INFO] - ===> Epoch[484](12643/26): Loss 0.1515, Sem 0.1515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.252e-01 Score 94.791 Data time: 0.1313, Forward time: 2.2612, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.9907 [2020-11-16 12:26:38,999][root][INFO] - ===> Epoch[484](12644/26): Loss 0.1464, Sem 0.1464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.251e-01 Score 95.124 Data time: 0.2084, Forward time: 2.2612, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.5506 [2020-11-16 12:26:44,969][root][INFO] - ===> Epoch[484](12645/26): Loss 0.1318, Sem 0.1318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.251e-01 Score 95.568 Data time: 0.2095, Forward time: 2.2612, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.8835 [2020-11-16 12:26:50,534][root][INFO] - ===> Epoch[484](12646/26): Loss 0.1295, Sem 0.1295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.251e-01 Score 95.549 Data time: 0.2128, Forward time: 2.2612, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.4554 [2020-11-16 12:26:55,489][root][INFO] - ===> Epoch[484](12647/26): Loss 0.1617, Sem 0.1617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.250e-01 Score 94.365 Data time: 0.2254, Forward time: 2.2613, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.8551 [2020-11-16 12:27:00,967][root][INFO] - ===> Epoch[484](12648/26): Loss 0.1321, Sem 0.1321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.250e-01 Score 95.568 Data time: 0.2678, Forward time: 2.2614, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.3655 [2020-11-16 12:27:06,780][root][INFO] - ===> Epoch[484](12649/26): Loss 0.1333, Sem 0.1333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.249e-01 Score 95.751 Data time: 0.2571, Forward time: 2.2615, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.6910 [2020-11-16 12:27:13,966][root][INFO] - ===> Epoch[484](12650/26): Loss 0.1316, Sem 0.1316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.249e-01 Score 95.533 Data time: 0.1842, Forward time: 2.2615, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 7.0693 [2020-11-16 12:27:18,931][root][INFO] - ===> Epoch[484](12651/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.249e-01 Score 94.706 Data time: 0.1546, Forward time: 2.2614, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.8649 [2020-11-16 12:27:23,540][root][INFO] - ===> Epoch[484](12652/26): Loss 0.1094, Sem 0.1094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.248e-01 Score 96.398 Data time: 0.2513, Forward time: 2.2614, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.5375 [2020-11-16 12:27:28,588][root][INFO] - ===> Epoch[484](12653/26): Loss 0.1183, Sem 0.1183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.248e-01 Score 95.964 Data time: 0.1942, Forward time: 2.2614, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.9556 [2020-11-16 12:27:33,947][root][INFO] - ===> Epoch[484](12654/26): Loss 0.1635, Sem 0.1635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.247e-01 Score 94.721 Data time: 0.2700, Forward time: 2.2615, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.2680 [2020-11-16 12:27:39,719][root][INFO] - ===> Epoch[484](12655/26): Loss 0.1506, Sem 0.1506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.247e-01 Score 94.751 Data time: 0.2158, Forward time: 2.2615, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.6577 [2020-11-16 12:27:45,319][root][INFO] - ===> Epoch[484](12656/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.247e-01 Score 94.807 Data time: 0.2743, Forward time: 2.2616, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.5051 [2020-11-16 12:27:50,571][root][INFO] - ===> Epoch[485](12657/26): Loss 0.1360, Sem 0.1360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.246e-01 Score 95.564 Data time: 0.1995, Forward time: 2.2616, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.1432 [2020-11-16 12:27:56,050][root][INFO] - ===> Epoch[485](12658/26): Loss 0.1683, Sem 0.1683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.246e-01 Score 94.707 Data time: 0.1851, Forward time: 2.2616, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.3904 [2020-11-16 12:28:00,516][root][INFO] - ===> Epoch[485](12659/26): Loss 0.1347, Sem 0.1347, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.245e-01 Score 95.631 Data time: 0.1233, Forward time: 2.2615, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.3921 [2020-11-16 12:28:05,694][root][INFO] - ===> Epoch[485](12660/26): Loss 0.1837, Sem 0.1837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.245e-01 Score 94.129 Data time: 0.1924, Forward time: 2.2614, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.1114 [2020-11-16 12:28:10,945][root][INFO] - ===> Epoch[485](12661/26): Loss 0.1814, Sem 0.1814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.245e-01 Score 94.356 Data time: 0.2280, Forward time: 2.2615, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.1827 [2020-11-16 12:28:17,550][root][INFO] - ===> Epoch[485](12662/26): Loss 0.1882, Sem 0.1882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.244e-01 Score 93.632 Data time: 0.1960, Forward time: 2.2615, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.5013 [2020-11-16 12:28:23,376][root][INFO] - ===> Epoch[485](12663/26): Loss 0.2059, Sem 0.2059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.244e-01 Score 93.536 Data time: 0.1935, Forward time: 2.2615, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.7229 [2020-11-16 12:28:29,300][root][INFO] - ===> Epoch[485](12664/26): Loss 0.1616, Sem 0.1616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.243e-01 Score 94.122 Data time: 0.2873, Forward time: 2.2616, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.8128 [2020-11-16 12:28:34,656][root][INFO] - ===> Epoch[485](12665/26): Loss 0.1347, Sem 0.1347, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.243e-01 Score 95.753 Data time: 0.2427, Forward time: 2.2617, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.2289 [2020-11-16 12:28:39,292][root][INFO] - ===> Epoch[485](12666/26): Loss 0.1580, Sem 0.1580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.243e-01 Score 94.984 Data time: 0.1927, Forward time: 2.2617, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.5201 [2020-11-16 12:28:46,210][root][INFO] - ===> Epoch[485](12667/26): Loss 0.1555, Sem 0.1555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.242e-01 Score 94.532 Data time: 0.2544, Forward time: 2.2618, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.7990 [2020-11-16 12:28:51,862][root][INFO] - ===> Epoch[485](12668/26): Loss 0.1526, Sem 0.1526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.242e-01 Score 95.038 Data time: 0.2057, Forward time: 2.2619, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.5057 [2020-11-16 12:28:56,867][root][INFO] - ===> Epoch[485](12669/26): Loss 0.1508, Sem 0.1508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.241e-01 Score 94.822 Data time: 0.1891, Forward time: 2.2619, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.8807 [2020-11-16 12:29:02,447][root][INFO] - ===> Epoch[485](12670/26): Loss 0.1385, Sem 0.1385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.241e-01 Score 95.449 Data time: 0.1253, Forward time: 2.2617, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.5035 [2020-11-16 12:29:07,610][root][INFO] - ===> Epoch[485](12671/26): Loss 0.1519, Sem 0.1519, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.241e-01 Score 94.957 Data time: 0.1730, Forward time: 2.2617, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.1288 [2020-11-16 12:29:13,309][root][INFO] - ===> Epoch[485](12672/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.240e-01 Score 95.872 Data time: 0.2580, Forward time: 2.2617, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.6286 [2020-11-16 12:29:18,333][root][INFO] - ===> Epoch[485](12673/26): Loss 0.1396, Sem 0.1396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.240e-01 Score 95.176 Data time: 0.2239, Forward time: 2.2618, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 4.9217 [2020-11-16 12:29:23,143][root][INFO] - ===> Epoch[485](12674/26): Loss 0.1311, Sem 0.1311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.239e-01 Score 95.621 Data time: 0.2169, Forward time: 2.2618, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.7245 [2020-11-16 12:29:29,012][root][INFO] - ===> Epoch[485](12675/26): Loss 0.1674, Sem 0.1674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.239e-01 Score 94.829 Data time: 0.1846, Forward time: 2.2618, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.7725 [2020-11-16 12:29:33,524][root][INFO] - ===> Epoch[485](12676/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.239e-01 Score 95.472 Data time: 0.1721, Forward time: 2.2617, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.4341 [2020-11-16 12:29:39,200][root][INFO] - ===> Epoch[485](12677/26): Loss 0.1480, Sem 0.1480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.238e-01 Score 95.176 Data time: 0.1906, Forward time: 2.2617, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.6053 [2020-11-16 12:29:43,771][root][INFO] - ===> Epoch[485](12678/26): Loss 0.1843, Sem 0.1843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.238e-01 Score 94.245 Data time: 0.1647, Forward time: 2.2617, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.4892 [2020-11-16 12:29:49,080][root][INFO] - ===> Epoch[485](12679/26): Loss 0.1750, Sem 0.1750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.237e-01 Score 94.500 Data time: 0.1983, Forward time: 2.2617, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.2253 [2020-11-16 12:29:53,952][root][INFO] - ===> Epoch[485](12680/26): Loss 0.1413, Sem 0.1413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.237e-01 Score 95.395 Data time: 0.2165, Forward time: 2.2617, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.7856 [2020-11-16 12:29:59,250][root][INFO] - ===> Epoch[485](12681/26): Loss 0.1459, Sem 0.1459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.237e-01 Score 95.147 Data time: 0.2019, Forward time: 2.2617, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.2083 [2020-11-16 12:30:04,514][root][INFO] - ===> Epoch[485](12682/26): Loss 0.1480, Sem 0.1480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.236e-01 Score 94.971 Data time: 0.2330, Forward time: 2.2618, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.1681 [2020-11-16 12:30:10,822][root][INFO] - ===> Epoch[486](12683/26): Loss 0.1600, Sem 0.1600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.236e-01 Score 94.762 Data time: 0.2609, Forward time: 2.2619, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.2173 [2020-11-16 12:30:16,248][root][INFO] - ===> Epoch[486](12684/26): Loss 0.1585, Sem 0.1585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.235e-01 Score 94.904 Data time: 0.2493, Forward time: 2.2619, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.3140 [2020-11-16 12:30:22,416][root][INFO] - ===> Epoch[486](12685/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.235e-01 Score 95.316 Data time: 0.1734, Forward time: 2.2619, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.0800 [2020-11-16 12:30:28,695][root][INFO] - ===> Epoch[486](12686/26): Loss 0.1529, Sem 0.1529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.235e-01 Score 95.062 Data time: 0.1594, Forward time: 2.2618, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.2085 [2020-11-16 12:30:34,073][root][INFO] - ===> Epoch[486](12687/26): Loss 0.1498, Sem 0.1498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.234e-01 Score 94.896 Data time: 0.2199, Forward time: 2.2619, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.3233 [2020-11-16 12:30:39,242][root][INFO] - ===> Epoch[486](12688/26): Loss 0.1482, Sem 0.1482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.234e-01 Score 95.026 Data time: 0.2593, Forward time: 2.2620, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.0716 [2020-11-16 12:30:44,775][root][INFO] - ===> Epoch[486](12689/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.233e-01 Score 94.799 Data time: 0.1678, Forward time: 2.2619, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.4101 [2020-11-16 12:30:51,106][root][INFO] - ===> Epoch[486](12690/26): Loss 0.1405, Sem 0.1405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.233e-01 Score 95.340 Data time: 0.1731, Forward time: 2.2619, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.2634 [2020-11-16 12:30:56,807][root][INFO] - ===> Epoch[486](12691/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.233e-01 Score 94.688 Data time: 0.2288, Forward time: 2.2619, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.6041 [2020-11-16 12:31:03,162][root][INFO] - ===> Epoch[486](12692/26): Loss 0.1769, Sem 0.1769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.232e-01 Score 94.427 Data time: 0.1236, Forward time: 2.2618, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.2405 [2020-11-16 12:31:08,693][root][INFO] - ===> Epoch[486](12693/26): Loss 0.1604, Sem 0.1604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.232e-01 Score 94.662 Data time: 0.2257, Forward time: 2.2618, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.4576 [2020-11-16 12:31:14,731][root][INFO] - ===> Epoch[486](12694/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.231e-01 Score 94.940 Data time: 0.2002, Forward time: 2.2618, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.9519 [2020-11-16 12:31:20,931][root][INFO] - ===> Epoch[486](12695/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.231e-01 Score 95.384 Data time: 0.1991, Forward time: 2.2617, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.1173 [2020-11-16 12:31:28,047][root][INFO] - ===> Epoch[486](12696/26): Loss 0.1304, Sem 0.1304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.231e-01 Score 95.750 Data time: 0.2157, Forward time: 2.2617, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 7.0248 [2020-11-16 12:31:33,923][root][INFO] - ===> Epoch[486](12697/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.230e-01 Score 95.052 Data time: 0.1794, Forward time: 2.2617, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.7721 [2020-11-16 12:31:39,288][root][INFO] - ===> Epoch[486](12698/26): Loss 0.1355, Sem 0.1355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.230e-01 Score 95.424 Data time: 0.1663, Forward time: 2.2616, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.2653 [2020-11-16 12:31:45,218][root][INFO] - ===> Epoch[486](12699/26): Loss 0.1559, Sem 0.1559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.229e-01 Score 94.644 Data time: 0.2063, Forward time: 2.2616, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.8566 [2020-11-16 12:31:51,352][root][INFO] - ===> Epoch[486](12700/26): Loss 0.1418, Sem 0.1418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.229e-01 Score 95.100 Data time: 0.2088, Forward time: 2.2616, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.0443 [2020-11-16 12:31:57,844][root][INFO] - ===> Epoch[486](12701/26): Loss 0.1543, Sem 0.1543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.229e-01 Score 94.666 Data time: 0.1804, Forward time: 2.2616, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.4058 [2020-11-16 12:32:03,600][root][INFO] - ===> Epoch[486](12702/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.228e-01 Score 95.353 Data time: 0.1586, Forward time: 2.2615, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.6680 [2020-11-16 12:32:09,088][root][INFO] - ===> Epoch[486](12703/26): Loss 0.1402, Sem 0.1402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.228e-01 Score 95.417 Data time: 0.1905, Forward time: 2.2614, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.4070 [2020-11-16 12:32:15,022][root][INFO] - ===> Epoch[486](12704/26): Loss 0.1220, Sem 0.1220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.227e-01 Score 95.915 Data time: 0.2587, Forward time: 2.2615, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.8505 [2020-11-16 12:32:21,096][root][INFO] - ===> Epoch[486](12705/26): Loss 0.1415, Sem 0.1415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.227e-01 Score 95.159 Data time: 0.1931, Forward time: 2.2615, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.9482 [2020-11-16 12:32:26,923][root][INFO] - ===> Epoch[486](12706/26): Loss 0.1420, Sem 0.1420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.227e-01 Score 95.031 Data time: 0.1690, Forward time: 2.2615, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.7286 [2020-11-16 12:32:33,309][root][INFO] - ===> Epoch[486](12707/26): Loss 0.1179, Sem 0.1179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.226e-01 Score 96.024 Data time: 0.2294, Forward time: 2.2615, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.3094 [2020-11-16 12:32:38,671][root][INFO] - ===> Epoch[486](12708/26): Loss 0.1361, Sem 0.1361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.226e-01 Score 95.308 Data time: 0.2127, Forward time: 2.2615, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.2491 [2020-11-16 12:32:44,180][root][INFO] - ===> Epoch[487](12709/26): Loss 0.1594, Sem 0.1594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.226e-01 Score 94.595 Data time: 0.2537, Forward time: 2.2616, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.4043 [2020-11-16 12:32:50,561][root][INFO] - ===> Epoch[487](12710/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.225e-01 Score 94.733 Data time: 0.2583, Forward time: 2.2617, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.2612 [2020-11-16 12:32:55,737][root][INFO] - ===> Epoch[487](12711/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.225e-01 Score 95.862 Data time: 0.2155, Forward time: 2.2618, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.0757 [2020-11-16 12:33:01,896][root][INFO] - ===> Epoch[487](12712/26): Loss 0.1296, Sem 0.1296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.224e-01 Score 95.674 Data time: 0.2322, Forward time: 2.2617, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.0584 [2020-11-16 12:33:06,505][root][INFO] - ===> Epoch[487](12713/26): Loss 0.1238, Sem 0.1238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.224e-01 Score 95.918 Data time: 0.1334, Forward time: 2.2616, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.5148 [2020-11-16 12:33:11,655][root][INFO] - ===> Epoch[487](12714/26): Loss 0.1416, Sem 0.1416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.224e-01 Score 95.586 Data time: 0.1452, Forward time: 2.2616, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.1024 [2020-11-16 12:33:17,743][root][INFO] - ===> Epoch[487](12715/26): Loss 0.1359, Sem 0.1359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.223e-01 Score 95.429 Data time: 0.1319, Forward time: 2.2615, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.0194 [2020-11-16 12:33:23,300][root][INFO] - ===> Epoch[487](12716/26): Loss 0.1454, Sem 0.1454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.223e-01 Score 95.203 Data time: 0.1959, Forward time: 2.2615, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.4917 [2020-11-16 12:33:29,251][root][INFO] - ===> Epoch[487](12717/26): Loss 0.1562, Sem 0.1562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.222e-01 Score 95.152 Data time: 0.1541, Forward time: 2.2614, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.8442 [2020-11-16 12:33:34,988][root][INFO] - ===> Epoch[487](12718/26): Loss 0.1458, Sem 0.1458, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.222e-01 Score 94.901 Data time: 0.1735, Forward time: 2.2613, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.6463 [2020-11-16 12:33:40,988][root][INFO] - ===> Epoch[487](12719/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.222e-01 Score 94.847 Data time: 0.1805, Forward time: 2.2613, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.9105 [2020-11-16 12:33:46,007][root][INFO] - ===> Epoch[487](12720/26): Loss 0.1716, Sem 0.1716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.221e-01 Score 94.388 Data time: 0.1490, Forward time: 2.2612, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.9365 [2020-11-16 12:33:54,678][root][INFO] - ===> Epoch[487](12721/26): Loss 0.1238, Sem 0.1238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.221e-01 Score 95.896 Data time: 0.1453, Forward time: 2.2611, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 8.5791 [2020-11-16 12:33:59,745][root][INFO] - ===> Epoch[487](12722/26): Loss 0.1575, Sem 0.1575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.220e-01 Score 94.754 Data time: 0.1920, Forward time: 2.2611, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.9886 [2020-11-16 12:34:05,469][root][INFO] - ===> Epoch[487](12723/26): Loss 0.1447, Sem 0.1447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.220e-01 Score 95.014 Data time: 0.1524, Forward time: 2.2610, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.6478 [2020-11-16 12:34:10,051][root][INFO] - ===> Epoch[487](12724/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.220e-01 Score 95.286 Data time: 0.2145, Forward time: 2.2610, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.5202 [2020-11-16 12:34:16,355][root][INFO] - ===> Epoch[487](12725/26): Loss 0.1183, Sem 0.1183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.219e-01 Score 95.913 Data time: 0.1444, Forward time: 2.2609, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.2113 [2020-11-16 12:34:21,472][root][INFO] - ===> Epoch[487](12726/26): Loss 0.1696, Sem 0.1696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.219e-01 Score 94.550 Data time: 0.1622, Forward time: 2.2609, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.0377 [2020-11-16 12:34:26,223][root][INFO] - ===> Epoch[487](12727/26): Loss 0.1595, Sem 0.1595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.218e-01 Score 94.743 Data time: 0.2102, Forward time: 2.2609, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.6725 [2020-11-16 12:34:33,192][root][INFO] - ===> Epoch[487](12728/26): Loss 0.1461, Sem 0.1461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.218e-01 Score 94.714 Data time: 0.4088, Forward time: 2.2611, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.8705 [2020-11-16 12:34:38,764][root][INFO] - ===> Epoch[487](12729/26): Loss 0.1529, Sem 0.1529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.218e-01 Score 94.691 Data time: 0.2126, Forward time: 2.2611, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.4381 [2020-11-16 12:34:43,907][root][INFO] - ===> Epoch[487](12730/26): Loss 0.1417, Sem 0.1417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.217e-01 Score 94.873 Data time: 0.2332, Forward time: 2.2611, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.0423 [2020-11-16 12:34:50,354][root][INFO] - ===> Epoch[487](12731/26): Loss 0.1830, Sem 0.1830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.217e-01 Score 94.521 Data time: 0.2538, Forward time: 2.2611, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.3158 [2020-11-16 12:34:57,066][root][INFO] - ===> Epoch[487](12732/26): Loss 0.1603, Sem 0.1603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.216e-01 Score 94.624 Data time: 0.3814, Forward time: 2.2613, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.5978 [2020-11-16 12:35:02,350][root][INFO] - ===> Epoch[487](12733/26): Loss 0.1662, Sem 0.1662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.216e-01 Score 94.292 Data time: 0.1846, Forward time: 2.2613, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.1651 [2020-11-16 12:35:08,459][root][INFO] - ===> Epoch[487](12734/26): Loss 0.1444, Sem 0.1444, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.216e-01 Score 95.110 Data time: 0.1862, Forward time: 2.2613, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.0123 [2020-11-16 12:35:13,338][root][INFO] - ===> Epoch[488](12735/26): Loss 0.1748, Sem 0.1748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.215e-01 Score 93.937 Data time: 0.1243, Forward time: 2.2611, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.7866 [2020-11-16 12:35:18,995][root][INFO] - ===> Epoch[488](12736/26): Loss 0.1529, Sem 0.1529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.215e-01 Score 94.580 Data time: 0.2147, Forward time: 2.2612, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.5981 [2020-11-16 12:35:25,008][root][INFO] - ===> Epoch[488](12737/26): Loss 0.1509, Sem 0.1509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.214e-01 Score 94.881 Data time: 0.1699, Forward time: 2.2611, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.8954 [2020-11-16 12:35:30,737][root][INFO] - ===> Epoch[488](12738/26): Loss 0.1771, Sem 0.1771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.214e-01 Score 94.185 Data time: 0.1750, Forward time: 2.2611, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.6440 [2020-11-16 12:35:35,646][root][INFO] - ===> Epoch[488](12739/26): Loss 0.1526, Sem 0.1526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.214e-01 Score 94.531 Data time: 0.1443, Forward time: 2.2610, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.7968 [2020-11-16 12:35:41,445][root][INFO] - ===> Epoch[488](12740/26): Loss 0.1177, Sem 0.1177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.213e-01 Score 95.999 Data time: 0.1717, Forward time: 2.2610, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.7059 [2020-11-16 12:35:47,545][root][INFO] - ===> Epoch[488](12741/26): Loss 0.1612, Sem 0.1612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.213e-01 Score 94.768 Data time: 0.1825, Forward time: 2.2609, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.9969 [2020-11-16 12:35:52,658][root][INFO] - ===> Epoch[488](12742/26): Loss 0.1780, Sem 0.1780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.212e-01 Score 94.390 Data time: 0.2096, Forward time: 2.2610, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.0238 [2020-11-16 12:35:58,285][root][INFO] - ===> Epoch[488](12743/26): Loss 0.1483, Sem 0.1483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.212e-01 Score 95.095 Data time: 0.2088, Forward time: 2.2610, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.4992 [2020-11-16 12:36:04,346][root][INFO] - ===> Epoch[488](12744/26): Loss 0.1474, Sem 0.1474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.212e-01 Score 95.059 Data time: 0.1747, Forward time: 2.2609, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.9577 [2020-11-16 12:36:09,647][root][INFO] - ===> Epoch[488](12745/26): Loss 0.1285, Sem 0.1285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.211e-01 Score 95.846 Data time: 0.1716, Forward time: 2.2609, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.1996 [2020-11-16 12:36:15,902][root][INFO] - ===> Epoch[488](12746/26): Loss 0.1352, Sem 0.1352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.211e-01 Score 95.346 Data time: 0.2620, Forward time: 2.2610, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.1894 [2020-11-16 12:36:22,111][root][INFO] - ===> Epoch[488](12747/26): Loss 0.1665, Sem 0.1665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.210e-01 Score 94.314 Data time: 0.2449, Forward time: 2.2610, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.0825 [2020-11-16 12:36:27,752][root][INFO] - ===> Epoch[488](12748/26): Loss 0.1533, Sem 0.1533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.210e-01 Score 94.743 Data time: 0.2064, Forward time: 2.2610, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.5353 [2020-11-16 12:36:33,277][root][INFO] - ===> Epoch[488](12749/26): Loss 0.1476, Sem 0.1476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.210e-01 Score 95.238 Data time: 0.1876, Forward time: 2.2610, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.4256 [2020-11-16 12:36:39,053][root][INFO] - ===> Epoch[488](12750/26): Loss 0.1493, Sem 0.1493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.209e-01 Score 95.144 Data time: 0.1646, Forward time: 2.2609, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.6917 [2020-11-16 12:36:43,901][root][INFO] - ===> Epoch[488](12751/26): Loss 0.1490, Sem 0.1490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.209e-01 Score 94.974 Data time: 0.1930, Forward time: 2.2609, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.7765 [2020-11-16 12:36:48,830][root][INFO] - ===> Epoch[488](12752/26): Loss 0.1417, Sem 0.1417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.208e-01 Score 95.471 Data time: 0.2156, Forward time: 2.2609, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.8276 [2020-11-16 12:36:54,145][root][INFO] - ===> Epoch[488](12753/26): Loss 0.1291, Sem 0.1291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.208e-01 Score 95.721 Data time: 0.1688, Forward time: 2.2609, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.1993 [2020-11-16 12:37:01,594][root][INFO] - ===> Epoch[488](12754/26): Loss 0.1544, Sem 0.1544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.208e-01 Score 94.970 Data time: 0.1686, Forward time: 2.2608, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 7.3670 [2020-11-16 12:37:06,972][root][INFO] - ===> Epoch[488](12755/26): Loss 0.1498, Sem 0.1498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.207e-01 Score 95.243 Data time: 0.2383, Forward time: 2.2609, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.2815 [2020-11-16 12:37:11,927][root][INFO] - ===> Epoch[488](12756/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.207e-01 Score 94.991 Data time: 0.1752, Forward time: 2.2608, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.8514 [2020-11-16 12:37:17,266][root][INFO] - ===> Epoch[488](12757/26): Loss 0.1396, Sem 0.1396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.206e-01 Score 94.980 Data time: 0.1383, Forward time: 2.2607, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.2463 [2020-11-16 12:37:22,836][root][INFO] - ===> Epoch[488](12758/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.206e-01 Score 95.337 Data time: 0.2505, Forward time: 2.2608, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.5247 [2020-11-16 12:37:29,215][root][INFO] - ===> Epoch[488](12759/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.206e-01 Score 94.821 Data time: 0.3637, Forward time: 2.2609, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.2592 [2020-11-16 12:37:35,583][root][INFO] - ===> Epoch[488](12760/26): Loss 0.1490, Sem 0.1490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.205e-01 Score 95.101 Data time: 0.1949, Forward time: 2.2610, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.2395 [2020-11-16 12:37:40,649][root][INFO] - ===> Epoch[489](12761/26): Loss 0.1510, Sem 0.1510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.205e-01 Score 95.068 Data time: 0.2365, Forward time: 2.2610, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.9650 [2020-11-16 12:37:46,298][root][INFO] - ===> Epoch[489](12762/26): Loss 0.1282, Sem 0.1282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.204e-01 Score 95.754 Data time: 0.2417, Forward time: 2.2610, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.5555 [2020-11-16 12:37:52,080][root][INFO] - ===> Epoch[489](12763/26): Loss 0.1424, Sem 0.1424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.204e-01 Score 95.243 Data time: 0.2289, Forward time: 2.2610, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.6856 [2020-11-16 12:37:58,003][root][INFO] - ===> Epoch[489](12764/26): Loss 0.1346, Sem 0.1346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.204e-01 Score 95.179 Data time: 0.2487, Forward time: 2.2611, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.8353 [2020-11-16 12:38:02,736][root][INFO] - ===> Epoch[489](12765/26): Loss 0.1520, Sem 0.1520, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.203e-01 Score 94.772 Data time: 0.1998, Forward time: 2.2611, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.6251 [2020-11-16 12:38:07,849][root][INFO] - ===> Epoch[489](12766/26): Loss 0.1408, Sem 0.1408, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.203e-01 Score 95.074 Data time: 0.1875, Forward time: 2.2611, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.0267 [2020-11-16 12:38:13,700][root][INFO] - ===> Epoch[489](12767/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.202e-01 Score 94.650 Data time: 0.2940, Forward time: 2.2612, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.7439 [2020-11-16 12:38:20,431][root][INFO] - ===> Epoch[489](12768/26): Loss 0.1243, Sem 0.1243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.202e-01 Score 95.921 Data time: 0.3140, Forward time: 2.2613, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.6282 [2020-11-16 12:38:26,146][root][INFO] - ===> Epoch[489](12769/26): Loss 0.1451, Sem 0.1451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.202e-01 Score 95.128 Data time: 0.2704, Forward time: 2.2614, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.5832 [2020-11-16 12:38:33,169][root][INFO] - ===> Epoch[489](12770/26): Loss 0.1398, Sem 0.1398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.201e-01 Score 95.363 Data time: 0.1870, Forward time: 2.2614, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.9263 [2020-11-16 12:38:38,206][root][INFO] - ===> Epoch[489](12771/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.201e-01 Score 95.263 Data time: 0.2092, Forward time: 2.2615, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.9511 [2020-11-16 12:38:42,805][root][INFO] - ===> Epoch[489](12772/26): Loss 0.1153, Sem 0.1153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.200e-01 Score 96.047 Data time: 0.1957, Forward time: 2.2615, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.5000 [2020-11-16 12:38:49,859][root][INFO] - ===> Epoch[489](12773/26): Loss 0.1413, Sem 0.1413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.200e-01 Score 95.094 Data time: 0.3679, Forward time: 2.2617, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.9463 [2020-11-16 12:38:55,338][root][INFO] - ===> Epoch[489](12774/26): Loss 0.1474, Sem 0.1474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.200e-01 Score 94.975 Data time: 0.2251, Forward time: 2.2618, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.3619 [2020-11-16 12:39:02,198][root][INFO] - ===> Epoch[489](12775/26): Loss 0.1208, Sem 0.1208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.199e-01 Score 95.926 Data time: 0.1777, Forward time: 2.2617, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.7503 [2020-11-16 12:39:07,951][root][INFO] - ===> Epoch[489](12776/26): Loss 0.1145, Sem 0.1145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.199e-01 Score 96.226 Data time: 0.1905, Forward time: 2.2617, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.6777 [2020-11-16 12:39:12,966][root][INFO] - ===> Epoch[489](12777/26): Loss 0.1243, Sem 0.1243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.198e-01 Score 95.881 Data time: 0.1733, Forward time: 2.2617, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.9207 [2020-11-16 12:39:18,347][root][INFO] - ===> Epoch[489](12778/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.198e-01 Score 95.446 Data time: 0.2230, Forward time: 2.2617, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.2921 [2020-11-16 12:39:23,119][root][INFO] - ===> Epoch[489](12779/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.198e-01 Score 95.779 Data time: 0.1713, Forward time: 2.2617, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 4.6772 [2020-11-16 12:39:29,039][root][INFO] - ===> Epoch[489](12780/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.197e-01 Score 95.588 Data time: 0.2630, Forward time: 2.2618, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.8433 [2020-11-16 12:39:33,795][root][INFO] - ===> Epoch[489](12781/26): Loss 0.1376, Sem 0.1376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.197e-01 Score 95.267 Data time: 0.1502, Forward time: 2.2617, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.6402 [2020-11-16 12:39:40,438][root][INFO] - ===> Epoch[489](12782/26): Loss 0.1730, Sem 0.1730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.196e-01 Score 94.309 Data time: 0.1608, Forward time: 2.2616, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.5612 [2020-11-16 12:39:46,225][root][INFO] - ===> Epoch[489](12783/26): Loss 0.1463, Sem 0.1463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.196e-01 Score 94.827 Data time: 0.2598, Forward time: 2.2617, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.7360 [2020-11-16 12:39:51,909][root][INFO] - ===> Epoch[489](12784/26): Loss 0.1461, Sem 0.1461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.196e-01 Score 95.294 Data time: 0.2060, Forward time: 2.2618, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.5786 [2020-11-16 12:39:57,076][root][INFO] - ===> Epoch[489](12785/26): Loss 0.1498, Sem 0.1498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.195e-01 Score 94.840 Data time: 0.1675, Forward time: 2.2617, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.0583 [2020-11-16 12:40:01,846][root][INFO] - ===> Epoch[489](12786/26): Loss 0.1617, Sem 0.1617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.195e-01 Score 94.440 Data time: 0.1838, Forward time: 2.2617, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.6891 [2020-11-16 12:40:07,229][root][INFO] - ===> Epoch[490](12787/26): Loss 0.1440, Sem 0.1440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.194e-01 Score 95.348 Data time: 0.1707, Forward time: 2.2616, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.2855 [2020-11-16 12:40:12,364][root][INFO] - ===> Epoch[490](12788/26): Loss 0.1984, Sem 0.1984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.194e-01 Score 93.385 Data time: 0.2442, Forward time: 2.2617, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.0507 [2020-11-16 12:40:19,059][root][INFO] - ===> Epoch[490](12789/26): Loss 0.2197, Sem 0.2197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.194e-01 Score 92.925 Data time: 0.3395, Forward time: 2.2618, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.5822 [2020-11-16 12:40:25,059][root][INFO] - ===> Epoch[490](12790/26): Loss 0.1461, Sem 0.1461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.193e-01 Score 95.103 Data time: 0.1998, Forward time: 2.2618, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.8725 [2020-11-16 12:40:30,000][root][INFO] - ===> Epoch[490](12791/26): Loss 0.1421, Sem 0.1421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.193e-01 Score 95.212 Data time: 0.2106, Forward time: 2.2619, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.8142 [2020-11-16 12:40:35,408][root][INFO] - ===> Epoch[490](12792/26): Loss 0.1796, Sem 0.1796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.192e-01 Score 94.004 Data time: 0.1404, Forward time: 2.2618, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.2983 [2020-11-16 12:40:40,301][root][INFO] - ===> Epoch[490](12793/26): Loss 0.1360, Sem 0.1360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.192e-01 Score 95.517 Data time: 0.1781, Forward time: 2.2617, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.8099 [2020-11-16 12:40:45,331][root][INFO] - ===> Epoch[490](12794/26): Loss 0.1700, Sem 0.1700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.192e-01 Score 94.592 Data time: 0.2412, Forward time: 2.2618, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 4.9252 [2020-11-16 12:40:50,502][root][INFO] - ===> Epoch[490](12795/26): Loss 0.1515, Sem 0.1515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.191e-01 Score 94.955 Data time: 0.2227, Forward time: 2.2618, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.0655 [2020-11-16 12:40:56,023][root][INFO] - ===> Epoch[490](12796/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.191e-01 Score 95.106 Data time: 0.2250, Forward time: 2.2618, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.3953 [2020-11-16 12:41:00,798][root][INFO] - ===> Epoch[490](12797/26): Loss 0.1499, Sem 0.1499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.190e-01 Score 94.782 Data time: 0.1938, Forward time: 2.2618, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.6730 [2020-11-16 12:41:04,939][root][INFO] - ===> Epoch[490](12798/26): Loss 0.1658, Sem 0.1658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.190e-01 Score 94.660 Data time: 0.1554, Forward time: 2.2617, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.0293 [2020-11-16 12:41:10,156][root][INFO] - ===> Epoch[490](12799/26): Loss 0.1401, Sem 0.1401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.190e-01 Score 95.206 Data time: 0.2346, Forward time: 2.2618, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.1502 [2020-11-16 12:41:16,062][root][INFO] - ===> Epoch[490](12800/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.189e-01 Score 95.030 Data time: 0.2951, Forward time: 2.2619, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.7921 [2020-11-16 12:41:21,666][root][INFO] - ===> Epoch[490](12801/26): Loss 0.1470, Sem 0.1470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.189e-01 Score 94.820 Data time: 0.2308, Forward time: 2.2619, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.4929 [2020-11-16 12:41:27,315][root][INFO] - ===> Epoch[490](12802/26): Loss 0.1297, Sem 0.1297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.188e-01 Score 95.672 Data time: 0.1956, Forward time: 2.2619, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.5273 [2020-11-16 12:41:33,391][root][INFO] - ===> Epoch[490](12803/26): Loss 0.1449, Sem 0.1449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.188e-01 Score 95.220 Data time: 0.1746, Forward time: 2.2619, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.9987 [2020-11-16 12:41:39,227][root][INFO] - ===> Epoch[490](12804/26): Loss 0.1641, Sem 0.1641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.188e-01 Score 94.514 Data time: 0.2542, Forward time: 2.2619, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.7573 [2020-11-16 12:41:44,074][root][INFO] - ===> Epoch[490](12805/26): Loss 0.1207, Sem 0.1207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.187e-01 Score 96.014 Data time: 0.1671, Forward time: 2.2619, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.7211 [2020-11-16 12:41:49,104][root][INFO] - ===> Epoch[490](12806/26): Loss 0.1427, Sem 0.1427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.187e-01 Score 95.143 Data time: 0.2340, Forward time: 2.2619, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.9319 [2020-11-16 12:41:55,191][root][INFO] - ===> Epoch[490](12807/26): Loss 0.1433, Sem 0.1433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.186e-01 Score 95.298 Data time: 0.2719, Forward time: 2.2620, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.9925 [2020-11-16 12:42:00,174][root][INFO] - ===> Epoch[490](12808/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.186e-01 Score 95.015 Data time: 0.1922, Forward time: 2.2620, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.8630 [2020-11-16 12:42:06,528][root][INFO] - ===> Epoch[490](12809/26): Loss 0.1392, Sem 0.1392, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.186e-01 Score 95.497 Data time: 0.2381, Forward time: 2.2620, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.2691 [2020-11-16 12:42:11,530][root][INFO] - ===> Epoch[490](12810/26): Loss 0.1543, Sem 0.1543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.185e-01 Score 95.287 Data time: 0.2172, Forward time: 2.2620, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.8830 [2020-11-16 12:42:17,196][root][INFO] - ===> Epoch[490](12811/26): Loss 0.1612, Sem 0.1612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.185e-01 Score 94.654 Data time: 0.2460, Forward time: 2.2621, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.5742 [2020-11-16 12:42:22,404][root][INFO] - ===> Epoch[490](12812/26): Loss 0.1660, Sem 0.1660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.184e-01 Score 94.725 Data time: 0.2048, Forward time: 2.2621, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.0993 [2020-11-16 12:42:28,991][root][INFO] - ===> Epoch[491](12813/26): Loss 0.1537, Sem 0.1537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.184e-01 Score 94.806 Data time: 0.1482, Forward time: 2.2620, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.4820 [2020-11-16 12:42:34,273][root][INFO] - ===> Epoch[491](12814/26): Loss 0.1572, Sem 0.1572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.184e-01 Score 94.758 Data time: 0.1907, Forward time: 2.2620, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.2168 [2020-11-16 12:42:39,597][root][INFO] - ===> Epoch[491](12815/26): Loss 0.1619, Sem 0.1619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.183e-01 Score 93.911 Data time: 0.2328, Forward time: 2.2620, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.2497 [2020-11-16 12:42:45,589][root][INFO] - ===> Epoch[491](12816/26): Loss 0.1767, Sem 0.1767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.183e-01 Score 93.740 Data time: 0.3169, Forward time: 2.2621, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.8902 [2020-11-16 12:42:53,285][root][INFO] - ===> Epoch[491](12817/26): Loss 0.1577, Sem 0.1577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.182e-01 Score 94.889 Data time: 0.2485, Forward time: 2.2622, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 7.5922 [2020-11-16 12:42:58,809][root][INFO] - ===> Epoch[491](12818/26): Loss 0.1462, Sem 0.1462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.182e-01 Score 95.166 Data time: 0.2191, Forward time: 2.2622, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.4232 [2020-11-16 12:43:05,178][root][INFO] - ===> Epoch[491](12819/26): Loss 0.1513, Sem 0.1513, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.182e-01 Score 94.845 Data time: 0.2299, Forward time: 2.2622, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.2746 [2020-11-16 12:43:10,535][root][INFO] - ===> Epoch[491](12820/26): Loss 0.1516, Sem 0.1516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.181e-01 Score 94.936 Data time: 0.2483, Forward time: 2.2623, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.2794 [2020-11-16 12:43:16,085][root][INFO] - ===> Epoch[491](12821/26): Loss 0.1244, Sem 0.1244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.181e-01 Score 95.691 Data time: 0.2450, Forward time: 2.2623, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.4260 [2020-11-16 12:43:22,101][root][INFO] - ===> Epoch[491](12822/26): Loss 0.1364, Sem 0.1364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.180e-01 Score 95.522 Data time: 0.1968, Forward time: 2.2623, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.9206 [2020-11-16 12:43:27,661][root][INFO] - ===> Epoch[491](12823/26): Loss 0.1853, Sem 0.1853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.180e-01 Score 94.085 Data time: 0.2504, Forward time: 2.2624, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.4730 [2020-11-16 12:43:33,275][root][INFO] - ===> Epoch[491](12824/26): Loss 0.1329, Sem 0.1329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.180e-01 Score 95.618 Data time: 0.1909, Forward time: 2.2624, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.4964 [2020-11-16 12:43:38,059][root][INFO] - ===> Epoch[491](12825/26): Loss 0.1626, Sem 0.1626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.179e-01 Score 94.606 Data time: 0.1332, Forward time: 2.2623, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.6958 [2020-11-16 12:43:43,056][root][INFO] - ===> Epoch[491](12826/26): Loss 0.1375, Sem 0.1375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.179e-01 Score 95.202 Data time: 0.1600, Forward time: 2.2622, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.9344 [2020-11-16 12:43:48,943][root][INFO] - ===> Epoch[491](12827/26): Loss 0.1580, Sem 0.1580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.178e-01 Score 94.452 Data time: 0.1483, Forward time: 2.2621, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.8069 [2020-11-16 12:43:54,621][root][INFO] - ===> Epoch[491](12828/26): Loss 0.1420, Sem 0.1420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.178e-01 Score 95.001 Data time: 0.2839, Forward time: 2.2622, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.6078 [2020-11-16 12:44:00,190][root][INFO] - ===> Epoch[491](12829/26): Loss 0.1766, Sem 0.1766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.178e-01 Score 94.169 Data time: 0.1471, Forward time: 2.2621, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.4504 [2020-11-16 12:44:05,927][root][INFO] - ===> Epoch[491](12830/26): Loss 0.1587, Sem 0.1587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.177e-01 Score 94.567 Data time: 0.2158, Forward time: 2.2621, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.6448 [2020-11-16 12:44:11,213][root][INFO] - ===> Epoch[491](12831/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.177e-01 Score 95.183 Data time: 0.2075, Forward time: 2.2621, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.1887 [2020-11-16 12:44:17,058][root][INFO] - ===> Epoch[491](12832/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.176e-01 Score 94.686 Data time: 0.2494, Forward time: 2.2621, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7488 [2020-11-16 12:44:23,851][root][INFO] - ===> Epoch[491](12833/26): Loss 0.1342, Sem 0.1342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.176e-01 Score 95.478 Data time: 0.2500, Forward time: 2.2622, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.6978 [2020-11-16 12:44:29,198][root][INFO] - ===> Epoch[491](12834/26): Loss 0.1758, Sem 0.1758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.176e-01 Score 94.160 Data time: 0.2549, Forward time: 2.2622, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.2529 [2020-11-16 12:44:33,107][root][INFO] - ===> Epoch[491](12835/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.175e-01 Score 94.638 Data time: 0.2148, Forward time: 2.2622, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 3.8021 [2020-11-16 12:44:38,153][root][INFO] - ===> Epoch[491](12836/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.175e-01 Score 95.162 Data time: 0.1740, Forward time: 2.2622, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.9790 [2020-11-16 12:44:44,459][root][INFO] - ===> Epoch[491](12837/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.174e-01 Score 95.136 Data time: 0.2014, Forward time: 2.2621, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.2152 [2020-11-16 12:44:49,879][root][INFO] - ===> Epoch[491](12838/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.174e-01 Score 94.988 Data time: 0.2086, Forward time: 2.2621, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.3383 [2020-11-16 12:44:54,841][root][INFO] - ===> Epoch[492](12839/26): Loss 0.1332, Sem 0.1332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.174e-01 Score 95.336 Data time: 0.1921, Forward time: 2.2621, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.8351 [2020-11-16 12:45:01,895][root][INFO] - ===> Epoch[492](12840/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.173e-01 Score 94.899 Data time: 0.2093, Forward time: 2.2621, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.9777 [2020-11-16 12:45:06,623][root][INFO] - ===> Epoch[492](12841/26): Loss 0.1659, Sem 0.1659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.173e-01 Score 94.477 Data time: 0.2429, Forward time: 2.2621, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.6272 [2020-11-16 12:45:12,918][root][INFO] - ===> Epoch[492](12842/26): Loss 0.1303, Sem 0.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.172e-01 Score 95.801 Data time: 0.2353, Forward time: 2.2622, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.2140 [2020-11-16 12:45:18,389][root][INFO] - ===> Epoch[492](12843/26): Loss 0.1589, Sem 0.1589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.172e-01 Score 95.259 Data time: 0.1979, Forward time: 2.2622, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.3573 [2020-11-16 12:45:24,294][root][INFO] - ===> Epoch[492](12844/26): Loss 0.1570, Sem 0.1570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.172e-01 Score 94.792 Data time: 0.2520, Forward time: 2.2622, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.8155 [2020-11-16 12:45:30,543][root][INFO] - ===> Epoch[492](12845/26): Loss 0.1422, Sem 0.1422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.171e-01 Score 95.116 Data time: 0.2372, Forward time: 2.2623, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.1434 [2020-11-16 12:45:36,992][root][INFO] - ===> Epoch[492](12846/26): Loss 0.1788, Sem 0.1788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.171e-01 Score 93.993 Data time: 0.2542, Forward time: 2.2624, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.3260 [2020-11-16 12:45:42,349][root][INFO] - ===> Epoch[492](12847/26): Loss 0.1538, Sem 0.1538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.171e-01 Score 95.179 Data time: 0.1915, Forward time: 2.2623, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.2381 [2020-11-16 12:45:48,340][root][INFO] - ===> Epoch[492](12848/26): Loss 0.1277, Sem 0.1277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.170e-01 Score 95.604 Data time: 0.1984, Forward time: 2.2623, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.9075 [2020-11-16 12:45:53,846][root][INFO] - ===> Epoch[492](12849/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.170e-01 Score 95.417 Data time: 0.2529, Forward time: 2.2624, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.4113 [2020-11-16 12:45:59,899][root][INFO] - ===> Epoch[492](12850/26): Loss 0.1668, Sem 0.1668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.169e-01 Score 94.464 Data time: 0.2023, Forward time: 2.2624, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.9624 [2020-11-16 12:46:05,895][root][INFO] - ===> Epoch[492](12851/26): Loss 0.1332, Sem 0.1332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.169e-01 Score 95.676 Data time: 0.2142, Forward time: 2.2624, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.9132 [2020-11-16 12:46:11,920][root][INFO] - ===> Epoch[492](12852/26): Loss 0.1469, Sem 0.1469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.169e-01 Score 94.949 Data time: 0.1523, Forward time: 2.2623, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.9524 [2020-11-16 12:46:17,170][root][INFO] - ===> Epoch[492](12853/26): Loss 0.1404, Sem 0.1404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.168e-01 Score 95.391 Data time: 0.2191, Forward time: 2.2623, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.1630 [2020-11-16 12:46:22,627][root][INFO] - ===> Epoch[492](12854/26): Loss 0.1489, Sem 0.1489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.168e-01 Score 95.333 Data time: 0.1529, Forward time: 2.2623, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.3557 [2020-11-16 12:46:27,063][root][INFO] - ===> Epoch[492](12855/26): Loss 0.1515, Sem 0.1515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.167e-01 Score 94.963 Data time: 0.1913, Forward time: 2.2622, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.3601 [2020-11-16 12:46:32,642][root][INFO] - ===> Epoch[492](12856/26): Loss 0.1280, Sem 0.1280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.167e-01 Score 95.815 Data time: 0.1341, Forward time: 2.2621, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.4946 [2020-11-16 12:46:37,377][root][INFO] - ===> Epoch[492](12857/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.167e-01 Score 94.875 Data time: 0.2254, Forward time: 2.2621, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.6818 [2020-11-16 12:46:43,139][root][INFO] - ===> Epoch[492](12858/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.166e-01 Score 94.808 Data time: 0.2131, Forward time: 2.2621, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6694 [2020-11-16 12:46:48,366][root][INFO] - ===> Epoch[492](12859/26): Loss 0.1233, Sem 0.1233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.166e-01 Score 95.588 Data time: 0.2089, Forward time: 2.2621, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.1299 [2020-11-16 12:46:54,921][root][INFO] - ===> Epoch[492](12860/26): Loss 0.1505, Sem 0.1505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.165e-01 Score 94.932 Data time: 0.1784, Forward time: 2.2620, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.4700 [2020-11-16 12:47:00,099][root][INFO] - ===> Epoch[492](12861/26): Loss 0.1632, Sem 0.1632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.165e-01 Score 94.576 Data time: 0.1857, Forward time: 2.2620, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.1051 [2020-11-16 12:47:05,092][root][INFO] - ===> Epoch[492](12862/26): Loss 0.1603, Sem 0.1603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.165e-01 Score 94.596 Data time: 0.2404, Forward time: 2.2620, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.9021 [2020-11-16 12:47:10,723][root][INFO] - ===> Epoch[492](12863/26): Loss 0.1203, Sem 0.1203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.164e-01 Score 95.821 Data time: 0.1634, Forward time: 2.2620, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.5136 [2020-11-16 12:47:15,637][root][INFO] - ===> Epoch[492](12864/26): Loss 0.1440, Sem 0.1440, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.164e-01 Score 94.964 Data time: 0.1902, Forward time: 2.2619, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.8128 [2020-11-16 12:47:21,976][root][INFO] - ===> Epoch[493](12865/26): Loss 0.1623, Sem 0.1623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.163e-01 Score 94.727 Data time: 0.1647, Forward time: 2.2619, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2603 [2020-11-16 12:47:28,950][root][INFO] - ===> Epoch[493](12866/26): Loss 0.1314, Sem 0.1314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.163e-01 Score 95.597 Data time: 0.2076, Forward time: 2.2618, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.8740 [2020-11-16 12:47:35,189][root][INFO] - ===> Epoch[493](12867/26): Loss 0.1682, Sem 0.1682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.163e-01 Score 94.501 Data time: 0.1595, Forward time: 2.2618, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.1385 [2020-11-16 12:47:39,518][root][INFO] - ===> Epoch[493](12868/26): Loss 0.1421, Sem 0.1421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.162e-01 Score 95.561 Data time: 0.2532, Forward time: 2.2618, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.2542 [2020-11-16 12:47:44,081][root][INFO] - ===> Epoch[493](12869/26): Loss 0.1269, Sem 0.1269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.162e-01 Score 95.760 Data time: 0.1269, Forward time: 2.2617, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.4782 [2020-11-16 12:47:49,602][root][INFO] - ===> Epoch[493](12870/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.161e-01 Score 95.158 Data time: 0.1754, Forward time: 2.2616, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.4547 [2020-11-16 12:47:55,222][root][INFO] - ===> Epoch[493](12871/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.161e-01 Score 94.865 Data time: 0.1912, Forward time: 2.2616, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.5267 [2020-11-16 12:48:00,841][root][INFO] - ===> Epoch[493](12872/26): Loss 0.1497, Sem 0.1497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.161e-01 Score 95.038 Data time: 0.1399, Forward time: 2.2615, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.5200 [2020-11-16 12:48:06,748][root][INFO] - ===> Epoch[493](12873/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.160e-01 Score 94.877 Data time: 0.1591, Forward time: 2.2615, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.8328 [2020-11-16 12:48:13,261][root][INFO] - ===> Epoch[493](12874/26): Loss 0.1105, Sem 0.1105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.160e-01 Score 96.417 Data time: 0.1381, Forward time: 2.2614, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.4265 [2020-11-16 12:48:18,384][root][INFO] - ===> Epoch[493](12875/26): Loss 0.1326, Sem 0.1326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.159e-01 Score 95.686 Data time: 0.1999, Forward time: 2.2614, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.0478 [2020-11-16 12:48:23,303][root][INFO] - ===> Epoch[493](12876/26): Loss 0.1384, Sem 0.1384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.159e-01 Score 95.154 Data time: 0.2097, Forward time: 2.2614, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 4.8152 [2020-11-16 12:48:31,036][root][INFO] - ===> Epoch[493](12877/26): Loss 0.1466, Sem 0.1466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.159e-01 Score 95.068 Data time: 0.1702, Forward time: 2.2613, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 7.6600 [2020-11-16 12:48:36,647][root][INFO] - ===> Epoch[493](12878/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.158e-01 Score 95.468 Data time: 0.1909, Forward time: 2.2613, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.5277 [2020-11-16 12:48:42,961][root][INFO] - ===> Epoch[493](12879/26): Loss 0.1552, Sem 0.1552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.158e-01 Score 94.856 Data time: 0.2470, Forward time: 2.2613, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.2227 [2020-11-16 12:48:48,640][root][INFO] - ===> Epoch[493](12880/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.157e-01 Score 95.379 Data time: 0.2294, Forward time: 2.2613, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.5588 [2020-11-16 12:48:53,671][root][INFO] - ===> Epoch[493](12881/26): Loss 0.1282, Sem 0.1282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.157e-01 Score 95.573 Data time: 0.2039, Forward time: 2.2613, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.9507 [2020-11-16 12:48:59,639][root][INFO] - ===> Epoch[493](12882/26): Loss 0.1427, Sem 0.1427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.157e-01 Score 95.279 Data time: 0.1806, Forward time: 2.2613, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.8847 [2020-11-16 12:49:05,297][root][INFO] - ===> Epoch[493](12883/26): Loss 0.1280, Sem 0.1280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.156e-01 Score 95.660 Data time: 0.1586, Forward time: 2.2612, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.6162 [2020-11-16 12:49:11,027][root][INFO] - ===> Epoch[493](12884/26): Loss 0.1663, Sem 0.1663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.156e-01 Score 94.348 Data time: 0.2230, Forward time: 2.2612, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.6392 [2020-11-16 12:49:16,218][root][INFO] - ===> Epoch[493](12885/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.155e-01 Score 95.839 Data time: 0.2057, Forward time: 2.2612, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.0806 [2020-11-16 12:49:22,089][root][INFO] - ===> Epoch[493](12886/26): Loss 0.1296, Sem 0.1296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.155e-01 Score 95.597 Data time: 0.2322, Forward time: 2.2612, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.7744 [2020-11-16 12:49:27,635][root][INFO] - ===> Epoch[493](12887/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.155e-01 Score 95.353 Data time: 0.1303, Forward time: 2.2611, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.4234 [2020-11-16 12:49:33,243][root][INFO] - ===> Epoch[493](12888/26): Loss 0.1631, Sem 0.1631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.154e-01 Score 94.802 Data time: 0.2006, Forward time: 2.2611, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.5317 [2020-11-16 12:49:39,062][root][INFO] - ===> Epoch[493](12889/26): Loss 0.1428, Sem 0.1428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.154e-01 Score 95.145 Data time: 0.2546, Forward time: 2.2612, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.7259 [2020-11-16 12:49:43,858][root][INFO] - ===> Epoch[493](12890/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.153e-01 Score 95.488 Data time: 0.1676, Forward time: 2.2611, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.6866 [2020-11-16 12:49:49,607][root][INFO] - ===> Epoch[494](12891/26): Loss 0.1415, Sem 0.1415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.153e-01 Score 95.148 Data time: 0.2807, Forward time: 2.2612, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.6705 [2020-11-16 12:49:55,142][root][INFO] - ===> Epoch[494](12892/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.153e-01 Score 95.249 Data time: 0.1869, Forward time: 2.2612, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.4180 [2020-11-16 12:50:00,701][root][INFO] - ===> Epoch[494](12893/26): Loss 0.1569, Sem 0.1569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.152e-01 Score 94.936 Data time: 0.2405, Forward time: 2.2612, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.4514 [2020-11-16 12:50:07,138][root][INFO] - ===> Epoch[494](12894/26): Loss 0.1220, Sem 0.1220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.152e-01 Score 95.877 Data time: 0.2177, Forward time: 2.2612, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.3158 [2020-11-16 12:50:14,004][root][INFO] - ===> Epoch[494](12895/26): Loss 0.1716, Sem 0.1716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.151e-01 Score 94.280 Data time: 0.2594, Forward time: 2.2613, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.7368 [2020-11-16 12:50:18,946][root][INFO] - ===> Epoch[494](12896/26): Loss 0.1570, Sem 0.1570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.151e-01 Score 94.875 Data time: 0.1328, Forward time: 2.2612, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.8291 [2020-11-16 12:50:23,674][root][INFO] - ===> Epoch[494](12897/26): Loss 0.1387, Sem 0.1387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.151e-01 Score 95.117 Data time: 0.2163, Forward time: 2.2612, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.6709 [2020-11-16 12:50:30,330][root][INFO] - ===> Epoch[494](12898/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.150e-01 Score 95.301 Data time: 0.1956, Forward time: 2.2612, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.5395 [2020-11-16 12:50:35,788][root][INFO] - ===> Epoch[494](12899/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.150e-01 Score 95.159 Data time: 0.1359, Forward time: 2.2611, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.3718 [2020-11-16 12:50:41,131][root][INFO] - ===> Epoch[494](12900/26): Loss 0.1428, Sem 0.1428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.149e-01 Score 95.145 Data time: 0.2135, Forward time: 2.2610, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.2795 [2020-11-16 12:50:48,096][root][INFO] - ===> Epoch[494](12901/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.149e-01 Score 94.751 Data time: 0.3657, Forward time: 2.2612, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.8799 [2020-11-16 12:50:53,617][root][INFO] - ===> Epoch[494](12902/26): Loss 0.1269, Sem 0.1269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.149e-01 Score 95.805 Data time: 0.1957, Forward time: 2.2612, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.3970 [2020-11-16 12:50:58,484][root][INFO] - ===> Epoch[494](12903/26): Loss 0.1468, Sem 0.1468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.148e-01 Score 94.978 Data time: 0.2428, Forward time: 2.2612, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.7669 [2020-11-16 12:51:04,525][root][INFO] - ===> Epoch[494](12904/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.148e-01 Score 95.335 Data time: 0.1941, Forward time: 2.2612, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.9440 [2020-11-16 12:51:10,166][root][INFO] - ===> Epoch[494](12905/26): Loss 0.1328, Sem 0.1328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.147e-01 Score 95.353 Data time: 0.1327, Forward time: 2.2612, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.5303 [2020-11-16 12:51:15,951][root][INFO] - ===> Epoch[494](12906/26): Loss 0.1414, Sem 0.1414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.147e-01 Score 95.276 Data time: 0.1666, Forward time: 2.2611, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.7241 [2020-11-16 12:51:21,912][root][INFO] - ===> Epoch[494](12907/26): Loss 0.1619, Sem 0.1619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.147e-01 Score 94.830 Data time: 0.2291, Forward time: 2.2611, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.8914 [2020-11-16 12:51:26,971][root][INFO] - ===> Epoch[494](12908/26): Loss 0.1213, Sem 0.1213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.146e-01 Score 95.962 Data time: 0.2281, Forward time: 2.2611, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.9536 [2020-11-16 12:51:32,368][root][INFO] - ===> Epoch[494](12909/26): Loss 0.1513, Sem 0.1513, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.146e-01 Score 94.974 Data time: 0.2572, Forward time: 2.2612, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.2838 [2020-11-16 12:51:38,713][root][INFO] - ===> Epoch[494](12910/26): Loss 0.1253, Sem 0.1253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.145e-01 Score 95.607 Data time: 0.1632, Forward time: 2.2612, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.2289 [2020-11-16 12:51:44,600][root][INFO] - ===> Epoch[494](12911/26): Loss 0.1341, Sem 0.1341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.145e-01 Score 95.457 Data time: 0.2346, Forward time: 2.2612, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.8036 [2020-11-16 12:51:49,459][root][INFO] - ===> Epoch[494](12912/26): Loss 0.1501, Sem 0.1501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.145e-01 Score 95.218 Data time: 0.2057, Forward time: 2.2612, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.7604 [2020-11-16 12:51:55,012][root][INFO] - ===> Epoch[494](12913/26): Loss 0.1534, Sem 0.1534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.144e-01 Score 94.944 Data time: 0.1661, Forward time: 2.2612, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.4462 [2020-11-16 12:52:01,013][root][INFO] - ===> Epoch[494](12914/26): Loss 0.1385, Sem 0.1385, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.144e-01 Score 95.106 Data time: 0.1856, Forward time: 2.2611, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.8979 [2020-11-16 12:52:06,891][root][INFO] - ===> Epoch[494](12915/26): Loss 0.1510, Sem 0.1510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.143e-01 Score 94.745 Data time: 0.2611, Forward time: 2.2613, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.7709 [2020-11-16 12:52:12,616][root][INFO] - ===> Epoch[494](12916/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.143e-01 Score 94.861 Data time: 0.1964, Forward time: 2.2613, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.6004 [2020-11-16 12:52:17,616][root][INFO] - ===> Epoch[495](12917/26): Loss 0.1247, Sem 0.1247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.143e-01 Score 95.676 Data time: 0.1630, Forward time: 2.2612, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.8781 [2020-11-16 12:52:22,639][root][INFO] - ===> Epoch[495](12918/26): Loss 0.1443, Sem 0.1443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.142e-01 Score 95.715 Data time: 0.2449, Forward time: 2.2612, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 4.9543 [2020-11-16 12:52:28,839][root][INFO] - ===> Epoch[495](12919/26): Loss 0.1415, Sem 0.1415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.142e-01 Score 95.617 Data time: 0.3536, Forward time: 2.2614, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.0973 [2020-11-16 12:52:35,434][root][INFO] - ===> Epoch[495](12920/26): Loss 0.1631, Sem 0.1631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.141e-01 Score 94.464 Data time: 0.3596, Forward time: 2.2616, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.4656 [2020-11-16 12:52:41,309][root][INFO] - ===> Epoch[495](12921/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.141e-01 Score 95.397 Data time: 0.1916, Forward time: 2.2616, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.7526 [2020-11-16 12:52:46,841][root][INFO] - ===> Epoch[495](12922/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.141e-01 Score 94.941 Data time: 0.2194, Forward time: 2.2616, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.4331 [2020-11-16 12:52:52,151][root][INFO] - ===> Epoch[495](12923/26): Loss 0.1580, Sem 0.1580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.140e-01 Score 95.003 Data time: 0.1930, Forward time: 2.2616, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.2012 [2020-11-16 12:52:57,238][root][INFO] - ===> Epoch[495](12924/26): Loss 0.1377, Sem 0.1377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.140e-01 Score 95.566 Data time: 0.1629, Forward time: 2.2615, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 4.9729 [2020-11-16 12:53:04,264][root][INFO] - ===> Epoch[495](12925/26): Loss 0.1395, Sem 0.1395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.139e-01 Score 95.087 Data time: 0.1942, Forward time: 2.2615, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.9750 [2020-11-16 12:53:10,094][root][INFO] - ===> Epoch[495](12926/26): Loss 0.1382, Sem 0.1382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.139e-01 Score 95.371 Data time: 0.2033, Forward time: 2.2615, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.7213 [2020-11-16 12:53:15,789][root][INFO] - ===> Epoch[495](12927/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.139e-01 Score 95.231 Data time: 0.1334, Forward time: 2.2614, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.5895 [2020-11-16 12:53:22,325][root][INFO] - ===> Epoch[495](12928/26): Loss 0.1292, Sem 0.1292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.138e-01 Score 95.729 Data time: 0.1134, Forward time: 2.2613, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.4683 [2020-11-16 12:53:27,717][root][INFO] - ===> Epoch[495](12929/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.138e-01 Score 95.760 Data time: 0.1433, Forward time: 2.2613, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.3455 [2020-11-16 12:53:33,286][root][INFO] - ===> Epoch[495](12930/26): Loss 0.1508, Sem 0.1508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.137e-01 Score 94.762 Data time: 0.1660, Forward time: 2.2612, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.5023 [2020-11-16 12:53:38,607][root][INFO] - ===> Epoch[495](12931/26): Loss 0.1496, Sem 0.1496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.137e-01 Score 95.219 Data time: 0.1433, Forward time: 2.2611, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.2227 [2020-11-16 12:53:44,393][root][INFO] - ===> Epoch[495](12932/26): Loss 0.1453, Sem 0.1453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.137e-01 Score 95.216 Data time: 0.1647, Forward time: 2.2610, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.7397 [2020-11-16 12:53:49,692][root][INFO] - ===> Epoch[495](12933/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.136e-01 Score 95.754 Data time: 0.1552, Forward time: 2.2610, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.2272 [2020-11-16 12:53:54,355][root][INFO] - ===> Epoch[495](12934/26): Loss 0.1327, Sem 0.1327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.136e-01 Score 95.607 Data time: 0.1993, Forward time: 2.2610, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.5589 [2020-11-16 12:54:00,775][root][INFO] - ===> Epoch[495](12935/26): Loss 0.1551, Sem 0.1551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.135e-01 Score 95.194 Data time: 0.1566, Forward time: 2.2610, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.2903 [2020-11-16 12:54:05,765][root][INFO] - ===> Epoch[495](12936/26): Loss 0.1421, Sem 0.1421, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.135e-01 Score 95.133 Data time: 0.1686, Forward time: 2.2609, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.8893 [2020-11-16 12:54:11,196][root][INFO] - ===> Epoch[495](12937/26): Loss 0.1720, Sem 0.1720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.135e-01 Score 94.663 Data time: 0.1814, Forward time: 2.2609, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.3171 [2020-11-16 12:54:17,115][root][INFO] - ===> Epoch[495](12938/26): Loss 0.1558, Sem 0.1558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.134e-01 Score 94.995 Data time: 0.2154, Forward time: 2.2610, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.8201 [2020-11-16 12:54:23,973][root][INFO] - ===> Epoch[495](12939/26): Loss 0.1439, Sem 0.1439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.134e-01 Score 95.311 Data time: 0.1055, Forward time: 2.2608, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.7459 [2020-11-16 12:54:29,698][root][INFO] - ===> Epoch[495](12940/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.133e-01 Score 95.614 Data time: 0.2051, Forward time: 2.2608, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.6694 [2020-11-16 12:54:34,527][root][INFO] - ===> Epoch[495](12941/26): Loss 0.1177, Sem 0.1177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.133e-01 Score 96.084 Data time: 0.1663, Forward time: 2.2608, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.7389 [2020-11-16 12:54:39,903][root][INFO] - ===> Epoch[495](12942/26): Loss 0.1393, Sem 0.1393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.133e-01 Score 95.206 Data time: 0.2320, Forward time: 2.2608, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.2811 [2020-11-16 12:54:45,174][root][INFO] - ===> Epoch[496](12943/26): Loss 0.1720, Sem 0.1720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.132e-01 Score 94.447 Data time: 0.2336, Forward time: 2.2609, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.1682 [2020-11-16 12:54:50,693][root][INFO] - ===> Epoch[496](12944/26): Loss 0.1634, Sem 0.1634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.132e-01 Score 94.985 Data time: 0.1650, Forward time: 2.2608, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.4031 [2020-11-16 12:54:55,182][root][INFO] - ===> Epoch[496](12945/26): Loss 0.1547, Sem 0.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.131e-01 Score 94.667 Data time: 0.1717, Forward time: 2.2608, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.4119 [2020-11-16 12:55:00,413][root][INFO] - ===> Epoch[496](12946/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.131e-01 Score 95.774 Data time: 0.1689, Forward time: 2.2607, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.1394 [2020-11-16 12:55:06,525][root][INFO] - ===> Epoch[496](12947/26): Loss 0.1198, Sem 0.1198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.131e-01 Score 95.970 Data time: 0.1553, Forward time: 2.2606, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.0128 [2020-11-16 12:55:11,430][root][INFO] - ===> Epoch[496](12948/26): Loss 0.1292, Sem 0.1292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.130e-01 Score 95.824 Data time: 0.1531, Forward time: 2.2605, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.8381 [2020-11-16 12:55:15,950][root][INFO] - ===> Epoch[496](12949/26): Loss 0.1334, Sem 0.1334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.130e-01 Score 95.428 Data time: 0.1942, Forward time: 2.2606, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.4400 [2020-11-16 12:55:22,489][root][INFO] - ===> Epoch[496](12950/26): Loss 0.1247, Sem 0.1247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.129e-01 Score 95.714 Data time: 0.1749, Forward time: 2.2605, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.4405 [2020-11-16 12:55:28,050][root][INFO] - ===> Epoch[496](12951/26): Loss 0.1586, Sem 0.1586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.129e-01 Score 94.682 Data time: 0.2338, Forward time: 2.2606, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.4682 [2020-11-16 12:55:34,154][root][INFO] - ===> Epoch[496](12952/26): Loss 0.1445, Sem 0.1445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.129e-01 Score 95.072 Data time: 0.1841, Forward time: 2.2606, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.9886 [2020-11-16 12:55:39,958][root][INFO] - ===> Epoch[496](12953/26): Loss 0.1968, Sem 0.1968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.128e-01 Score 93.955 Data time: 0.2329, Forward time: 2.2607, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.7187 [2020-11-16 12:55:45,036][root][INFO] - ===> Epoch[496](12954/26): Loss 0.1350, Sem 0.1350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.128e-01 Score 95.446 Data time: 0.2174, Forward time: 2.2607, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.9603 [2020-11-16 12:55:50,803][root][INFO] - ===> Epoch[496](12955/26): Loss 0.1410, Sem 0.1410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.127e-01 Score 95.190 Data time: 0.2548, Forward time: 2.2607, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.6672 [2020-11-16 12:55:57,558][root][INFO] - ===> Epoch[496](12956/26): Loss 0.1177, Sem 0.1177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.127e-01 Score 96.175 Data time: 0.1968, Forward time: 2.2607, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.6576 [2020-11-16 12:56:04,218][root][INFO] - ===> Epoch[496](12957/26): Loss 0.1798, Sem 0.1798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.127e-01 Score 94.161 Data time: 0.1947, Forward time: 2.2607, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.5848 [2020-11-16 12:56:09,307][root][INFO] - ===> Epoch[496](12958/26): Loss 0.1245, Sem 0.1245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.126e-01 Score 95.605 Data time: 0.1591, Forward time: 2.2607, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 4.9958 [2020-11-16 12:56:14,550][root][INFO] - ===> Epoch[496](12959/26): Loss 0.1834, Sem 0.1834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.126e-01 Score 94.203 Data time: 0.2070, Forward time: 2.2607, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.1713 [2020-11-16 12:56:19,879][root][INFO] - ===> Epoch[496](12960/26): Loss 0.1473, Sem 0.1473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.125e-01 Score 94.980 Data time: 0.2455, Forward time: 2.2607, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.2479 [2020-11-16 12:56:24,502][root][INFO] - ===> Epoch[496](12961/26): Loss 0.1384, Sem 0.1384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.125e-01 Score 95.242 Data time: 0.1543, Forward time: 2.2606, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.5200 [2020-11-16 12:56:29,445][root][INFO] - ===> Epoch[496](12962/26): Loss 0.1480, Sem 0.1480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.125e-01 Score 94.928 Data time: 0.2189, Forward time: 2.2607, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.8659 [2020-11-16 12:56:36,033][root][INFO] - ===> Epoch[496](12963/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.124e-01 Score 95.305 Data time: 0.1240, Forward time: 2.2606, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.4909 [2020-11-16 12:56:41,318][root][INFO] - ===> Epoch[496](12964/26): Loss 0.1368, Sem 0.1368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.124e-01 Score 95.308 Data time: 0.1620, Forward time: 2.2605, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.2075 [2020-11-16 12:56:47,220][root][INFO] - ===> Epoch[496](12965/26): Loss 0.1656, Sem 0.1656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.123e-01 Score 94.075 Data time: 0.1827, Forward time: 2.2605, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.8199 [2020-11-16 12:56:53,408][root][INFO] - ===> Epoch[496](12966/26): Loss 0.1358, Sem 0.1358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.123e-01 Score 95.311 Data time: 0.2187, Forward time: 2.2605, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.0708 [2020-11-16 12:56:58,370][root][INFO] - ===> Epoch[496](12967/26): Loss 0.1704, Sem 0.1704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.123e-01 Score 94.348 Data time: 0.2234, Forward time: 2.2605, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.8358 [2020-11-16 12:57:04,913][root][INFO] - ===> Epoch[496](12968/26): Loss 0.1267, Sem 0.1267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.122e-01 Score 95.704 Data time: 0.3534, Forward time: 2.2606, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.4281 [2020-11-16 12:57:11,054][root][INFO] - ===> Epoch[497](12969/26): Loss 0.1459, Sem 0.1459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.122e-01 Score 95.072 Data time: 0.2606, Forward time: 2.2608, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.0073 [2020-11-16 12:57:15,331][root][INFO] - ===> Epoch[497](12970/26): Loss 0.1351, Sem 0.1351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.121e-01 Score 95.509 Data time: 0.2074, Forward time: 2.2607, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.1348 [2020-11-16 12:57:20,983][root][INFO] - ===> Epoch[497](12971/26): Loss 0.1523, Sem 0.1523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.121e-01 Score 95.187 Data time: 0.1767, Forward time: 2.2607, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.5585 [2020-11-16 12:57:27,344][root][INFO] - ===> Epoch[497](12972/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.121e-01 Score 95.307 Data time: 0.2118, Forward time: 2.2607, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.2728 [2020-11-16 12:57:33,236][root][INFO] - ===> Epoch[497](12973/26): Loss 0.1306, Sem 0.1306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.120e-01 Score 95.747 Data time: 0.2663, Forward time: 2.2608, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.7925 [2020-11-16 12:57:39,423][root][INFO] - ===> Epoch[497](12974/26): Loss 0.1478, Sem 0.1478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.120e-01 Score 95.159 Data time: 0.1921, Forward time: 2.2608, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.0564 [2020-11-16 12:57:45,821][root][INFO] - ===> Epoch[497](12975/26): Loss 0.1603, Sem 0.1603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.119e-01 Score 94.577 Data time: 0.2200, Forward time: 2.2608, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.3047 [2020-11-16 12:57:50,954][root][INFO] - ===> Epoch[497](12976/26): Loss 0.1369, Sem 0.1369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.119e-01 Score 95.344 Data time: 0.2387, Forward time: 2.2608, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.0198 [2020-11-16 12:57:57,027][root][INFO] - ===> Epoch[497](12977/26): Loss 0.1368, Sem 0.1368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.119e-01 Score 95.286 Data time: 0.2681, Forward time: 2.2609, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.9672 [2020-11-16 12:58:02,898][root][INFO] - ===> Epoch[497](12978/26): Loss 0.1487, Sem 0.1487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.118e-01 Score 95.211 Data time: 0.2037, Forward time: 2.2610, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.7666 [2020-11-16 12:58:08,442][root][INFO] - ===> Epoch[497](12979/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.118e-01 Score 96.006 Data time: 0.1171, Forward time: 2.2608, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.4467 [2020-11-16 12:58:13,472][root][INFO] - ===> Epoch[497](12980/26): Loss 0.1406, Sem 0.1406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.117e-01 Score 95.263 Data time: 0.1692, Forward time: 2.2608, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.9883 [2020-11-16 12:58:19,403][root][INFO] - ===> Epoch[497](12981/26): Loss 0.1178, Sem 0.1178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.117e-01 Score 96.091 Data time: 0.1397, Forward time: 2.2607, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.8424 [2020-11-16 12:58:25,237][root][INFO] - ===> Epoch[497](12982/26): Loss 0.1622, Sem 0.1622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.117e-01 Score 94.751 Data time: 0.1507, Forward time: 2.2606, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.7635 [2020-11-16 12:58:30,678][root][INFO] - ===> Epoch[497](12983/26): Loss 0.1501, Sem 0.1501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.116e-01 Score 94.990 Data time: 0.1839, Forward time: 2.2606, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.3703 [2020-11-16 12:58:36,087][root][INFO] - ===> Epoch[497](12984/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.116e-01 Score 95.154 Data time: 0.2206, Forward time: 2.2606, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.3204 [2020-11-16 12:58:41,765][root][INFO] - ===> Epoch[497](12985/26): Loss 0.1766, Sem 0.1766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.115e-01 Score 94.044 Data time: 0.1865, Forward time: 2.2606, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.5620 [2020-11-16 12:58:47,193][root][INFO] - ===> Epoch[497](12986/26): Loss 0.1435, Sem 0.1435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.115e-01 Score 95.029 Data time: 0.1481, Forward time: 2.2605, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.3358 [2020-11-16 12:58:53,741][root][INFO] - ===> Epoch[497](12987/26): Loss 0.1713, Sem 0.1713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.115e-01 Score 94.244 Data time: 0.1299, Forward time: 2.2604, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.4626 [2020-11-16 12:58:59,934][root][INFO] - ===> Epoch[497](12988/26): Loss 0.1416, Sem 0.1416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.114e-01 Score 95.272 Data time: 0.3288, Forward time: 2.2605, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.1468 [2020-11-16 12:59:05,032][root][INFO] - ===> Epoch[497](12989/26): Loss 0.1455, Sem 0.1455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.114e-01 Score 94.994 Data time: 0.2110, Forward time: 2.2606, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.9826 [2020-11-16 12:59:10,691][root][INFO] - ===> Epoch[497](12990/26): Loss 0.1524, Sem 0.1524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.113e-01 Score 95.063 Data time: 0.1466, Forward time: 2.2605, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.5491 [2020-11-16 12:59:16,063][root][INFO] - ===> Epoch[497](12991/26): Loss 0.1349, Sem 0.1349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.113e-01 Score 95.493 Data time: 0.1967, Forward time: 2.2605, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.3038 [2020-11-16 12:59:21,518][root][INFO] - ===> Epoch[497](12992/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.113e-01 Score 94.777 Data time: 0.2891, Forward time: 2.2606, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.3690 [2020-11-16 12:59:28,101][root][INFO] - ===> Epoch[497](12993/26): Loss 0.1761, Sem 0.1761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.112e-01 Score 94.153 Data time: 0.2272, Forward time: 2.2606, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.4810 [2020-11-16 12:59:33,796][root][INFO] - ===> Epoch[497](12994/26): Loss 0.1848, Sem 0.1848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.112e-01 Score 94.183 Data time: 0.1804, Forward time: 2.2606, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.5712 [2020-11-16 12:59:38,521][root][INFO] - ===> Epoch[498](12995/26): Loss 0.1388, Sem 0.1388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.111e-01 Score 95.307 Data time: 0.1861, Forward time: 2.2606, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 4.6386 [2020-11-16 12:59:43,599][root][INFO] - ===> Epoch[498](12996/26): Loss 0.1570, Sem 0.1570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.111e-01 Score 94.725 Data time: 0.2230, Forward time: 2.2606, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.9854 [2020-11-16 12:59:49,871][root][INFO] - ===> Epoch[498](12997/26): Loss 0.1871, Sem 0.1871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.111e-01 Score 93.777 Data time: 0.2462, Forward time: 2.2607, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.1723 [2020-11-16 12:59:55,517][root][INFO] - ===> Epoch[498](12998/26): Loss 0.1806, Sem 0.1806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.110e-01 Score 94.173 Data time: 0.1785, Forward time: 2.2607, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.5440 [2020-11-16 13:00:00,946][root][INFO] - ===> Epoch[498](12999/26): Loss 0.1290, Sem 0.1290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.110e-01 Score 95.759 Data time: 0.1707, Forward time: 2.2607, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.3346 [2020-11-16 13:00:06,630][root][INFO] - ===> Epoch[498](13000/26): Loss 0.1306, Sem 0.1306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.109e-01 Score 95.518 Data time: 0.2543, Forward time: 2.2608, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.6040 [2020-11-16 13:00:07,289][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 13:00:07,421][root][INFO] - ===> Start testing [2020-11-16 13:01:21,714][root][INFO] - 101/312: Data time: 0.0057, Iter time: 0.1615 Loss 0.180 (AVG: 0.482) Score 91.776 (AVG: 89.034) mIOU 70.808 mAP 74.790 mAcc 78.988 IOU: 82.716 96.316 64.720 81.481 88.437 84.860 78.013 57.421 51.628 84.184 27.823 69.645 56.481 69.299 51.251 62.518 93.153 63.652 89.908 62.662 mAP: 81.033 97.785 65.875 67.010 89.616 79.980 78.364 74.144 65.232 65.338 44.549 63.529 64.512 77.385 65.862 88.747 96.356 89.587 80.543 60.355 mAcc: 94.477 98.726 73.857 84.198 93.320 94.655 87.238 68.847 63.605 95.860 31.713 79.077 65.977 90.247 54.950 69.934 95.339 76.434 91.368 69.944 [2020-11-16 13:02:38,599][root][INFO] - 201/312: Data time: 0.0047, Iter time: 0.4062 Loss 0.298 (AVG: 0.496) Score 91.438 (AVG: 88.508) mIOU 69.963 mAP 75.862 mAcc 78.633 IOU: 82.228 96.448 60.867 80.499 89.599 85.416 73.596 56.134 52.871 76.348 24.842 67.009 58.333 68.625 56.341 65.320 93.465 69.178 89.059 53.088 mAP: 81.566 97.312 63.128 75.303 90.181 77.682 75.649 67.395 64.432 73.962 48.710 61.350 65.326 81.477 71.952 90.657 96.377 89.632 83.210 61.942 mAcc: 94.214 98.773 70.749 82.497 94.483 95.845 82.923 67.180 64.043 90.197 27.937 76.341 70.980 91.741 61.222 76.698 95.061 81.459 90.666 59.651 [2020-11-16 13:03:57,858][root][INFO] - 301/312: Data time: 0.0065, Iter time: 0.6910 Loss 0.295 (AVG: 0.508) Score 92.760 (AVG: 88.312) mIOU 69.076 mAP 75.361 mAcc 78.294 IOU: 82.384 96.150 61.171 80.697 89.338 85.041 71.949 56.028 54.663 72.234 27.522 63.740 58.811 61.818 53.796 61.971 93.128 65.780 88.253 57.041 mAP: 81.096 97.263 64.894 76.161 90.656 79.570 74.406 67.892 65.154 72.694 49.936 58.157 65.254 82.641 67.395 90.895 95.715 85.585 80.041 61.813 mAcc: 94.550 98.803 70.957 82.632 94.328 95.879 81.373 65.902 65.184 89.831 30.680 75.349 69.183 90.155 59.830 77.336 94.458 76.509 90.126 62.825 [2020-11-16 13:04:06,464][root][INFO] - 312/312: Data time: 0.0023, Iter time: 0.3715 Loss 0.085 (AVG: 0.506) Score 97.637 (AVG: 88.331) mIOU 68.945 mAP 75.209 mAcc 78.126 IOU: 82.412 96.217 60.751 80.424 89.256 85.099 72.103 55.356 55.176 73.031 27.678 63.168 58.287 60.358 53.646 62.203 93.080 65.808 88.253 56.603 mAP: 81.088 97.303 64.578 76.161 90.344 80.149 73.992 67.184 65.497 72.307 49.478 57.893 64.955 81.332 67.395 91.013 95.842 85.600 80.041 62.021 mAcc: 94.450 98.833 70.989 82.632 94.459 95.212 81.430 65.501 65.850 89.878 30.822 74.553 68.398 88.411 59.830 77.280 94.367 77.030 90.126 62.478 [2020-11-16 13:04:06,465][root][INFO] - Finished test. Elapsed time: 239.0426 [2020-11-16 13:04:06,561][root][INFO] - Current best mIoU: 69.998 at iter 12000 [2020-11-16 13:04:10,325][root][INFO] - ===> Epoch[498](13001/26): Loss 0.1456, Sem 0.1456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.109e-01 Score 95.032 Data time: 0.1441, Forward time: 2.2607, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 3.7586 [2020-11-16 13:04:16,787][root][INFO] - ===> Epoch[498](13002/26): Loss 0.1704, Sem 0.1704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.109e-01 Score 94.686 Data time: 0.1949, Forward time: 2.2607, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.3796 [2020-11-16 13:04:22,468][root][INFO] - ===> Epoch[498](13003/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.108e-01 Score 94.092 Data time: 0.1932, Forward time: 2.2607, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.6032 [2020-11-16 13:04:28,230][root][INFO] - ===> Epoch[498](13004/26): Loss 0.1592, Sem 0.1592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.108e-01 Score 94.356 Data time: 0.2301, Forward time: 2.2607, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.6664 [2020-11-16 13:04:34,642][root][INFO] - ===> Epoch[498](13005/26): Loss 0.1611, Sem 0.1611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.107e-01 Score 94.564 Data time: 0.1167, Forward time: 2.2606, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.3152 [2020-11-16 13:04:40,621][root][INFO] - ===> Epoch[498](13006/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.107e-01 Score 94.710 Data time: 0.1921, Forward time: 2.2606, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.9277 [2020-11-16 13:04:47,145][root][INFO] - ===> Epoch[498](13007/26): Loss 0.1465, Sem 0.1465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.107e-01 Score 95.010 Data time: 0.2293, Forward time: 2.2607, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.4455 [2020-11-16 13:04:52,604][root][INFO] - ===> Epoch[498](13008/26): Loss 0.1422, Sem 0.1422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.106e-01 Score 95.219 Data time: 0.2025, Forward time: 2.2607, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.3498 [2020-11-16 13:04:59,008][root][INFO] - ===> Epoch[498](13009/26): Loss 0.1547, Sem 0.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.106e-01 Score 94.664 Data time: 0.1882, Forward time: 2.2607, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.3274 [2020-11-16 13:05:04,747][root][INFO] - ===> Epoch[498](13010/26): Loss 0.1530, Sem 0.1530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.105e-01 Score 94.836 Data time: 0.2164, Forward time: 2.2607, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.6610 [2020-11-16 13:05:10,654][root][INFO] - ===> Epoch[498](13011/26): Loss 0.1499, Sem 0.1499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.105e-01 Score 95.048 Data time: 0.2806, Forward time: 2.2608, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.8084 [2020-11-16 13:05:16,601][root][INFO] - ===> Epoch[498](13012/26): Loss 0.1564, Sem 0.1564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.105e-01 Score 94.687 Data time: 0.1727, Forward time: 2.2608, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.8250 [2020-11-16 13:05:23,959][root][INFO] - ===> Epoch[498](13013/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.104e-01 Score 94.963 Data time: 0.2649, Forward time: 2.2609, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 7.2794 [2020-11-16 13:05:30,156][root][INFO] - ===> Epoch[498](13014/26): Loss 0.1633, Sem 0.1633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.104e-01 Score 94.514 Data time: 0.2304, Forward time: 2.2609, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.0889 [2020-11-16 13:05:35,422][root][INFO] - ===> Epoch[498](13015/26): Loss 0.1197, Sem 0.1197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.103e-01 Score 95.751 Data time: 0.2147, Forward time: 2.2609, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.1840 [2020-11-16 13:05:40,754][root][INFO] - ===> Epoch[498](13016/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.103e-01 Score 94.936 Data time: 0.2209, Forward time: 2.2610, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.2238 [2020-11-16 13:05:45,594][root][INFO] - ===> Epoch[498](13017/26): Loss 0.1399, Sem 0.1399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.103e-01 Score 95.517 Data time: 0.1526, Forward time: 2.2609, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.7302 [2020-11-16 13:05:50,497][root][INFO] - ===> Epoch[498](13018/26): Loss 0.1746, Sem 0.1746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.102e-01 Score 94.456 Data time: 0.1498, Forward time: 2.2608, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 4.8292 [2020-11-16 13:05:54,779][root][INFO] - ===> Epoch[498](13019/26): Loss 0.1597, Sem 0.1597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.102e-01 Score 94.665 Data time: 0.2252, Forward time: 2.2607, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.2262 [2020-11-16 13:05:59,518][root][INFO] - ===> Epoch[498](13020/26): Loss 0.1135, Sem 0.1135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.101e-01 Score 96.037 Data time: 0.1717, Forward time: 2.2607, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.6605 [2020-11-16 13:06:05,799][root][INFO] - ===> Epoch[499](13021/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.101e-01 Score 95.207 Data time: 0.3474, Forward time: 2.2608, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.1963 [2020-11-16 13:06:11,085][root][INFO] - ===> Epoch[499](13022/26): Loss 0.1490, Sem 0.1490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.101e-01 Score 94.890 Data time: 0.2537, Forward time: 2.2609, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.1831 [2020-11-16 13:06:18,102][root][INFO] - ===> Epoch[499](13023/26): Loss 0.1582, Sem 0.1582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.100e-01 Score 94.606 Data time: 0.2001, Forward time: 2.2609, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 6.9109 [2020-11-16 13:06:24,844][root][INFO] - ===> Epoch[499](13024/26): Loss 0.1402, Sem 0.1402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.100e-01 Score 95.379 Data time: 0.2181, Forward time: 2.2609, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.6718 [2020-11-16 13:06:30,896][root][INFO] - ===> Epoch[499](13025/26): Loss 0.1317, Sem 0.1317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.099e-01 Score 95.705 Data time: 0.2077, Forward time: 2.2609, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.9401 [2020-11-16 13:06:36,262][root][INFO] - ===> Epoch[499](13026/26): Loss 0.1361, Sem 0.1361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.099e-01 Score 95.264 Data time: 0.2320, Forward time: 2.2609, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.2986 [2020-11-16 13:06:41,570][root][INFO] - ===> Epoch[499](13027/26): Loss 0.1468, Sem 0.1468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.099e-01 Score 95.060 Data time: 0.2382, Forward time: 2.2610, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.2112 [2020-11-16 13:06:48,863][root][INFO] - ===> Epoch[499](13028/26): Loss 0.1286, Sem 0.1286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.098e-01 Score 95.724 Data time: 0.2512, Forward time: 2.2611, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 7.1892 [2020-11-16 13:06:54,219][root][INFO] - ===> Epoch[499](13029/26): Loss 0.1315, Sem 0.1315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.098e-01 Score 95.414 Data time: 0.2139, Forward time: 2.2611, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.2618 [2020-11-16 13:06:59,286][root][INFO] - ===> Epoch[499](13030/26): Loss 0.1324, Sem 0.1324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.097e-01 Score 95.347 Data time: 0.1596, Forward time: 2.2610, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 4.9683 [2020-11-16 13:07:04,822][root][INFO] - ===> Epoch[499](13031/26): Loss 0.1576, Sem 0.1576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.097e-01 Score 94.866 Data time: 0.1905, Forward time: 2.2610, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 5.4529 [2020-11-16 13:07:10,234][root][INFO] - ===> Epoch[499](13032/26): Loss 0.1290, Sem 0.1290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.097e-01 Score 95.474 Data time: 0.2441, Forward time: 2.2611, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.3219 [2020-11-16 13:07:16,080][root][INFO] - ===> Epoch[499](13033/26): Loss 0.1324, Sem 0.1324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.096e-01 Score 95.606 Data time: 0.2242, Forward time: 2.2611, Backward time: 3.0433, DDP time: 0.0047, Total iter time: 5.7314 [2020-11-16 13:07:21,553][root][INFO] - ===> Epoch[499](13034/26): Loss 0.1524, Sem 0.1524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.096e-01 Score 95.092 Data time: 0.2508, Forward time: 2.2612, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.3790 [2020-11-16 13:07:26,285][root][INFO] - ===> Epoch[499](13035/26): Loss 0.1301, Sem 0.1301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.095e-01 Score 95.664 Data time: 0.2104, Forward time: 2.2611, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 4.6188 [2020-11-16 13:07:31,822][root][INFO] - ===> Epoch[499](13036/26): Loss 0.1508, Sem 0.1508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.095e-01 Score 94.999 Data time: 0.2370, Forward time: 2.2612, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.4539 [2020-11-16 13:07:38,158][root][INFO] - ===> Epoch[499](13037/26): Loss 0.1529, Sem 0.1529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.095e-01 Score 95.330 Data time: 0.1819, Forward time: 2.2612, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.2251 [2020-11-16 13:07:44,106][root][INFO] - ===> Epoch[499](13038/26): Loss 0.1254, Sem 0.1254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.094e-01 Score 95.602 Data time: 0.1786, Forward time: 2.2611, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.8764 [2020-11-16 13:07:50,455][root][INFO] - ===> Epoch[499](13039/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.094e-01 Score 94.778 Data time: 0.2505, Forward time: 2.2612, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 6.2942 [2020-11-16 13:07:55,382][root][INFO] - ===> Epoch[499](13040/26): Loss 0.1483, Sem 0.1483, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.093e-01 Score 94.876 Data time: 0.1636, Forward time: 2.2611, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 4.8092 [2020-11-16 13:08:01,729][root][INFO] - ===> Epoch[499](13041/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.093e-01 Score 95.467 Data time: 0.3474, Forward time: 2.2613, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.2876 [2020-11-16 13:08:07,630][root][INFO] - ===> Epoch[499](13042/26): Loss 0.1342, Sem 0.1342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.093e-01 Score 95.123 Data time: 0.2764, Forward time: 2.2614, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.7900 [2020-11-16 13:08:13,379][root][INFO] - ===> Epoch[499](13043/26): Loss 0.1553, Sem 0.1553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.092e-01 Score 94.982 Data time: 0.2388, Forward time: 2.2614, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.6451 [2020-11-16 13:08:18,955][root][INFO] - ===> Epoch[499](13044/26): Loss 0.1487, Sem 0.1487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.092e-01 Score 95.071 Data time: 0.1656, Forward time: 2.2614, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.4807 [2020-11-16 13:08:25,355][root][INFO] - ===> Epoch[499](13045/26): Loss 0.1169, Sem 0.1169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.091e-01 Score 96.031 Data time: 0.3576, Forward time: 2.2615, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.3411 [2020-11-16 13:08:30,486][root][INFO] - ===> Epoch[499](13046/26): Loss 0.1446, Sem 0.1446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.091e-01 Score 95.044 Data time: 0.2181, Forward time: 2.2616, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.0151 [2020-11-16 13:08:36,152][root][INFO] - ===> Epoch[500](13047/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.091e-01 Score 95.286 Data time: 0.2238, Forward time: 2.2616, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.5631 [2020-11-16 13:08:41,591][root][INFO] - ===> Epoch[500](13048/26): Loss 0.1603, Sem 0.1603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.090e-01 Score 94.623 Data time: 0.1857, Forward time: 2.2616, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.3408 [2020-11-16 13:08:47,300][root][INFO] - ===> Epoch[500](13049/26): Loss 0.1284, Sem 0.1284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.090e-01 Score 95.593 Data time: 0.2686, Forward time: 2.2617, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.5969 [2020-11-16 13:08:53,049][root][INFO] - ===> Epoch[500](13050/26): Loss 0.1373, Sem 0.1373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.089e-01 Score 95.567 Data time: 0.1989, Forward time: 2.2617, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.6237 [2020-11-16 13:08:58,046][root][INFO] - ===> Epoch[500](13051/26): Loss 0.1352, Sem 0.1352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.089e-01 Score 95.306 Data time: 0.2236, Forward time: 2.2618, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.9124 [2020-11-16 13:09:03,804][root][INFO] - ===> Epoch[500](13052/26): Loss 0.1316, Sem 0.1316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.089e-01 Score 95.670 Data time: 0.1647, Forward time: 2.2618, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.6535 [2020-11-16 13:09:08,575][root][INFO] - ===> Epoch[500](13053/26): Loss 0.1275, Sem 0.1275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.088e-01 Score 95.586 Data time: 0.1777, Forward time: 2.2617, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.6643 [2020-11-16 13:09:14,774][root][INFO] - ===> Epoch[500](13054/26): Loss 0.1633, Sem 0.1633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.088e-01 Score 94.144 Data time: 0.1959, Forward time: 2.2617, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.1326 [2020-11-16 13:09:20,286][root][INFO] - ===> Epoch[500](13055/26): Loss 0.1235, Sem 0.1235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.087e-01 Score 95.964 Data time: 0.2590, Forward time: 2.2618, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.4041 [2020-11-16 13:09:25,299][root][INFO] - ===> Epoch[500](13056/26): Loss 0.1324, Sem 0.1324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.087e-01 Score 95.698 Data time: 0.2117, Forward time: 2.2619, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.8972 [2020-11-16 13:09:30,826][root][INFO] - ===> Epoch[500](13057/26): Loss 0.1399, Sem 0.1399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.087e-01 Score 95.170 Data time: 0.2124, Forward time: 2.2619, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.4244 [2020-11-16 13:09:35,605][root][INFO] - ===> Epoch[500](13058/26): Loss 0.1368, Sem 0.1368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.086e-01 Score 95.468 Data time: 0.1869, Forward time: 2.2619, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.6760 [2020-11-16 13:09:42,152][root][INFO] - ===> Epoch[500](13059/26): Loss 0.1266, Sem 0.1266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.086e-01 Score 95.715 Data time: 0.1979, Forward time: 2.2619, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.4651 [2020-11-16 13:09:46,946][root][INFO] - ===> Epoch[500](13060/26): Loss 0.1129, Sem 0.1129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.085e-01 Score 96.099 Data time: 0.2026, Forward time: 2.2618, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.6929 [2020-11-16 13:09:53,124][root][INFO] - ===> Epoch[500](13061/26): Loss 0.1337, Sem 0.1337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.085e-01 Score 95.687 Data time: 0.1691, Forward time: 2.2618, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.1067 [2020-11-16 13:09:58,645][root][INFO] - ===> Epoch[500](13062/26): Loss 0.1265, Sem 0.1265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.085e-01 Score 95.641 Data time: 0.2539, Forward time: 2.2619, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.4660 [2020-11-16 13:10:04,328][root][INFO] - ===> Epoch[500](13063/26): Loss 0.1395, Sem 0.1395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.084e-01 Score 95.251 Data time: 0.2492, Forward time: 2.2620, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.5741 [2020-11-16 13:10:10,422][root][INFO] - ===> Epoch[500](13064/26): Loss 0.1670, Sem 0.1670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.084e-01 Score 94.342 Data time: 0.1305, Forward time: 2.2619, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.0057 [2020-11-16 13:10:16,307][root][INFO] - ===> Epoch[500](13065/26): Loss 0.1315, Sem 0.1315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.083e-01 Score 95.377 Data time: 0.1684, Forward time: 2.2618, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.8131 [2020-11-16 13:10:21,553][root][INFO] - ===> Epoch[500](13066/26): Loss 0.1205, Sem 0.1205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.083e-01 Score 95.869 Data time: 0.2846, Forward time: 2.2619, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.1685 [2020-11-16 13:10:26,488][root][INFO] - ===> Epoch[500](13067/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.083e-01 Score 95.726 Data time: 0.2210, Forward time: 2.2619, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.8152 [2020-11-16 13:10:31,946][root][INFO] - ===> Epoch[500](13068/26): Loss 0.1404, Sem 0.1404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.082e-01 Score 95.260 Data time: 0.2605, Forward time: 2.2620, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 5.3496 [2020-11-16 13:10:36,180][root][INFO] - ===> Epoch[500](13069/26): Loss 0.1238, Sem 0.1238, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.082e-01 Score 95.987 Data time: 0.1765, Forward time: 2.2620, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 4.1239 [2020-11-16 13:10:42,041][root][INFO] - ===> Epoch[500](13070/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.081e-01 Score 95.236 Data time: 0.1672, Forward time: 2.2619, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 5.7724 [2020-11-16 13:10:47,229][root][INFO] - ===> Epoch[500](13071/26): Loss 0.1144, Sem 0.1144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.081e-01 Score 96.082 Data time: 0.2138, Forward time: 2.2620, Backward time: 3.0418, DDP time: 0.0047, Total iter time: 5.1246 [2020-11-16 13:10:52,152][root][INFO] - ===> Epoch[500](13072/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.081e-01 Score 95.194 Data time: 0.1817, Forward time: 2.2619, Backward time: 3.0417, DDP time: 0.0047, Total iter time: 4.8070 [2020-11-16 13:10:58,954][root][INFO] - ===> Epoch[501](13073/26): Loss 0.1308, Sem 0.1308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.080e-01 Score 95.580 Data time: 0.1823, Forward time: 2.2619, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.7290 [2020-11-16 13:11:05,177][root][INFO] - ===> Epoch[501](13074/26): Loss 0.1185, Sem 0.1185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.080e-01 Score 96.056 Data time: 0.2132, Forward time: 2.2619, Backward time: 3.0419, DDP time: 0.0047, Total iter time: 6.1346 [2020-11-16 13:11:11,561][root][INFO] - ===> Epoch[501](13075/26): Loss 0.1508, Sem 0.1508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.079e-01 Score 95.105 Data time: 0.1555, Forward time: 2.2619, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 6.2825 [2020-11-16 13:11:17,476][root][INFO] - ===> Epoch[501](13076/26): Loss 0.1334, Sem 0.1334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.079e-01 Score 95.573 Data time: 0.1951, Forward time: 2.2619, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.8497 [2020-11-16 13:11:23,213][root][INFO] - ===> Epoch[501](13077/26): Loss 0.1043, Sem 0.1043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.079e-01 Score 96.481 Data time: 0.1842, Forward time: 2.2618, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6184 [2020-11-16 13:11:31,972][root][INFO] - ===> Epoch[501](13078/26): Loss 0.1247, Sem 0.1247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.078e-01 Score 95.773 Data time: 0.2269, Forward time: 2.2619, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 8.6793 [2020-11-16 13:11:37,276][root][INFO] - ===> Epoch[501](13079/26): Loss 0.1236, Sem 0.1236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.078e-01 Score 95.718 Data time: 0.2186, Forward time: 2.2619, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.2165 [2020-11-16 13:11:43,573][root][INFO] - ===> Epoch[501](13080/26): Loss 0.1223, Sem 0.1223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.077e-01 Score 96.038 Data time: 0.2580, Forward time: 2.2620, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.1970 [2020-11-16 13:11:50,252][root][INFO] - ===> Epoch[501](13081/26): Loss 0.1357, Sem 0.1357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.077e-01 Score 95.024 Data time: 0.3737, Forward time: 2.2622, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.5832 [2020-11-16 13:11:55,969][root][INFO] - ===> Epoch[501](13082/26): Loss 0.1266, Sem 0.1266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.077e-01 Score 95.723 Data time: 0.2534, Forward time: 2.2623, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.6129 [2020-11-16 13:12:01,327][root][INFO] - ===> Epoch[501](13083/26): Loss 0.1314, Sem 0.1314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.076e-01 Score 95.524 Data time: 0.2088, Forward time: 2.2623, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.2347 [2020-11-16 13:12:07,225][root][INFO] - ===> Epoch[501](13084/26): Loss 0.1485, Sem 0.1485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.076e-01 Score 94.803 Data time: 0.2590, Forward time: 2.2624, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.8308 [2020-11-16 13:12:12,632][root][INFO] - ===> Epoch[501](13085/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.075e-01 Score 95.752 Data time: 0.2108, Forward time: 2.2624, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.2998 [2020-11-16 13:12:18,607][root][INFO] - ===> Epoch[501](13086/26): Loss 0.1293, Sem 0.1293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.075e-01 Score 95.364 Data time: 0.2056, Forward time: 2.2624, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.8920 [2020-11-16 13:12:23,098][root][INFO] - ===> Epoch[501](13087/26): Loss 0.1240, Sem 0.1240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.075e-01 Score 95.377 Data time: 0.1896, Forward time: 2.2624, Backward time: 3.0420, DDP time: 0.0047, Total iter time: 4.3953 [2020-11-16 13:12:29,564][root][INFO] - ===> Epoch[501](13088/26): Loss 0.1420, Sem 0.1420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.074e-01 Score 95.285 Data time: 0.1782, Forward time: 2.2623, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.3783 [2020-11-16 13:12:34,400][root][INFO] - ===> Epoch[501](13089/26): Loss 0.1401, Sem 0.1401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.074e-01 Score 95.262 Data time: 0.1912, Forward time: 2.2623, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.7519 [2020-11-16 13:12:39,795][root][INFO] - ===> Epoch[501](13090/26): Loss 0.1418, Sem 0.1418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.073e-01 Score 95.156 Data time: 0.1572, Forward time: 2.2623, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.2975 [2020-11-16 13:12:46,394][root][INFO] - ===> Epoch[501](13091/26): Loss 0.1204, Sem 0.1204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.073e-01 Score 95.823 Data time: 0.1651, Forward time: 2.2622, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.5101 [2020-11-16 13:12:52,615][root][INFO] - ===> Epoch[501](13092/26): Loss 0.1222, Sem 0.1222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.073e-01 Score 95.797 Data time: 0.1780, Forward time: 2.2622, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.1435 [2020-11-16 13:12:58,529][root][INFO] - ===> Epoch[501](13093/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.072e-01 Score 95.707 Data time: 0.2137, Forward time: 2.2622, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.8304 [2020-11-16 13:13:03,956][root][INFO] - ===> Epoch[501](13094/26): Loss 0.1210, Sem 0.1210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.072e-01 Score 96.031 Data time: 0.1761, Forward time: 2.2622, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3278 [2020-11-16 13:13:09,551][root][INFO] - ===> Epoch[501](13095/26): Loss 0.1325, Sem 0.1325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.071e-01 Score 95.467 Data time: 0.2119, Forward time: 2.2622, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.5009 [2020-11-16 13:13:15,642][root][INFO] - ===> Epoch[501](13096/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.071e-01 Score 94.918 Data time: 0.1663, Forward time: 2.2622, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.9804 [2020-11-16 13:13:20,987][root][INFO] - ===> Epoch[501](13097/26): Loss 0.1383, Sem 0.1383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.071e-01 Score 95.287 Data time: 0.1813, Forward time: 2.2622, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.2620 [2020-11-16 13:13:26,894][root][INFO] - ===> Epoch[501](13098/26): Loss 0.1122, Sem 0.1122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.070e-01 Score 96.041 Data time: 0.2135, Forward time: 2.2622, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.8315 [2020-11-16 13:13:33,344][root][INFO] - ===> Epoch[502](13099/26): Loss 0.1096, Sem 0.1096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.070e-01 Score 96.442 Data time: 0.2029, Forward time: 2.2622, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.3413 [2020-11-16 13:13:40,064][root][INFO] - ===> Epoch[502](13100/26): Loss 0.1205, Sem 0.1205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.069e-01 Score 95.624 Data time: 0.1927, Forward time: 2.2622, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.6332 [2020-11-16 13:13:45,118][root][INFO] - ===> Epoch[502](13101/26): Loss 0.1265, Sem 0.1265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.069e-01 Score 95.562 Data time: 0.2148, Forward time: 2.2623, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.9315 [2020-11-16 13:13:50,985][root][INFO] - ===> Epoch[502](13102/26): Loss 0.1200, Sem 0.1200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.069e-01 Score 95.807 Data time: 0.1443, Forward time: 2.2622, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.7487 [2020-11-16 13:13:55,411][root][INFO] - ===> Epoch[502](13103/26): Loss 0.1138, Sem 0.1138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.068e-01 Score 96.047 Data time: 0.1379, Forward time: 2.2621, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.3566 [2020-11-16 13:14:01,476][root][INFO] - ===> Epoch[502](13104/26): Loss 0.1415, Sem 0.1415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.068e-01 Score 95.230 Data time: 0.1594, Forward time: 2.2620, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.9891 [2020-11-16 13:14:07,200][root][INFO] - ===> Epoch[502](13105/26): Loss 0.1332, Sem 0.1332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.067e-01 Score 95.510 Data time: 0.2012, Forward time: 2.2620, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.6488 [2020-11-16 13:14:12,896][root][INFO] - ===> Epoch[502](13106/26): Loss 0.1222, Sem 0.1222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.067e-01 Score 95.752 Data time: 0.2458, Forward time: 2.2621, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.6118 [2020-11-16 13:14:18,734][root][INFO] - ===> Epoch[502](13107/26): Loss 0.1179, Sem 0.1179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.067e-01 Score 95.835 Data time: 0.2771, Forward time: 2.2622, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7190 [2020-11-16 13:14:24,195][root][INFO] - ===> Epoch[502](13108/26): Loss 0.1012, Sem 0.1012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.066e-01 Score 96.565 Data time: 0.1513, Forward time: 2.2622, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.3428 [2020-11-16 13:14:30,200][root][INFO] - ===> Epoch[502](13109/26): Loss 0.1211, Sem 0.1211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.066e-01 Score 95.835 Data time: 0.2651, Forward time: 2.2622, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.9249 [2020-11-16 13:14:35,840][root][INFO] - ===> Epoch[502](13110/26): Loss 0.1297, Sem 0.1297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.065e-01 Score 95.557 Data time: 0.2132, Forward time: 2.2623, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.5335 [2020-11-16 13:14:41,056][root][INFO] - ===> Epoch[502](13111/26): Loss 0.1083, Sem 0.1083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.065e-01 Score 96.344 Data time: 0.1977, Forward time: 2.2622, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.1064 [2020-11-16 13:14:45,362][root][INFO] - ===> Epoch[502](13112/26): Loss 0.1207, Sem 0.1207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.065e-01 Score 96.089 Data time: 0.1734, Forward time: 2.2622, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.2202 [2020-11-16 13:14:50,448][root][INFO] - ===> Epoch[502](13113/26): Loss 0.1324, Sem 0.1324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.064e-01 Score 95.844 Data time: 0.2522, Forward time: 2.2622, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 4.9850 [2020-11-16 13:14:56,817][root][INFO] - ===> Epoch[502](13114/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.064e-01 Score 95.950 Data time: 0.1831, Forward time: 2.2622, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.2558 [2020-11-16 13:15:02,024][root][INFO] - ===> Epoch[502](13115/26): Loss 0.1260, Sem 0.1260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.063e-01 Score 95.943 Data time: 0.2477, Forward time: 2.2622, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.1222 [2020-11-16 13:15:08,620][root][INFO] - ===> Epoch[502](13116/26): Loss 0.1327, Sem 0.1327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.063e-01 Score 95.586 Data time: 0.2037, Forward time: 2.2623, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.4825 [2020-11-16 13:15:15,004][root][INFO] - ===> Epoch[502](13117/26): Loss 0.1400, Sem 0.1400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.063e-01 Score 95.170 Data time: 0.2181, Forward time: 2.2623, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.2880 [2020-11-16 13:15:21,146][root][INFO] - ===> Epoch[502](13118/26): Loss 0.0960, Sem 0.0960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.062e-01 Score 96.699 Data time: 0.1698, Forward time: 2.2623, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.0358 [2020-11-16 13:15:27,032][root][INFO] - ===> Epoch[502](13119/26): Loss 0.1235, Sem 0.1235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.062e-01 Score 95.676 Data time: 0.2285, Forward time: 2.2623, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.7914 [2020-11-16 13:15:32,869][root][INFO] - ===> Epoch[502](13120/26): Loss 0.1145, Sem 0.1145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.061e-01 Score 96.035 Data time: 0.1623, Forward time: 2.2622, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7533 [2020-11-16 13:15:37,133][root][INFO] - ===> Epoch[502](13121/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.061e-01 Score 94.978 Data time: 0.1540, Forward time: 2.2622, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.1776 [2020-11-16 13:15:42,216][root][INFO] - ===> Epoch[502](13122/26): Loss 0.1342, Sem 0.1342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.061e-01 Score 95.349 Data time: 0.1324, Forward time: 2.2621, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.0013 [2020-11-16 13:15:47,880][root][INFO] - ===> Epoch[502](13123/26): Loss 0.1241, Sem 0.1241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.060e-01 Score 95.526 Data time: 0.1760, Forward time: 2.2620, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.5768 [2020-11-16 13:15:53,206][root][INFO] - ===> Epoch[502](13124/26): Loss 0.1262, Sem 0.1262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.060e-01 Score 95.708 Data time: 0.1753, Forward time: 2.2620, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.2288 [2020-11-16 13:15:59,169][root][INFO] - ===> Epoch[503](13125/26): Loss 0.1161, Sem 0.1161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.059e-01 Score 96.192 Data time: 0.2495, Forward time: 2.2621, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.8746 [2020-11-16 13:16:04,941][root][INFO] - ===> Epoch[503](13126/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.059e-01 Score 95.866 Data time: 0.1370, Forward time: 2.2620, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.6469 [2020-11-16 13:16:10,598][root][INFO] - ===> Epoch[503](13127/26): Loss 0.1375, Sem 0.1375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.059e-01 Score 95.354 Data time: 0.1842, Forward time: 2.2620, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.5734 [2020-11-16 13:16:15,490][root][INFO] - ===> Epoch[503](13128/26): Loss 0.1187, Sem 0.1187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.058e-01 Score 95.982 Data time: 0.1586, Forward time: 2.2619, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.7831 [2020-11-16 13:16:20,505][root][INFO] - ===> Epoch[503](13129/26): Loss 0.1173, Sem 0.1173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.058e-01 Score 95.984 Data time: 0.1862, Forward time: 2.2619, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.9355 [2020-11-16 13:16:26,239][root][INFO] - ===> Epoch[503](13130/26): Loss 0.1225, Sem 0.1225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.057e-01 Score 95.806 Data time: 0.2299, Forward time: 2.2619, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.6355 [2020-11-16 13:16:31,408][root][INFO] - ===> Epoch[503](13131/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.057e-01 Score 95.252 Data time: 0.2155, Forward time: 2.2620, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.0537 [2020-11-16 13:16:37,209][root][INFO] - ===> Epoch[503](13132/26): Loss 0.1130, Sem 0.1130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.057e-01 Score 96.074 Data time: 0.2083, Forward time: 2.2620, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6765 [2020-11-16 13:16:43,737][root][INFO] - ===> Epoch[503](13133/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.056e-01 Score 96.306 Data time: 0.2256, Forward time: 2.2620, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.4276 [2020-11-16 13:16:49,280][root][INFO] - ===> Epoch[503](13134/26): Loss 0.1265, Sem 0.1265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.056e-01 Score 95.710 Data time: 0.2148, Forward time: 2.2621, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.4415 [2020-11-16 13:16:54,897][root][INFO] - ===> Epoch[503](13135/26): Loss 0.1115, Sem 0.1115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.055e-01 Score 96.255 Data time: 0.1885, Forward time: 2.2621, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.5189 [2020-11-16 13:17:00,387][root][INFO] - ===> Epoch[503](13136/26): Loss 0.1429, Sem 0.1429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.055e-01 Score 95.032 Data time: 0.2025, Forward time: 2.2621, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.3892 [2020-11-16 13:17:06,674][root][INFO] - ===> Epoch[503](13137/26): Loss 0.1027, Sem 0.1027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.055e-01 Score 96.416 Data time: 0.1846, Forward time: 2.2621, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.1840 [2020-11-16 13:17:12,662][root][INFO] - ===> Epoch[503](13138/26): Loss 0.1175, Sem 0.1175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.054e-01 Score 95.954 Data time: 0.1902, Forward time: 2.2621, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.8936 [2020-11-16 13:17:19,344][root][INFO] - ===> Epoch[503](13139/26): Loss 0.1233, Sem 0.1233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.054e-01 Score 95.730 Data time: 0.3701, Forward time: 2.2622, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.5812 [2020-11-16 13:17:25,332][root][INFO] - ===> Epoch[503](13140/26): Loss 0.1154, Sem 0.1154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.053e-01 Score 96.130 Data time: 0.2627, Forward time: 2.2624, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.8609 [2020-11-16 13:17:32,196][root][INFO] - ===> Epoch[503](13141/26): Loss 0.1151, Sem 0.1151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.053e-01 Score 96.417 Data time: 0.2580, Forward time: 2.2624, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.7538 [2020-11-16 13:17:38,717][root][INFO] - ===> Epoch[503](13142/26): Loss 0.1291, Sem 0.1291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.053e-01 Score 95.608 Data time: 0.2193, Forward time: 2.2625, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.4191 [2020-11-16 13:17:43,981][root][INFO] - ===> Epoch[503](13143/26): Loss 0.1094, Sem 0.1094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.052e-01 Score 96.267 Data time: 0.2738, Forward time: 2.2625, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.1569 [2020-11-16 13:17:50,896][root][INFO] - ===> Epoch[503](13144/26): Loss 0.1122, Sem 0.1122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.052e-01 Score 96.194 Data time: 0.4019, Forward time: 2.2627, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.8178 [2020-11-16 13:17:56,715][root][INFO] - ===> Epoch[503](13145/26): Loss 0.1274, Sem 0.1274, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.051e-01 Score 95.622 Data time: 0.2610, Forward time: 2.2628, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.6982 [2020-11-16 13:18:02,345][root][INFO] - ===> Epoch[503](13146/26): Loss 0.1252, Sem 0.1252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.051e-01 Score 95.625 Data time: 0.2179, Forward time: 2.2628, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.5334 [2020-11-16 13:18:07,823][root][INFO] - ===> Epoch[503](13147/26): Loss 0.1305, Sem 0.1305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.051e-01 Score 95.422 Data time: 0.2050, Forward time: 2.2628, Backward time: 3.0421, DDP time: 0.0047, Total iter time: 5.4052 [2020-11-16 13:18:15,563][root][INFO] - ===> Epoch[503](13148/26): Loss 0.1247, Sem 0.1247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.050e-01 Score 95.717 Data time: 0.2270, Forward time: 2.2629, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 7.6470 [2020-11-16 13:18:22,042][root][INFO] - ===> Epoch[503](13149/26): Loss 0.1394, Sem 0.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.050e-01 Score 95.218 Data time: 0.1791, Forward time: 2.2628, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.3844 [2020-11-16 13:18:27,183][root][INFO] - ===> Epoch[503](13150/26): Loss 0.1376, Sem 0.1376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.049e-01 Score 95.469 Data time: 0.1896, Forward time: 2.2628, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.0581 [2020-11-16 13:18:32,413][root][INFO] - ===> Epoch[504](13151/26): Loss 0.1093, Sem 0.1093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.049e-01 Score 96.257 Data time: 0.1566, Forward time: 2.2627, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.1630 [2020-11-16 13:18:38,146][root][INFO] - ===> Epoch[504](13152/26): Loss 0.1298, Sem 0.1298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.049e-01 Score 95.549 Data time: 0.2129, Forward time: 2.2628, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.6788 [2020-11-16 13:18:44,367][root][INFO] - ===> Epoch[504](13153/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.048e-01 Score 96.011 Data time: 0.1587, Forward time: 2.2627, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.1458 [2020-11-16 13:18:50,673][root][INFO] - ===> Epoch[504](13154/26): Loss 0.1283, Sem 0.1283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.048e-01 Score 95.351 Data time: 0.1855, Forward time: 2.2627, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.2312 [2020-11-16 13:18:56,944][root][INFO] - ===> Epoch[504](13155/26): Loss 0.1374, Sem 0.1374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.047e-01 Score 95.236 Data time: 0.1842, Forward time: 2.2627, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.1812 [2020-11-16 13:19:02,666][root][INFO] - ===> Epoch[504](13156/26): Loss 0.1318, Sem 0.1318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.047e-01 Score 95.600 Data time: 0.2203, Forward time: 2.2627, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6367 [2020-11-16 13:19:08,316][root][INFO] - ===> Epoch[504](13157/26): Loss 0.1331, Sem 0.1331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.047e-01 Score 95.678 Data time: 0.2517, Forward time: 2.2628, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.5437 [2020-11-16 13:19:12,551][root][INFO] - ===> Epoch[504](13158/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.046e-01 Score 95.805 Data time: 0.1324, Forward time: 2.2627, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.1290 [2020-11-16 13:19:17,161][root][INFO] - ===> Epoch[504](13159/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.046e-01 Score 95.547 Data time: 0.1850, Forward time: 2.2627, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.5272 [2020-11-16 13:19:22,551][root][INFO] - ===> Epoch[504](13160/26): Loss 0.1247, Sem 0.1247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.045e-01 Score 95.762 Data time: 0.1924, Forward time: 2.2627, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.3087 [2020-11-16 13:19:29,070][root][INFO] - ===> Epoch[504](13161/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.045e-01 Score 94.853 Data time: 0.1570, Forward time: 2.2626, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.4286 [2020-11-16 13:19:34,079][root][INFO] - ===> Epoch[504](13162/26): Loss 0.1198, Sem 0.1198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.045e-01 Score 96.008 Data time: 0.1752, Forward time: 2.2626, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.9347 [2020-11-16 13:19:38,721][root][INFO] - ===> Epoch[504](13163/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.044e-01 Score 95.286 Data time: 0.1495, Forward time: 2.2625, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.5402 [2020-11-16 13:19:43,767][root][INFO] - ===> Epoch[504](13164/26): Loss 0.1438, Sem 0.1438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.044e-01 Score 95.246 Data time: 0.2212, Forward time: 2.2626, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.9824 [2020-11-16 13:19:49,692][root][INFO] - ===> Epoch[504](13165/26): Loss 0.1626, Sem 0.1626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.043e-01 Score 94.852 Data time: 0.2196, Forward time: 2.2626, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.8104 [2020-11-16 13:19:54,405][root][INFO] - ===> Epoch[504](13166/26): Loss 0.1252, Sem 0.1252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.043e-01 Score 95.784 Data time: 0.1564, Forward time: 2.2625, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.5940 [2020-11-16 13:20:00,812][root][INFO] - ===> Epoch[504](13167/26): Loss 0.1374, Sem 0.1374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.043e-01 Score 95.458 Data time: 0.1710, Forward time: 2.2625, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.3342 [2020-11-16 13:20:06,099][root][INFO] - ===> Epoch[504](13168/26): Loss 0.1250, Sem 0.1250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.042e-01 Score 95.799 Data time: 0.1923, Forward time: 2.2625, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.1989 [2020-11-16 13:20:12,209][root][INFO] - ===> Epoch[504](13169/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.042e-01 Score 95.455 Data time: 0.2042, Forward time: 2.2625, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.0119 [2020-11-16 13:20:17,670][root][INFO] - ===> Epoch[504](13170/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.041e-01 Score 94.863 Data time: 0.2356, Forward time: 2.2626, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3519 [2020-11-16 13:20:22,704][root][INFO] - ===> Epoch[504](13171/26): Loss 0.1556, Sem 0.1556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.041e-01 Score 95.179 Data time: 0.2222, Forward time: 2.2626, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.9178 [2020-11-16 13:20:29,423][root][INFO] - ===> Epoch[504](13172/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.041e-01 Score 95.046 Data time: 0.2085, Forward time: 2.2626, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.5940 [2020-11-16 13:20:35,550][root][INFO] - ===> Epoch[504](13173/26): Loss 0.1384, Sem 0.1384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.040e-01 Score 95.614 Data time: 0.2583, Forward time: 2.2627, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.0405 [2020-11-16 13:20:40,980][root][INFO] - ===> Epoch[504](13174/26): Loss 0.1358, Sem 0.1358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.040e-01 Score 95.481 Data time: 0.1656, Forward time: 2.2626, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 5.3175 [2020-11-16 13:20:45,599][root][INFO] - ===> Epoch[504](13175/26): Loss 0.1082, Sem 0.1082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.039e-01 Score 96.177 Data time: 0.1592, Forward time: 2.2625, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 4.5237 [2020-11-16 13:20:51,570][root][INFO] - ===> Epoch[504](13176/26): Loss 0.1196, Sem 0.1196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.039e-01 Score 95.716 Data time: 0.2554, Forward time: 2.2626, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.9297 [2020-11-16 13:20:58,452][root][INFO] - ===> Epoch[505](13177/26): Loss 0.1267, Sem 0.1267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.039e-01 Score 95.789 Data time: 0.2588, Forward time: 2.2627, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 6.7648 [2020-11-16 13:21:03,819][root][INFO] - ===> Epoch[505](13178/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.038e-01 Score 95.005 Data time: 0.2051, Forward time: 2.2627, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.2625 [2020-11-16 13:21:09,593][root][INFO] - ===> Epoch[505](13179/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.038e-01 Score 94.823 Data time: 0.2102, Forward time: 2.2627, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.6681 [2020-11-16 13:21:15,273][root][INFO] - ===> Epoch[505](13180/26): Loss 0.1502, Sem 0.1502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.037e-01 Score 94.806 Data time: 0.0947, Forward time: 2.2626, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.5909 [2020-11-16 13:21:20,734][root][INFO] - ===> Epoch[505](13181/26): Loss 0.1337, Sem 0.1337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.037e-01 Score 95.576 Data time: 0.1163, Forward time: 2.2624, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.4204 [2020-11-16 13:21:26,404][root][INFO] - ===> Epoch[505](13182/26): Loss 0.1210, Sem 0.1210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.037e-01 Score 95.786 Data time: 0.1588, Forward time: 2.2624, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.6226 [2020-11-16 13:21:31,389][root][INFO] - ===> Epoch[505](13183/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.036e-01 Score 95.182 Data time: 0.1374, Forward time: 2.2623, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.9064 [2020-11-16 13:21:37,966][root][INFO] - ===> Epoch[505](13184/26): Loss 0.1182, Sem 0.1182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.036e-01 Score 95.975 Data time: 0.1444, Forward time: 2.2622, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.5064 [2020-11-16 13:21:43,394][root][INFO] - ===> Epoch[505](13185/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.035e-01 Score 95.637 Data time: 0.2628, Forward time: 2.2623, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.3240 [2020-11-16 13:21:48,047][root][INFO] - ===> Epoch[505](13186/26): Loss 0.1257, Sem 0.1257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.035e-01 Score 95.649 Data time: 0.1662, Forward time: 2.2623, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.5285 [2020-11-16 13:21:53,229][root][INFO] - ===> Epoch[505](13187/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.035e-01 Score 95.751 Data time: 0.2529, Forward time: 2.2623, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.0790 [2020-11-16 13:21:59,662][root][INFO] - ===> Epoch[505](13188/26): Loss 0.1260, Sem 0.1260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.034e-01 Score 95.800 Data time: 0.3414, Forward time: 2.2625, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.3271 [2020-11-16 13:22:05,898][root][INFO] - ===> Epoch[505](13189/26): Loss 0.1372, Sem 0.1372, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.034e-01 Score 95.348 Data time: 0.1839, Forward time: 2.2625, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.1230 [2020-11-16 13:22:11,982][root][INFO] - ===> Epoch[505](13190/26): Loss 0.1487, Sem 0.1487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.033e-01 Score 94.957 Data time: 0.2471, Forward time: 2.2626, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.9825 [2020-11-16 13:22:17,820][root][INFO] - ===> Epoch[505](13191/26): Loss 0.1125, Sem 0.1125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.033e-01 Score 95.983 Data time: 0.1605, Forward time: 2.2625, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.7074 [2020-11-16 13:22:24,021][root][INFO] - ===> Epoch[505](13192/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.033e-01 Score 95.675 Data time: 0.2055, Forward time: 2.2625, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.1285 [2020-11-16 13:22:29,112][root][INFO] - ===> Epoch[505](13193/26): Loss 0.1336, Sem 0.1336, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.032e-01 Score 95.464 Data time: 0.1956, Forward time: 2.2625, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.9919 [2020-11-16 13:22:34,605][root][INFO] - ===> Epoch[505](13194/26): Loss 0.1174, Sem 0.1174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.032e-01 Score 95.948 Data time: 0.2364, Forward time: 2.2625, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.4144 [2020-11-16 13:22:40,587][root][INFO] - ===> Epoch[505](13195/26): Loss 0.1284, Sem 0.1284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.031e-01 Score 95.695 Data time: 0.1643, Forward time: 2.2625, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.8777 [2020-11-16 13:22:46,185][root][INFO] - ===> Epoch[505](13196/26): Loss 0.1315, Sem 0.1315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.031e-01 Score 95.619 Data time: 0.2162, Forward time: 2.2625, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.5087 [2020-11-16 13:22:52,725][root][INFO] - ===> Epoch[505](13197/26): Loss 0.1355, Sem 0.1355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.031e-01 Score 95.389 Data time: 0.3703, Forward time: 2.2626, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.4347 [2020-11-16 13:22:59,151][root][INFO] - ===> Epoch[505](13198/26): Loss 0.1467, Sem 0.1467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.030e-01 Score 95.235 Data time: 0.2903, Forward time: 2.2628, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.2999 [2020-11-16 13:23:04,974][root][INFO] - ===> Epoch[505](13199/26): Loss 0.1333, Sem 0.1333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.030e-01 Score 95.528 Data time: 0.2388, Forward time: 2.2628, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.6955 [2020-11-16 13:23:10,533][root][INFO] - ===> Epoch[505](13200/26): Loss 0.1178, Sem 0.1178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.029e-01 Score 95.990 Data time: 0.2281, Forward time: 2.2628, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.4409 [2020-11-16 13:23:17,109][root][INFO] - ===> Epoch[505](13201/26): Loss 0.1573, Sem 0.1573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.029e-01 Score 94.561 Data time: 0.1455, Forward time: 2.2627, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.4754 [2020-11-16 13:23:23,100][root][INFO] - ===> Epoch[505](13202/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.029e-01 Score 95.473 Data time: 0.1976, Forward time: 2.2627, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.9044 [2020-11-16 13:23:29,091][root][INFO] - ===> Epoch[506](13203/26): Loss 0.1410, Sem 0.1410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.028e-01 Score 95.071 Data time: 0.1720, Forward time: 2.2627, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.8927 [2020-11-16 13:23:34,624][root][INFO] - ===> Epoch[506](13204/26): Loss 0.1395, Sem 0.1395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.028e-01 Score 95.406 Data time: 0.1599, Forward time: 2.2627, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.4427 [2020-11-16 13:23:39,416][root][INFO] - ===> Epoch[506](13205/26): Loss 0.1370, Sem 0.1370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.027e-01 Score 95.602 Data time: 0.1974, Forward time: 2.2627, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.7087 [2020-11-16 13:23:44,075][root][INFO] - ===> Epoch[506](13206/26): Loss 0.1510, Sem 0.1510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.027e-01 Score 94.839 Data time: 0.2083, Forward time: 2.2627, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.5815 [2020-11-16 13:23:48,483][root][INFO] - ===> Epoch[506](13207/26): Loss 0.1248, Sem 0.1248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.027e-01 Score 95.665 Data time: 0.1523, Forward time: 2.2626, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.3272 [2020-11-16 13:23:53,776][root][INFO] - ===> Epoch[506](13208/26): Loss 0.1141, Sem 0.1141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.026e-01 Score 96.095 Data time: 0.1983, Forward time: 2.2626, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.2280 [2020-11-16 13:23:59,456][root][INFO] - ===> Epoch[506](13209/26): Loss 0.1597, Sem 0.1597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.026e-01 Score 95.142 Data time: 0.2240, Forward time: 2.2627, Backward time: 3.0422, DDP time: 0.0047, Total iter time: 5.5726 [2020-11-16 13:24:06,305][root][INFO] - ===> Epoch[506](13210/26): Loss 0.1266, Sem 0.1266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.025e-01 Score 95.496 Data time: 0.2130, Forward time: 2.2627, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 6.7420 [2020-11-16 13:24:13,687][root][INFO] - ===> Epoch[506](13211/26): Loss 0.1303, Sem 0.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.025e-01 Score 95.544 Data time: 0.2085, Forward time: 2.2627, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 7.2796 [2020-11-16 13:24:19,008][root][INFO] - ===> Epoch[506](13212/26): Loss 0.1473, Sem 0.1473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.024e-01 Score 94.903 Data time: 0.1649, Forward time: 2.2627, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.2263 [2020-11-16 13:24:24,433][root][INFO] - ===> Epoch[506](13213/26): Loss 0.1360, Sem 0.1360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.024e-01 Score 95.433 Data time: 0.1638, Forward time: 2.2626, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.3375 [2020-11-16 13:24:29,413][root][INFO] - ===> Epoch[506](13214/26): Loss 0.1400, Sem 0.1400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.024e-01 Score 95.587 Data time: 0.2175, Forward time: 2.2626, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.9037 [2020-11-16 13:24:33,933][root][INFO] - ===> Epoch[506](13215/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.023e-01 Score 95.910 Data time: 0.1841, Forward time: 2.2626, Backward time: 3.0423, DDP time: 0.0047, Total iter time: 4.4258 [2020-11-16 13:24:40,285][root][INFO] - ===> Epoch[506](13216/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.023e-01 Score 95.138 Data time: 0.1117, Forward time: 2.2625, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 6.2726 [2020-11-16 13:24:47,758][root][INFO] - ===> Epoch[506](13217/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.022e-01 Score 95.768 Data time: 0.1598, Forward time: 2.2624, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 7.4196 [2020-11-16 13:24:52,715][root][INFO] - ===> Epoch[506](13218/26): Loss 0.1200, Sem 0.1200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.022e-01 Score 95.951 Data time: 0.1555, Forward time: 2.2624, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.8762 [2020-11-16 13:24:57,800][root][INFO] - ===> Epoch[506](13219/26): Loss 0.1332, Sem 0.1332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.022e-01 Score 95.575 Data time: 0.1733, Forward time: 2.2623, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.0035 [2020-11-16 13:25:03,673][root][INFO] - ===> Epoch[506](13220/26): Loss 0.1314, Sem 0.1314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.021e-01 Score 95.691 Data time: 0.2458, Forward time: 2.2624, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.7811 [2020-11-16 13:25:09,410][root][INFO] - ===> Epoch[506](13221/26): Loss 0.1191, Sem 0.1191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.021e-01 Score 96.053 Data time: 0.1853, Forward time: 2.2624, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.6287 [2020-11-16 13:25:15,102][root][INFO] - ===> Epoch[506](13222/26): Loss 0.1335, Sem 0.1335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.020e-01 Score 95.706 Data time: 0.1677, Forward time: 2.2623, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.5856 [2020-11-16 13:25:21,619][root][INFO] - ===> Epoch[506](13223/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.020e-01 Score 95.172 Data time: 0.1879, Forward time: 2.2623, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.4332 [2020-11-16 13:25:27,585][root][INFO] - ===> Epoch[506](13224/26): Loss 0.1088, Sem 0.1088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.020e-01 Score 96.115 Data time: 0.1565, Forward time: 2.2623, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.8737 [2020-11-16 13:25:33,018][root][INFO] - ===> Epoch[506](13225/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.019e-01 Score 94.788 Data time: 0.1312, Forward time: 2.2622, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 5.3423 [2020-11-16 13:25:38,986][root][INFO] - ===> Epoch[506](13226/26): Loss 0.1284, Sem 0.1284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.019e-01 Score 95.619 Data time: 0.1645, Forward time: 2.2621, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.8984 [2020-11-16 13:25:44,547][root][INFO] - ===> Epoch[506](13227/26): Loss 0.1137, Sem 0.1137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.018e-01 Score 96.153 Data time: 0.1757, Forward time: 2.2621, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.4929 [2020-11-16 13:25:50,063][root][INFO] - ===> Epoch[506](13228/26): Loss 0.1379, Sem 0.1379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.018e-01 Score 95.261 Data time: 0.1872, Forward time: 2.2621, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.4282 [2020-11-16 13:25:54,859][root][INFO] - ===> Epoch[507](13229/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.018e-01 Score 95.229 Data time: 0.1840, Forward time: 2.2620, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 4.6932 [2020-11-16 13:26:00,063][root][INFO] - ===> Epoch[507](13230/26): Loss 0.1351, Sem 0.1351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.017e-01 Score 95.472 Data time: 0.2281, Forward time: 2.2621, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.1183 [2020-11-16 13:26:05,342][root][INFO] - ===> Epoch[507](13231/26): Loss 0.1220, Sem 0.1220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.017e-01 Score 96.067 Data time: 0.1595, Forward time: 2.2620, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.1777 [2020-11-16 13:26:12,206][root][INFO] - ===> Epoch[507](13232/26): Loss 0.1376, Sem 0.1376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.016e-01 Score 95.318 Data time: 0.3655, Forward time: 2.2622, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 6.7890 [2020-11-16 13:26:17,042][root][INFO] - ===> Epoch[507](13233/26): Loss 0.1462, Sem 0.1462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.016e-01 Score 95.298 Data time: 0.1644, Forward time: 2.2622, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 4.7218 [2020-11-16 13:26:22,296][root][INFO] - ===> Epoch[507](13234/26): Loss 0.1418, Sem 0.1418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.016e-01 Score 94.974 Data time: 0.1707, Forward time: 2.2622, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.1548 [2020-11-16 13:26:27,523][root][INFO] - ===> Epoch[507](13235/26): Loss 0.1479, Sem 0.1479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.015e-01 Score 95.200 Data time: 0.2480, Forward time: 2.2622, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.1605 [2020-11-16 13:26:33,459][root][INFO] - ===> Epoch[507](13236/26): Loss 0.1492, Sem 0.1492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.015e-01 Score 95.001 Data time: 0.2358, Forward time: 2.2623, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.8333 [2020-11-16 13:26:39,226][root][INFO] - ===> Epoch[507](13237/26): Loss 0.1422, Sem 0.1422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.014e-01 Score 95.004 Data time: 0.2288, Forward time: 2.2623, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6460 [2020-11-16 13:26:45,620][root][INFO] - ===> Epoch[507](13238/26): Loss 0.1390, Sem 0.1390, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.014e-01 Score 95.253 Data time: 0.2029, Forward time: 2.2624, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 6.2977 [2020-11-16 13:26:51,277][root][INFO] - ===> Epoch[507](13239/26): Loss 0.1610, Sem 0.1610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.014e-01 Score 94.782 Data time: 0.2466, Forward time: 2.2625, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.5704 [2020-11-16 13:26:56,891][root][INFO] - ===> Epoch[507](13240/26): Loss 0.1782, Sem 0.1782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.013e-01 Score 93.954 Data time: 0.1957, Forward time: 2.2625, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.4979 [2020-11-16 13:27:02,828][root][INFO] - ===> Epoch[507](13241/26): Loss 0.1317, Sem 0.1317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.013e-01 Score 95.580 Data time: 0.2742, Forward time: 2.2626, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.8626 [2020-11-16 13:27:07,912][root][INFO] - ===> Epoch[507](13242/26): Loss 0.1183, Sem 0.1183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.012e-01 Score 95.816 Data time: 0.1648, Forward time: 2.2626, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 4.9623 [2020-11-16 13:27:13,602][root][INFO] - ===> Epoch[507](13243/26): Loss 0.1342, Sem 0.1342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.012e-01 Score 95.469 Data time: 0.1751, Forward time: 2.2625, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.6220 [2020-11-16 13:27:19,927][root][INFO] - ===> Epoch[507](13244/26): Loss 0.1276, Sem 0.1276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.012e-01 Score 95.575 Data time: 0.1892, Forward time: 2.2625, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.2644 [2020-11-16 13:27:25,980][root][INFO] - ===> Epoch[507](13245/26): Loss 0.1523, Sem 0.1523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.011e-01 Score 94.937 Data time: 0.2998, Forward time: 2.2626, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.9531 [2020-11-16 13:27:30,743][root][INFO] - ===> Epoch[507](13246/26): Loss 0.1713, Sem 0.1713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.011e-01 Score 94.622 Data time: 0.2036, Forward time: 2.2626, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 4.6405 [2020-11-16 13:27:37,133][root][INFO] - ===> Epoch[507](13247/26): Loss 0.1616, Sem 0.1616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.010e-01 Score 94.611 Data time: 0.3309, Forward time: 2.2628, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 6.3143 [2020-11-16 13:27:43,126][root][INFO] - ===> Epoch[507](13248/26): Loss 0.1590, Sem 0.1590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.010e-01 Score 94.700 Data time: 0.1679, Forward time: 2.2627, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.8737 [2020-11-16 13:27:49,249][root][INFO] - ===> Epoch[507](13249/26): Loss 0.1326, Sem 0.1326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.010e-01 Score 95.605 Data time: 0.2103, Forward time: 2.2627, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.0508 [2020-11-16 13:27:54,807][root][INFO] - ===> Epoch[507](13250/26): Loss 0.1269, Sem 0.1269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.009e-01 Score 95.848 Data time: 0.1689, Forward time: 2.2627, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.4474 [2020-11-16 13:28:00,344][root][INFO] - ===> Epoch[507](13251/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.009e-01 Score 94.825 Data time: 0.1707, Forward time: 2.2626, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.4365 [2020-11-16 13:28:06,301][root][INFO] - ===> Epoch[507](13252/26): Loss 0.1515, Sem 0.1515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.008e-01 Score 94.879 Data time: 0.2429, Forward time: 2.2627, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.8887 [2020-11-16 13:28:12,545][root][INFO] - ===> Epoch[507](13253/26): Loss 0.1471, Sem 0.1471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.008e-01 Score 95.077 Data time: 0.2298, Forward time: 2.2628, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 6.1234 [2020-11-16 13:28:18,408][root][INFO] - ===> Epoch[507](13254/26): Loss 0.1900, Sem 0.1900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.008e-01 Score 93.721 Data time: 0.1819, Forward time: 2.2628, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.7447 [2020-11-16 13:28:23,574][root][INFO] - ===> Epoch[508](13255/26): Loss 0.1500, Sem 0.1500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.007e-01 Score 95.141 Data time: 0.2246, Forward time: 2.2629, Backward time: 3.0424, DDP time: 0.0047, Total iter time: 5.0777 [2020-11-16 13:28:28,850][root][INFO] - ===> Epoch[508](13256/26): Loss 0.1446, Sem 0.1446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.007e-01 Score 95.316 Data time: 0.1298, Forward time: 2.2628, Backward time: 3.0425, DDP time: 0.0047, Total iter time: 5.1653 [2020-11-16 13:28:34,897][root][INFO] - ===> Epoch[508](13257/26): Loss 0.1360, Sem 0.1360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.006e-01 Score 95.435 Data time: 0.1823, Forward time: 2.2627, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.9407 [2020-11-16 13:28:40,333][root][INFO] - ===> Epoch[508](13258/26): Loss 0.1710, Sem 0.1710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.006e-01 Score 94.250 Data time: 0.1674, Forward time: 2.2626, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.3479 [2020-11-16 13:28:45,923][root][INFO] - ===> Epoch[508](13259/26): Loss 0.1437, Sem 0.1437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.006e-01 Score 95.074 Data time: 0.1968, Forward time: 2.2626, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.5033 [2020-11-16 13:28:51,990][root][INFO] - ===> Epoch[508](13260/26): Loss 0.1473, Sem 0.1473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.005e-01 Score 94.967 Data time: 0.1840, Forward time: 2.2626, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.9721 [2020-11-16 13:28:57,762][root][INFO] - ===> Epoch[508](13261/26): Loss 0.1581, Sem 0.1581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.005e-01 Score 95.041 Data time: 0.1721, Forward time: 2.2626, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.6657 [2020-11-16 13:29:03,908][root][INFO] - ===> Epoch[508](13262/26): Loss 0.1463, Sem 0.1463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.004e-01 Score 95.212 Data time: 0.2344, Forward time: 2.2627, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 6.0633 [2020-11-16 13:29:09,076][root][INFO] - ===> Epoch[508](13263/26): Loss 0.1275, Sem 0.1275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.004e-01 Score 95.370 Data time: 0.2070, Forward time: 2.2627, Backward time: 3.0426, DDP time: 0.0047, Total iter time: 5.0550 [2020-11-16 13:29:15,055][root][INFO] - ===> Epoch[508](13264/26): Loss 0.1501, Sem 0.1501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.004e-01 Score 94.945 Data time: 0.1632, Forward time: 2.2626, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.8759 [2020-11-16 13:29:21,493][root][INFO] - ===> Epoch[508](13265/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.003e-01 Score 95.344 Data time: 0.1545, Forward time: 2.2626, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 6.3523 [2020-11-16 13:29:27,097][root][INFO] - ===> Epoch[508](13266/26): Loss 0.1403, Sem 0.1403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.003e-01 Score 95.330 Data time: 0.1821, Forward time: 2.2625, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.5428 [2020-11-16 13:29:32,095][root][INFO] - ===> Epoch[508](13267/26): Loss 0.1317, Sem 0.1317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.002e-01 Score 95.659 Data time: 0.2024, Forward time: 2.2626, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 4.9055 [2020-11-16 13:29:37,775][root][INFO] - ===> Epoch[508](13268/26): Loss 0.1642, Sem 0.1642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.002e-01 Score 94.820 Data time: 0.1836, Forward time: 2.2625, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.5876 [2020-11-16 13:29:43,235][root][INFO] - ===> Epoch[508](13269/26): Loss 0.1337, Sem 0.1337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.002e-01 Score 95.617 Data time: 0.1739, Forward time: 2.2624, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 5.3617 [2020-11-16 13:29:48,535][root][INFO] - ===> Epoch[508](13270/26): Loss 0.1554, Sem 0.1554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.001e-01 Score 95.044 Data time: 0.2388, Forward time: 2.2625, Backward time: 3.0428, DDP time: 0.0047, Total iter time: 5.2555 [2020-11-16 13:29:53,660][root][INFO] - ===> Epoch[508](13271/26): Loss 0.1437, Sem 0.1437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.001e-01 Score 95.303 Data time: 0.2304, Forward time: 2.2625, Backward time: 3.0427, DDP time: 0.0047, Total iter time: 5.0172 [2020-11-16 13:30:01,478][root][INFO] - ===> Epoch[508](13272/26): Loss 0.1542, Sem 0.1542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.000e-01 Score 94.879 Data time: 0.2234, Forward time: 2.2625, Backward time: 3.0429, DDP time: 0.0047, Total iter time: 7.7122 [2020-11-16 13:30:07,145][root][INFO] - ===> Epoch[508](13273/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.000e-01 Score 95.168 Data time: 0.1652, Forward time: 2.2625, Backward time: 3.0430, DDP time: 0.0047, Total iter time: 5.5672 [2020-11-16 13:30:13,599][root][INFO] - ===> Epoch[508](13274/26): Loss 0.1266, Sem 0.1266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.000e-01 Score 95.860 Data time: 0.1856, Forward time: 2.2625, Backward time: 3.0431, DDP time: 0.0047, Total iter time: 6.3789 [2020-11-16 13:30:19,436][root][INFO] - ===> Epoch[508](13275/26): Loss 0.1573, Sem 0.1573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.999e-01 Score 94.798 Data time: 0.1441, Forward time: 2.2624, Backward time: 3.0432, DDP time: 0.0047, Total iter time: 5.7463 [2020-11-16 13:30:26,623][root][INFO] - ===> Epoch[508](13276/26): Loss 0.1403, Sem 0.1403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.999e-01 Score 95.425 Data time: 0.1546, Forward time: 2.2624, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 7.1182 [2020-11-16 13:30:32,290][root][INFO] - ===> Epoch[508](13277/26): Loss 0.1152, Sem 0.1152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.998e-01 Score 95.968 Data time: 0.1057, Forward time: 2.2622, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.6150 [2020-11-16 13:30:37,111][root][INFO] - ===> Epoch[508](13278/26): Loss 0.1518, Sem 0.1518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.998e-01 Score 94.921 Data time: 0.1574, Forward time: 2.2621, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.7856 [2020-11-16 13:30:42,251][root][INFO] - ===> Epoch[508](13279/26): Loss 0.1295, Sem 0.1295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.998e-01 Score 95.713 Data time: 0.1808, Forward time: 2.2621, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.1054 [2020-11-16 13:30:47,358][root][INFO] - ===> Epoch[508](13280/26): Loss 0.1687, Sem 0.1687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.997e-01 Score 94.398 Data time: 0.2278, Forward time: 2.2621, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 5.0175 [2020-11-16 13:30:52,421][root][INFO] - ===> Epoch[509](13281/26): Loss 0.1451, Sem 0.1451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.997e-01 Score 95.288 Data time: 0.1882, Forward time: 2.2621, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.9447 [2020-11-16 13:30:58,532][root][INFO] - ===> Epoch[509](13282/26): Loss 0.1345, Sem 0.1345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.996e-01 Score 95.375 Data time: 0.1924, Forward time: 2.2621, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 6.0155 [2020-11-16 13:31:03,568][root][INFO] - ===> Epoch[509](13283/26): Loss 0.1551, Sem 0.1551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.996e-01 Score 94.780 Data time: 0.1510, Forward time: 2.2621, Backward time: 3.0434, DDP time: 0.0047, Total iter time: 4.9314 [2020-11-16 13:31:09,670][root][INFO] - ===> Epoch[509](13284/26): Loss 0.1712, Sem 0.1712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.996e-01 Score 94.499 Data time: 0.1510, Forward time: 2.2620, Backward time: 3.0435, DDP time: 0.0047, Total iter time: 6.0348 [2020-11-16 13:31:16,298][root][INFO] - ===> Epoch[509](13285/26): Loss 0.1222, Sem 0.1222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.995e-01 Score 95.999 Data time: 0.1792, Forward time: 2.2620, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.5472 [2020-11-16 13:31:21,711][root][INFO] - ===> Epoch[509](13286/26): Loss 0.1432, Sem 0.1432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.995e-01 Score 95.276 Data time: 0.2627, Forward time: 2.2620, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.3199 [2020-11-16 13:31:28,383][root][INFO] - ===> Epoch[509](13287/26): Loss 0.1599, Sem 0.1599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.994e-01 Score 94.605 Data time: 0.1646, Forward time: 2.2620, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.5399 [2020-11-16 13:31:33,975][root][INFO] - ===> Epoch[509](13288/26): Loss 0.1390, Sem 0.1390, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.994e-01 Score 95.431 Data time: 0.1576, Forward time: 2.2620, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.5024 [2020-11-16 13:31:39,214][root][INFO] - ===> Epoch[509](13289/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.994e-01 Score 95.430 Data time: 0.1913, Forward time: 2.2619, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.1370 [2020-11-16 13:31:44,566][root][INFO] - ===> Epoch[509](13290/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.993e-01 Score 94.405 Data time: 0.1850, Forward time: 2.2619, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.2581 [2020-11-16 13:31:49,280][root][INFO] - ===> Epoch[509](13291/26): Loss 0.1258, Sem 0.1258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.993e-01 Score 95.717 Data time: 0.1856, Forward time: 2.2619, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.6300 [2020-11-16 13:31:56,378][root][INFO] - ===> Epoch[509](13292/26): Loss 0.1378, Sem 0.1378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.992e-01 Score 95.463 Data time: 0.1886, Forward time: 2.2619, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 7.0046 [2020-11-16 13:32:01,627][root][INFO] - ===> Epoch[509](13293/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.992e-01 Score 95.530 Data time: 0.2179, Forward time: 2.2619, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.1374 [2020-11-16 13:32:08,141][root][INFO] - ===> Epoch[509](13294/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.992e-01 Score 95.451 Data time: 0.2117, Forward time: 2.2619, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.4090 [2020-11-16 13:32:12,915][root][INFO] - ===> Epoch[509](13295/26): Loss 0.1294, Sem 0.1294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.991e-01 Score 95.494 Data time: 0.1762, Forward time: 2.2619, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.6561 [2020-11-16 13:32:19,674][root][INFO] - ===> Epoch[509](13296/26): Loss 0.1314, Sem 0.1314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.991e-01 Score 95.539 Data time: 0.2431, Forward time: 2.2619, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.6617 [2020-11-16 13:32:24,894][root][INFO] - ===> Epoch[509](13297/26): Loss 0.1747, Sem 0.1747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.990e-01 Score 94.116 Data time: 0.2296, Forward time: 2.2620, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.1046 [2020-11-16 13:32:31,128][root][INFO] - ===> Epoch[509](13298/26): Loss 0.1267, Sem 0.1267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.990e-01 Score 95.621 Data time: 0.1996, Forward time: 2.2620, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.1386 [2020-11-16 13:32:37,845][root][INFO] - ===> Epoch[509](13299/26): Loss 0.1634, Sem 0.1634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.990e-01 Score 95.074 Data time: 0.2371, Forward time: 2.2620, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.6442 [2020-11-16 13:32:42,962][root][INFO] - ===> Epoch[509](13300/26): Loss 0.1362, Sem 0.1362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.989e-01 Score 95.552 Data time: 0.2010, Forward time: 2.2620, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.0141 [2020-11-16 13:32:49,037][root][INFO] - ===> Epoch[509](13301/26): Loss 0.1474, Sem 0.1474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.989e-01 Score 94.894 Data time: 0.2271, Forward time: 2.2620, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.9802 [2020-11-16 13:32:55,068][root][INFO] - ===> Epoch[509](13302/26): Loss 0.1181, Sem 0.1181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.988e-01 Score 96.010 Data time: 0.1683, Forward time: 2.2620, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.9306 [2020-11-16 13:32:59,533][root][INFO] - ===> Epoch[509](13303/26): Loss 0.1650, Sem 0.1650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.988e-01 Score 94.756 Data time: 0.1643, Forward time: 2.2619, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.3900 [2020-11-16 13:33:04,457][root][INFO] - ===> Epoch[509](13304/26): Loss 0.1575, Sem 0.1575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.988e-01 Score 94.539 Data time: 0.1881, Forward time: 2.2619, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.8490 [2020-11-16 13:33:09,569][root][INFO] - ===> Epoch[509](13305/26): Loss 0.1213, Sem 0.1213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.987e-01 Score 95.952 Data time: 0.1657, Forward time: 2.2619, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.0255 [2020-11-16 13:33:15,401][root][INFO] - ===> Epoch[509](13306/26): Loss 0.1305, Sem 0.1305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.987e-01 Score 95.433 Data time: 0.2164, Forward time: 2.2619, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.7552 [2020-11-16 13:33:21,580][root][INFO] - ===> Epoch[510](13307/26): Loss 0.1465, Sem 0.1465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.986e-01 Score 95.292 Data time: 0.1558, Forward time: 2.2619, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.0824 [2020-11-16 13:33:26,242][root][INFO] - ===> Epoch[510](13308/26): Loss 0.1343, Sem 0.1343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.986e-01 Score 95.419 Data time: 0.2008, Forward time: 2.2618, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 4.5908 [2020-11-16 13:33:31,784][root][INFO] - ===> Epoch[510](13309/26): Loss 0.1514, Sem 0.1514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.986e-01 Score 95.212 Data time: 0.2305, Forward time: 2.2619, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.4656 [2020-11-16 13:33:37,100][root][INFO] - ===> Epoch[510](13310/26): Loss 0.1329, Sem 0.1329, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.985e-01 Score 95.394 Data time: 0.1779, Forward time: 2.2619, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.2146 [2020-11-16 13:33:43,288][root][INFO] - ===> Epoch[510](13311/26): Loss 0.1650, Sem 0.1650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.985e-01 Score 94.547 Data time: 0.1412, Forward time: 2.2618, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 6.1220 [2020-11-16 13:33:49,109][root][INFO] - ===> Epoch[510](13312/26): Loss 0.1268, Sem 0.1268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.984e-01 Score 95.891 Data time: 0.1925, Forward time: 2.2618, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.7680 [2020-11-16 13:33:53,823][root][INFO] - ===> Epoch[510](13313/26): Loss 0.1429, Sem 0.1429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.984e-01 Score 95.168 Data time: 0.2035, Forward time: 2.2618, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.6194 [2020-11-16 13:33:59,867][root][INFO] - ===> Epoch[510](13314/26): Loss 0.1277, Sem 0.1277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.984e-01 Score 95.714 Data time: 0.1950, Forward time: 2.2618, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.9364 [2020-11-16 13:34:05,953][root][INFO] - ===> Epoch[510](13315/26): Loss 0.1268, Sem 0.1268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.983e-01 Score 95.848 Data time: 0.2391, Forward time: 2.2618, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.9806 [2020-11-16 13:34:11,593][root][INFO] - ===> Epoch[510](13316/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.983e-01 Score 95.250 Data time: 0.1544, Forward time: 2.2618, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.5203 [2020-11-16 13:34:16,356][root][INFO] - ===> Epoch[510](13317/26): Loss 0.1277, Sem 0.1277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.982e-01 Score 95.502 Data time: 0.1931, Forward time: 2.2618, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 4.6717 [2020-11-16 13:34:22,349][root][INFO] - ===> Epoch[510](13318/26): Loss 0.1490, Sem 0.1490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.982e-01 Score 95.463 Data time: 0.1723, Forward time: 2.2617, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.8986 [2020-11-16 13:34:28,404][root][INFO] - ===> Epoch[510](13319/26): Loss 0.1334, Sem 0.1334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.982e-01 Score 95.517 Data time: 0.2439, Forward time: 2.2618, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.9765 [2020-11-16 13:34:34,099][root][INFO] - ===> Epoch[510](13320/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.981e-01 Score 95.661 Data time: 0.1619, Forward time: 2.2617, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.6101 [2020-11-16 13:34:40,549][root][INFO] - ===> Epoch[510](13321/26): Loss 0.1460, Sem 0.1460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.981e-01 Score 95.161 Data time: 0.1940, Forward time: 2.2617, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.3717 [2020-11-16 13:34:46,657][root][INFO] - ===> Epoch[510](13322/26): Loss 0.1188, Sem 0.1188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.980e-01 Score 95.999 Data time: 0.2617, Forward time: 2.2618, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 6.0247 [2020-11-16 13:34:52,483][root][INFO] - ===> Epoch[510](13323/26): Loss 0.1267, Sem 0.1267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.980e-01 Score 95.707 Data time: 0.2683, Forward time: 2.2619, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.7095 [2020-11-16 13:34:58,095][root][INFO] - ===> Epoch[510](13324/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.980e-01 Score 95.292 Data time: 0.2425, Forward time: 2.2620, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.4924 [2020-11-16 13:35:03,270][root][INFO] - ===> Epoch[510](13325/26): Loss 0.1155, Sem 0.1155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.979e-01 Score 96.037 Data time: 0.2213, Forward time: 2.2620, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 5.0707 [2020-11-16 13:35:09,124][root][INFO] - ===> Epoch[510](13326/26): Loss 0.1350, Sem 0.1350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.979e-01 Score 95.540 Data time: 0.1636, Forward time: 2.2620, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.7554 [2020-11-16 13:35:15,302][root][INFO] - ===> Epoch[510](13327/26): Loss 0.1207, Sem 0.1207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.978e-01 Score 95.795 Data time: 0.2353, Forward time: 2.2620, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.1103 [2020-11-16 13:35:20,319][root][INFO] - ===> Epoch[510](13328/26): Loss 0.1245, Sem 0.1245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.978e-01 Score 95.691 Data time: 0.2059, Forward time: 2.2621, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 4.9025 [2020-11-16 13:35:26,420][root][INFO] - ===> Epoch[510](13329/26): Loss 0.1482, Sem 0.1482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.978e-01 Score 94.761 Data time: 0.2772, Forward time: 2.2622, Backward time: 3.0436, DDP time: 0.0047, Total iter time: 6.0091 [2020-11-16 13:35:32,894][root][INFO] - ===> Epoch[510](13330/26): Loss 0.1432, Sem 0.1432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.977e-01 Score 95.117 Data time: 0.1934, Forward time: 2.2622, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 6.3594 [2020-11-16 13:35:38,651][root][INFO] - ===> Epoch[510](13331/26): Loss 0.1319, Sem 0.1319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.977e-01 Score 95.514 Data time: 0.1773, Forward time: 2.2622, Backward time: 3.0437, DDP time: 0.0047, Total iter time: 5.6577 [2020-11-16 13:35:46,558][root][INFO] - ===> Epoch[510](13332/26): Loss 0.1343, Sem 0.1343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.976e-01 Score 95.456 Data time: 0.2550, Forward time: 2.2623, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 7.8196 [2020-11-16 13:35:53,330][root][INFO] - ===> Epoch[511](13333/26): Loss 0.1215, Sem 0.1215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.976e-01 Score 95.886 Data time: 0.1675, Forward time: 2.2622, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.6560 [2020-11-16 13:35:59,485][root][INFO] - ===> Epoch[511](13334/26): Loss 0.1354, Sem 0.1354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.976e-01 Score 95.445 Data time: 0.2059, Forward time: 2.2622, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.0786 [2020-11-16 13:36:04,419][root][INFO] - ===> Epoch[511](13335/26): Loss 0.1312, Sem 0.1312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.975e-01 Score 95.765 Data time: 0.1645, Forward time: 2.2621, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.8357 [2020-11-16 13:36:09,678][root][INFO] - ===> Epoch[511](13336/26): Loss 0.1204, Sem 0.1204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.975e-01 Score 95.799 Data time: 0.1505, Forward time: 2.2621, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.1644 [2020-11-16 13:36:14,442][root][INFO] - ===> Epoch[511](13337/26): Loss 0.1226, Sem 0.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.974e-01 Score 95.793 Data time: 0.1616, Forward time: 2.2620, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.6786 [2020-11-16 13:36:20,011][root][INFO] - ===> Epoch[511](13338/26): Loss 0.1214, Sem 0.1214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.974e-01 Score 95.911 Data time: 0.2531, Forward time: 2.2621, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.4841 [2020-11-16 13:36:25,306][root][INFO] - ===> Epoch[511](13339/26): Loss 0.1277, Sem 0.1277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.974e-01 Score 95.817 Data time: 0.1492, Forward time: 2.2620, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.1903 [2020-11-16 13:36:31,084][root][INFO] - ===> Epoch[511](13340/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.973e-01 Score 95.402 Data time: 0.1830, Forward time: 2.2620, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.6909 [2020-11-16 13:36:36,090][root][INFO] - ===> Epoch[511](13341/26): Loss 0.1281, Sem 0.1281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.973e-01 Score 95.657 Data time: 0.2076, Forward time: 2.2620, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.9205 [2020-11-16 13:36:42,323][root][INFO] - ===> Epoch[511](13342/26): Loss 0.1243, Sem 0.1243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.972e-01 Score 95.754 Data time: 0.2228, Forward time: 2.2620, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.1366 [2020-11-16 13:36:47,467][root][INFO] - ===> Epoch[511](13343/26): Loss 0.1215, Sem 0.1215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.972e-01 Score 95.867 Data time: 0.1689, Forward time: 2.2620, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.0418 [2020-11-16 13:36:52,290][root][INFO] - ===> Epoch[511](13344/26): Loss 0.1583, Sem 0.1583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.972e-01 Score 94.698 Data time: 0.1637, Forward time: 2.2620, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.7442 [2020-11-16 13:36:57,884][root][INFO] - ===> Epoch[511](13345/26): Loss 0.1391, Sem 0.1391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.971e-01 Score 95.661 Data time: 0.1759, Forward time: 2.2619, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.5255 [2020-11-16 13:37:05,519][root][INFO] - ===> Epoch[511](13346/26): Loss 0.1413, Sem 0.1413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.971e-01 Score 95.257 Data time: 0.4166, Forward time: 2.2621, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 7.5489 [2020-11-16 13:37:10,743][root][INFO] - ===> Epoch[511](13347/26): Loss 0.1265, Sem 0.1265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.970e-01 Score 96.079 Data time: 0.2301, Forward time: 2.2622, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.0921 [2020-11-16 13:37:16,596][root][INFO] - ===> Epoch[511](13348/26): Loss 0.1422, Sem 0.1422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.970e-01 Score 95.069 Data time: 0.2170, Forward time: 2.2622, Backward time: 3.0438, DDP time: 0.0047, Total iter time: 5.7386 [2020-11-16 13:37:23,121][root][INFO] - ===> Epoch[511](13349/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.969e-01 Score 94.910 Data time: 0.1702, Forward time: 2.2621, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 6.4440 [2020-11-16 13:37:29,471][root][INFO] - ===> Epoch[511](13350/26): Loss 0.1284, Sem 0.1284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.969e-01 Score 95.677 Data time: 0.1960, Forward time: 2.2621, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.2694 [2020-11-16 13:37:35,597][root][INFO] - ===> Epoch[511](13351/26): Loss 0.1325, Sem 0.1325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.969e-01 Score 95.617 Data time: 0.1506, Forward time: 2.2620, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.0467 [2020-11-16 13:37:40,763][root][INFO] - ===> Epoch[511](13352/26): Loss 0.1152, Sem 0.1152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.968e-01 Score 95.864 Data time: 0.1487, Forward time: 2.2619, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.0938 [2020-11-16 13:37:46,385][root][INFO] - ===> Epoch[511](13353/26): Loss 0.1287, Sem 0.1287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.968e-01 Score 95.519 Data time: 0.1764, Forward time: 2.2619, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.5504 [2020-11-16 13:37:52,418][root][INFO] - ===> Epoch[511](13354/26): Loss 0.1514, Sem 0.1514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.967e-01 Score 95.342 Data time: 0.2016, Forward time: 2.2619, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.9450 [2020-11-16 13:37:58,191][root][INFO] - ===> Epoch[511](13355/26): Loss 0.1059, Sem 0.1059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.967e-01 Score 96.314 Data time: 0.1792, Forward time: 2.2619, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.6626 [2020-11-16 13:38:04,039][root][INFO] - ===> Epoch[511](13356/26): Loss 0.1364, Sem 0.1364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.967e-01 Score 95.469 Data time: 0.1798, Forward time: 2.2619, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.7613 [2020-11-16 13:38:10,244][root][INFO] - ===> Epoch[511](13357/26): Loss 0.1286, Sem 0.1286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.966e-01 Score 95.715 Data time: 0.2368, Forward time: 2.2620, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.1118 [2020-11-16 13:38:15,622][root][INFO] - ===> Epoch[511](13358/26): Loss 0.1659, Sem 0.1659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.966e-01 Score 94.069 Data time: 0.1710, Forward time: 2.2619, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.2522 [2020-11-16 13:38:21,142][root][INFO] - ===> Epoch[512](13359/26): Loss 0.1522, Sem 0.1522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.965e-01 Score 94.707 Data time: 0.1741, Forward time: 2.2619, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.4484 [2020-11-16 13:38:27,992][root][INFO] - ===> Epoch[512](13360/26): Loss 0.1231, Sem 0.1231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.965e-01 Score 95.850 Data time: 0.2229, Forward time: 2.2619, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.7641 [2020-11-16 13:38:34,474][root][INFO] - ===> Epoch[512](13361/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.965e-01 Score 96.041 Data time: 0.2112, Forward time: 2.2619, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.3603 [2020-11-16 13:38:40,864][root][INFO] - ===> Epoch[512](13362/26): Loss 0.1244, Sem 0.1244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.964e-01 Score 95.615 Data time: 0.2054, Forward time: 2.2620, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.2708 [2020-11-16 13:38:46,220][root][INFO] - ===> Epoch[512](13363/26): Loss 0.1418, Sem 0.1418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.964e-01 Score 95.455 Data time: 0.2282, Forward time: 2.2620, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.2451 [2020-11-16 13:38:51,498][root][INFO] - ===> Epoch[512](13364/26): Loss 0.1267, Sem 0.1267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.963e-01 Score 95.459 Data time: 0.2063, Forward time: 2.2620, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.1594 [2020-11-16 13:38:56,685][root][INFO] - ===> Epoch[512](13365/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.963e-01 Score 95.994 Data time: 0.2529, Forward time: 2.2620, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.0982 [2020-11-16 13:39:02,150][root][INFO] - ===> Epoch[512](13366/26): Loss 0.1558, Sem 0.1558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.963e-01 Score 94.759 Data time: 0.1776, Forward time: 2.2620, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.3665 [2020-11-16 13:39:07,954][root][INFO] - ===> Epoch[512](13367/26): Loss 0.1496, Sem 0.1496, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.962e-01 Score 95.009 Data time: 0.1778, Forward time: 2.2620, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.7186 [2020-11-16 13:39:14,218][root][INFO] - ===> Epoch[512](13368/26): Loss 0.1294, Sem 0.1294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.962e-01 Score 95.792 Data time: 0.1644, Forward time: 2.2619, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.1820 [2020-11-16 13:39:19,430][root][INFO] - ===> Epoch[512](13369/26): Loss 0.1402, Sem 0.1402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.961e-01 Score 95.444 Data time: 0.2792, Forward time: 2.2620, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.1420 [2020-11-16 13:39:26,507][root][INFO] - ===> Epoch[512](13370/26): Loss 0.1330, Sem 0.1330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.961e-01 Score 95.530 Data time: 0.2416, Forward time: 2.2620, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.9606 [2020-11-16 13:39:31,204][root][INFO] - ===> Epoch[512](13371/26): Loss 0.1455, Sem 0.1455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.961e-01 Score 95.100 Data time: 0.2100, Forward time: 2.2620, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.5788 [2020-11-16 13:39:37,247][root][INFO] - ===> Epoch[512](13372/26): Loss 0.1584, Sem 0.1584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.960e-01 Score 94.781 Data time: 0.1542, Forward time: 2.2619, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.9341 [2020-11-16 13:39:42,442][root][INFO] - ===> Epoch[512](13373/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.960e-01 Score 95.612 Data time: 0.1686, Forward time: 2.2619, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.1063 [2020-11-16 13:39:47,398][root][INFO] - ===> Epoch[512](13374/26): Loss 0.1341, Sem 0.1341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.959e-01 Score 95.097 Data time: 0.1907, Forward time: 2.2619, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.8664 [2020-11-16 13:39:51,944][root][INFO] - ===> Epoch[512](13375/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.959e-01 Score 95.046 Data time: 0.1482, Forward time: 2.2618, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.4340 [2020-11-16 13:39:57,797][root][INFO] - ===> Epoch[512](13376/26): Loss 0.1473, Sem 0.1473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.959e-01 Score 94.828 Data time: 0.1534, Forward time: 2.2617, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.7823 [2020-11-16 13:40:04,028][root][INFO] - ===> Epoch[512](13377/26): Loss 0.1459, Sem 0.1459, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.958e-01 Score 95.091 Data time: 0.1515, Forward time: 2.2616, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.1508 [2020-11-16 13:40:10,701][root][INFO] - ===> Epoch[512](13378/26): Loss 0.1384, Sem 0.1384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.958e-01 Score 95.292 Data time: 0.1992, Forward time: 2.2617, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 6.6209 [2020-11-16 13:40:15,119][root][INFO] - ===> Epoch[512](13379/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.957e-01 Score 95.290 Data time: 0.1573, Forward time: 2.2616, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.2950 [2020-11-16 13:40:20,014][root][INFO] - ===> Epoch[512](13380/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.957e-01 Score 95.260 Data time: 0.2134, Forward time: 2.2616, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.8095 [2020-11-16 13:40:25,121][root][INFO] - ===> Epoch[512](13381/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.957e-01 Score 95.119 Data time: 0.2319, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.9991 [2020-11-16 13:40:31,495][root][INFO] - ===> Epoch[512](13382/26): Loss 0.1463, Sem 0.1463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.956e-01 Score 94.957 Data time: 0.1356, Forward time: 2.2615, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.2630 [2020-11-16 13:40:36,890][root][INFO] - ===> Epoch[512](13383/26): Loss 0.1399, Sem 0.1399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.956e-01 Score 95.360 Data time: 0.2287, Forward time: 2.2615, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.3203 [2020-11-16 13:40:42,447][root][INFO] - ===> Epoch[512](13384/26): Loss 0.1301, Sem 0.1301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.955e-01 Score 95.515 Data time: 0.2428, Forward time: 2.2616, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.4328 [2020-11-16 13:40:47,276][root][INFO] - ===> Epoch[513](13385/26): Loss 0.1113, Sem 0.1113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.955e-01 Score 96.193 Data time: 0.1817, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.7231 [2020-11-16 13:40:52,977][root][INFO] - ===> Epoch[513](13386/26): Loss 0.1356, Sem 0.1356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.955e-01 Score 95.855 Data time: 0.1978, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.6049 [2020-11-16 13:40:58,975][root][INFO] - ===> Epoch[513](13387/26): Loss 0.1254, Sem 0.1254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.954e-01 Score 95.531 Data time: 0.2771, Forward time: 2.2617, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.9019 [2020-11-16 13:41:04,304][root][INFO] - ===> Epoch[513](13388/26): Loss 0.1394, Sem 0.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.954e-01 Score 95.408 Data time: 0.1581, Forward time: 2.2617, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.1842 [2020-11-16 13:41:10,549][root][INFO] - ===> Epoch[513](13389/26): Loss 0.1218, Sem 0.1218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.953e-01 Score 96.114 Data time: 0.1890, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.1380 [2020-11-16 13:41:16,515][root][INFO] - ===> Epoch[513](13390/26): Loss 0.1173, Sem 0.1173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.953e-01 Score 96.116 Data time: 0.2020, Forward time: 2.2617, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.8703 [2020-11-16 13:41:21,614][root][INFO] - ===> Epoch[513](13391/26): Loss 0.1352, Sem 0.1352, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.953e-01 Score 95.457 Data time: 0.2061, Forward time: 2.2617, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.9791 [2020-11-16 13:41:27,609][root][INFO] - ===> Epoch[513](13392/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.952e-01 Score 95.238 Data time: 0.1989, Forward time: 2.2617, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.8930 [2020-11-16 13:41:32,984][root][INFO] - ===> Epoch[513](13393/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.952e-01 Score 95.498 Data time: 0.1162, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.2658 [2020-11-16 13:41:38,583][root][INFO] - ===> Epoch[513](13394/26): Loss 0.1129, Sem 0.1129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.951e-01 Score 96.095 Data time: 0.1981, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.5125 [2020-11-16 13:41:44,577][root][INFO] - ===> Epoch[513](13395/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.951e-01 Score 94.842 Data time: 0.2337, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.9041 [2020-11-16 13:41:49,774][root][INFO] - ===> Epoch[513](13396/26): Loss 0.1308, Sem 0.1308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.951e-01 Score 95.612 Data time: 0.1662, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.0891 [2020-11-16 13:41:55,326][root][INFO] - ===> Epoch[513](13397/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.950e-01 Score 95.199 Data time: 0.1996, Forward time: 2.2616, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.4446 [2020-11-16 13:42:00,558][root][INFO] - ===> Epoch[513](13398/26): Loss 0.1396, Sem 0.1396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.950e-01 Score 95.058 Data time: 0.1835, Forward time: 2.2615, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.1409 [2020-11-16 13:42:05,577][root][INFO] - ===> Epoch[513](13399/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.949e-01 Score 95.079 Data time: 0.2096, Forward time: 2.2615, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.9371 [2020-11-16 13:42:10,781][root][INFO] - ===> Epoch[513](13400/26): Loss 0.1270, Sem 0.1270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.949e-01 Score 95.979 Data time: 0.1861, Forward time: 2.2615, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.1073 [2020-11-16 13:42:16,159][root][INFO] - ===> Epoch[513](13401/26): Loss 0.1405, Sem 0.1405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.949e-01 Score 95.400 Data time: 0.1952, Forward time: 2.2615, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.2617 [2020-11-16 13:42:21,893][root][INFO] - ===> Epoch[513](13402/26): Loss 0.1420, Sem 0.1420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.948e-01 Score 95.032 Data time: 0.2253, Forward time: 2.2615, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.6217 [2020-11-16 13:42:26,892][root][INFO] - ===> Epoch[513](13403/26): Loss 0.1257, Sem 0.1257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.948e-01 Score 95.918 Data time: 0.1252, Forward time: 2.2614, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.9058 [2020-11-16 13:42:33,276][root][INFO] - ===> Epoch[513](13404/26): Loss 0.1449, Sem 0.1449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.947e-01 Score 94.882 Data time: 0.1696, Forward time: 2.2613, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.3020 [2020-11-16 13:42:39,806][root][INFO] - ===> Epoch[513](13405/26): Loss 0.1253, Sem 0.1253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.947e-01 Score 95.716 Data time: 0.1447, Forward time: 2.2613, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.4330 [2020-11-16 13:42:45,499][root][INFO] - ===> Epoch[513](13406/26): Loss 0.1399, Sem 0.1399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.947e-01 Score 95.436 Data time: 0.2313, Forward time: 2.2613, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.6139 [2020-11-16 13:42:50,698][root][INFO] - ===> Epoch[513](13407/26): Loss 0.1257, Sem 0.1257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.946e-01 Score 95.544 Data time: 0.2024, Forward time: 2.2613, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.1050 [2020-11-16 13:42:56,410][root][INFO] - ===> Epoch[513](13408/26): Loss 0.1482, Sem 0.1482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.946e-01 Score 94.763 Data time: 0.1976, Forward time: 2.2613, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.6065 [2020-11-16 13:43:01,417][root][INFO] - ===> Epoch[513](13409/26): Loss 0.1251, Sem 0.1251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.945e-01 Score 95.660 Data time: 0.1633, Forward time: 2.2613, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.9041 [2020-11-16 13:43:07,099][root][INFO] - ===> Epoch[513](13410/26): Loss 0.1319, Sem 0.1319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.945e-01 Score 95.493 Data time: 0.1606, Forward time: 2.2612, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.5975 [2020-11-16 13:43:12,278][root][INFO] - ===> Epoch[514](13411/26): Loss 0.1689, Sem 0.1689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.945e-01 Score 94.322 Data time: 0.2381, Forward time: 2.2612, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.1024 [2020-11-16 13:43:17,650][root][INFO] - ===> Epoch[514](13412/26): Loss 0.1320, Sem 0.1320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.944e-01 Score 95.405 Data time: 0.1673, Forward time: 2.2612, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.2697 [2020-11-16 13:43:23,874][root][INFO] - ===> Epoch[514](13413/26): Loss 0.1390, Sem 0.1390, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.944e-01 Score 94.997 Data time: 0.1804, Forward time: 2.2612, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.1468 [2020-11-16 13:43:28,977][root][INFO] - ===> Epoch[514](13414/26): Loss 0.1138, Sem 0.1138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.943e-01 Score 96.289 Data time: 0.1642, Forward time: 2.2612, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.0136 [2020-11-16 13:43:34,352][root][INFO] - ===> Epoch[514](13415/26): Loss 0.1219, Sem 0.1219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.943e-01 Score 95.895 Data time: 0.1905, Forward time: 2.2612, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.2898 [2020-11-16 13:43:40,346][root][INFO] - ===> Epoch[514](13416/26): Loss 0.1296, Sem 0.1296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.943e-01 Score 95.504 Data time: 0.2329, Forward time: 2.2612, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.9002 [2020-11-16 13:43:45,092][root][INFO] - ===> Epoch[514](13417/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.942e-01 Score 95.084 Data time: 0.2162, Forward time: 2.2612, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.6157 [2020-11-16 13:43:50,511][root][INFO] - ===> Epoch[514](13418/26): Loss 0.1308, Sem 0.1308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.942e-01 Score 95.561 Data time: 0.2055, Forward time: 2.2613, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.3167 [2020-11-16 13:43:55,316][root][INFO] - ===> Epoch[514](13419/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.941e-01 Score 95.834 Data time: 0.1832, Forward time: 2.2612, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.7027 [2020-11-16 13:44:00,931][root][INFO] - ===> Epoch[514](13420/26): Loss 0.1331, Sem 0.1331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.941e-01 Score 95.546 Data time: 0.1517, Forward time: 2.2611, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.5502 [2020-11-16 13:44:06,799][root][INFO] - ===> Epoch[514](13421/26): Loss 0.1271, Sem 0.1271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.941e-01 Score 95.797 Data time: 0.1634, Forward time: 2.2611, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.8076 [2020-11-16 13:44:13,066][root][INFO] - ===> Epoch[514](13422/26): Loss 0.1363, Sem 0.1363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.940e-01 Score 95.737 Data time: 0.1939, Forward time: 2.2611, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.1877 [2020-11-16 13:44:19,674][root][INFO] - ===> Epoch[514](13423/26): Loss 0.1424, Sem 0.1424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.940e-01 Score 95.700 Data time: 0.2544, Forward time: 2.2612, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.5344 [2020-11-16 13:44:24,449][root][INFO] - ===> Epoch[514](13424/26): Loss 0.1561, Sem 0.1561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.939e-01 Score 94.860 Data time: 0.1829, Forward time: 2.2612, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.6691 [2020-11-16 13:44:29,839][root][INFO] - ===> Epoch[514](13425/26): Loss 0.1290, Sem 0.1290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.939e-01 Score 95.821 Data time: 0.2073, Forward time: 2.2612, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.3149 [2020-11-16 13:44:35,688][root][INFO] - ===> Epoch[514](13426/26): Loss 0.1243, Sem 0.1243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.939e-01 Score 95.775 Data time: 0.1958, Forward time: 2.2612, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.7663 [2020-11-16 13:44:42,172][root][INFO] - ===> Epoch[514](13427/26): Loss 0.1391, Sem 0.1391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.938e-01 Score 95.189 Data time: 0.2233, Forward time: 2.2612, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.3922 [2020-11-16 13:44:49,335][root][INFO] - ===> Epoch[514](13428/26): Loss 0.1342, Sem 0.1342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.938e-01 Score 95.354 Data time: 0.3750, Forward time: 2.2614, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 7.0833 [2020-11-16 13:44:55,249][root][INFO] - ===> Epoch[514](13429/26): Loss 0.1527, Sem 0.1527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.937e-01 Score 94.817 Data time: 0.1944, Forward time: 2.2614, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.7991 [2020-11-16 13:45:00,666][root][INFO] - ===> Epoch[514](13430/26): Loss 0.1189, Sem 0.1189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.937e-01 Score 96.052 Data time: 0.1654, Forward time: 2.2613, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.3114 [2020-11-16 13:45:06,259][root][INFO] - ===> Epoch[514](13431/26): Loss 0.1212, Sem 0.1212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.937e-01 Score 95.752 Data time: 0.1523, Forward time: 2.2613, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.5555 [2020-11-16 13:45:12,204][root][INFO] - ===> Epoch[514](13432/26): Loss 0.1312, Sem 0.1312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.936e-01 Score 95.540 Data time: 0.1613, Forward time: 2.2612, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.8805 [2020-11-16 13:45:17,819][root][INFO] - ===> Epoch[514](13433/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.936e-01 Score 95.448 Data time: 0.1760, Forward time: 2.2612, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.5419 [2020-11-16 13:45:22,475][root][INFO] - ===> Epoch[514](13434/26): Loss 0.1293, Sem 0.1293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.935e-01 Score 95.511 Data time: 0.1588, Forward time: 2.2611, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.5696 [2020-11-16 13:45:29,410][root][INFO] - ===> Epoch[514](13435/26): Loss 0.1475, Sem 0.1475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.935e-01 Score 95.190 Data time: 0.1788, Forward time: 2.2611, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.8823 [2020-11-16 13:45:34,214][root][INFO] - ===> Epoch[514](13436/26): Loss 0.1165, Sem 0.1165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.935e-01 Score 96.007 Data time: 0.1994, Forward time: 2.2611, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.7134 [2020-11-16 13:45:39,351][root][INFO] - ===> Epoch[515](13437/26): Loss 0.1301, Sem 0.1301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.934e-01 Score 95.450 Data time: 0.2184, Forward time: 2.2611, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.0419 [2020-11-16 13:45:45,194][root][INFO] - ===> Epoch[515](13438/26): Loss 0.1210, Sem 0.1210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.934e-01 Score 95.735 Data time: 0.1852, Forward time: 2.2611, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.7389 [2020-11-16 13:45:51,545][root][INFO] - ===> Epoch[515](13439/26): Loss 0.1443, Sem 0.1443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.933e-01 Score 95.250 Data time: 0.1168, Forward time: 2.2610, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.2616 [2020-11-16 13:45:57,284][root][INFO] - ===> Epoch[515](13440/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.933e-01 Score 95.855 Data time: 0.1769, Forward time: 2.2610, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.6789 [2020-11-16 13:46:03,064][root][INFO] - ===> Epoch[515](13441/26): Loss 0.1135, Sem 0.1135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.932e-01 Score 96.183 Data time: 0.2298, Forward time: 2.2610, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.6865 [2020-11-16 13:46:08,467][root][INFO] - ===> Epoch[515](13442/26): Loss 0.1292, Sem 0.1292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.932e-01 Score 95.590 Data time: 0.1732, Forward time: 2.2610, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.2871 [2020-11-16 13:46:13,561][root][INFO] - ===> Epoch[515](13443/26): Loss 0.1126, Sem 0.1126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.932e-01 Score 96.126 Data time: 0.1945, Forward time: 2.2609, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.9937 [2020-11-16 13:46:18,265][root][INFO] - ===> Epoch[515](13444/26): Loss 0.1274, Sem 0.1274, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.931e-01 Score 95.842 Data time: 0.2149, Forward time: 2.2610, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.6044 [2020-11-16 13:46:23,559][root][INFO] - ===> Epoch[515](13445/26): Loss 0.1417, Sem 0.1417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.931e-01 Score 95.258 Data time: 0.1531, Forward time: 2.2609, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.1889 [2020-11-16 13:46:28,352][root][INFO] - ===> Epoch[515](13446/26): Loss 0.1486, Sem 0.1486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.930e-01 Score 95.234 Data time: 0.1905, Forward time: 2.2609, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.6757 [2020-11-16 13:46:33,734][root][INFO] - ===> Epoch[515](13447/26): Loss 0.1125, Sem 0.1125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.930e-01 Score 96.413 Data time: 0.2382, Forward time: 2.2609, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.2917 [2020-11-16 13:46:39,830][root][INFO] - ===> Epoch[515](13448/26): Loss 0.1205, Sem 0.1205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.930e-01 Score 95.623 Data time: 0.2170, Forward time: 2.2610, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.9998 [2020-11-16 13:46:44,906][root][INFO] - ===> Epoch[515](13449/26): Loss 0.1333, Sem 0.1333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.929e-01 Score 95.354 Data time: 0.1856, Forward time: 2.2609, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.9641 [2020-11-16 13:46:49,621][root][INFO] - ===> Epoch[515](13450/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.929e-01 Score 95.330 Data time: 0.0982, Forward time: 2.2608, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.6240 [2020-11-16 13:46:54,361][root][INFO] - ===> Epoch[515](13451/26): Loss 0.1293, Sem 0.1293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.928e-01 Score 95.462 Data time: 0.1402, Forward time: 2.2607, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.7090 [2020-11-16 13:47:00,388][root][INFO] - ===> Epoch[515](13452/26): Loss 0.1251, Sem 0.1251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.928e-01 Score 95.924 Data time: 0.2558, Forward time: 2.2608, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.9671 [2020-11-16 13:47:06,622][root][INFO] - ===> Epoch[515](13453/26): Loss 0.1434, Sem 0.1434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.928e-01 Score 95.014 Data time: 0.1590, Forward time: 2.2608, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.1210 [2020-11-16 13:47:12,822][root][INFO] - ===> Epoch[515](13454/26): Loss 0.1478, Sem 0.1478, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.927e-01 Score 94.892 Data time: 0.1901, Forward time: 2.2607, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.1251 [2020-11-16 13:47:18,941][root][INFO] - ===> Epoch[515](13455/26): Loss 0.1245, Sem 0.1245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.927e-01 Score 95.675 Data time: 0.2290, Forward time: 2.2608, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.0168 [2020-11-16 13:47:24,459][root][INFO] - ===> Epoch[515](13456/26): Loss 0.1293, Sem 0.1293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.926e-01 Score 95.599 Data time: 0.2214, Forward time: 2.2609, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.4091 [2020-11-16 13:47:29,239][root][INFO] - ===> Epoch[515](13457/26): Loss 0.1202, Sem 0.1202, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.926e-01 Score 95.934 Data time: 0.1854, Forward time: 2.2608, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.6731 [2020-11-16 13:47:34,408][root][INFO] - ===> Epoch[515](13458/26): Loss 0.1179, Sem 0.1179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.926e-01 Score 96.020 Data time: 0.2005, Forward time: 2.2608, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.0640 [2020-11-16 13:47:39,842][root][INFO] - ===> Epoch[515](13459/26): Loss 0.1399, Sem 0.1399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.925e-01 Score 95.167 Data time: 0.2433, Forward time: 2.2609, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.3156 [2020-11-16 13:47:44,821][root][INFO] - ===> Epoch[515](13460/26): Loss 0.1140, Sem 0.1140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.925e-01 Score 96.126 Data time: 0.1709, Forward time: 2.2609, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.8721 [2020-11-16 13:47:50,703][root][INFO] - ===> Epoch[515](13461/26): Loss 0.1361, Sem 0.1361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.924e-01 Score 95.521 Data time: 0.2020, Forward time: 2.2608, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.7801 [2020-11-16 13:47:56,568][root][INFO] - ===> Epoch[515](13462/26): Loss 0.1455, Sem 0.1455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.924e-01 Score 94.894 Data time: 0.2678, Forward time: 2.2610, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.7967 [2020-11-16 13:48:02,795][root][INFO] - ===> Epoch[516](13463/26): Loss 0.1571, Sem 0.1571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.924e-01 Score 94.808 Data time: 0.1370, Forward time: 2.2609, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.0923 [2020-11-16 13:48:08,653][root][INFO] - ===> Epoch[516](13464/26): Loss 0.1331, Sem 0.1331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.923e-01 Score 95.368 Data time: 0.1879, Forward time: 2.2608, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.7696 [2020-11-16 13:48:13,936][root][INFO] - ===> Epoch[516](13465/26): Loss 0.1285, Sem 0.1285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.923e-01 Score 95.778 Data time: 0.1721, Forward time: 2.2608, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.1895 [2020-11-16 13:48:19,377][root][INFO] - ===> Epoch[516](13466/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.922e-01 Score 95.747 Data time: 0.2047, Forward time: 2.2608, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.3881 [2020-11-16 13:48:24,820][root][INFO] - ===> Epoch[516](13467/26): Loss 0.1400, Sem 0.1400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.922e-01 Score 95.196 Data time: 0.1781, Forward time: 2.2608, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.3442 [2020-11-16 13:48:31,342][root][INFO] - ===> Epoch[516](13468/26): Loss 0.1396, Sem 0.1396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.922e-01 Score 95.204 Data time: 0.1630, Forward time: 2.2607, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.4185 [2020-11-16 13:48:36,376][root][INFO] - ===> Epoch[516](13469/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.921e-01 Score 95.256 Data time: 0.1640, Forward time: 2.2607, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.9554 [2020-11-16 13:48:42,516][root][INFO] - ===> Epoch[516](13470/26): Loss 0.1975, Sem 0.1975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.921e-01 Score 94.083 Data time: 0.3372, Forward time: 2.2608, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.0719 [2020-11-16 13:48:47,668][root][INFO] - ===> Epoch[516](13471/26): Loss 0.1454, Sem 0.1454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.920e-01 Score 94.995 Data time: 0.2282, Forward time: 2.2609, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.0372 [2020-11-16 13:48:52,542][root][INFO] - ===> Epoch[516](13472/26): Loss 0.1142, Sem 0.1142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.920e-01 Score 96.222 Data time: 0.2550, Forward time: 2.2609, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.7681 [2020-11-16 13:48:58,519][root][INFO] - ===> Epoch[516](13473/26): Loss 0.1335, Sem 0.1335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.920e-01 Score 95.441 Data time: 0.2400, Forward time: 2.2610, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.8712 [2020-11-16 13:49:05,153][root][INFO] - ===> Epoch[516](13474/26): Loss 0.1359, Sem 0.1359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.919e-01 Score 95.339 Data time: 0.3383, Forward time: 2.2611, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.5168 [2020-11-16 13:49:11,050][root][INFO] - ===> Epoch[516](13475/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.919e-01 Score 95.212 Data time: 0.1934, Forward time: 2.2611, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.7834 [2020-11-16 13:49:15,715][root][INFO] - ===> Epoch[516](13476/26): Loss 0.1449, Sem 0.1449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.918e-01 Score 95.367 Data time: 0.1599, Forward time: 2.2611, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 4.5686 [2020-11-16 13:49:21,288][root][INFO] - ===> Epoch[516](13477/26): Loss 0.1453, Sem 0.1453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.918e-01 Score 95.128 Data time: 0.1700, Forward time: 2.2610, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5207 [2020-11-16 13:49:27,112][root][INFO] - ===> Epoch[516](13478/26): Loss 0.1310, Sem 0.1310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.918e-01 Score 95.755 Data time: 0.1827, Forward time: 2.2610, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.7484 [2020-11-16 13:49:33,383][root][INFO] - ===> Epoch[516](13479/26): Loss 0.1213, Sem 0.1213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.917e-01 Score 95.992 Data time: 0.3354, Forward time: 2.2611, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.1849 [2020-11-16 13:49:39,901][root][INFO] - ===> Epoch[516](13480/26): Loss 0.1659, Sem 0.1659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.917e-01 Score 94.619 Data time: 0.1800, Forward time: 2.2611, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.3898 [2020-11-16 13:49:46,220][root][INFO] - ===> Epoch[516](13481/26): Loss 0.1533, Sem 0.1533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.916e-01 Score 94.484 Data time: 0.1933, Forward time: 2.2611, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.2141 [2020-11-16 13:49:52,000][root][INFO] - ===> Epoch[516](13482/26): Loss 0.1218, Sem 0.1218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.916e-01 Score 95.889 Data time: 0.2192, Forward time: 2.2611, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.6812 [2020-11-16 13:49:57,247][root][INFO] - ===> Epoch[516](13483/26): Loss 0.1317, Sem 0.1317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.916e-01 Score 95.569 Data time: 0.2319, Forward time: 2.2612, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.1375 [2020-11-16 13:50:03,091][root][INFO] - ===> Epoch[516](13484/26): Loss 0.1305, Sem 0.1305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.915e-01 Score 95.556 Data time: 0.1448, Forward time: 2.2611, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.7541 [2020-11-16 13:50:09,032][root][INFO] - ===> Epoch[516](13485/26): Loss 0.1126, Sem 0.1126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.915e-01 Score 96.103 Data time: 0.2199, Forward time: 2.2611, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.8605 [2020-11-16 13:50:13,609][root][INFO] - ===> Epoch[516](13486/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.914e-01 Score 94.611 Data time: 0.1500, Forward time: 2.2611, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.4571 [2020-11-16 13:50:18,478][root][INFO] - ===> Epoch[516](13487/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.914e-01 Score 95.573 Data time: 0.1449, Forward time: 2.2610, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.8034 [2020-11-16 13:50:24,093][root][INFO] - ===> Epoch[516](13488/26): Loss 0.1394, Sem 0.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.914e-01 Score 95.452 Data time: 0.1539, Forward time: 2.2609, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.5074 [2020-11-16 13:50:29,311][root][INFO] - ===> Epoch[517](13489/26): Loss 0.1698, Sem 0.1698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.913e-01 Score 94.165 Data time: 0.1973, Forward time: 2.2609, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.1605 [2020-11-16 13:50:34,893][root][INFO] - ===> Epoch[517](13490/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.913e-01 Score 94.765 Data time: 0.2612, Forward time: 2.2609, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.4837 [2020-11-16 13:50:39,540][root][INFO] - ===> Epoch[517](13491/26): Loss 0.1391, Sem 0.1391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.912e-01 Score 95.144 Data time: 0.1814, Forward time: 2.2609, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 4.5384 [2020-11-16 13:50:45,102][root][INFO] - ===> Epoch[517](13492/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.912e-01 Score 95.220 Data time: 0.1870, Forward time: 2.2609, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.4722 [2020-11-16 13:50:51,970][root][INFO] - ===> Epoch[517](13493/26): Loss 0.1318, Sem 0.1318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.912e-01 Score 95.582 Data time: 0.1884, Forward time: 2.2609, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.7611 [2020-11-16 13:50:57,376][root][INFO] - ===> Epoch[517](13494/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.911e-01 Score 94.652 Data time: 0.1511, Forward time: 2.2609, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.3033 [2020-11-16 13:51:02,743][root][INFO] - ===> Epoch[517](13495/26): Loss 0.1467, Sem 0.1467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.911e-01 Score 95.016 Data time: 0.2127, Forward time: 2.2609, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.2850 [2020-11-16 13:51:08,070][root][INFO] - ===> Epoch[517](13496/26): Loss 0.1220, Sem 0.1220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.910e-01 Score 95.565 Data time: 0.1856, Forward time: 2.2608, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.2263 [2020-11-16 13:51:13,726][root][INFO] - ===> Epoch[517](13497/26): Loss 0.1581, Sem 0.1581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.910e-01 Score 94.883 Data time: 0.2208, Forward time: 2.2609, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5735 [2020-11-16 13:51:18,918][root][INFO] - ===> Epoch[517](13498/26): Loss 0.1205, Sem 0.1205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.910e-01 Score 95.997 Data time: 0.1568, Forward time: 2.2608, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.0898 [2020-11-16 13:51:24,735][root][INFO] - ===> Epoch[517](13499/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.909e-01 Score 95.247 Data time: 0.1290, Forward time: 2.2607, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.7434 [2020-11-16 13:51:30,786][root][INFO] - ===> Epoch[517](13500/26): Loss 0.1438, Sem 0.1438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.909e-01 Score 95.176 Data time: 0.1928, Forward time: 2.2607, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.9899 [2020-11-16 13:51:31,417][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 13:51:31,545][root][INFO] - ===> Start testing [2020-11-16 13:52:47,952][root][INFO] - 101/312: Data time: 0.0059, Iter time: 0.3455 Loss 0.541 (AVG: 0.468) Score 86.328 (AVG: 88.748) mIOU 70.201 mAP 76.096 mAcc 79.168 IOU: 84.967 96.562 62.102 81.175 87.623 79.702 69.193 56.501 56.906 77.722 26.437 68.916 67.802 76.138 64.168 65.521 89.909 52.812 88.640 51.228 mAP: 81.312 96.667 63.394 81.168 89.904 82.578 73.073 66.340 67.528 69.901 53.065 63.147 72.332 78.335 73.347 93.410 92.657 79.539 81.934 62.298 mAcc: 94.473 98.730 78.739 90.571 94.285 91.948 79.429 68.532 75.021 85.603 29.139 76.181 88.024 85.009 73.615 76.903 90.851 57.890 92.397 56.011 [2020-11-16 13:54:04,861][root][INFO] - 201/312: Data time: 0.0055, Iter time: 0.1438 Loss 0.294 (AVG: 0.470) Score 89.986 (AVG: 88.773) mIOU 70.179 mAP 76.559 mAcc 79.145 IOU: 84.532 96.200 60.834 77.801 89.197 79.589 71.999 57.860 55.131 79.369 30.755 62.753 65.821 74.635 54.892 73.296 92.215 54.438 92.178 50.080 mAP: 80.906 97.100 62.925 75.621 89.810 80.939 73.151 68.863 67.104 73.847 52.506 66.274 74.140 77.967 67.491 94.548 94.997 81.239 86.836 64.912 mAcc: 94.616 98.730 76.636 85.665 94.850 93.660 80.049 69.999 71.573 90.848 34.359 72.386 87.649 82.327 62.016 84.303 92.917 61.426 95.109 53.790 [2020-11-16 13:55:22,295][root][INFO] - 301/312: Data time: 0.0040, Iter time: 0.2337 Loss 0.929 (AVG: 0.476) Score 73.626 (AVG: 88.654) mIOU 69.445 mAP 75.854 mAcc 78.438 IOU: 84.140 96.384 60.480 78.345 89.241 79.924 72.345 61.266 55.865 78.097 24.329 64.864 61.453 71.167 56.162 66.493 89.952 58.201 89.349 50.835 mAP: 79.843 96.831 63.459 75.803 89.006 80.873 72.256 72.378 67.145 75.202 49.304 62.450 69.673 77.877 69.588 91.489 96.067 81.408 83.025 63.403 mAcc: 94.017 98.821 77.240 84.887 94.829 93.492 81.082 73.821 71.739 91.215 26.690 74.123 83.297 81.531 64.231 73.384 90.504 66.477 93.011 54.374 [2020-11-16 13:55:31,658][root][INFO] - 312/312: Data time: 0.0019, Iter time: 0.2460 Loss 0.194 (AVG: 0.465) Score 92.453 (AVG: 88.843) mIOU 69.717 mAP 75.981 mAcc 78.639 IOU: 84.215 96.358 60.415 78.471 89.690 79.924 73.258 61.433 57.006 78.117 24.329 64.993 61.958 71.148 56.102 66.493 89.914 60.099 89.349 51.063 mAP: 79.938 96.893 63.421 76.180 89.237 80.873 72.701 71.562 67.530 75.130 49.304 62.555 70.063 77.877 69.588 91.489 96.185 81.866 83.025 64.194 mAcc: 93.967 98.811 76.994 84.975 94.966 93.492 81.691 74.109 72.885 90.931 26.690 74.175 83.572 81.531 64.231 73.384 90.445 68.194 93.011 54.725 [2020-11-16 13:55:31,659][root][INFO] - Finished test. Elapsed time: 240.1128 [2020-11-16 13:55:31,754][root][INFO] - Current best mIoU: 69.998 at iter 12000 [2020-11-16 13:55:35,201][root][INFO] - ===> Epoch[517](13501/26): Loss 0.1383, Sem 0.1383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.908e-01 Score 95.542 Data time: 0.1255, Forward time: 2.2606, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 3.4405 [2020-11-16 13:55:41,616][root][INFO] - ===> Epoch[517](13502/26): Loss 0.1382, Sem 0.1382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.908e-01 Score 95.383 Data time: 0.1784, Forward time: 2.2606, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 6.3326 [2020-11-16 13:55:46,055][root][INFO] - ===> Epoch[517](13503/26): Loss 0.1113, Sem 0.1113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.908e-01 Score 96.199 Data time: 0.1699, Forward time: 2.2605, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.3207 [2020-11-16 13:55:53,293][root][INFO] - ===> Epoch[517](13504/26): Loss 0.1452, Sem 0.1452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.907e-01 Score 95.072 Data time: 0.3895, Forward time: 2.2607, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 7.1530 [2020-11-16 13:55:58,604][root][INFO] - ===> Epoch[517](13505/26): Loss 0.1199, Sem 0.1199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.907e-01 Score 95.846 Data time: 0.2292, Forward time: 2.2608, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.1856 [2020-11-16 13:56:03,608][root][INFO] - ===> Epoch[517](13506/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.906e-01 Score 94.726 Data time: 0.2301, Forward time: 2.2608, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.8908 [2020-11-16 13:56:08,979][root][INFO] - ===> Epoch[517](13507/26): Loss 0.1343, Sem 0.1343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.906e-01 Score 95.600 Data time: 0.1453, Forward time: 2.2607, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.2713 [2020-11-16 13:56:15,201][root][INFO] - ===> Epoch[517](13508/26): Loss 0.1190, Sem 0.1190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.906e-01 Score 95.924 Data time: 0.1609, Forward time: 2.2607, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 6.1477 [2020-11-16 13:56:21,842][root][INFO] - ===> Epoch[517](13509/26): Loss 0.1232, Sem 0.1232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.905e-01 Score 95.989 Data time: 0.1575, Forward time: 2.2606, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.5305 [2020-11-16 13:56:27,169][root][INFO] - ===> Epoch[517](13510/26): Loss 0.1333, Sem 0.1333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.905e-01 Score 95.269 Data time: 0.2251, Forward time: 2.2606, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.2393 [2020-11-16 13:56:32,691][root][INFO] - ===> Epoch[517](13511/26): Loss 0.1415, Sem 0.1415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.904e-01 Score 95.058 Data time: 0.1479, Forward time: 2.2605, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.4036 [2020-11-16 13:56:38,208][root][INFO] - ===> Epoch[517](13512/26): Loss 0.1516, Sem 0.1516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.904e-01 Score 94.687 Data time: 0.2301, Forward time: 2.2606, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.4498 [2020-11-16 13:56:44,300][root][INFO] - ===> Epoch[517](13513/26): Loss 0.1165, Sem 0.1165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.904e-01 Score 96.069 Data time: 0.3014, Forward time: 2.2607, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.9860 [2020-11-16 13:56:50,408][root][INFO] - ===> Epoch[517](13514/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.903e-01 Score 95.959 Data time: 0.2314, Forward time: 2.2607, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.9788 [2020-11-16 13:56:55,186][root][INFO] - ===> Epoch[518](13515/26): Loss 0.1360, Sem 0.1360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.903e-01 Score 95.354 Data time: 0.1824, Forward time: 2.2607, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 4.6653 [2020-11-16 13:57:00,814][root][INFO] - ===> Epoch[518](13516/26): Loss 0.1307, Sem 0.1307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.902e-01 Score 95.589 Data time: 0.2241, Forward time: 2.2607, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.5401 [2020-11-16 13:57:06,726][root][INFO] - ===> Epoch[518](13517/26): Loss 0.1205, Sem 0.1205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.902e-01 Score 95.979 Data time: 0.1798, Forward time: 2.2607, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.8043 [2020-11-16 13:57:12,386][root][INFO] - ===> Epoch[518](13518/26): Loss 0.1197, Sem 0.1197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.901e-01 Score 95.951 Data time: 0.2109, Forward time: 2.2607, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.5690 [2020-11-16 13:57:17,052][root][INFO] - ===> Epoch[518](13519/26): Loss 0.1206, Sem 0.1206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.901e-01 Score 95.908 Data time: 0.1701, Forward time: 2.2607, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 4.5590 [2020-11-16 13:57:22,483][root][INFO] - ===> Epoch[518](13520/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.901e-01 Score 95.917 Data time: 0.2071, Forward time: 2.2607, Backward time: 3.0439, DDP time: 0.0047, Total iter time: 5.3299 [2020-11-16 13:57:28,559][root][INFO] - ===> Epoch[518](13521/26): Loss 0.1236, Sem 0.1236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.900e-01 Score 95.860 Data time: 0.1433, Forward time: 2.2607, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.9785 [2020-11-16 13:57:36,110][root][INFO] - ===> Epoch[518](13522/26): Loss 0.1363, Sem 0.1363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.900e-01 Score 95.387 Data time: 0.3538, Forward time: 2.2608, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 7.4753 [2020-11-16 13:57:41,899][root][INFO] - ===> Epoch[518](13523/26): Loss 0.1309, Sem 0.1309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.899e-01 Score 95.669 Data time: 0.2006, Forward time: 2.2608, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.6734 [2020-11-16 13:57:47,544][root][INFO] - ===> Epoch[518](13524/26): Loss 0.1208, Sem 0.1208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.899e-01 Score 95.729 Data time: 0.1966, Forward time: 2.2608, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5296 [2020-11-16 13:57:52,979][root][INFO] - ===> Epoch[518](13525/26): Loss 0.1320, Sem 0.1320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.899e-01 Score 95.520 Data time: 0.1785, Forward time: 2.2608, Backward time: 3.0440, DDP time: 0.0047, Total iter time: 5.3148 [2020-11-16 13:57:58,675][root][INFO] - ===> Epoch[518](13526/26): Loss 0.1463, Sem 0.1463, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.898e-01 Score 95.064 Data time: 0.1451, Forward time: 2.2608, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5930 [2020-11-16 13:58:05,555][root][INFO] - ===> Epoch[518](13527/26): Loss 0.1225, Sem 0.1225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.898e-01 Score 95.478 Data time: 0.1715, Forward time: 2.2607, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.7999 [2020-11-16 13:58:11,240][root][INFO] - ===> Epoch[518](13528/26): Loss 0.1193, Sem 0.1193, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.897e-01 Score 96.077 Data time: 0.1189, Forward time: 2.2606, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.5898 [2020-11-16 13:58:15,907][root][INFO] - ===> Epoch[518](13529/26): Loss 0.1162, Sem 0.1162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.897e-01 Score 95.807 Data time: 0.2293, Forward time: 2.2606, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 4.6108 [2020-11-16 13:58:20,431][root][INFO] - ===> Epoch[518](13530/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.897e-01 Score 95.909 Data time: 0.1893, Forward time: 2.2606, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.4189 [2020-11-16 13:58:26,501][root][INFO] - ===> Epoch[518](13531/26): Loss 0.1347, Sem 0.1347, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.896e-01 Score 95.347 Data time: 0.2461, Forward time: 2.2606, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.9752 [2020-11-16 13:58:32,172][root][INFO] - ===> Epoch[518](13532/26): Loss 0.1169, Sem 0.1169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.896e-01 Score 95.726 Data time: 0.2593, Forward time: 2.2607, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.5535 [2020-11-16 13:58:37,308][root][INFO] - ===> Epoch[518](13533/26): Loss 0.1271, Sem 0.1271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.895e-01 Score 95.636 Data time: 0.1618, Forward time: 2.2607, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.0094 [2020-11-16 13:58:43,001][root][INFO] - ===> Epoch[518](13534/26): Loss 0.1260, Sem 0.1260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.895e-01 Score 95.505 Data time: 0.1882, Forward time: 2.2606, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 5.6147 [2020-11-16 13:58:49,858][root][INFO] - ===> Epoch[518](13535/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.895e-01 Score 95.525 Data time: 0.1642, Forward time: 2.2606, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.7591 [2020-11-16 13:58:54,389][root][INFO] - ===> Epoch[518](13536/26): Loss 0.1142, Sem 0.1142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.894e-01 Score 95.980 Data time: 0.1327, Forward time: 2.2605, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.4467 [2020-11-16 13:58:59,423][root][INFO] - ===> Epoch[518](13537/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.894e-01 Score 94.990 Data time: 0.1427, Forward time: 2.2604, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.9779 [2020-11-16 13:59:05,924][root][INFO] - ===> Epoch[518](13538/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.893e-01 Score 95.539 Data time: 0.1752, Forward time: 2.2604, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 6.4339 [2020-11-16 13:59:12,115][root][INFO] - ===> Epoch[518](13539/26): Loss 0.1216, Sem 0.1216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.893e-01 Score 95.930 Data time: 0.1896, Forward time: 2.2604, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.0939 [2020-11-16 13:59:17,525][root][INFO] - ===> Epoch[518](13540/26): Loss 0.1415, Sem 0.1415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.893e-01 Score 95.570 Data time: 0.1939, Forward time: 2.2604, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.3027 [2020-11-16 13:59:23,825][root][INFO] - ===> Epoch[519](13541/26): Loss 0.1179, Sem 0.1179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.892e-01 Score 96.006 Data time: 0.1277, Forward time: 2.2603, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.2055 [2020-11-16 13:59:29,745][root][INFO] - ===> Epoch[519](13542/26): Loss 0.1211, Sem 0.1211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.892e-01 Score 95.888 Data time: 0.1879, Forward time: 2.2602, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.8477 [2020-11-16 13:59:36,715][root][INFO] - ===> Epoch[519](13543/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.891e-01 Score 95.332 Data time: 0.2540, Forward time: 2.2603, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.8779 [2020-11-16 13:59:41,344][root][INFO] - ===> Epoch[519](13544/26): Loss 0.1306, Sem 0.1306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.891e-01 Score 95.554 Data time: 0.1410, Forward time: 2.2603, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.4795 [2020-11-16 13:59:47,749][root][INFO] - ===> Epoch[519](13545/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.891e-01 Score 95.847 Data time: 0.1958, Forward time: 2.2602, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.3021 [2020-11-16 13:59:54,027][root][INFO] - ===> Epoch[519](13546/26): Loss 0.1485, Sem 0.1485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.890e-01 Score 95.148 Data time: 0.1418, Forward time: 2.2602, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 6.1736 [2020-11-16 13:59:59,271][root][INFO] - ===> Epoch[519](13547/26): Loss 0.1369, Sem 0.1369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.890e-01 Score 95.521 Data time: 0.2041, Forward time: 2.2602, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.1646 [2020-11-16 14:00:05,314][root][INFO] - ===> Epoch[519](13548/26): Loss 0.1188, Sem 0.1188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.889e-01 Score 95.924 Data time: 0.1935, Forward time: 2.2601, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.9383 [2020-11-16 14:00:11,100][root][INFO] - ===> Epoch[519](13549/26): Loss 0.1223, Sem 0.1223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.889e-01 Score 95.865 Data time: 0.1929, Forward time: 2.2602, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.6758 [2020-11-16 14:00:16,606][root][INFO] - ===> Epoch[519](13550/26): Loss 0.1197, Sem 0.1197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.889e-01 Score 95.811 Data time: 0.2368, Forward time: 2.2602, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.3837 [2020-11-16 14:00:21,626][root][INFO] - ===> Epoch[519](13551/26): Loss 0.1491, Sem 0.1491, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.888e-01 Score 94.838 Data time: 0.1718, Forward time: 2.2602, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.8896 [2020-11-16 14:00:27,979][root][INFO] - ===> Epoch[519](13552/26): Loss 0.1144, Sem 0.1144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.888e-01 Score 95.945 Data time: 0.2087, Forward time: 2.2602, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 6.2578 [2020-11-16 14:00:33,443][root][INFO] - ===> Epoch[519](13553/26): Loss 0.1273, Sem 0.1273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.887e-01 Score 95.572 Data time: 0.2353, Forward time: 2.2603, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.3647 [2020-11-16 14:00:38,531][root][INFO] - ===> Epoch[519](13554/26): Loss 0.1164, Sem 0.1164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.887e-01 Score 95.967 Data time: 0.1932, Forward time: 2.2603, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.9757 [2020-11-16 14:00:45,195][root][INFO] - ===> Epoch[519](13555/26): Loss 0.1171, Sem 0.1171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.887e-01 Score 95.871 Data time: 0.1994, Forward time: 2.2603, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.5677 [2020-11-16 14:00:50,268][root][INFO] - ===> Epoch[519](13556/26): Loss 0.1177, Sem 0.1177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.886e-01 Score 96.254 Data time: 0.1882, Forward time: 2.2603, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.9703 [2020-11-16 14:00:57,086][root][INFO] - ===> Epoch[519](13557/26): Loss 0.1300, Sem 0.1300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.886e-01 Score 95.636 Data time: 0.1779, Forward time: 2.2603, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 6.7250 [2020-11-16 14:01:03,143][root][INFO] - ===> Epoch[519](13558/26): Loss 0.1055, Sem 0.1055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.885e-01 Score 96.258 Data time: 0.2197, Forward time: 2.2603, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.9542 [2020-11-16 14:01:08,922][root][INFO] - ===> Epoch[519](13559/26): Loss 0.1264, Sem 0.1264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.885e-01 Score 95.679 Data time: 0.1699, Forward time: 2.2603, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.6569 [2020-11-16 14:01:14,606][root][INFO] - ===> Epoch[519](13560/26): Loss 0.1346, Sem 0.1346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.885e-01 Score 95.388 Data time: 0.2419, Forward time: 2.2603, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.5848 [2020-11-16 14:01:20,203][root][INFO] - ===> Epoch[519](13561/26): Loss 0.1048, Sem 0.1048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.884e-01 Score 96.448 Data time: 0.2140, Forward time: 2.2604, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.4947 [2020-11-16 14:01:25,185][root][INFO] - ===> Epoch[519](13562/26): Loss 0.1166, Sem 0.1166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.884e-01 Score 96.033 Data time: 0.2422, Forward time: 2.2604, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.8732 [2020-11-16 14:01:30,527][root][INFO] - ===> Epoch[519](13563/26): Loss 0.1064, Sem 0.1064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.883e-01 Score 96.349 Data time: 0.2407, Forward time: 2.2604, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.2342 [2020-11-16 14:01:35,851][root][INFO] - ===> Epoch[519](13564/26): Loss 0.1147, Sem 0.1147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.883e-01 Score 95.938 Data time: 0.2066, Forward time: 2.2604, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.2214 [2020-11-16 14:01:40,822][root][INFO] - ===> Epoch[519](13565/26): Loss 0.1454, Sem 0.1454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.883e-01 Score 95.286 Data time: 0.2203, Forward time: 2.2605, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.8776 [2020-11-16 14:01:47,080][root][INFO] - ===> Epoch[519](13566/26): Loss 0.1260, Sem 0.1260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.882e-01 Score 95.606 Data time: 0.1829, Forward time: 2.2604, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.1450 [2020-11-16 14:01:53,228][root][INFO] - ===> Epoch[520](13567/26): Loss 0.1359, Sem 0.1359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.882e-01 Score 95.167 Data time: 0.2628, Forward time: 2.2605, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.0548 [2020-11-16 14:01:57,932][root][INFO] - ===> Epoch[520](13568/26): Loss 0.1345, Sem 0.1345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.881e-01 Score 95.267 Data time: 0.1901, Forward time: 2.2605, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.5747 [2020-11-16 14:02:03,597][root][INFO] - ===> Epoch[520](13569/26): Loss 0.1334, Sem 0.1334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.881e-01 Score 95.432 Data time: 0.2086, Forward time: 2.2605, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.5586 [2020-11-16 14:02:09,094][root][INFO] - ===> Epoch[520](13570/26): Loss 0.1034, Sem 0.1034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.881e-01 Score 96.187 Data time: 0.2454, Forward time: 2.2606, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.4010 [2020-11-16 14:02:15,746][root][INFO] - ===> Epoch[520](13571/26): Loss 0.1225, Sem 0.1225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.880e-01 Score 95.842 Data time: 0.1549, Forward time: 2.2605, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.5324 [2020-11-16 14:02:21,067][root][INFO] - ===> Epoch[520](13572/26): Loss 0.1152, Sem 0.1152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.880e-01 Score 96.353 Data time: 0.2418, Forward time: 2.2606, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.2344 [2020-11-16 14:02:26,685][root][INFO] - ===> Epoch[520](13573/26): Loss 0.1233, Sem 0.1233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.879e-01 Score 95.685 Data time: 0.1892, Forward time: 2.2606, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.4923 [2020-11-16 14:02:32,030][root][INFO] - ===> Epoch[520](13574/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.879e-01 Score 94.667 Data time: 0.1880, Forward time: 2.2606, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.2561 [2020-11-16 14:02:38,349][root][INFO] - ===> Epoch[520](13575/26): Loss 0.1287, Sem 0.1287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.879e-01 Score 95.867 Data time: 0.1294, Forward time: 2.2605, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.2153 [2020-11-16 14:02:43,022][root][INFO] - ===> Epoch[520](13576/26): Loss 0.1085, Sem 0.1085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.878e-01 Score 96.018 Data time: 0.1675, Forward time: 2.2605, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.6003 [2020-11-16 14:02:48,248][root][INFO] - ===> Epoch[520](13577/26): Loss 0.1226, Sem 0.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.878e-01 Score 95.825 Data time: 0.1917, Forward time: 2.2605, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.1497 [2020-11-16 14:02:53,886][root][INFO] - ===> Epoch[520](13578/26): Loss 0.1091, Sem 0.1091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.877e-01 Score 96.304 Data time: 0.2521, Forward time: 2.2605, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.5509 [2020-11-16 14:02:59,529][root][INFO] - ===> Epoch[520](13579/26): Loss 0.1332, Sem 0.1332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.877e-01 Score 95.413 Data time: 0.2025, Forward time: 2.2606, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.5401 [2020-11-16 14:03:05,439][root][INFO] - ===> Epoch[520](13580/26): Loss 0.1259, Sem 0.1259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.876e-01 Score 95.705 Data time: 0.2437, Forward time: 2.2607, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.7992 [2020-11-16 14:03:11,492][root][INFO] - ===> Epoch[520](13581/26): Loss 0.1312, Sem 0.1312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.876e-01 Score 95.532 Data time: 0.1549, Forward time: 2.2606, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.9424 [2020-11-16 14:03:17,597][root][INFO] - ===> Epoch[520](13582/26): Loss 0.1276, Sem 0.1276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.876e-01 Score 95.415 Data time: 0.2165, Forward time: 2.2606, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.9978 [2020-11-16 14:03:22,880][root][INFO] - ===> Epoch[520](13583/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.875e-01 Score 95.712 Data time: 0.2280, Forward time: 2.2607, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 5.1694 [2020-11-16 14:03:28,287][root][INFO] - ===> Epoch[520](13584/26): Loss 0.1368, Sem 0.1368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.875e-01 Score 95.450 Data time: 0.2038, Forward time: 2.2607, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.2987 [2020-11-16 14:03:34,640][root][INFO] - ===> Epoch[520](13585/26): Loss 0.1161, Sem 0.1161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.874e-01 Score 96.066 Data time: 0.2141, Forward time: 2.2607, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.2369 [2020-11-16 14:03:40,279][root][INFO] - ===> Epoch[520](13586/26): Loss 0.1250, Sem 0.1250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.874e-01 Score 95.568 Data time: 0.2539, Forward time: 2.2608, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.5327 [2020-11-16 14:03:44,891][root][INFO] - ===> Epoch[520](13587/26): Loss 0.1452, Sem 0.1452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.874e-01 Score 95.098 Data time: 0.1369, Forward time: 2.2607, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.5118 [2020-11-16 14:03:49,872][root][INFO] - ===> Epoch[520](13588/26): Loss 0.1120, Sem 0.1120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.873e-01 Score 96.288 Data time: 0.1988, Forward time: 2.2607, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.9126 [2020-11-16 14:03:56,182][root][INFO] - ===> Epoch[520](13589/26): Loss 0.1183, Sem 0.1183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.873e-01 Score 96.173 Data time: 0.1342, Forward time: 2.2606, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 6.2112 [2020-11-16 14:04:00,789][root][INFO] - ===> Epoch[520](13590/26): Loss 0.1360, Sem 0.1360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.872e-01 Score 95.516 Data time: 0.1376, Forward time: 2.2605, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 4.5471 [2020-11-16 14:04:06,067][root][INFO] - ===> Epoch[520](13591/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.872e-01 Score 95.928 Data time: 0.1983, Forward time: 2.2605, Backward time: 3.0442, DDP time: 0.0047, Total iter time: 5.2208 [2020-11-16 14:04:11,141][root][INFO] - ===> Epoch[520](13592/26): Loss 0.1400, Sem 0.1400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.872e-01 Score 95.423 Data time: 0.1846, Forward time: 2.2605, Backward time: 3.0441, DDP time: 0.0047, Total iter time: 4.9792 [2020-11-16 14:04:18,663][root][INFO] - ===> Epoch[521](13593/26): Loss 0.1247, Sem 0.1247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.871e-01 Score 95.788 Data time: 0.1942, Forward time: 2.2605, Backward time: 3.0443, DDP time: 0.0047, Total iter time: 7.4190 [2020-11-16 14:04:25,551][root][INFO] - ===> Epoch[521](13594/26): Loss 0.1336, Sem 0.1336, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.871e-01 Score 95.545 Data time: 0.1816, Forward time: 2.2605, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.8029 [2020-11-16 14:04:30,266][root][INFO] - ===> Epoch[521](13595/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.870e-01 Score 95.259 Data time: 0.1405, Forward time: 2.2604, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.6129 [2020-11-16 14:04:36,423][root][INFO] - ===> Epoch[521](13596/26): Loss 0.1341, Sem 0.1341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.870e-01 Score 95.634 Data time: 0.2019, Forward time: 2.2604, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.0869 [2020-11-16 14:04:42,541][root][INFO] - ===> Epoch[521](13597/26): Loss 0.1514, Sem 0.1514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.870e-01 Score 94.900 Data time: 0.2433, Forward time: 2.2605, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.0060 [2020-11-16 14:04:48,054][root][INFO] - ===> Epoch[521](13598/26): Loss 0.1377, Sem 0.1377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.869e-01 Score 95.317 Data time: 0.1766, Forward time: 2.2605, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.4029 [2020-11-16 14:04:54,347][root][INFO] - ===> Epoch[521](13599/26): Loss 0.1213, Sem 0.1213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.869e-01 Score 95.893 Data time: 0.1756, Forward time: 2.2605, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.1793 [2020-11-16 14:04:59,793][root][INFO] - ===> Epoch[521](13600/26): Loss 0.1290, Sem 0.1290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.868e-01 Score 95.603 Data time: 0.1968, Forward time: 2.2605, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.3420 [2020-11-16 14:05:05,966][root][INFO] - ===> Epoch[521](13601/26): Loss 0.1340, Sem 0.1340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.868e-01 Score 95.455 Data time: 0.1745, Forward time: 2.2604, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 6.0649 [2020-11-16 14:05:11,380][root][INFO] - ===> Epoch[521](13602/26): Loss 0.1196, Sem 0.1196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.868e-01 Score 95.805 Data time: 0.1304, Forward time: 2.2603, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.3039 [2020-11-16 14:05:17,425][root][INFO] - ===> Epoch[521](13603/26): Loss 0.1357, Sem 0.1357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.867e-01 Score 95.595 Data time: 0.1923, Forward time: 2.2603, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.9727 [2020-11-16 14:05:22,167][root][INFO] - ===> Epoch[521](13604/26): Loss 0.1218, Sem 0.1218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.867e-01 Score 96.164 Data time: 0.1713, Forward time: 2.2603, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.6213 [2020-11-16 14:05:26,961][root][INFO] - ===> Epoch[521](13605/26): Loss 0.1310, Sem 0.1310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.866e-01 Score 95.690 Data time: 0.1746, Forward time: 2.2603, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.6949 [2020-11-16 14:05:32,556][root][INFO] - ===> Epoch[521](13606/26): Loss 0.1097, Sem 0.1097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.866e-01 Score 96.331 Data time: 0.1218, Forward time: 2.2601, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.5050 [2020-11-16 14:05:38,111][root][INFO] - ===> Epoch[521](13607/26): Loss 0.1306, Sem 0.1306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.866e-01 Score 95.506 Data time: 0.1775, Forward time: 2.2601, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.5119 [2020-11-16 14:05:44,167][root][INFO] - ===> Epoch[521](13608/26): Loss 0.1287, Sem 0.1287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.865e-01 Score 95.657 Data time: 0.1273, Forward time: 2.2600, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.9648 [2020-11-16 14:05:49,477][root][INFO] - ===> Epoch[521](13609/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.865e-01 Score 96.429 Data time: 0.1832, Forward time: 2.2600, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.2480 [2020-11-16 14:05:55,107][root][INFO] - ===> Epoch[521](13610/26): Loss 0.1141, Sem 0.1141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.864e-01 Score 96.013 Data time: 0.1573, Forward time: 2.2599, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.5410 [2020-11-16 14:06:00,601][root][INFO] - ===> Epoch[521](13611/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.864e-01 Score 96.054 Data time: 0.2038, Forward time: 2.2599, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.4022 [2020-11-16 14:06:06,357][root][INFO] - ===> Epoch[521](13612/26): Loss 0.1604, Sem 0.1604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.864e-01 Score 94.743 Data time: 0.2440, Forward time: 2.2599, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.6454 [2020-11-16 14:06:11,721][root][INFO] - ===> Epoch[521](13613/26): Loss 0.1258, Sem 0.1258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.863e-01 Score 95.927 Data time: 0.2424, Forward time: 2.2600, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.2525 [2020-11-16 14:06:19,214][root][INFO] - ===> Epoch[521](13614/26): Loss 0.1189, Sem 0.1189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.863e-01 Score 95.727 Data time: 0.1912, Forward time: 2.2600, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 7.3848 [2020-11-16 14:06:24,150][root][INFO] - ===> Epoch[521](13615/26): Loss 0.1289, Sem 0.1289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.862e-01 Score 95.682 Data time: 0.1617, Forward time: 2.2599, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 4.8100 [2020-11-16 14:06:29,690][root][INFO] - ===> Epoch[521](13616/26): Loss 0.1250, Sem 0.1250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.862e-01 Score 95.835 Data time: 0.2475, Forward time: 2.2600, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.4469 [2020-11-16 14:06:34,849][root][INFO] - ===> Epoch[521](13617/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.862e-01 Score 95.735 Data time: 0.1842, Forward time: 2.2600, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.0314 [2020-11-16 14:06:40,292][root][INFO] - ===> Epoch[521](13618/26): Loss 0.1050, Sem 0.1050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.861e-01 Score 96.373 Data time: 0.1917, Forward time: 2.2600, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.3537 [2020-11-16 14:06:45,506][root][INFO] - ===> Epoch[522](13619/26): Loss 0.1223, Sem 0.1223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.861e-01 Score 95.879 Data time: 0.2773, Forward time: 2.2600, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.1097 [2020-11-16 14:06:51,040][root][INFO] - ===> Epoch[522](13620/26): Loss 0.1123, Sem 0.1123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.860e-01 Score 96.085 Data time: 0.1973, Forward time: 2.2601, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.4250 [2020-11-16 14:06:57,270][root][INFO] - ===> Epoch[522](13621/26): Loss 0.1244, Sem 0.1244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.860e-01 Score 95.655 Data time: 0.2086, Forward time: 2.2600, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.1310 [2020-11-16 14:07:02,336][root][INFO] - ===> Epoch[522](13622/26): Loss 0.1257, Sem 0.1257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.860e-01 Score 95.614 Data time: 0.2253, Forward time: 2.2601, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.9986 [2020-11-16 14:07:08,167][root][INFO] - ===> Epoch[522](13623/26): Loss 0.1218, Sem 0.1218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.859e-01 Score 95.888 Data time: 0.2169, Forward time: 2.2601, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.7213 [2020-11-16 14:07:13,232][root][INFO] - ===> Epoch[522](13624/26): Loss 0.1462, Sem 0.1462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.859e-01 Score 94.913 Data time: 0.2276, Forward time: 2.2601, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 4.9750 [2020-11-16 14:07:18,621][root][INFO] - ===> Epoch[522](13625/26): Loss 0.1306, Sem 0.1306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.858e-01 Score 95.523 Data time: 0.1941, Forward time: 2.2601, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.2571 [2020-11-16 14:07:23,681][root][INFO] - ===> Epoch[522](13626/26): Loss 0.1261, Sem 0.1261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.858e-01 Score 95.819 Data time: 0.1965, Forward time: 2.2601, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.9609 [2020-11-16 14:07:29,860][root][INFO] - ===> Epoch[522](13627/26): Loss 0.1185, Sem 0.1185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.858e-01 Score 96.048 Data time: 0.1604, Forward time: 2.2601, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 6.0676 [2020-11-16 14:07:35,181][root][INFO] - ===> Epoch[522](13628/26): Loss 0.1151, Sem 0.1151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.857e-01 Score 95.971 Data time: 0.1817, Forward time: 2.2600, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.2082 [2020-11-16 14:07:40,109][root][INFO] - ===> Epoch[522](13629/26): Loss 0.0990, Sem 0.0990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.857e-01 Score 96.507 Data time: 0.2082, Forward time: 2.2600, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 4.8159 [2020-11-16 14:07:45,916][root][INFO] - ===> Epoch[522](13630/26): Loss 0.1112, Sem 0.1112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.856e-01 Score 96.173 Data time: 0.1747, Forward time: 2.2600, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 5.7043 [2020-11-16 14:07:50,986][root][INFO] - ===> Epoch[522](13631/26): Loss 0.1061, Sem 0.1061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.856e-01 Score 96.321 Data time: 0.2047, Forward time: 2.2600, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 4.9862 [2020-11-16 14:07:56,372][root][INFO] - ===> Epoch[522](13632/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.856e-01 Score 95.389 Data time: 0.1597, Forward time: 2.2600, Backward time: 3.0444, DDP time: 0.0047, Total iter time: 5.2838 [2020-11-16 14:08:02,768][root][INFO] - ===> Epoch[522](13633/26): Loss 0.1061, Sem 0.1061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.855e-01 Score 96.512 Data time: 0.2281, Forward time: 2.2600, Backward time: 3.0445, DDP time: 0.0047, Total iter time: 6.2965 [2020-11-16 14:08:08,715][root][INFO] - ===> Epoch[522](13634/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.855e-01 Score 96.599 Data time: 0.1218, Forward time: 2.2599, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.8417 [2020-11-16 14:08:14,413][root][INFO] - ===> Epoch[522](13635/26): Loss 0.1066, Sem 0.1066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.854e-01 Score 96.229 Data time: 0.1641, Forward time: 2.2598, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.6228 [2020-11-16 14:08:19,909][root][INFO] - ===> Epoch[522](13636/26): Loss 0.1256, Sem 0.1256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.854e-01 Score 95.855 Data time: 0.1370, Forward time: 2.2597, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.3981 [2020-11-16 14:08:25,067][root][INFO] - ===> Epoch[522](13637/26): Loss 0.1348, Sem 0.1348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.853e-01 Score 95.291 Data time: 0.1638, Forward time: 2.2597, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.0947 [2020-11-16 14:08:30,004][root][INFO] - ===> Epoch[522](13638/26): Loss 0.1050, Sem 0.1050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.853e-01 Score 96.320 Data time: 0.1578, Forward time: 2.2596, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.8481 [2020-11-16 14:08:34,893][root][INFO] - ===> Epoch[522](13639/26): Loss 0.1180, Sem 0.1180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.853e-01 Score 95.833 Data time: 0.2270, Forward time: 2.2596, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.8076 [2020-11-16 14:08:40,490][root][INFO] - ===> Epoch[522](13640/26): Loss 0.1139, Sem 0.1139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.852e-01 Score 96.043 Data time: 0.2037, Forward time: 2.2596, Backward time: 3.0446, DDP time: 0.0047, Total iter time: 5.4873 [2020-11-16 14:08:46,396][root][INFO] - ===> Epoch[522](13641/26): Loss 0.1363, Sem 0.1363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.852e-01 Score 95.236 Data time: 0.1930, Forward time: 2.2596, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.7793 [2020-11-16 14:08:52,152][root][INFO] - ===> Epoch[522](13642/26): Loss 0.1269, Sem 0.1269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.851e-01 Score 95.651 Data time: 0.2224, Forward time: 2.2597, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.6434 [2020-11-16 14:08:59,219][root][INFO] - ===> Epoch[522](13643/26): Loss 0.1343, Sem 0.1343, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.851e-01 Score 95.219 Data time: 0.2296, Forward time: 2.2597, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.9405 [2020-11-16 14:09:05,151][root][INFO] - ===> Epoch[522](13644/26): Loss 0.1242, Sem 0.1242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.851e-01 Score 95.533 Data time: 0.2233, Forward time: 2.2598, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 5.8025 [2020-11-16 14:09:12,415][root][INFO] - ===> Epoch[523](13645/26): Loss 0.1384, Sem 0.1384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.850e-01 Score 95.078 Data time: 0.2855, Forward time: 2.2598, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 7.1558 [2020-11-16 14:09:18,828][root][INFO] - ===> Epoch[523](13646/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.850e-01 Score 95.622 Data time: 0.2029, Forward time: 2.2598, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.2945 [2020-11-16 14:09:25,631][root][INFO] - ===> Epoch[523](13647/26): Loss 0.1209, Sem 0.1209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.849e-01 Score 95.715 Data time: 0.1948, Forward time: 2.2599, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.6983 [2020-11-16 14:09:30,550][root][INFO] - ===> Epoch[523](13648/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.849e-01 Score 94.848 Data time: 0.1965, Forward time: 2.2598, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 4.8254 [2020-11-16 14:09:35,946][root][INFO] - ===> Epoch[523](13649/26): Loss 0.1180, Sem 0.1180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.849e-01 Score 96.057 Data time: 0.2443, Forward time: 2.2599, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.3019 [2020-11-16 14:09:42,507][root][INFO] - ===> Epoch[523](13650/26): Loss 0.1244, Sem 0.1244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.848e-01 Score 95.575 Data time: 0.1630, Forward time: 2.2599, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.4511 [2020-11-16 14:09:47,827][root][INFO] - ===> Epoch[523](13651/26): Loss 0.1216, Sem 0.1216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.848e-01 Score 95.944 Data time: 0.1886, Forward time: 2.2599, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.2606 [2020-11-16 14:09:53,576][root][INFO] - ===> Epoch[523](13652/26): Loss 0.1075, Sem 0.1075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.847e-01 Score 96.358 Data time: 0.1331, Forward time: 2.2598, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.6647 [2020-11-16 14:09:58,920][root][INFO] - ===> Epoch[523](13653/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.847e-01 Score 95.895 Data time: 0.2020, Forward time: 2.2598, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.2867 [2020-11-16 14:10:04,827][root][INFO] - ===> Epoch[523](13654/26): Loss 0.1142, Sem 0.1142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.847e-01 Score 96.090 Data time: 0.2201, Forward time: 2.2598, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.8350 [2020-11-16 14:10:13,057][root][INFO] - ===> Epoch[523](13655/26): Loss 0.1327, Sem 0.1327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.846e-01 Score 95.260 Data time: 0.1992, Forward time: 2.2598, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 8.1174 [2020-11-16 14:10:19,466][root][INFO] - ===> Epoch[523](13656/26): Loss 0.1213, Sem 0.1213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.846e-01 Score 96.035 Data time: 0.1346, Forward time: 2.2598, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 6.3219 [2020-11-16 14:10:24,597][root][INFO] - ===> Epoch[523](13657/26): Loss 0.1295, Sem 0.1295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.845e-01 Score 95.698 Data time: 0.1947, Forward time: 2.2598, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.0773 [2020-11-16 14:10:31,247][root][INFO] - ===> Epoch[523](13658/26): Loss 0.1102, Sem 0.1102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.845e-01 Score 96.158 Data time: 0.2016, Forward time: 2.2598, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.5608 [2020-11-16 14:10:36,623][root][INFO] - ===> Epoch[523](13659/26): Loss 0.1310, Sem 0.1310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.845e-01 Score 95.468 Data time: 0.1560, Forward time: 2.2597, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.2726 [2020-11-16 14:10:42,274][root][INFO] - ===> Epoch[523](13660/26): Loss 0.1363, Sem 0.1363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.844e-01 Score 95.357 Data time: 0.2204, Forward time: 2.2597, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.5697 [2020-11-16 14:10:48,566][root][INFO] - ===> Epoch[523](13661/26): Loss 0.1572, Sem 0.1572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.844e-01 Score 94.387 Data time: 0.2632, Forward time: 2.2598, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.1989 [2020-11-16 14:10:53,614][root][INFO] - ===> Epoch[523](13662/26): Loss 0.1139, Sem 0.1139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.843e-01 Score 95.959 Data time: 0.1830, Forward time: 2.2597, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.9314 [2020-11-16 14:10:59,069][root][INFO] - ===> Epoch[523](13663/26): Loss 0.1175, Sem 0.1175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.843e-01 Score 95.991 Data time: 0.2563, Forward time: 2.2598, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.3761 [2020-11-16 14:11:04,188][root][INFO] - ===> Epoch[523](13664/26): Loss 0.1309, Sem 0.1309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.843e-01 Score 95.873 Data time: 0.2085, Forward time: 2.2598, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 4.9822 [2020-11-16 14:11:10,123][root][INFO] - ===> Epoch[523](13665/26): Loss 0.1169, Sem 0.1169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.842e-01 Score 96.092 Data time: 0.2430, Forward time: 2.2599, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.8069 [2020-11-16 14:11:15,173][root][INFO] - ===> Epoch[523](13666/26): Loss 0.1165, Sem 0.1165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.842e-01 Score 95.913 Data time: 0.2159, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 4.9189 [2020-11-16 14:11:20,950][root][INFO] - ===> Epoch[523](13667/26): Loss 0.1291, Sem 0.1291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.841e-01 Score 95.516 Data time: 0.1253, Forward time: 2.2599, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.6742 [2020-11-16 14:11:26,584][root][INFO] - ===> Epoch[523](13668/26): Loss 0.1226, Sem 0.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.841e-01 Score 95.674 Data time: 0.1991, Forward time: 2.2599, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.5755 [2020-11-16 14:11:32,738][root][INFO] - ===> Epoch[523](13669/26): Loss 0.1405, Sem 0.1405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.841e-01 Score 95.381 Data time: 0.1733, Forward time: 2.2598, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 6.0657 [2020-11-16 14:11:37,375][root][INFO] - ===> Epoch[523](13670/26): Loss 0.1074, Sem 0.1074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.840e-01 Score 96.278 Data time: 0.2207, Forward time: 2.2599, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.5531 [2020-11-16 14:11:42,992][root][INFO] - ===> Epoch[524](13671/26): Loss 0.1248, Sem 0.1248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.840e-01 Score 95.678 Data time: 0.2487, Forward time: 2.2599, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.5049 [2020-11-16 14:11:48,394][root][INFO] - ===> Epoch[524](13672/26): Loss 0.1171, Sem 0.1171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.839e-01 Score 96.001 Data time: 0.1497, Forward time: 2.2599, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.2916 [2020-11-16 14:11:54,221][root][INFO] - ===> Epoch[524](13673/26): Loss 0.1453, Sem 0.1453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.839e-01 Score 95.172 Data time: 0.1511, Forward time: 2.2598, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.7478 [2020-11-16 14:12:00,025][root][INFO] - ===> Epoch[524](13674/26): Loss 0.1468, Sem 0.1468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.839e-01 Score 95.007 Data time: 0.1561, Forward time: 2.2598, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.7271 [2020-11-16 14:12:06,039][root][INFO] - ===> Epoch[524](13675/26): Loss 0.1328, Sem 0.1328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.838e-01 Score 95.320 Data time: 0.2221, Forward time: 2.2598, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.9370 [2020-11-16 14:12:11,235][root][INFO] - ===> Epoch[524](13676/26): Loss 0.1172, Sem 0.1172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.838e-01 Score 95.949 Data time: 0.2194, Forward time: 2.2598, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.0756 [2020-11-16 14:12:17,311][root][INFO] - ===> Epoch[524](13677/26): Loss 0.1305, Sem 0.1305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.837e-01 Score 95.449 Data time: 0.2303, Forward time: 2.2599, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.9646 [2020-11-16 14:12:22,514][root][INFO] - ===> Epoch[524](13678/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.837e-01 Score 95.876 Data time: 0.1837, Forward time: 2.2599, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.0789 [2020-11-16 14:12:27,044][root][INFO] - ===> Epoch[524](13679/26): Loss 0.1279, Sem 0.1279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.837e-01 Score 95.556 Data time: 0.2154, Forward time: 2.2599, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.4337 [2020-11-16 14:12:33,139][root][INFO] - ===> Epoch[524](13680/26): Loss 0.1145, Sem 0.1145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.836e-01 Score 96.126 Data time: 0.2593, Forward time: 2.2600, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.9707 [2020-11-16 14:12:38,673][root][INFO] - ===> Epoch[524](13681/26): Loss 0.1226, Sem 0.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.836e-01 Score 95.611 Data time: 0.1930, Forward time: 2.2600, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.4041 [2020-11-16 14:12:43,581][root][INFO] - ===> Epoch[524](13682/26): Loss 0.1147, Sem 0.1147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.835e-01 Score 95.943 Data time: 0.1522, Forward time: 2.2599, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 4.7763 [2020-11-16 14:12:49,618][root][INFO] - ===> Epoch[524](13683/26): Loss 0.1111, Sem 0.1111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.835e-01 Score 96.190 Data time: 0.1697, Forward time: 2.2599, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.9434 [2020-11-16 14:12:55,240][root][INFO] - ===> Epoch[524](13684/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.835e-01 Score 96.423 Data time: 0.1379, Forward time: 2.2598, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.5268 [2020-11-16 14:12:59,939][root][INFO] - ===> Epoch[524](13685/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.834e-01 Score 95.888 Data time: 0.1626, Forward time: 2.2598, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.6311 [2020-11-16 14:13:05,203][root][INFO] - ===> Epoch[524](13686/26): Loss 0.1269, Sem 0.1269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.834e-01 Score 95.448 Data time: 0.1476, Forward time: 2.2596, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.1690 [2020-11-16 14:13:09,960][root][INFO] - ===> Epoch[524](13687/26): Loss 0.1047, Sem 0.1047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.833e-01 Score 96.493 Data time: 0.1464, Forward time: 2.2596, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.7056 [2020-11-16 14:13:15,464][root][INFO] - ===> Epoch[524](13688/26): Loss 0.1472, Sem 0.1472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.833e-01 Score 94.831 Data time: 0.1624, Forward time: 2.2595, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.4186 [2020-11-16 14:13:21,503][root][INFO] - ===> Epoch[524](13689/26): Loss 0.1071, Sem 0.1071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.832e-01 Score 96.435 Data time: 0.1742, Forward time: 2.2595, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.9274 [2020-11-16 14:13:27,843][root][INFO] - ===> Epoch[524](13690/26): Loss 0.1048, Sem 0.1048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.832e-01 Score 96.450 Data time: 0.1344, Forward time: 2.2594, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 6.2274 [2020-11-16 14:13:32,989][root][INFO] - ===> Epoch[524](13691/26): Loss 0.1251, Sem 0.1251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.832e-01 Score 95.718 Data time: 0.1725, Forward time: 2.2593, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.0784 [2020-11-16 14:13:37,495][root][INFO] - ===> Epoch[524](13692/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.831e-01 Score 95.019 Data time: 0.1630, Forward time: 2.2593, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.4080 [2020-11-16 14:13:42,972][root][INFO] - ===> Epoch[524](13693/26): Loss 0.1155, Sem 0.1155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.831e-01 Score 96.156 Data time: 0.2533, Forward time: 2.2593, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.3883 [2020-11-16 14:13:48,804][root][INFO] - ===> Epoch[524](13694/26): Loss 0.1164, Sem 0.1164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.830e-01 Score 95.998 Data time: 0.2124, Forward time: 2.2594, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.7123 [2020-11-16 14:13:53,785][root][INFO] - ===> Epoch[524](13695/26): Loss 0.1212, Sem 0.1212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.830e-01 Score 95.772 Data time: 0.1941, Forward time: 2.2594, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.8477 [2020-11-16 14:13:59,871][root][INFO] - ===> Epoch[524](13696/26): Loss 0.1479, Sem 0.1479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.830e-01 Score 94.714 Data time: 0.2193, Forward time: 2.2594, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.9958 [2020-11-16 14:14:06,340][root][INFO] - ===> Epoch[525](13697/26): Loss 0.1320, Sem 0.1320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.829e-01 Score 95.666 Data time: 0.1639, Forward time: 2.2594, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.3502 [2020-11-16 14:14:12,728][root][INFO] - ===> Epoch[525](13698/26): Loss 0.1285, Sem 0.1285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.829e-01 Score 95.851 Data time: 0.2602, Forward time: 2.2595, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.3256 [2020-11-16 14:14:18,543][root][INFO] - ===> Epoch[525](13699/26): Loss 0.1189, Sem 0.1189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.828e-01 Score 95.835 Data time: 0.1364, Forward time: 2.2594, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.7119 [2020-11-16 14:14:24,641][root][INFO] - ===> Epoch[525](13700/26): Loss 0.1258, Sem 0.1258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.828e-01 Score 95.692 Data time: 0.2080, Forward time: 2.2593, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 6.0380 [2020-11-16 14:14:30,155][root][INFO] - ===> Epoch[525](13701/26): Loss 0.1637, Sem 0.1637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.828e-01 Score 94.733 Data time: 0.1929, Forward time: 2.2593, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.4517 [2020-11-16 14:14:35,316][root][INFO] - ===> Epoch[525](13702/26): Loss 0.1110, Sem 0.1110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.827e-01 Score 96.167 Data time: 0.1831, Forward time: 2.2593, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.0758 [2020-11-16 14:14:41,022][root][INFO] - ===> Epoch[525](13703/26): Loss 0.1195, Sem 0.1195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.827e-01 Score 95.997 Data time: 0.1436, Forward time: 2.2593, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.6190 [2020-11-16 14:14:46,937][root][INFO] - ===> Epoch[525](13704/26): Loss 0.1146, Sem 0.1146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.826e-01 Score 96.017 Data time: 0.1697, Forward time: 2.2592, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.8457 [2020-11-16 14:14:52,402][root][INFO] - ===> Epoch[525](13705/26): Loss 0.1222, Sem 0.1222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.826e-01 Score 95.896 Data time: 0.1826, Forward time: 2.2592, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.4024 [2020-11-16 14:14:57,565][root][INFO] - ===> Epoch[525](13706/26): Loss 0.1302, Sem 0.1302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.826e-01 Score 95.217 Data time: 0.2083, Forward time: 2.2592, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.0917 [2020-11-16 14:15:02,682][root][INFO] - ===> Epoch[525](13707/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.825e-01 Score 96.190 Data time: 0.1740, Forward time: 2.2592, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.0171 [2020-11-16 14:15:08,457][root][INFO] - ===> Epoch[525](13708/26): Loss 0.1121, Sem 0.1121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.825e-01 Score 96.173 Data time: 0.2218, Forward time: 2.2592, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.6996 [2020-11-16 14:15:14,513][root][INFO] - ===> Epoch[525](13709/26): Loss 0.1116, Sem 0.1116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.824e-01 Score 96.039 Data time: 0.1453, Forward time: 2.2591, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.9414 [2020-11-16 14:15:20,610][root][INFO] - ===> Epoch[525](13710/26): Loss 0.1350, Sem 0.1350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.824e-01 Score 95.314 Data time: 0.1874, Forward time: 2.2591, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.0301 [2020-11-16 14:15:25,678][root][INFO] - ===> Epoch[525](13711/26): Loss 0.1446, Sem 0.1446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.824e-01 Score 94.991 Data time: 0.1983, Forward time: 2.2591, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 4.9839 [2020-11-16 14:15:30,738][root][INFO] - ===> Epoch[525](13712/26): Loss 0.1303, Sem 0.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.823e-01 Score 95.434 Data time: 0.1967, Forward time: 2.2591, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 4.9644 [2020-11-16 14:15:36,826][root][INFO] - ===> Epoch[525](13713/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.823e-01 Score 95.585 Data time: 0.2106, Forward time: 2.2591, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 6.0139 [2020-11-16 14:15:42,521][root][INFO] - ===> Epoch[525](13714/26): Loss 0.1033, Sem 0.1033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.822e-01 Score 96.561 Data time: 0.1997, Forward time: 2.2591, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.5966 [2020-11-16 14:15:48,759][root][INFO] - ===> Epoch[525](13715/26): Loss 0.1251, Sem 0.1251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.822e-01 Score 95.715 Data time: 0.2615, Forward time: 2.2592, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 6.1452 [2020-11-16 14:15:53,883][root][INFO] - ===> Epoch[525](13716/26): Loss 0.1600, Sem 0.1600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.822e-01 Score 94.758 Data time: 0.1604, Forward time: 2.2591, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.0157 [2020-11-16 14:15:59,627][root][INFO] - ===> Epoch[525](13717/26): Loss 0.1256, Sem 0.1256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.821e-01 Score 95.841 Data time: 0.2637, Forward time: 2.2592, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.6860 [2020-11-16 14:16:05,074][root][INFO] - ===> Epoch[525](13718/26): Loss 0.1316, Sem 0.1316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.821e-01 Score 95.357 Data time: 0.2430, Forward time: 2.2593, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.3523 [2020-11-16 14:16:11,082][root][INFO] - ===> Epoch[525](13719/26): Loss 0.1270, Sem 0.1270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.820e-01 Score 95.904 Data time: 0.1894, Forward time: 2.2593, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.8966 [2020-11-16 14:16:16,461][root][INFO] - ===> Epoch[525](13720/26): Loss 0.1268, Sem 0.1268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.820e-01 Score 95.705 Data time: 0.1832, Forward time: 2.2592, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.3031 [2020-11-16 14:16:23,444][root][INFO] - ===> Epoch[525](13721/26): Loss 0.1157, Sem 0.1157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.820e-01 Score 95.841 Data time: 0.2330, Forward time: 2.2593, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 6.8907 [2020-11-16 14:16:30,286][root][INFO] - ===> Epoch[525](13722/26): Loss 0.1201, Sem 0.1201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.819e-01 Score 95.900 Data time: 0.2361, Forward time: 2.2593, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.7433 [2020-11-16 14:16:36,164][root][INFO] - ===> Epoch[526](13723/26): Loss 0.1435, Sem 0.1435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.819e-01 Score 95.179 Data time: 0.1460, Forward time: 2.2592, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.7698 [2020-11-16 14:16:41,913][root][INFO] - ===> Epoch[526](13724/26): Loss 0.1508, Sem 0.1508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.818e-01 Score 94.994 Data time: 0.2468, Forward time: 2.2593, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.6945 [2020-11-16 14:16:47,318][root][INFO] - ===> Epoch[526](13725/26): Loss 0.1346, Sem 0.1346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.818e-01 Score 95.304 Data time: 0.2678, Forward time: 2.2594, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.2607 [2020-11-16 14:16:52,274][root][INFO] - ===> Epoch[526](13726/26): Loss 0.1428, Sem 0.1428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.818e-01 Score 95.203 Data time: 0.2309, Forward time: 2.2594, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 4.8589 [2020-11-16 14:16:57,850][root][INFO] - ===> Epoch[526](13727/26): Loss 0.1141, Sem 0.1141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.817e-01 Score 96.200 Data time: 0.1715, Forward time: 2.2593, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.4748 [2020-11-16 14:17:03,839][root][INFO] - ===> Epoch[526](13728/26): Loss 0.1187, Sem 0.1187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.817e-01 Score 95.839 Data time: 0.1727, Forward time: 2.2593, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.9087 [2020-11-16 14:17:10,003][root][INFO] - ===> Epoch[526](13729/26): Loss 0.1434, Sem 0.1434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.816e-01 Score 95.325 Data time: 0.2414, Forward time: 2.2594, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 6.0772 [2020-11-16 14:17:15,937][root][INFO] - ===> Epoch[526](13730/26): Loss 0.1196, Sem 0.1196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.816e-01 Score 95.871 Data time: 0.2041, Forward time: 2.2594, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.8217 [2020-11-16 14:17:21,562][root][INFO] - ===> Epoch[526](13731/26): Loss 0.1395, Sem 0.1395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.816e-01 Score 94.989 Data time: 0.2411, Forward time: 2.2594, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.5506 [2020-11-16 14:17:26,049][root][INFO] - ===> Epoch[526](13732/26): Loss 0.1354, Sem 0.1354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.815e-01 Score 95.464 Data time: 0.1810, Forward time: 2.2594, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 4.3647 [2020-11-16 14:17:31,784][root][INFO] - ===> Epoch[526](13733/26): Loss 0.1166, Sem 0.1166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.815e-01 Score 95.887 Data time: 0.2424, Forward time: 2.2595, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.6664 [2020-11-16 14:17:37,339][root][INFO] - ===> Epoch[526](13734/26): Loss 0.1026, Sem 0.1026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.814e-01 Score 96.428 Data time: 0.1365, Forward time: 2.2594, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.4516 [2020-11-16 14:17:43,860][root][INFO] - ===> Epoch[526](13735/26): Loss 0.1382, Sem 0.1382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.814e-01 Score 95.268 Data time: 0.1934, Forward time: 2.2594, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 6.4597 [2020-11-16 14:17:49,237][root][INFO] - ===> Epoch[526](13736/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.814e-01 Score 94.992 Data time: 0.1865, Forward time: 2.2594, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.2788 [2020-11-16 14:17:55,320][root][INFO] - ===> Epoch[526](13737/26): Loss 0.1452, Sem 0.1452, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.813e-01 Score 95.085 Data time: 0.3068, Forward time: 2.2595, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.9942 [2020-11-16 14:18:00,396][root][INFO] - ===> Epoch[526](13738/26): Loss 0.1216, Sem 0.1216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.813e-01 Score 95.843 Data time: 0.2270, Forward time: 2.2595, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.9534 [2020-11-16 14:18:05,990][root][INFO] - ===> Epoch[526](13739/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.812e-01 Score 95.071 Data time: 0.1917, Forward time: 2.2595, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.4842 [2020-11-16 14:18:11,834][root][INFO] - ===> Epoch[526](13740/26): Loss 0.1522, Sem 0.1522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.812e-01 Score 95.138 Data time: 0.1869, Forward time: 2.2595, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.7449 [2020-11-16 14:18:17,501][root][INFO] - ===> Epoch[526](13741/26): Loss 0.1543, Sem 0.1543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.811e-01 Score 94.720 Data time: 0.2483, Forward time: 2.2595, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.5818 [2020-11-16 14:18:23,812][root][INFO] - ===> Epoch[526](13742/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.811e-01 Score 95.800 Data time: 0.1554, Forward time: 2.2594, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 6.2175 [2020-11-16 14:18:28,823][root][INFO] - ===> Epoch[526](13743/26): Loss 0.1119, Sem 0.1119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.811e-01 Score 96.316 Data time: 0.1474, Forward time: 2.2594, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 4.9275 [2020-11-16 14:18:35,337][root][INFO] - ===> Epoch[526](13744/26): Loss 0.1172, Sem 0.1172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.810e-01 Score 96.064 Data time: 0.2127, Forward time: 2.2593, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.4267 [2020-11-16 14:18:41,313][root][INFO] - ===> Epoch[526](13745/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.810e-01 Score 95.137 Data time: 0.1570, Forward time: 2.2593, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.8843 [2020-11-16 14:18:48,243][root][INFO] - ===> Epoch[526](13746/26): Loss 0.1326, Sem 0.1326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.809e-01 Score 95.705 Data time: 0.2482, Forward time: 2.2593, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.8316 [2020-11-16 14:18:53,647][root][INFO] - ===> Epoch[526](13747/26): Loss 0.1351, Sem 0.1351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.809e-01 Score 95.112 Data time: 0.2382, Forward time: 2.2594, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.3000 [2020-11-16 14:19:02,589][root][INFO] - ===> Epoch[526](13748/26): Loss 0.1160, Sem 0.1160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.809e-01 Score 96.263 Data time: 0.1998, Forward time: 2.2594, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 8.8346 [2020-11-16 14:19:07,822][root][INFO] - ===> Epoch[527](13749/26): Loss 0.1203, Sem 0.1203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.808e-01 Score 95.821 Data time: 0.2447, Forward time: 2.2594, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.1288 [2020-11-16 14:19:13,773][root][INFO] - ===> Epoch[527](13750/26): Loss 0.1265, Sem 0.1265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.808e-01 Score 95.808 Data time: 0.2716, Forward time: 2.2596, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.8474 [2020-11-16 14:19:19,989][root][INFO] - ===> Epoch[527](13751/26): Loss 0.1254, Sem 0.1254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.807e-01 Score 95.803 Data time: 0.2105, Forward time: 2.2596, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.0923 [2020-11-16 14:19:25,561][root][INFO] - ===> Epoch[527](13752/26): Loss 0.1254, Sem 0.1254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.807e-01 Score 95.630 Data time: 0.2569, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.4768 [2020-11-16 14:19:30,866][root][INFO] - ===> Epoch[527](13753/26): Loss 0.1154, Sem 0.1154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.807e-01 Score 96.137 Data time: 0.2344, Forward time: 2.2597, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.1911 [2020-11-16 14:19:36,275][root][INFO] - ===> Epoch[527](13754/26): Loss 0.1301, Sem 0.1301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.806e-01 Score 95.456 Data time: 0.1754, Forward time: 2.2597, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.3086 [2020-11-16 14:19:41,175][root][INFO] - ===> Epoch[527](13755/26): Loss 0.1256, Sem 0.1256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.806e-01 Score 95.949 Data time: 0.1797, Forward time: 2.2597, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.8156 [2020-11-16 14:19:47,281][root][INFO] - ===> Epoch[527](13756/26): Loss 0.1256, Sem 0.1256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.805e-01 Score 95.780 Data time: 0.1968, Forward time: 2.2597, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.0317 [2020-11-16 14:19:53,498][root][INFO] - ===> Epoch[527](13757/26): Loss 0.1181, Sem 0.1181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.805e-01 Score 95.852 Data time: 0.1515, Forward time: 2.2596, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.1022 [2020-11-16 14:19:59,450][root][INFO] - ===> Epoch[527](13758/26): Loss 0.1339, Sem 0.1339, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.805e-01 Score 95.366 Data time: 0.1177, Forward time: 2.2595, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.8861 [2020-11-16 14:20:04,879][root][INFO] - ===> Epoch[527](13759/26): Loss 0.1356, Sem 0.1356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.804e-01 Score 95.333 Data time: 0.2131, Forward time: 2.2595, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.3796 [2020-11-16 14:20:11,585][root][INFO] - ===> Epoch[527](13760/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.804e-01 Score 95.169 Data time: 0.1831, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.6073 [2020-11-16 14:20:17,147][root][INFO] - ===> Epoch[527](13761/26): Loss 0.1265, Sem 0.1265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.803e-01 Score 95.804 Data time: 0.1969, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.4650 [2020-11-16 14:20:22,907][root][INFO] - ===> Epoch[527](13762/26): Loss 0.1635, Sem 0.1635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.803e-01 Score 95.099 Data time: 0.2667, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.6571 [2020-11-16 14:20:28,422][root][INFO] - ===> Epoch[527](13763/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.803e-01 Score 96.449 Data time: 0.2383, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.3986 [2020-11-16 14:20:33,819][root][INFO] - ===> Epoch[527](13764/26): Loss 0.1331, Sem 0.1331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.802e-01 Score 95.281 Data time: 0.1904, Forward time: 2.2596, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.2808 [2020-11-16 14:20:39,222][root][INFO] - ===> Epoch[527](13765/26): Loss 0.1298, Sem 0.1298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.802e-01 Score 95.705 Data time: 0.1859, Forward time: 2.2596, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.3253 [2020-11-16 14:20:45,083][root][INFO] - ===> Epoch[527](13766/26): Loss 0.1298, Sem 0.1298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.801e-01 Score 95.457 Data time: 0.1999, Forward time: 2.2596, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.7811 [2020-11-16 14:20:50,903][root][INFO] - ===> Epoch[527](13767/26): Loss 0.1316, Sem 0.1316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.801e-01 Score 95.554 Data time: 0.2627, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.7314 [2020-11-16 14:20:56,500][root][INFO] - ===> Epoch[527](13768/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.801e-01 Score 95.076 Data time: 0.1752, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.4686 [2020-11-16 14:21:01,749][root][INFO] - ===> Epoch[527](13769/26): Loss 0.1373, Sem 0.1373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.800e-01 Score 95.392 Data time: 0.1782, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.1702 [2020-11-16 14:21:07,982][root][INFO] - ===> Epoch[527](13770/26): Loss 0.1676, Sem 0.1676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.800e-01 Score 94.398 Data time: 0.2021, Forward time: 2.2596, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.1455 [2020-11-16 14:21:13,267][root][INFO] - ===> Epoch[527](13771/26): Loss 0.1708, Sem 0.1708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.799e-01 Score 94.065 Data time: 0.2418, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.1979 [2020-11-16 14:21:19,341][root][INFO] - ===> Epoch[527](13772/26): Loss 0.1358, Sem 0.1358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.799e-01 Score 95.260 Data time: 0.2595, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.9545 [2020-11-16 14:21:25,473][root][INFO] - ===> Epoch[527](13773/26): Loss 0.1501, Sem 0.1501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.799e-01 Score 94.876 Data time: 0.2396, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.0202 [2020-11-16 14:21:30,509][root][INFO] - ===> Epoch[527](13774/26): Loss 0.1237, Sem 0.1237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.798e-01 Score 95.886 Data time: 0.1691, Forward time: 2.2598, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.9314 [2020-11-16 14:21:35,189][root][INFO] - ===> Epoch[528](13775/26): Loss 0.1453, Sem 0.1453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.798e-01 Score 95.219 Data time: 0.1370, Forward time: 2.2598, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.6055 [2020-11-16 14:21:41,602][root][INFO] - ===> Epoch[528](13776/26): Loss 0.1533, Sem 0.1533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.797e-01 Score 95.047 Data time: 0.1766, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.3506 [2020-11-16 14:21:48,612][root][INFO] - ===> Epoch[528](13777/26): Loss 0.1409, Sem 0.1409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.797e-01 Score 95.186 Data time: 0.2297, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.9374 [2020-11-16 14:21:53,318][root][INFO] - ===> Epoch[528](13778/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.797e-01 Score 95.119 Data time: 0.1509, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.5975 [2020-11-16 14:21:58,337][root][INFO] - ===> Epoch[528](13779/26): Loss 0.1568, Sem 0.1568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.796e-01 Score 94.807 Data time: 0.1691, Forward time: 2.2596, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.9409 [2020-11-16 14:22:03,545][root][INFO] - ===> Epoch[528](13780/26): Loss 0.1186, Sem 0.1186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.796e-01 Score 95.905 Data time: 0.1877, Forward time: 2.2596, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.1313 [2020-11-16 14:22:09,765][root][INFO] - ===> Epoch[528](13781/26): Loss 0.1371, Sem 0.1371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.795e-01 Score 95.121 Data time: 0.1993, Forward time: 2.2596, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.1389 [2020-11-16 14:22:15,240][root][INFO] - ===> Epoch[528](13782/26): Loss 0.1367, Sem 0.1367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.795e-01 Score 95.302 Data time: 0.2218, Forward time: 2.2596, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.3533 [2020-11-16 14:22:20,088][root][INFO] - ===> Epoch[528](13783/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.794e-01 Score 95.225 Data time: 0.1362, Forward time: 2.2595, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.7414 [2020-11-16 14:22:24,740][root][INFO] - ===> Epoch[528](13784/26): Loss 0.1405, Sem 0.1405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.794e-01 Score 95.447 Data time: 0.2092, Forward time: 2.2595, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.5698 [2020-11-16 14:22:31,515][root][INFO] - ===> Epoch[528](13785/26): Loss 0.1656, Sem 0.1656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.794e-01 Score 94.962 Data time: 0.2120, Forward time: 2.2596, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.6774 [2020-11-16 14:22:36,394][root][INFO] - ===> Epoch[528](13786/26): Loss 0.1697, Sem 0.1697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.793e-01 Score 94.901 Data time: 0.1652, Forward time: 2.2596, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.7706 [2020-11-16 14:22:41,836][root][INFO] - ===> Epoch[528](13787/26): Loss 0.1269, Sem 0.1269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.793e-01 Score 95.761 Data time: 0.1524, Forward time: 2.2595, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.3540 [2020-11-16 14:22:48,264][root][INFO] - ===> Epoch[528](13788/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.792e-01 Score 95.290 Data time: 0.2365, Forward time: 2.2595, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.3446 [2020-11-16 14:22:54,634][root][INFO] - ===> Epoch[528](13789/26): Loss 0.1465, Sem 0.1465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.792e-01 Score 95.380 Data time: 0.3497, Forward time: 2.2596, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.2748 [2020-11-16 14:22:59,895][root][INFO] - ===> Epoch[528](13790/26): Loss 0.1371, Sem 0.1371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.792e-01 Score 95.348 Data time: 0.2158, Forward time: 2.2597, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.1542 [2020-11-16 14:23:05,543][root][INFO] - ===> Epoch[528](13791/26): Loss 0.1372, Sem 0.1372, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.791e-01 Score 95.450 Data time: 0.2724, Forward time: 2.2597, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.5311 [2020-11-16 14:23:12,032][root][INFO] - ===> Epoch[528](13792/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.791e-01 Score 95.125 Data time: 0.2563, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.3567 [2020-11-16 14:23:17,005][root][INFO] - ===> Epoch[528](13793/26): Loss 0.1897, Sem 0.1897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.790e-01 Score 94.027 Data time: 0.1778, Forward time: 2.2599, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 4.8493 [2020-11-16 14:23:22,705][root][INFO] - ===> Epoch[528](13794/26): Loss 0.1699, Sem 0.1699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.790e-01 Score 94.343 Data time: 0.2206, Forward time: 2.2599, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.6097 [2020-11-16 14:23:29,680][root][INFO] - ===> Epoch[528](13795/26): Loss 0.1626, Sem 0.1626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.790e-01 Score 94.508 Data time: 0.1428, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.8793 [2020-11-16 14:23:35,139][root][INFO] - ===> Epoch[528](13796/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.789e-01 Score 94.680 Data time: 0.2237, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.3740 [2020-11-16 14:23:40,123][root][INFO] - ===> Epoch[528](13797/26): Loss 0.1861, Sem 0.1861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.789e-01 Score 94.449 Data time: 0.1909, Forward time: 2.2599, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 4.8926 [2020-11-16 14:23:46,515][root][INFO] - ===> Epoch[528](13798/26): Loss 0.1476, Sem 0.1476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.788e-01 Score 94.976 Data time: 0.2237, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.3143 [2020-11-16 14:23:53,146][root][INFO] - ===> Epoch[528](13799/26): Loss 0.1384, Sem 0.1384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.788e-01 Score 95.237 Data time: 0.2352, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.5106 [2020-11-16 14:23:58,805][root][INFO] - ===> Epoch[528](13800/26): Loss 0.1614, Sem 0.1614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.788e-01 Score 94.639 Data time: 0.3071, Forward time: 2.2601, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.5371 [2020-11-16 14:24:03,749][root][INFO] - ===> Epoch[529](13801/26): Loss 0.1300, Sem 0.1300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.787e-01 Score 95.382 Data time: 0.1620, Forward time: 2.2600, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 4.8346 [2020-11-16 14:24:10,230][root][INFO] - ===> Epoch[529](13802/26): Loss 0.1489, Sem 0.1489, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.787e-01 Score 94.788 Data time: 0.2269, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.4071 [2020-11-16 14:24:16,188][root][INFO] - ===> Epoch[529](13803/26): Loss 0.1501, Sem 0.1501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.786e-01 Score 94.913 Data time: 0.2962, Forward time: 2.2601, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.8680 [2020-11-16 14:24:21,728][root][INFO] - ===> Epoch[529](13804/26): Loss 0.1434, Sem 0.1434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.786e-01 Score 95.162 Data time: 0.1221, Forward time: 2.2601, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.4177 [2020-11-16 14:24:27,132][root][INFO] - ===> Epoch[529](13805/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.786e-01 Score 95.811 Data time: 0.1767, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.3502 [2020-11-16 14:24:32,257][root][INFO] - ===> Epoch[529](13806/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.785e-01 Score 95.437 Data time: 0.2768, Forward time: 2.2601, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.0455 [2020-11-16 14:24:38,181][root][INFO] - ===> Epoch[529](13807/26): Loss 0.1435, Sem 0.1435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.785e-01 Score 95.032 Data time: 0.1536, Forward time: 2.2600, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.8098 [2020-11-16 14:24:43,402][root][INFO] - ===> Epoch[529](13808/26): Loss 0.1285, Sem 0.1285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.784e-01 Score 95.660 Data time: 0.2447, Forward time: 2.2601, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.1323 [2020-11-16 14:24:48,676][root][INFO] - ===> Epoch[529](13809/26): Loss 0.1165, Sem 0.1165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.784e-01 Score 96.122 Data time: 0.2507, Forward time: 2.2601, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.1738 [2020-11-16 14:24:53,799][root][INFO] - ===> Epoch[529](13810/26): Loss 0.1370, Sem 0.1370, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.784e-01 Score 95.540 Data time: 0.1540, Forward time: 2.2601, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.0260 [2020-11-16 14:25:00,765][root][INFO] - ===> Epoch[529](13811/26): Loss 0.1545, Sem 0.1545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.783e-01 Score 94.988 Data time: 0.1130, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.8918 [2020-11-16 14:25:06,728][root][INFO] - ===> Epoch[529](13812/26): Loss 0.1658, Sem 0.1658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.783e-01 Score 94.663 Data time: 0.1092, Forward time: 2.2598, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.9230 [2020-11-16 14:25:12,955][root][INFO] - ===> Epoch[529](13813/26): Loss 0.1439, Sem 0.1439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.782e-01 Score 95.288 Data time: 0.1807, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.2004 [2020-11-16 14:25:19,408][root][INFO] - ===> Epoch[529](13814/26): Loss 0.1516, Sem 0.1516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.782e-01 Score 94.647 Data time: 0.3559, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.3795 [2020-11-16 14:25:25,646][root][INFO] - ===> Epoch[529](13815/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.782e-01 Score 95.179 Data time: 0.1985, Forward time: 2.2600, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.1312 [2020-11-16 14:25:30,390][root][INFO] - ===> Epoch[529](13816/26): Loss 0.1464, Sem 0.1464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.781e-01 Score 94.945 Data time: 0.1760, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.6332 [2020-11-16 14:25:36,062][root][INFO] - ===> Epoch[529](13817/26): Loss 0.1399, Sem 0.1399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.781e-01 Score 95.330 Data time: 0.2076, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.5906 [2020-11-16 14:25:41,395][root][INFO] - ===> Epoch[529](13818/26): Loss 0.1490, Sem 0.1490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.780e-01 Score 94.610 Data time: 0.2324, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.2528 [2020-11-16 14:25:47,273][root][INFO] - ===> Epoch[529](13819/26): Loss 0.1281, Sem 0.1281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.780e-01 Score 95.612 Data time: 0.1571, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.7840 [2020-11-16 14:25:51,917][root][INFO] - ===> Epoch[529](13820/26): Loss 0.1391, Sem 0.1391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.780e-01 Score 95.110 Data time: 0.1568, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.5764 [2020-11-16 14:25:57,527][root][INFO] - ===> Epoch[529](13821/26): Loss 0.1332, Sem 0.1332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.779e-01 Score 95.417 Data time: 0.2166, Forward time: 2.2598, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.5414 [2020-11-16 14:26:03,311][root][INFO] - ===> Epoch[529](13822/26): Loss 0.1552, Sem 0.1552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.779e-01 Score 94.882 Data time: 0.2289, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.6847 [2020-11-16 14:26:10,218][root][INFO] - ===> Epoch[529](13823/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.778e-01 Score 94.746 Data time: 0.2609, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.7645 [2020-11-16 14:26:15,147][root][INFO] - ===> Epoch[529](13824/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.778e-01 Score 95.794 Data time: 0.1958, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.7900 [2020-11-16 14:26:21,116][root][INFO] - ===> Epoch[529](13825/26): Loss 0.1673, Sem 0.1673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.777e-01 Score 94.577 Data time: 0.1824, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.8771 [2020-11-16 14:26:27,148][root][INFO] - ===> Epoch[529](13826/26): Loss 0.1508, Sem 0.1508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.777e-01 Score 94.934 Data time: 0.2161, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.9425 [2020-11-16 14:26:32,598][root][INFO] - ===> Epoch[530](13827/26): Loss 0.1310, Sem 0.1310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.777e-01 Score 95.475 Data time: 0.1696, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.3450 [2020-11-16 14:26:37,687][root][INFO] - ===> Epoch[530](13828/26): Loss 0.1406, Sem 0.1406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.776e-01 Score 95.321 Data time: 0.2023, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.9959 [2020-11-16 14:26:43,015][root][INFO] - ===> Epoch[530](13829/26): Loss 0.1342, Sem 0.1342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.776e-01 Score 95.643 Data time: 0.2563, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.2247 [2020-11-16 14:26:47,714][root][INFO] - ===> Epoch[530](13830/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.775e-01 Score 95.781 Data time: 0.2080, Forward time: 2.2599, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 4.5995 [2020-11-16 14:26:54,055][root][INFO] - ===> Epoch[530](13831/26): Loss 0.1357, Sem 0.1357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.775e-01 Score 95.417 Data time: 0.2222, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.2367 [2020-11-16 14:26:59,836][root][INFO] - ===> Epoch[530](13832/26): Loss 0.1276, Sem 0.1276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.775e-01 Score 95.731 Data time: 0.2055, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.6833 [2020-11-16 14:27:07,691][root][INFO] - ===> Epoch[530](13833/26): Loss 0.1357, Sem 0.1357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.774e-01 Score 95.411 Data time: 0.2206, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 7.7383 [2020-11-16 14:27:15,668][root][INFO] - ===> Epoch[530](13834/26): Loss 0.1449, Sem 0.1449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.774e-01 Score 94.925 Data time: 0.1942, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 7.8502 [2020-11-16 14:27:21,296][root][INFO] - ===> Epoch[530](13835/26): Loss 0.1123, Sem 0.1123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.773e-01 Score 96.135 Data time: 0.1919, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.5005 [2020-11-16 14:27:26,809][root][INFO] - ===> Epoch[530](13836/26): Loss 0.1199, Sem 0.1199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.773e-01 Score 96.009 Data time: 0.1720, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.3996 [2020-11-16 14:27:31,575][root][INFO] - ===> Epoch[530](13837/26): Loss 0.1099, Sem 0.1099, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.773e-01 Score 96.320 Data time: 0.1824, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.6901 [2020-11-16 14:27:36,854][root][INFO] - ===> Epoch[530](13838/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.772e-01 Score 95.392 Data time: 0.1779, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.1892 [2020-11-16 14:27:41,854][root][INFO] - ===> Epoch[530](13839/26): Loss 0.1231, Sem 0.1231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.772e-01 Score 95.838 Data time: 0.1729, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.9242 [2020-11-16 14:27:47,538][root][INFO] - ===> Epoch[530](13840/26): Loss 0.1402, Sem 0.1402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.771e-01 Score 95.336 Data time: 0.1756, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.5877 [2020-11-16 14:27:52,397][root][INFO] - ===> Epoch[530](13841/26): Loss 0.1118, Sem 0.1118, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.771e-01 Score 96.335 Data time: 0.1941, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.7726 [2020-11-16 14:27:57,274][root][INFO] - ===> Epoch[530](13842/26): Loss 0.1392, Sem 0.1392, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.771e-01 Score 95.352 Data time: 0.1974, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.7745 [2020-11-16 14:28:02,833][root][INFO] - ===> Epoch[530](13843/26): Loss 0.1437, Sem 0.1437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.770e-01 Score 95.304 Data time: 0.1550, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.4471 [2020-11-16 14:28:09,042][root][INFO] - ===> Epoch[530](13844/26): Loss 0.1182, Sem 0.1182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.770e-01 Score 96.026 Data time: 0.1500, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.1373 [2020-11-16 14:28:14,156][root][INFO] - ===> Epoch[530](13845/26): Loss 0.1308, Sem 0.1308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.769e-01 Score 95.707 Data time: 0.2257, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.0671 [2020-11-16 14:28:20,105][root][INFO] - ===> Epoch[530](13846/26): Loss 0.1276, Sem 0.1276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.769e-01 Score 95.704 Data time: 0.2079, Forward time: 2.2597, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.8366 [2020-11-16 14:28:24,862][root][INFO] - ===> Epoch[530](13847/26): Loss 0.1189, Sem 0.1189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.769e-01 Score 96.006 Data time: 0.2021, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.6475 [2020-11-16 14:28:31,324][root][INFO] - ===> Epoch[530](13848/26): Loss 0.1210, Sem 0.1210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.768e-01 Score 95.911 Data time: 0.2001, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.3542 [2020-11-16 14:28:36,110][root][INFO] - ===> Epoch[530](13849/26): Loss 0.1368, Sem 0.1368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.768e-01 Score 95.359 Data time: 0.2049, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.6926 [2020-11-16 14:28:42,440][root][INFO] - ===> Epoch[530](13850/26): Loss 0.1332, Sem 0.1332, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.767e-01 Score 95.663 Data time: 0.1233, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.2297 [2020-11-16 14:28:48,988][root][INFO] - ===> Epoch[530](13851/26): Loss 0.1298, Sem 0.1298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.767e-01 Score 95.481 Data time: 0.1982, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.4964 [2020-11-16 14:28:56,114][root][INFO] - ===> Epoch[530](13852/26): Loss 0.1259, Sem 0.1259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.767e-01 Score 95.715 Data time: 0.3696, Forward time: 2.2597, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 7.0354 [2020-11-16 14:29:01,517][root][INFO] - ===> Epoch[531](13853/26): Loss 0.1377, Sem 0.1377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.766e-01 Score 95.254 Data time: 0.2134, Forward time: 2.2598, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.2893 [2020-11-16 14:29:05,904][root][INFO] - ===> Epoch[531](13854/26): Loss 0.1003, Sem 0.1003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.766e-01 Score 96.727 Data time: 0.2081, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.2884 [2020-11-16 14:29:10,630][root][INFO] - ===> Epoch[531](13855/26): Loss 0.1128, Sem 0.1128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.765e-01 Score 96.233 Data time: 0.2169, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.6563 [2020-11-16 14:29:16,947][root][INFO] - ===> Epoch[531](13856/26): Loss 0.1348, Sem 0.1348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.765e-01 Score 95.212 Data time: 0.2147, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.2218 [2020-11-16 14:29:22,484][root][INFO] - ===> Epoch[531](13857/26): Loss 0.1437, Sem 0.1437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.765e-01 Score 95.072 Data time: 0.1505, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.4480 [2020-11-16 14:29:28,262][root][INFO] - ===> Epoch[531](13858/26): Loss 0.1069, Sem 0.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.764e-01 Score 96.303 Data time: 0.1955, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.7169 [2020-11-16 14:29:33,070][root][INFO] - ===> Epoch[531](13859/26): Loss 0.1171, Sem 0.1171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.764e-01 Score 96.089 Data time: 0.1311, Forward time: 2.2596, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.7261 [2020-11-16 14:29:39,939][root][INFO] - ===> Epoch[531](13860/26): Loss 0.1172, Sem 0.1172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.763e-01 Score 95.877 Data time: 0.1565, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.8112 [2020-11-16 14:29:45,760][root][INFO] - ===> Epoch[531](13861/26): Loss 0.1364, Sem 0.1364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.763e-01 Score 95.295 Data time: 0.1865, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.7541 [2020-11-16 14:29:52,233][root][INFO] - ===> Epoch[531](13862/26): Loss 0.1523, Sem 0.1523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.763e-01 Score 95.244 Data time: 0.1664, Forward time: 2.2595, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.3780 [2020-11-16 14:29:57,921][root][INFO] - ===> Epoch[531](13863/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.762e-01 Score 95.126 Data time: 0.1702, Forward time: 2.2595, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.6040 [2020-11-16 14:30:03,452][root][INFO] - ===> Epoch[531](13864/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.762e-01 Score 95.887 Data time: 0.1268, Forward time: 2.2594, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.4295 [2020-11-16 14:30:08,522][root][INFO] - ===> Epoch[531](13865/26): Loss 0.1264, Sem 0.1264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.761e-01 Score 95.763 Data time: 0.2105, Forward time: 2.2594, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.0032 [2020-11-16 14:30:15,233][root][INFO] - ===> Epoch[531](13866/26): Loss 0.1244, Sem 0.1244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.761e-01 Score 95.691 Data time: 0.2138, Forward time: 2.2594, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.6045 [2020-11-16 14:30:20,562][root][INFO] - ===> Epoch[531](13867/26): Loss 0.1066, Sem 0.1066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.760e-01 Score 96.310 Data time: 0.2105, Forward time: 2.2594, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.2122 [2020-11-16 14:30:26,740][root][INFO] - ===> Epoch[531](13868/26): Loss 0.1415, Sem 0.1415, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.760e-01 Score 95.260 Data time: 0.1596, Forward time: 2.2594, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.0701 [2020-11-16 14:30:31,946][root][INFO] - ===> Epoch[531](13869/26): Loss 0.1222, Sem 0.1222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.760e-01 Score 95.896 Data time: 0.2116, Forward time: 2.2594, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.1212 [2020-11-16 14:30:36,820][root][INFO] - ===> Epoch[531](13870/26): Loss 0.1409, Sem 0.1409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.759e-01 Score 95.324 Data time: 0.2247, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.7634 [2020-11-16 14:30:44,232][root][INFO] - ===> Epoch[531](13871/26): Loss 0.1211, Sem 0.1211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.759e-01 Score 95.795 Data time: 0.2043, Forward time: 2.2595, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 7.3268 [2020-11-16 14:30:49,866][root][INFO] - ===> Epoch[531](13872/26): Loss 0.1281, Sem 0.1281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.758e-01 Score 95.692 Data time: 0.2019, Forward time: 2.2594, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.5154 [2020-11-16 14:30:55,381][root][INFO] - ===> Epoch[531](13873/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.758e-01 Score 95.338 Data time: 0.2174, Forward time: 2.2595, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.4292 [2020-11-16 14:31:01,366][root][INFO] - ===> Epoch[531](13874/26): Loss 0.1215, Sem 0.1215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.758e-01 Score 95.876 Data time: 0.1605, Forward time: 2.2594, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.8722 [2020-11-16 14:31:06,337][root][INFO] - ===> Epoch[531](13875/26): Loss 0.1363, Sem 0.1363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.757e-01 Score 95.463 Data time: 0.2197, Forward time: 2.2594, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 4.9201 [2020-11-16 14:31:12,504][root][INFO] - ===> Epoch[531](13876/26): Loss 0.1487, Sem 0.1487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.757e-01 Score 94.939 Data time: 0.2047, Forward time: 2.2595, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.0503 [2020-11-16 14:31:17,948][root][INFO] - ===> Epoch[531](13877/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.756e-01 Score 94.357 Data time: 0.1840, Forward time: 2.2595, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.3385 [2020-11-16 14:31:24,389][root][INFO] - ===> Epoch[531](13878/26): Loss 0.1633, Sem 0.1633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.756e-01 Score 94.679 Data time: 0.1187, Forward time: 2.2594, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 6.3448 [2020-11-16 14:31:29,703][root][INFO] - ===> Epoch[532](13879/26): Loss 0.1510, Sem 0.1510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.756e-01 Score 94.954 Data time: 0.1649, Forward time: 2.2593, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.2317 [2020-11-16 14:31:35,162][root][INFO] - ===> Epoch[532](13880/26): Loss 0.1249, Sem 0.1249, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.755e-01 Score 95.684 Data time: 0.1754, Forward time: 2.2593, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.3867 [2020-11-16 14:31:41,073][root][INFO] - ===> Epoch[532](13881/26): Loss 0.1206, Sem 0.1206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.755e-01 Score 95.696 Data time: 0.2072, Forward time: 2.2593, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.8101 [2020-11-16 14:31:47,617][root][INFO] - ===> Epoch[532](13882/26): Loss 0.1515, Sem 0.1515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.754e-01 Score 95.157 Data time: 0.2105, Forward time: 2.2593, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.4450 [2020-11-16 14:31:53,014][root][INFO] - ===> Epoch[532](13883/26): Loss 0.1319, Sem 0.1319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.754e-01 Score 95.619 Data time: 0.2732, Forward time: 2.2593, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.2997 [2020-11-16 14:31:58,108][root][INFO] - ===> Epoch[532](13884/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.754e-01 Score 95.412 Data time: 0.2120, Forward time: 2.2594, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 4.9818 [2020-11-16 14:32:03,073][root][INFO] - ===> Epoch[532](13885/26): Loss 0.1305, Sem 0.1305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.753e-01 Score 95.420 Data time: 0.1959, Forward time: 2.2594, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 4.8690 [2020-11-16 14:32:08,187][root][INFO] - ===> Epoch[532](13886/26): Loss 0.1594, Sem 0.1594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.753e-01 Score 94.619 Data time: 0.2159, Forward time: 2.2594, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.0177 [2020-11-16 14:32:14,316][root][INFO] - ===> Epoch[532](13887/26): Loss 0.1653, Sem 0.1653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.752e-01 Score 94.653 Data time: 0.2759, Forward time: 2.2595, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.0409 [2020-11-16 14:32:20,513][root][INFO] - ===> Epoch[532](13888/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.752e-01 Score 95.454 Data time: 0.2823, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.0868 [2020-11-16 14:32:27,300][root][INFO] - ===> Epoch[532](13889/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.752e-01 Score 95.765 Data time: 0.3735, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.6603 [2020-11-16 14:32:33,714][root][INFO] - ===> Epoch[532](13890/26): Loss 0.1354, Sem 0.1354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.751e-01 Score 95.531 Data time: 0.2624, Forward time: 2.2599, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.3031 [2020-11-16 14:32:39,932][root][INFO] - ===> Epoch[532](13891/26): Loss 0.1201, Sem 0.1201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.751e-01 Score 95.650 Data time: 0.3264, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.1300 [2020-11-16 14:32:45,364][root][INFO] - ===> Epoch[532](13892/26): Loss 0.1335, Sem 0.1335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.750e-01 Score 95.331 Data time: 0.2502, Forward time: 2.2601, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.3146 [2020-11-16 14:32:50,727][root][INFO] - ===> Epoch[532](13893/26): Loss 0.1177, Sem 0.1177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.750e-01 Score 96.104 Data time: 0.2288, Forward time: 2.2601, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.2668 [2020-11-16 14:32:56,511][root][INFO] - ===> Epoch[532](13894/26): Loss 0.1239, Sem 0.1239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.750e-01 Score 95.744 Data time: 0.1598, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.6910 [2020-11-16 14:33:01,976][root][INFO] - ===> Epoch[532](13895/26): Loss 0.1283, Sem 0.1283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.749e-01 Score 95.607 Data time: 0.2101, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.4041 [2020-11-16 14:33:08,974][root][INFO] - ===> Epoch[532](13896/26): Loss 0.1163, Sem 0.1163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.749e-01 Score 95.979 Data time: 0.1888, Forward time: 2.2600, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.9246 [2020-11-16 14:33:13,642][root][INFO] - ===> Epoch[532](13897/26): Loss 0.1361, Sem 0.1361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.748e-01 Score 95.593 Data time: 0.1931, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.6067 [2020-11-16 14:33:19,006][root][INFO] - ===> Epoch[532](13898/26): Loss 0.1375, Sem 0.1375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.748e-01 Score 95.366 Data time: 0.1547, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.2811 [2020-11-16 14:33:24,362][root][INFO] - ===> Epoch[532](13899/26): Loss 0.1236, Sem 0.1236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.748e-01 Score 95.937 Data time: 0.2116, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.2873 [2020-11-16 14:33:30,263][root][INFO] - ===> Epoch[532](13900/26): Loss 0.1320, Sem 0.1320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.747e-01 Score 95.266 Data time: 0.1958, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.8142 [2020-11-16 14:33:35,519][root][INFO] - ===> Epoch[532](13901/26): Loss 0.1461, Sem 0.1461, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.747e-01 Score 95.109 Data time: 0.1846, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.1698 [2020-11-16 14:33:40,810][root][INFO] - ===> Epoch[532](13902/26): Loss 0.1161, Sem 0.1161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.746e-01 Score 95.932 Data time: 0.1608, Forward time: 2.2599, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.2070 [2020-11-16 14:33:45,682][root][INFO] - ===> Epoch[532](13903/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.746e-01 Score 94.993 Data time: 0.2154, Forward time: 2.2599, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.8009 [2020-11-16 14:33:50,314][root][INFO] - ===> Epoch[532](13904/26): Loss 0.1331, Sem 0.1331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.745e-01 Score 95.452 Data time: 0.1851, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.5449 [2020-11-16 14:33:55,186][root][INFO] - ===> Epoch[533](13905/26): Loss 0.1368, Sem 0.1368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.745e-01 Score 95.221 Data time: 0.1991, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.8262 [2020-11-16 14:34:00,564][root][INFO] - ===> Epoch[533](13906/26): Loss 0.1248, Sem 0.1248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.745e-01 Score 95.772 Data time: 0.2346, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.2820 [2020-11-16 14:34:06,486][root][INFO] - ===> Epoch[533](13907/26): Loss 0.1517, Sem 0.1517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.744e-01 Score 94.718 Data time: 0.1811, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.8205 [2020-11-16 14:34:12,584][root][INFO] - ===> Epoch[533](13908/26): Loss 0.1156, Sem 0.1156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.744e-01 Score 96.163 Data time: 0.1641, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.0375 [2020-11-16 14:34:18,249][root][INFO] - ===> Epoch[533](13909/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.743e-01 Score 95.126 Data time: 0.2266, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.5968 [2020-11-16 14:34:23,343][root][INFO] - ===> Epoch[533](13910/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.743e-01 Score 95.405 Data time: 0.2033, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.9933 [2020-11-16 14:34:28,508][root][INFO] - ===> Epoch[533](13911/26): Loss 0.1368, Sem 0.1368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.743e-01 Score 95.211 Data time: 0.2098, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.0616 [2020-11-16 14:34:33,740][root][INFO] - ===> Epoch[533](13912/26): Loss 0.1625, Sem 0.1625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.742e-01 Score 94.847 Data time: 0.2349, Forward time: 2.2600, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.1196 [2020-11-16 14:34:38,774][root][INFO] - ===> Epoch[533](13913/26): Loss 0.1422, Sem 0.1422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.742e-01 Score 95.323 Data time: 0.1695, Forward time: 2.2599, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 4.9060 [2020-11-16 14:34:45,459][root][INFO] - ===> Epoch[533](13914/26): Loss 0.1364, Sem 0.1364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.741e-01 Score 95.441 Data time: 0.2622, Forward time: 2.2600, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 6.6058 [2020-11-16 14:34:51,222][root][INFO] - ===> Epoch[533](13915/26): Loss 0.1499, Sem 0.1499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.741e-01 Score 95.144 Data time: 0.1598, Forward time: 2.2600, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.6487 [2020-11-16 14:34:57,623][root][INFO] - ===> Epoch[533](13916/26): Loss 0.1447, Sem 0.1447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.741e-01 Score 95.156 Data time: 0.1581, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.3084 [2020-11-16 14:35:02,989][root][INFO] - ===> Epoch[533](13917/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.740e-01 Score 95.273 Data time: 0.1301, Forward time: 2.2598, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.2700 [2020-11-16 14:35:09,373][root][INFO] - ===> Epoch[533](13918/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.740e-01 Score 95.382 Data time: 0.2317, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.3236 [2020-11-16 14:35:15,334][root][INFO] - ===> Epoch[533](13919/26): Loss 0.1198, Sem 0.1198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.739e-01 Score 95.991 Data time: 0.2926, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.8782 [2020-11-16 14:35:21,670][root][INFO] - ===> Epoch[533](13920/26): Loss 0.1467, Sem 0.1467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.739e-01 Score 95.184 Data time: 0.1930, Forward time: 2.2600, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.2125 [2020-11-16 14:35:28,862][root][INFO] - ===> Epoch[533](13921/26): Loss 0.1433, Sem 0.1433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.739e-01 Score 95.349 Data time: 0.1364, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 7.0878 [2020-11-16 14:35:33,863][root][INFO] - ===> Epoch[533](13922/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.738e-01 Score 95.198 Data time: 0.1847, Forward time: 2.2599, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.9295 [2020-11-16 14:35:39,762][root][INFO] - ===> Epoch[533](13923/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.738e-01 Score 95.129 Data time: 0.2134, Forward time: 2.2599, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.8022 [2020-11-16 14:35:45,032][root][INFO] - ===> Epoch[533](13924/26): Loss 0.1443, Sem 0.1443, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.737e-01 Score 94.853 Data time: 0.2194, Forward time: 2.2599, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.1547 [2020-11-16 14:35:49,924][root][INFO] - ===> Epoch[533](13925/26): Loss 0.1434, Sem 0.1434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.737e-01 Score 95.276 Data time: 0.1582, Forward time: 2.2599, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.7921 [2020-11-16 14:35:56,227][root][INFO] - ===> Epoch[533](13926/26): Loss 0.1318, Sem 0.1318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.737e-01 Score 95.479 Data time: 0.1949, Forward time: 2.2599, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.2460 [2020-11-16 14:36:01,588][root][INFO] - ===> Epoch[533](13927/26): Loss 0.1433, Sem 0.1433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.736e-01 Score 95.024 Data time: 0.1765, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.2796 [2020-11-16 14:36:07,377][root][INFO] - ===> Epoch[533](13928/26): Loss 0.1303, Sem 0.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.736e-01 Score 95.467 Data time: 0.2130, Forward time: 2.2599, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.7045 [2020-11-16 14:36:13,562][root][INFO] - ===> Epoch[533](13929/26): Loss 0.1232, Sem 0.1232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.735e-01 Score 95.891 Data time: 0.2689, Forward time: 2.2600, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.0895 [2020-11-16 14:36:19,740][root][INFO] - ===> Epoch[533](13930/26): Loss 0.1254, Sem 0.1254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.735e-01 Score 95.812 Data time: 0.1336, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.0494 [2020-11-16 14:36:26,052][root][INFO] - ===> Epoch[534](13931/26): Loss 0.1068, Sem 0.1068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.735e-01 Score 96.474 Data time: 0.2696, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.2404 [2020-11-16 14:36:32,201][root][INFO] - ===> Epoch[534](13932/26): Loss 0.1212, Sem 0.1212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.734e-01 Score 95.705 Data time: 0.1882, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.0441 [2020-11-16 14:36:38,008][root][INFO] - ===> Epoch[534](13933/26): Loss 0.1178, Sem 0.1178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.734e-01 Score 95.968 Data time: 0.1789, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.7070 [2020-11-16 14:36:42,776][root][INFO] - ===> Epoch[534](13934/26): Loss 0.1371, Sem 0.1371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.733e-01 Score 95.239 Data time: 0.2178, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.7003 [2020-11-16 14:36:49,463][root][INFO] - ===> Epoch[534](13935/26): Loss 0.1287, Sem 0.1287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.733e-01 Score 95.620 Data time: 0.2479, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.5929 [2020-11-16 14:36:55,598][root][INFO] - ===> Epoch[534](13936/26): Loss 0.1445, Sem 0.1445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.733e-01 Score 95.184 Data time: 0.1901, Forward time: 2.2601, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.0152 [2020-11-16 14:37:01,820][root][INFO] - ===> Epoch[534](13937/26): Loss 0.1233, Sem 0.1233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.732e-01 Score 95.659 Data time: 0.2006, Forward time: 2.2600, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.1224 [2020-11-16 14:37:08,056][root][INFO] - ===> Epoch[534](13938/26): Loss 0.1328, Sem 0.1328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.732e-01 Score 95.566 Data time: 0.2031, Forward time: 2.2600, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.1585 [2020-11-16 14:37:13,696][root][INFO] - ===> Epoch[534](13939/26): Loss 0.1363, Sem 0.1363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.731e-01 Score 95.185 Data time: 0.2437, Forward time: 2.2601, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.5557 [2020-11-16 14:37:19,019][root][INFO] - ===> Epoch[534](13940/26): Loss 0.1432, Sem 0.1432, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.731e-01 Score 95.087 Data time: 0.2153, Forward time: 2.2601, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.2233 [2020-11-16 14:37:24,321][root][INFO] - ===> Epoch[534](13941/26): Loss 0.1281, Sem 0.1281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.730e-01 Score 95.350 Data time: 0.1647, Forward time: 2.2601, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.2102 [2020-11-16 14:37:29,543][root][INFO] - ===> Epoch[534](13942/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.730e-01 Score 94.976 Data time: 0.1909, Forward time: 2.2601, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.1411 [2020-11-16 14:37:35,414][root][INFO] - ===> Epoch[534](13943/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.730e-01 Score 96.077 Data time: 0.1933, Forward time: 2.2601, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.7848 [2020-11-16 14:37:41,715][root][INFO] - ===> Epoch[534](13944/26): Loss 0.1632, Sem 0.1632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.729e-01 Score 94.714 Data time: 0.1285, Forward time: 2.2600, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.2138 [2020-11-16 14:37:47,128][root][INFO] - ===> Epoch[534](13945/26): Loss 0.1561, Sem 0.1561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.729e-01 Score 95.133 Data time: 0.1277, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.3586 [2020-11-16 14:37:53,298][root][INFO] - ===> Epoch[534](13946/26): Loss 0.1209, Sem 0.1209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.728e-01 Score 95.920 Data time: 0.1933, Forward time: 2.2599, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.0935 [2020-11-16 14:37:58,419][root][INFO] - ===> Epoch[534](13947/26): Loss 0.1201, Sem 0.1201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.728e-01 Score 95.959 Data time: 0.1542, Forward time: 2.2598, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.0124 [2020-11-16 14:38:04,675][root][INFO] - ===> Epoch[534](13948/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.728e-01 Score 95.258 Data time: 0.2722, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.1614 [2020-11-16 14:38:09,526][root][INFO] - ===> Epoch[534](13949/26): Loss 0.1221, Sem 0.1221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.727e-01 Score 95.815 Data time: 0.2069, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.7376 [2020-11-16 14:38:15,789][root][INFO] - ===> Epoch[534](13950/26): Loss 0.1479, Sem 0.1479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.727e-01 Score 95.125 Data time: 0.2082, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.1578 [2020-11-16 14:38:21,141][root][INFO] - ===> Epoch[534](13951/26): Loss 0.1576, Sem 0.1576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.726e-01 Score 94.983 Data time: 0.2461, Forward time: 2.2600, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.2303 [2020-11-16 14:38:26,378][root][INFO] - ===> Epoch[534](13952/26): Loss 0.1273, Sem 0.1273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.726e-01 Score 95.584 Data time: 0.2320, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.1080 [2020-11-16 14:38:31,455][root][INFO] - ===> Epoch[534](13953/26): Loss 0.1271, Sem 0.1271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.726e-01 Score 95.833 Data time: 0.2100, Forward time: 2.2601, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.9659 [2020-11-16 14:38:37,069][root][INFO] - ===> Epoch[534](13954/26): Loss 0.1910, Sem 0.1910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.725e-01 Score 93.882 Data time: 0.1419, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.5115 [2020-11-16 14:38:42,490][root][INFO] - ===> Epoch[534](13955/26): Loss 0.1416, Sem 0.1416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.725e-01 Score 95.180 Data time: 0.2341, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.3555 [2020-11-16 14:38:48,840][root][INFO] - ===> Epoch[534](13956/26): Loss 0.1342, Sem 0.1342, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.724e-01 Score 95.527 Data time: 0.2079, Forward time: 2.2601, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.2249 [2020-11-16 14:38:53,805][root][INFO] - ===> Epoch[535](13957/26): Loss 0.1651, Sem 0.1651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.724e-01 Score 94.727 Data time: 0.1678, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.8628 [2020-11-16 14:38:59,560][root][INFO] - ===> Epoch[535](13958/26): Loss 0.1292, Sem 0.1292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.724e-01 Score 95.731 Data time: 0.2711, Forward time: 2.2601, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.6591 [2020-11-16 14:39:04,435][root][INFO] - ===> Epoch[535](13959/26): Loss 0.1387, Sem 0.1387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.723e-01 Score 95.057 Data time: 0.1788, Forward time: 2.2601, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.7586 [2020-11-16 14:39:09,337][root][INFO] - ===> Epoch[535](13960/26): Loss 0.1770, Sem 0.1770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.723e-01 Score 94.553 Data time: 0.1397, Forward time: 2.2600, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.8077 [2020-11-16 14:39:16,313][root][INFO] - ===> Epoch[535](13961/26): Loss 0.1581, Sem 0.1581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.722e-01 Score 94.483 Data time: 0.1598, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.9103 [2020-11-16 14:39:22,190][root][INFO] - ===> Epoch[535](13962/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.722e-01 Score 94.866 Data time: 0.1617, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.8062 [2020-11-16 14:39:27,754][root][INFO] - ===> Epoch[535](13963/26): Loss 0.1202, Sem 0.1202, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.722e-01 Score 95.879 Data time: 0.1915, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.4606 [2020-11-16 14:39:33,292][root][INFO] - ===> Epoch[535](13964/26): Loss 0.1694, Sem 0.1694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.721e-01 Score 94.456 Data time: 0.1950, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.4314 [2020-11-16 14:39:37,989][root][INFO] - ===> Epoch[535](13965/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.721e-01 Score 95.155 Data time: 0.1581, Forward time: 2.2598, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.5978 [2020-11-16 14:39:43,806][root][INFO] - ===> Epoch[535](13966/26): Loss 0.1311, Sem 0.1311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.720e-01 Score 95.525 Data time: 0.2061, Forward time: 2.2598, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.7406 [2020-11-16 14:39:48,629][root][INFO] - ===> Epoch[535](13967/26): Loss 0.1485, Sem 0.1485, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.720e-01 Score 94.824 Data time: 0.1613, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.7230 [2020-11-16 14:39:54,240][root][INFO] - ===> Epoch[535](13968/26): Loss 0.1383, Sem 0.1383, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.720e-01 Score 95.362 Data time: 0.1948, Forward time: 2.2597, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.5289 [2020-11-16 14:39:59,357][root][INFO] - ===> Epoch[535](13969/26): Loss 0.1606, Sem 0.1606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.719e-01 Score 94.911 Data time: 0.2116, Forward time: 2.2597, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.0425 [2020-11-16 14:40:05,578][root][INFO] - ===> Epoch[535](13970/26): Loss 0.1140, Sem 0.1140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.719e-01 Score 96.395 Data time: 0.1958, Forward time: 2.2597, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.1205 [2020-11-16 14:40:12,244][root][INFO] - ===> Epoch[535](13971/26): Loss 0.1407, Sem 0.1407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.718e-01 Score 95.299 Data time: 0.2083, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.5824 [2020-11-16 14:40:17,402][root][INFO] - ===> Epoch[535](13972/26): Loss 0.1369, Sem 0.1369, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.718e-01 Score 95.524 Data time: 0.1141, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.0544 [2020-11-16 14:40:23,285][root][INFO] - ===> Epoch[535](13973/26): Loss 0.1402, Sem 0.1402, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.718e-01 Score 95.468 Data time: 0.1458, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.8293 [2020-11-16 14:40:28,745][root][INFO] - ===> Epoch[535](13974/26): Loss 0.1346, Sem 0.1346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.717e-01 Score 95.541 Data time: 0.1893, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.3939 [2020-11-16 14:40:34,514][root][INFO] - ===> Epoch[535](13975/26): Loss 0.1376, Sem 0.1376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.717e-01 Score 95.499 Data time: 0.2689, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.6559 [2020-11-16 14:40:39,385][root][INFO] - ===> Epoch[535](13976/26): Loss 0.1400, Sem 0.1400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.716e-01 Score 95.609 Data time: 0.2193, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.7532 [2020-11-16 14:40:45,741][root][INFO] - ===> Epoch[535](13977/26): Loss 0.1634, Sem 0.1634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.716e-01 Score 94.901 Data time: 0.3452, Forward time: 2.2598, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.2697 [2020-11-16 14:40:52,180][root][INFO] - ===> Epoch[535](13978/26): Loss 0.1136, Sem 0.1136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.715e-01 Score 96.070 Data time: 0.2192, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.2963 [2020-11-16 14:40:58,127][root][INFO] - ===> Epoch[535](13979/26): Loss 0.1348, Sem 0.1348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.715e-01 Score 95.869 Data time: 0.2086, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.8303 [2020-11-16 14:41:04,033][root][INFO] - ===> Epoch[535](13980/26): Loss 0.1204, Sem 0.1204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.715e-01 Score 96.055 Data time: 0.1908, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.8215 [2020-11-16 14:41:09,110][root][INFO] - ===> Epoch[535](13981/26): Loss 0.1321, Sem 0.1321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.714e-01 Score 95.257 Data time: 0.1470, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.9950 [2020-11-16 14:41:15,058][root][INFO] - ===> Epoch[535](13982/26): Loss 0.1350, Sem 0.1350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.714e-01 Score 95.551 Data time: 0.1779, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.8903 [2020-11-16 14:41:20,242][root][INFO] - ===> Epoch[536](13983/26): Loss 0.1523, Sem 0.1523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.713e-01 Score 94.872 Data time: 0.1577, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.0849 [2020-11-16 14:41:26,365][root][INFO] - ===> Epoch[536](13984/26): Loss 0.1226, Sem 0.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.713e-01 Score 96.035 Data time: 0.1685, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.0195 [2020-11-16 14:41:32,257][root][INFO] - ===> Epoch[536](13985/26): Loss 0.1237, Sem 0.1237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.713e-01 Score 95.844 Data time: 0.1612, Forward time: 2.2596, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.7930 [2020-11-16 14:41:38,108][root][INFO] - ===> Epoch[536](13986/26): Loss 0.1212, Sem 0.1212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.712e-01 Score 96.028 Data time: 0.2292, Forward time: 2.2596, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.7824 [2020-11-16 14:41:45,677][root][INFO] - ===> Epoch[536](13987/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.712e-01 Score 94.998 Data time: 0.2238, Forward time: 2.2596, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 7.4598 [2020-11-16 14:41:51,468][root][INFO] - ===> Epoch[536](13988/26): Loss 0.1400, Sem 0.1400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.711e-01 Score 95.272 Data time: 0.1763, Forward time: 2.2596, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.6976 [2020-11-16 14:41:58,504][root][INFO] - ===> Epoch[536](13989/26): Loss 0.1458, Sem 0.1458, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.711e-01 Score 95.365 Data time: 0.1845, Forward time: 2.2596, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.9471 [2020-11-16 14:42:03,742][root][INFO] - ===> Epoch[536](13990/26): Loss 0.1501, Sem 0.1501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.711e-01 Score 95.088 Data time: 0.1834, Forward time: 2.2595, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.1525 [2020-11-16 14:42:08,422][root][INFO] - ===> Epoch[536](13991/26): Loss 0.1250, Sem 0.1250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.710e-01 Score 95.884 Data time: 0.1705, Forward time: 2.2595, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.5758 [2020-11-16 14:42:15,708][root][INFO] - ===> Epoch[536](13992/26): Loss 0.1334, Sem 0.1334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.710e-01 Score 95.562 Data time: 0.1576, Forward time: 2.2594, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 7.1860 [2020-11-16 14:42:20,359][root][INFO] - ===> Epoch[536](13993/26): Loss 0.1304, Sem 0.1304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.709e-01 Score 95.363 Data time: 0.1633, Forward time: 2.2594, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.5766 [2020-11-16 14:42:25,158][root][INFO] - ===> Epoch[536](13994/26): Loss 0.1559, Sem 0.1559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.709e-01 Score 95.024 Data time: 0.1816, Forward time: 2.2594, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.7071 [2020-11-16 14:42:30,424][root][INFO] - ===> Epoch[536](13995/26): Loss 0.1659, Sem 0.1659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.709e-01 Score 94.377 Data time: 0.1449, Forward time: 2.2593, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.1782 [2020-11-16 14:42:35,499][root][INFO] - ===> Epoch[536](13996/26): Loss 0.1218, Sem 0.1218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.708e-01 Score 95.836 Data time: 0.1210, Forward time: 2.2592, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.9849 [2020-11-16 14:42:41,758][root][INFO] - ===> Epoch[536](13997/26): Loss 0.1339, Sem 0.1339, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.708e-01 Score 95.682 Data time: 0.1696, Forward time: 2.2591, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.1754 [2020-11-16 14:42:48,160][root][INFO] - ===> Epoch[536](13998/26): Loss 0.1221, Sem 0.1221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.707e-01 Score 95.914 Data time: 0.3363, Forward time: 2.2592, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.3040 [2020-11-16 14:42:53,443][root][INFO] - ===> Epoch[536](13999/26): Loss 0.1846, Sem 0.1846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.707e-01 Score 94.288 Data time: 0.2240, Forward time: 2.2592, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.1694 [2020-11-16 14:42:59,131][root][INFO] - ===> Epoch[536](14000/26): Loss 0.1445, Sem 0.1445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.707e-01 Score 95.256 Data time: 0.2582, Forward time: 2.2593, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.5938 [2020-11-16 14:43:00,265][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 14:43:00,392][root][INFO] - ===> Start testing [2020-11-16 14:44:15,346][root][INFO] - 101/312: Data time: 0.0049, Iter time: 0.3866 Loss 0.086 (AVG: 0.451) Score 97.483 (AVG: 89.608) mIOU 70.781 mAP 77.488 mAcc 81.572 IOU: 86.106 95.115 60.210 77.142 90.698 85.287 69.524 57.125 64.729 83.616 37.456 60.521 59.780 70.967 58.436 66.701 85.453 64.275 84.949 57.532 mAP: 82.862 95.048 70.652 79.758 89.350 86.445 75.265 65.091 67.876 78.486 53.183 60.190 71.184 78.847 66.130 90.859 98.348 91.940 83.699 64.553 mAcc: 94.711 98.010 68.014 80.140 94.211 91.734 82.288 71.481 75.756 92.029 55.531 80.188 71.039 80.579 62.470 88.603 96.915 78.831 92.143 76.772 [2020-11-16 14:45:28,045][root][INFO] - 201/312: Data time: 0.0061, Iter time: 0.3234 Loss 0.768 (AVG: 0.491) Score 80.532 (AVG: 89.053) mIOU 69.370 mAP 76.175 mAcc 79.557 IOU: 84.466 95.433 60.521 76.783 90.320 85.499 73.199 58.091 63.366 78.071 32.525 64.093 61.469 67.204 51.213 63.961 85.599 58.521 84.092 52.981 mAP: 81.176 95.719 66.385 79.593 89.403 86.302 77.269 68.023 70.169 70.584 54.159 66.998 69.430 76.077 59.808 84.769 97.394 88.365 79.181 62.706 mAcc: 93.813 98.405 68.138 80.553 94.896 92.214 83.486 72.883 78.508 87.172 46.805 83.099 71.489 76.221 54.036 77.365 97.599 73.681 91.838 68.930 [2020-11-16 14:46:51,795][root][INFO] - 301/312: Data time: 0.0041, Iter time: 0.5021 Loss 0.201 (AVG: 0.499) Score 93.037 (AVG: 88.882) mIOU 69.542 mAP 76.095 mAcc 79.451 IOU: 83.744 95.683 62.612 76.552 90.225 85.970 71.963 60.293 62.036 79.278 29.457 61.694 61.462 70.566 52.566 63.465 87.242 60.017 84.225 51.793 mAP: 80.306 96.187 67.163 74.525 89.692 85.746 76.609 71.077 69.349 70.771 55.148 62.768 67.731 79.256 62.981 89.089 96.167 85.339 81.116 60.876 mAcc: 94.149 98.407 70.385 80.923 94.540 93.799 82.232 74.035 76.503 88.091 39.702 77.976 73.035 79.122 55.396 81.779 96.571 74.514 93.172 64.689 [2020-11-16 14:46:59,837][root][INFO] - 312/312: Data time: 0.0021, Iter time: 0.3907 Loss 0.226 (AVG: 0.495) Score 93.479 (AVG: 88.914) mIOU 69.527 mAP 76.069 mAcc 79.453 IOU: 83.846 95.685 62.154 78.127 90.307 86.057 72.222 60.338 62.444 79.052 29.561 61.688 61.454 70.937 50.697 63.276 87.387 59.937 84.089 51.288 mAP: 80.519 96.212 66.850 75.274 89.923 85.785 76.635 71.345 69.548 70.961 54.452 62.768 67.863 79.844 61.007 89.089 96.218 85.328 81.116 60.652 mAcc: 94.088 98.421 70.114 82.490 94.561 93.842 82.253 74.285 76.812 88.763 39.827 77.976 73.162 79.829 53.324 81.779 96.505 73.708 93.172 64.156 [2020-11-16 14:46:59,837][root][INFO] - Finished test. Elapsed time: 239.4448 [2020-11-16 14:46:59,946][root][INFO] - Current best mIoU: 69.998 at iter 12000 [2020-11-16 14:47:04,157][root][INFO] - ===> Epoch[536](14001/26): Loss 0.1697, Sem 0.1697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.706e-01 Score 94.468 Data time: 0.2093, Forward time: 2.2593, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.2056 [2020-11-16 14:47:11,230][root][INFO] - ===> Epoch[536](14002/26): Loss 0.1528, Sem 0.1528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.706e-01 Score 94.756 Data time: 0.2115, Forward time: 2.2593, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.9838 [2020-11-16 14:47:17,918][root][INFO] - ===> Epoch[536](14003/26): Loss 0.1319, Sem 0.1319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.705e-01 Score 95.428 Data time: 0.1603, Forward time: 2.2593, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.5967 [2020-11-16 14:47:22,426][root][INFO] - ===> Epoch[536](14004/26): Loss 0.1227, Sem 0.1227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.705e-01 Score 95.966 Data time: 0.1596, Forward time: 2.2592, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.4295 [2020-11-16 14:47:27,632][root][INFO] - ===> Epoch[536](14005/26): Loss 0.1254, Sem 0.1254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.705e-01 Score 95.664 Data time: 0.2069, Forward time: 2.2592, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.1230 [2020-11-16 14:47:32,527][root][INFO] - ===> Epoch[536](14006/26): Loss 0.1291, Sem 0.1291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.704e-01 Score 95.740 Data time: 0.1383, Forward time: 2.2591, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.7962 [2020-11-16 14:47:37,738][root][INFO] - ===> Epoch[536](14007/26): Loss 0.1585, Sem 0.1585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.704e-01 Score 94.704 Data time: 0.1795, Forward time: 2.2591, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.1229 [2020-11-16 14:47:43,694][root][INFO] - ===> Epoch[536](14008/26): Loss 0.1505, Sem 0.1505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.703e-01 Score 95.311 Data time: 0.1852, Forward time: 2.2591, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.8730 [2020-11-16 14:47:48,662][root][INFO] - ===> Epoch[537](14009/26): Loss 0.1484, Sem 0.1484, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.703e-01 Score 95.285 Data time: 0.1767, Forward time: 2.2590, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.8628 [2020-11-16 14:47:54,321][root][INFO] - ===> Epoch[537](14010/26): Loss 0.1506, Sem 0.1506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.702e-01 Score 95.243 Data time: 0.1518, Forward time: 2.2590, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.5537 [2020-11-16 14:47:58,819][root][INFO] - ===> Epoch[537](14011/26): Loss 0.1813, Sem 0.1813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.702e-01 Score 94.635 Data time: 0.1785, Forward time: 2.2589, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.4189 [2020-11-16 14:48:04,058][root][INFO] - ===> Epoch[537](14012/26): Loss 0.1530, Sem 0.1530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.702e-01 Score 94.979 Data time: 0.2184, Forward time: 2.2590, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.1436 [2020-11-16 14:48:09,462][root][INFO] - ===> Epoch[537](14013/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.701e-01 Score 95.010 Data time: 0.2321, Forward time: 2.2591, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.2881 [2020-11-16 14:48:16,078][root][INFO] - ===> Epoch[537](14014/26): Loss 0.1619, Sem 0.1619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.701e-01 Score 94.695 Data time: 0.1663, Forward time: 2.2590, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.5110 [2020-11-16 14:48:22,338][root][INFO] - ===> Epoch[537](14015/26): Loss 0.1558, Sem 0.1558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.700e-01 Score 94.925 Data time: 0.2502, Forward time: 2.2591, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.1810 [2020-11-16 14:48:27,317][root][INFO] - ===> Epoch[537](14016/26): Loss 0.1333, Sem 0.1333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.700e-01 Score 95.266 Data time: 0.2262, Forward time: 2.2591, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.8639 [2020-11-16 14:48:32,441][root][INFO] - ===> Epoch[537](14017/26): Loss 0.1585, Sem 0.1585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.700e-01 Score 94.447 Data time: 0.1902, Forward time: 2.2591, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.0339 [2020-11-16 14:48:38,050][root][INFO] - ===> Epoch[537](14018/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.699e-01 Score 95.388 Data time: 0.2314, Forward time: 2.2592, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.5223 [2020-11-16 14:48:43,094][root][INFO] - ===> Epoch[537](14019/26): Loss 0.1515, Sem 0.1515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.699e-01 Score 94.800 Data time: 0.1759, Forward time: 2.2591, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 4.9412 [2020-11-16 14:48:49,611][root][INFO] - ===> Epoch[537](14020/26): Loss 0.1325, Sem 0.1325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.698e-01 Score 95.542 Data time: 0.1645, Forward time: 2.2591, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.4530 [2020-11-16 14:48:54,649][root][INFO] - ===> Epoch[537](14021/26): Loss 0.1376, Sem 0.1376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.698e-01 Score 95.291 Data time: 0.2169, Forward time: 2.2591, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 4.9501 [2020-11-16 14:49:01,011][root][INFO] - ===> Epoch[537](14022/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.698e-01 Score 94.725 Data time: 0.2789, Forward time: 2.2593, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 6.2748 [2020-11-16 14:49:06,582][root][INFO] - ===> Epoch[537](14023/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.697e-01 Score 94.847 Data time: 0.2496, Forward time: 2.2593, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.4643 [2020-11-16 14:49:12,663][root][INFO] - ===> Epoch[537](14024/26): Loss 0.1700, Sem 0.1700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.697e-01 Score 94.372 Data time: 0.1691, Forward time: 2.2593, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.9754 [2020-11-16 14:49:17,870][root][INFO] - ===> Epoch[537](14025/26): Loss 0.1373, Sem 0.1373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.696e-01 Score 95.308 Data time: 0.1830, Forward time: 2.2592, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.1372 [2020-11-16 14:49:24,322][root][INFO] - ===> Epoch[537](14026/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.696e-01 Score 95.126 Data time: 0.3473, Forward time: 2.2594, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 6.3735 [2020-11-16 14:49:29,917][root][INFO] - ===> Epoch[537](14027/26): Loss 0.1367, Sem 0.1367, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.696e-01 Score 95.527 Data time: 0.1674, Forward time: 2.2594, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.4862 [2020-11-16 14:49:35,824][root][INFO] - ===> Epoch[537](14028/26): Loss 0.1654, Sem 0.1654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.695e-01 Score 94.668 Data time: 0.1662, Forward time: 2.2593, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.8188 [2020-11-16 14:49:40,204][root][INFO] - ===> Epoch[537](14029/26): Loss 0.1200, Sem 0.1200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.695e-01 Score 95.921 Data time: 0.1929, Forward time: 2.2593, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 4.3154 [2020-11-16 14:49:45,933][root][INFO] - ===> Epoch[537](14030/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.694e-01 Score 95.100 Data time: 0.2198, Forward time: 2.2593, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.6315 [2020-11-16 14:49:52,161][root][INFO] - ===> Epoch[537](14031/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.694e-01 Score 95.936 Data time: 0.2059, Forward time: 2.2594, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.1124 [2020-11-16 14:49:56,913][root][INFO] - ===> Epoch[537](14032/26): Loss 0.1223, Sem 0.1223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.694e-01 Score 95.903 Data time: 0.1772, Forward time: 2.2593, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.6580 [2020-11-16 14:50:02,369][root][INFO] - ===> Epoch[537](14033/26): Loss 0.1434, Sem 0.1434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.693e-01 Score 95.033 Data time: 0.1977, Forward time: 2.2593, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.3470 [2020-11-16 14:50:08,004][root][INFO] - ===> Epoch[537](14034/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.693e-01 Score 95.117 Data time: 0.1863, Forward time: 2.2593, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.5280 [2020-11-16 14:50:12,964][root][INFO] - ===> Epoch[538](14035/26): Loss 0.1270, Sem 0.1270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.692e-01 Score 95.862 Data time: 0.2322, Forward time: 2.2594, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.8756 [2020-11-16 14:50:18,822][root][INFO] - ===> Epoch[538](14036/26): Loss 0.1434, Sem 0.1434, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.692e-01 Score 95.222 Data time: 0.1699, Forward time: 2.2593, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.7528 [2020-11-16 14:50:25,911][root][INFO] - ===> Epoch[538](14037/26): Loss 0.1467, Sem 0.1467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.692e-01 Score 94.983 Data time: 0.1964, Forward time: 2.2593, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 7.0291 [2020-11-16 14:50:32,370][root][INFO] - ===> Epoch[538](14038/26): Loss 0.1501, Sem 0.1501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.691e-01 Score 95.088 Data time: 0.2026, Forward time: 2.2593, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 6.3461 [2020-11-16 14:50:38,336][root][INFO] - ===> Epoch[538](14039/26): Loss 0.1418, Sem 0.1418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.691e-01 Score 95.255 Data time: 0.1827, Forward time: 2.2593, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.8576 [2020-11-16 14:50:43,554][root][INFO] - ===> Epoch[538](14040/26): Loss 0.1266, Sem 0.1266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.690e-01 Score 95.948 Data time: 0.2293, Forward time: 2.2594, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.1263 [2020-11-16 14:50:50,066][root][INFO] - ===> Epoch[538](14041/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.690e-01 Score 96.154 Data time: 0.1938, Forward time: 2.2593, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 6.4054 [2020-11-16 14:50:55,176][root][INFO] - ===> Epoch[538](14042/26): Loss 0.1371, Sem 0.1371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.689e-01 Score 95.585 Data time: 0.2043, Forward time: 2.2594, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.0180 [2020-11-16 14:51:00,477][root][INFO] - ===> Epoch[538](14043/26): Loss 0.1542, Sem 0.1542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.689e-01 Score 94.529 Data time: 0.2425, Forward time: 2.2594, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.2092 [2020-11-16 14:51:05,825][root][INFO] - ===> Epoch[538](14044/26): Loss 0.1401, Sem 0.1401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.689e-01 Score 95.126 Data time: 0.2333, Forward time: 2.2595, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.2428 [2020-11-16 14:51:11,628][root][INFO] - ===> Epoch[538](14045/26): Loss 0.1331, Sem 0.1331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.688e-01 Score 95.452 Data time: 0.2443, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.7110 [2020-11-16 14:51:16,793][root][INFO] - ===> Epoch[538](14046/26): Loss 0.1577, Sem 0.1577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.688e-01 Score 94.423 Data time: 0.2354, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.0359 [2020-11-16 14:51:22,056][root][INFO] - ===> Epoch[538](14047/26): Loss 0.1267, Sem 0.1267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.687e-01 Score 95.580 Data time: 0.1703, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.1710 [2020-11-16 14:51:28,092][root][INFO] - ===> Epoch[538](14048/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.687e-01 Score 95.541 Data time: 0.1889, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.9485 [2020-11-16 14:51:32,792][root][INFO] - ===> Epoch[538](14049/26): Loss 0.1468, Sem 0.1468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.687e-01 Score 95.137 Data time: 0.1907, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.6083 [2020-11-16 14:51:38,612][root][INFO] - ===> Epoch[538](14050/26): Loss 0.1187, Sem 0.1187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.686e-01 Score 96.043 Data time: 0.2227, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.7241 [2020-11-16 14:51:44,235][root][INFO] - ===> Epoch[538](14051/26): Loss 0.1506, Sem 0.1506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.686e-01 Score 94.728 Data time: 0.1756, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.5024 [2020-11-16 14:51:50,771][root][INFO] - ===> Epoch[538](14052/26): Loss 0.1314, Sem 0.1314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.685e-01 Score 95.646 Data time: 0.1573, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.4545 [2020-11-16 14:51:57,144][root][INFO] - ===> Epoch[538](14053/26): Loss 0.1227, Sem 0.1227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.685e-01 Score 95.974 Data time: 0.1645, Forward time: 2.2594, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.3197 [2020-11-16 14:52:05,892][root][INFO] - ===> Epoch[538](14054/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.685e-01 Score 95.171 Data time: 0.1382, Forward time: 2.2593, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 8.6620 [2020-11-16 14:52:10,901][root][INFO] - ===> Epoch[538](14055/26): Loss 0.1472, Sem 0.1472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.684e-01 Score 94.968 Data time: 0.1591, Forward time: 2.2593, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.9207 [2020-11-16 14:52:16,381][root][INFO] - ===> Epoch[538](14056/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.684e-01 Score 95.493 Data time: 0.1922, Forward time: 2.2593, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.3871 [2020-11-16 14:52:20,898][root][INFO] - ===> Epoch[538](14057/26): Loss 0.1466, Sem 0.1466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.683e-01 Score 95.009 Data time: 0.1842, Forward time: 2.2593, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.4096 [2020-11-16 14:52:26,503][root][INFO] - ===> Epoch[538](14058/26): Loss 0.1237, Sem 0.1237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.683e-01 Score 95.700 Data time: 0.2182, Forward time: 2.2593, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.5002 [2020-11-16 14:52:32,325][root][INFO] - ===> Epoch[538](14059/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.683e-01 Score 94.911 Data time: 0.1599, Forward time: 2.2593, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.6982 [2020-11-16 14:52:37,678][root][INFO] - ===> Epoch[538](14060/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.682e-01 Score 95.715 Data time: 0.1967, Forward time: 2.2593, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.2866 [2020-11-16 14:52:42,570][root][INFO] - ===> Epoch[539](14061/26): Loss 0.1330, Sem 0.1330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.682e-01 Score 95.759 Data time: 0.1417, Forward time: 2.2592, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 4.8047 [2020-11-16 14:52:47,959][root][INFO] - ===> Epoch[539](14062/26): Loss 0.1208, Sem 0.1208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.681e-01 Score 95.998 Data time: 0.2300, Forward time: 2.2592, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.3267 [2020-11-16 14:52:56,967][root][INFO] - ===> Epoch[539](14063/26): Loss 0.1510, Sem 0.1510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.681e-01 Score 94.758 Data time: 0.2007, Forward time: 2.2592, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 8.8960 [2020-11-16 14:53:03,321][root][INFO] - ===> Epoch[539](14064/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.681e-01 Score 95.914 Data time: 0.1567, Forward time: 2.2592, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.2666 [2020-11-16 14:53:07,986][root][INFO] - ===> Epoch[539](14065/26): Loss 0.1384, Sem 0.1384, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.680e-01 Score 95.612 Data time: 0.1607, Forward time: 2.2591, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.6119 [2020-11-16 14:53:12,425][root][INFO] - ===> Epoch[539](14066/26): Loss 0.1315, Sem 0.1315, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.680e-01 Score 95.485 Data time: 0.1619, Forward time: 2.2591, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.1288 [2020-11-16 14:53:17,228][root][INFO] - ===> Epoch[539](14067/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.679e-01 Score 95.620 Data time: 0.2243, Forward time: 2.2591, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.7191 [2020-11-16 14:53:22,597][root][INFO] - ===> Epoch[539](14068/26): Loss 0.1230, Sem 0.1230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.679e-01 Score 95.728 Data time: 0.1756, Forward time: 2.2591, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.2686 [2020-11-16 14:53:28,478][root][INFO] - ===> Epoch[539](14069/26): Loss 0.1388, Sem 0.1388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.679e-01 Score 95.352 Data time: 0.2195, Forward time: 2.2591, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.7909 [2020-11-16 14:53:33,981][root][INFO] - ===> Epoch[539](14070/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.678e-01 Score 95.234 Data time: 0.2281, Forward time: 2.2592, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.4043 [2020-11-16 14:53:39,596][root][INFO] - ===> Epoch[539](14071/26): Loss 0.1438, Sem 0.1438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.678e-01 Score 95.038 Data time: 0.1654, Forward time: 2.2591, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.5057 [2020-11-16 14:53:44,707][root][INFO] - ===> Epoch[539](14072/26): Loss 0.1302, Sem 0.1302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.677e-01 Score 95.532 Data time: 0.2271, Forward time: 2.2592, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.0213 [2020-11-16 14:53:49,224][root][INFO] - ===> Epoch[539](14073/26): Loss 0.1363, Sem 0.1363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.677e-01 Score 95.196 Data time: 0.1504, Forward time: 2.2591, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 4.4045 [2020-11-16 14:53:54,354][root][INFO] - ===> Epoch[539](14074/26): Loss 0.1282, Sem 0.1282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.676e-01 Score 95.710 Data time: 0.1830, Forward time: 2.2591, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.0417 [2020-11-16 14:54:00,221][root][INFO] - ===> Epoch[539](14075/26): Loss 0.1637, Sem 0.1637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.676e-01 Score 94.337 Data time: 0.1503, Forward time: 2.2590, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.7898 [2020-11-16 14:54:06,015][root][INFO] - ===> Epoch[539](14076/26): Loss 0.1215, Sem 0.1215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.676e-01 Score 95.679 Data time: 0.2003, Forward time: 2.2590, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.7039 [2020-11-16 14:54:11,688][root][INFO] - ===> Epoch[539](14077/26): Loss 0.1346, Sem 0.1346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.675e-01 Score 95.537 Data time: 0.2133, Forward time: 2.2590, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.5618 [2020-11-16 14:54:17,867][root][INFO] - ===> Epoch[539](14078/26): Loss 0.1409, Sem 0.1409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.675e-01 Score 95.143 Data time: 0.1984, Forward time: 2.2590, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 6.0650 [2020-11-16 14:54:23,615][root][INFO] - ===> Epoch[539](14079/26): Loss 0.1171, Sem 0.1171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.674e-01 Score 95.918 Data time: 0.1249, Forward time: 2.2589, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.6578 [2020-11-16 14:54:31,015][root][INFO] - ===> Epoch[539](14080/26): Loss 0.1165, Sem 0.1165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.674e-01 Score 96.033 Data time: 0.1855, Forward time: 2.2589, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 7.3356 [2020-11-16 14:54:36,130][root][INFO] - ===> Epoch[539](14081/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.674e-01 Score 94.801 Data time: 0.1534, Forward time: 2.2589, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.0192 [2020-11-16 14:54:41,474][root][INFO] - ===> Epoch[539](14082/26): Loss 0.1181, Sem 0.1181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.673e-01 Score 96.037 Data time: 0.1860, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.2627 [2020-11-16 14:54:46,378][root][INFO] - ===> Epoch[539](14083/26): Loss 0.1416, Sem 0.1416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.673e-01 Score 95.538 Data time: 0.1831, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.8047 [2020-11-16 14:54:53,959][root][INFO] - ===> Epoch[539](14084/26): Loss 0.1236, Sem 0.1236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.672e-01 Score 95.770 Data time: 0.1954, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 7.4887 [2020-11-16 14:55:00,835][root][INFO] - ===> Epoch[539](14085/26): Loss 0.1400, Sem 0.1400, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.672e-01 Score 95.338 Data time: 0.3651, Forward time: 2.2589, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.7641 [2020-11-16 14:55:06,565][root][INFO] - ===> Epoch[539](14086/26): Loss 0.1776, Sem 0.1776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.672e-01 Score 93.844 Data time: 0.1574, Forward time: 2.2589, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.5995 [2020-11-16 14:55:12,098][root][INFO] - ===> Epoch[540](14087/26): Loss 0.1348, Sem 0.1348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.671e-01 Score 95.534 Data time: 0.1807, Forward time: 2.2589, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4485 [2020-11-16 14:55:17,312][root][INFO] - ===> Epoch[540](14088/26): Loss 0.1472, Sem 0.1472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.671e-01 Score 94.998 Data time: 0.2317, Forward time: 2.2589, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1356 [2020-11-16 14:55:23,347][root][INFO] - ===> Epoch[540](14089/26): Loss 0.1562, Sem 0.1562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.670e-01 Score 94.822 Data time: 0.1826, Forward time: 2.2589, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.9393 [2020-11-16 14:55:28,935][root][INFO] - ===> Epoch[540](14090/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.670e-01 Score 95.867 Data time: 0.2364, Forward time: 2.2589, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.4779 [2020-11-16 14:55:34,170][root][INFO] - ===> Epoch[540](14091/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.670e-01 Score 95.367 Data time: 0.1344, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1036 [2020-11-16 14:55:39,545][root][INFO] - ===> Epoch[540](14092/26): Loss 0.1392, Sem 0.1392, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.669e-01 Score 95.319 Data time: 0.1777, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2987 [2020-11-16 14:55:45,161][root][INFO] - ===> Epoch[540](14093/26): Loss 0.1486, Sem 0.1486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.669e-01 Score 95.222 Data time: 0.2077, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.5296 [2020-11-16 14:55:50,578][root][INFO] - ===> Epoch[540](14094/26): Loss 0.1364, Sem 0.1364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.668e-01 Score 95.371 Data time: 0.2175, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.3133 [2020-11-16 14:55:56,019][root][INFO] - ===> Epoch[540](14095/26): Loss 0.1511, Sem 0.1511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.668e-01 Score 94.844 Data time: 0.2163, Forward time: 2.2588, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.3381 [2020-11-16 14:56:02,352][root][INFO] - ===> Epoch[540](14096/26): Loss 0.1410, Sem 0.1410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.668e-01 Score 95.561 Data time: 0.1800, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.2182 [2020-11-16 14:56:07,093][root][INFO] - ===> Epoch[540](14097/26): Loss 0.1466, Sem 0.1466, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.667e-01 Score 95.257 Data time: 0.1555, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.6366 [2020-11-16 14:56:12,387][root][INFO] - ===> Epoch[540](14098/26): Loss 0.1517, Sem 0.1517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.667e-01 Score 94.993 Data time: 0.2081, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.2167 [2020-11-16 14:56:17,269][root][INFO] - ===> Epoch[540](14099/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.666e-01 Score 95.202 Data time: 0.2277, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.7854 [2020-11-16 14:56:23,069][root][INFO] - ===> Epoch[540](14100/26): Loss 0.1935, Sem 0.1935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.666e-01 Score 94.079 Data time: 0.2613, Forward time: 2.2589, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.7065 [2020-11-16 14:56:28,596][root][INFO] - ===> Epoch[540](14101/26): Loss 0.1350, Sem 0.1350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.665e-01 Score 95.740 Data time: 0.1676, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.4125 [2020-11-16 14:56:35,020][root][INFO] - ===> Epoch[540](14102/26): Loss 0.1465, Sem 0.1465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.665e-01 Score 95.387 Data time: 0.3823, Forward time: 2.2589, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.3326 [2020-11-16 14:56:41,899][root][INFO] - ===> Epoch[540](14103/26): Loss 0.1548, Sem 0.1548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.665e-01 Score 94.738 Data time: 0.3490, Forward time: 2.2591, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.7532 [2020-11-16 14:56:47,160][root][INFO] - ===> Epoch[540](14104/26): Loss 0.1477, Sem 0.1477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.664e-01 Score 95.089 Data time: 0.1499, Forward time: 2.2590, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.1420 [2020-11-16 14:56:53,995][root][INFO] - ===> Epoch[540](14105/26): Loss 0.1531, Sem 0.1531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.664e-01 Score 95.104 Data time: 0.2418, Forward time: 2.2591, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.7306 [2020-11-16 14:56:58,231][root][INFO] - ===> Epoch[540](14106/26): Loss 0.1281, Sem 0.1281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.663e-01 Score 95.391 Data time: 0.1673, Forward time: 2.2590, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.1305 [2020-11-16 14:57:03,328][root][INFO] - ===> Epoch[540](14107/26): Loss 0.1447, Sem 0.1447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.663e-01 Score 95.009 Data time: 0.1965, Forward time: 2.2590, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.0439 [2020-11-16 14:57:08,665][root][INFO] - ===> Epoch[540](14108/26): Loss 0.1213, Sem 0.1213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.663e-01 Score 95.911 Data time: 0.1676, Forward time: 2.2590, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.2244 [2020-11-16 14:57:14,369][root][INFO] - ===> Epoch[540](14109/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.662e-01 Score 95.082 Data time: 0.2239, Forward time: 2.2590, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.6042 [2020-11-16 14:57:20,140][root][INFO] - ===> Epoch[540](14110/26): Loss 0.1559, Sem 0.1559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.662e-01 Score 94.768 Data time: 0.2537, Forward time: 2.2591, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.6665 [2020-11-16 14:57:25,276][root][INFO] - ===> Epoch[540](14111/26): Loss 0.1262, Sem 0.1262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.661e-01 Score 95.837 Data time: 0.2250, Forward time: 2.2592, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.0221 [2020-11-16 14:57:30,758][root][INFO] - ===> Epoch[540](14112/26): Loss 0.1552, Sem 0.1552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.661e-01 Score 94.912 Data time: 0.2089, Forward time: 2.2592, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.3780 [2020-11-16 14:57:37,229][root][INFO] - ===> Epoch[541](14113/26): Loss 0.1447, Sem 0.1447, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.661e-01 Score 95.144 Data time: 0.3488, Forward time: 2.2593, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.3872 [2020-11-16 14:57:43,641][root][INFO] - ===> Epoch[541](14114/26): Loss 0.1509, Sem 0.1509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.660e-01 Score 94.786 Data time: 0.2505, Forward time: 2.2594, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.3035 [2020-11-16 14:57:48,940][root][INFO] - ===> Epoch[541](14115/26): Loss 0.1551, Sem 0.1551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.660e-01 Score 94.442 Data time: 0.2540, Forward time: 2.2595, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.2067 [2020-11-16 14:57:54,372][root][INFO] - ===> Epoch[541](14116/26): Loss 0.1658, Sem 0.1658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.659e-01 Score 94.478 Data time: 0.1817, Forward time: 2.2594, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.3308 [2020-11-16 14:58:00,129][root][INFO] - ===> Epoch[541](14117/26): Loss 0.1726, Sem 0.1726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.659e-01 Score 94.236 Data time: 0.1935, Forward time: 2.2594, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.6737 [2020-11-16 14:58:07,834][root][INFO] - ===> Epoch[541](14118/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.659e-01 Score 95.114 Data time: 0.2272, Forward time: 2.2594, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 7.6077 [2020-11-16 14:58:14,564][root][INFO] - ===> Epoch[541](14119/26): Loss 0.1223, Sem 0.1223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.658e-01 Score 95.747 Data time: 0.1703, Forward time: 2.2594, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.6526 [2020-11-16 14:58:19,978][root][INFO] - ===> Epoch[541](14120/26): Loss 0.1290, Sem 0.1290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.658e-01 Score 95.647 Data time: 0.1794, Forward time: 2.2594, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.3338 [2020-11-16 14:58:25,174][root][INFO] - ===> Epoch[541](14121/26): Loss 0.1439, Sem 0.1439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.657e-01 Score 95.170 Data time: 0.1409, Forward time: 2.2593, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.1144 [2020-11-16 14:58:31,452][root][INFO] - ===> Epoch[541](14122/26): Loss 0.1487, Sem 0.1487, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.657e-01 Score 94.988 Data time: 0.1844, Forward time: 2.2593, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.2261 [2020-11-16 14:58:37,548][root][INFO] - ===> Epoch[541](14123/26): Loss 0.1377, Sem 0.1377, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.657e-01 Score 95.624 Data time: 0.2538, Forward time: 2.2593, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.0168 [2020-11-16 14:58:43,291][root][INFO] - ===> Epoch[541](14124/26): Loss 0.1422, Sem 0.1422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.656e-01 Score 95.149 Data time: 0.1598, Forward time: 2.2593, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.6102 [2020-11-16 14:58:49,109][root][INFO] - ===> Epoch[541](14125/26): Loss 0.1633, Sem 0.1633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.656e-01 Score 94.407 Data time: 0.2593, Forward time: 2.2593, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.7465 [2020-11-16 14:58:53,550][root][INFO] - ===> Epoch[541](14126/26): Loss 0.1067, Sem 0.1067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.655e-01 Score 96.429 Data time: 0.1644, Forward time: 2.2593, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.3553 [2020-11-16 14:58:58,115][root][INFO] - ===> Epoch[541](14127/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.655e-01 Score 95.214 Data time: 0.1894, Forward time: 2.2592, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 4.4782 [2020-11-16 14:59:03,498][root][INFO] - ===> Epoch[541](14128/26): Loss 0.1376, Sem 0.1376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.655e-01 Score 95.170 Data time: 0.4546, Forward time: 2.2593, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.3003 [2020-11-16 14:59:10,650][root][INFO] - ===> Epoch[541](14129/26): Loss 0.1479, Sem 0.1479, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.654e-01 Score 95.012 Data time: 0.4096, Forward time: 2.2595, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 7.0534 [2020-11-16 14:59:16,585][root][INFO] - ===> Epoch[541](14130/26): Loss 0.1360, Sem 0.1360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.654e-01 Score 95.451 Data time: 0.1635, Forward time: 2.2594, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.8050 [2020-11-16 14:59:21,973][root][INFO] - ===> Epoch[541](14131/26): Loss 0.1260, Sem 0.1260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.653e-01 Score 95.580 Data time: 0.2031, Forward time: 2.2594, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.3017 [2020-11-16 14:59:27,470][root][INFO] - ===> Epoch[541](14132/26): Loss 0.1236, Sem 0.1236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.653e-01 Score 95.877 Data time: 0.2114, Forward time: 2.2594, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.3905 [2020-11-16 14:59:33,045][root][INFO] - ===> Epoch[541](14133/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.652e-01 Score 96.059 Data time: 0.1705, Forward time: 2.2593, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.4726 [2020-11-16 14:59:39,688][root][INFO] - ===> Epoch[541](14134/26): Loss 0.1223, Sem 0.1223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.652e-01 Score 95.805 Data time: 0.1667, Forward time: 2.2593, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.5775 [2020-11-16 14:59:45,506][root][INFO] - ===> Epoch[541](14135/26): Loss 0.1357, Sem 0.1357, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.652e-01 Score 95.419 Data time: 0.1701, Forward time: 2.2592, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.7466 [2020-11-16 14:59:51,923][root][INFO] - ===> Epoch[541](14136/26): Loss 0.1260, Sem 0.1260, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.651e-01 Score 95.602 Data time: 0.3576, Forward time: 2.2594, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.3496 [2020-11-16 14:59:57,639][root][INFO] - ===> Epoch[541](14137/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.651e-01 Score 95.477 Data time: 0.2258, Forward time: 2.2594, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.5794 [2020-11-16 15:00:03,947][root][INFO] - ===> Epoch[541](14138/26): Loss 0.1513, Sem 0.1513, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.650e-01 Score 94.707 Data time: 0.2692, Forward time: 2.2595, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.1965 [2020-11-16 15:00:09,153][root][INFO] - ===> Epoch[542](14139/26): Loss 0.1175, Sem 0.1175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.650e-01 Score 96.054 Data time: 0.1846, Forward time: 2.2595, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.0909 [2020-11-16 15:00:14,629][root][INFO] - ===> Epoch[542](14140/26): Loss 0.1151, Sem 0.1151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.650e-01 Score 96.013 Data time: 0.2070, Forward time: 2.2596, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.3777 [2020-11-16 15:00:19,255][root][INFO] - ===> Epoch[542](14141/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.649e-01 Score 95.623 Data time: 0.1968, Forward time: 2.2596, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 4.5100 [2020-11-16 15:00:24,575][root][INFO] - ===> Epoch[542](14142/26): Loss 0.1147, Sem 0.1147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.649e-01 Score 95.807 Data time: 0.2112, Forward time: 2.2595, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.2300 [2020-11-16 15:00:29,748][root][INFO] - ===> Epoch[542](14143/26): Loss 0.1382, Sem 0.1382, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.648e-01 Score 95.331 Data time: 0.2193, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.0781 [2020-11-16 15:00:34,440][root][INFO] - ===> Epoch[542](14144/26): Loss 0.1362, Sem 0.1362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.648e-01 Score 95.564 Data time: 0.2074, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.5764 [2020-11-16 15:00:40,677][root][INFO] - ===> Epoch[542](14145/26): Loss 0.1271, Sem 0.1271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.648e-01 Score 95.590 Data time: 0.2412, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.1348 [2020-11-16 15:00:45,980][root][INFO] - ===> Epoch[542](14146/26): Loss 0.1348, Sem 0.1348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.647e-01 Score 95.365 Data time: 0.1945, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.1866 [2020-11-16 15:00:51,087][root][INFO] - ===> Epoch[542](14147/26): Loss 0.1327, Sem 0.1327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.647e-01 Score 95.496 Data time: 0.1595, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.0289 [2020-11-16 15:00:56,546][root][INFO] - ===> Epoch[542](14148/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.646e-01 Score 95.300 Data time: 0.1710, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.3813 [2020-11-16 15:01:01,805][root][INFO] - ===> Epoch[542](14149/26): Loss 0.1258, Sem 0.1258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.646e-01 Score 95.462 Data time: 0.2700, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.1716 [2020-11-16 15:01:07,037][root][INFO] - ===> Epoch[542](14150/26): Loss 0.1297, Sem 0.1297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.646e-01 Score 95.672 Data time: 0.2503, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.1317 [2020-11-16 15:01:13,548][root][INFO] - ===> Epoch[542](14151/26): Loss 0.1173, Sem 0.1173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.645e-01 Score 96.072 Data time: 0.1959, Forward time: 2.2597, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.4043 [2020-11-16 15:01:18,529][root][INFO] - ===> Epoch[542](14152/26): Loss 0.1239, Sem 0.1239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.645e-01 Score 95.800 Data time: 0.1621, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.8859 [2020-11-16 15:01:24,309][root][INFO] - ===> Epoch[542](14153/26): Loss 0.1164, Sem 0.1164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.644e-01 Score 96.195 Data time: 0.1742, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.6944 [2020-11-16 15:01:29,659][root][INFO] - ===> Epoch[542](14154/26): Loss 0.1309, Sem 0.1309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.644e-01 Score 95.627 Data time: 0.2366, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.2972 [2020-11-16 15:01:36,149][root][INFO] - ===> Epoch[542](14155/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.644e-01 Score 95.401 Data time: 0.1994, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.3809 [2020-11-16 15:01:42,045][root][INFO] - ===> Epoch[542](14156/26): Loss 0.1359, Sem 0.1359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.643e-01 Score 95.292 Data time: 0.1523, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.7872 [2020-11-16 15:01:48,159][root][INFO] - ===> Epoch[542](14157/26): Loss 0.1240, Sem 0.1240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.643e-01 Score 95.613 Data time: 0.1744, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.0428 [2020-11-16 15:01:53,113][root][INFO] - ===> Epoch[542](14158/26): Loss 0.1222, Sem 0.1222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.642e-01 Score 95.970 Data time: 0.2140, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.8489 [2020-11-16 15:01:58,173][root][INFO] - ===> Epoch[542](14159/26): Loss 0.1300, Sem 0.1300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.642e-01 Score 95.654 Data time: 0.2300, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.9592 [2020-11-16 15:02:04,555][root][INFO] - ===> Epoch[542](14160/26): Loss 0.1275, Sem 0.1275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.641e-01 Score 95.598 Data time: 0.1797, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.2873 [2020-11-16 15:02:09,296][root][INFO] - ===> Epoch[542](14161/26): Loss 0.1374, Sem 0.1374, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.641e-01 Score 95.221 Data time: 0.2260, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.6538 [2020-11-16 15:02:14,568][root][INFO] - ===> Epoch[542](14162/26): Loss 0.1172, Sem 0.1172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.641e-01 Score 96.083 Data time: 0.2883, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.1524 [2020-11-16 15:02:20,940][root][INFO] - ===> Epoch[542](14163/26): Loss 0.1088, Sem 0.1088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.640e-01 Score 96.197 Data time: 0.1694, Forward time: 2.2597, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.2545 [2020-11-16 15:02:26,813][root][INFO] - ===> Epoch[542](14164/26): Loss 0.1222, Sem 0.1222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.640e-01 Score 95.815 Data time: 0.1976, Forward time: 2.2597, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.7739 [2020-11-16 15:02:32,223][root][INFO] - ===> Epoch[543](14165/26): Loss 0.1345, Sem 0.1345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.639e-01 Score 95.481 Data time: 0.1362, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.3144 [2020-11-16 15:02:37,861][root][INFO] - ===> Epoch[543](14166/26): Loss 0.1111, Sem 0.1111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.639e-01 Score 96.342 Data time: 0.1606, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.5616 [2020-11-16 15:02:44,210][root][INFO] - ===> Epoch[543](14167/26): Loss 0.1241, Sem 0.1241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.639e-01 Score 95.660 Data time: 0.1988, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.2661 [2020-11-16 15:02:50,386][root][INFO] - ===> Epoch[543](14168/26): Loss 0.1128, Sem 0.1128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.638e-01 Score 95.910 Data time: 0.2073, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.0803 [2020-11-16 15:02:55,217][root][INFO] - ===> Epoch[543](14169/26): Loss 0.1249, Sem 0.1249, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.638e-01 Score 95.747 Data time: 0.1473, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.7114 [2020-11-16 15:03:00,266][root][INFO] - ===> Epoch[543](14170/26): Loss 0.1098, Sem 0.1098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.637e-01 Score 96.159 Data time: 0.1368, Forward time: 2.2594, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.9434 [2020-11-16 15:03:06,888][root][INFO] - ===> Epoch[543](14171/26): Loss 0.1395, Sem 0.1395, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.637e-01 Score 95.079 Data time: 0.1338, Forward time: 2.2593, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.5442 [2020-11-16 15:03:13,310][root][INFO] - ===> Epoch[543](14172/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.637e-01 Score 95.053 Data time: 0.3465, Forward time: 2.2594, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.3474 [2020-11-16 15:03:18,945][root][INFO] - ===> Epoch[543](14173/26): Loss 0.1498, Sem 0.1498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.636e-01 Score 94.740 Data time: 0.2156, Forward time: 2.2595, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.5089 [2020-11-16 15:03:25,389][root][INFO] - ===> Epoch[543](14174/26): Loss 0.1267, Sem 0.1267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.636e-01 Score 95.534 Data time: 0.3575, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.3136 [2020-11-16 15:03:31,633][root][INFO] - ===> Epoch[543](14175/26): Loss 0.1280, Sem 0.1280, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.635e-01 Score 95.281 Data time: 0.2696, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.1192 [2020-11-16 15:03:38,792][root][INFO] - ===> Epoch[543](14176/26): Loss 0.1239, Sem 0.1239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.635e-01 Score 95.540 Data time: 0.1493, Forward time: 2.2596, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 7.0232 [2020-11-16 15:03:43,887][root][INFO] - ===> Epoch[543](14177/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.635e-01 Score 95.511 Data time: 0.2211, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.9948 [2020-11-16 15:03:48,544][root][INFO] - ===> Epoch[543](14178/26): Loss 0.1144, Sem 0.1144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.634e-01 Score 96.139 Data time: 0.1285, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.5453 [2020-11-16 15:03:55,040][root][INFO] - ===> Epoch[543](14179/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.634e-01 Score 95.748 Data time: 0.1754, Forward time: 2.2596, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.4064 [2020-11-16 15:03:59,991][root][INFO] - ===> Epoch[543](14180/26): Loss 0.1143, Sem 0.1143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.633e-01 Score 95.892 Data time: 0.1563, Forward time: 2.2595, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 4.8579 [2020-11-16 15:04:04,758][root][INFO] - ===> Epoch[543](14181/26): Loss 0.1158, Sem 0.1158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.633e-01 Score 96.102 Data time: 0.1626, Forward time: 2.2595, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.6727 [2020-11-16 15:04:12,283][root][INFO] - ===> Epoch[543](14182/26): Loss 0.1345, Sem 0.1345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.633e-01 Score 95.401 Data time: 0.1770, Forward time: 2.2595, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 7.4095 [2020-11-16 15:04:17,523][root][INFO] - ===> Epoch[543](14183/26): Loss 0.1350, Sem 0.1350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.632e-01 Score 95.335 Data time: 0.1950, Forward time: 2.2594, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.1261 [2020-11-16 15:04:23,545][root][INFO] - ===> Epoch[543](14184/26): Loss 0.1401, Sem 0.1401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.632e-01 Score 95.306 Data time: 0.2659, Forward time: 2.2595, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.9220 [2020-11-16 15:04:29,494][root][INFO] - ===> Epoch[543](14185/26): Loss 0.1105, Sem 0.1105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.631e-01 Score 96.330 Data time: 0.1859, Forward time: 2.2595, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.8298 [2020-11-16 15:04:34,164][root][INFO] - ===> Epoch[543](14186/26): Loss 0.1281, Sem 0.1281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.631e-01 Score 95.276 Data time: 0.1391, Forward time: 2.2594, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 4.5727 [2020-11-16 15:04:40,156][root][INFO] - ===> Epoch[543](14187/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.630e-01 Score 95.506 Data time: 0.2709, Forward time: 2.2595, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.9237 [2020-11-16 15:04:45,657][root][INFO] - ===> Epoch[543](14188/26): Loss 0.1283, Sem 0.1283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.630e-01 Score 95.674 Data time: 0.2363, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.3893 [2020-11-16 15:04:50,805][root][INFO] - ===> Epoch[543](14189/26): Loss 0.1335, Sem 0.1335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.630e-01 Score 95.236 Data time: 0.1925, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.0282 [2020-11-16 15:04:56,928][root][INFO] - ===> Epoch[543](14190/26): Loss 0.1292, Sem 0.1292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.629e-01 Score 95.641 Data time: 0.2076, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.0054 [2020-11-16 15:05:02,640][root][INFO] - ===> Epoch[544](14191/26): Loss 0.1376, Sem 0.1376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.629e-01 Score 95.423 Data time: 0.2153, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.5954 [2020-11-16 15:05:08,313][root][INFO] - ===> Epoch[544](14192/26): Loss 0.1160, Sem 0.1160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.628e-01 Score 95.882 Data time: 0.1519, Forward time: 2.2595, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.5868 [2020-11-16 15:05:13,883][root][INFO] - ===> Epoch[544](14193/26): Loss 0.1354, Sem 0.1354, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.628e-01 Score 95.491 Data time: 0.2501, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.4773 [2020-11-16 15:05:18,947][root][INFO] - ===> Epoch[544](14194/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.628e-01 Score 96.016 Data time: 0.1732, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.9601 [2020-11-16 15:05:25,673][root][INFO] - ===> Epoch[544](14195/26): Loss 0.1446, Sem 0.1446, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.627e-01 Score 95.094 Data time: 0.3559, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.6367 [2020-11-16 15:05:31,050][root][INFO] - ===> Epoch[544](14196/26): Loss 0.1455, Sem 0.1455, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.627e-01 Score 94.955 Data time: 0.1544, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.2494 [2020-11-16 15:05:36,132][root][INFO] - ===> Epoch[544](14197/26): Loss 0.1226, Sem 0.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.626e-01 Score 95.764 Data time: 0.1951, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.9712 [2020-11-16 15:05:41,690][root][INFO] - ===> Epoch[544](14198/26): Loss 0.1136, Sem 0.1136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.626e-01 Score 95.981 Data time: 0.1555, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.4746 [2020-11-16 15:05:46,866][root][INFO] - ===> Epoch[544](14199/26): Loss 0.1126, Sem 0.1126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.626e-01 Score 95.869 Data time: 0.2036, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.0944 [2020-11-16 15:05:52,061][root][INFO] - ===> Epoch[544](14200/26): Loss 0.1126, Sem 0.1126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.625e-01 Score 96.328 Data time: 0.1691, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.1135 [2020-11-16 15:05:56,585][root][INFO] - ===> Epoch[544](14201/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.625e-01 Score 95.772 Data time: 0.1848, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.4417 [2020-11-16 15:06:01,447][root][INFO] - ===> Epoch[544](14202/26): Loss 0.1556, Sem 0.1556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.624e-01 Score 94.945 Data time: 0.2104, Forward time: 2.2595, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.7669 [2020-11-16 15:06:08,572][root][INFO] - ===> Epoch[544](14203/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.624e-01 Score 95.769 Data time: 0.1874, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 7.0152 [2020-11-16 15:06:14,490][root][INFO] - ===> Epoch[544](14204/26): Loss 0.1337, Sem 0.1337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.624e-01 Score 95.648 Data time: 0.1463, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.8086 [2020-11-16 15:06:19,934][root][INFO] - ===> Epoch[544](14205/26): Loss 0.1490, Sem 0.1490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.623e-01 Score 94.957 Data time: 0.1501, Forward time: 2.2594, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.3365 [2020-11-16 15:06:25,293][root][INFO] - ===> Epoch[544](14206/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.623e-01 Score 95.548 Data time: 0.2733, Forward time: 2.2594, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.2858 [2020-11-16 15:06:30,201][root][INFO] - ===> Epoch[544](14207/26): Loss 0.1200, Sem 0.1200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.622e-01 Score 95.997 Data time: 0.1718, Forward time: 2.2594, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.7966 [2020-11-16 15:06:36,271][root][INFO] - ===> Epoch[544](14208/26): Loss 0.1251, Sem 0.1251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.622e-01 Score 95.753 Data time: 0.3042, Forward time: 2.2595, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.9741 [2020-11-16 15:06:42,143][root][INFO] - ===> Epoch[544](14209/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.622e-01 Score 96.219 Data time: 0.2304, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.7513 [2020-11-16 15:06:47,300][root][INFO] - ===> Epoch[544](14210/26): Loss 0.1351, Sem 0.1351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.621e-01 Score 95.574 Data time: 0.1629, Forward time: 2.2595, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.0283 [2020-11-16 15:06:52,278][root][INFO] - ===> Epoch[544](14211/26): Loss 0.1151, Sem 0.1151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.621e-01 Score 96.065 Data time: 0.2372, Forward time: 2.2596, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.8906 [2020-11-16 15:06:58,239][root][INFO] - ===> Epoch[544](14212/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.620e-01 Score 95.570 Data time: 0.2954, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.8656 [2020-11-16 15:07:04,081][root][INFO] - ===> Epoch[544](14213/26): Loss 0.1196, Sem 0.1196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.620e-01 Score 95.932 Data time: 0.2430, Forward time: 2.2597, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.7204 [2020-11-16 15:07:10,113][root][INFO] - ===> Epoch[544](14214/26): Loss 0.1404, Sem 0.1404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.619e-01 Score 95.208 Data time: 0.2802, Forward time: 2.2598, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.9373 [2020-11-16 15:07:15,005][root][INFO] - ===> Epoch[544](14215/26): Loss 0.1534, Sem 0.1534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.619e-01 Score 94.759 Data time: 0.1557, Forward time: 2.2598, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.7732 [2020-11-16 15:07:20,591][root][INFO] - ===> Epoch[544](14216/26): Loss 0.1291, Sem 0.1291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.619e-01 Score 95.622 Data time: 0.2375, Forward time: 2.2598, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.5254 [2020-11-16 15:07:26,847][root][INFO] - ===> Epoch[545](14217/26): Loss 0.1054, Sem 0.1054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.618e-01 Score 96.493 Data time: 0.2439, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.1453 [2020-11-16 15:07:32,367][root][INFO] - ===> Epoch[545](14218/26): Loss 0.1190, Sem 0.1190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.618e-01 Score 95.790 Data time: 0.2560, Forward time: 2.2599, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.4253 [2020-11-16 15:07:37,487][root][INFO] - ===> Epoch[545](14219/26): Loss 0.1752, Sem 0.1752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.617e-01 Score 93.851 Data time: 0.2188, Forward time: 2.2600, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.0222 [2020-11-16 15:07:42,969][root][INFO] - ===> Epoch[545](14220/26): Loss 0.1328, Sem 0.1328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.617e-01 Score 95.707 Data time: 0.2126, Forward time: 2.2600, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.4103 [2020-11-16 15:07:47,411][root][INFO] - ===> Epoch[545](14221/26): Loss 0.1204, Sem 0.1204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.617e-01 Score 95.894 Data time: 0.1401, Forward time: 2.2599, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.3449 [2020-11-16 15:07:52,743][root][INFO] - ===> Epoch[545](14222/26): Loss 0.1314, Sem 0.1314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.616e-01 Score 95.477 Data time: 0.1947, Forward time: 2.2599, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.2966 [2020-11-16 15:07:58,672][root][INFO] - ===> Epoch[545](14223/26): Loss 0.1640, Sem 0.1640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.616e-01 Score 94.208 Data time: 0.2784, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.8654 [2020-11-16 15:08:04,507][root][INFO] - ===> Epoch[545](14224/26): Loss 0.1776, Sem 0.1776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.615e-01 Score 94.412 Data time: 0.2057, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.7192 [2020-11-16 15:08:10,390][root][INFO] - ===> Epoch[545](14225/26): Loss 0.1292, Sem 0.1292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.615e-01 Score 95.420 Data time: 0.1634, Forward time: 2.2600, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.7893 [2020-11-16 15:08:16,394][root][INFO] - ===> Epoch[545](14226/26): Loss 0.1294, Sem 0.1294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.615e-01 Score 95.498 Data time: 0.1480, Forward time: 2.2599, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.9169 [2020-11-16 15:08:21,481][root][INFO] - ===> Epoch[545](14227/26): Loss 0.1416, Sem 0.1416, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.614e-01 Score 95.440 Data time: 0.2420, Forward time: 2.2599, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.0122 [2020-11-16 15:08:27,059][root][INFO] - ===> Epoch[545](14228/26): Loss 0.1250, Sem 0.1250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.614e-01 Score 95.919 Data time: 0.2407, Forward time: 2.2600, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.4707 [2020-11-16 15:08:32,641][root][INFO] - ===> Epoch[545](14229/26): Loss 0.1398, Sem 0.1398, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.613e-01 Score 95.264 Data time: 0.2256, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.4846 [2020-11-16 15:08:38,915][root][INFO] - ===> Epoch[545](14230/26): Loss 0.1520, Sem 0.1520, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.613e-01 Score 94.454 Data time: 0.2110, Forward time: 2.2600, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.1510 [2020-11-16 15:08:43,603][root][INFO] - ===> Epoch[545](14231/26): Loss 0.1178, Sem 0.1178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.613e-01 Score 95.950 Data time: 0.1575, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 4.5548 [2020-11-16 15:08:48,623][root][INFO] - ===> Epoch[545](14232/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.612e-01 Score 95.443 Data time: 0.1952, Forward time: 2.2600, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.9221 [2020-11-16 15:08:53,458][root][INFO] - ===> Epoch[545](14233/26): Loss 0.1243, Sem 0.1243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.612e-01 Score 95.858 Data time: 0.1482, Forward time: 2.2599, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.7224 [2020-11-16 15:09:00,365][root][INFO] - ===> Epoch[545](14234/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.611e-01 Score 95.214 Data time: 0.1328, Forward time: 2.2598, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.8413 [2020-11-16 15:09:05,842][root][INFO] - ===> Epoch[545](14235/26): Loss 0.1089, Sem 0.1089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.611e-01 Score 96.399 Data time: 0.1882, Forward time: 2.2598, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.4024 [2020-11-16 15:09:11,877][root][INFO] - ===> Epoch[545](14236/26): Loss 0.1350, Sem 0.1350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.611e-01 Score 95.517 Data time: 0.1773, Forward time: 2.2598, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.9179 [2020-11-16 15:09:17,991][root][INFO] - ===> Epoch[545](14237/26): Loss 0.1286, Sem 0.1286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.610e-01 Score 95.462 Data time: 0.2460, Forward time: 2.2598, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 6.0371 [2020-11-16 15:09:23,336][root][INFO] - ===> Epoch[545](14238/26): Loss 0.1688, Sem 0.1688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.610e-01 Score 94.495 Data time: 0.2306, Forward time: 2.2599, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.2342 [2020-11-16 15:09:29,059][root][INFO] - ===> Epoch[545](14239/26): Loss 0.1522, Sem 0.1522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.609e-01 Score 95.189 Data time: 0.2698, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.6293 [2020-11-16 15:09:34,443][root][INFO] - ===> Epoch[545](14240/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.609e-01 Score 96.372 Data time: 0.2276, Forward time: 2.2600, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.2699 [2020-11-16 15:09:40,171][root][INFO] - ===> Epoch[545](14241/26): Loss 0.1284, Sem 0.1284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.608e-01 Score 95.568 Data time: 0.1960, Forward time: 2.2600, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.6252 [2020-11-16 15:09:46,328][root][INFO] - ===> Epoch[545](14242/26): Loss 0.1266, Sem 0.1266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.608e-01 Score 95.387 Data time: 0.1940, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 6.0701 [2020-11-16 15:09:52,259][root][INFO] - ===> Epoch[546](14243/26): Loss 0.1289, Sem 0.1289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.608e-01 Score 95.724 Data time: 0.1963, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.8148 [2020-11-16 15:09:58,625][root][INFO] - ===> Epoch[546](14244/26): Loss 0.1646, Sem 0.1646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.607e-01 Score 94.413 Data time: 0.1980, Forward time: 2.2600, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.2607 [2020-11-16 15:10:04,357][root][INFO] - ===> Epoch[546](14245/26): Loss 0.1204, Sem 0.1204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.607e-01 Score 95.790 Data time: 0.2030, Forward time: 2.2600, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.6487 [2020-11-16 15:10:09,015][root][INFO] - ===> Epoch[546](14246/26): Loss 0.1220, Sem 0.1220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.606e-01 Score 95.975 Data time: 0.1516, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 4.5500 [2020-11-16 15:10:15,187][root][INFO] - ===> Epoch[546](14247/26): Loss 0.1276, Sem 0.1276, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.606e-01 Score 95.586 Data time: 0.2287, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 6.1067 [2020-11-16 15:10:20,590][root][INFO] - ===> Epoch[546](14248/26): Loss 0.1414, Sem 0.1414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.606e-01 Score 95.206 Data time: 0.2163, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.2883 [2020-11-16 15:10:25,961][root][INFO] - ===> Epoch[546](14249/26): Loss 0.1221, Sem 0.1221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.605e-01 Score 95.875 Data time: 0.2478, Forward time: 2.2601, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.2697 [2020-11-16 15:10:31,650][root][INFO] - ===> Epoch[546](14250/26): Loss 0.1467, Sem 0.1467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.605e-01 Score 95.501 Data time: 0.2542, Forward time: 2.2602, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.5932 [2020-11-16 15:10:37,475][root][INFO] - ===> Epoch[546](14251/26): Loss 0.1539, Sem 0.1539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.604e-01 Score 94.963 Data time: 0.2403, Forward time: 2.2602, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.7268 [2020-11-16 15:10:42,873][root][INFO] - ===> Epoch[546](14252/26): Loss 0.1251, Sem 0.1251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.604e-01 Score 95.564 Data time: 0.1843, Forward time: 2.2602, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.3008 [2020-11-16 15:10:49,104][root][INFO] - ===> Epoch[546](14253/26): Loss 0.1543, Sem 0.1543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.604e-01 Score 95.157 Data time: 0.1906, Forward time: 2.2602, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.1483 [2020-11-16 15:10:54,551][root][INFO] - ===> Epoch[546](14254/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.603e-01 Score 95.769 Data time: 0.1301, Forward time: 2.2601, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.3805 [2020-11-16 15:10:59,506][root][INFO] - ===> Epoch[546](14255/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.603e-01 Score 95.490 Data time: 0.1815, Forward time: 2.2601, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 4.9035 [2020-11-16 15:11:05,936][root][INFO] - ===> Epoch[546](14256/26): Loss 0.1164, Sem 0.1164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.602e-01 Score 96.128 Data time: 0.2335, Forward time: 2.2602, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.3453 [2020-11-16 15:11:11,695][root][INFO] - ===> Epoch[546](14257/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.602e-01 Score 95.083 Data time: 0.1562, Forward time: 2.2601, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.6717 [2020-11-16 15:11:17,914][root][INFO] - ===> Epoch[546](14258/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.602e-01 Score 95.798 Data time: 0.1685, Forward time: 2.2601, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 6.1733 [2020-11-16 15:11:24,022][root][INFO] - ===> Epoch[546](14259/26): Loss 0.1465, Sem 0.1465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.601e-01 Score 95.170 Data time: 0.1733, Forward time: 2.2601, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.0544 [2020-11-16 15:11:29,424][root][INFO] - ===> Epoch[546](14260/26): Loss 0.1462, Sem 0.1462, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.601e-01 Score 94.980 Data time: 0.1475, Forward time: 2.2600, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.3173 [2020-11-16 15:11:36,125][root][INFO] - ===> Epoch[546](14261/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.600e-01 Score 95.560 Data time: 0.2432, Forward time: 2.2600, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 6.6405 [2020-11-16 15:11:41,037][root][INFO] - ===> Epoch[546](14262/26): Loss 0.1302, Sem 0.1302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.600e-01 Score 95.456 Data time: 0.2471, Forward time: 2.2601, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.8231 [2020-11-16 15:11:46,585][root][INFO] - ===> Epoch[546](14263/26): Loss 0.1351, Sem 0.1351, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.600e-01 Score 95.502 Data time: 0.1586, Forward time: 2.2600, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.4599 [2020-11-16 15:11:52,741][root][INFO] - ===> Epoch[546](14264/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.599e-01 Score 95.282 Data time: 0.2412, Forward time: 2.2601, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.1078 [2020-11-16 15:11:58,509][root][INFO] - ===> Epoch[546](14265/26): Loss 0.1269, Sem 0.1269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.599e-01 Score 95.751 Data time: 0.1899, Forward time: 2.2600, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.6581 [2020-11-16 15:12:04,998][root][INFO] - ===> Epoch[546](14266/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.598e-01 Score 95.107 Data time: 0.3488, Forward time: 2.2602, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.4243 [2020-11-16 15:12:10,302][root][INFO] - ===> Epoch[546](14267/26): Loss 0.1203, Sem 0.1203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.598e-01 Score 95.937 Data time: 0.1218, Forward time: 2.2601, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.1809 [2020-11-16 15:12:17,929][root][INFO] - ===> Epoch[546](14268/26): Loss 0.1209, Sem 0.1209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.597e-01 Score 95.878 Data time: 0.1944, Forward time: 2.2601, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 7.5626 [2020-11-16 15:12:24,536][root][INFO] - ===> Epoch[547](14269/26): Loss 0.1178, Sem 0.1178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.597e-01 Score 95.981 Data time: 0.2188, Forward time: 2.2601, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.5264 [2020-11-16 15:12:30,737][root][INFO] - ===> Epoch[547](14270/26): Loss 0.1227, Sem 0.1227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.597e-01 Score 95.771 Data time: 0.1632, Forward time: 2.2600, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.0902 [2020-11-16 15:12:35,796][root][INFO] - ===> Epoch[547](14271/26): Loss 0.1338, Sem 0.1338, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.596e-01 Score 95.590 Data time: 0.2265, Forward time: 2.2601, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.9842 [2020-11-16 15:12:42,965][root][INFO] - ===> Epoch[547](14272/26): Loss 0.1406, Sem 0.1406, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.596e-01 Score 95.258 Data time: 0.2020, Forward time: 2.2601, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 7.0801 [2020-11-16 15:12:47,510][root][INFO] - ===> Epoch[547](14273/26): Loss 0.1264, Sem 0.1264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.595e-01 Score 95.782 Data time: 0.1225, Forward time: 2.2600, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.4638 [2020-11-16 15:12:52,043][root][INFO] - ===> Epoch[547](14274/26): Loss 0.1092, Sem 0.1092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.595e-01 Score 96.278 Data time: 0.2092, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.4898 [2020-11-16 15:12:57,088][root][INFO] - ===> Epoch[547](14275/26): Loss 0.1239, Sem 0.1239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.595e-01 Score 95.899 Data time: 0.1683, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.9599 [2020-11-16 15:13:03,195][root][INFO] - ===> Epoch[547](14276/26): Loss 0.1149, Sem 0.1149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.594e-01 Score 96.064 Data time: 0.1635, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.0261 [2020-11-16 15:13:10,283][root][INFO] - ===> Epoch[547](14277/26): Loss 0.1230, Sem 0.1230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.594e-01 Score 96.007 Data time: 0.1904, Forward time: 2.2599, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 7.0008 [2020-11-16 15:13:16,098][root][INFO] - ===> Epoch[547](14278/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.593e-01 Score 96.097 Data time: 0.2235, Forward time: 2.2600, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.7239 [2020-11-16 15:13:20,760][root][INFO] - ===> Epoch[547](14279/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.593e-01 Score 95.421 Data time: 0.2051, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.5537 [2020-11-16 15:13:25,530][root][INFO] - ===> Epoch[547](14280/26): Loss 0.1264, Sem 0.1264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.593e-01 Score 95.683 Data time: 0.2011, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.6645 [2020-11-16 15:13:31,102][root][INFO] - ===> Epoch[547](14281/26): Loss 0.1335, Sem 0.1335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.592e-01 Score 95.531 Data time: 0.1524, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.4812 [2020-11-16 15:13:36,984][root][INFO] - ===> Epoch[547](14282/26): Loss 0.1231, Sem 0.1231, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.592e-01 Score 95.850 Data time: 0.1945, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.8089 [2020-11-16 15:13:42,295][root][INFO] - ===> Epoch[547](14283/26): Loss 0.1108, Sem 0.1108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.591e-01 Score 96.142 Data time: 0.1477, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.1970 [2020-11-16 15:13:48,379][root][INFO] - ===> Epoch[547](14284/26): Loss 0.1437, Sem 0.1437, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.591e-01 Score 95.134 Data time: 0.1518, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.9994 [2020-11-16 15:13:54,931][root][INFO] - ===> Epoch[547](14285/26): Loss 0.1210, Sem 0.1210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.591e-01 Score 95.855 Data time: 0.3471, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.4999 [2020-11-16 15:14:00,617][root][INFO] - ===> Epoch[547](14286/26): Loss 0.1316, Sem 0.1316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.590e-01 Score 95.600 Data time: 0.2227, Forward time: 2.2600, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.5686 [2020-11-16 15:14:05,717][root][INFO] - ===> Epoch[547](14287/26): Loss 0.1142, Sem 0.1142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.590e-01 Score 96.144 Data time: 0.1957, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.9701 [2020-11-16 15:14:11,237][root][INFO] - ===> Epoch[547](14288/26): Loss 0.1107, Sem 0.1107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.589e-01 Score 96.245 Data time: 0.1847, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.4253 [2020-11-16 15:14:16,649][root][INFO] - ===> Epoch[547](14289/26): Loss 0.1422, Sem 0.1422, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.589e-01 Score 95.144 Data time: 0.1828, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.3261 [2020-11-16 15:14:21,458][root][INFO] - ===> Epoch[547](14290/26): Loss 0.1192, Sem 0.1192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.588e-01 Score 95.819 Data time: 0.1716, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.7344 [2020-11-16 15:14:27,820][root][INFO] - ===> Epoch[547](14291/26): Loss 0.1117, Sem 0.1117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.588e-01 Score 96.170 Data time: 0.2149, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.2711 [2020-11-16 15:14:32,915][root][INFO] - ===> Epoch[547](14292/26): Loss 0.1311, Sem 0.1311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.588e-01 Score 95.553 Data time: 0.1723, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.9883 [2020-11-16 15:14:38,427][root][INFO] - ===> Epoch[547](14293/26): Loss 0.1388, Sem 0.1388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.587e-01 Score 95.617 Data time: 0.1735, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.4593 [2020-11-16 15:14:44,539][root][INFO] - ===> Epoch[547](14294/26): Loss 0.1297, Sem 0.1297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.587e-01 Score 95.683 Data time: 0.1840, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.0273 [2020-11-16 15:14:50,997][root][INFO] - ===> Epoch[548](14295/26): Loss 0.1265, Sem 0.1265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.586e-01 Score 95.714 Data time: 0.1631, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.3753 [2020-11-16 15:14:56,694][root][INFO] - ===> Epoch[548](14296/26): Loss 0.1899, Sem 0.1899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.586e-01 Score 94.698 Data time: 0.1633, Forward time: 2.2597, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.6352 [2020-11-16 15:15:02,558][root][INFO] - ===> Epoch[548](14297/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.586e-01 Score 95.272 Data time: 0.1136, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.7887 [2020-11-16 15:15:08,401][root][INFO] - ===> Epoch[548](14298/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.585e-01 Score 95.313 Data time: 0.1603, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.7896 [2020-11-16 15:15:13,985][root][INFO] - ===> Epoch[548](14299/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.585e-01 Score 95.715 Data time: 0.2090, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.5021 [2020-11-16 15:15:20,057][root][INFO] - ===> Epoch[548](14300/26): Loss 0.1312, Sem 0.1312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.584e-01 Score 95.576 Data time: 0.2346, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.9501 [2020-11-16 15:15:24,865][root][INFO] - ===> Epoch[548](14301/26): Loss 0.1171, Sem 0.1171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.584e-01 Score 96.026 Data time: 0.1668, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.6922 [2020-11-16 15:15:29,862][root][INFO] - ===> Epoch[548](14302/26): Loss 0.1533, Sem 0.1533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.584e-01 Score 95.184 Data time: 0.1950, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.9003 [2020-11-16 15:15:35,717][root][INFO] - ===> Epoch[548](14303/26): Loss 0.1567, Sem 0.1567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.583e-01 Score 94.844 Data time: 0.2057, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.7450 [2020-11-16 15:15:41,846][root][INFO] - ===> Epoch[548](14304/26): Loss 0.1453, Sem 0.1453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.583e-01 Score 95.246 Data time: 0.2039, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.0414 [2020-11-16 15:15:47,395][root][INFO] - ===> Epoch[548](14305/26): Loss 0.1470, Sem 0.1470, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.582e-01 Score 95.067 Data time: 0.1769, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.4625 [2020-11-16 15:15:51,908][root][INFO] - ===> Epoch[548](14306/26): Loss 0.1308, Sem 0.1308, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.582e-01 Score 95.744 Data time: 0.1600, Forward time: 2.2594, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.4159 [2020-11-16 15:15:57,110][root][INFO] - ===> Epoch[548](14307/26): Loss 0.1271, Sem 0.1271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.582e-01 Score 95.775 Data time: 0.2282, Forward time: 2.2594, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.1245 [2020-11-16 15:16:03,042][root][INFO] - ===> Epoch[548](14308/26): Loss 0.1088, Sem 0.1088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.581e-01 Score 96.483 Data time: 0.2710, Forward time: 2.2595, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.8183 [2020-11-16 15:16:08,557][root][INFO] - ===> Epoch[548](14309/26): Loss 0.1263, Sem 0.1263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.581e-01 Score 95.844 Data time: 0.1869, Forward time: 2.2595, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.3880 [2020-11-16 15:16:14,484][root][INFO] - ===> Epoch[548](14310/26): Loss 0.1430, Sem 0.1430, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.580e-01 Score 94.785 Data time: 0.2105, Forward time: 2.2595, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.8258 [2020-11-16 15:16:20,646][root][INFO] - ===> Epoch[548](14311/26): Loss 0.1175, Sem 0.1175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.580e-01 Score 95.984 Data time: 0.2185, Forward time: 2.2595, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.0775 [2020-11-16 15:16:26,290][root][INFO] - ===> Epoch[548](14312/26): Loss 0.1408, Sem 0.1408, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.580e-01 Score 95.205 Data time: 0.1732, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.5312 [2020-11-16 15:16:32,502][root][INFO] - ===> Epoch[548](14313/26): Loss 0.1187, Sem 0.1187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.579e-01 Score 96.038 Data time: 0.2179, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.1121 [2020-11-16 15:16:38,131][root][INFO] - ===> Epoch[548](14314/26): Loss 0.1270, Sem 0.1270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.579e-01 Score 95.754 Data time: 0.1368, Forward time: 2.2595, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.5006 [2020-11-16 15:16:43,957][root][INFO] - ===> Epoch[548](14315/26): Loss 0.1165, Sem 0.1165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.578e-01 Score 95.937 Data time: 0.1882, Forward time: 2.2594, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.7162 [2020-11-16 15:16:50,504][root][INFO] - ===> Epoch[548](14316/26): Loss 0.1360, Sem 0.1360, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.578e-01 Score 95.409 Data time: 0.2403, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.4436 [2020-11-16 15:16:56,746][root][INFO] - ===> Epoch[548](14317/26): Loss 0.1294, Sem 0.1294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.577e-01 Score 95.423 Data time: 0.1967, Forward time: 2.2595, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.1272 [2020-11-16 15:17:02,219][root][INFO] - ===> Epoch[548](14318/26): Loss 0.1286, Sem 0.1286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.577e-01 Score 95.910 Data time: 0.2399, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.3756 [2020-11-16 15:17:07,784][root][INFO] - ===> Epoch[548](14319/26): Loss 0.1341, Sem 0.1341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.577e-01 Score 95.324 Data time: 0.1778, Forward time: 2.2595, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.4255 [2020-11-16 15:17:13,217][root][INFO] - ===> Epoch[548](14320/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.576e-01 Score 95.410 Data time: 0.2914, Forward time: 2.2596, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.3360 [2020-11-16 15:17:18,083][root][INFO] - ===> Epoch[549](14321/26): Loss 0.1027, Sem 0.1027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.576e-01 Score 96.647 Data time: 0.2512, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.7519 [2020-11-16 15:17:23,884][root][INFO] - ===> Epoch[549](14322/26): Loss 0.1505, Sem 0.1505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.575e-01 Score 94.837 Data time: 0.2158, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.7040 [2020-11-16 15:17:29,436][root][INFO] - ===> Epoch[549](14323/26): Loss 0.1075, Sem 0.1075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.575e-01 Score 96.184 Data time: 0.2215, Forward time: 2.2597, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.4528 [2020-11-16 15:17:35,044][root][INFO] - ===> Epoch[549](14324/26): Loss 0.1465, Sem 0.1465, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.575e-01 Score 95.443 Data time: 0.2312, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.5127 [2020-11-16 15:17:41,377][root][INFO] - ===> Epoch[549](14325/26): Loss 0.1510, Sem 0.1510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.574e-01 Score 94.781 Data time: 0.2526, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.2166 [2020-11-16 15:17:46,985][root][INFO] - ===> Epoch[549](14326/26): Loss 0.1535, Sem 0.1535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.574e-01 Score 94.781 Data time: 0.2256, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.4697 [2020-11-16 15:17:51,531][root][INFO] - ===> Epoch[549](14327/26): Loss 0.1147, Sem 0.1147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.573e-01 Score 96.159 Data time: 0.1771, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.4355 [2020-11-16 15:17:57,020][root][INFO] - ===> Epoch[549](14328/26): Loss 0.1669, Sem 0.1669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.573e-01 Score 94.371 Data time: 0.1963, Forward time: 2.2598, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.3946 [2020-11-16 15:18:02,155][root][INFO] - ===> Epoch[549](14329/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.573e-01 Score 94.782 Data time: 0.1849, Forward time: 2.2598, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.0159 [2020-11-16 15:18:08,164][root][INFO] - ===> Epoch[549](14330/26): Loss 0.1546, Sem 0.1546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.572e-01 Score 94.709 Data time: 0.1607, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.9285 [2020-11-16 15:18:13,293][root][INFO] - ===> Epoch[549](14331/26): Loss 0.1530, Sem 0.1530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.572e-01 Score 94.947 Data time: 0.1719, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.0450 [2020-11-16 15:18:18,673][root][INFO] - ===> Epoch[549](14332/26): Loss 0.1379, Sem 0.1379, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.571e-01 Score 95.511 Data time: 0.1945, Forward time: 2.2596, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.3189 [2020-11-16 15:18:23,613][root][INFO] - ===> Epoch[549](14333/26): Loss 0.1410, Sem 0.1410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.571e-01 Score 95.245 Data time: 0.1777, Forward time: 2.2596, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.8596 [2020-11-16 15:18:29,964][root][INFO] - ===> Epoch[549](14334/26): Loss 0.1439, Sem 0.1439, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.571e-01 Score 95.075 Data time: 0.2059, Forward time: 2.2596, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.2552 [2020-11-16 15:18:36,384][root][INFO] - ===> Epoch[549](14335/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.570e-01 Score 94.771 Data time: 0.2545, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.3170 [2020-11-16 15:18:41,982][root][INFO] - ===> Epoch[549](14336/26): Loss 0.1594, Sem 0.1594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.570e-01 Score 94.507 Data time: 0.1958, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.4781 [2020-11-16 15:18:46,463][root][INFO] - ===> Epoch[549](14337/26): Loss 0.1472, Sem 0.1472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.569e-01 Score 94.972 Data time: 0.2013, Forward time: 2.2597, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.3966 [2020-11-16 15:18:51,877][root][INFO] - ===> Epoch[549](14338/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.569e-01 Score 95.740 Data time: 0.1608, Forward time: 2.2596, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.3114 [2020-11-16 15:18:56,872][root][INFO] - ===> Epoch[549](14339/26): Loss 0.1334, Sem 0.1334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.568e-01 Score 95.723 Data time: 0.1999, Forward time: 2.2596, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.9090 [2020-11-16 15:19:02,829][root][INFO] - ===> Epoch[549](14340/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.568e-01 Score 94.962 Data time: 0.2337, Forward time: 2.2597, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.8580 [2020-11-16 15:19:07,345][root][INFO] - ===> Epoch[549](14341/26): Loss 0.1797, Sem 0.1797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.568e-01 Score 94.232 Data time: 0.1992, Forward time: 2.2597, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 4.3897 [2020-11-16 15:19:12,730][root][INFO] - ===> Epoch[549](14342/26): Loss 0.1407, Sem 0.1407, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.567e-01 Score 95.400 Data time: 0.2955, Forward time: 2.2597, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.2901 [2020-11-16 15:19:19,155][root][INFO] - ===> Epoch[549](14343/26): Loss 0.1475, Sem 0.1475, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.567e-01 Score 94.838 Data time: 0.3513, Forward time: 2.2599, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.3287 [2020-11-16 15:19:25,598][root][INFO] - ===> Epoch[549](14344/26): Loss 0.1158, Sem 0.1158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.566e-01 Score 96.236 Data time: 0.3592, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 6.3224 [2020-11-16 15:19:31,428][root][INFO] - ===> Epoch[549](14345/26): Loss 0.1742, Sem 0.1742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.566e-01 Score 94.276 Data time: 0.2836, Forward time: 2.2601, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.7217 [2020-11-16 15:19:36,764][root][INFO] - ===> Epoch[549](14346/26): Loss 0.1834, Sem 0.1834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.566e-01 Score 93.724 Data time: 0.2248, Forward time: 2.2602, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.2409 [2020-11-16 15:19:41,902][root][INFO] - ===> Epoch[550](14347/26): Loss 0.1732, Sem 0.1732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.565e-01 Score 94.548 Data time: 0.2201, Forward time: 2.2602, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.0484 [2020-11-16 15:19:46,667][root][INFO] - ===> Epoch[550](14348/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.565e-01 Score 95.224 Data time: 0.1992, Forward time: 2.2602, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 4.6790 [2020-11-16 15:19:53,620][root][INFO] - ===> Epoch[550](14349/26): Loss 0.1410, Sem 0.1410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.564e-01 Score 95.228 Data time: 0.1923, Forward time: 2.2602, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.8623 [2020-11-16 15:19:59,941][root][INFO] - ===> Epoch[550](14350/26): Loss 0.1707, Sem 0.1707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.564e-01 Score 94.381 Data time: 0.1893, Forward time: 2.2602, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.2259 [2020-11-16 15:20:05,234][root][INFO] - ===> Epoch[550](14351/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.564e-01 Score 94.234 Data time: 0.1646, Forward time: 2.2601, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.1853 [2020-11-16 15:20:10,814][root][INFO] - ===> Epoch[550](14352/26): Loss 0.1553, Sem 0.1553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.563e-01 Score 94.916 Data time: 0.2073, Forward time: 2.2602, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.4943 [2020-11-16 15:20:15,949][root][INFO] - ===> Epoch[550](14353/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.563e-01 Score 95.150 Data time: 0.2289, Forward time: 2.2602, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.0196 [2020-11-16 15:20:21,441][root][INFO] - ===> Epoch[550](14354/26): Loss 0.1572, Sem 0.1572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.562e-01 Score 94.748 Data time: 0.2293, Forward time: 2.2602, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.3646 [2020-11-16 15:20:27,684][root][INFO] - ===> Epoch[550](14355/26): Loss 0.1453, Sem 0.1453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.562e-01 Score 94.984 Data time: 0.1811, Forward time: 2.2602, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.1291 [2020-11-16 15:20:33,443][root][INFO] - ===> Epoch[550](14356/26): Loss 0.1456, Sem 0.1456, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.562e-01 Score 94.979 Data time: 0.1596, Forward time: 2.2601, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.6666 [2020-11-16 15:20:39,254][root][INFO] - ===> Epoch[550](14357/26): Loss 0.1350, Sem 0.1350, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.561e-01 Score 95.422 Data time: 0.2277, Forward time: 2.2602, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.7250 [2020-11-16 15:20:44,194][root][INFO] - ===> Epoch[550](14358/26): Loss 0.1295, Sem 0.1295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.561e-01 Score 95.567 Data time: 0.2168, Forward time: 2.2602, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 4.8243 [2020-11-16 15:20:49,596][root][INFO] - ===> Epoch[550](14359/26): Loss 0.1498, Sem 0.1498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.560e-01 Score 95.167 Data time: 0.1782, Forward time: 2.2602, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.3100 [2020-11-16 15:20:54,825][root][INFO] - ===> Epoch[550](14360/26): Loss 0.1349, Sem 0.1349, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.560e-01 Score 95.309 Data time: 0.1827, Forward time: 2.2602, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.1330 [2020-11-16 15:21:01,282][root][INFO] - ===> Epoch[550](14361/26): Loss 0.1617, Sem 0.1617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.560e-01 Score 94.981 Data time: 0.1424, Forward time: 2.2601, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.3673 [2020-11-16 15:21:06,292][root][INFO] - ===> Epoch[550](14362/26): Loss 0.1591, Sem 0.1591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.559e-01 Score 94.710 Data time: 0.2037, Forward time: 2.2601, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 4.9446 [2020-11-16 15:21:12,774][root][INFO] - ===> Epoch[550](14363/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.559e-01 Score 94.908 Data time: 0.1892, Forward time: 2.2601, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 6.3877 [2020-11-16 15:21:19,255][root][INFO] - ===> Epoch[550](14364/26): Loss 0.1621, Sem 0.1621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.558e-01 Score 94.591 Data time: 0.2500, Forward time: 2.2601, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 6.4012 [2020-11-16 15:21:26,320][root][INFO] - ===> Epoch[550](14365/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.558e-01 Score 95.356 Data time: 0.2320, Forward time: 2.2601, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.9567 [2020-11-16 15:21:31,394][root][INFO] - ===> Epoch[550](14366/26): Loss 0.1373, Sem 0.1373, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.557e-01 Score 95.269 Data time: 0.2290, Forward time: 2.2602, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.9496 [2020-11-16 15:21:36,987][root][INFO] - ===> Epoch[550](14367/26): Loss 0.1520, Sem 0.1520, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.557e-01 Score 94.879 Data time: 0.2022, Forward time: 2.2602, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 5.4871 [2020-11-16 15:21:42,002][root][INFO] - ===> Epoch[550](14368/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.557e-01 Score 95.722 Data time: 0.1738, Forward time: 2.2601, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.9205 [2020-11-16 15:21:46,819][root][INFO] - ===> Epoch[550](14369/26): Loss 0.1283, Sem 0.1283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.556e-01 Score 95.696 Data time: 0.1536, Forward time: 2.2601, Backward time: 3.0451, DDP time: 0.0047, Total iter time: 4.7466 [2020-11-16 15:21:51,961][root][INFO] - ===> Epoch[550](14370/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.556e-01 Score 95.115 Data time: 0.2009, Forward time: 2.2601, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.0795 [2020-11-16 15:21:57,115][root][INFO] - ===> Epoch[550](14371/26): Loss 0.1216, Sem 0.1216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.555e-01 Score 95.858 Data time: 0.2278, Forward time: 2.2601, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.0432 [2020-11-16 15:22:03,493][root][INFO] - ===> Epoch[550](14372/26): Loss 0.1391, Sem 0.1391, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.555e-01 Score 95.374 Data time: 0.3404, Forward time: 2.2602, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 6.2694 [2020-11-16 15:22:08,867][root][INFO] - ===> Epoch[551](14373/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.555e-01 Score 95.798 Data time: 0.1690, Forward time: 2.2602, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.2491 [2020-11-16 15:22:14,395][root][INFO] - ===> Epoch[551](14374/26): Loss 0.1335, Sem 0.1335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.554e-01 Score 95.311 Data time: 0.1794, Forward time: 2.2602, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.4297 [2020-11-16 15:22:20,330][root][INFO] - ===> Epoch[551](14375/26): Loss 0.1345, Sem 0.1345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.554e-01 Score 95.650 Data time: 0.1347, Forward time: 2.2601, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.8419 [2020-11-16 15:22:25,994][root][INFO] - ===> Epoch[551](14376/26): Loss 0.1311, Sem 0.1311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.553e-01 Score 95.892 Data time: 0.2229, Forward time: 2.2601, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.6089 [2020-11-16 15:22:30,947][root][INFO] - ===> Epoch[551](14377/26): Loss 0.1428, Sem 0.1428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.553e-01 Score 95.177 Data time: 0.2163, Forward time: 2.2601, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 4.8655 [2020-11-16 15:22:36,225][root][INFO] - ===> Epoch[551](14378/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.553e-01 Score 95.263 Data time: 0.1810, Forward time: 2.2601, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.1515 [2020-11-16 15:22:42,027][root][INFO] - ===> Epoch[551](14379/26): Loss 0.1268, Sem 0.1268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.552e-01 Score 95.883 Data time: 0.1798, Forward time: 2.2601, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.6901 [2020-11-16 15:22:46,561][root][INFO] - ===> Epoch[551](14380/26): Loss 0.1760, Sem 0.1760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.552e-01 Score 94.438 Data time: 0.1833, Forward time: 2.2601, Backward time: 3.0447, DDP time: 0.0047, Total iter time: 4.4356 [2020-11-16 15:22:53,423][root][INFO] - ===> Epoch[551](14381/26): Loss 0.1366, Sem 0.1366, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.551e-01 Score 95.493 Data time: 0.1706, Forward time: 2.2600, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 6.7641 [2020-11-16 15:22:59,016][root][INFO] - ===> Epoch[551](14382/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.551e-01 Score 94.632 Data time: 0.2039, Forward time: 2.2600, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 5.4873 [2020-11-16 15:23:04,614][root][INFO] - ===> Epoch[551](14383/26): Loss 0.1218, Sem 0.1218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.551e-01 Score 95.703 Data time: 0.2442, Forward time: 2.2601, Backward time: 3.0448, DDP time: 0.0047, Total iter time: 5.4972 [2020-11-16 15:23:11,507][root][INFO] - ===> Epoch[551](14384/26): Loss 0.1061, Sem 0.1061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.550e-01 Score 96.591 Data time: 0.1887, Forward time: 2.2601, Backward time: 3.0449, DDP time: 0.0047, Total iter time: 6.7567 [2020-11-16 15:23:17,851][root][INFO] - ===> Epoch[551](14385/26): Loss 0.1118, Sem 0.1118, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.550e-01 Score 96.363 Data time: 0.2002, Forward time: 2.2601, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 6.2409 [2020-11-16 15:23:23,041][root][INFO] - ===> Epoch[551](14386/26): Loss 0.1287, Sem 0.1287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.549e-01 Score 95.651 Data time: 0.1683, Forward time: 2.2601, Backward time: 3.0450, DDP time: 0.0047, Total iter time: 5.0889 [2020-11-16 15:23:30,134][root][INFO] - ===> Epoch[551](14387/26): Loss 0.1454, Sem 0.1454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.549e-01 Score 95.235 Data time: 0.1602, Forward time: 2.2600, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 7.0163 [2020-11-16 15:23:35,727][root][INFO] - ===> Epoch[551](14388/26): Loss 0.1214, Sem 0.1214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.548e-01 Score 95.882 Data time: 0.2242, Forward time: 2.2601, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 5.5094 [2020-11-16 15:23:42,049][root][INFO] - ===> Epoch[551](14389/26): Loss 0.1427, Sem 0.1427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.548e-01 Score 95.357 Data time: 0.2210, Forward time: 2.2601, Backward time: 3.0452, DDP time: 0.0047, Total iter time: 6.2050 [2020-11-16 15:23:49,531][root][INFO] - ===> Epoch[551](14390/26): Loss 0.1441, Sem 0.1441, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.548e-01 Score 95.301 Data time: 0.2195, Forward time: 2.2601, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 7.3762 [2020-11-16 15:23:55,566][root][INFO] - ===> Epoch[551](14391/26): Loss 0.1356, Sem 0.1356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.547e-01 Score 95.254 Data time: 0.3346, Forward time: 2.2602, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.9259 [2020-11-16 15:24:00,688][root][INFO] - ===> Epoch[551](14392/26): Loss 0.1515, Sem 0.1515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.547e-01 Score 94.952 Data time: 0.1659, Forward time: 2.2602, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.0129 [2020-11-16 15:24:08,272][root][INFO] - ===> Epoch[551](14393/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.546e-01 Score 95.616 Data time: 0.1528, Forward time: 2.2601, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 7.5196 [2020-11-16 15:24:14,242][root][INFO] - ===> Epoch[551](14394/26): Loss 0.1420, Sem 0.1420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.546e-01 Score 95.051 Data time: 0.1739, Forward time: 2.2601, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.9332 [2020-11-16 15:24:20,250][root][INFO] - ===> Epoch[551](14395/26): Loss 0.1610, Sem 0.1610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.546e-01 Score 94.902 Data time: 0.2075, Forward time: 2.2601, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.9376 [2020-11-16 15:24:26,037][root][INFO] - ===> Epoch[551](14396/26): Loss 0.1378, Sem 0.1378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.545e-01 Score 95.141 Data time: 0.2273, Forward time: 2.2601, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.7198 [2020-11-16 15:24:32,127][root][INFO] - ===> Epoch[551](14397/26): Loss 0.1650, Sem 0.1650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.545e-01 Score 94.480 Data time: 0.2009, Forward time: 2.2601, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.9873 [2020-11-16 15:24:37,810][root][INFO] - ===> Epoch[551](14398/26): Loss 0.1565, Sem 0.1565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.544e-01 Score 94.887 Data time: 0.2006, Forward time: 2.2601, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.5870 [2020-11-16 15:24:43,747][root][INFO] - ===> Epoch[552](14399/26): Loss 0.1579, Sem 0.1579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.544e-01 Score 94.824 Data time: 0.3031, Forward time: 2.2602, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.8547 [2020-11-16 15:24:50,963][root][INFO] - ===> Epoch[552](14400/26): Loss 0.1417, Sem 0.1417, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.544e-01 Score 95.424 Data time: 0.1550, Forward time: 2.2602, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 7.1203 [2020-11-16 15:24:56,328][root][INFO] - ===> Epoch[552](14401/26): Loss 0.1200, Sem 0.1200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.543e-01 Score 96.001 Data time: 0.2169, Forward time: 2.2602, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.2725 [2020-11-16 15:25:02,098][root][INFO] - ===> Epoch[552](14402/26): Loss 0.1469, Sem 0.1469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.543e-01 Score 95.190 Data time: 0.2695, Forward time: 2.2603, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.6753 [2020-11-16 15:25:08,644][root][INFO] - ===> Epoch[552](14403/26): Loss 0.1583, Sem 0.1583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.542e-01 Score 94.867 Data time: 0.1868, Forward time: 2.2603, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.4424 [2020-11-16 15:25:15,570][root][INFO] - ===> Epoch[552](14404/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.542e-01 Score 95.202 Data time: 0.1628, Forward time: 2.2603, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.8456 [2020-11-16 15:25:20,725][root][INFO] - ===> Epoch[552](14405/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.542e-01 Score 95.717 Data time: 0.1563, Forward time: 2.2602, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.0825 [2020-11-16 15:25:25,419][root][INFO] - ===> Epoch[552](14406/26): Loss 0.1311, Sem 0.1311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.541e-01 Score 95.719 Data time: 0.1652, Forward time: 2.2602, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.6321 [2020-11-16 15:25:30,688][root][INFO] - ===> Epoch[552](14407/26): Loss 0.1482, Sem 0.1482, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.541e-01 Score 94.981 Data time: 0.1453, Forward time: 2.2602, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.1840 [2020-11-16 15:25:37,510][root][INFO] - ===> Epoch[552](14408/26): Loss 0.1473, Sem 0.1473, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.540e-01 Score 95.271 Data time: 0.1759, Forward time: 2.2601, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.7413 [2020-11-16 15:25:43,744][root][INFO] - ===> Epoch[552](14409/26): Loss 0.1710, Sem 0.1710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.540e-01 Score 94.682 Data time: 0.1955, Forward time: 2.2601, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.2052 [2020-11-16 15:25:49,503][root][INFO] - ===> Epoch[552](14410/26): Loss 0.1547, Sem 0.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.539e-01 Score 94.517 Data time: 0.2434, Forward time: 2.2601, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.6546 [2020-11-16 15:25:54,769][root][INFO] - ===> Epoch[552](14411/26): Loss 0.1527, Sem 0.1527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.539e-01 Score 94.949 Data time: 0.2354, Forward time: 2.2601, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.1850 [2020-11-16 15:26:00,943][root][INFO] - ===> Epoch[552](14412/26): Loss 0.1061, Sem 0.1061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.539e-01 Score 96.408 Data time: 0.1861, Forward time: 2.2601, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.0699 [2020-11-16 15:26:07,080][root][INFO] - ===> Epoch[552](14413/26): Loss 0.1540, Sem 0.1540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.538e-01 Score 94.914 Data time: 0.3516, Forward time: 2.2602, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.0696 [2020-11-16 15:26:12,378][root][INFO] - ===> Epoch[552](14414/26): Loss 0.1307, Sem 0.1307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.538e-01 Score 95.660 Data time: 0.2244, Forward time: 2.2603, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.1942 [2020-11-16 15:26:17,974][root][INFO] - ===> Epoch[552](14415/26): Loss 0.1346, Sem 0.1346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.537e-01 Score 95.499 Data time: 0.1551, Forward time: 2.2602, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.4862 [2020-11-16 15:26:22,705][root][INFO] - ===> Epoch[552](14416/26): Loss 0.1433, Sem 0.1433, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.537e-01 Score 95.199 Data time: 0.1892, Forward time: 2.2602, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.6612 [2020-11-16 15:26:29,734][root][INFO] - ===> Epoch[552](14417/26): Loss 0.1499, Sem 0.1499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.537e-01 Score 94.913 Data time: 0.3829, Forward time: 2.2603, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.9377 [2020-11-16 15:26:34,456][root][INFO] - ===> Epoch[552](14418/26): Loss 0.1310, Sem 0.1310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.536e-01 Score 95.530 Data time: 0.1978, Forward time: 2.2603, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.6204 [2020-11-16 15:26:40,531][root][INFO] - ===> Epoch[552](14419/26): Loss 0.1687, Sem 0.1687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.536e-01 Score 94.677 Data time: 0.2011, Forward time: 2.2603, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.9570 [2020-11-16 15:26:47,152][root][INFO] - ===> Epoch[552](14420/26): Loss 0.1506, Sem 0.1506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.535e-01 Score 94.905 Data time: 0.2316, Forward time: 2.2604, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.5347 [2020-11-16 15:26:52,860][root][INFO] - ===> Epoch[552](14421/26): Loss 0.1649, Sem 0.1649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.535e-01 Score 94.300 Data time: 0.1766, Forward time: 2.2604, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.5804 [2020-11-16 15:26:58,456][root][INFO] - ===> Epoch[552](14422/26): Loss 0.1304, Sem 0.1304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.535e-01 Score 95.556 Data time: 0.2379, Forward time: 2.2604, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.5066 [2020-11-16 15:27:04,220][root][INFO] - ===> Epoch[552](14423/26): Loss 0.1230, Sem 0.1230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.534e-01 Score 95.864 Data time: 0.2003, Forward time: 2.2604, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.6630 [2020-11-16 15:27:10,294][root][INFO] - ===> Epoch[552](14424/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.534e-01 Score 95.519 Data time: 0.2017, Forward time: 2.2604, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.9735 [2020-11-16 15:27:15,773][root][INFO] - ===> Epoch[553](14425/26): Loss 0.1464, Sem 0.1464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.533e-01 Score 94.871 Data time: 0.2022, Forward time: 2.2604, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.3828 [2020-11-16 15:27:21,175][root][INFO] - ===> Epoch[553](14426/26): Loss 0.1334, Sem 0.1334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.533e-01 Score 95.332 Data time: 0.1404, Forward time: 2.2604, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.2660 [2020-11-16 15:27:27,017][root][INFO] - ===> Epoch[553](14427/26): Loss 0.1486, Sem 0.1486, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.533e-01 Score 95.012 Data time: 0.1499, Forward time: 2.2603, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.7668 [2020-11-16 15:27:32,455][root][INFO] - ===> Epoch[553](14428/26): Loss 0.1525, Sem 0.1525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.532e-01 Score 94.906 Data time: 0.2478, Forward time: 2.2604, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.3914 [2020-11-16 15:27:37,751][root][INFO] - ===> Epoch[553](14429/26): Loss 0.1394, Sem 0.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.532e-01 Score 95.228 Data time: 0.2099, Forward time: 2.2604, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.2018 [2020-11-16 15:27:43,394][root][INFO] - ===> Epoch[553](14430/26): Loss 0.1672, Sem 0.1672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.531e-01 Score 94.689 Data time: 0.1863, Forward time: 2.2604, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.5344 [2020-11-16 15:27:48,939][root][INFO] - ===> Epoch[553](14431/26): Loss 0.1528, Sem 0.1528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.531e-01 Score 94.766 Data time: 0.1757, Forward time: 2.2603, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.4576 [2020-11-16 15:27:54,308][root][INFO] - ===> Epoch[553](14432/26): Loss 0.1326, Sem 0.1326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.530e-01 Score 95.496 Data time: 0.2723, Forward time: 2.2604, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.3023 [2020-11-16 15:27:59,706][root][INFO] - ===> Epoch[553](14433/26): Loss 0.1333, Sem 0.1333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.530e-01 Score 95.517 Data time: 0.1718, Forward time: 2.2604, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.2852 [2020-11-16 15:28:05,366][root][INFO] - ===> Epoch[553](14434/26): Loss 0.1667, Sem 0.1667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.530e-01 Score 94.347 Data time: 0.2328, Forward time: 2.2604, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.5783 [2020-11-16 15:28:10,094][root][INFO] - ===> Epoch[553](14435/26): Loss 0.1426, Sem 0.1426, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.529e-01 Score 95.441 Data time: 0.1869, Forward time: 2.2604, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.6101 [2020-11-16 15:28:16,323][root][INFO] - ===> Epoch[553](14436/26): Loss 0.1287, Sem 0.1287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.529e-01 Score 95.773 Data time: 0.2913, Forward time: 2.2605, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.1477 [2020-11-16 15:28:22,326][root][INFO] - ===> Epoch[553](14437/26): Loss 0.1171, Sem 0.1171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.528e-01 Score 96.177 Data time: 0.2193, Forward time: 2.2605, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.8891 [2020-11-16 15:28:29,562][root][INFO] - ===> Epoch[553](14438/26): Loss 0.1424, Sem 0.1424, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.528e-01 Score 94.824 Data time: 0.1802, Forward time: 2.2605, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 7.1294 [2020-11-16 15:28:34,451][root][INFO] - ===> Epoch[553](14439/26): Loss 0.1277, Sem 0.1277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.528e-01 Score 95.505 Data time: 0.1723, Forward time: 2.2604, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.7716 [2020-11-16 15:28:39,378][root][INFO] - ===> Epoch[553](14440/26): Loss 0.1556, Sem 0.1556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.527e-01 Score 95.077 Data time: 0.1778, Forward time: 2.2604, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.8292 [2020-11-16 15:28:45,315][root][INFO] - ===> Epoch[553](14441/26): Loss 0.1597, Sem 0.1597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.527e-01 Score 94.489 Data time: 0.1745, Forward time: 2.2604, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.8354 [2020-11-16 15:28:52,131][root][INFO] - ===> Epoch[553](14442/26): Loss 0.1705, Sem 0.1705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.526e-01 Score 94.599 Data time: 0.1334, Forward time: 2.2603, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.7278 [2020-11-16 15:28:58,328][root][INFO] - ===> Epoch[553](14443/26): Loss 0.1519, Sem 0.1519, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.526e-01 Score 94.713 Data time: 0.2100, Forward time: 2.2603, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.1341 [2020-11-16 15:29:04,290][root][INFO] - ===> Epoch[553](14444/26): Loss 0.1789, Sem 0.1789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.526e-01 Score 94.472 Data time: 0.2043, Forward time: 2.2603, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.8602 [2020-11-16 15:29:09,202][root][INFO] - ===> Epoch[553](14445/26): Loss 0.1399, Sem 0.1399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.525e-01 Score 95.418 Data time: 0.1490, Forward time: 2.2603, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.8135 [2020-11-16 15:29:14,974][root][INFO] - ===> Epoch[553](14446/26): Loss 0.1619, Sem 0.1619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.525e-01 Score 94.350 Data time: 0.2337, Forward time: 2.2603, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.6550 [2020-11-16 15:29:21,159][root][INFO] - ===> Epoch[553](14447/26): Loss 0.1302, Sem 0.1302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.524e-01 Score 95.655 Data time: 0.1890, Forward time: 2.2603, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.0629 [2020-11-16 15:29:25,945][root][INFO] - ===> Epoch[553](14448/26): Loss 0.1527, Sem 0.1527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.524e-01 Score 94.700 Data time: 0.2188, Forward time: 2.2603, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.7094 [2020-11-16 15:29:32,670][root][INFO] - ===> Epoch[553](14449/26): Loss 0.1504, Sem 0.1504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.524e-01 Score 95.065 Data time: 0.1715, Forward time: 2.2603, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.6071 [2020-11-16 15:29:37,038][root][INFO] - ===> Epoch[553](14450/26): Loss 0.1525, Sem 0.1525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.523e-01 Score 94.785 Data time: 0.2331, Forward time: 2.2603, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.2592 [2020-11-16 15:29:42,711][root][INFO] - ===> Epoch[554](14451/26): Loss 0.1815, Sem 0.1815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.523e-01 Score 94.057 Data time: 0.1872, Forward time: 2.2603, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.5760 [2020-11-16 15:29:48,043][root][INFO] - ===> Epoch[554](14452/26): Loss 0.1590, Sem 0.1590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.522e-01 Score 94.982 Data time: 0.2628, Forward time: 2.2604, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.2014 [2020-11-16 15:29:53,751][root][INFO] - ===> Epoch[554](14453/26): Loss 0.1628, Sem 0.1628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.522e-01 Score 94.666 Data time: 0.1469, Forward time: 2.2603, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.5927 [2020-11-16 15:30:00,180][root][INFO] - ===> Epoch[554](14454/26): Loss 0.1724, Sem 0.1724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.521e-01 Score 94.236 Data time: 0.1499, Forward time: 2.2602, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.3335 [2020-11-16 15:30:06,586][root][INFO] - ===> Epoch[554](14455/26): Loss 0.1529, Sem 0.1529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.521e-01 Score 94.794 Data time: 0.1726, Forward time: 2.2602, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.3378 [2020-11-16 15:30:11,792][root][INFO] - ===> Epoch[554](14456/26): Loss 0.1664, Sem 0.1664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.521e-01 Score 94.692 Data time: 0.1411, Forward time: 2.2601, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.1058 [2020-11-16 15:30:17,100][root][INFO] - ===> Epoch[554](14457/26): Loss 0.1474, Sem 0.1474, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.520e-01 Score 95.043 Data time: 0.1422, Forward time: 2.2601, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.2057 [2020-11-16 15:30:22,907][root][INFO] - ===> Epoch[554](14458/26): Loss 0.1258, Sem 0.1258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.520e-01 Score 95.809 Data time: 0.1941, Forward time: 2.2600, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.7383 [2020-11-16 15:30:29,007][root][INFO] - ===> Epoch[554](14459/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.519e-01 Score 95.028 Data time: 0.2638, Forward time: 2.2602, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.9877 [2020-11-16 15:30:35,118][root][INFO] - ===> Epoch[554](14460/26): Loss 0.1401, Sem 0.1401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.519e-01 Score 95.149 Data time: 0.1832, Forward time: 2.2602, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.0021 [2020-11-16 15:30:40,874][root][INFO] - ===> Epoch[554](14461/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.519e-01 Score 95.658 Data time: 0.1928, Forward time: 2.2602, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.6451 [2020-11-16 15:30:45,314][root][INFO] - ===> Epoch[554](14462/26): Loss 0.1669, Sem 0.1669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.518e-01 Score 94.331 Data time: 0.1697, Forward time: 2.2601, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.3421 [2020-11-16 15:30:49,775][root][INFO] - ===> Epoch[554](14463/26): Loss 0.1372, Sem 0.1372, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.518e-01 Score 95.414 Data time: 0.1544, Forward time: 2.2601, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.3665 [2020-11-16 15:30:55,062][root][INFO] - ===> Epoch[554](14464/26): Loss 0.1188, Sem 0.1188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.517e-01 Score 95.969 Data time: 0.1305, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.2073 [2020-11-16 15:30:59,922][root][INFO] - ===> Epoch[554](14465/26): Loss 0.1345, Sem 0.1345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.517e-01 Score 95.548 Data time: 0.2105, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.7678 [2020-11-16 15:31:05,707][root][INFO] - ===> Epoch[554](14466/26): Loss 0.1206, Sem 0.1206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.517e-01 Score 95.970 Data time: 0.2135, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.6901 [2020-11-16 15:31:12,326][root][INFO] - ===> Epoch[554](14467/26): Loss 0.1363, Sem 0.1363, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.516e-01 Score 95.130 Data time: 0.3489, Forward time: 2.2601, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.5105 [2020-11-16 15:31:18,860][root][INFO] - ===> Epoch[554](14468/26): Loss 0.1639, Sem 0.1639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.516e-01 Score 94.169 Data time: 0.2012, Forward time: 2.2602, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.4165 [2020-11-16 15:31:24,143][root][INFO] - ===> Epoch[554](14469/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.515e-01 Score 95.275 Data time: 0.2125, Forward time: 2.2602, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.1706 [2020-11-16 15:31:30,396][root][INFO] - ===> Epoch[554](14470/26): Loss 0.1335, Sem 0.1335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.515e-01 Score 95.460 Data time: 0.1747, Forward time: 2.2602, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.1645 [2020-11-16 15:31:35,118][root][INFO] - ===> Epoch[554](14471/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.515e-01 Score 95.508 Data time: 0.2273, Forward time: 2.2602, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.6202 [2020-11-16 15:31:39,642][root][INFO] - ===> Epoch[554](14472/26): Loss 0.1420, Sem 0.1420, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.514e-01 Score 95.205 Data time: 0.1803, Forward time: 2.2602, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.4147 [2020-11-16 15:31:44,826][root][INFO] - ===> Epoch[554](14473/26): Loss 0.1616, Sem 0.1616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.514e-01 Score 94.459 Data time: 0.2645, Forward time: 2.2602, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.0944 [2020-11-16 15:31:50,013][root][INFO] - ===> Epoch[554](14474/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.513e-01 Score 95.546 Data time: 0.1433, Forward time: 2.2602, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.0740 [2020-11-16 15:31:56,272][root][INFO] - ===> Epoch[554](14475/26): Loss 0.1346, Sem 0.1346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.513e-01 Score 95.267 Data time: 0.2117, Forward time: 2.2602, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.1738 [2020-11-16 15:32:03,303][root][INFO] - ===> Epoch[554](14476/26): Loss 0.1152, Sem 0.1152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.512e-01 Score 96.160 Data time: 0.3829, Forward time: 2.2603, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.9218 [2020-11-16 15:32:08,845][root][INFO] - ===> Epoch[555](14477/26): Loss 0.1550, Sem 0.1550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.512e-01 Score 94.715 Data time: 0.1864, Forward time: 2.2603, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.4322 [2020-11-16 15:32:14,376][root][INFO] - ===> Epoch[555](14478/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.512e-01 Score 95.001 Data time: 0.2022, Forward time: 2.2603, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.4174 [2020-11-16 15:32:19,432][root][INFO] - ===> Epoch[555](14479/26): Loss 0.1162, Sem 0.1162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.511e-01 Score 95.876 Data time: 0.1696, Forward time: 2.2603, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.9275 [2020-11-16 15:32:25,097][root][INFO] - ===> Epoch[555](14480/26): Loss 0.1617, Sem 0.1617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.511e-01 Score 94.417 Data time: 0.2001, Forward time: 2.2603, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.5549 [2020-11-16 15:32:30,650][root][INFO] - ===> Epoch[555](14481/26): Loss 0.1435, Sem 0.1435, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.510e-01 Score 95.147 Data time: 0.2043, Forward time: 2.2603, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.4389 [2020-11-16 15:32:36,627][root][INFO] - ===> Epoch[555](14482/26): Loss 0.1223, Sem 0.1223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.510e-01 Score 95.943 Data time: 0.2717, Forward time: 2.2604, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.8835 [2020-11-16 15:32:42,134][root][INFO] - ===> Epoch[555](14483/26): Loss 0.1108, Sem 0.1108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.510e-01 Score 96.196 Data time: 0.1717, Forward time: 2.2604, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.3897 [2020-11-16 15:32:48,449][root][INFO] - ===> Epoch[555](14484/26): Loss 0.1403, Sem 0.1403, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.509e-01 Score 95.324 Data time: 0.1254, Forward time: 2.2603, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.2142 [2020-11-16 15:32:55,744][root][INFO] - ===> Epoch[555](14485/26): Loss 0.1471, Sem 0.1471, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.509e-01 Score 95.113 Data time: 0.2608, Forward time: 2.2604, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 7.2524 [2020-11-16 15:33:00,888][root][INFO] - ===> Epoch[555](14486/26): Loss 0.1703, Sem 0.1703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.508e-01 Score 94.279 Data time: 0.1979, Forward time: 2.2604, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.0248 [2020-11-16 15:33:04,938][root][INFO] - ===> Epoch[555](14487/26): Loss 0.1197, Sem 0.1197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.508e-01 Score 95.840 Data time: 0.1839, Forward time: 2.2603, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 3.9523 [2020-11-16 15:33:10,476][root][INFO] - ===> Epoch[555](14488/26): Loss 0.1636, Sem 0.1636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.508e-01 Score 94.454 Data time: 0.2251, Forward time: 2.2603, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.4461 [2020-11-16 15:33:15,767][root][INFO] - ===> Epoch[555](14489/26): Loss 0.1305, Sem 0.1305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.507e-01 Score 95.528 Data time: 0.1525, Forward time: 2.2603, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.1819 [2020-11-16 15:33:21,883][root][INFO] - ===> Epoch[555](14490/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.507e-01 Score 95.349 Data time: 0.2062, Forward time: 2.2603, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.0402 [2020-11-16 15:33:27,954][root][INFO] - ===> Epoch[555](14491/26): Loss 0.1203, Sem 0.1203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.506e-01 Score 96.138 Data time: 0.2854, Forward time: 2.2604, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.9684 [2020-11-16 15:33:33,246][root][INFO] - ===> Epoch[555](14492/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.506e-01 Score 95.853 Data time: 0.1973, Forward time: 2.2604, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.1496 [2020-11-16 15:33:39,532][root][INFO] - ===> Epoch[555](14493/26): Loss 0.1429, Sem 0.1429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.506e-01 Score 95.173 Data time: 0.2975, Forward time: 2.2605, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.1817 [2020-11-16 15:33:44,894][root][INFO] - ===> Epoch[555](14494/26): Loss 0.1326, Sem 0.1326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.505e-01 Score 95.547 Data time: 0.1577, Forward time: 2.2604, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.2295 [2020-11-16 15:33:50,384][root][INFO] - ===> Epoch[555](14495/26): Loss 0.1631, Sem 0.1631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.505e-01 Score 94.440 Data time: 0.1966, Forward time: 2.2604, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.4001 [2020-11-16 15:33:55,662][root][INFO] - ===> Epoch[555](14496/26): Loss 0.1425, Sem 0.1425, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.504e-01 Score 95.118 Data time: 0.2184, Forward time: 2.2605, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.1516 [2020-11-16 15:34:00,564][root][INFO] - ===> Epoch[555](14497/26): Loss 0.1221, Sem 0.1221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.504e-01 Score 95.864 Data time: 0.2134, Forward time: 2.2605, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 4.7550 [2020-11-16 15:34:05,747][root][INFO] - ===> Epoch[555](14498/26): Loss 0.1454, Sem 0.1454, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.503e-01 Score 95.376 Data time: 0.1808, Forward time: 2.2605, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.0628 [2020-11-16 15:34:11,408][root][INFO] - ===> Epoch[555](14499/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.503e-01 Score 95.242 Data time: 0.1481, Forward time: 2.2604, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.5745 [2020-11-16 15:34:17,296][root][INFO] - ===> Epoch[555](14500/26): Loss 0.1678, Sem 0.1678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.503e-01 Score 94.573 Data time: 0.1991, Forward time: 2.2604, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.8066 [2020-11-16 15:34:19,364][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 15:34:19,611][root][INFO] - ===> Start testing [2020-11-16 15:35:40,443][root][INFO] - 101/312: Data time: 0.0039, Iter time: 0.5766 Loss 0.753 (AVG: 0.487) Score 83.708 (AVG: 88.627) mIOU 68.775 mAP 72.623 mAcc 76.953 IOU: 84.938 96.502 63.901 81.033 91.607 89.522 68.906 56.779 58.949 65.939 23.579 58.627 58.702 69.600 57.177 57.794 94.240 66.671 90.077 40.956 mAP: 79.841 97.925 58.340 76.574 91.149 83.014 68.093 63.417 69.177 69.067 45.990 40.967 64.721 77.494 57.725 93.444 94.622 83.027 77.893 59.981 mAcc: 94.888 98.411 80.954 87.608 96.364 95.104 82.707 69.451 73.897 76.337 28.710 66.510 74.736 78.736 62.216 62.163 95.954 73.855 93.361 47.090 [2020-11-16 15:36:52,704][root][INFO] - 201/312: Data time: 0.0036, Iter time: 0.3189 Loss 0.937 (AVG: 0.482) Score 72.614 (AVG: 88.821) mIOU 69.120 mAP 75.096 mAcc 77.510 IOU: 84.778 96.412 61.837 81.187 89.666 85.734 68.830 58.332 60.629 69.688 26.644 57.855 57.092 73.821 46.761 61.767 94.491 64.322 86.590 55.955 mAP: 80.704 97.466 63.331 76.199 91.001 83.001 72.715 65.367 71.026 71.340 53.106 54.089 65.486 81.943 59.500 91.431 96.523 84.639 79.319 63.725 mAcc: 94.775 98.240 81.744 88.526 95.135 93.285 84.215 71.245 71.641 79.862 33.486 65.224 73.416 81.816 55.947 65.664 95.709 69.046 90.045 61.169 [2020-11-16 15:38:07,305][root][INFO] - 301/312: Data time: 0.1064, Iter time: 0.4268 Loss 0.484 (AVG: 0.478) Score 90.909 (AVG: 89.014) mIOU 69.967 mAP 75.633 mAcc 78.429 IOU: 84.772 96.450 60.719 80.428 89.800 84.849 70.912 59.166 57.702 74.074 29.522 59.174 57.416 72.750 53.668 63.528 94.741 63.855 89.199 56.625 mAP: 81.544 97.491 63.622 76.966 91.128 82.601 74.480 69.005 67.222 71.591 54.460 56.955 63.593 79.574 66.210 92.701 95.801 83.424 81.003 63.283 mAcc: 94.669 98.341 79.401 87.386 95.048 92.184 85.002 72.065 68.792 85.170 36.954 67.075 73.913 80.548 61.591 69.602 96.158 69.993 92.536 62.142 [2020-11-16 15:38:17,708][root][INFO] - 312/312: Data time: 0.0017, Iter time: 0.1855 Loss 0.228 (AVG: 0.484) Score 91.826 (AVG: 88.946) mIOU 69.901 mAP 75.375 mAcc 78.403 IOU: 84.664 96.478 60.784 80.112 89.888 83.972 71.309 58.883 57.601 75.574 29.361 58.682 58.315 72.166 53.638 63.528 94.594 64.177 89.199 55.093 mAP: 81.302 97.495 63.138 75.779 91.106 82.801 74.477 68.427 67.109 70.397 53.870 56.955 63.708 78.556 66.339 92.701 95.734 83.622 81.003 62.973 mAcc: 94.733 98.365 79.094 87.047 95.033 92.091 85.421 71.369 68.671 87.334 36.822 67.075 74.358 79.949 61.567 69.602 96.101 70.434 92.536 60.452 [2020-11-16 15:38:17,710][root][INFO] - Finished test. Elapsed time: 238.0966 [2020-11-16 15:38:17,808][root][INFO] - Current best mIoU: 69.998 at iter 12000 [2020-11-16 15:38:22,881][root][INFO] - ===> Epoch[555](14501/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.502e-01 Score 95.343 Data time: 0.1939, Forward time: 2.2604, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.0675 [2020-11-16 15:38:28,683][root][INFO] - ===> Epoch[555](14502/26): Loss 0.1304, Sem 0.1304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.502e-01 Score 95.889 Data time: 0.1904, Forward time: 2.2604, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.6851 [2020-11-16 15:38:34,227][root][INFO] - ===> Epoch[556](14503/26): Loss 0.1501, Sem 0.1501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.501e-01 Score 94.856 Data time: 0.2632, Forward time: 2.2605, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.4515 [2020-11-16 15:38:40,667][root][INFO] - ===> Epoch[556](14504/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.501e-01 Score 95.309 Data time: 0.2586, Forward time: 2.2605, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.3252 [2020-11-16 15:38:45,989][root][INFO] - ===> Epoch[556](14505/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.501e-01 Score 95.361 Data time: 0.1967, Forward time: 2.2605, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.2231 [2020-11-16 15:38:51,938][root][INFO] - ===> Epoch[556](14506/26): Loss 0.1582, Sem 0.1582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.500e-01 Score 94.623 Data time: 0.2068, Forward time: 2.2606, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.8302 [2020-11-16 15:38:57,723][root][INFO] - ===> Epoch[556](14507/26): Loss 0.1298, Sem 0.1298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.500e-01 Score 95.552 Data time: 0.1940, Forward time: 2.2606, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.6643 [2020-11-16 15:39:02,916][root][INFO] - ===> Epoch[556](14508/26): Loss 0.1229, Sem 0.1229, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.499e-01 Score 96.028 Data time: 0.1762, Forward time: 2.2606, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.0955 [2020-11-16 15:39:09,036][root][INFO] - ===> Epoch[556](14509/26): Loss 0.1472, Sem 0.1472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.499e-01 Score 95.047 Data time: 0.1943, Forward time: 2.2605, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 6.0279 [2020-11-16 15:39:14,485][root][INFO] - ===> Epoch[556](14510/26): Loss 0.1273, Sem 0.1273, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.499e-01 Score 95.721 Data time: 0.2067, Forward time: 2.2606, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.3470 [2020-11-16 15:39:20,401][root][INFO] - ===> Epoch[556](14511/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.498e-01 Score 95.731 Data time: 0.1864, Forward time: 2.2606, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.7787 [2020-11-16 15:39:26,920][root][INFO] - ===> Epoch[556](14512/26): Loss 0.1147, Sem 0.1147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.498e-01 Score 96.136 Data time: 0.1636, Forward time: 2.2605, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 6.3988 [2020-11-16 15:39:32,560][root][INFO] - ===> Epoch[556](14513/26): Loss 0.1175, Sem 0.1175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.497e-01 Score 96.037 Data time: 0.1646, Forward time: 2.2605, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.5820 [2020-11-16 15:39:38,638][root][INFO] - ===> Epoch[556](14514/26): Loss 0.1495, Sem 0.1495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.497e-01 Score 94.970 Data time: 0.1720, Forward time: 2.2604, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.9943 [2020-11-16 15:39:44,423][root][INFO] - ===> Epoch[556](14515/26): Loss 0.1321, Sem 0.1321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.496e-01 Score 95.509 Data time: 0.2536, Forward time: 2.2605, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.7088 [2020-11-16 15:39:49,912][root][INFO] - ===> Epoch[556](14516/26): Loss 0.1436, Sem 0.1436, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.496e-01 Score 95.317 Data time: 0.2347, Forward time: 2.2606, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.3761 [2020-11-16 15:39:55,440][root][INFO] - ===> Epoch[556](14517/26): Loss 0.1328, Sem 0.1328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.496e-01 Score 95.471 Data time: 0.2355, Forward time: 2.2606, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.4246 [2020-11-16 15:40:00,704][root][INFO] - ===> Epoch[556](14518/26): Loss 0.1105, Sem 0.1105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.495e-01 Score 96.315 Data time: 0.1771, Forward time: 2.2606, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.1625 [2020-11-16 15:40:05,478][root][INFO] - ===> Epoch[556](14519/26): Loss 0.1253, Sem 0.1253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.495e-01 Score 95.651 Data time: 0.2153, Forward time: 2.2606, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 4.6907 [2020-11-16 15:40:10,598][root][INFO] - ===> Epoch[556](14520/26): Loss 0.1192, Sem 0.1192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.494e-01 Score 95.850 Data time: 0.1418, Forward time: 2.2605, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.0166 [2020-11-16 15:40:16,377][root][INFO] - ===> Epoch[556](14521/26): Loss 0.1448, Sem 0.1448, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.494e-01 Score 95.208 Data time: 0.1669, Forward time: 2.2605, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.7046 [2020-11-16 15:40:21,853][root][INFO] - ===> Epoch[556](14522/26): Loss 0.1387, Sem 0.1387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.494e-01 Score 95.291 Data time: 0.1840, Forward time: 2.2604, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.3835 [2020-11-16 15:40:27,878][root][INFO] - ===> Epoch[556](14523/26): Loss 0.1577, Sem 0.1577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.493e-01 Score 94.710 Data time: 0.1168, Forward time: 2.2603, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.9427 [2020-11-16 15:40:33,085][root][INFO] - ===> Epoch[556](14524/26): Loss 0.1219, Sem 0.1219, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.493e-01 Score 95.855 Data time: 0.2132, Forward time: 2.2603, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.1710 [2020-11-16 15:40:39,009][root][INFO] - ===> Epoch[556](14525/26): Loss 0.1453, Sem 0.1453, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.492e-01 Score 94.903 Data time: 0.2568, Forward time: 2.2603, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.8217 [2020-11-16 15:40:44,248][root][INFO] - ===> Epoch[556](14526/26): Loss 0.1097, Sem 0.1097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.492e-01 Score 96.310 Data time: 0.1721, Forward time: 2.2603, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.1305 [2020-11-16 15:40:49,718][root][INFO] - ===> Epoch[556](14527/26): Loss 0.1312, Sem 0.1312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.492e-01 Score 95.330 Data time: 0.1831, Forward time: 2.2603, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 5.3687 [2020-11-16 15:40:57,144][root][INFO] - ===> Epoch[556](14528/26): Loss 0.1326, Sem 0.1326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.491e-01 Score 95.377 Data time: 0.1676, Forward time: 2.2602, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 7.3451 [2020-11-16 15:41:01,704][root][INFO] - ===> Epoch[557](14529/26): Loss 0.1404, Sem 0.1404, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.491e-01 Score 95.288 Data time: 0.2151, Forward time: 2.2602, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.4564 [2020-11-16 15:41:08,006][root][INFO] - ===> Epoch[557](14530/26): Loss 0.1445, Sem 0.1445, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.490e-01 Score 95.128 Data time: 0.2320, Forward time: 2.2603, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.2062 [2020-11-16 15:41:12,783][root][INFO] - ===> Epoch[557](14531/26): Loss 0.1409, Sem 0.1409, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.490e-01 Score 95.525 Data time: 0.2304, Forward time: 2.2603, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 4.6674 [2020-11-16 15:41:17,633][root][INFO] - ===> Epoch[557](14532/26): Loss 0.1264, Sem 0.1264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.490e-01 Score 95.641 Data time: 0.1650, Forward time: 2.2603, Backward time: 3.0454, DDP time: 0.0047, Total iter time: 4.7530 [2020-11-16 15:41:23,123][root][INFO] - ===> Epoch[557](14533/26): Loss 0.1309, Sem 0.1309, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.489e-01 Score 95.594 Data time: 0.2741, Forward time: 2.2603, Backward time: 3.0453, DDP time: 0.0047, Total iter time: 5.3844 [2020-11-16 15:41:29,875][root][INFO] - ===> Epoch[557](14534/26): Loss 0.1333, Sem 0.1333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.489e-01 Score 95.313 Data time: 0.1743, Forward time: 2.2603, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 6.6310 [2020-11-16 15:41:35,124][root][INFO] - ===> Epoch[557](14535/26): Loss 0.1092, Sem 0.1092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.488e-01 Score 96.183 Data time: 0.1080, Forward time: 2.2601, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.1666 [2020-11-16 15:41:42,372][root][INFO] - ===> Epoch[557](14536/26): Loss 0.1310, Sem 0.1310, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.488e-01 Score 95.278 Data time: 0.1449, Forward time: 2.2601, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 7.2028 [2020-11-16 15:41:48,038][root][INFO] - ===> Epoch[557](14537/26): Loss 0.1593, Sem 0.1593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.487e-01 Score 95.055 Data time: 0.2092, Forward time: 2.2601, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.5844 [2020-11-16 15:41:53,506][root][INFO] - ===> Epoch[557](14538/26): Loss 0.1243, Sem 0.1243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.487e-01 Score 95.641 Data time: 0.2790, Forward time: 2.2601, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.3407 [2020-11-16 15:41:59,694][root][INFO] - ===> Epoch[557](14539/26): Loss 0.1314, Sem 0.1314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.487e-01 Score 95.394 Data time: 0.1543, Forward time: 2.2601, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.0772 [2020-11-16 15:42:05,205][root][INFO] - ===> Epoch[557](14540/26): Loss 0.1286, Sem 0.1286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.486e-01 Score 95.667 Data time: 0.2069, Forward time: 2.2601, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.4103 [2020-11-16 15:42:10,650][root][INFO] - ===> Epoch[557](14541/26): Loss 0.1251, Sem 0.1251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.486e-01 Score 95.693 Data time: 0.1887, Forward time: 2.2600, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.3449 [2020-11-16 15:42:16,392][root][INFO] - ===> Epoch[557](14542/26): Loss 0.1123, Sem 0.1123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.485e-01 Score 96.152 Data time: 0.2054, Forward time: 2.2600, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.6357 [2020-11-16 15:42:22,759][root][INFO] - ===> Epoch[557](14543/26): Loss 0.1457, Sem 0.1457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.485e-01 Score 95.224 Data time: 0.1387, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.2637 [2020-11-16 15:42:29,128][root][INFO] - ===> Epoch[557](14544/26): Loss 0.1290, Sem 0.1290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.485e-01 Score 95.604 Data time: 0.1734, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.2868 [2020-11-16 15:42:34,684][root][INFO] - ===> Epoch[557](14545/26): Loss 0.1560, Sem 0.1560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.484e-01 Score 94.662 Data time: 0.2043, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.4839 [2020-11-16 15:42:40,418][root][INFO] - ===> Epoch[557](14546/26): Loss 0.1319, Sem 0.1319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.484e-01 Score 95.400 Data time: 0.2410, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.6391 [2020-11-16 15:42:46,626][root][INFO] - ===> Epoch[557](14547/26): Loss 0.1174, Sem 0.1174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.483e-01 Score 95.968 Data time: 0.3136, Forward time: 2.2601, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.1081 [2020-11-16 15:42:52,297][root][INFO] - ===> Epoch[557](14548/26): Loss 0.1275, Sem 0.1275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.483e-01 Score 95.585 Data time: 0.2382, Forward time: 2.2601, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.5465 [2020-11-16 15:42:57,853][root][INFO] - ===> Epoch[557](14549/26): Loss 0.1428, Sem 0.1428, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.483e-01 Score 95.446 Data time: 0.2556, Forward time: 2.2602, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.4406 [2020-11-16 15:43:02,842][root][INFO] - ===> Epoch[557](14550/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.482e-01 Score 95.627 Data time: 0.1718, Forward time: 2.2601, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.8914 [2020-11-16 15:43:07,476][root][INFO] - ===> Epoch[557](14551/26): Loss 0.1275, Sem 0.1275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.482e-01 Score 95.860 Data time: 0.1628, Forward time: 2.2601, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.5547 [2020-11-16 15:43:12,086][root][INFO] - ===> Epoch[557](14552/26): Loss 0.1527, Sem 0.1527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.481e-01 Score 94.836 Data time: 0.2038, Forward time: 2.2601, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.5380 [2020-11-16 15:43:17,521][root][INFO] - ===> Epoch[557](14553/26): Loss 0.1518, Sem 0.1518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.481e-01 Score 94.878 Data time: 0.2088, Forward time: 2.2601, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.3337 [2020-11-16 15:43:22,796][root][INFO] - ===> Epoch[557](14554/26): Loss 0.1104, Sem 0.1104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.481e-01 Score 96.208 Data time: 0.1645, Forward time: 2.2601, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.1549 [2020-11-16 15:43:28,658][root][INFO] - ===> Epoch[558](14555/26): Loss 0.1731, Sem 0.1731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.480e-01 Score 94.368 Data time: 0.1656, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.7751 [2020-11-16 15:43:34,813][root][INFO] - ===> Epoch[558](14556/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.480e-01 Score 96.160 Data time: 0.1658, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.0679 [2020-11-16 15:43:40,188][root][INFO] - ===> Epoch[558](14557/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.479e-01 Score 96.056 Data time: 0.2052, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.2976 [2020-11-16 15:43:45,370][root][INFO] - ===> Epoch[558](14558/26): Loss 0.1306, Sem 0.1306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.479e-01 Score 95.935 Data time: 0.1788, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.0734 [2020-11-16 15:43:51,428][root][INFO] - ===> Epoch[558](14559/26): Loss 0.1274, Sem 0.1274, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.478e-01 Score 95.765 Data time: 0.2631, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.9752 [2020-11-16 15:43:57,064][root][INFO] - ===> Epoch[558](14560/26): Loss 0.1259, Sem 0.1259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.478e-01 Score 95.522 Data time: 0.1843, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.5309 [2020-11-16 15:44:03,685][root][INFO] - ===> Epoch[558](14561/26): Loss 0.1318, Sem 0.1318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.478e-01 Score 95.446 Data time: 0.2332, Forward time: 2.2601, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.5283 [2020-11-16 15:44:09,214][root][INFO] - ===> Epoch[558](14562/26): Loss 0.1257, Sem 0.1257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.477e-01 Score 95.590 Data time: 0.1890, Forward time: 2.2601, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.4189 [2020-11-16 15:44:15,219][root][INFO] - ===> Epoch[558](14563/26): Loss 0.1559, Sem 0.1559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.477e-01 Score 95.046 Data time: 0.2806, Forward time: 2.2602, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.9077 [2020-11-16 15:44:21,050][root][INFO] - ===> Epoch[558](14564/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.476e-01 Score 95.649 Data time: 0.1444, Forward time: 2.2601, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.7120 [2020-11-16 15:44:26,641][root][INFO] - ===> Epoch[558](14565/26): Loss 0.1304, Sem 0.1304, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.476e-01 Score 95.397 Data time: 0.2009, Forward time: 2.2601, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.5091 [2020-11-16 15:44:32,154][root][INFO] - ===> Epoch[558](14566/26): Loss 0.1472, Sem 0.1472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.476e-01 Score 95.097 Data time: 0.1536, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.4265 [2020-11-16 15:44:37,432][root][INFO] - ===> Epoch[558](14567/26): Loss 0.1152, Sem 0.1152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.475e-01 Score 96.176 Data time: 0.1907, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.1902 [2020-11-16 15:44:43,112][root][INFO] - ===> Epoch[558](14568/26): Loss 0.1193, Sem 0.1193, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.475e-01 Score 95.793 Data time: 0.2568, Forward time: 2.2601, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.5871 [2020-11-16 15:44:48,680][root][INFO] - ===> Epoch[558](14569/26): Loss 0.1364, Sem 0.1364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.474e-01 Score 95.260 Data time: 0.1651, Forward time: 2.2601, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.4533 [2020-11-16 15:44:53,926][root][INFO] - ===> Epoch[558](14570/26): Loss 0.1162, Sem 0.1162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.474e-01 Score 96.227 Data time: 0.1687, Forward time: 2.2601, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.1457 [2020-11-16 15:44:59,245][root][INFO] - ===> Epoch[558](14571/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.474e-01 Score 95.413 Data time: 0.2037, Forward time: 2.2601, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.2249 [2020-11-16 15:45:05,163][root][INFO] - ===> Epoch[558](14572/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.473e-01 Score 95.520 Data time: 0.2367, Forward time: 2.2601, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.8166 [2020-11-16 15:45:10,739][root][INFO] - ===> Epoch[558](14573/26): Loss 0.1071, Sem 0.1071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.473e-01 Score 96.332 Data time: 0.1344, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.4553 [2020-11-16 15:45:15,840][root][INFO] - ===> Epoch[558](14574/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.472e-01 Score 95.261 Data time: 0.1926, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.0108 [2020-11-16 15:45:21,062][root][INFO] - ===> Epoch[558](14575/26): Loss 0.1226, Sem 0.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.472e-01 Score 95.812 Data time: 0.1489, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.1174 [2020-11-16 15:45:26,062][root][INFO] - ===> Epoch[558](14576/26): Loss 0.1133, Sem 0.1133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.471e-01 Score 95.978 Data time: 0.1445, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.9210 [2020-11-16 15:45:31,561][root][INFO] - ===> Epoch[558](14577/26): Loss 0.1295, Sem 0.1295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.471e-01 Score 95.494 Data time: 0.2120, Forward time: 2.2599, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.4020 [2020-11-16 15:45:36,765][root][INFO] - ===> Epoch[558](14578/26): Loss 0.1182, Sem 0.1182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.471e-01 Score 96.051 Data time: 0.2043, Forward time: 2.2599, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.1045 [2020-11-16 15:45:42,059][root][INFO] - ===> Epoch[558](14579/26): Loss 0.1116, Sem 0.1116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.470e-01 Score 96.194 Data time: 0.1844, Forward time: 2.2599, Backward time: 3.0455, DDP time: 0.0047, Total iter time: 5.2073 [2020-11-16 15:45:48,799][root][INFO] - ===> Epoch[558](14580/26): Loss 0.1233, Sem 0.1233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.470e-01 Score 95.699 Data time: 0.2044, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 6.6581 [2020-11-16 15:45:56,421][root][INFO] - ===> Epoch[559](14581/26): Loss 0.1197, Sem 0.1197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.469e-01 Score 95.905 Data time: 0.1630, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 7.5216 [2020-11-16 15:46:02,528][root][INFO] - ===> Epoch[559](14582/26): Loss 0.1169, Sem 0.1169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.469e-01 Score 95.992 Data time: 0.1650, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.0479 [2020-11-16 15:46:07,790][root][INFO] - ===> Epoch[559](14583/26): Loss 0.1125, Sem 0.1125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.469e-01 Score 96.143 Data time: 0.2215, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.1682 [2020-11-16 15:46:13,809][root][INFO] - ===> Epoch[559](14584/26): Loss 0.1204, Sem 0.1204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.468e-01 Score 95.996 Data time: 0.2652, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.9191 [2020-11-16 15:46:20,019][root][INFO] - ===> Epoch[559](14585/26): Loss 0.1396, Sem 0.1396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.468e-01 Score 95.260 Data time: 0.1962, Forward time: 2.2600, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.1023 [2020-11-16 15:46:24,828][root][INFO] - ===> Epoch[559](14586/26): Loss 0.1166, Sem 0.1166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.467e-01 Score 96.041 Data time: 0.2494, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.6862 [2020-11-16 15:46:30,114][root][INFO] - ===> Epoch[559](14587/26): Loss 0.1159, Sem 0.1159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.467e-01 Score 95.976 Data time: 0.2147, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.1778 [2020-11-16 15:46:35,894][root][INFO] - ===> Epoch[559](14588/26): Loss 0.1223, Sem 0.1223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.467e-01 Score 95.978 Data time: 0.2774, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.6534 [2020-11-16 15:46:41,512][root][INFO] - ===> Epoch[559](14589/26): Loss 0.1106, Sem 0.1106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.466e-01 Score 96.354 Data time: 0.1415, Forward time: 2.2600, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.5003 [2020-11-16 15:46:46,658][root][INFO] - ===> Epoch[559](14590/26): Loss 0.1464, Sem 0.1464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.466e-01 Score 94.905 Data time: 0.1344, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.0708 [2020-11-16 15:46:53,579][root][INFO] - ===> Epoch[559](14591/26): Loss 0.0958, Sem 0.0958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.465e-01 Score 96.663 Data time: 0.1821, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.8761 [2020-11-16 15:46:59,674][root][INFO] - ===> Epoch[559](14592/26): Loss 0.1206, Sem 0.1206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.465e-01 Score 95.747 Data time: 0.1578, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.0084 [2020-11-16 15:47:04,242][root][INFO] - ===> Epoch[559](14593/26): Loss 0.1115, Sem 0.1115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.465e-01 Score 96.372 Data time: 0.1712, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.4919 [2020-11-16 15:47:10,324][root][INFO] - ===> Epoch[559](14594/26): Loss 0.1064, Sem 0.1064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.464e-01 Score 96.307 Data time: 0.1694, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.0074 [2020-11-16 15:47:16,448][root][INFO] - ===> Epoch[559](14595/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.464e-01 Score 95.736 Data time: 0.2406, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.0399 [2020-11-16 15:47:22,207][root][INFO] - ===> Epoch[559](14596/26): Loss 0.1197, Sem 0.1197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.463e-01 Score 95.849 Data time: 0.2530, Forward time: 2.2599, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.6419 [2020-11-16 15:47:27,134][root][INFO] - ===> Epoch[559](14597/26): Loss 0.0962, Sem 0.0962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.463e-01 Score 96.733 Data time: 0.1737, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.8075 [2020-11-16 15:47:32,705][root][INFO] - ===> Epoch[559](14598/26): Loss 0.1158, Sem 0.1158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.462e-01 Score 95.985 Data time: 0.1823, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.4647 [2020-11-16 15:47:39,132][root][INFO] - ===> Epoch[559](14599/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.462e-01 Score 95.845 Data time: 0.1852, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.3049 [2020-11-16 15:47:44,378][root][INFO] - ===> Epoch[559](14600/26): Loss 0.1469, Sem 0.1469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.462e-01 Score 94.899 Data time: 0.1372, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.1582 [2020-11-16 15:47:49,666][root][INFO] - ===> Epoch[559](14601/26): Loss 0.1092, Sem 0.1092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.461e-01 Score 96.240 Data time: 0.1803, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.2536 [2020-11-16 15:47:55,683][root][INFO] - ===> Epoch[559](14602/26): Loss 0.1189, Sem 0.1189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.461e-01 Score 96.080 Data time: 0.1871, Forward time: 2.2597, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.9482 [2020-11-16 15:48:02,161][root][INFO] - ===> Epoch[559](14603/26): Loss 0.1161, Sem 0.1161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.460e-01 Score 96.019 Data time: 0.1965, Forward time: 2.2597, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.3963 [2020-11-16 15:48:07,477][root][INFO] - ===> Epoch[559](14604/26): Loss 0.1305, Sem 0.1305, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.460e-01 Score 95.413 Data time: 0.2359, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.2110 [2020-11-16 15:48:13,446][root][INFO] - ===> Epoch[559](14605/26): Loss 0.1085, Sem 0.1085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.460e-01 Score 96.157 Data time: 0.2658, Forward time: 2.2599, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.8555 [2020-11-16 15:48:19,494][root][INFO] - ===> Epoch[559](14606/26): Loss 0.1418, Sem 0.1418, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.459e-01 Score 94.999 Data time: 0.1868, Forward time: 2.2599, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.9369 [2020-11-16 15:48:25,759][root][INFO] - ===> Epoch[560](14607/26): Loss 0.1237, Sem 0.1237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.459e-01 Score 95.548 Data time: 0.1600, Forward time: 2.2598, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.1949 [2020-11-16 15:48:32,829][root][INFO] - ===> Epoch[560](14608/26): Loss 0.1061, Sem 0.1061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.458e-01 Score 96.400 Data time: 0.3645, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 7.0159 [2020-11-16 15:48:38,837][root][INFO] - ===> Epoch[560](14609/26): Loss 0.1239, Sem 0.1239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.458e-01 Score 95.677 Data time: 0.2451, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.8993 [2020-11-16 15:48:45,514][root][INFO] - ===> Epoch[560](14610/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.458e-01 Score 96.180 Data time: 0.2004, Forward time: 2.2600, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.5526 [2020-11-16 15:48:51,270][root][INFO] - ===> Epoch[560](14611/26): Loss 0.1077, Sem 0.1077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.457e-01 Score 96.175 Data time: 0.1270, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.6960 [2020-11-16 15:48:56,906][root][INFO] - ===> Epoch[560](14612/26): Loss 0.1135, Sem 0.1135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.457e-01 Score 96.031 Data time: 0.1879, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.5864 [2020-11-16 15:49:01,758][root][INFO] - ===> Epoch[560](14613/26): Loss 0.1171, Sem 0.1171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.456e-01 Score 96.295 Data time: 0.1989, Forward time: 2.2599, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.7538 [2020-11-16 15:49:07,452][root][INFO] - ===> Epoch[560](14614/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.456e-01 Score 95.307 Data time: 0.1954, Forward time: 2.2599, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.5834 [2020-11-16 15:49:13,750][root][INFO] - ===> Epoch[560](14615/26): Loss 0.1083, Sem 0.1083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.455e-01 Score 96.184 Data time: 0.2110, Forward time: 2.2600, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.1889 [2020-11-16 15:49:19,974][root][INFO] - ===> Epoch[560](14616/26): Loss 0.1022, Sem 0.1022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.455e-01 Score 96.414 Data time: 0.1630, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.1079 [2020-11-16 15:49:25,666][root][INFO] - ===> Epoch[560](14617/26): Loss 0.1326, Sem 0.1326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.455e-01 Score 95.420 Data time: 0.2494, Forward time: 2.2600, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.6377 [2020-11-16 15:49:30,796][root][INFO] - ===> Epoch[560](14618/26): Loss 0.1164, Sem 0.1164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.454e-01 Score 95.635 Data time: 0.2059, Forward time: 2.2600, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.0281 [2020-11-16 15:49:35,985][root][INFO] - ===> Epoch[560](14619/26): Loss 0.1252, Sem 0.1252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.454e-01 Score 95.699 Data time: 0.1884, Forward time: 2.2600, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.1031 [2020-11-16 15:49:41,266][root][INFO] - ===> Epoch[560](14620/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.453e-01 Score 96.333 Data time: 0.2334, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.1966 [2020-11-16 15:49:46,612][root][INFO] - ===> Epoch[560](14621/26): Loss 0.1133, Sem 0.1133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.453e-01 Score 96.048 Data time: 0.1457, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.2248 [2020-11-16 15:49:52,590][root][INFO] - ===> Epoch[560](14622/26): Loss 0.1079, Sem 0.1079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.453e-01 Score 96.273 Data time: 0.2408, Forward time: 2.2600, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.8920 [2020-11-16 15:49:57,380][root][INFO] - ===> Epoch[560](14623/26): Loss 0.1017, Sem 0.1017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.452e-01 Score 96.400 Data time: 0.1568, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.7028 [2020-11-16 15:50:02,740][root][INFO] - ===> Epoch[560](14624/26): Loss 0.1107, Sem 0.1107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.452e-01 Score 96.111 Data time: 0.2124, Forward time: 2.2599, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.2790 [2020-11-16 15:50:07,571][root][INFO] - ===> Epoch[560](14625/26): Loss 0.1375, Sem 0.1375, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.451e-01 Score 95.231 Data time: 0.1329, Forward time: 2.2599, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.7218 [2020-11-16 15:50:14,502][root][INFO] - ===> Epoch[560](14626/26): Loss 0.1284, Sem 0.1284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.451e-01 Score 95.617 Data time: 0.1798, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.8775 [2020-11-16 15:50:19,584][root][INFO] - ===> Epoch[560](14627/26): Loss 0.1140, Sem 0.1140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.451e-01 Score 95.985 Data time: 0.2375, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.9885 [2020-11-16 15:50:25,681][root][INFO] - ===> Epoch[560](14628/26): Loss 0.1071, Sem 0.1071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.450e-01 Score 96.277 Data time: 0.2709, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.9871 [2020-11-16 15:50:30,966][root][INFO] - ===> Epoch[560](14629/26): Loss 0.1216, Sem 0.1216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.450e-01 Score 95.856 Data time: 0.1740, Forward time: 2.2600, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.1671 [2020-11-16 15:50:36,575][root][INFO] - ===> Epoch[560](14630/26): Loss 0.1107, Sem 0.1107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.449e-01 Score 96.079 Data time: 0.1913, Forward time: 2.2599, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.5026 [2020-11-16 15:50:42,303][root][INFO] - ===> Epoch[560](14631/26): Loss 0.1204, Sem 0.1204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.449e-01 Score 96.105 Data time: 0.1854, Forward time: 2.2599, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.6309 [2020-11-16 15:50:48,554][root][INFO] - ===> Epoch[560](14632/26): Loss 0.0990, Sem 0.0990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.449e-01 Score 96.660 Data time: 0.1548, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.1583 [2020-11-16 15:50:54,971][root][INFO] - ===> Epoch[561](14633/26): Loss 0.1129, Sem 0.1129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.448e-01 Score 95.966 Data time: 0.1670, Forward time: 2.2598, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.3460 [2020-11-16 15:50:58,903][root][INFO] - ===> Epoch[561](14634/26): Loss 0.0918, Sem 0.0918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.448e-01 Score 96.977 Data time: 0.1759, Forward time: 2.2598, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 3.8661 [2020-11-16 15:51:04,860][root][INFO] - ===> Epoch[561](14635/26): Loss 0.1265, Sem 0.1265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.447e-01 Score 95.838 Data time: 0.1899, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.8687 [2020-11-16 15:51:10,412][root][INFO] - ===> Epoch[561](14636/26): Loss 0.1054, Sem 0.1054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.447e-01 Score 96.260 Data time: 0.1796, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.4480 [2020-11-16 15:51:16,702][root][INFO] - ===> Epoch[561](14637/26): Loss 0.1001, Sem 0.1001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.446e-01 Score 96.364 Data time: 0.2117, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.1965 [2020-11-16 15:51:21,978][root][INFO] - ===> Epoch[561](14638/26): Loss 0.1144, Sem 0.1144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.446e-01 Score 95.951 Data time: 0.1707, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.1596 [2020-11-16 15:51:27,895][root][INFO] - ===> Epoch[561](14639/26): Loss 0.0979, Sem 0.0979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.446e-01 Score 96.679 Data time: 0.2193, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.8326 [2020-11-16 15:51:33,209][root][INFO] - ===> Epoch[561](14640/26): Loss 0.1101, Sem 0.1101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.445e-01 Score 96.074 Data time: 0.1783, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.2335 [2020-11-16 15:51:39,090][root][INFO] - ===> Epoch[561](14641/26): Loss 0.1182, Sem 0.1182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.445e-01 Score 95.927 Data time: 0.2454, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.8027 [2020-11-16 15:51:43,473][root][INFO] - ===> Epoch[561](14642/26): Loss 0.1081, Sem 0.1081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.444e-01 Score 96.171 Data time: 0.1950, Forward time: 2.2597, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.2733 [2020-11-16 15:51:49,863][root][INFO] - ===> Epoch[561](14643/26): Loss 0.1091, Sem 0.1091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.444e-01 Score 96.214 Data time: 0.2449, Forward time: 2.2598, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.2982 [2020-11-16 15:51:54,802][root][INFO] - ===> Epoch[561](14644/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.444e-01 Score 95.882 Data time: 0.2530, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.8217 [2020-11-16 15:51:59,299][root][INFO] - ===> Epoch[561](14645/26): Loss 0.1235, Sem 0.1235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.443e-01 Score 95.766 Data time: 0.2073, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.4045 [2020-11-16 15:52:04,888][root][INFO] - ===> Epoch[561](14646/26): Loss 0.1080, Sem 0.1080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.443e-01 Score 96.069 Data time: 0.1880, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.4738 [2020-11-16 15:52:10,715][root][INFO] - ===> Epoch[561](14647/26): Loss 0.1226, Sem 0.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.442e-01 Score 95.797 Data time: 0.2216, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.7433 [2020-11-16 15:52:16,056][root][INFO] - ===> Epoch[561](14648/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.442e-01 Score 96.050 Data time: 0.1512, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.2058 [2020-11-16 15:52:21,844][root][INFO] - ===> Epoch[561](14649/26): Loss 0.1054, Sem 0.1054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.442e-01 Score 96.393 Data time: 0.2119, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.6754 [2020-11-16 15:52:27,531][root][INFO] - ===> Epoch[561](14650/26): Loss 0.1006, Sem 0.1006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.441e-01 Score 96.576 Data time: 0.2480, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.6017 [2020-11-16 15:52:33,495][root][INFO] - ===> Epoch[561](14651/26): Loss 0.1595, Sem 0.1595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.441e-01 Score 95.092 Data time: 0.2622, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.8525 [2020-11-16 15:52:39,893][root][INFO] - ===> Epoch[561](14652/26): Loss 0.1123, Sem 0.1123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.440e-01 Score 96.097 Data time: 0.2006, Forward time: 2.2600, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 6.2759 [2020-11-16 15:52:44,930][root][INFO] - ===> Epoch[561](14653/26): Loss 0.1122, Sem 0.1122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.440e-01 Score 95.938 Data time: 0.1201, Forward time: 2.2599, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.9280 [2020-11-16 15:52:49,715][root][INFO] - ===> Epoch[561](14654/26): Loss 0.1128, Sem 0.1128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.439e-01 Score 96.034 Data time: 0.1958, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 4.7304 [2020-11-16 15:52:54,995][root][INFO] - ===> Epoch[561](14655/26): Loss 0.1124, Sem 0.1124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.439e-01 Score 96.010 Data time: 0.1951, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.1670 [2020-11-16 15:53:01,271][root][INFO] - ===> Epoch[561](14656/26): Loss 0.1164, Sem 0.1164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.439e-01 Score 96.164 Data time: 0.1952, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 6.1650 [2020-11-16 15:53:06,776][root][INFO] - ===> Epoch[561](14657/26): Loss 0.1160, Sem 0.1160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.438e-01 Score 96.320 Data time: 0.2393, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.4010 [2020-11-16 15:53:12,220][root][INFO] - ===> Epoch[561](14658/26): Loss 0.1096, Sem 0.1096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.438e-01 Score 96.273 Data time: 0.2233, Forward time: 2.2600, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 5.3257 [2020-11-16 15:53:17,212][root][INFO] - ===> Epoch[562](14659/26): Loss 0.1151, Sem 0.1151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.437e-01 Score 96.035 Data time: 0.1123, Forward time: 2.2599, Backward time: 3.0456, DDP time: 0.0047, Total iter time: 4.8784 [2020-11-16 15:53:23,113][root][INFO] - ===> Epoch[562](14660/26): Loss 0.1878, Sem 0.1878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.437e-01 Score 94.876 Data time: 0.1108, Forward time: 2.2598, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.8634 [2020-11-16 15:53:28,819][root][INFO] - ===> Epoch[562](14661/26): Loss 0.1048, Sem 0.1048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.437e-01 Score 96.461 Data time: 0.1086, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.6921 [2020-11-16 15:53:34,859][root][INFO] - ===> Epoch[562](14662/26): Loss 0.1356, Sem 0.1356, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.436e-01 Score 95.331 Data time: 0.1423, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.0020 [2020-11-16 15:53:40,286][root][INFO] - ===> Epoch[562](14663/26): Loss 0.1431, Sem 0.1431, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.436e-01 Score 95.039 Data time: 0.1934, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.3827 [2020-11-16 15:53:45,594][root][INFO] - ===> Epoch[562](14664/26): Loss 0.1450, Sem 0.1450, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.435e-01 Score 95.445 Data time: 0.2025, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.1997 [2020-11-16 15:53:51,115][root][INFO] - ===> Epoch[562](14665/26): Loss 0.1629, Sem 0.1629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.435e-01 Score 95.040 Data time: 0.2090, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.4353 [2020-11-16 15:53:57,149][root][INFO] - ===> Epoch[562](14666/26): Loss 0.1401, Sem 0.1401, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.435e-01 Score 95.380 Data time: 0.2755, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.9393 [2020-11-16 15:54:02,978][root][INFO] - ===> Epoch[562](14667/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.434e-01 Score 95.618 Data time: 0.2450, Forward time: 2.2599, Backward time: 3.0457, DDP time: 0.0047, Total iter time: 5.6916 [2020-11-16 15:54:08,937][root][INFO] - ===> Epoch[562](14668/26): Loss 0.1582, Sem 0.1582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.434e-01 Score 94.689 Data time: 0.1269, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.8391 [2020-11-16 15:54:15,046][root][INFO] - ===> Epoch[562](14669/26): Loss 0.1469, Sem 0.1469, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.433e-01 Score 95.538 Data time: 0.1541, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.0364 [2020-11-16 15:54:21,073][root][INFO] - ===> Epoch[562](14670/26): Loss 0.1341, Sem 0.1341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.433e-01 Score 95.542 Data time: 0.2335, Forward time: 2.2597, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.9566 [2020-11-16 15:54:25,723][root][INFO] - ===> Epoch[562](14671/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.432e-01 Score 95.406 Data time: 0.1937, Forward time: 2.2597, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.5424 [2020-11-16 15:54:31,714][root][INFO] - ===> Epoch[562](14672/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.432e-01 Score 95.376 Data time: 0.2246, Forward time: 2.2598, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.8846 [2020-11-16 15:54:37,630][root][INFO] - ===> Epoch[562](14673/26): Loss 0.1399, Sem 0.1399, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.432e-01 Score 95.060 Data time: 0.2001, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.8002 [2020-11-16 15:54:44,041][root][INFO] - ===> Epoch[562](14674/26): Loss 0.1362, Sem 0.1362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.431e-01 Score 95.308 Data time: 0.2682, Forward time: 2.2599, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.3098 [2020-11-16 15:54:49,548][root][INFO] - ===> Epoch[562](14675/26): Loss 0.1636, Sem 0.1636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.431e-01 Score 94.925 Data time: 0.1702, Forward time: 2.2598, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.3937 [2020-11-16 15:54:56,725][root][INFO] - ===> Epoch[562](14676/26): Loss 0.1499, Sem 0.1499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.430e-01 Score 95.339 Data time: 0.2081, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 7.0766 [2020-11-16 15:55:02,204][root][INFO] - ===> Epoch[562](14677/26): Loss 0.1320, Sem 0.1320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.430e-01 Score 95.458 Data time: 0.2329, Forward time: 2.2599, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.3864 [2020-11-16 15:55:07,242][root][INFO] - ===> Epoch[562](14678/26): Loss 0.1394, Sem 0.1394, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.430e-01 Score 95.276 Data time: 0.2146, Forward time: 2.2599, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.8997 [2020-11-16 15:55:13,997][root][INFO] - ===> Epoch[562](14679/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.429e-01 Score 95.891 Data time: 0.1474, Forward time: 2.2598, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.6696 [2020-11-16 15:55:20,989][root][INFO] - ===> Epoch[562](14680/26): Loss 0.1494, Sem 0.1494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.429e-01 Score 94.923 Data time: 0.2233, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.9019 [2020-11-16 15:55:26,183][root][INFO] - ===> Epoch[562](14681/26): Loss 0.1291, Sem 0.1291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.428e-01 Score 95.565 Data time: 0.1348, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.0868 [2020-11-16 15:55:31,995][root][INFO] - ===> Epoch[562](14682/26): Loss 0.1761, Sem 0.1761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.428e-01 Score 94.311 Data time: 0.1803, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.7394 [2020-11-16 15:55:37,613][root][INFO] - ===> Epoch[562](14683/26): Loss 0.1257, Sem 0.1257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.428e-01 Score 95.720 Data time: 0.1774, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.5222 [2020-11-16 15:55:43,258][root][INFO] - ===> Epoch[562](14684/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.427e-01 Score 95.854 Data time: 0.1605, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.5776 [2020-11-16 15:55:49,122][root][INFO] - ===> Epoch[563](14685/26): Loss 0.1230, Sem 0.1230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.427e-01 Score 95.837 Data time: 0.1886, Forward time: 2.2597, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.7968 [2020-11-16 15:55:54,849][root][INFO] - ===> Epoch[563](14686/26): Loss 0.1412, Sem 0.1412, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.426e-01 Score 95.179 Data time: 0.2094, Forward time: 2.2597, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.6332 [2020-11-16 15:56:00,055][root][INFO] - ===> Epoch[563](14687/26): Loss 0.1220, Sem 0.1220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.426e-01 Score 95.848 Data time: 0.1911, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.1056 [2020-11-16 15:56:05,604][root][INFO] - ===> Epoch[563](14688/26): Loss 0.1291, Sem 0.1291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.426e-01 Score 95.730 Data time: 0.1850, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.4639 [2020-11-16 15:56:11,386][root][INFO] - ===> Epoch[563](14689/26): Loss 0.1200, Sem 0.1200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.425e-01 Score 96.247 Data time: 0.1827, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.6824 [2020-11-16 15:56:16,832][root][INFO] - ===> Epoch[563](14690/26): Loss 0.1089, Sem 0.1089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.425e-01 Score 96.465 Data time: 0.1951, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.3447 [2020-11-16 15:56:21,762][root][INFO] - ===> Epoch[563](14691/26): Loss 0.1467, Sem 0.1467, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.424e-01 Score 95.015 Data time: 0.2109, Forward time: 2.2596, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.8450 [2020-11-16 15:56:27,700][root][INFO] - ===> Epoch[563](14692/26): Loss 0.1362, Sem 0.1362, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.424e-01 Score 95.504 Data time: 0.1840, Forward time: 2.2596, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.8280 [2020-11-16 15:56:33,701][root][INFO] - ===> Epoch[563](14693/26): Loss 0.1298, Sem 0.1298, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.423e-01 Score 95.778 Data time: 0.2583, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.8863 [2020-11-16 15:56:40,955][root][INFO] - ===> Epoch[563](14694/26): Loss 0.1477, Sem 0.1477, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.423e-01 Score 94.994 Data time: 0.2018, Forward time: 2.2597, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 7.1307 [2020-11-16 15:56:45,585][root][INFO] - ===> Epoch[563](14695/26): Loss 0.1215, Sem 0.1215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.423e-01 Score 95.897 Data time: 0.1729, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.5232 [2020-11-16 15:56:51,730][root][INFO] - ===> Epoch[563](14696/26): Loss 0.1346, Sem 0.1346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.422e-01 Score 95.406 Data time: 0.2208, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.0466 [2020-11-16 15:56:58,593][root][INFO] - ===> Epoch[563](14697/26): Loss 0.1264, Sem 0.1264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.422e-01 Score 95.654 Data time: 0.3328, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.7417 [2020-11-16 15:57:05,297][root][INFO] - ===> Epoch[563](14698/26): Loss 0.1256, Sem 0.1256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.421e-01 Score 95.949 Data time: 0.2244, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.5512 [2020-11-16 15:57:10,052][root][INFO] - ===> Epoch[563](14699/26): Loss 0.1247, Sem 0.1247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.421e-01 Score 95.907 Data time: 0.1883, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.6369 [2020-11-16 15:57:15,541][root][INFO] - ===> Epoch[563](14700/26): Loss 0.1264, Sem 0.1264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.421e-01 Score 95.676 Data time: 0.1818, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.3841 [2020-11-16 15:57:21,462][root][INFO] - ===> Epoch[563](14701/26): Loss 0.1317, Sem 0.1317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.420e-01 Score 95.444 Data time: 0.1883, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.8189 [2020-11-16 15:57:26,642][root][INFO] - ===> Epoch[563](14702/26): Loss 0.1321, Sem 0.1321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.420e-01 Score 95.726 Data time: 0.1715, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.0827 [2020-11-16 15:57:32,044][root][INFO] - ===> Epoch[563](14703/26): Loss 0.1368, Sem 0.1368, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.419e-01 Score 95.733 Data time: 0.1751, Forward time: 2.2598, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.3194 [2020-11-16 15:57:37,161][root][INFO] - ===> Epoch[563](14704/26): Loss 0.1393, Sem 0.1393, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.419e-01 Score 95.636 Data time: 0.1837, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.0046 [2020-11-16 15:57:41,898][root][INFO] - ===> Epoch[563](14705/26): Loss 0.1345, Sem 0.1345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.419e-01 Score 95.460 Data time: 0.1708, Forward time: 2.2597, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.6318 [2020-11-16 15:57:47,599][root][INFO] - ===> Epoch[563](14706/26): Loss 0.1213, Sem 0.1213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.418e-01 Score 95.865 Data time: 0.2059, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.6334 [2020-11-16 15:57:53,362][root][INFO] - ===> Epoch[563](14707/26): Loss 0.1225, Sem 0.1225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.418e-01 Score 96.077 Data time: 0.2075, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.6686 [2020-11-16 15:57:59,308][root][INFO] - ===> Epoch[563](14708/26): Loss 0.1365, Sem 0.1365, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.417e-01 Score 95.504 Data time: 0.2287, Forward time: 2.2598, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.8527 [2020-11-16 15:58:05,298][root][INFO] - ===> Epoch[563](14709/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.417e-01 Score 95.851 Data time: 0.1813, Forward time: 2.2598, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.8591 [2020-11-16 15:58:11,787][root][INFO] - ===> Epoch[563](14710/26): Loss 0.1123, Sem 0.1123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.416e-01 Score 96.233 Data time: 0.3462, Forward time: 2.2599, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.4175 [2020-11-16 15:58:18,679][root][INFO] - ===> Epoch[564](14711/26): Loss 0.1202, Sem 0.1202, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.416e-01 Score 96.108 Data time: 0.2013, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.7708 [2020-11-16 15:58:24,443][root][INFO] - ===> Epoch[564](14712/26): Loss 0.1205, Sem 0.1205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.416e-01 Score 95.881 Data time: 0.1901, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.6589 [2020-11-16 15:58:29,643][root][INFO] - ===> Epoch[564](14713/26): Loss 0.1270, Sem 0.1270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.415e-01 Score 95.549 Data time: 0.1660, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.1029 [2020-11-16 15:58:35,134][root][INFO] - ===> Epoch[564](14714/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.415e-01 Score 95.463 Data time: 0.1656, Forward time: 2.2598, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.4155 [2020-11-16 15:58:40,854][root][INFO] - ===> Epoch[564](14715/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.414e-01 Score 95.665 Data time: 0.2575, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.6566 [2020-11-16 15:58:46,509][root][INFO] - ===> Epoch[564](14716/26): Loss 0.1355, Sem 0.1355, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.414e-01 Score 95.546 Data time: 0.1651, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.5331 [2020-11-16 15:58:52,562][root][INFO] - ===> Epoch[564](14717/26): Loss 0.1199, Sem 0.1199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.414e-01 Score 95.963 Data time: 0.1859, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.9665 [2020-11-16 15:58:57,937][root][INFO] - ===> Epoch[564](14718/26): Loss 0.1038, Sem 0.1038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.413e-01 Score 96.270 Data time: 0.1895, Forward time: 2.2599, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.2762 [2020-11-16 15:59:02,516][root][INFO] - ===> Epoch[564](14719/26): Loss 0.1240, Sem 0.1240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.413e-01 Score 96.054 Data time: 0.1258, Forward time: 2.2598, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.4984 [2020-11-16 15:59:09,165][root][INFO] - ===> Epoch[564](14720/26): Loss 0.1330, Sem 0.1330, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.412e-01 Score 95.519 Data time: 0.1653, Forward time: 2.2597, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.6013 [2020-11-16 15:59:14,674][root][INFO] - ===> Epoch[564](14721/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.412e-01 Score 95.698 Data time: 0.2250, Forward time: 2.2598, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.4333 [2020-11-16 15:59:19,560][root][INFO] - ===> Epoch[564](14722/26): Loss 0.1252, Sem 0.1252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.412e-01 Score 95.660 Data time: 0.1580, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.7660 [2020-11-16 15:59:25,352][root][INFO] - ===> Epoch[564](14723/26): Loss 0.1286, Sem 0.1286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.411e-01 Score 95.694 Data time: 0.2333, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.7201 [2020-11-16 15:59:32,094][root][INFO] - ===> Epoch[564](14724/26): Loss 0.1319, Sem 0.1319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.411e-01 Score 95.510 Data time: 0.1693, Forward time: 2.2597, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.6442 [2020-11-16 15:59:37,216][root][INFO] - ===> Epoch[564](14725/26): Loss 0.1106, Sem 0.1106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.410e-01 Score 96.270 Data time: 0.1601, Forward time: 2.2597, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.0266 [2020-11-16 15:59:42,426][root][INFO] - ===> Epoch[564](14726/26): Loss 0.1113, Sem 0.1113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.410e-01 Score 96.470 Data time: 0.1737, Forward time: 2.2596, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.1230 [2020-11-16 15:59:48,896][root][INFO] - ===> Epoch[564](14727/26): Loss 0.1345, Sem 0.1345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.409e-01 Score 95.358 Data time: 0.3511, Forward time: 2.2598, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.3697 [2020-11-16 15:59:53,928][root][INFO] - ===> Epoch[564](14728/26): Loss 0.1159, Sem 0.1159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.409e-01 Score 95.967 Data time: 0.1650, Forward time: 2.2597, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 4.9180 [2020-11-16 16:00:00,733][root][INFO] - ===> Epoch[564](14729/26): Loss 0.1163, Sem 0.1163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.409e-01 Score 96.004 Data time: 0.2092, Forward time: 2.2597, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 6.7028 [2020-11-16 16:00:05,655][root][INFO] - ===> Epoch[564](14730/26): Loss 0.1333, Sem 0.1333, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.408e-01 Score 95.460 Data time: 0.1937, Forward time: 2.2597, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 4.8137 [2020-11-16 16:00:10,368][root][INFO] - ===> Epoch[564](14731/26): Loss 0.1340, Sem 0.1340, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.408e-01 Score 95.437 Data time: 0.1283, Forward time: 2.2596, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 4.5965 [2020-11-16 16:00:16,372][root][INFO] - ===> Epoch[564](14732/26): Loss 0.1211, Sem 0.1211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.407e-01 Score 95.754 Data time: 0.2728, Forward time: 2.2597, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.9194 [2020-11-16 16:00:22,716][root][INFO] - ===> Epoch[564](14733/26): Loss 0.1104, Sem 0.1104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.407e-01 Score 96.182 Data time: 0.3098, Forward time: 2.2598, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 6.2089 [2020-11-16 16:00:28,463][root][INFO] - ===> Epoch[564](14734/26): Loss 0.1141, Sem 0.1141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.407e-01 Score 96.026 Data time: 0.2642, Forward time: 2.2599, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.6185 [2020-11-16 16:00:33,426][root][INFO] - ===> Epoch[564](14735/26): Loss 0.1062, Sem 0.1062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.406e-01 Score 96.372 Data time: 0.2011, Forward time: 2.2599, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.8312 [2020-11-16 16:00:37,976][root][INFO] - ===> Epoch[564](14736/26): Loss 0.1103, Sem 0.1103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.406e-01 Score 96.074 Data time: 0.1882, Forward time: 2.2598, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.4558 [2020-11-16 16:00:43,107][root][INFO] - ===> Epoch[565](14737/26): Loss 0.1291, Sem 0.1291, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.405e-01 Score 95.565 Data time: 0.1478, Forward time: 2.2598, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.0347 [2020-11-16 16:00:47,716][root][INFO] - ===> Epoch[565](14738/26): Loss 0.1117, Sem 0.1117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.405e-01 Score 95.883 Data time: 0.1834, Forward time: 2.2598, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.5221 [2020-11-16 16:00:52,604][root][INFO] - ===> Epoch[565](14739/26): Loss 0.1206, Sem 0.1206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.405e-01 Score 95.796 Data time: 0.1901, Forward time: 2.2597, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.7807 [2020-11-16 16:00:59,107][root][INFO] - ===> Epoch[565](14740/26): Loss 0.1371, Sem 0.1371, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.404e-01 Score 95.637 Data time: 0.2146, Forward time: 2.2597, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.4214 [2020-11-16 16:01:03,849][root][INFO] - ===> Epoch[565](14741/26): Loss 0.0953, Sem 0.0953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.404e-01 Score 96.716 Data time: 0.1985, Forward time: 2.2597, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 4.6557 [2020-11-16 16:01:09,035][root][INFO] - ===> Epoch[565](14742/26): Loss 0.1053, Sem 0.1053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.403e-01 Score 96.279 Data time: 0.1436, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.0905 [2020-11-16 16:01:14,471][root][INFO] - ===> Epoch[565](14743/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.403e-01 Score 95.861 Data time: 0.1709, Forward time: 2.2596, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.3689 [2020-11-16 16:01:19,259][root][INFO] - ===> Epoch[565](14744/26): Loss 0.1017, Sem 0.1017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.402e-01 Score 96.565 Data time: 0.1844, Forward time: 2.2595, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.7036 [2020-11-16 16:01:24,899][root][INFO] - ===> Epoch[565](14745/26): Loss 0.1296, Sem 0.1296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.402e-01 Score 95.790 Data time: 0.1864, Forward time: 2.2595, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.5371 [2020-11-16 16:01:30,964][root][INFO] - ===> Epoch[565](14746/26): Loss 0.1236, Sem 0.1236, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.402e-01 Score 95.798 Data time: 0.1158, Forward time: 2.2594, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.9625 [2020-11-16 16:01:38,101][root][INFO] - ===> Epoch[565](14747/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.401e-01 Score 95.839 Data time: 0.1715, Forward time: 2.2594, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 7.0944 [2020-11-16 16:01:43,392][root][INFO] - ===> Epoch[565](14748/26): Loss 0.0999, Sem 0.0999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.401e-01 Score 96.483 Data time: 0.1569, Forward time: 2.2593, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.2011 [2020-11-16 16:01:50,144][root][INFO] - ===> Epoch[565](14749/26): Loss 0.1211, Sem 0.1211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.400e-01 Score 95.812 Data time: 0.1406, Forward time: 2.2592, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 6.6852 [2020-11-16 16:01:56,727][root][INFO] - ===> Epoch[565](14750/26): Loss 0.1104, Sem 0.1104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.400e-01 Score 96.173 Data time: 0.2018, Forward time: 2.2592, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 6.5120 [2020-11-16 16:02:02,954][root][INFO] - ===> Epoch[565](14751/26): Loss 0.1004, Sem 0.1004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.400e-01 Score 96.391 Data time: 0.1923, Forward time: 2.2592, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.1198 [2020-11-16 16:02:08,696][root][INFO] - ===> Epoch[565](14752/26): Loss 0.1165, Sem 0.1165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.399e-01 Score 95.929 Data time: 0.1652, Forward time: 2.2592, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.6486 [2020-11-16 16:02:13,657][root][INFO] - ===> Epoch[565](14753/26): Loss 0.1038, Sem 0.1038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.399e-01 Score 96.376 Data time: 0.1614, Forward time: 2.2591, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.8983 [2020-11-16 16:02:19,984][root][INFO] - ===> Epoch[565](14754/26): Loss 0.1286, Sem 0.1286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.398e-01 Score 95.658 Data time: 0.2489, Forward time: 2.2592, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.2200 [2020-11-16 16:02:24,550][root][INFO] - ===> Epoch[565](14755/26): Loss 0.1068, Sem 0.1068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.398e-01 Score 96.297 Data time: 0.1757, Forward time: 2.2592, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 4.4435 [2020-11-16 16:02:29,809][root][INFO] - ===> Epoch[565](14756/26): Loss 0.1205, Sem 0.1205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.398e-01 Score 96.106 Data time: 0.1961, Forward time: 2.2592, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.1634 [2020-11-16 16:02:36,139][root][INFO] - ===> Epoch[565](14757/26): Loss 0.1186, Sem 0.1186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.397e-01 Score 95.926 Data time: 0.1485, Forward time: 2.2591, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.2082 [2020-11-16 16:02:41,921][root][INFO] - ===> Epoch[565](14758/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.397e-01 Score 96.114 Data time: 0.1778, Forward time: 2.2591, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.7157 [2020-11-16 16:02:47,582][root][INFO] - ===> Epoch[565](14759/26): Loss 0.1019, Sem 0.1019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.396e-01 Score 96.501 Data time: 0.1685, Forward time: 2.2591, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.5628 [2020-11-16 16:02:52,349][root][INFO] - ===> Epoch[565](14760/26): Loss 0.0922, Sem 0.0922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.396e-01 Score 96.784 Data time: 0.1728, Forward time: 2.2590, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.6751 [2020-11-16 16:02:57,185][root][INFO] - ===> Epoch[565](14761/26): Loss 0.1281, Sem 0.1281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.395e-01 Score 95.960 Data time: 0.1951, Forward time: 2.2590, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 4.7419 [2020-11-16 16:03:04,626][root][INFO] - ===> Epoch[565](14762/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.395e-01 Score 96.296 Data time: 0.2824, Forward time: 2.2591, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 7.3468 [2020-11-16 16:03:10,337][root][INFO] - ===> Epoch[566](14763/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.395e-01 Score 95.711 Data time: 0.1816, Forward time: 2.2591, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.5912 [2020-11-16 16:03:16,632][root][INFO] - ===> Epoch[566](14764/26): Loss 0.1146, Sem 0.1146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.394e-01 Score 96.182 Data time: 0.1669, Forward time: 2.2590, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.2057 [2020-11-16 16:03:22,142][root][INFO] - ===> Epoch[566](14765/26): Loss 0.1090, Sem 0.1090, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.394e-01 Score 96.310 Data time: 0.2439, Forward time: 2.2591, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.4098 [2020-11-16 16:03:28,074][root][INFO] - ===> Epoch[566](14766/26): Loss 0.1062, Sem 0.1062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.393e-01 Score 96.373 Data time: 0.1489, Forward time: 2.2591, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.8300 [2020-11-16 16:03:34,439][root][INFO] - ===> Epoch[566](14767/26): Loss 0.1168, Sem 0.1168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.393e-01 Score 96.017 Data time: 0.2168, Forward time: 2.2590, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.2886 [2020-11-16 16:03:41,317][root][INFO] - ===> Epoch[566](14768/26): Loss 0.1213, Sem 0.1213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.393e-01 Score 95.968 Data time: 0.2328, Forward time: 2.2591, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.7705 [2020-11-16 16:03:46,514][root][INFO] - ===> Epoch[566](14769/26): Loss 0.1032, Sem 0.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.392e-01 Score 96.662 Data time: 0.1547, Forward time: 2.2590, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.0755 [2020-11-16 16:03:52,241][root][INFO] - ===> Epoch[566](14770/26): Loss 0.1141, Sem 0.1141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.392e-01 Score 96.007 Data time: 0.1808, Forward time: 2.2590, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6445 [2020-11-16 16:03:57,813][root][INFO] - ===> Epoch[566](14771/26): Loss 0.1189, Sem 0.1189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.391e-01 Score 95.995 Data time: 0.2284, Forward time: 2.2590, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.4678 [2020-11-16 16:04:03,793][root][INFO] - ===> Epoch[566](14772/26): Loss 0.1043, Sem 0.1043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.391e-01 Score 96.392 Data time: 0.1839, Forward time: 2.2590, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.8692 [2020-11-16 16:04:10,199][root][INFO] - ===> Epoch[566](14773/26): Loss 0.1032, Sem 0.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.391e-01 Score 96.407 Data time: 0.2200, Forward time: 2.2591, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.3269 [2020-11-16 16:04:14,528][root][INFO] - ===> Epoch[566](14774/26): Loss 0.1153, Sem 0.1153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.390e-01 Score 96.000 Data time: 0.2191, Forward time: 2.2591, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.2246 [2020-11-16 16:04:19,120][root][INFO] - ===> Epoch[566](14775/26): Loss 0.1003, Sem 0.1003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.390e-01 Score 96.674 Data time: 0.1491, Forward time: 2.2590, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.5131 [2020-11-16 16:04:23,853][root][INFO] - ===> Epoch[566](14776/26): Loss 0.1206, Sem 0.1206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.389e-01 Score 96.045 Data time: 0.2143, Forward time: 2.2590, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.6713 [2020-11-16 16:04:28,870][root][INFO] - ===> Epoch[566](14777/26): Loss 0.1121, Sem 0.1121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.389e-01 Score 95.952 Data time: 0.2152, Forward time: 2.2590, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.9174 [2020-11-16 16:04:35,893][root][INFO] - ===> Epoch[566](14778/26): Loss 0.1167, Sem 0.1167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.388e-01 Score 95.997 Data time: 0.2087, Forward time: 2.2590, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.9176 [2020-11-16 16:04:42,343][root][INFO] - ===> Epoch[566](14779/26): Loss 0.1245, Sem 0.1245, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.388e-01 Score 95.781 Data time: 0.1712, Forward time: 2.2590, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.3336 [2020-11-16 16:04:48,717][root][INFO] - ===> Epoch[566](14780/26): Loss 0.1040, Sem 0.1040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.388e-01 Score 96.363 Data time: 0.1544, Forward time: 2.2589, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.2899 [2020-11-16 16:04:54,081][root][INFO] - ===> Epoch[566](14781/26): Loss 0.1381, Sem 0.1381, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.387e-01 Score 95.529 Data time: 0.1720, Forward time: 2.2589, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2999 [2020-11-16 16:04:58,801][root][INFO] - ===> Epoch[566](14782/26): Loss 0.1164, Sem 0.1164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.387e-01 Score 96.037 Data time: 0.1782, Forward time: 2.2589, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.6399 [2020-11-16 16:05:04,723][root][INFO] - ===> Epoch[566](14783/26): Loss 0.1290, Sem 0.1290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.386e-01 Score 95.358 Data time: 0.2241, Forward time: 2.2589, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.7977 [2020-11-16 16:05:11,330][root][INFO] - ===> Epoch[566](14784/26): Loss 0.1130, Sem 0.1130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.386e-01 Score 96.273 Data time: 0.1859, Forward time: 2.2588, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.4924 [2020-11-16 16:05:16,346][root][INFO] - ===> Epoch[566](14785/26): Loss 0.1137, Sem 0.1137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.386e-01 Score 95.946 Data time: 0.1621, Forward time: 2.2588, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.9029 [2020-11-16 16:05:21,248][root][INFO] - ===> Epoch[566](14786/26): Loss 0.1032, Sem 0.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.385e-01 Score 96.405 Data time: 0.2226, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.8003 [2020-11-16 16:05:27,740][root][INFO] - ===> Epoch[566](14787/26): Loss 0.1157, Sem 0.1157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.385e-01 Score 95.941 Data time: 0.2641, Forward time: 2.2589, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.3859 [2020-11-16 16:05:32,744][root][INFO] - ===> Epoch[566](14788/26): Loss 0.1146, Sem 0.1146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.384e-01 Score 95.786 Data time: 0.1559, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.8430 [2020-11-16 16:05:38,503][root][INFO] - ===> Epoch[567](14789/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.384e-01 Score 96.598 Data time: 0.1645, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6498 [2020-11-16 16:05:43,941][root][INFO] - ===> Epoch[567](14790/26): Loss 0.1213, Sem 0.1213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.384e-01 Score 95.845 Data time: 0.1468, Forward time: 2.2587, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.3555 [2020-11-16 16:05:48,649][root][INFO] - ===> Epoch[567](14791/26): Loss 0.1301, Sem 0.1301, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.383e-01 Score 95.474 Data time: 0.2063, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.6111 [2020-11-16 16:05:53,751][root][INFO] - ===> Epoch[567](14792/26): Loss 0.1191, Sem 0.1191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.383e-01 Score 96.053 Data time: 0.2036, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.9880 [2020-11-16 16:05:59,248][root][INFO] - ===> Epoch[567](14793/26): Loss 0.1281, Sem 0.1281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.382e-01 Score 95.648 Data time: 0.1547, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.3901 [2020-11-16 16:06:04,685][root][INFO] - ===> Epoch[567](14794/26): Loss 0.1270, Sem 0.1270, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.382e-01 Score 95.742 Data time: 0.1990, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.3847 [2020-11-16 16:06:10,149][root][INFO] - ===> Epoch[567](14795/26): Loss 0.1171, Sem 0.1171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.381e-01 Score 95.800 Data time: 0.2015, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.3673 [2020-11-16 16:06:15,622][root][INFO] - ===> Epoch[567](14796/26): Loss 0.1137, Sem 0.1137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.381e-01 Score 96.235 Data time: 0.1908, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.3754 [2020-11-16 16:06:22,305][root][INFO] - ===> Epoch[567](14797/26): Loss 0.1297, Sem 0.1297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.381e-01 Score 95.384 Data time: 0.2150, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.5919 [2020-11-16 16:06:28,141][root][INFO] - ===> Epoch[567](14798/26): Loss 0.1196, Sem 0.1196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.380e-01 Score 96.005 Data time: 0.1880, Forward time: 2.2587, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.7159 [2020-11-16 16:06:34,523][root][INFO] - ===> Epoch[567](14799/26): Loss 0.1043, Sem 0.1043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.380e-01 Score 96.445 Data time: 0.2324, Forward time: 2.2587, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.2671 [2020-11-16 16:06:40,973][root][INFO] - ===> Epoch[567](14800/26): Loss 0.1203, Sem 0.1203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.379e-01 Score 96.114 Data time: 0.1846, Forward time: 2.2587, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.3465 [2020-11-16 16:06:47,515][root][INFO] - ===> Epoch[567](14801/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.379e-01 Score 95.504 Data time: 0.2611, Forward time: 2.2588, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.4388 [2020-11-16 16:06:53,033][root][INFO] - ===> Epoch[567](14802/26): Loss 0.1134, Sem 0.1134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.379e-01 Score 95.854 Data time: 0.1866, Forward time: 2.2588, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.3961 [2020-11-16 16:06:58,018][root][INFO] - ===> Epoch[567](14803/26): Loss 0.1464, Sem 0.1464, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.378e-01 Score 95.383 Data time: 0.1224, Forward time: 2.2587, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.8908 [2020-11-16 16:07:03,567][root][INFO] - ===> Epoch[567](14804/26): Loss 0.1348, Sem 0.1348, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.378e-01 Score 95.323 Data time: 0.2292, Forward time: 2.2587, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4911 [2020-11-16 16:07:09,083][root][INFO] - ===> Epoch[567](14805/26): Loss 0.0938, Sem 0.0938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.377e-01 Score 96.911 Data time: 0.1800, Forward time: 2.2587, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.3917 [2020-11-16 16:07:14,965][root][INFO] - ===> Epoch[567](14806/26): Loss 0.1121, Sem 0.1121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.377e-01 Score 96.258 Data time: 0.1577, Forward time: 2.2587, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.7744 [2020-11-16 16:07:20,444][root][INFO] - ===> Epoch[567](14807/26): Loss 0.1328, Sem 0.1328, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.377e-01 Score 95.426 Data time: 0.2404, Forward time: 2.2587, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.3975 [2020-11-16 16:07:25,775][root][INFO] - ===> Epoch[567](14808/26): Loss 0.1239, Sem 0.1239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.376e-01 Score 95.901 Data time: 0.2051, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2014 [2020-11-16 16:07:31,217][root][INFO] - ===> Epoch[567](14809/26): Loss 0.1198, Sem 0.1198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.376e-01 Score 95.697 Data time: 0.1943, Forward time: 2.2587, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.3306 [2020-11-16 16:07:36,522][root][INFO] - ===> Epoch[567](14810/26): Loss 0.0933, Sem 0.0933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.375e-01 Score 96.729 Data time: 0.2199, Forward time: 2.2588, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.1909 [2020-11-16 16:07:42,327][root][INFO] - ===> Epoch[567](14811/26): Loss 0.1110, Sem 0.1110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.375e-01 Score 96.140 Data time: 0.2018, Forward time: 2.2588, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6713 [2020-11-16 16:07:48,063][root][INFO] - ===> Epoch[567](14812/26): Loss 0.1081, Sem 0.1081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.374e-01 Score 96.060 Data time: 0.2219, Forward time: 2.2588, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6287 [2020-11-16 16:07:54,347][root][INFO] - ===> Epoch[567](14813/26): Loss 0.1294, Sem 0.1294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.374e-01 Score 95.547 Data time: 0.1819, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.1655 [2020-11-16 16:08:00,128][root][INFO] - ===> Epoch[567](14814/26): Loss 0.1203, Sem 0.1203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.374e-01 Score 95.731 Data time: 0.2383, Forward time: 2.2588, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6772 [2020-11-16 16:08:05,669][root][INFO] - ===> Epoch[568](14815/26): Loss 0.1077, Sem 0.1077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.373e-01 Score 96.447 Data time: 0.2061, Forward time: 2.2588, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.4303 [2020-11-16 16:08:12,270][root][INFO] - ===> Epoch[568](14816/26): Loss 0.1178, Sem 0.1178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.373e-01 Score 95.733 Data time: 0.1640, Forward time: 2.2588, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.5014 [2020-11-16 16:08:17,427][root][INFO] - ===> Epoch[568](14817/26): Loss 0.1321, Sem 0.1321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.372e-01 Score 95.515 Data time: 0.2153, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.0624 [2020-11-16 16:08:23,478][root][INFO] - ===> Epoch[568](14818/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.372e-01 Score 95.731 Data time: 0.2261, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.9437 [2020-11-16 16:08:28,897][root][INFO] - ===> Epoch[568](14819/26): Loss 0.1271, Sem 0.1271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.372e-01 Score 95.520 Data time: 0.2428, Forward time: 2.2589, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.3075 [2020-11-16 16:08:34,100][root][INFO] - ===> Epoch[568](14820/26): Loss 0.1311, Sem 0.1311, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.371e-01 Score 95.306 Data time: 0.1088, Forward time: 2.2588, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.0731 [2020-11-16 16:08:38,358][root][INFO] - ===> Epoch[568](14821/26): Loss 0.1243, Sem 0.1243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.371e-01 Score 95.674 Data time: 0.1753, Forward time: 2.2587, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.1831 [2020-11-16 16:08:43,687][root][INFO] - ===> Epoch[568](14822/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.370e-01 Score 96.251 Data time: 0.2044, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.2502 [2020-11-16 16:08:48,448][root][INFO] - ===> Epoch[568](14823/26): Loss 0.1227, Sem 0.1227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.370e-01 Score 95.752 Data time: 0.1628, Forward time: 2.2587, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.6664 [2020-11-16 16:08:53,717][root][INFO] - ===> Epoch[568](14824/26): Loss 0.1327, Sem 0.1327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.370e-01 Score 95.674 Data time: 0.1655, Forward time: 2.2587, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.1940 [2020-11-16 16:08:59,014][root][INFO] - ===> Epoch[568](14825/26): Loss 0.1029, Sem 0.1029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.369e-01 Score 96.367 Data time: 0.2585, Forward time: 2.2587, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.2122 [2020-11-16 16:09:04,434][root][INFO] - ===> Epoch[568](14826/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.369e-01 Score 95.385 Data time: 0.1922, Forward time: 2.2587, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.3261 [2020-11-16 16:09:10,539][root][INFO] - ===> Epoch[568](14827/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.368e-01 Score 95.859 Data time: 0.2486, Forward time: 2.2587, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.0138 [2020-11-16 16:09:16,546][root][INFO] - ===> Epoch[568](14828/26): Loss 0.1114, Sem 0.1114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.368e-01 Score 96.244 Data time: 0.1890, Forward time: 2.2587, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.8921 [2020-11-16 16:09:21,984][root][INFO] - ===> Epoch[568](14829/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.367e-01 Score 95.701 Data time: 0.1997, Forward time: 2.2587, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.3456 [2020-11-16 16:09:28,225][root][INFO] - ===> Epoch[568](14830/26): Loss 0.1266, Sem 0.1266, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.367e-01 Score 95.654 Data time: 0.2476, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.1273 [2020-11-16 16:09:33,456][root][INFO] - ===> Epoch[568](14831/26): Loss 0.1117, Sem 0.1117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.367e-01 Score 96.228 Data time: 0.2018, Forward time: 2.2588, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.1034 [2020-11-16 16:09:38,932][root][INFO] - ===> Epoch[568](14832/26): Loss 0.1226, Sem 0.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.366e-01 Score 95.638 Data time: 0.2322, Forward time: 2.2589, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.3755 [2020-11-16 16:09:44,869][root][INFO] - ===> Epoch[568](14833/26): Loss 0.1142, Sem 0.1142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.366e-01 Score 96.206 Data time: 0.1966, Forward time: 2.2589, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.8135 [2020-11-16 16:09:50,302][root][INFO] - ===> Epoch[568](14834/26): Loss 0.1622, Sem 0.1622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.365e-01 Score 94.919 Data time: 0.1754, Forward time: 2.2588, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.3367 [2020-11-16 16:09:54,621][root][INFO] - ===> Epoch[568](14835/26): Loss 0.1187, Sem 0.1187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.365e-01 Score 96.126 Data time: 0.2053, Forward time: 2.2588, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 4.2307 [2020-11-16 16:10:00,701][root][INFO] - ===> Epoch[568](14836/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.365e-01 Score 95.663 Data time: 0.2824, Forward time: 2.2589, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 5.9771 [2020-11-16 16:10:05,606][root][INFO] - ===> Epoch[568](14837/26): Loss 0.1105, Sem 0.1105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.364e-01 Score 96.274 Data time: 0.1755, Forward time: 2.2589, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 4.7985 [2020-11-16 16:10:11,276][root][INFO] - ===> Epoch[568](14838/26): Loss 0.1262, Sem 0.1262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.364e-01 Score 95.409 Data time: 0.2105, Forward time: 2.2589, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 5.5931 [2020-11-16 16:10:16,056][root][INFO] - ===> Epoch[568](14839/26): Loss 0.1078, Sem 0.1078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.363e-01 Score 96.257 Data time: 0.1839, Forward time: 2.2589, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 4.6872 [2020-11-16 16:10:21,673][root][INFO] - ===> Epoch[568](14840/26): Loss 0.1076, Sem 0.1076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.363e-01 Score 96.299 Data time: 0.1910, Forward time: 2.2589, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.5350 [2020-11-16 16:10:26,554][root][INFO] - ===> Epoch[569](14841/26): Loss 0.1019, Sem 0.1019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.363e-01 Score 96.557 Data time: 0.1683, Forward time: 2.2589, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 4.7802 [2020-11-16 16:10:31,157][root][INFO] - ===> Epoch[569](14842/26): Loss 0.1327, Sem 0.1327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.362e-01 Score 95.386 Data time: 0.1900, Forward time: 2.2589, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.5421 [2020-11-16 16:10:36,064][root][INFO] - ===> Epoch[569](14843/26): Loss 0.1188, Sem 0.1188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.362e-01 Score 95.793 Data time: 0.2019, Forward time: 2.2588, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.8130 [2020-11-16 16:10:41,375][root][INFO] - ===> Epoch[569](14844/26): Loss 0.1110, Sem 0.1110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.361e-01 Score 96.209 Data time: 0.1893, Forward time: 2.2588, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.2252 [2020-11-16 16:10:46,581][root][INFO] - ===> Epoch[569](14845/26): Loss 0.1181, Sem 0.1181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.361e-01 Score 95.955 Data time: 0.1932, Forward time: 2.2588, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.1117 [2020-11-16 16:10:52,702][root][INFO] - ===> Epoch[569](14846/26): Loss 0.1405, Sem 0.1405, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.360e-01 Score 95.241 Data time: 0.1792, Forward time: 2.2588, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.9997 [2020-11-16 16:10:58,285][root][INFO] - ===> Epoch[569](14847/26): Loss 0.1183, Sem 0.1183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.360e-01 Score 95.763 Data time: 0.1635, Forward time: 2.2588, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.5066 [2020-11-16 16:11:03,398][root][INFO] - ===> Epoch[569](14848/26): Loss 0.1124, Sem 0.1124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.360e-01 Score 96.093 Data time: 0.1843, Forward time: 2.2587, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.0188 [2020-11-16 16:11:08,893][root][INFO] - ===> Epoch[569](14849/26): Loss 0.1077, Sem 0.1077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.359e-01 Score 96.315 Data time: 0.2285, Forward time: 2.2587, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.4104 [2020-11-16 16:11:14,988][root][INFO] - ===> Epoch[569](14850/26): Loss 0.1083, Sem 0.1083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.359e-01 Score 96.200 Data time: 0.1708, Forward time: 2.2587, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.9712 [2020-11-16 16:11:20,662][root][INFO] - ===> Epoch[569](14851/26): Loss 0.1191, Sem 0.1191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.358e-01 Score 96.005 Data time: 0.2460, Forward time: 2.2588, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.5635 [2020-11-16 16:11:26,214][root][INFO] - ===> Epoch[569](14852/26): Loss 0.1036, Sem 0.1036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.358e-01 Score 96.266 Data time: 0.1682, Forward time: 2.2588, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.4589 [2020-11-16 16:11:30,900][root][INFO] - ===> Epoch[569](14853/26): Loss 0.1307, Sem 0.1307, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.358e-01 Score 95.482 Data time: 0.2318, Forward time: 2.2588, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.5974 [2020-11-16 16:11:36,209][root][INFO] - ===> Epoch[569](14854/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.357e-01 Score 96.236 Data time: 0.2381, Forward time: 2.2588, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.2106 [2020-11-16 16:11:41,901][root][INFO] - ===> Epoch[569](14855/26): Loss 0.1118, Sem 0.1118, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.357e-01 Score 96.140 Data time: 0.1716, Forward time: 2.2588, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.5522 [2020-11-16 16:11:48,178][root][INFO] - ===> Epoch[569](14856/26): Loss 0.1024, Sem 0.1024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.356e-01 Score 96.499 Data time: 0.2473, Forward time: 2.2589, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 6.1904 [2020-11-16 16:11:54,175][root][INFO] - ===> Epoch[569](14857/26): Loss 0.1162, Sem 0.1162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.356e-01 Score 96.068 Data time: 0.1720, Forward time: 2.2588, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.8740 [2020-11-16 16:12:01,033][root][INFO] - ===> Epoch[569](14858/26): Loss 0.0936, Sem 0.0936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.356e-01 Score 96.822 Data time: 0.2604, Forward time: 2.2589, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.7861 [2020-11-16 16:12:05,555][root][INFO] - ===> Epoch[569](14859/26): Loss 0.1016, Sem 0.1016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.355e-01 Score 96.439 Data time: 0.1980, Forward time: 2.2589, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.3995 [2020-11-16 16:12:10,723][root][INFO] - ===> Epoch[569](14860/26): Loss 0.1154, Sem 0.1154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.355e-01 Score 96.035 Data time: 0.2066, Forward time: 2.2589, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.0675 [2020-11-16 16:12:16,429][root][INFO] - ===> Epoch[569](14861/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.354e-01 Score 95.733 Data time: 0.1794, Forward time: 2.2589, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.5947 [2020-11-16 16:12:23,525][root][INFO] - ===> Epoch[569](14862/26): Loss 0.1038, Sem 0.1038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.354e-01 Score 96.470 Data time: 0.1743, Forward time: 2.2589, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.9943 [2020-11-16 16:12:28,280][root][INFO] - ===> Epoch[569](14863/26): Loss 0.1138, Sem 0.1138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.353e-01 Score 96.023 Data time: 0.2022, Forward time: 2.2589, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.6811 [2020-11-16 16:12:33,841][root][INFO] - ===> Epoch[569](14864/26): Loss 0.1095, Sem 0.1095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.353e-01 Score 96.294 Data time: 0.2377, Forward time: 2.2589, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.4647 [2020-11-16 16:12:39,218][root][INFO] - ===> Epoch[569](14865/26): Loss 0.1032, Sem 0.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.353e-01 Score 96.619 Data time: 0.2020, Forward time: 2.2589, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.2607 [2020-11-16 16:12:45,027][root][INFO] - ===> Epoch[569](14866/26): Loss 0.1010, Sem 0.1010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.352e-01 Score 96.402 Data time: 0.1964, Forward time: 2.2590, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 5.7068 [2020-11-16 16:12:52,373][root][INFO] - ===> Epoch[570](14867/26): Loss 0.1169, Sem 0.1169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.352e-01 Score 95.810 Data time: 0.1754, Forward time: 2.2589, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 7.2356 [2020-11-16 16:12:58,566][root][INFO] - ===> Epoch[570](14868/26): Loss 0.1115, Sem 0.1115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.351e-01 Score 96.295 Data time: 0.2067, Forward time: 2.2589, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.1255 [2020-11-16 16:13:04,788][root][INFO] - ===> Epoch[570](14869/26): Loss 0.0989, Sem 0.0989, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.351e-01 Score 96.498 Data time: 0.1044, Forward time: 2.2588, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.0973 [2020-11-16 16:13:10,360][root][INFO] - ===> Epoch[570](14870/26): Loss 0.1253, Sem 0.1253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.351e-01 Score 95.642 Data time: 0.1917, Forward time: 2.2588, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.5212 [2020-11-16 16:13:15,527][root][INFO] - ===> Epoch[570](14871/26): Loss 0.1018, Sem 0.1018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.350e-01 Score 96.455 Data time: 0.1813, Forward time: 2.2588, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.1270 [2020-11-16 16:13:20,026][root][INFO] - ===> Epoch[570](14872/26): Loss 0.1028, Sem 0.1028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.350e-01 Score 96.349 Data time: 0.1649, Forward time: 2.2587, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.4078 [2020-11-16 16:13:25,333][root][INFO] - ===> Epoch[570](14873/26): Loss 0.1162, Sem 0.1162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.349e-01 Score 95.880 Data time: 0.2260, Forward time: 2.2588, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.2169 [2020-11-16 16:13:30,436][root][INFO] - ===> Epoch[570](14874/26): Loss 0.1048, Sem 0.1048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.349e-01 Score 96.490 Data time: 0.1475, Forward time: 2.2587, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 4.9936 [2020-11-16 16:13:36,867][root][INFO] - ===> Epoch[570](14875/26): Loss 0.1108, Sem 0.1108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.349e-01 Score 96.245 Data time: 0.3512, Forward time: 2.2588, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.3586 [2020-11-16 16:13:42,724][root][INFO] - ===> Epoch[570](14876/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.348e-01 Score 96.365 Data time: 0.2137, Forward time: 2.2588, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.7454 [2020-11-16 16:13:48,368][root][INFO] - ===> Epoch[570](14877/26): Loss 0.1078, Sem 0.1078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.348e-01 Score 96.410 Data time: 0.2045, Forward time: 2.2588, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.5497 [2020-11-16 16:13:53,793][root][INFO] - ===> Epoch[570](14878/26): Loss 0.1068, Sem 0.1068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.347e-01 Score 96.247 Data time: 0.2199, Forward time: 2.2588, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.3410 [2020-11-16 16:14:00,111][root][INFO] - ===> Epoch[570](14879/26): Loss 0.1334, Sem 0.1334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.347e-01 Score 95.505 Data time: 0.2138, Forward time: 2.2589, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.2116 [2020-11-16 16:14:05,707][root][INFO] - ===> Epoch[570](14880/26): Loss 0.1215, Sem 0.1215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.346e-01 Score 95.921 Data time: 0.1580, Forward time: 2.2588, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.5066 [2020-11-16 16:14:10,826][root][INFO] - ===> Epoch[570](14881/26): Loss 0.1059, Sem 0.1059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.346e-01 Score 96.282 Data time: 0.1644, Forward time: 2.2588, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.0476 [2020-11-16 16:14:16,921][root][INFO] - ===> Epoch[570](14882/26): Loss 0.1082, Sem 0.1082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.346e-01 Score 96.168 Data time: 0.2230, Forward time: 2.2588, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.9917 [2020-11-16 16:14:23,365][root][INFO] - ===> Epoch[570](14883/26): Loss 0.1140, Sem 0.1140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.345e-01 Score 96.003 Data time: 0.1454, Forward time: 2.2587, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.3560 [2020-11-16 16:14:30,356][root][INFO] - ===> Epoch[570](14884/26): Loss 0.1014, Sem 0.1014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.345e-01 Score 96.412 Data time: 0.3898, Forward time: 2.2589, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.9550 [2020-11-16 16:14:36,447][root][INFO] - ===> Epoch[570](14885/26): Loss 0.1022, Sem 0.1022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.344e-01 Score 96.686 Data time: 0.2738, Forward time: 2.2590, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 5.9786 [2020-11-16 16:14:41,570][root][INFO] - ===> Epoch[570](14886/26): Loss 0.1135, Sem 0.1135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.344e-01 Score 96.061 Data time: 0.2241, Forward time: 2.2590, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.0175 [2020-11-16 16:14:46,420][root][INFO] - ===> Epoch[570](14887/26): Loss 0.0986, Sem 0.0986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.344e-01 Score 96.490 Data time: 0.1954, Forward time: 2.2591, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.7554 [2020-11-16 16:14:52,464][root][INFO] - ===> Epoch[570](14888/26): Loss 0.1071, Sem 0.1071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.343e-01 Score 96.314 Data time: 0.1368, Forward time: 2.2590, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 5.9514 [2020-11-16 16:14:58,314][root][INFO] - ===> Epoch[570](14889/26): Loss 0.1193, Sem 0.1193, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.343e-01 Score 95.852 Data time: 0.2711, Forward time: 2.2591, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.8151 [2020-11-16 16:15:04,094][root][INFO] - ===> Epoch[570](14890/26): Loss 0.1121, Sem 0.1121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.342e-01 Score 95.997 Data time: 0.2369, Forward time: 2.2591, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.6807 [2020-11-16 16:15:09,581][root][INFO] - ===> Epoch[570](14891/26): Loss 0.1121, Sem 0.1121, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.342e-01 Score 96.089 Data time: 0.2070, Forward time: 2.2591, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.3916 [2020-11-16 16:15:15,391][root][INFO] - ===> Epoch[570](14892/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.341e-01 Score 95.821 Data time: 0.2993, Forward time: 2.2592, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.7063 [2020-11-16 16:15:21,611][root][INFO] - ===> Epoch[571](14893/26): Loss 0.1169, Sem 0.1169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.341e-01 Score 95.785 Data time: 0.1634, Forward time: 2.2592, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 6.1088 [2020-11-16 16:15:27,021][root][INFO] - ===> Epoch[571](14894/26): Loss 0.1033, Sem 0.1033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.341e-01 Score 96.363 Data time: 0.1932, Forward time: 2.2591, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.3510 [2020-11-16 16:15:33,079][root][INFO] - ===> Epoch[571](14895/26): Loss 0.0953, Sem 0.0953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.340e-01 Score 96.827 Data time: 0.2792, Forward time: 2.2592, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.9758 [2020-11-16 16:15:37,832][root][INFO] - ===> Epoch[571](14896/26): Loss 0.1054, Sem 0.1054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.340e-01 Score 96.512 Data time: 0.2131, Forward time: 2.2593, Backward time: 3.0458, DDP time: 0.0047, Total iter time: 4.6560 [2020-11-16 16:15:43,927][root][INFO] - ===> Epoch[571](14897/26): Loss 0.1128, Sem 0.1128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.339e-01 Score 95.908 Data time: 0.1426, Forward time: 2.2592, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.9995 [2020-11-16 16:15:49,556][root][INFO] - ===> Epoch[571](14898/26): Loss 0.1170, Sem 0.1170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.339e-01 Score 96.121 Data time: 0.1590, Forward time: 2.2591, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.5650 [2020-11-16 16:15:54,992][root][INFO] - ===> Epoch[571](14899/26): Loss 0.0969, Sem 0.0969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.339e-01 Score 96.701 Data time: 0.2062, Forward time: 2.2592, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.3717 [2020-11-16 16:15:59,976][root][INFO] - ===> Epoch[571](14900/26): Loss 0.1108, Sem 0.1108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.338e-01 Score 96.265 Data time: 0.1307, Forward time: 2.2591, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.8903 [2020-11-16 16:16:04,985][root][INFO] - ===> Epoch[571](14901/26): Loss 0.1358, Sem 0.1358, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.338e-01 Score 95.464 Data time: 0.1654, Forward time: 2.2590, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 4.9397 [2020-11-16 16:16:10,325][root][INFO] - ===> Epoch[571](14902/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.337e-01 Score 95.836 Data time: 0.1568, Forward time: 2.2590, Backward time: 3.0459, DDP time: 0.0047, Total iter time: 5.2843 [2020-11-16 16:16:15,996][root][INFO] - ===> Epoch[571](14903/26): Loss 0.1006, Sem 0.1006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.337e-01 Score 96.469 Data time: 0.1146, Forward time: 2.2589, Backward time: 3.0460, DDP time: 0.0047, Total iter time: 5.5909 [2020-11-16 16:16:22,717][root][INFO] - ===> Epoch[571](14904/26): Loss 0.1108, Sem 0.1108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.337e-01 Score 96.080 Data time: 0.2099, Forward time: 2.2589, Backward time: 3.0461, DDP time: 0.0047, Total iter time: 6.6808 [2020-11-16 16:16:29,451][root][INFO] - ===> Epoch[571](14905/26): Loss 0.1216, Sem 0.1216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.336e-01 Score 95.834 Data time: 0.2155, Forward time: 2.2589, Backward time: 3.0462, DDP time: 0.0047, Total iter time: 6.6462 [2020-11-16 16:16:36,484][root][INFO] - ===> Epoch[571](14906/26): Loss 0.1142, Sem 0.1142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.336e-01 Score 95.972 Data time: 0.1993, Forward time: 2.2589, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.9562 [2020-11-16 16:16:41,927][root][INFO] - ===> Epoch[571](14907/26): Loss 0.1230, Sem 0.1230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.335e-01 Score 95.889 Data time: 0.1986, Forward time: 2.2589, Backward time: 3.0463, DDP time: 0.0047, Total iter time: 5.3365 [2020-11-16 16:16:48,795][root][INFO] - ===> Epoch[571](14908/26): Loss 0.1009, Sem 0.1009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.335e-01 Score 96.453 Data time: 0.2145, Forward time: 2.2590, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 6.7742 [2020-11-16 16:16:53,801][root][INFO] - ===> Epoch[571](14909/26): Loss 0.1017, Sem 0.1017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.334e-01 Score 96.453 Data time: 0.1874, Forward time: 2.2589, Backward time: 3.0464, DDP time: 0.0047, Total iter time: 4.9132 [2020-11-16 16:17:00,619][root][INFO] - ===> Epoch[571](14910/26): Loss 0.1075, Sem 0.1075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.334e-01 Score 95.992 Data time: 0.1741, Forward time: 2.2589, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 6.7217 [2020-11-16 16:17:05,787][root][INFO] - ===> Epoch[571](14911/26): Loss 0.1027, Sem 0.1027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.334e-01 Score 96.344 Data time: 0.1345, Forward time: 2.2588, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.0770 [2020-11-16 16:17:11,663][root][INFO] - ===> Epoch[571](14912/26): Loss 0.1048, Sem 0.1048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.333e-01 Score 96.378 Data time: 0.2214, Forward time: 2.2589, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.8251 [2020-11-16 16:17:17,680][root][INFO] - ===> Epoch[571](14913/26): Loss 0.1209, Sem 0.1209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.333e-01 Score 95.801 Data time: 0.1591, Forward time: 2.2588, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.8937 [2020-11-16 16:17:23,724][root][INFO] - ===> Epoch[571](14914/26): Loss 0.1196, Sem 0.1196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.332e-01 Score 95.779 Data time: 0.1762, Forward time: 2.2588, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.9680 [2020-11-16 16:17:28,832][root][INFO] - ===> Epoch[571](14915/26): Loss 0.1051, Sem 0.1051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.332e-01 Score 96.365 Data time: 0.1887, Forward time: 2.2588, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.0120 [2020-11-16 16:17:34,674][root][INFO] - ===> Epoch[571](14916/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.332e-01 Score 96.999 Data time: 0.1753, Forward time: 2.2588, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.7439 [2020-11-16 16:17:41,213][root][INFO] - ===> Epoch[571](14917/26): Loss 0.1312, Sem 0.1312, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.331e-01 Score 95.596 Data time: 0.2100, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.4674 [2020-11-16 16:17:46,760][root][INFO] - ===> Epoch[571](14918/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.331e-01 Score 96.226 Data time: 0.2036, Forward time: 2.2588, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.4519 [2020-11-16 16:17:51,968][root][INFO] - ===> Epoch[572](14919/26): Loss 0.1006, Sem 0.1006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.330e-01 Score 96.631 Data time: 0.2232, Forward time: 2.2588, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.1214 [2020-11-16 16:17:58,426][root][INFO] - ===> Epoch[572](14920/26): Loss 0.1097, Sem 0.1097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.330e-01 Score 96.312 Data time: 0.1563, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.3592 [2020-11-16 16:18:04,331][root][INFO] - ===> Epoch[572](14921/26): Loss 0.1128, Sem 0.1128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.330e-01 Score 96.108 Data time: 0.1728, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.8311 [2020-11-16 16:18:10,973][root][INFO] - ===> Epoch[572](14922/26): Loss 0.1159, Sem 0.1159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.329e-01 Score 96.039 Data time: 0.2210, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.5593 [2020-11-16 16:18:16,236][root][INFO] - ===> Epoch[572](14923/26): Loss 0.0978, Sem 0.0978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.329e-01 Score 96.653 Data time: 0.2410, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.1474 [2020-11-16 16:18:21,952][root][INFO] - ===> Epoch[572](14924/26): Loss 0.1004, Sem 0.1004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.328e-01 Score 96.387 Data time: 0.2177, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.6098 [2020-11-16 16:18:26,973][root][INFO] - ===> Epoch[572](14925/26): Loss 0.1091, Sem 0.1091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.328e-01 Score 96.316 Data time: 0.1475, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.9487 [2020-11-16 16:18:32,614][root][INFO] - ===> Epoch[572](14926/26): Loss 0.1113, Sem 0.1113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.327e-01 Score 96.332 Data time: 0.1454, Forward time: 2.2587, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.5569 [2020-11-16 16:18:38,356][root][INFO] - ===> Epoch[572](14927/26): Loss 0.0979, Sem 0.0979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.327e-01 Score 96.517 Data time: 0.1758, Forward time: 2.2587, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.6614 [2020-11-16 16:18:43,392][root][INFO] - ===> Epoch[572](14928/26): Loss 0.1115, Sem 0.1115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.327e-01 Score 96.185 Data time: 0.1686, Forward time: 2.2587, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.9574 [2020-11-16 16:18:48,600][root][INFO] - ===> Epoch[572](14929/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.326e-01 Score 94.713 Data time: 0.2281, Forward time: 2.2587, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.1278 [2020-11-16 16:18:53,523][root][INFO] - ===> Epoch[572](14930/26): Loss 0.1262, Sem 0.1262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.326e-01 Score 95.416 Data time: 0.1510, Forward time: 2.2587, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.8327 [2020-11-16 16:18:58,586][root][INFO] - ===> Epoch[572](14931/26): Loss 0.1094, Sem 0.1094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.325e-01 Score 96.196 Data time: 0.1770, Forward time: 2.2586, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.9869 [2020-11-16 16:19:05,487][root][INFO] - ===> Epoch[572](14932/26): Loss 0.1216, Sem 0.1216, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.325e-01 Score 96.006 Data time: 0.1870, Forward time: 2.2586, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.8375 [2020-11-16 16:19:10,794][root][INFO] - ===> Epoch[572](14933/26): Loss 0.1097, Sem 0.1097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.325e-01 Score 96.041 Data time: 0.1862, Forward time: 2.2586, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.2023 [2020-11-16 16:19:16,630][root][INFO] - ===> Epoch[572](14934/26): Loss 0.1419, Sem 0.1419, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.324e-01 Score 95.408 Data time: 0.1531, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.7621 [2020-11-16 16:19:22,224][root][INFO] - ===> Epoch[572](14935/26): Loss 0.1089, Sem 0.1089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.324e-01 Score 96.241 Data time: 0.1833, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.5148 [2020-11-16 16:19:28,321][root][INFO] - ===> Epoch[572](14936/26): Loss 0.1287, Sem 0.1287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.323e-01 Score 96.018 Data time: 0.1536, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.0173 [2020-11-16 16:19:33,545][root][INFO] - ===> Epoch[572](14937/26): Loss 0.1200, Sem 0.1200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.323e-01 Score 95.873 Data time: 0.1659, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1382 [2020-11-16 16:19:38,895][root][INFO] - ===> Epoch[572](14938/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.323e-01 Score 95.697 Data time: 0.2383, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.2687 [2020-11-16 16:19:45,888][root][INFO] - ===> Epoch[572](14939/26): Loss 0.1199, Sem 0.1199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.322e-01 Score 95.801 Data time: 0.2363, Forward time: 2.2585, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.8841 [2020-11-16 16:19:53,088][root][INFO] - ===> Epoch[572](14940/26): Loss 0.1279, Sem 0.1279, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.322e-01 Score 95.641 Data time: 0.2119, Forward time: 2.2585, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 7.0585 [2020-11-16 16:19:58,377][root][INFO] - ===> Epoch[572](14941/26): Loss 0.1460, Sem 0.1460, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.321e-01 Score 95.101 Data time: 0.2406, Forward time: 2.2586, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1766 [2020-11-16 16:20:04,403][root][INFO] - ===> Epoch[572](14942/26): Loss 0.1321, Sem 0.1321, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.321e-01 Score 95.633 Data time: 0.1936, Forward time: 2.2586, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.9355 [2020-11-16 16:20:09,884][root][INFO] - ===> Epoch[572](14943/26): Loss 0.1314, Sem 0.1314, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.320e-01 Score 95.521 Data time: 0.1539, Forward time: 2.2585, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.3696 [2020-11-16 16:20:15,391][root][INFO] - ===> Epoch[572](14944/26): Loss 0.1093, Sem 0.1093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.320e-01 Score 96.223 Data time: 0.1712, Forward time: 2.2585, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4669 [2020-11-16 16:20:22,133][root][INFO] - ===> Epoch[573](14945/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.320e-01 Score 96.013 Data time: 0.1605, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.6446 [2020-11-16 16:20:27,978][root][INFO] - ===> Epoch[573](14946/26): Loss 0.1175, Sem 0.1175, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.319e-01 Score 96.008 Data time: 0.1552, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.7854 [2020-11-16 16:20:33,842][root][INFO] - ===> Epoch[573](14947/26): Loss 0.1065, Sem 0.1065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.319e-01 Score 96.235 Data time: 0.1704, Forward time: 2.2584, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.7777 [2020-11-16 16:20:39,328][root][INFO] - ===> Epoch[573](14948/26): Loss 0.1288, Sem 0.1288, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.318e-01 Score 95.774 Data time: 0.2048, Forward time: 2.2584, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.4099 [2020-11-16 16:20:44,882][root][INFO] - ===> Epoch[573](14949/26): Loss 0.1190, Sem 0.1190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.318e-01 Score 95.931 Data time: 0.2314, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.4371 [2020-11-16 16:20:49,668][root][INFO] - ===> Epoch[573](14950/26): Loss 0.1254, Sem 0.1254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.318e-01 Score 95.405 Data time: 0.2016, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.6735 [2020-11-16 16:20:54,913][root][INFO] - ===> Epoch[573](14951/26): Loss 0.1144, Sem 0.1144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.317e-01 Score 96.115 Data time: 0.2230, Forward time: 2.2585, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.1477 [2020-11-16 16:21:00,756][root][INFO] - ===> Epoch[573](14952/26): Loss 0.1320, Sem 0.1320, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.317e-01 Score 95.585 Data time: 0.1931, Forward time: 2.2585, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.7347 [2020-11-16 16:21:05,902][root][INFO] - ===> Epoch[573](14953/26): Loss 0.1303, Sem 0.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.316e-01 Score 95.654 Data time: 0.2125, Forward time: 2.2585, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.0588 [2020-11-16 16:21:11,678][root][INFO] - ===> Epoch[573](14954/26): Loss 0.1158, Sem 0.1158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.316e-01 Score 96.026 Data time: 0.1666, Forward time: 2.2585, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.6734 [2020-11-16 16:21:18,082][root][INFO] - ===> Epoch[573](14955/26): Loss 0.1240, Sem 0.1240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.315e-01 Score 95.593 Data time: 0.2083, Forward time: 2.2585, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.3333 [2020-11-16 16:21:23,925][root][INFO] - ===> Epoch[573](14956/26): Loss 0.1376, Sem 0.1376, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.315e-01 Score 95.230 Data time: 0.2238, Forward time: 2.2585, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.7356 [2020-11-16 16:21:29,956][root][INFO] - ===> Epoch[573](14957/26): Loss 0.1248, Sem 0.1248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.315e-01 Score 95.747 Data time: 0.1568, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.9311 [2020-11-16 16:21:35,120][root][INFO] - ===> Epoch[573](14958/26): Loss 0.1149, Sem 0.1149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.314e-01 Score 96.032 Data time: 0.1535, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.0685 [2020-11-16 16:21:40,946][root][INFO] - ===> Epoch[573](14959/26): Loss 0.1229, Sem 0.1229, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.314e-01 Score 95.691 Data time: 0.1609, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.7381 [2020-11-16 16:21:47,251][root][INFO] - ===> Epoch[573](14960/26): Loss 0.1126, Sem 0.1126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.313e-01 Score 96.118 Data time: 0.2334, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.2036 [2020-11-16 16:21:53,121][root][INFO] - ===> Epoch[573](14961/26): Loss 0.1103, Sem 0.1103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.313e-01 Score 96.338 Data time: 0.1839, Forward time: 2.2584, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.7653 [2020-11-16 16:22:00,582][root][INFO] - ===> Epoch[573](14962/26): Loss 0.1050, Sem 0.1050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.313e-01 Score 96.458 Data time: 0.3357, Forward time: 2.2585, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 7.3634 [2020-11-16 16:22:05,596][root][INFO] - ===> Epoch[573](14963/26): Loss 0.1283, Sem 0.1283, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.312e-01 Score 95.692 Data time: 0.1427, Forward time: 2.2584, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 4.8858 [2020-11-16 16:22:11,716][root][INFO] - ===> Epoch[573](14964/26): Loss 0.1191, Sem 0.1191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.312e-01 Score 95.734 Data time: 0.2551, Forward time: 2.2585, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.0126 [2020-11-16 16:22:17,110][root][INFO] - ===> Epoch[573](14965/26): Loss 0.1107, Sem 0.1107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.311e-01 Score 96.052 Data time: 0.2299, Forward time: 2.2585, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.2831 [2020-11-16 16:22:22,134][root][INFO] - ===> Epoch[573](14966/26): Loss 0.1017, Sem 0.1017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.311e-01 Score 96.543 Data time: 0.2166, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.9179 [2020-11-16 16:22:28,418][root][INFO] - ===> Epoch[573](14967/26): Loss 0.1140, Sem 0.1140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.311e-01 Score 96.111 Data time: 0.1995, Forward time: 2.2586, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.1668 [2020-11-16 16:22:33,471][root][INFO] - ===> Epoch[573](14968/26): Loss 0.1053, Sem 0.1053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.310e-01 Score 96.348 Data time: 0.1726, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.9586 [2020-11-16 16:22:38,355][root][INFO] - ===> Epoch[573](14969/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.310e-01 Score 95.508 Data time: 0.1983, Forward time: 2.2585, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.8025 [2020-11-16 16:22:43,416][root][INFO] - ===> Epoch[573](14970/26): Loss 0.1054, Sem 0.1054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.309e-01 Score 96.435 Data time: 0.1460, Forward time: 2.2585, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.9638 [2020-11-16 16:22:49,714][root][INFO] - ===> Epoch[574](14971/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.309e-01 Score 95.702 Data time: 0.2292, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.2181 [2020-11-16 16:22:54,776][root][INFO] - ===> Epoch[574](14972/26): Loss 0.1094, Sem 0.1094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.308e-01 Score 96.255 Data time: 0.1390, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.9459 [2020-11-16 16:22:59,042][root][INFO] - ===> Epoch[574](14973/26): Loss 0.1144, Sem 0.1144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.308e-01 Score 96.178 Data time: 0.1757, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.1684 [2020-11-16 16:23:05,034][root][INFO] - ===> Epoch[574](14974/26): Loss 0.1063, Sem 0.1063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.308e-01 Score 96.344 Data time: 0.2155, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.9300 [2020-11-16 16:23:10,379][root][INFO] - ===> Epoch[574](14975/26): Loss 0.1275, Sem 0.1275, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.307e-01 Score 95.393 Data time: 0.2335, Forward time: 2.2585, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2370 [2020-11-16 16:23:16,206][root][INFO] - ===> Epoch[574](14976/26): Loss 0.1179, Sem 0.1179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.307e-01 Score 96.013 Data time: 0.2008, Forward time: 2.2585, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.7167 [2020-11-16 16:23:23,273][root][INFO] - ===> Epoch[574](14977/26): Loss 0.1208, Sem 0.1208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.306e-01 Score 95.916 Data time: 0.2276, Forward time: 2.2586, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.9817 [2020-11-16 16:23:29,211][root][INFO] - ===> Epoch[574](14978/26): Loss 0.1180, Sem 0.1180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.306e-01 Score 95.783 Data time: 0.2372, Forward time: 2.2586, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.8430 [2020-11-16 16:23:34,145][root][INFO] - ===> Epoch[574](14979/26): Loss 0.1289, Sem 0.1289, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.306e-01 Score 95.472 Data time: 0.1974, Forward time: 2.2586, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.8287 [2020-11-16 16:23:38,642][root][INFO] - ===> Epoch[574](14980/26): Loss 0.0976, Sem 0.0976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.305e-01 Score 96.657 Data time: 0.1714, Forward time: 2.2586, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.3725 [2020-11-16 16:23:43,335][root][INFO] - ===> Epoch[574](14981/26): Loss 0.1111, Sem 0.1111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.305e-01 Score 96.234 Data time: 0.1585, Forward time: 2.2585, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.6039 [2020-11-16 16:23:48,582][root][INFO] - ===> Epoch[574](14982/26): Loss 0.1257, Sem 0.1257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.304e-01 Score 95.670 Data time: 0.1974, Forward time: 2.2585, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.1783 [2020-11-16 16:23:53,962][root][INFO] - ===> Epoch[574](14983/26): Loss 0.1074, Sem 0.1074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.304e-01 Score 96.221 Data time: 0.1828, Forward time: 2.2585, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.2763 [2020-11-16 16:23:59,327][root][INFO] - ===> Epoch[574](14984/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.303e-01 Score 96.125 Data time: 0.2284, Forward time: 2.2585, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.2797 [2020-11-16 16:24:05,435][root][INFO] - ===> Epoch[574](14985/26): Loss 0.1251, Sem 0.1251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.303e-01 Score 95.648 Data time: 0.3133, Forward time: 2.2586, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.9993 [2020-11-16 16:24:10,107][root][INFO] - ===> Epoch[574](14986/26): Loss 0.1052, Sem 0.1052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.303e-01 Score 96.469 Data time: 0.1764, Forward time: 2.2586, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.5493 [2020-11-16 16:24:16,314][root][INFO] - ===> Epoch[574](14987/26): Loss 0.0981, Sem 0.0981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.302e-01 Score 96.581 Data time: 0.1992, Forward time: 2.2586, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.1003 [2020-11-16 16:24:22,788][root][INFO] - ===> Epoch[574](14988/26): Loss 0.1067, Sem 0.1067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.302e-01 Score 96.249 Data time: 0.2199, Forward time: 2.2586, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.3706 [2020-11-16 16:24:28,515][root][INFO] - ===> Epoch[574](14989/26): Loss 0.1020, Sem 0.1020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.301e-01 Score 96.356 Data time: 0.2327, Forward time: 2.2587, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.6324 [2020-11-16 16:24:33,565][root][INFO] - ===> Epoch[574](14990/26): Loss 0.1118, Sem 0.1118, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.301e-01 Score 96.345 Data time: 0.2362, Forward time: 2.2587, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.9319 [2020-11-16 16:24:40,292][root][INFO] - ===> Epoch[574](14991/26): Loss 0.1174, Sem 0.1174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.301e-01 Score 95.812 Data time: 0.1992, Forward time: 2.2587, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.6174 [2020-11-16 16:24:44,812][root][INFO] - ===> Epoch[574](14992/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.300e-01 Score 96.094 Data time: 0.1811, Forward time: 2.2587, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 4.4237 [2020-11-16 16:24:49,722][root][INFO] - ===> Epoch[574](14993/26): Loss 0.1318, Sem 0.1318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.300e-01 Score 95.405 Data time: 0.2022, Forward time: 2.2587, Backward time: 3.0465, DDP time: 0.0047, Total iter time: 4.8302 [2020-11-16 16:24:56,529][root][INFO] - ===> Epoch[574](14994/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.299e-01 Score 95.719 Data time: 0.1354, Forward time: 2.2587, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.7037 [2020-11-16 16:25:00,957][root][INFO] - ===> Epoch[574](14995/26): Loss 0.1024, Sem 0.1024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.299e-01 Score 96.454 Data time: 0.1580, Forward time: 2.2586, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 4.3405 [2020-11-16 16:25:06,900][root][INFO] - ===> Epoch[574](14996/26): Loss 0.1157, Sem 0.1157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.299e-01 Score 96.008 Data time: 0.1586, Forward time: 2.2586, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.8719 [2020-11-16 16:25:12,644][root][INFO] - ===> Epoch[575](14997/26): Loss 0.1080, Sem 0.1080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.298e-01 Score 96.131 Data time: 0.1820, Forward time: 2.2585, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.6746 [2020-11-16 16:25:17,985][root][INFO] - ===> Epoch[575](14998/26): Loss 0.1052, Sem 0.1052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.298e-01 Score 96.382 Data time: 0.2123, Forward time: 2.2586, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.2445 [2020-11-16 16:25:24,206][root][INFO] - ===> Epoch[575](14999/26): Loss 0.1047, Sem 0.1047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.297e-01 Score 96.404 Data time: 0.2226, Forward time: 2.2586, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.1169 [2020-11-16 16:25:29,845][root][INFO] - ===> Epoch[575](15000/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.297e-01 Score 96.383 Data time: 0.1505, Forward time: 2.2586, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.5279 [2020-11-16 16:25:31,608][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 16:25:31,738][root][INFO] - ===> Start testing [2020-11-16 16:26:47,612][root][INFO] - 101/312: Data time: 0.0054, Iter time: 0.1435 Loss 1.484 (AVG: 0.511) Score 77.136 (AVG: 89.039) mIOU 71.769 mAP 75.354 mAcc 80.635 IOU: 85.272 96.152 62.254 82.423 91.158 85.490 77.035 62.954 60.803 74.774 27.493 50.527 63.145 75.602 58.705 63.937 95.141 79.261 85.835 57.429 mAP: 81.029 97.765 63.174 75.951 91.366 87.279 73.518 71.281 67.394 74.499 52.487 51.027 71.420 80.122 60.717 91.472 96.062 87.618 71.224 61.671 mAcc: 95.314 98.380 74.374 84.199 97.683 88.415 88.534 72.299 74.274 92.909 31.725 72.990 78.481 86.912 63.053 75.036 96.207 88.225 87.895 65.795 [2020-11-16 16:28:00,046][root][INFO] - 201/312: Data time: 0.2269, Iter time: 0.3320 Loss 0.088 (AVG: 0.459) Score 96.638 (AVG: 90.059) mIOU 73.527 mAP 76.764 mAcc 81.977 IOU: 86.394 96.480 63.524 83.770 90.104 84.800 75.813 64.985 61.201 81.929 33.609 59.946 66.818 75.495 58.784 68.635 93.276 74.078 90.990 59.906 mAP: 82.677 97.842 67.108 75.713 91.557 87.046 73.670 73.148 67.870 71.294 58.179 52.947 70.745 77.370 64.234 89.970 95.588 89.649 82.577 66.092 mAcc: 95.165 98.414 75.775 85.838 96.365 88.223 88.292 74.853 76.142 95.215 39.119 77.512 78.452 84.716 66.201 78.928 96.820 82.134 92.910 68.474 [2020-11-16 16:29:22,117][root][INFO] - 301/312: Data time: 0.0037, Iter time: 0.1991 Loss 2.040 (AVG: 0.466) Score 65.717 (AVG: 89.873) mIOU 71.907 mAP 75.620 mAcc 80.658 IOU: 86.066 96.651 63.485 80.917 90.063 84.175 73.831 61.797 61.666 78.950 30.225 62.942 64.708 73.827 56.918 62.585 93.657 69.024 89.025 57.630 mAP: 82.686 97.851 65.570 75.550 91.034 86.668 73.090 70.290 67.190 70.774 53.735 54.769 70.237 77.696 61.534 87.310 96.266 86.689 78.991 64.467 mAcc: 94.938 98.439 76.269 84.477 95.901 88.813 86.023 72.205 76.926 92.800 37.090 77.194 79.943 83.449 62.618 73.123 97.023 77.189 92.305 66.438 [2020-11-16 16:29:31,467][root][INFO] - 312/312: Data time: 0.0020, Iter time: 0.2881 Loss 0.237 (AVG: 0.466) Score 89.900 (AVG: 89.830) mIOU 71.877 mAP 75.710 mAcc 80.604 IOU: 85.927 96.649 62.635 81.040 90.001 84.159 73.888 62.045 61.827 79.081 30.596 62.318 63.832 74.392 56.734 63.286 93.540 69.371 89.329 56.895 mAP: 82.564 97.864 65.334 75.901 90.861 85.423 73.419 70.399 67.442 70.536 54.245 54.769 70.407 78.146 61.923 87.622 96.178 87.002 79.658 64.498 mAcc: 94.912 98.420 75.633 84.585 95.956 88.800 86.195 72.260 76.701 92.888 37.515 77.194 78.584 84.035 62.292 73.591 96.855 77.445 92.531 65.680 [2020-11-16 16:29:31,469][root][INFO] - Finished test. Elapsed time: 239.7286 [2020-11-16 16:29:33,329][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-16 16:29:33,486][root][INFO] - Current best mIoU: 71.877 at iter 15000 [2020-11-16 16:29:37,482][root][INFO] - ===> Epoch[575](15001/26): Loss 0.1172, Sem 0.1172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.296e-01 Score 96.003 Data time: 0.1570, Forward time: 2.2585, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 3.9898 [2020-11-16 16:29:43,251][root][INFO] - ===> Epoch[575](15002/26): Loss 0.1077, Sem 0.1077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.296e-01 Score 96.117 Data time: 0.1727, Forward time: 2.2585, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.6788 [2020-11-16 16:29:48,816][root][INFO] - ===> Epoch[575](15003/26): Loss 0.1220, Sem 0.1220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.296e-01 Score 95.803 Data time: 0.2056, Forward time: 2.2585, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.5112 [2020-11-16 16:29:54,760][root][INFO] - ===> Epoch[575](15004/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.295e-01 Score 95.968 Data time: 0.1846, Forward time: 2.2585, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.8298 [2020-11-16 16:29:59,719][root][INFO] - ===> Epoch[575](15005/26): Loss 0.1046, Sem 0.1046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.295e-01 Score 96.467 Data time: 0.2095, Forward time: 2.2584, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 4.8622 [2020-11-16 16:30:05,299][root][INFO] - ===> Epoch[575](15006/26): Loss 0.1071, Sem 0.1071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.294e-01 Score 96.418 Data time: 0.1887, Forward time: 2.2584, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.4821 [2020-11-16 16:30:11,932][root][INFO] - ===> Epoch[575](15007/26): Loss 0.1029, Sem 0.1029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.294e-01 Score 96.671 Data time: 0.3675, Forward time: 2.2585, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 6.5379 [2020-11-16 16:30:17,275][root][INFO] - ===> Epoch[575](15008/26): Loss 0.0936, Sem 0.0936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.294e-01 Score 96.671 Data time: 0.2073, Forward time: 2.2586, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.2461 [2020-11-16 16:30:22,651][root][INFO] - ===> Epoch[575](15009/26): Loss 0.1107, Sem 0.1107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.293e-01 Score 95.802 Data time: 0.1687, Forward time: 2.2585, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.2699 [2020-11-16 16:30:29,017][root][INFO] - ===> Epoch[575](15010/26): Loss 0.1106, Sem 0.1106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.293e-01 Score 96.035 Data time: 0.2387, Forward time: 2.2586, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 6.2860 [2020-11-16 16:30:34,235][root][INFO] - ===> Epoch[575](15011/26): Loss 0.0989, Sem 0.0989, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.292e-01 Score 96.371 Data time: 0.1781, Forward time: 2.2586, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 5.1030 [2020-11-16 16:30:39,144][root][INFO] - ===> Epoch[575](15012/26): Loss 0.1091, Sem 0.1091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.292e-01 Score 96.326 Data time: 0.1356, Forward time: 2.2585, Backward time: 3.0466, DDP time: 0.0047, Total iter time: 4.7993 [2020-11-16 16:30:45,899][root][INFO] - ===> Epoch[575](15013/26): Loss 0.0927, Sem 0.0927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.292e-01 Score 96.743 Data time: 0.1654, Forward time: 2.2584, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.6980 [2020-11-16 16:30:51,645][root][INFO] - ===> Epoch[575](15014/26): Loss 0.0946, Sem 0.0946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.291e-01 Score 96.811 Data time: 0.2181, Forward time: 2.2584, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.6700 [2020-11-16 16:30:56,758][root][INFO] - ===> Epoch[575](15015/26): Loss 0.0972, Sem 0.0972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.291e-01 Score 96.542 Data time: 0.1829, Forward time: 2.2584, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.0388 [2020-11-16 16:31:02,902][root][INFO] - ===> Epoch[575](15016/26): Loss 0.0967, Sem 0.0967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.290e-01 Score 96.632 Data time: 0.2486, Forward time: 2.2584, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 6.0570 [2020-11-16 16:31:08,325][root][INFO] - ===> Epoch[575](15017/26): Loss 0.1114, Sem 0.1114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.290e-01 Score 96.235 Data time: 0.1667, Forward time: 2.2584, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.3250 [2020-11-16 16:31:15,930][root][INFO] - ===> Epoch[575](15018/26): Loss 0.1111, Sem 0.1111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.289e-01 Score 96.166 Data time: 0.1966, Forward time: 2.2584, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 7.5212 [2020-11-16 16:31:21,399][root][INFO] - ===> Epoch[575](15019/26): Loss 0.1086, Sem 0.1086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.289e-01 Score 96.002 Data time: 0.2090, Forward time: 2.2584, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.3904 [2020-11-16 16:31:26,144][root][INFO] - ===> Epoch[575](15020/26): Loss 0.1158, Sem 0.1158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.289e-01 Score 95.926 Data time: 0.1939, Forward time: 2.2584, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.6410 [2020-11-16 16:31:31,028][root][INFO] - ===> Epoch[575](15021/26): Loss 0.1112, Sem 0.1112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.288e-01 Score 96.035 Data time: 0.1724, Forward time: 2.2584, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.7942 [2020-11-16 16:31:36,201][root][INFO] - ===> Epoch[575](15022/26): Loss 0.1075, Sem 0.1075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.288e-01 Score 96.411 Data time: 0.2009, Forward time: 2.2584, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.0757 [2020-11-16 16:31:42,443][root][INFO] - ===> Epoch[576](15023/26): Loss 0.1030, Sem 0.1030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.287e-01 Score 96.511 Data time: 0.1753, Forward time: 2.2583, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 6.1464 [2020-11-16 16:31:47,499][root][INFO] - ===> Epoch[576](15024/26): Loss 0.1061, Sem 0.1061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.287e-01 Score 96.184 Data time: 0.1781, Forward time: 2.2583, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.0012 [2020-11-16 16:31:52,850][root][INFO] - ===> Epoch[576](15025/26): Loss 0.1077, Sem 0.1077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.287e-01 Score 96.046 Data time: 0.1945, Forward time: 2.2583, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.2780 [2020-11-16 16:31:58,729][root][INFO] - ===> Epoch[576](15026/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.286e-01 Score 96.004 Data time: 0.2260, Forward time: 2.2583, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 5.7707 [2020-11-16 16:32:04,819][root][INFO] - ===> Epoch[576](15027/26): Loss 0.0821, Sem 0.0821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.286e-01 Score 97.108 Data time: 0.2000, Forward time: 2.2583, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.9787 [2020-11-16 16:32:10,349][root][INFO] - ===> Epoch[576](15028/26): Loss 0.1064, Sem 0.1064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.285e-01 Score 96.364 Data time: 0.1455, Forward time: 2.2583, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.4450 [2020-11-16 16:32:15,530][root][INFO] - ===> Epoch[576](15029/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.285e-01 Score 95.636 Data time: 0.1751, Forward time: 2.2582, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.1219 [2020-11-16 16:32:22,752][root][INFO] - ===> Epoch[576](15030/26): Loss 0.1071, Sem 0.1071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.284e-01 Score 96.175 Data time: 0.1734, Forward time: 2.2582, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 7.1361 [2020-11-16 16:32:27,602][root][INFO] - ===> Epoch[576](15031/26): Loss 0.1001, Sem 0.1001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.284e-01 Score 96.649 Data time: 0.1577, Forward time: 2.2582, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.7646 [2020-11-16 16:32:32,249][root][INFO] - ===> Epoch[576](15032/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.284e-01 Score 96.125 Data time: 0.1587, Forward time: 2.2581, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.5710 [2020-11-16 16:32:39,160][root][INFO] - ===> Epoch[576](15033/26): Loss 0.1223, Sem 0.1223, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.283e-01 Score 95.652 Data time: 0.1505, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.8152 [2020-11-16 16:32:45,806][root][INFO] - ===> Epoch[576](15034/26): Loss 0.0980, Sem 0.0980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.283e-01 Score 96.518 Data time: 0.2133, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.5596 [2020-11-16 16:32:52,083][root][INFO] - ===> Epoch[576](15035/26): Loss 0.1096, Sem 0.1096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.282e-01 Score 96.168 Data time: 0.3464, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.1519 [2020-11-16 16:32:57,257][root][INFO] - ===> Epoch[576](15036/26): Loss 0.1100, Sem 0.1100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.282e-01 Score 96.259 Data time: 0.2231, Forward time: 2.2582, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.0560 [2020-11-16 16:33:03,374][root][INFO] - ===> Epoch[576](15037/26): Loss 0.0908, Sem 0.0908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.282e-01 Score 96.783 Data time: 0.1951, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.0151 [2020-11-16 16:33:09,283][root][INFO] - ===> Epoch[576](15038/26): Loss 0.1117, Sem 0.1117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.281e-01 Score 96.140 Data time: 0.2154, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.8127 [2020-11-16 16:33:15,667][root][INFO] - ===> Epoch[576](15039/26): Loss 0.1101, Sem 0.1101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.281e-01 Score 95.853 Data time: 0.3391, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.2724 [2020-11-16 16:33:20,823][root][INFO] - ===> Epoch[576](15040/26): Loss 0.0959, Sem 0.0959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.280e-01 Score 96.726 Data time: 0.2148, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.0398 [2020-11-16 16:33:25,779][root][INFO] - ===> Epoch[576](15041/26): Loss 0.0968, Sem 0.0968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.280e-01 Score 96.662 Data time: 0.2148, Forward time: 2.2583, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.8413 [2020-11-16 16:33:31,474][root][INFO] - ===> Epoch[576](15042/26): Loss 0.0991, Sem 0.0991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.280e-01 Score 96.417 Data time: 0.1230, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.5900 [2020-11-16 16:33:36,314][root][INFO] - ===> Epoch[576](15043/26): Loss 0.0925, Sem 0.0925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.279e-01 Score 96.817 Data time: 0.2253, Forward time: 2.2583, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.7775 [2020-11-16 16:33:41,367][root][INFO] - ===> Epoch[576](15044/26): Loss 0.1069, Sem 0.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.279e-01 Score 96.199 Data time: 0.2000, Forward time: 2.2583, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.9525 [2020-11-16 16:33:47,068][root][INFO] - ===> Epoch[576](15045/26): Loss 0.1132, Sem 0.1132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.278e-01 Score 96.269 Data time: 0.1546, Forward time: 2.2582, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.5947 [2020-11-16 16:33:53,358][root][INFO] - ===> Epoch[576](15046/26): Loss 0.1032, Sem 0.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.278e-01 Score 96.377 Data time: 0.2386, Forward time: 2.2583, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.2373 [2020-11-16 16:34:00,706][root][INFO] - ===> Epoch[576](15047/26): Loss 0.1201, Sem 0.1201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.277e-01 Score 95.786 Data time: 0.2250, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 7.2251 [2020-11-16 16:34:05,919][root][INFO] - ===> Epoch[576](15048/26): Loss 0.1036, Sem 0.1036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.277e-01 Score 96.205 Data time: 0.2178, Forward time: 2.2583, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.1183 [2020-11-16 16:34:11,981][root][INFO] - ===> Epoch[577](15049/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.277e-01 Score 96.302 Data time: 0.1567, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.9431 [2020-11-16 16:34:17,135][root][INFO] - ===> Epoch[577](15050/26): Loss 0.1220, Sem 0.1220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.276e-01 Score 95.682 Data time: 0.1946, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.0752 [2020-11-16 16:34:21,564][root][INFO] - ===> Epoch[577](15051/26): Loss 0.1168, Sem 0.1168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.276e-01 Score 95.827 Data time: 0.2291, Forward time: 2.2583, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.3097 [2020-11-16 16:34:27,565][root][INFO] - ===> Epoch[577](15052/26): Loss 0.1233, Sem 0.1233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.275e-01 Score 95.817 Data time: 0.1901, Forward time: 2.2583, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.8980 [2020-11-16 16:34:33,777][root][INFO] - ===> Epoch[577](15053/26): Loss 0.1058, Sem 0.1058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.275e-01 Score 96.306 Data time: 0.2181, Forward time: 2.2583, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.1079 [2020-11-16 16:34:40,184][root][INFO] - ===> Epoch[577](15054/26): Loss 0.1120, Sem 0.1120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.275e-01 Score 96.087 Data time: 0.2251, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.3054 [2020-11-16 16:34:46,586][root][INFO] - ===> Epoch[577](15055/26): Loss 0.1334, Sem 0.1334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.274e-01 Score 95.469 Data time: 0.2064, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.2914 [2020-11-16 16:34:50,927][root][INFO] - ===> Epoch[577](15056/26): Loss 0.1124, Sem 0.1124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.274e-01 Score 96.187 Data time: 0.1575, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.2567 [2020-11-16 16:34:55,184][root][INFO] - ===> Epoch[577](15057/26): Loss 0.1022, Sem 0.1022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.273e-01 Score 96.352 Data time: 0.1728, Forward time: 2.2582, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.1826 [2020-11-16 16:35:01,654][root][INFO] - ===> Epoch[577](15058/26): Loss 0.1208, Sem 0.1208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.273e-01 Score 95.873 Data time: 0.1579, Forward time: 2.2582, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.3964 [2020-11-16 16:35:07,633][root][INFO] - ===> Epoch[577](15059/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.272e-01 Score 95.793 Data time: 0.2583, Forward time: 2.2582, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.8915 [2020-11-16 16:35:12,141][root][INFO] - ===> Epoch[577](15060/26): Loss 0.1024, Sem 0.1024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.272e-01 Score 96.476 Data time: 0.1956, Forward time: 2.2582, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.3862 [2020-11-16 16:35:17,489][root][INFO] - ===> Epoch[577](15061/26): Loss 0.1046, Sem 0.1046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.272e-01 Score 96.261 Data time: 0.1788, Forward time: 2.2582, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.2536 [2020-11-16 16:35:23,920][root][INFO] - ===> Epoch[577](15062/26): Loss 0.1041, Sem 0.1041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.271e-01 Score 96.543 Data time: 0.1980, Forward time: 2.2582, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.3524 [2020-11-16 16:35:28,977][root][INFO] - ===> Epoch[577](15063/26): Loss 0.0924, Sem 0.0924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.271e-01 Score 96.713 Data time: 0.2015, Forward time: 2.2582, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.9671 [2020-11-16 16:35:34,315][root][INFO] - ===> Epoch[577](15064/26): Loss 0.0982, Sem 0.0982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.270e-01 Score 96.723 Data time: 0.1996, Forward time: 2.2582, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.2679 [2020-11-16 16:35:40,168][root][INFO] - ===> Epoch[577](15065/26): Loss 0.1089, Sem 0.1089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.270e-01 Score 96.296 Data time: 0.2372, Forward time: 2.2582, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.7689 [2020-11-16 16:35:45,868][root][INFO] - ===> Epoch[577](15066/26): Loss 0.1083, Sem 0.1083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.270e-01 Score 96.196 Data time: 0.1892, Forward time: 2.2582, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.5904 [2020-11-16 16:35:51,574][root][INFO] - ===> Epoch[577](15067/26): Loss 0.1218, Sem 0.1218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.269e-01 Score 95.673 Data time: 0.2415, Forward time: 2.2582, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.6175 [2020-11-16 16:35:58,494][root][INFO] - ===> Epoch[577](15068/26): Loss 0.1144, Sem 0.1144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.269e-01 Score 96.023 Data time: 0.1665, Forward time: 2.2582, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.8092 [2020-11-16 16:36:04,714][root][INFO] - ===> Epoch[577](15069/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.268e-01 Score 96.230 Data time: 0.2194, Forward time: 2.2582, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.1572 [2020-11-16 16:36:10,486][root][INFO] - ===> Epoch[577](15070/26): Loss 0.1004, Sem 0.1004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.268e-01 Score 96.299 Data time: 0.2672, Forward time: 2.2583, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.6590 [2020-11-16 16:36:17,117][root][INFO] - ===> Epoch[577](15071/26): Loss 0.1173, Sem 0.1173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.267e-01 Score 95.565 Data time: 0.3460, Forward time: 2.2584, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.5078 [2020-11-16 16:36:22,512][root][INFO] - ===> Epoch[577](15072/26): Loss 0.1018, Sem 0.1018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.267e-01 Score 96.448 Data time: 0.1555, Forward time: 2.2584, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.2788 [2020-11-16 16:36:28,560][root][INFO] - ===> Epoch[577](15073/26): Loss 0.1221, Sem 0.1221, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.267e-01 Score 95.631 Data time: 0.1916, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.9578 [2020-11-16 16:36:34,439][root][INFO] - ===> Epoch[577](15074/26): Loss 0.1211, Sem 0.1211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.266e-01 Score 95.758 Data time: 0.2735, Forward time: 2.2585, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.7680 [2020-11-16 16:36:39,987][root][INFO] - ===> Epoch[578](15075/26): Loss 0.0830, Sem 0.0830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.266e-01 Score 97.158 Data time: 0.2195, Forward time: 2.2585, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.4337 [2020-11-16 16:36:45,737][root][INFO] - ===> Epoch[578](15076/26): Loss 0.1031, Sem 0.1031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.265e-01 Score 96.027 Data time: 0.1254, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6584 [2020-11-16 16:36:50,614][root][INFO] - ===> Epoch[578](15077/26): Loss 0.1037, Sem 0.1037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.265e-01 Score 96.450 Data time: 0.1860, Forward time: 2.2584, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.8362 [2020-11-16 16:36:58,617][root][INFO] - ===> Epoch[578](15078/26): Loss 0.1069, Sem 0.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.265e-01 Score 96.194 Data time: 0.2008, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 7.9105 [2020-11-16 16:37:04,613][root][INFO] - ===> Epoch[578](15079/26): Loss 0.1146, Sem 0.1146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.264e-01 Score 95.860 Data time: 0.1573, Forward time: 2.2583, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.9008 [2020-11-16 16:37:10,803][root][INFO] - ===> Epoch[578](15080/26): Loss 0.0891, Sem 0.0891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.264e-01 Score 96.848 Data time: 0.2349, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.1321 [2020-11-16 16:37:17,167][root][INFO] - ===> Epoch[578](15081/26): Loss 0.0951, Sem 0.0951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.263e-01 Score 96.716 Data time: 0.2272, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.2575 [2020-11-16 16:37:22,442][root][INFO] - ===> Epoch[578](15082/26): Loss 0.1150, Sem 0.1150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.263e-01 Score 95.996 Data time: 0.2052, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.1702 [2020-11-16 16:37:27,311][root][INFO] - ===> Epoch[578](15083/26): Loss 0.1306, Sem 0.1306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.263e-01 Score 95.635 Data time: 0.1593, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.7673 [2020-11-16 16:37:31,851][root][INFO] - ===> Epoch[578](15084/26): Loss 0.1136, Sem 0.1136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.262e-01 Score 96.163 Data time: 0.1979, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.4375 [2020-11-16 16:37:37,691][root][INFO] - ===> Epoch[578](15085/26): Loss 0.1295, Sem 0.1295, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.262e-01 Score 95.569 Data time: 0.2280, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.7385 [2020-11-16 16:37:43,706][root][INFO] - ===> Epoch[578](15086/26): Loss 0.1030, Sem 0.1030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.261e-01 Score 96.359 Data time: 0.2005, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.9150 [2020-11-16 16:37:49,445][root][INFO] - ===> Epoch[578](15087/26): Loss 0.1233, Sem 0.1233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.261e-01 Score 95.838 Data time: 0.2008, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6388 [2020-11-16 16:37:54,681][root][INFO] - ===> Epoch[578](15088/26): Loss 0.0981, Sem 0.0981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.260e-01 Score 96.534 Data time: 0.1935, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.1446 [2020-11-16 16:38:01,787][root][INFO] - ===> Epoch[578](15089/26): Loss 0.1302, Sem 0.1302, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.260e-01 Score 95.940 Data time: 0.3528, Forward time: 2.2586, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 7.0173 [2020-11-16 16:38:06,893][root][INFO] - ===> Epoch[578](15090/26): Loss 0.1059, Sem 0.1059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.260e-01 Score 96.321 Data time: 0.1544, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.9935 [2020-11-16 16:38:12,455][root][INFO] - ===> Epoch[578](15091/26): Loss 0.1286, Sem 0.1286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.259e-01 Score 95.691 Data time: 0.1890, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.4588 [2020-11-16 16:38:17,791][root][INFO] - ===> Epoch[578](15092/26): Loss 0.1069, Sem 0.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.259e-01 Score 96.511 Data time: 0.2222, Forward time: 2.2586, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.2565 [2020-11-16 16:38:23,718][root][INFO] - ===> Epoch[578](15093/26): Loss 0.1102, Sem 0.1102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.258e-01 Score 96.170 Data time: 0.2373, Forward time: 2.2586, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.7994 [2020-11-16 16:38:28,433][root][INFO] - ===> Epoch[578](15094/26): Loss 0.1074, Sem 0.1074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.258e-01 Score 96.423 Data time: 0.1677, Forward time: 2.2585, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.6261 [2020-11-16 16:38:33,557][root][INFO] - ===> Epoch[578](15095/26): Loss 0.0978, Sem 0.0978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.258e-01 Score 96.628 Data time: 0.1913, Forward time: 2.2585, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.0317 [2020-11-16 16:38:38,816][root][INFO] - ===> Epoch[578](15096/26): Loss 0.1116, Sem 0.1116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.257e-01 Score 96.004 Data time: 0.1740, Forward time: 2.2585, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.1649 [2020-11-16 16:38:44,530][root][INFO] - ===> Epoch[578](15097/26): Loss 0.1262, Sem 0.1262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.257e-01 Score 95.822 Data time: 0.2052, Forward time: 2.2585, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.6287 [2020-11-16 16:38:51,070][root][INFO] - ===> Epoch[578](15098/26): Loss 0.1094, Sem 0.1094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.256e-01 Score 96.149 Data time: 0.1623, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.4546 [2020-11-16 16:38:56,264][root][INFO] - ===> Epoch[578](15099/26): Loss 0.1009, Sem 0.1009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.256e-01 Score 96.437 Data time: 0.1774, Forward time: 2.2584, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.1157 [2020-11-16 16:39:02,494][root][INFO] - ===> Epoch[578](15100/26): Loss 0.1138, Sem 0.1138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.255e-01 Score 96.267 Data time: 0.2014, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.1458 [2020-11-16 16:39:07,241][root][INFO] - ===> Epoch[579](15101/26): Loss 0.1673, Sem 0.1673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.255e-01 Score 94.825 Data time: 0.1891, Forward time: 2.2584, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.6375 [2020-11-16 16:39:13,812][root][INFO] - ===> Epoch[579](15102/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.255e-01 Score 96.129 Data time: 0.1565, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.4599 [2020-11-16 16:39:18,915][root][INFO] - ===> Epoch[579](15103/26): Loss 0.1226, Sem 0.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.254e-01 Score 95.733 Data time: 0.1668, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.0336 [2020-11-16 16:39:24,644][root][INFO] - ===> Epoch[579](15104/26): Loss 0.1189, Sem 0.1189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.254e-01 Score 96.130 Data time: 0.1690, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6291 [2020-11-16 16:39:31,049][root][INFO] - ===> Epoch[579](15105/26): Loss 0.1322, Sem 0.1322, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.253e-01 Score 95.690 Data time: 0.2229, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.3246 [2020-11-16 16:39:36,520][root][INFO] - ===> Epoch[579](15106/26): Loss 0.1139, Sem 0.1139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.253e-01 Score 96.104 Data time: 0.2292, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.3428 [2020-11-16 16:39:41,288][root][INFO] - ===> Epoch[579](15107/26): Loss 0.1103, Sem 0.1103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.253e-01 Score 96.132 Data time: 0.1712, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.6579 [2020-11-16 16:39:48,111][root][INFO] - ===> Epoch[579](15108/26): Loss 0.1220, Sem 0.1220, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.252e-01 Score 95.765 Data time: 0.1453, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.7315 [2020-11-16 16:39:52,910][root][INFO] - ===> Epoch[579](15109/26): Loss 0.1686, Sem 0.1686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.252e-01 Score 94.440 Data time: 0.1794, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.7140 [2020-11-16 16:39:59,123][root][INFO] - ===> Epoch[579](15110/26): Loss 0.1187, Sem 0.1187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.251e-01 Score 95.987 Data time: 0.1635, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.1195 [2020-11-16 16:40:04,693][root][INFO] - ===> Epoch[579](15111/26): Loss 0.1154, Sem 0.1154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.251e-01 Score 96.062 Data time: 0.1950, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4541 [2020-11-16 16:40:09,310][root][INFO] - ===> Epoch[579](15112/26): Loss 0.1080, Sem 0.1080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.251e-01 Score 96.364 Data time: 0.1850, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.5300 [2020-11-16 16:40:15,065][root][INFO] - ===> Epoch[579](15113/26): Loss 0.1396, Sem 0.1396, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.250e-01 Score 95.452 Data time: 0.2139, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6688 [2020-11-16 16:40:21,204][root][INFO] - ===> Epoch[579](15114/26): Loss 0.1159, Sem 0.1159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.250e-01 Score 95.828 Data time: 0.1974, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.0303 [2020-11-16 16:40:27,650][root][INFO] - ===> Epoch[579](15115/26): Loss 0.1227, Sem 0.1227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.249e-01 Score 96.049 Data time: 0.2016, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.3439 [2020-11-16 16:40:32,542][root][INFO] - ===> Epoch[579](15116/26): Loss 0.1265, Sem 0.1265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.249e-01 Score 95.348 Data time: 0.1640, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.7990 [2020-11-16 16:40:38,095][root][INFO] - ===> Epoch[579](15117/26): Loss 0.1423, Sem 0.1423, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.248e-01 Score 94.994 Data time: 0.1392, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4739 [2020-11-16 16:40:42,968][root][INFO] - ===> Epoch[579](15118/26): Loss 0.1232, Sem 0.1232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.248e-01 Score 95.543 Data time: 0.1055, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.8185 [2020-11-16 16:40:48,595][root][INFO] - ===> Epoch[579](15119/26): Loss 0.1163, Sem 0.1163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.248e-01 Score 96.155 Data time: 0.1340, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.5893 [2020-11-16 16:40:54,680][root][INFO] - ===> Epoch[579](15120/26): Loss 0.1468, Sem 0.1468, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.247e-01 Score 95.119 Data time: 0.2725, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.0038 [2020-11-16 16:40:59,554][root][INFO] - ===> Epoch[579](15121/26): Loss 0.1264, Sem 0.1264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.247e-01 Score 95.576 Data time: 0.2426, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.7633 [2020-11-16 16:41:04,827][root][INFO] - ===> Epoch[579](15122/26): Loss 0.1241, Sem 0.1241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.246e-01 Score 95.800 Data time: 0.2353, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1607 [2020-11-16 16:41:10,037][root][INFO] - ===> Epoch[579](15123/26): Loss 0.1780, Sem 0.1780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.246e-01 Score 95.148 Data time: 0.2573, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.0822 [2020-11-16 16:41:17,431][root][INFO] - ===> Epoch[579](15124/26): Loss 0.1380, Sem 0.1380, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.246e-01 Score 95.427 Data time: 0.1841, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 7.2979 [2020-11-16 16:41:22,623][root][INFO] - ===> Epoch[579](15125/26): Loss 0.1262, Sem 0.1262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.245e-01 Score 95.724 Data time: 0.2322, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.0728 [2020-11-16 16:41:27,960][root][INFO] - ===> Epoch[579](15126/26): Loss 0.1503, Sem 0.1503, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.245e-01 Score 95.174 Data time: 0.1936, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2307 [2020-11-16 16:41:35,255][root][INFO] - ===> Epoch[580](15127/26): Loss 0.1449, Sem 0.1449, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.244e-01 Score 95.155 Data time: 0.2319, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 7.2001 [2020-11-16 16:41:40,989][root][INFO] - ===> Epoch[580](15128/26): Loss 0.1339, Sem 0.1339, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.244e-01 Score 95.433 Data time: 0.2659, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.6159 [2020-11-16 16:41:46,989][root][INFO] - ===> Epoch[580](15129/26): Loss 0.1438, Sem 0.1438, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.243e-01 Score 95.586 Data time: 0.2785, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.8835 [2020-11-16 16:41:53,110][root][INFO] - ===> Epoch[580](15130/26): Loss 0.1335, Sem 0.1335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.243e-01 Score 95.289 Data time: 0.1971, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.9967 [2020-11-16 16:41:58,415][root][INFO] - ===> Epoch[580](15131/26): Loss 0.1054, Sem 0.1054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.243e-01 Score 96.563 Data time: 0.1796, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2191 [2020-11-16 16:42:03,298][root][INFO] - ===> Epoch[580](15132/26): Loss 0.1574, Sem 0.1574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.242e-01 Score 94.749 Data time: 0.1482, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.7970 [2020-11-16 16:42:08,370][root][INFO] - ===> Epoch[580](15133/26): Loss 0.1287, Sem 0.1287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.242e-01 Score 95.490 Data time: 0.1407, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.0028 [2020-11-16 16:42:13,544][root][INFO] - ===> Epoch[580](15134/26): Loss 0.1339, Sem 0.1339, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.241e-01 Score 95.369 Data time: 0.1839, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1128 [2020-11-16 16:42:18,058][root][INFO] - ===> Epoch[580](15135/26): Loss 0.1378, Sem 0.1378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.241e-01 Score 95.206 Data time: 0.1559, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.4334 [2020-11-16 16:42:23,255][root][INFO] - ===> Epoch[580](15136/26): Loss 0.1261, Sem 0.1261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.241e-01 Score 95.692 Data time: 0.2380, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.1287 [2020-11-16 16:42:29,250][root][INFO] - ===> Epoch[580](15137/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.240e-01 Score 95.597 Data time: 0.2121, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.9042 [2020-11-16 16:42:35,489][root][INFO] - ===> Epoch[580](15138/26): Loss 0.1378, Sem 0.1378, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.240e-01 Score 95.419 Data time: 0.2120, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.1460 [2020-11-16 16:42:41,559][root][INFO] - ===> Epoch[580](15139/26): Loss 0.1451, Sem 0.1451, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.239e-01 Score 95.228 Data time: 0.1206, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.9624 [2020-11-16 16:42:48,423][root][INFO] - ===> Epoch[580](15140/26): Loss 0.1206, Sem 0.1206, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.239e-01 Score 95.781 Data time: 0.2618, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.8162 [2020-11-16 16:42:54,199][root][INFO] - ===> Epoch[580](15141/26): Loss 0.1151, Sem 0.1151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.238e-01 Score 96.288 Data time: 0.1933, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.6664 [2020-11-16 16:42:59,324][root][INFO] - ===> Epoch[580](15142/26): Loss 0.1159, Sem 0.1159, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.238e-01 Score 96.000 Data time: 0.1729, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.0402 [2020-11-16 16:43:05,120][root][INFO] - ===> Epoch[580](15143/26): Loss 0.1706, Sem 0.1706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.238e-01 Score 94.180 Data time: 0.2282, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.6981 [2020-11-16 16:43:12,179][root][INFO] - ===> Epoch[580](15144/26): Loss 0.1244, Sem 0.1244, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.237e-01 Score 95.746 Data time: 0.3747, Forward time: 2.2582, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.9508 [2020-11-16 16:43:17,627][root][INFO] - ===> Epoch[580](15145/26): Loss 0.1109, Sem 0.1109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.237e-01 Score 96.251 Data time: 0.2230, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.2974 [2020-11-16 16:43:23,205][root][INFO] - ===> Epoch[580](15146/26): Loss 0.1102, Sem 0.1102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.236e-01 Score 96.166 Data time: 0.2836, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.4732 [2020-11-16 16:43:29,258][root][INFO] - ===> Epoch[580](15147/26): Loss 0.1596, Sem 0.1596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.236e-01 Score 94.750 Data time: 0.2645, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.9438 [2020-11-16 16:43:34,641][root][INFO] - ===> Epoch[580](15148/26): Loss 0.1085, Sem 0.1085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.236e-01 Score 96.421 Data time: 0.1888, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2729 [2020-11-16 16:43:40,447][root][INFO] - ===> Epoch[580](15149/26): Loss 0.1264, Sem 0.1264, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.235e-01 Score 95.630 Data time: 0.1918, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.7170 [2020-11-16 16:43:45,683][root][INFO] - ===> Epoch[580](15150/26): Loss 0.1263, Sem 0.1263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.235e-01 Score 95.694 Data time: 0.2015, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1544 [2020-11-16 16:43:50,827][root][INFO] - ===> Epoch[580](15151/26): Loss 0.1532, Sem 0.1532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.234e-01 Score 95.403 Data time: 0.1689, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.0290 [2020-11-16 16:43:56,246][root][INFO] - ===> Epoch[580](15152/26): Loss 0.1161, Sem 0.1161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.234e-01 Score 96.004 Data time: 0.2230, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.3125 [2020-11-16 16:44:01,762][root][INFO] - ===> Epoch[581](15153/26): Loss 0.1215, Sem 0.1215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.234e-01 Score 95.914 Data time: 0.2495, Forward time: 2.2584, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.3978 [2020-11-16 16:44:08,631][root][INFO] - ===> Epoch[581](15154/26): Loss 0.1153, Sem 0.1153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.233e-01 Score 96.071 Data time: 0.1943, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.7488 [2020-11-16 16:44:14,243][root][INFO] - ===> Epoch[581](15155/26): Loss 0.1168, Sem 0.1168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.233e-01 Score 96.080 Data time: 0.1050, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.4942 [2020-11-16 16:44:18,876][root][INFO] - ===> Epoch[581](15156/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.232e-01 Score 95.882 Data time: 0.1345, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.5863 [2020-11-16 16:44:26,685][root][INFO] - ===> Epoch[581](15157/26): Loss 0.1386, Sem 0.1386, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.232e-01 Score 95.377 Data time: 0.1590, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 7.7414 [2020-11-16 16:44:31,773][root][INFO] - ===> Epoch[581](15158/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.231e-01 Score 95.576 Data time: 0.1702, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.0039 [2020-11-16 16:44:37,552][root][INFO] - ===> Epoch[581](15159/26): Loss 0.1215, Sem 0.1215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.231e-01 Score 96.024 Data time: 0.2465, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.6791 [2020-11-16 16:44:42,492][root][INFO] - ===> Epoch[581](15160/26): Loss 0.1547, Sem 0.1547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.231e-01 Score 95.154 Data time: 0.2025, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.8067 [2020-11-16 16:44:48,087][root][INFO] - ===> Epoch[581](15161/26): Loss 0.1282, Sem 0.1282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.230e-01 Score 95.844 Data time: 0.2026, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4979 [2020-11-16 16:44:53,914][root][INFO] - ===> Epoch[581](15162/26): Loss 0.1227, Sem 0.1227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.230e-01 Score 95.755 Data time: 0.2209, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.7244 [2020-11-16 16:44:58,031][root][INFO] - ===> Epoch[581](15163/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.229e-01 Score 95.337 Data time: 0.1607, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 3.9956 [2020-11-16 16:45:04,002][root][INFO] - ===> Epoch[581](15164/26): Loss 0.1413, Sem 0.1413, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.229e-01 Score 95.319 Data time: 0.1921, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.8906 [2020-11-16 16:45:08,877][root][INFO] - ===> Epoch[581](15165/26): Loss 0.1116, Sem 0.1116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.229e-01 Score 96.197 Data time: 0.1798, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.7702 [2020-11-16 16:45:13,915][root][INFO] - ===> Epoch[581](15166/26): Loss 0.1153, Sem 0.1153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.228e-01 Score 96.142 Data time: 0.1263, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.9497 [2020-11-16 16:45:19,441][root][INFO] - ===> Epoch[581](15167/26): Loss 0.1125, Sem 0.1125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.228e-01 Score 96.122 Data time: 0.1590, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.4334 [2020-11-16 16:45:24,950][root][INFO] - ===> Epoch[581](15168/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.227e-01 Score 96.002 Data time: 0.2444, Forward time: 2.2580, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.4137 [2020-11-16 16:45:31,555][root][INFO] - ===> Epoch[581](15169/26): Loss 0.1062, Sem 0.1062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.227e-01 Score 96.331 Data time: 0.1978, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.4885 [2020-11-16 16:45:37,889][root][INFO] - ===> Epoch[581](15170/26): Loss 0.1094, Sem 0.1094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.226e-01 Score 96.255 Data time: 0.2121, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.2085 [2020-11-16 16:45:44,173][root][INFO] - ===> Epoch[581](15171/26): Loss 0.1480, Sem 0.1480, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.226e-01 Score 95.242 Data time: 0.3400, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.1804 [2020-11-16 16:45:50,207][root][INFO] - ===> Epoch[581](15172/26): Loss 0.1164, Sem 0.1164, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.226e-01 Score 96.053 Data time: 0.1969, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.9160 [2020-11-16 16:45:56,186][root][INFO] - ===> Epoch[581](15173/26): Loss 0.1250, Sem 0.1250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.225e-01 Score 95.702 Data time: 0.2698, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.8786 [2020-11-16 16:46:02,253][root][INFO] - ===> Epoch[581](15174/26): Loss 0.1243, Sem 0.1243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.225e-01 Score 95.746 Data time: 0.1107, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.9554 [2020-11-16 16:46:08,011][root][INFO] - ===> Epoch[581](15175/26): Loss 0.1481, Sem 0.1481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.224e-01 Score 95.450 Data time: 0.1351, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.6900 [2020-11-16 16:46:13,261][root][INFO] - ===> Epoch[581](15176/26): Loss 0.1041, Sem 0.1041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.224e-01 Score 96.461 Data time: 0.1605, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.1995 [2020-11-16 16:46:19,219][root][INFO] - ===> Epoch[581](15177/26): Loss 0.1262, Sem 0.1262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.224e-01 Score 95.639 Data time: 0.2115, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.8950 [2020-11-16 16:46:24,918][root][INFO] - ===> Epoch[581](15178/26): Loss 0.1233, Sem 0.1233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.223e-01 Score 95.761 Data time: 0.2005, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.6038 [2020-11-16 16:46:30,737][root][INFO] - ===> Epoch[582](15179/26): Loss 0.1233, Sem 0.1233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.223e-01 Score 95.978 Data time: 0.2259, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.7204 [2020-11-16 16:46:35,792][root][INFO] - ===> Epoch[582](15180/26): Loss 0.1204, Sem 0.1204, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.222e-01 Score 96.001 Data time: 0.2114, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.9459 [2020-11-16 16:46:40,990][root][INFO] - ===> Epoch[582](15181/26): Loss 0.1218, Sem 0.1218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.222e-01 Score 95.831 Data time: 0.1880, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.1000 [2020-11-16 16:46:46,528][root][INFO] - ===> Epoch[582](15182/26): Loss 0.1259, Sem 0.1259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.221e-01 Score 95.670 Data time: 0.1871, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.4450 [2020-11-16 16:46:53,009][root][INFO] - ===> Epoch[582](15183/26): Loss 0.1124, Sem 0.1124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.221e-01 Score 96.035 Data time: 0.1661, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.3914 [2020-11-16 16:46:57,848][root][INFO] - ===> Epoch[582](15184/26): Loss 0.1253, Sem 0.1253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.221e-01 Score 95.752 Data time: 0.1694, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.7429 [2020-11-16 16:47:04,158][root][INFO] - ===> Epoch[582](15185/26): Loss 0.1361, Sem 0.1361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.220e-01 Score 95.151 Data time: 0.2206, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.2142 [2020-11-16 16:47:09,866][root][INFO] - ===> Epoch[582](15186/26): Loss 0.1235, Sem 0.1235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.220e-01 Score 95.803 Data time: 0.2408, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.5873 [2020-11-16 16:47:14,949][root][INFO] - ===> Epoch[582](15187/26): Loss 0.1011, Sem 0.1011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.219e-01 Score 96.612 Data time: 0.1496, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.9674 [2020-11-16 16:47:20,226][root][INFO] - ===> Epoch[582](15188/26): Loss 0.1105, Sem 0.1105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.219e-01 Score 96.279 Data time: 0.2181, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.1777 [2020-11-16 16:47:25,826][root][INFO] - ===> Epoch[582](15189/26): Loss 0.1102, Sem 0.1102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.219e-01 Score 96.256 Data time: 0.2036, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4932 [2020-11-16 16:47:31,188][root][INFO] - ===> Epoch[582](15190/26): Loss 0.1198, Sem 0.1198, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.218e-01 Score 95.861 Data time: 0.2440, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2780 [2020-11-16 16:47:37,474][root][INFO] - ===> Epoch[582](15191/26): Loss 0.0937, Sem 0.0937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.218e-01 Score 96.866 Data time: 0.2120, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.1813 [2020-11-16 16:47:43,078][root][INFO] - ===> Epoch[582](15192/26): Loss 0.1018, Sem 0.1018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.217e-01 Score 96.443 Data time: 0.1895, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.5306 [2020-11-16 16:47:48,708][root][INFO] - ===> Epoch[582](15193/26): Loss 0.0990, Sem 0.0990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.217e-01 Score 96.611 Data time: 0.1940, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.5355 [2020-11-16 16:47:54,457][root][INFO] - ===> Epoch[582](15194/26): Loss 0.1157, Sem 0.1157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.216e-01 Score 96.263 Data time: 0.2314, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6536 [2020-11-16 16:48:00,176][root][INFO] - ===> Epoch[582](15195/26): Loss 0.1346, Sem 0.1346, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.216e-01 Score 95.393 Data time: 0.1382, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.6072 [2020-11-16 16:48:05,952][root][INFO] - ===> Epoch[582](15196/26): Loss 0.1208, Sem 0.1208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.216e-01 Score 95.905 Data time: 0.2290, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.6987 [2020-11-16 16:48:11,494][root][INFO] - ===> Epoch[582](15197/26): Loss 0.1012, Sem 0.1012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.215e-01 Score 96.497 Data time: 0.1362, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4346 [2020-11-16 16:48:16,710][root][INFO] - ===> Epoch[582](15198/26): Loss 0.1138, Sem 0.1138, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.215e-01 Score 96.109 Data time: 0.1827, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.1455 [2020-11-16 16:48:21,986][root][INFO] - ===> Epoch[582](15199/26): Loss 0.1243, Sem 0.1243, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.214e-01 Score 95.951 Data time: 0.1993, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.1872 [2020-11-16 16:48:27,726][root][INFO] - ===> Epoch[582](15200/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.214e-01 Score 95.645 Data time: 0.1923, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.6175 [2020-11-16 16:48:34,493][root][INFO] - ===> Epoch[582](15201/26): Loss 0.1053, Sem 0.1053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.214e-01 Score 96.396 Data time: 0.2043, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.6640 [2020-11-16 16:48:39,412][root][INFO] - ===> Epoch[582](15202/26): Loss 0.1077, Sem 0.1077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.213e-01 Score 96.240 Data time: 0.2032, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.7933 [2020-11-16 16:48:45,802][root][INFO] - ===> Epoch[582](15203/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.213e-01 Score 95.998 Data time: 0.1673, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.2770 [2020-11-16 16:48:51,196][root][INFO] - ===> Epoch[582](15204/26): Loss 0.1068, Sem 0.1068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.212e-01 Score 96.267 Data time: 0.2196, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.3048 [2020-11-16 16:48:59,046][root][INFO] - ===> Epoch[583](15205/26): Loss 0.1230, Sem 0.1230, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.212e-01 Score 95.548 Data time: 0.2585, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 7.7479 [2020-11-16 16:49:04,569][root][INFO] - ===> Epoch[583](15206/26): Loss 0.1182, Sem 0.1182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.212e-01 Score 95.782 Data time: 0.2350, Forward time: 2.2582, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.4116 [2020-11-16 16:49:09,723][root][INFO] - ===> Epoch[583](15207/26): Loss 0.1335, Sem 0.1335, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.211e-01 Score 94.994 Data time: 0.1728, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.0288 [2020-11-16 16:49:16,309][root][INFO] - ===> Epoch[583](15208/26): Loss 0.1205, Sem 0.1205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.211e-01 Score 95.969 Data time: 0.1869, Forward time: 2.2582, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.4881 [2020-11-16 16:49:21,968][root][INFO] - ===> Epoch[583](15209/26): Loss 0.1324, Sem 0.1324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.210e-01 Score 95.314 Data time: 0.1339, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.5658 [2020-11-16 16:49:28,429][root][INFO] - ===> Epoch[583](15210/26): Loss 0.0952, Sem 0.0952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.210e-01 Score 96.630 Data time: 0.1724, Forward time: 2.2580, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 6.3769 [2020-11-16 16:49:33,830][root][INFO] - ===> Epoch[583](15211/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.209e-01 Score 95.476 Data time: 0.2562, Forward time: 2.2581, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.3100 [2020-11-16 16:49:39,268][root][INFO] - ===> Epoch[583](15212/26): Loss 0.1313, Sem 0.1313, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.209e-01 Score 95.664 Data time: 0.2651, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.3383 [2020-11-16 16:49:45,326][root][INFO] - ===> Epoch[583](15213/26): Loss 0.1045, Sem 0.1045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.209e-01 Score 96.168 Data time: 0.2276, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.9517 [2020-11-16 16:49:50,595][root][INFO] - ===> Epoch[583](15214/26): Loss 0.1080, Sem 0.1080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.208e-01 Score 96.280 Data time: 0.2365, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.1735 [2020-11-16 16:49:57,086][root][INFO] - ===> Epoch[583](15215/26): Loss 0.1106, Sem 0.1106, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.208e-01 Score 96.209 Data time: 0.3658, Forward time: 2.2583, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.3751 [2020-11-16 16:50:03,174][root][INFO] - ===> Epoch[583](15216/26): Loss 0.1132, Sem 0.1132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.207e-01 Score 96.202 Data time: 0.1949, Forward time: 2.2583, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.9270 [2020-11-16 16:50:09,101][root][INFO] - ===> Epoch[583](15217/26): Loss 0.1122, Sem 0.1122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.207e-01 Score 96.198 Data time: 0.2818, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.8343 [2020-11-16 16:50:15,415][root][INFO] - ===> Epoch[583](15218/26): Loss 0.1327, Sem 0.1327, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.207e-01 Score 95.426 Data time: 0.1768, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.2067 [2020-11-16 16:50:20,539][root][INFO] - ===> Epoch[583](15219/26): Loss 0.1026, Sem 0.1026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.206e-01 Score 96.392 Data time: 0.1696, Forward time: 2.2583, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.0483 [2020-11-16 16:50:26,440][root][INFO] - ===> Epoch[583](15220/26): Loss 0.1026, Sem 0.1026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.206e-01 Score 96.451 Data time: 0.2337, Forward time: 2.2583, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.8318 [2020-11-16 16:50:32,047][root][INFO] - ===> Epoch[583](15221/26): Loss 0.1116, Sem 0.1116, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.205e-01 Score 95.952 Data time: 0.1644, Forward time: 2.2583, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.4897 [2020-11-16 16:50:36,762][root][INFO] - ===> Epoch[583](15222/26): Loss 0.1111, Sem 0.1111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.205e-01 Score 95.957 Data time: 0.1318, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 4.6259 [2020-11-16 16:50:42,391][root][INFO] - ===> Epoch[583](15223/26): Loss 0.1218, Sem 0.1218, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.204e-01 Score 95.820 Data time: 0.2740, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.5623 [2020-11-16 16:50:48,406][root][INFO] - ===> Epoch[583](15224/26): Loss 0.1214, Sem 0.1214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.204e-01 Score 95.550 Data time: 0.1682, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.9057 [2020-11-16 16:50:54,093][root][INFO] - ===> Epoch[583](15225/26): Loss 0.1078, Sem 0.1078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.204e-01 Score 96.233 Data time: 0.0998, Forward time: 2.2581, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.6058 [2020-11-16 16:50:59,881][root][INFO] - ===> Epoch[583](15226/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.203e-01 Score 96.433 Data time: 0.2777, Forward time: 2.2581, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.7484 [2020-11-16 16:51:04,710][root][INFO] - ===> Epoch[583](15227/26): Loss 0.1000, Sem 0.1000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.203e-01 Score 96.615 Data time: 0.2548, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 4.7075 [2020-11-16 16:51:09,917][root][INFO] - ===> Epoch[583](15228/26): Loss 0.1105, Sem 0.1105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.202e-01 Score 96.146 Data time: 0.2210, Forward time: 2.2582, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.1086 [2020-11-16 16:51:15,603][root][INFO] - ===> Epoch[583](15229/26): Loss 0.1162, Sem 0.1162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.202e-01 Score 95.932 Data time: 0.2384, Forward time: 2.2582, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.5616 [2020-11-16 16:51:22,108][root][INFO] - ===> Epoch[583](15230/26): Loss 0.1101, Sem 0.1101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.202e-01 Score 96.217 Data time: 0.1934, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.3918 [2020-11-16 16:51:27,038][root][INFO] - ===> Epoch[584](15231/26): Loss 0.1095, Sem 0.1095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.201e-01 Score 96.314 Data time: 0.2260, Forward time: 2.2582, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.8260 [2020-11-16 16:51:32,902][root][INFO] - ===> Epoch[584](15232/26): Loss 0.1207, Sem 0.1207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.201e-01 Score 95.694 Data time: 0.2635, Forward time: 2.2583, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.7593 [2020-11-16 16:51:38,045][root][INFO] - ===> Epoch[584](15233/26): Loss 0.1012, Sem 0.1012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.200e-01 Score 96.470 Data time: 0.1928, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.0196 [2020-11-16 16:51:44,300][root][INFO] - ===> Epoch[584](15234/26): Loss 0.1162, Sem 0.1162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.200e-01 Score 95.910 Data time: 0.1595, Forward time: 2.2583, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.1399 [2020-11-16 16:51:49,696][root][INFO] - ===> Epoch[584](15235/26): Loss 0.1030, Sem 0.1030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.199e-01 Score 96.431 Data time: 0.2357, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.3337 [2020-11-16 16:51:54,729][root][INFO] - ===> Epoch[584](15236/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.199e-01 Score 95.872 Data time: 0.2164, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.9214 [2020-11-16 16:51:59,656][root][INFO] - ===> Epoch[584](15237/26): Loss 0.1032, Sem 0.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.199e-01 Score 96.387 Data time: 0.1590, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.8300 [2020-11-16 16:52:05,558][root][INFO] - ===> Epoch[584](15238/26): Loss 0.1068, Sem 0.1068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.198e-01 Score 96.428 Data time: 0.1573, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.8167 [2020-11-16 16:52:11,798][root][INFO] - ===> Epoch[584](15239/26): Loss 0.1041, Sem 0.1041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.198e-01 Score 96.240 Data time: 0.3182, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.1694 [2020-11-16 16:52:17,347][root][INFO] - ===> Epoch[584](15240/26): Loss 0.1262, Sem 0.1262, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.197e-01 Score 95.757 Data time: 0.1889, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.4244 [2020-11-16 16:52:22,250][root][INFO] - ===> Epoch[584](15241/26): Loss 0.0982, Sem 0.0982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.197e-01 Score 96.570 Data time: 0.2245, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.8083 [2020-11-16 16:52:28,493][root][INFO] - ===> Epoch[584](15242/26): Loss 0.1181, Sem 0.1181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.197e-01 Score 96.088 Data time: 0.2065, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.1434 [2020-11-16 16:52:34,495][root][INFO] - ===> Epoch[584](15243/26): Loss 0.1126, Sem 0.1126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.196e-01 Score 96.111 Data time: 0.1423, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.8990 [2020-11-16 16:52:39,826][root][INFO] - ===> Epoch[584](15244/26): Loss 0.1193, Sem 0.1193, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.196e-01 Score 95.752 Data time: 0.1922, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2467 [2020-11-16 16:52:45,386][root][INFO] - ===> Epoch[584](15245/26): Loss 0.1133, Sem 0.1133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.195e-01 Score 96.021 Data time: 0.1687, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4511 [2020-11-16 16:52:51,989][root][INFO] - ===> Epoch[584](15246/26): Loss 0.1254, Sem 0.1254, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.195e-01 Score 95.684 Data time: 0.1820, Forward time: 2.2582, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.5070 [2020-11-16 16:52:56,973][root][INFO] - ===> Epoch[584](15247/26): Loss 0.1044, Sem 0.1044, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.194e-01 Score 96.432 Data time: 0.1937, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.8855 [2020-11-16 16:53:02,693][root][INFO] - ===> Epoch[584](15248/26): Loss 0.1131, Sem 0.1131, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.194e-01 Score 96.125 Data time: 0.2145, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.6036 [2020-11-16 16:53:08,575][root][INFO] - ===> Epoch[584](15249/26): Loss 0.1208, Sem 0.1208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.194e-01 Score 95.583 Data time: 0.1421, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.7674 [2020-11-16 16:53:14,838][root][INFO] - ===> Epoch[584](15250/26): Loss 0.1093, Sem 0.1093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.193e-01 Score 96.111 Data time: 0.1825, Forward time: 2.2582, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.1650 [2020-11-16 16:53:21,645][root][INFO] - ===> Epoch[584](15251/26): Loss 0.1388, Sem 0.1388, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.193e-01 Score 95.245 Data time: 0.1996, Forward time: 2.2582, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.7237 [2020-11-16 16:53:26,463][root][INFO] - ===> Epoch[584](15252/26): Loss 0.1073, Sem 0.1073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.192e-01 Score 95.906 Data time: 0.2042, Forward time: 2.2582, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.7310 [2020-11-16 16:53:33,174][root][INFO] - ===> Epoch[584](15253/26): Loss 0.1325, Sem 0.1325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.192e-01 Score 95.434 Data time: 0.2192, Forward time: 2.2583, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.6213 [2020-11-16 16:53:40,967][root][INFO] - ===> Epoch[584](15254/26): Loss 0.1209, Sem 0.1209, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.192e-01 Score 95.625 Data time: 0.2459, Forward time: 2.2584, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 7.6876 [2020-11-16 16:53:45,664][root][INFO] - ===> Epoch[584](15255/26): Loss 0.1587, Sem 0.1587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.191e-01 Score 94.560 Data time: 0.1707, Forward time: 2.2583, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 4.5773 [2020-11-16 16:53:51,642][root][INFO] - ===> Epoch[584](15256/26): Loss 0.1341, Sem 0.1341, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.191e-01 Score 95.539 Data time: 0.1620, Forward time: 2.2583, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.8992 [2020-11-16 16:53:58,346][root][INFO] - ===> Epoch[585](15257/26): Loss 0.1108, Sem 0.1108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.190e-01 Score 96.145 Data time: 0.1860, Forward time: 2.2583, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 6.6246 [2020-11-16 16:54:03,756][root][INFO] - ===> Epoch[585](15258/26): Loss 0.1285, Sem 0.1285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.190e-01 Score 95.692 Data time: 0.1527, Forward time: 2.2582, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.3085 [2020-11-16 16:54:09,404][root][INFO] - ===> Epoch[585](15259/26): Loss 0.1049, Sem 0.1049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.189e-01 Score 96.423 Data time: 0.1694, Forward time: 2.2582, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.5861 [2020-11-16 16:54:14,239][root][INFO] - ===> Epoch[585](15260/26): Loss 0.1253, Sem 0.1253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.189e-01 Score 95.776 Data time: 0.1726, Forward time: 2.2582, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.7351 [2020-11-16 16:54:20,688][root][INFO] - ===> Epoch[585](15261/26): Loss 0.1297, Sem 0.1297, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.189e-01 Score 95.604 Data time: 0.1106, Forward time: 2.2581, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.3585 [2020-11-16 16:54:26,695][root][INFO] - ===> Epoch[585](15262/26): Loss 0.1267, Sem 0.1267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.188e-01 Score 95.408 Data time: 0.1838, Forward time: 2.2581, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.9408 [2020-11-16 16:54:31,146][root][INFO] - ===> Epoch[585](15263/26): Loss 0.0988, Sem 0.0988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.188e-01 Score 96.707 Data time: 0.1587, Forward time: 2.2580, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.3756 [2020-11-16 16:54:35,675][root][INFO] - ===> Epoch[585](15264/26): Loss 0.1201, Sem 0.1201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.187e-01 Score 95.909 Data time: 0.1535, Forward time: 2.2580, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.4495 [2020-11-16 16:54:41,948][root][INFO] - ===> Epoch[585](15265/26): Loss 0.1011, Sem 0.1011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.187e-01 Score 96.477 Data time: 0.1786, Forward time: 2.2580, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.1918 [2020-11-16 16:54:49,464][root][INFO] - ===> Epoch[585](15266/26): Loss 0.1183, Sem 0.1183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.187e-01 Score 95.950 Data time: 0.1644, Forward time: 2.2579, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 7.4010 [2020-11-16 16:54:55,732][root][INFO] - ===> Epoch[585](15267/26): Loss 0.1134, Sem 0.1134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.186e-01 Score 95.976 Data time: 0.1632, Forward time: 2.2579, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.1802 [2020-11-16 16:55:03,075][root][INFO] - ===> Epoch[585](15268/26): Loss 0.1331, Sem 0.1331, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.186e-01 Score 95.455 Data time: 0.1889, Forward time: 2.2579, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 7.2439 [2020-11-16 16:55:07,762][root][INFO] - ===> Epoch[585](15269/26): Loss 0.1442, Sem 0.1442, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.185e-01 Score 95.321 Data time: 0.1395, Forward time: 2.2578, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.5788 [2020-11-16 16:55:13,745][root][INFO] - ===> Epoch[585](15270/26): Loss 0.1038, Sem 0.1038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.185e-01 Score 96.482 Data time: 0.1752, Forward time: 2.2578, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.9059 [2020-11-16 16:55:19,708][root][INFO] - ===> Epoch[585](15271/26): Loss 0.1334, Sem 0.1334, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.185e-01 Score 95.316 Data time: 0.1886, Forward time: 2.2578, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.8696 [2020-11-16 16:55:26,262][root][INFO] - ===> Epoch[585](15272/26): Loss 0.1086, Sem 0.1086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.184e-01 Score 96.115 Data time: 0.1610, Forward time: 2.2577, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 6.4737 [2020-11-16 16:55:32,166][root][INFO] - ===> Epoch[585](15273/26): Loss 0.0973, Sem 0.0973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.184e-01 Score 96.648 Data time: 0.2597, Forward time: 2.2578, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.8242 [2020-11-16 16:55:38,069][root][INFO] - ===> Epoch[585](15274/26): Loss 0.1089, Sem 0.1089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.183e-01 Score 96.297 Data time: 0.1894, Forward time: 2.2578, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.7887 [2020-11-16 16:55:44,005][root][INFO] - ===> Epoch[585](15275/26): Loss 0.1285, Sem 0.1285, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.183e-01 Score 95.476 Data time: 0.2179, Forward time: 2.2577, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.8385 [2020-11-16 16:55:51,257][root][INFO] - ===> Epoch[585](15276/26): Loss 0.1146, Sem 0.1146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.182e-01 Score 95.801 Data time: 0.2507, Forward time: 2.2578, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 7.1585 [2020-11-16 16:55:56,169][root][INFO] - ===> Epoch[585](15277/26): Loss 0.1387, Sem 0.1387, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.182e-01 Score 95.155 Data time: 0.2112, Forward time: 2.2578, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 4.7645 [2020-11-16 16:56:01,269][root][INFO] - ===> Epoch[585](15278/26): Loss 0.1100, Sem 0.1100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.182e-01 Score 96.439 Data time: 0.1106, Forward time: 2.2577, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 4.9959 [2020-11-16 16:56:06,542][root][INFO] - ===> Epoch[585](15279/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.181e-01 Score 96.117 Data time: 0.1466, Forward time: 2.2576, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.2236 [2020-11-16 16:56:12,560][root][INFO] - ===> Epoch[585](15280/26): Loss 0.1070, Sem 0.1070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.181e-01 Score 96.153 Data time: 0.1744, Forward time: 2.2576, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.9436 [2020-11-16 16:56:17,960][root][INFO] - ===> Epoch[585](15281/26): Loss 0.1094, Sem 0.1094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.180e-01 Score 96.280 Data time: 0.1285, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.3139 [2020-11-16 16:56:25,214][root][INFO] - ===> Epoch[585](15282/26): Loss 0.1107, Sem 0.1107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.180e-01 Score 96.206 Data time: 0.1732, Forward time: 2.2575, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 7.1855 [2020-11-16 16:56:30,853][root][INFO] - ===> Epoch[586](15283/26): Loss 0.1114, Sem 0.1114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.180e-01 Score 96.204 Data time: 0.1744, Forward time: 2.2575, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.5388 [2020-11-16 16:56:35,623][root][INFO] - ===> Epoch[586](15284/26): Loss 0.0950, Sem 0.0950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.179e-01 Score 96.719 Data time: 0.1254, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 4.6869 [2020-11-16 16:56:41,066][root][INFO] - ===> Epoch[586](15285/26): Loss 0.0980, Sem 0.0980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.179e-01 Score 96.520 Data time: 0.1854, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.3747 [2020-11-16 16:56:46,920][root][INFO] - ===> Epoch[586](15286/26): Loss 0.1129, Sem 0.1129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.178e-01 Score 96.156 Data time: 0.1914, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.7522 [2020-11-16 16:56:53,687][root][INFO] - ===> Epoch[586](15287/26): Loss 0.1132, Sem 0.1132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.178e-01 Score 96.192 Data time: 0.3618, Forward time: 2.2575, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 6.6792 [2020-11-16 16:56:58,484][root][INFO] - ===> Epoch[586](15288/26): Loss 0.0954, Sem 0.0954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.177e-01 Score 96.617 Data time: 0.1855, Forward time: 2.2575, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 4.6739 [2020-11-16 16:57:04,693][root][INFO] - ===> Epoch[586](15289/26): Loss 0.0946, Sem 0.0946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.177e-01 Score 96.591 Data time: 0.1865, Forward time: 2.2575, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 6.1097 [2020-11-16 16:57:09,467][root][INFO] - ===> Epoch[586](15290/26): Loss 0.0925, Sem 0.0925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.177e-01 Score 96.858 Data time: 0.1633, Forward time: 2.2575, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 4.6508 [2020-11-16 16:57:14,856][root][INFO] - ===> Epoch[586](15291/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.176e-01 Score 96.196 Data time: 0.1746, Forward time: 2.2574, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.3015 [2020-11-16 16:57:19,849][root][INFO] - ===> Epoch[586](15292/26): Loss 0.1184, Sem 0.1184, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.176e-01 Score 95.987 Data time: 0.2065, Forward time: 2.2574, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.8843 [2020-11-16 16:57:25,372][root][INFO] - ===> Epoch[586](15293/26): Loss 0.1113, Sem 0.1113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.175e-01 Score 96.018 Data time: 0.2291, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.3876 [2020-11-16 16:57:31,575][root][INFO] - ===> Epoch[586](15294/26): Loss 0.1009, Sem 0.1009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.175e-01 Score 96.569 Data time: 0.2095, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 6.0750 [2020-11-16 16:57:38,575][root][INFO] - ===> Epoch[586](15295/26): Loss 0.1078, Sem 0.1078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.175e-01 Score 96.334 Data time: 0.2569, Forward time: 2.2576, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 6.8813 [2020-11-16 16:57:43,343][root][INFO] - ===> Epoch[586](15296/26): Loss 0.1097, Sem 0.1097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.174e-01 Score 95.912 Data time: 0.1558, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.6404 [2020-11-16 16:57:49,681][root][INFO] - ===> Epoch[586](15297/26): Loss 0.1147, Sem 0.1147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.174e-01 Score 96.218 Data time: 0.1516, Forward time: 2.2575, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 6.2521 [2020-11-16 16:57:55,496][root][INFO] - ===> Epoch[586](15298/26): Loss 0.1169, Sem 0.1169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.173e-01 Score 96.078 Data time: 0.1531, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.7204 [2020-11-16 16:58:00,509][root][INFO] - ===> Epoch[586](15299/26): Loss 0.1170, Sem 0.1170, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.173e-01 Score 96.053 Data time: 0.2363, Forward time: 2.2574, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 4.9265 [2020-11-16 16:58:07,246][root][INFO] - ===> Epoch[586](15300/26): Loss 0.1111, Sem 0.1111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.172e-01 Score 96.149 Data time: 0.3530, Forward time: 2.2576, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 6.6367 [2020-11-16 16:58:12,314][root][INFO] - ===> Epoch[586](15301/26): Loss 0.1096, Sem 0.1096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.172e-01 Score 96.078 Data time: 0.2356, Forward time: 2.2576, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.9486 [2020-11-16 16:58:16,908][root][INFO] - ===> Epoch[586](15302/26): Loss 0.0981, Sem 0.0981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.172e-01 Score 96.703 Data time: 0.1602, Forward time: 2.2576, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 4.4901 [2020-11-16 16:58:22,479][root][INFO] - ===> Epoch[586](15303/26): Loss 0.1082, Sem 0.1082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.171e-01 Score 96.298 Data time: 0.2302, Forward time: 2.2576, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.4855 [2020-11-16 16:58:27,122][root][INFO] - ===> Epoch[586](15304/26): Loss 0.1166, Sem 0.1166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.171e-01 Score 96.013 Data time: 0.1929, Forward time: 2.2576, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 4.5226 [2020-11-16 16:58:33,662][root][INFO] - ===> Epoch[586](15305/26): Loss 0.1043, Sem 0.1043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.170e-01 Score 96.485 Data time: 0.1736, Forward time: 2.2576, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 6.4416 [2020-11-16 16:58:39,958][root][INFO] - ===> Epoch[586](15306/26): Loss 0.1069, Sem 0.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.170e-01 Score 96.352 Data time: 0.2453, Forward time: 2.2576, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 6.1787 [2020-11-16 16:58:46,520][root][INFO] - ===> Epoch[586](15307/26): Loss 0.1016, Sem 0.1016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.170e-01 Score 96.542 Data time: 0.1897, Forward time: 2.2576, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 6.4391 [2020-11-16 16:58:51,451][root][INFO] - ===> Epoch[586](15308/26): Loss 0.0954, Sem 0.0954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.169e-01 Score 96.709 Data time: 0.1947, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.8333 [2020-11-16 16:58:56,715][root][INFO] - ===> Epoch[587](15309/26): Loss 0.1361, Sem 0.1361, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.169e-01 Score 95.380 Data time: 0.1730, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.1720 [2020-11-16 16:59:02,052][root][INFO] - ===> Epoch[587](15310/26): Loss 0.1203, Sem 0.1203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.168e-01 Score 95.964 Data time: 0.2078, Forward time: 2.2575, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.2363 [2020-11-16 16:59:07,461][root][INFO] - ===> Epoch[587](15311/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.168e-01 Score 95.776 Data time: 0.2424, Forward time: 2.2576, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.2932 [2020-11-16 16:59:12,962][root][INFO] - ===> Epoch[587](15312/26): Loss 0.0895, Sem 0.0895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.167e-01 Score 96.910 Data time: 0.2091, Forward time: 2.2576, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.3819 [2020-11-16 16:59:18,727][root][INFO] - ===> Epoch[587](15313/26): Loss 0.1068, Sem 0.1068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.167e-01 Score 96.289 Data time: 0.1785, Forward time: 2.2576, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.6339 [2020-11-16 16:59:23,345][root][INFO] - ===> Epoch[587](15314/26): Loss 0.1076, Sem 0.1076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.167e-01 Score 96.274 Data time: 0.1944, Forward time: 2.2576, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 4.5257 [2020-11-16 16:59:29,563][root][INFO] - ===> Epoch[587](15315/26): Loss 0.1092, Sem 0.1092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.166e-01 Score 96.342 Data time: 0.2697, Forward time: 2.2577, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 6.1187 [2020-11-16 16:59:34,473][root][INFO] - ===> Epoch[587](15316/26): Loss 0.1130, Sem 0.1130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.166e-01 Score 96.111 Data time: 0.1930, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 4.7985 [2020-11-16 16:59:40,232][root][INFO] - ===> Epoch[587](15317/26): Loss 0.1083, Sem 0.1083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.165e-01 Score 95.994 Data time: 0.2089, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.6520 [2020-11-16 16:59:45,989][root][INFO] - ===> Epoch[587](15318/26): Loss 0.1112, Sem 0.1112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.165e-01 Score 95.933 Data time: 0.2139, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.6595 [2020-11-16 16:59:52,521][root][INFO] - ===> Epoch[587](15319/26): Loss 0.0959, Sem 0.0959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.165e-01 Score 96.713 Data time: 0.3599, Forward time: 2.2578, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.4259 [2020-11-16 16:59:58,800][root][INFO] - ===> Epoch[587](15320/26): Loss 0.0965, Sem 0.0965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.164e-01 Score 96.687 Data time: 0.1887, Forward time: 2.2578, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.1530 [2020-11-16 17:00:04,642][root][INFO] - ===> Epoch[587](15321/26): Loss 0.1096, Sem 0.1096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.164e-01 Score 96.183 Data time: 0.2718, Forward time: 2.2579, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.7551 [2020-11-16 17:00:09,852][root][INFO] - ===> Epoch[587](15322/26): Loss 0.0999, Sem 0.0999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.163e-01 Score 96.449 Data time: 0.1804, Forward time: 2.2579, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.1059 [2020-11-16 17:00:14,725][root][INFO] - ===> Epoch[587](15323/26): Loss 0.1047, Sem 0.1047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.163e-01 Score 96.412 Data time: 0.1603, Forward time: 2.2578, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.7925 [2020-11-16 17:00:21,883][root][INFO] - ===> Epoch[587](15324/26): Loss 0.1234, Sem 0.1234, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.162e-01 Score 95.837 Data time: 0.1339, Forward time: 2.2577, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 7.0654 [2020-11-16 17:00:29,262][root][INFO] - ===> Epoch[587](15325/26): Loss 0.0943, Sem 0.0943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.162e-01 Score 96.761 Data time: 0.1488, Forward time: 2.2577, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 7.3263 [2020-11-16 17:00:34,684][root][INFO] - ===> Epoch[587](15326/26): Loss 0.1177, Sem 0.1177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.162e-01 Score 95.894 Data time: 0.1642, Forward time: 2.2577, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.3311 [2020-11-16 17:00:40,777][root][INFO] - ===> Epoch[587](15327/26): Loss 0.1027, Sem 0.1027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.161e-01 Score 96.361 Data time: 0.1946, Forward time: 2.2577, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.9891 [2020-11-16 17:00:45,851][root][INFO] - ===> Epoch[587](15328/26): Loss 0.1063, Sem 0.1063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.161e-01 Score 96.403 Data time: 0.2229, Forward time: 2.2577, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 4.9580 [2020-11-16 17:00:51,250][root][INFO] - ===> Epoch[587](15329/26): Loss 0.1113, Sem 0.1113, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.160e-01 Score 96.043 Data time: 0.1716, Forward time: 2.2576, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.3076 [2020-11-16 17:00:55,802][root][INFO] - ===> Epoch[587](15330/26): Loss 0.0948, Sem 0.0948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.160e-01 Score 96.780 Data time: 0.2005, Forward time: 2.2576, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 4.4605 [2020-11-16 17:01:01,182][root][INFO] - ===> Epoch[587](15331/26): Loss 0.1242, Sem 0.1242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.160e-01 Score 95.832 Data time: 0.2011, Forward time: 2.2577, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.2916 [2020-11-16 17:01:07,429][root][INFO] - ===> Epoch[587](15332/26): Loss 0.1088, Sem 0.1088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.159e-01 Score 96.118 Data time: 0.1581, Forward time: 2.2576, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 6.1505 [2020-11-16 17:01:14,145][root][INFO] - ===> Epoch[587](15333/26): Loss 0.1277, Sem 0.1277, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.159e-01 Score 95.639 Data time: 0.3121, Forward time: 2.2577, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 6.6474 [2020-11-16 17:01:19,256][root][INFO] - ===> Epoch[587](15334/26): Loss 0.1098, Sem 0.1098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.158e-01 Score 95.998 Data time: 0.2251, Forward time: 2.2577, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 4.9959 [2020-11-16 17:01:25,658][root][INFO] - ===> Epoch[588](15335/26): Loss 0.0964, Sem 0.0964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.158e-01 Score 96.678 Data time: 0.1930, Forward time: 2.2577, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 6.2962 [2020-11-16 17:01:30,557][root][INFO] - ===> Epoch[588](15336/26): Loss 0.1080, Sem 0.1080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.157e-01 Score 95.844 Data time: 0.1460, Forward time: 2.2577, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 4.8181 [2020-11-16 17:01:36,413][root][INFO] - ===> Epoch[588](15337/26): Loss 0.1075, Sem 0.1075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.157e-01 Score 96.222 Data time: 0.1548, Forward time: 2.2576, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.7925 [2020-11-16 17:01:42,197][root][INFO] - ===> Epoch[588](15338/26): Loss 0.0992, Sem 0.0992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.157e-01 Score 96.619 Data time: 0.1752, Forward time: 2.2576, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.7063 [2020-11-16 17:01:48,185][root][INFO] - ===> Epoch[588](15339/26): Loss 0.1006, Sem 0.1006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.156e-01 Score 96.515 Data time: 0.1836, Forward time: 2.2576, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.9122 [2020-11-16 17:01:53,679][root][INFO] - ===> Epoch[588](15340/26): Loss 0.1010, Sem 0.1010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.156e-01 Score 96.503 Data time: 0.1834, Forward time: 2.2576, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.3969 [2020-11-16 17:01:58,573][root][INFO] - ===> Epoch[588](15341/26): Loss 0.1057, Sem 0.1057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.155e-01 Score 96.171 Data time: 0.1846, Forward time: 2.2576, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.7954 [2020-11-16 17:02:04,436][root][INFO] - ===> Epoch[588](15342/26): Loss 0.1050, Sem 0.1050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.155e-01 Score 96.472 Data time: 0.1367, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.7565 [2020-11-16 17:02:10,427][root][INFO] - ===> Epoch[588](15343/26): Loss 0.1256, Sem 0.1256, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.155e-01 Score 95.727 Data time: 0.1590, Forward time: 2.2574, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.9128 [2020-11-16 17:02:16,246][root][INFO] - ===> Epoch[588](15344/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.154e-01 Score 96.136 Data time: 0.1873, Forward time: 2.2575, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.7262 [2020-11-16 17:02:22,025][root][INFO] - ===> Epoch[588](15345/26): Loss 0.1048, Sem 0.1048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.154e-01 Score 96.379 Data time: 0.1642, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.6620 [2020-11-16 17:02:27,898][root][INFO] - ===> Epoch[588](15346/26): Loss 0.1299, Sem 0.1299, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.153e-01 Score 95.806 Data time: 0.1478, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.7547 [2020-11-16 17:02:32,672][root][INFO] - ===> Epoch[588](15347/26): Loss 0.1089, Sem 0.1089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.153e-01 Score 96.436 Data time: 0.1454, Forward time: 2.2573, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 4.7128 [2020-11-16 17:02:39,185][root][INFO] - ===> Epoch[588](15348/26): Loss 0.0922, Sem 0.0922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.152e-01 Score 96.697 Data time: 0.2252, Forward time: 2.2574, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 6.4379 [2020-11-16 17:02:45,640][root][INFO] - ===> Epoch[588](15349/26): Loss 0.1052, Sem 0.1052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.152e-01 Score 96.359 Data time: 0.1764, Forward time: 2.2573, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 6.3319 [2020-11-16 17:02:50,956][root][INFO] - ===> Epoch[588](15350/26): Loss 0.1114, Sem 0.1114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.152e-01 Score 96.044 Data time: 0.1990, Forward time: 2.2573, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.2310 [2020-11-16 17:02:56,836][root][INFO] - ===> Epoch[588](15351/26): Loss 0.1282, Sem 0.1282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.151e-01 Score 95.667 Data time: 0.1620, Forward time: 2.2573, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.7525 [2020-11-16 17:03:03,701][root][INFO] - ===> Epoch[588](15352/26): Loss 0.1080, Sem 0.1080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.151e-01 Score 96.000 Data time: 0.1843, Forward time: 2.2573, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 6.7628 [2020-11-16 17:03:09,379][root][INFO] - ===> Epoch[588](15353/26): Loss 0.1197, Sem 0.1197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.150e-01 Score 95.780 Data time: 0.1812, Forward time: 2.2573, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.5800 [2020-11-16 17:03:15,297][root][INFO] - ===> Epoch[588](15354/26): Loss 0.0992, Sem 0.0992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.150e-01 Score 96.575 Data time: 0.1930, Forward time: 2.2573, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.8383 [2020-11-16 17:03:20,382][root][INFO] - ===> Epoch[588](15355/26): Loss 0.1075, Sem 0.1075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.150e-01 Score 96.316 Data time: 0.2121, Forward time: 2.2573, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 4.9896 [2020-11-16 17:03:25,733][root][INFO] - ===> Epoch[588](15356/26): Loss 0.1013, Sem 0.1013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.149e-01 Score 96.484 Data time: 0.2047, Forward time: 2.2573, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.2571 [2020-11-16 17:03:31,090][root][INFO] - ===> Epoch[588](15357/26): Loss 0.1143, Sem 0.1143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.149e-01 Score 96.052 Data time: 0.1510, Forward time: 2.2573, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.2492 [2020-11-16 17:03:36,144][root][INFO] - ===> Epoch[588](15358/26): Loss 0.1233, Sem 0.1233, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.148e-01 Score 96.262 Data time: 0.1699, Forward time: 2.2572, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 4.9626 [2020-11-16 17:03:41,100][root][INFO] - ===> Epoch[588](15359/26): Loss 0.1225, Sem 0.1225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.148e-01 Score 95.759 Data time: 0.2067, Forward time: 2.2572, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 4.8492 [2020-11-16 17:03:48,932][root][INFO] - ===> Epoch[588](15360/26): Loss 0.1109, Sem 0.1109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.147e-01 Score 96.216 Data time: 0.2046, Forward time: 2.2572, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 7.7304 [2020-11-16 17:03:54,754][root][INFO] - ===> Epoch[589](15361/26): Loss 0.1105, Sem 0.1105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.147e-01 Score 96.234 Data time: 0.2161, Forward time: 2.2573, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.7232 [2020-11-16 17:04:00,531][root][INFO] - ===> Epoch[589](15362/26): Loss 0.1046, Sem 0.1046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.147e-01 Score 96.256 Data time: 0.2533, Forward time: 2.2574, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.6648 [2020-11-16 17:04:05,098][root][INFO] - ===> Epoch[589](15363/26): Loss 0.1126, Sem 0.1126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.146e-01 Score 95.997 Data time: 0.1829, Forward time: 2.2573, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 4.4485 [2020-11-16 17:04:10,941][root][INFO] - ===> Epoch[589](15364/26): Loss 0.1171, Sem 0.1171, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.146e-01 Score 95.868 Data time: 0.2628, Forward time: 2.2574, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.7510 [2020-11-16 17:04:15,752][root][INFO] - ===> Epoch[589](15365/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.145e-01 Score 96.430 Data time: 0.1593, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 4.6832 [2020-11-16 17:04:21,540][root][INFO] - ===> Epoch[589](15366/26): Loss 0.0999, Sem 0.0999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.145e-01 Score 96.656 Data time: 0.2130, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.6914 [2020-11-16 17:04:27,274][root][INFO] - ===> Epoch[589](15367/26): Loss 0.1108, Sem 0.1108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.145e-01 Score 96.394 Data time: 0.2514, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.6196 [2020-11-16 17:04:32,637][root][INFO] - ===> Epoch[589](15368/26): Loss 0.1007, Sem 0.1007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.144e-01 Score 96.566 Data time: 0.2466, Forward time: 2.2575, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.2455 [2020-11-16 17:04:37,448][root][INFO] - ===> Epoch[589](15369/26): Loss 0.1141, Sem 0.1141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.144e-01 Score 95.877 Data time: 0.1988, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.6887 [2020-11-16 17:04:43,044][root][INFO] - ===> Epoch[589](15370/26): Loss 0.1158, Sem 0.1158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.143e-01 Score 95.860 Data time: 0.1645, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.4876 [2020-11-16 17:04:48,930][root][INFO] - ===> Epoch[589](15371/26): Loss 0.1024, Sem 0.1024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.143e-01 Score 96.447 Data time: 0.2032, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.7942 [2020-11-16 17:04:53,954][root][INFO] - ===> Epoch[589](15372/26): Loss 0.0877, Sem 0.0877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.142e-01 Score 96.840 Data time: 0.1925, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.9118 [2020-11-16 17:04:59,594][root][INFO] - ===> Epoch[589](15373/26): Loss 0.1086, Sem 0.1086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.142e-01 Score 96.306 Data time: 0.1663, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.5436 [2020-11-16 17:05:05,327][root][INFO] - ===> Epoch[589](15374/26): Loss 0.1240, Sem 0.1240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.142e-01 Score 95.663 Data time: 0.2359, Forward time: 2.2575, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 5.6540 [2020-11-16 17:05:10,618][root][INFO] - ===> Epoch[589](15375/26): Loss 0.1083, Sem 0.1083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.141e-01 Score 96.187 Data time: 0.2351, Forward time: 2.2576, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.1801 [2020-11-16 17:05:16,746][root][INFO] - ===> Epoch[589](15376/26): Loss 0.1010, Sem 0.1010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.141e-01 Score 96.366 Data time: 0.2113, Forward time: 2.2576, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.9916 [2020-11-16 17:05:22,152][root][INFO] - ===> Epoch[589](15377/26): Loss 0.1103, Sem 0.1103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.140e-01 Score 96.249 Data time: 0.1673, Forward time: 2.2576, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.2989 [2020-11-16 17:05:27,755][root][INFO] - ===> Epoch[589](15378/26): Loss 0.1306, Sem 0.1306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.140e-01 Score 95.264 Data time: 0.1748, Forward time: 2.2576, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.5012 [2020-11-16 17:05:32,404][root][INFO] - ===> Epoch[589](15379/26): Loss 0.1249, Sem 0.1249, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.140e-01 Score 95.778 Data time: 0.1894, Forward time: 2.2575, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 4.5601 [2020-11-16 17:05:37,726][root][INFO] - ===> Epoch[589](15380/26): Loss 0.1013, Sem 0.1013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.139e-01 Score 96.412 Data time: 0.2275, Forward time: 2.2576, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.2242 [2020-11-16 17:05:43,244][root][INFO] - ===> Epoch[589](15381/26): Loss 0.1286, Sem 0.1286, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.139e-01 Score 95.736 Data time: 0.2488, Forward time: 2.2576, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.4332 [2020-11-16 17:05:48,607][root][INFO] - ===> Epoch[589](15382/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.138e-01 Score 96.201 Data time: 0.2441, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.2611 [2020-11-16 17:05:54,505][root][INFO] - ===> Epoch[589](15383/26): Loss 0.1059, Sem 0.1059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.138e-01 Score 96.199 Data time: 0.2534, Forward time: 2.2577, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.7810 [2020-11-16 17:06:00,448][root][INFO] - ===> Epoch[589](15384/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.137e-01 Score 95.638 Data time: 0.1663, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.8077 [2020-11-16 17:06:06,394][root][INFO] - ===> Epoch[589](15385/26): Loss 0.1037, Sem 0.1037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.137e-01 Score 96.382 Data time: 0.1886, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.8528 [2020-11-16 17:06:11,598][root][INFO] - ===> Epoch[589](15386/26): Loss 0.1041, Sem 0.1041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.137e-01 Score 96.314 Data time: 0.2320, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.0819 [2020-11-16 17:06:18,805][root][INFO] - ===> Epoch[590](15387/26): Loss 0.1306, Sem 0.1306, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.136e-01 Score 95.698 Data time: 0.2287, Forward time: 2.2578, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 7.1014 [2020-11-16 17:06:25,022][root][INFO] - ===> Epoch[590](15388/26): Loss 0.1132, Sem 0.1132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.136e-01 Score 95.987 Data time: 0.2038, Forward time: 2.2577, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 6.0983 [2020-11-16 17:06:30,387][root][INFO] - ===> Epoch[590](15389/26): Loss 0.1069, Sem 0.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.135e-01 Score 96.238 Data time: 0.2376, Forward time: 2.2578, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.2717 [2020-11-16 17:06:35,818][root][INFO] - ===> Epoch[590](15390/26): Loss 0.1316, Sem 0.1316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.135e-01 Score 95.140 Data time: 0.1516, Forward time: 2.2577, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.3448 [2020-11-16 17:06:40,991][root][INFO] - ===> Epoch[590](15391/26): Loss 0.1278, Sem 0.1278, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.135e-01 Score 95.666 Data time: 0.1644, Forward time: 2.2577, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.0816 [2020-11-16 17:06:46,309][root][INFO] - ===> Epoch[590](15392/26): Loss 0.1067, Sem 0.1067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.134e-01 Score 96.258 Data time: 0.1513, Forward time: 2.2577, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.2277 [2020-11-16 17:06:50,675][root][INFO] - ===> Epoch[590](15393/26): Loss 0.1153, Sem 0.1153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.134e-01 Score 96.024 Data time: 0.1517, Forward time: 2.2576, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 4.2876 [2020-11-16 17:06:55,049][root][INFO] - ===> Epoch[590](15394/26): Loss 0.1149, Sem 0.1149, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.133e-01 Score 96.128 Data time: 0.1919, Forward time: 2.2576, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.2847 [2020-11-16 17:07:01,855][root][INFO] - ===> Epoch[590](15395/26): Loss 0.1212, Sem 0.1212, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.133e-01 Score 96.030 Data time: 0.2617, Forward time: 2.2576, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.6974 [2020-11-16 17:07:07,898][root][INFO] - ===> Epoch[590](15396/26): Loss 0.0953, Sem 0.0953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.132e-01 Score 96.683 Data time: 0.1835, Forward time: 2.2576, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.9423 [2020-11-16 17:07:13,261][root][INFO] - ===> Epoch[590](15397/26): Loss 0.1263, Sem 0.1263, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.132e-01 Score 95.835 Data time: 0.2327, Forward time: 2.2576, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.2752 [2020-11-16 17:07:18,457][root][INFO] - ===> Epoch[590](15398/26): Loss 0.1129, Sem 0.1129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.132e-01 Score 96.286 Data time: 0.2058, Forward time: 2.2577, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.0746 [2020-11-16 17:07:23,348][root][INFO] - ===> Epoch[590](15399/26): Loss 0.1096, Sem 0.1096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.131e-01 Score 96.102 Data time: 0.1705, Forward time: 2.2576, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.7711 [2020-11-16 17:07:29,482][root][INFO] - ===> Epoch[590](15400/26): Loss 0.1108, Sem 0.1108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.131e-01 Score 96.192 Data time: 0.1568, Forward time: 2.2576, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.0345 [2020-11-16 17:07:34,942][root][INFO] - ===> Epoch[590](15401/26): Loss 0.1036, Sem 0.1036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.130e-01 Score 96.539 Data time: 0.1327, Forward time: 2.2575, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.3831 [2020-11-16 17:07:41,672][root][INFO] - ===> Epoch[590](15402/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.130e-01 Score 96.443 Data time: 0.1881, Forward time: 2.2575, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 6.6789 [2020-11-16 17:07:47,244][root][INFO] - ===> Epoch[590](15403/26): Loss 0.1160, Sem 0.1160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.130e-01 Score 96.361 Data time: 0.2412, Forward time: 2.2575, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.4847 [2020-11-16 17:07:52,925][root][INFO] - ===> Epoch[590](15404/26): Loss 0.1001, Sem 0.1001, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.129e-01 Score 96.575 Data time: 0.1845, Forward time: 2.2575, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.5602 [2020-11-16 17:07:58,263][root][INFO] - ===> Epoch[590](15405/26): Loss 0.1004, Sem 0.1004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.129e-01 Score 96.462 Data time: 0.1648, Forward time: 2.2575, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.2369 [2020-11-16 17:08:03,024][root][INFO] - ===> Epoch[590](15406/26): Loss 0.1051, Sem 0.1051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.128e-01 Score 96.259 Data time: 0.1983, Forward time: 2.2575, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.6315 [2020-11-16 17:08:08,696][root][INFO] - ===> Epoch[590](15407/26): Loss 0.1214, Sem 0.1214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.128e-01 Score 96.206 Data time: 0.2280, Forward time: 2.2575, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.5645 [2020-11-16 17:08:14,917][root][INFO] - ===> Epoch[590](15408/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.127e-01 Score 96.288 Data time: 0.3425, Forward time: 2.2576, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.1333 [2020-11-16 17:08:20,853][root][INFO] - ===> Epoch[590](15409/26): Loss 0.1007, Sem 0.1007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.127e-01 Score 96.522 Data time: 0.2485, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.7995 [2020-11-16 17:08:25,622][root][INFO] - ===> Epoch[590](15410/26): Loss 0.1268, Sem 0.1268, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.127e-01 Score 95.623 Data time: 0.2010, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.6544 [2020-11-16 17:08:30,477][root][INFO] - ===> Epoch[590](15411/26): Loss 0.1186, Sem 0.1186, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.126e-01 Score 96.351 Data time: 0.2179, Forward time: 2.2577, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.7720 [2020-11-16 17:08:36,319][root][INFO] - ===> Epoch[590](15412/26): Loss 0.1126, Sem 0.1126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.126e-01 Score 96.158 Data time: 0.2452, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.7358 [2020-11-16 17:08:43,155][root][INFO] - ===> Epoch[591](15413/26): Loss 0.1185, Sem 0.1185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.125e-01 Score 95.833 Data time: 0.3730, Forward time: 2.2579, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.7317 [2020-11-16 17:08:48,251][root][INFO] - ===> Epoch[591](15414/26): Loss 0.1079, Sem 0.1079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.125e-01 Score 96.088 Data time: 0.1653, Forward time: 2.2578, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.9562 [2020-11-16 17:08:55,397][root][INFO] - ===> Epoch[591](15415/26): Loss 0.1091, Sem 0.1091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.125e-01 Score 96.311 Data time: 0.2670, Forward time: 2.2579, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 7.0626 [2020-11-16 17:09:01,170][root][INFO] - ===> Epoch[591](15416/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.124e-01 Score 96.148 Data time: 0.2375, Forward time: 2.2580, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.6590 [2020-11-16 17:09:06,685][root][INFO] - ===> Epoch[591](15417/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.124e-01 Score 97.322 Data time: 0.2268, Forward time: 2.2580, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.4010 [2020-11-16 17:09:11,416][root][INFO] - ===> Epoch[591](15418/26): Loss 0.1057, Sem 0.1057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.123e-01 Score 96.217 Data time: 0.2211, Forward time: 2.2581, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.6357 [2020-11-16 17:09:17,888][root][INFO] - ===> Epoch[591](15419/26): Loss 0.1081, Sem 0.1081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.123e-01 Score 96.177 Data time: 0.1985, Forward time: 2.2580, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.3763 [2020-11-16 17:09:23,194][root][INFO] - ===> Epoch[591](15420/26): Loss 0.0977, Sem 0.0977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.122e-01 Score 96.502 Data time: 0.1768, Forward time: 2.2580, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.2086 [2020-11-16 17:09:28,755][root][INFO] - ===> Epoch[591](15421/26): Loss 0.1006, Sem 0.1006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.122e-01 Score 96.646 Data time: 0.2518, Forward time: 2.2581, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.4601 [2020-11-16 17:09:33,834][root][INFO] - ===> Epoch[591](15422/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.122e-01 Score 96.158 Data time: 0.2101, Forward time: 2.2581, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.9717 [2020-11-16 17:09:40,271][root][INFO] - ===> Epoch[591](15423/26): Loss 0.1144, Sem 0.1144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.121e-01 Score 96.139 Data time: 0.1524, Forward time: 2.2580, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.3325 [2020-11-16 17:09:44,970][root][INFO] - ===> Epoch[591](15424/26): Loss 0.1271, Sem 0.1271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.121e-01 Score 95.860 Data time: 0.2033, Forward time: 2.2580, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.6302 [2020-11-16 17:09:50,191][root][INFO] - ===> Epoch[591](15425/26): Loss 0.1095, Sem 0.1095, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.120e-01 Score 96.203 Data time: 0.1896, Forward time: 2.2580, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.1267 [2020-11-16 17:09:55,298][root][INFO] - ===> Epoch[591](15426/26): Loss 0.1079, Sem 0.1079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.120e-01 Score 96.260 Data time: 0.2007, Forward time: 2.2580, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.0299 [2020-11-16 17:10:00,730][root][INFO] - ===> Epoch[591](15427/26): Loss 0.1020, Sem 0.1020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.120e-01 Score 96.576 Data time: 0.1876, Forward time: 2.2580, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.3633 [2020-11-16 17:10:05,902][root][INFO] - ===> Epoch[591](15428/26): Loss 0.1038, Sem 0.1038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.119e-01 Score 96.501 Data time: 0.1534, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.0845 [2020-11-16 17:10:11,625][root][INFO] - ===> Epoch[591](15429/26): Loss 0.1115, Sem 0.1115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.119e-01 Score 96.010 Data time: 0.1710, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.6650 [2020-11-16 17:10:17,999][root][INFO] - ===> Epoch[591](15430/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.118e-01 Score 96.128 Data time: 0.1540, Forward time: 2.2579, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.2823 [2020-11-16 17:10:23,104][root][INFO] - ===> Epoch[591](15431/26): Loss 0.1047, Sem 0.1047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.118e-01 Score 96.518 Data time: 0.2186, Forward time: 2.2579, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.0358 [2020-11-16 17:10:27,856][root][INFO] - ===> Epoch[591](15432/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.117e-01 Score 96.236 Data time: 0.1669, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.6481 [2020-11-16 17:10:33,214][root][INFO] - ===> Epoch[591](15433/26): Loss 0.1197, Sem 0.1197, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.117e-01 Score 95.976 Data time: 0.1925, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.2811 [2020-11-16 17:10:39,057][root][INFO] - ===> Epoch[591](15434/26): Loss 0.1180, Sem 0.1180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.117e-01 Score 95.799 Data time: 0.1807, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.7437 [2020-11-16 17:10:46,275][root][INFO] - ===> Epoch[591](15435/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.116e-01 Score 95.927 Data time: 0.2045, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 7.1192 [2020-11-16 17:10:52,039][root][INFO] - ===> Epoch[591](15436/26): Loss 0.0979, Sem 0.0979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.116e-01 Score 96.605 Data time: 0.1964, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.6573 [2020-11-16 17:10:57,463][root][INFO] - ===> Epoch[591](15437/26): Loss 0.1074, Sem 0.1074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.115e-01 Score 96.406 Data time: 0.2020, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.3336 [2020-11-16 17:11:02,748][root][INFO] - ===> Epoch[591](15438/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.115e-01 Score 96.483 Data time: 0.1680, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.1744 [2020-11-16 17:11:08,257][root][INFO] - ===> Epoch[592](15439/26): Loss 0.0938, Sem 0.0938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.115e-01 Score 96.663 Data time: 0.2533, Forward time: 2.2579, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.4160 [2020-11-16 17:11:14,663][root][INFO] - ===> Epoch[592](15440/26): Loss 0.0960, Sem 0.0960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.114e-01 Score 96.669 Data time: 0.1290, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.3059 [2020-11-16 17:11:20,158][root][INFO] - ===> Epoch[592](15441/26): Loss 0.1030, Sem 0.1030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.114e-01 Score 96.330 Data time: 0.2279, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.4547 [2020-11-16 17:11:25,541][root][INFO] - ===> Epoch[592](15442/26): Loss 0.0965, Sem 0.0965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.113e-01 Score 96.662 Data time: 0.2279, Forward time: 2.2579, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.2732 [2020-11-16 17:11:31,170][root][INFO] - ===> Epoch[592](15443/26): Loss 0.0975, Sem 0.0975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.113e-01 Score 96.572 Data time: 0.1818, Forward time: 2.2579, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.5426 [2020-11-16 17:11:36,618][root][INFO] - ===> Epoch[592](15444/26): Loss 0.1247, Sem 0.1247, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.112e-01 Score 95.923 Data time: 0.1867, Forward time: 2.2579, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.3588 [2020-11-16 17:11:42,755][root][INFO] - ===> Epoch[592](15445/26): Loss 0.1124, Sem 0.1124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.112e-01 Score 96.372 Data time: 0.1865, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.0575 [2020-11-16 17:11:47,723][root][INFO] - ===> Epoch[592](15446/26): Loss 0.1044, Sem 0.1044, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.112e-01 Score 96.381 Data time: 0.2047, Forward time: 2.2579, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.8991 [2020-11-16 17:11:53,495][root][INFO] - ===> Epoch[592](15447/26): Loss 0.1117, Sem 0.1117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.111e-01 Score 95.959 Data time: 0.1883, Forward time: 2.2579, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.6787 [2020-11-16 17:12:00,407][root][INFO] - ===> Epoch[592](15448/26): Loss 0.1124, Sem 0.1124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.111e-01 Score 95.766 Data time: 0.2366, Forward time: 2.2579, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.8213 [2020-11-16 17:12:05,380][root][INFO] - ===> Epoch[592](15449/26): Loss 0.1337, Sem 0.1337, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.110e-01 Score 95.552 Data time: 0.2693, Forward time: 2.2579, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.8754 [2020-11-16 17:12:10,920][root][INFO] - ===> Epoch[592](15450/26): Loss 0.0960, Sem 0.0960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.110e-01 Score 96.575 Data time: 0.2467, Forward time: 2.2580, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.4423 [2020-11-16 17:12:16,486][root][INFO] - ===> Epoch[592](15451/26): Loss 0.1054, Sem 0.1054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.110e-01 Score 96.371 Data time: 0.2004, Forward time: 2.2580, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.4567 [2020-11-16 17:12:22,118][root][INFO] - ===> Epoch[592](15452/26): Loss 0.1021, Sem 0.1021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.109e-01 Score 96.473 Data time: 0.1740, Forward time: 2.2580, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.5467 [2020-11-16 17:12:27,445][root][INFO] - ===> Epoch[592](15453/26): Loss 0.1049, Sem 0.1049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.109e-01 Score 96.330 Data time: 0.1921, Forward time: 2.2580, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.2262 [2020-11-16 17:12:31,859][root][INFO] - ===> Epoch[592](15454/26): Loss 0.0960, Sem 0.0960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.108e-01 Score 96.459 Data time: 0.1048, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.3050 [2020-11-16 17:12:37,362][root][INFO] - ===> Epoch[592](15455/26): Loss 0.1107, Sem 0.1107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.108e-01 Score 95.925 Data time: 0.1628, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.4545 [2020-11-16 17:12:42,490][root][INFO] - ===> Epoch[592](15456/26): Loss 0.1008, Sem 0.1008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.107e-01 Score 96.683 Data time: 0.1174, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.0437 [2020-11-16 17:12:47,644][root][INFO] - ===> Epoch[592](15457/26): Loss 0.1070, Sem 0.1070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.107e-01 Score 96.316 Data time: 0.1610, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.1019 [2020-11-16 17:12:54,071][root][INFO] - ===> Epoch[592](15458/26): Loss 0.0967, Sem 0.0967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.107e-01 Score 96.538 Data time: 0.1789, Forward time: 2.2576, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.3368 [2020-11-16 17:13:01,073][root][INFO] - ===> Epoch[592](15459/26): Loss 0.0973, Sem 0.0973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.106e-01 Score 96.567 Data time: 0.3644, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.9264 [2020-11-16 17:13:06,406][root][INFO] - ===> Epoch[592](15460/26): Loss 0.1199, Sem 0.1199, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.106e-01 Score 95.773 Data time: 0.1912, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.2056 [2020-11-16 17:13:12,372][root][INFO] - ===> Epoch[592](15461/26): Loss 0.1146, Sem 0.1146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.105e-01 Score 96.161 Data time: 0.2203, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.8536 [2020-11-16 17:13:17,415][root][INFO] - ===> Epoch[592](15462/26): Loss 0.1120, Sem 0.1120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.105e-01 Score 96.113 Data time: 0.1764, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.9335 [2020-11-16 17:13:22,563][root][INFO] - ===> Epoch[592](15463/26): Loss 0.0946, Sem 0.0946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.105e-01 Score 96.523 Data time: 0.2406, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.0505 [2020-11-16 17:13:28,545][root][INFO] - ===> Epoch[592](15464/26): Loss 0.0984, Sem 0.0984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.104e-01 Score 96.581 Data time: 0.1872, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.8713 [2020-11-16 17:13:34,602][root][INFO] - ===> Epoch[593](15465/26): Loss 0.1165, Sem 0.1165, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.104e-01 Score 96.072 Data time: 0.1794, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.9466 [2020-11-16 17:13:40,900][root][INFO] - ===> Epoch[593](15466/26): Loss 0.0999, Sem 0.0999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.103e-01 Score 96.490 Data time: 0.3396, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.2120 [2020-11-16 17:13:45,652][root][INFO] - ===> Epoch[593](15467/26): Loss 0.1057, Sem 0.1057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.103e-01 Score 96.232 Data time: 0.2219, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.6365 [2020-11-16 17:13:51,189][root][INFO] - ===> Epoch[593](15468/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.102e-01 Score 96.371 Data time: 0.2536, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.4332 [2020-11-16 17:13:57,947][root][INFO] - ===> Epoch[593](15469/26): Loss 0.1058, Sem 0.1058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.102e-01 Score 95.969 Data time: 0.1658, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.6406 [2020-11-16 17:14:03,077][root][INFO] - ===> Epoch[593](15470/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.102e-01 Score 97.165 Data time: 0.2209, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.0588 [2020-11-16 17:14:07,560][root][INFO] - ===> Epoch[593](15471/26): Loss 0.1145, Sem 0.1145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.101e-01 Score 96.116 Data time: 0.1696, Forward time: 2.2579, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 4.3837 [2020-11-16 17:14:14,104][root][INFO] - ===> Epoch[593](15472/26): Loss 0.1082, Sem 0.1082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.101e-01 Score 96.113 Data time: 0.2135, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 6.4606 [2020-11-16 17:14:19,635][root][INFO] - ===> Epoch[593](15473/26): Loss 0.1008, Sem 0.1008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.100e-01 Score 96.595 Data time: 0.2135, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.4362 [2020-11-16 17:14:24,994][root][INFO] - ===> Epoch[593](15474/26): Loss 0.1038, Sem 0.1038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.100e-01 Score 96.488 Data time: 0.1353, Forward time: 2.2578, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.2761 [2020-11-16 17:14:30,195][root][INFO] - ===> Epoch[593](15475/26): Loss 0.1026, Sem 0.1026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.099e-01 Score 96.372 Data time: 0.1511, Forward time: 2.2578, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.1409 [2020-11-16 17:14:36,359][root][INFO] - ===> Epoch[593](15476/26): Loss 0.1180, Sem 0.1180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.099e-01 Score 95.816 Data time: 0.1803, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.0888 [2020-11-16 17:14:40,905][root][INFO] - ===> Epoch[593](15477/26): Loss 0.1018, Sem 0.1018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.099e-01 Score 96.264 Data time: 0.1403, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.4728 [2020-11-16 17:14:45,730][root][INFO] - ===> Epoch[593](15478/26): Loss 0.0940, Sem 0.0940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.098e-01 Score 96.693 Data time: 0.2110, Forward time: 2.2577, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.7665 [2020-11-16 17:14:51,546][root][INFO] - ===> Epoch[593](15479/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.098e-01 Score 95.956 Data time: 0.2132, Forward time: 2.2577, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.7147 [2020-11-16 17:14:57,477][root][INFO] - ===> Epoch[593](15480/26): Loss 0.1326, Sem 0.1326, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.097e-01 Score 95.431 Data time: 0.2396, Forward time: 2.2577, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.8281 [2020-11-16 17:15:02,643][root][INFO] - ===> Epoch[593](15481/26): Loss 0.1141, Sem 0.1141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.097e-01 Score 96.074 Data time: 0.2403, Forward time: 2.2577, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.0468 [2020-11-16 17:15:09,129][root][INFO] - ===> Epoch[593](15482/26): Loss 0.1080, Sem 0.1080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.097e-01 Score 96.121 Data time: 0.2392, Forward time: 2.2578, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.3467 [2020-11-16 17:15:14,297][root][INFO] - ===> Epoch[593](15483/26): Loss 0.1147, Sem 0.1147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.096e-01 Score 96.085 Data time: 0.2000, Forward time: 2.2578, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.0510 [2020-11-16 17:15:21,736][root][INFO] - ===> Epoch[593](15484/26): Loss 0.1324, Sem 0.1324, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.096e-01 Score 95.489 Data time: 0.1717, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 7.2981 [2020-11-16 17:15:27,703][root][INFO] - ===> Epoch[593](15485/26): Loss 0.1225, Sem 0.1225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.095e-01 Score 95.511 Data time: 0.1678, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.8874 [2020-11-16 17:15:34,951][root][INFO] - ===> Epoch[593](15486/26): Loss 0.1098, Sem 0.1098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.095e-01 Score 96.096 Data time: 0.1859, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 7.1593 [2020-11-16 17:15:39,921][root][INFO] - ===> Epoch[593](15487/26): Loss 0.1094, Sem 0.1094, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.094e-01 Score 96.240 Data time: 0.2034, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.8570 [2020-11-16 17:15:46,093][root][INFO] - ===> Epoch[593](15488/26): Loss 0.1284, Sem 0.1284, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.094e-01 Score 95.551 Data time: 0.1829, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.0577 [2020-11-16 17:15:50,747][root][INFO] - ===> Epoch[593](15489/26): Loss 0.0884, Sem 0.0884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.094e-01 Score 96.915 Data time: 0.1532, Forward time: 2.2577, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.5485 [2020-11-16 17:15:56,624][root][INFO] - ===> Epoch[593](15490/26): Loss 0.0936, Sem 0.0936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.093e-01 Score 96.709 Data time: 0.1602, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.7974 [2020-11-16 17:16:02,824][root][INFO] - ===> Epoch[594](15491/26): Loss 0.1010, Sem 0.1010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.093e-01 Score 96.479 Data time: 0.1907, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.1234 [2020-11-16 17:16:08,043][root][INFO] - ===> Epoch[594](15492/26): Loss 0.1088, Sem 0.1088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.092e-01 Score 96.253 Data time: 0.1728, Forward time: 2.2576, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.1375 [2020-11-16 17:16:14,641][root][INFO] - ===> Epoch[594](15493/26): Loss 0.1147, Sem 0.1147, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.092e-01 Score 95.986 Data time: 0.2405, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.5291 [2020-11-16 17:16:20,055][root][INFO] - ===> Epoch[594](15494/26): Loss 0.1205, Sem 0.1205, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.092e-01 Score 95.675 Data time: 0.2424, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.3202 [2020-11-16 17:16:24,837][root][INFO] - ===> Epoch[594](15495/26): Loss 0.1076, Sem 0.1076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.091e-01 Score 96.113 Data time: 0.2040, Forward time: 2.2577, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.6806 [2020-11-16 17:16:29,578][root][INFO] - ===> Epoch[594](15496/26): Loss 0.0916, Sem 0.0916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.091e-01 Score 96.731 Data time: 0.1835, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.6518 [2020-11-16 17:16:34,516][root][INFO] - ===> Epoch[594](15497/26): Loss 0.1074, Sem 0.1074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.090e-01 Score 96.219 Data time: 0.2152, Forward time: 2.2577, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.8326 [2020-11-16 17:16:40,140][root][INFO] - ===> Epoch[594](15498/26): Loss 0.1214, Sem 0.1214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.090e-01 Score 95.722 Data time: 0.1271, Forward time: 2.2576, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.5354 [2020-11-16 17:16:46,108][root][INFO] - ===> Epoch[594](15499/26): Loss 0.1271, Sem 0.1271, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.089e-01 Score 95.344 Data time: 0.3096, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.9222 [2020-11-16 17:16:51,313][root][INFO] - ===> Epoch[594](15500/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.089e-01 Score 96.242 Data time: 0.1674, Forward time: 2.2577, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.1125 [2020-11-16 17:16:52,866][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 17:16:52,996][root][INFO] - ===> Start testing [2020-11-16 17:18:04,708][root][INFO] - 101/312: Data time: 0.0042, Iter time: 0.3889 Loss 0.164 (AVG: 0.432) Score 94.971 (AVG: 90.509) mIOU 71.302 mAP 76.804 mAcc 80.419 IOU: 86.963 96.074 62.138 83.741 90.927 84.646 75.670 62.862 63.957 76.501 36.186 71.602 64.249 71.172 60.469 56.753 93.497 62.851 82.154 43.634 mAP: 82.560 97.492 64.997 82.048 92.944 77.103 76.714 71.614 68.937 82.675 56.086 59.553 62.716 76.552 81.722 82.595 96.720 86.713 70.676 65.675 mAcc: 94.383 99.006 74.798 85.602 93.809 92.078 84.548 76.520 81.613 94.113 52.945 78.308 80.286 77.807 67.605 64.647 94.555 76.432 85.794 53.538 [2020-11-16 17:19:23,358][root][INFO] - 201/312: Data time: 0.0047, Iter time: 0.3902 Loss 0.578 (AVG: 0.479) Score 85.752 (AVG: 89.665) mIOU 70.797 mAP 75.693 mAcc 79.144 IOU: 85.657 96.412 62.549 83.354 90.968 80.309 72.744 60.717 61.422 77.826 23.681 60.462 64.014 68.357 58.958 66.223 93.308 63.258 90.124 55.592 mAP: 80.939 97.456 65.293 79.760 91.646 77.030 75.270 70.762 66.536 74.614 48.408 57.723 61.979 76.840 72.735 88.680 95.035 85.074 83.804 64.274 mAcc: 94.821 98.857 77.112 85.430 95.006 87.417 86.154 72.914 77.016 93.344 28.616 68.717 80.929 73.567 64.956 73.816 94.387 76.505 92.407 60.903 [2020-11-16 17:20:42,641][root][INFO] - 301/312: Data time: 0.0038, Iter time: 0.4536 Loss 0.653 (AVG: 0.473) Score 80.879 (AVG: 89.612) mIOU 70.165 mAP 74.726 mAcc 78.473 IOU: 85.815 96.407 63.271 81.077 90.554 82.579 72.171 61.372 64.188 76.303 24.955 59.528 62.204 70.925 50.450 60.197 94.097 61.294 89.661 56.259 mAP: 80.791 97.499 64.423 74.501 90.860 81.059 74.027 70.703 69.533 70.319 50.544 53.218 63.274 80.400 63.930 86.799 95.992 83.580 80.247 62.824 mAcc: 94.889 98.836 77.941 83.780 95.003 90.586 85.552 73.280 80.221 90.799 28.868 68.543 81.083 78.143 56.162 63.933 95.064 73.151 91.964 61.656 [2020-11-16 17:20:50,981][root][INFO] - 312/312: Data time: 0.0020, Iter time: 0.3078 Loss 0.092 (AVG: 0.471) Score 96.793 (AVG: 89.664) mIOU 70.209 mAP 74.749 mAcc 78.458 IOU: 85.941 96.450 62.801 81.521 90.568 83.075 71.591 61.070 63.589 77.126 25.376 59.151 62.427 71.970 50.389 58.910 94.154 62.163 89.661 56.250 mAP: 80.867 97.543 64.275 74.468 90.771 81.841 73.541 71.249 69.906 70.477 50.265 53.532 63.741 81.133 62.666 85.365 96.131 83.879 80.247 63.076 mAcc: 94.909 98.855 77.683 84.204 95.056 90.787 85.717 72.426 80.524 91.211 29.315 68.012 80.079 79.131 55.992 62.483 95.076 74.173 91.964 61.552 [2020-11-16 17:20:50,986][root][INFO] - Finished test. Elapsed time: 237.9845 [2020-11-16 17:20:51,099][root][INFO] - Current best mIoU: 71.877 at iter 15000 [2020-11-16 17:20:54,670][root][INFO] - ===> Epoch[594](15501/26): Loss 0.1033, Sem 0.1033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.089e-01 Score 96.077 Data time: 0.1402, Forward time: 2.2577, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 3.5648 [2020-11-16 17:21:02,119][root][INFO] - ===> Epoch[594](15502/26): Loss 0.0944, Sem 0.0944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.088e-01 Score 96.745 Data time: 0.2231, Forward time: 2.2577, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 7.3800 [2020-11-16 17:21:08,235][root][INFO] - ===> Epoch[594](15503/26): Loss 0.1054, Sem 0.1054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.088e-01 Score 96.407 Data time: 0.2494, Forward time: 2.2578, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 6.0013 [2020-11-16 17:21:13,701][root][INFO] - ===> Epoch[594](15504/26): Loss 0.1078, Sem 0.1078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.087e-01 Score 96.271 Data time: 0.1631, Forward time: 2.2577, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.3832 [2020-11-16 17:21:20,130][root][INFO] - ===> Epoch[594](15505/26): Loss 0.1112, Sem 0.1112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.087e-01 Score 96.208 Data time: 0.2349, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.3463 [2020-11-16 17:21:25,614][root][INFO] - ===> Epoch[594](15506/26): Loss 0.1228, Sem 0.1228, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.087e-01 Score 95.764 Data time: 0.1957, Forward time: 2.2578, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.3959 [2020-11-16 17:21:30,494][root][INFO] - ===> Epoch[594](15507/26): Loss 0.0993, Sem 0.0993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.086e-01 Score 96.380 Data time: 0.2181, Forward time: 2.2578, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.7733 [2020-11-16 17:21:36,709][root][INFO] - ===> Epoch[594](15508/26): Loss 0.0973, Sem 0.0973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.086e-01 Score 96.707 Data time: 0.3431, Forward time: 2.2579, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.1094 [2020-11-16 17:21:43,008][root][INFO] - ===> Epoch[594](15509/26): Loss 0.1136, Sem 0.1136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.085e-01 Score 95.878 Data time: 0.2277, Forward time: 2.2579, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.1579 [2020-11-16 17:21:49,113][root][INFO] - ===> Epoch[594](15510/26): Loss 0.1157, Sem 0.1157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.085e-01 Score 95.739 Data time: 0.2473, Forward time: 2.2580, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.9678 [2020-11-16 17:21:53,768][root][INFO] - ===> Epoch[594](15511/26): Loss 0.0949, Sem 0.0949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.084e-01 Score 96.639 Data time: 0.1600, Forward time: 2.2579, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 4.5194 [2020-11-16 17:21:59,623][root][INFO] - ===> Epoch[594](15512/26): Loss 0.1067, Sem 0.1067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.084e-01 Score 96.320 Data time: 0.1298, Forward time: 2.2578, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.7540 [2020-11-16 17:22:04,974][root][INFO] - ===> Epoch[594](15513/26): Loss 0.1070, Sem 0.1070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.084e-01 Score 96.276 Data time: 0.1759, Forward time: 2.2578, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.2843 [2020-11-16 17:22:10,347][root][INFO] - ===> Epoch[594](15514/26): Loss 0.0893, Sem 0.0893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.083e-01 Score 96.883 Data time: 0.1305, Forward time: 2.2577, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.2791 [2020-11-16 17:22:16,515][root][INFO] - ===> Epoch[594](15515/26): Loss 0.0912, Sem 0.0912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.083e-01 Score 96.786 Data time: 0.1706, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.1008 [2020-11-16 17:22:21,346][root][INFO] - ===> Epoch[594](15516/26): Loss 0.1005, Sem 0.1005, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.082e-01 Score 96.364 Data time: 0.2039, Forward time: 2.2577, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.7440 [2020-11-16 17:22:28,364][root][INFO] - ===> Epoch[595](15517/26): Loss 0.0964, Sem 0.0964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.082e-01 Score 96.688 Data time: 0.1943, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.9172 [2020-11-16 17:22:33,719][root][INFO] - ===> Epoch[595](15518/26): Loss 0.1035, Sem 0.1035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.082e-01 Score 96.385 Data time: 0.1584, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.2539 [2020-11-16 17:22:39,563][root][INFO] - ===> Epoch[595](15519/26): Loss 0.0945, Sem 0.0945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.081e-01 Score 96.716 Data time: 0.2729, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.7554 [2020-11-16 17:22:46,095][root][INFO] - ===> Epoch[595](15520/26): Loss 0.0928, Sem 0.0928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.081e-01 Score 96.925 Data time: 0.2063, Forward time: 2.2577, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.4005 [2020-11-16 17:22:52,073][root][INFO] - ===> Epoch[595](15521/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.080e-01 Score 96.071 Data time: 0.2617, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.8905 [2020-11-16 17:22:57,931][root][INFO] - ===> Epoch[595](15522/26): Loss 0.1012, Sem 0.1012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.080e-01 Score 96.611 Data time: 0.2037, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.7477 [2020-11-16 17:23:02,663][root][INFO] - ===> Epoch[595](15523/26): Loss 0.0998, Sem 0.0998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.079e-01 Score 96.505 Data time: 0.2077, Forward time: 2.2578, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.6425 [2020-11-16 17:23:08,106][root][INFO] - ===> Epoch[595](15524/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.079e-01 Score 96.271 Data time: 0.2117, Forward time: 2.2578, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.3574 [2020-11-16 17:23:14,188][root][INFO] - ===> Epoch[595](15525/26): Loss 0.1163, Sem 0.1163, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.079e-01 Score 96.092 Data time: 0.2158, Forward time: 2.2578, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.8938 [2020-11-16 17:23:19,811][root][INFO] - ===> Epoch[595](15526/26): Loss 0.1025, Sem 0.1025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.078e-01 Score 96.314 Data time: 0.1588, Forward time: 2.2578, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.5263 [2020-11-16 17:23:25,682][root][INFO] - ===> Epoch[595](15527/26): Loss 0.0857, Sem 0.0857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.078e-01 Score 97.024 Data time: 0.2739, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.7976 [2020-11-16 17:23:33,514][root][INFO] - ===> Epoch[595](15528/26): Loss 0.1014, Sem 0.1014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.077e-01 Score 96.496 Data time: 0.1392, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 7.7422 [2020-11-16 17:23:38,720][root][INFO] - ===> Epoch[595](15529/26): Loss 0.1000, Sem 0.1000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.077e-01 Score 96.583 Data time: 0.1422, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.1494 [2020-11-16 17:23:44,785][root][INFO] - ===> Epoch[595](15530/26): Loss 0.1011, Sem 0.1011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.077e-01 Score 96.490 Data time: 0.1455, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.0441 [2020-11-16 17:23:49,996][root][INFO] - ===> Epoch[595](15531/26): Loss 0.1047, Sem 0.1047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.076e-01 Score 96.351 Data time: 0.1502, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.1630 [2020-11-16 17:23:55,609][root][INFO] - ===> Epoch[595](15532/26): Loss 0.1086, Sem 0.1086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.076e-01 Score 96.240 Data time: 0.2538, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.5707 [2020-11-16 17:24:00,647][root][INFO] - ===> Epoch[595](15533/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.075e-01 Score 96.661 Data time: 0.1619, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 4.9432 [2020-11-16 17:24:05,741][root][INFO] - ===> Epoch[595](15534/26): Loss 0.1253, Sem 0.1253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.075e-01 Score 95.814 Data time: 0.1789, Forward time: 2.2576, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.0055 [2020-11-16 17:24:12,025][root][INFO] - ===> Epoch[595](15535/26): Loss 0.1201, Sem 0.1201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.074e-01 Score 96.089 Data time: 0.1985, Forward time: 2.2576, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.1810 [2020-11-16 17:24:19,439][root][INFO] - ===> Epoch[595](15536/26): Loss 0.1057, Sem 0.1057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.074e-01 Score 96.337 Data time: 0.2104, Forward time: 2.2577, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 7.3152 [2020-11-16 17:24:24,368][root][INFO] - ===> Epoch[595](15537/26): Loss 0.1055, Sem 0.1055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.074e-01 Score 96.266 Data time: 0.1531, Forward time: 2.2576, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.8252 [2020-11-16 17:24:29,527][root][INFO] - ===> Epoch[595](15538/26): Loss 0.1069, Sem 0.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.073e-01 Score 96.248 Data time: 0.1693, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.0861 [2020-11-16 17:24:34,215][root][INFO] - ===> Epoch[595](15539/26): Loss 0.1016, Sem 0.1016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.073e-01 Score 96.463 Data time: 0.1869, Forward time: 2.2576, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 4.5955 [2020-11-16 17:24:40,274][root][INFO] - ===> Epoch[595](15540/26): Loss 0.0934, Sem 0.0934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.072e-01 Score 96.702 Data time: 0.1703, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.9601 [2020-11-16 17:24:46,597][root][INFO] - ===> Epoch[595](15541/26): Loss 0.1041, Sem 0.1041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.072e-01 Score 96.642 Data time: 0.3376, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.2703 [2020-11-16 17:24:51,901][root][INFO] - ===> Epoch[595](15542/26): Loss 0.0969, Sem 0.0969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.071e-01 Score 96.642 Data time: 0.1421, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.1857 [2020-11-16 17:24:58,557][root][INFO] - ===> Epoch[596](15543/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.071e-01 Score 96.458 Data time: 0.2189, Forward time: 2.2576, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.5863 [2020-11-16 17:25:03,349][root][INFO] - ===> Epoch[596](15544/26): Loss 0.0852, Sem 0.0852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.071e-01 Score 96.997 Data time: 0.1596, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.6983 [2020-11-16 17:25:08,113][root][INFO] - ===> Epoch[596](15545/26): Loss 0.1032, Sem 0.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.070e-01 Score 96.362 Data time: 0.1634, Forward time: 2.2575, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.7048 [2020-11-16 17:25:15,197][root][INFO] - ===> Epoch[596](15546/26): Loss 0.0930, Sem 0.0930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.070e-01 Score 96.753 Data time: 0.1795, Forward time: 2.2575, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 7.0058 [2020-11-16 17:25:21,004][root][INFO] - ===> Epoch[596](15547/26): Loss 0.1019, Sem 0.1019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.069e-01 Score 96.241 Data time: 0.1906, Forward time: 2.2575, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.7193 [2020-11-16 17:25:27,096][root][INFO] - ===> Epoch[596](15548/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.069e-01 Score 96.364 Data time: 0.1652, Forward time: 2.2575, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.9986 [2020-11-16 17:25:32,938][root][INFO] - ===> Epoch[596](15549/26): Loss 0.0849, Sem 0.0849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.069e-01 Score 97.108 Data time: 0.1662, Forward time: 2.2574, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.7611 [2020-11-16 17:25:38,664][root][INFO] - ===> Epoch[596](15550/26): Loss 0.1179, Sem 0.1179, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.068e-01 Score 95.473 Data time: 0.1400, Forward time: 2.2574, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.6474 [2020-11-16 17:25:43,411][root][INFO] - ===> Epoch[596](15551/26): Loss 0.0898, Sem 0.0898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.068e-01 Score 96.977 Data time: 0.1967, Forward time: 2.2574, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.6711 [2020-11-16 17:25:47,988][root][INFO] - ===> Epoch[596](15552/26): Loss 0.0921, Sem 0.0921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.067e-01 Score 96.754 Data time: 0.1702, Forward time: 2.2573, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.4781 [2020-11-16 17:25:54,074][root][INFO] - ===> Epoch[596](15553/26): Loss 0.1017, Sem 0.1017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.067e-01 Score 96.164 Data time: 0.2212, Forward time: 2.2574, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.0018 [2020-11-16 17:25:59,257][root][INFO] - ===> Epoch[596](15554/26): Loss 0.0998, Sem 0.0998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.066e-01 Score 96.382 Data time: 0.1848, Forward time: 2.2574, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.0648 [2020-11-16 17:26:04,891][root][INFO] - ===> Epoch[596](15555/26): Loss 0.1061, Sem 0.1061, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.066e-01 Score 96.235 Data time: 0.2382, Forward time: 2.2574, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.5149 [2020-11-16 17:26:10,682][root][INFO] - ===> Epoch[596](15556/26): Loss 0.1129, Sem 0.1129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.066e-01 Score 96.101 Data time: 0.1494, Forward time: 2.2573, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.6800 [2020-11-16 17:26:17,351][root][INFO] - ===> Epoch[596](15557/26): Loss 0.1089, Sem 0.1089, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.065e-01 Score 96.193 Data time: 0.2231, Forward time: 2.2574, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.5865 [2020-11-16 17:26:22,678][root][INFO] - ===> Epoch[596](15558/26): Loss 0.1030, Sem 0.1030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.065e-01 Score 96.445 Data time: 0.2318, Forward time: 2.2574, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.2224 [2020-11-16 17:26:28,307][root][INFO] - ===> Epoch[596](15559/26): Loss 0.1017, Sem 0.1017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.064e-01 Score 96.378 Data time: 0.1410, Forward time: 2.2573, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.5219 [2020-11-16 17:26:33,893][root][INFO] - ===> Epoch[596](15560/26): Loss 0.0935, Sem 0.0935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.064e-01 Score 96.597 Data time: 0.1651, Forward time: 2.2573, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.5259 [2020-11-16 17:26:40,747][root][INFO] - ===> Epoch[596](15561/26): Loss 0.1000, Sem 0.1000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.064e-01 Score 96.598 Data time: 0.3577, Forward time: 2.2574, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.7805 [2020-11-16 17:26:46,920][root][INFO] - ===> Epoch[596](15562/26): Loss 0.1093, Sem 0.1093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.063e-01 Score 96.111 Data time: 0.1392, Forward time: 2.2574, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.0614 [2020-11-16 17:26:52,642][root][INFO] - ===> Epoch[596](15563/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.063e-01 Score 96.054 Data time: 0.2840, Forward time: 2.2574, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.6190 [2020-11-16 17:26:57,795][root][INFO] - ===> Epoch[596](15564/26): Loss 0.0882, Sem 0.0882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.062e-01 Score 96.962 Data time: 0.2119, Forward time: 2.2574, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.0313 [2020-11-16 17:27:03,060][root][INFO] - ===> Epoch[596](15565/26): Loss 0.1111, Sem 0.1111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.062e-01 Score 96.330 Data time: 0.2441, Forward time: 2.2575, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.1679 [2020-11-16 17:27:10,315][root][INFO] - ===> Epoch[596](15566/26): Loss 0.1077, Sem 0.1077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.061e-01 Score 96.316 Data time: 0.2519, Forward time: 2.2576, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 7.1318 [2020-11-16 17:27:16,419][root][INFO] - ===> Epoch[596](15567/26): Loss 0.0957, Sem 0.0957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.061e-01 Score 96.562 Data time: 0.1882, Forward time: 2.2576, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.9895 [2020-11-16 17:27:21,735][root][INFO] - ===> Epoch[596](15568/26): Loss 0.1128, Sem 0.1128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.061e-01 Score 96.092 Data time: 0.2126, Forward time: 2.2576, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.2173 [2020-11-16 17:27:26,447][root][INFO] - ===> Epoch[597](15569/26): Loss 0.1034, Sem 0.1034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.060e-01 Score 96.270 Data time: 0.1737, Forward time: 2.2575, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.6183 [2020-11-16 17:27:32,211][root][INFO] - ===> Epoch[597](15570/26): Loss 0.0962, Sem 0.0962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.060e-01 Score 96.613 Data time: 0.2153, Forward time: 2.2576, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.6601 [2020-11-16 17:27:37,731][root][INFO] - ===> Epoch[597](15571/26): Loss 0.1022, Sem 0.1022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.059e-01 Score 96.402 Data time: 0.2510, Forward time: 2.2576, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.4252 [2020-11-16 17:27:42,978][root][INFO] - ===> Epoch[597](15572/26): Loss 0.0952, Sem 0.0952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.059e-01 Score 96.677 Data time: 0.2232, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.1242 [2020-11-16 17:27:48,105][root][INFO] - ===> Epoch[597](15573/26): Loss 0.0993, Sem 0.0993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.059e-01 Score 96.399 Data time: 0.2028, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.0240 [2020-11-16 17:27:54,415][root][INFO] - ===> Epoch[597](15574/26): Loss 0.1145, Sem 0.1145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.058e-01 Score 95.927 Data time: 0.2159, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.1983 [2020-11-16 17:27:59,573][root][INFO] - ===> Epoch[597](15575/26): Loss 0.1017, Sem 0.1017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.058e-01 Score 96.443 Data time: 0.1467, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.0298 [2020-11-16 17:28:05,671][root][INFO] - ===> Epoch[597](15576/26): Loss 0.1073, Sem 0.1073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.057e-01 Score 96.014 Data time: 0.1629, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.0019 [2020-11-16 17:28:10,805][root][INFO] - ===> Epoch[597](15577/26): Loss 0.0955, Sem 0.0955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.057e-01 Score 96.620 Data time: 0.1785, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.0564 [2020-11-16 17:28:17,001][root][INFO] - ===> Epoch[597](15578/26): Loss 0.1003, Sem 0.1003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.056e-01 Score 96.431 Data time: 0.1840, Forward time: 2.2576, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.0924 [2020-11-16 17:28:22,401][root][INFO] - ===> Epoch[597](15579/26): Loss 0.1055, Sem 0.1055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.056e-01 Score 96.307 Data time: 0.2081, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.2954 [2020-11-16 17:28:28,073][root][INFO] - ===> Epoch[597](15580/26): Loss 0.1077, Sem 0.1077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.056e-01 Score 96.152 Data time: 0.2272, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.5650 [2020-11-16 17:28:34,319][root][INFO] - ===> Epoch[597](15581/26): Loss 0.0952, Sem 0.0952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.055e-01 Score 96.671 Data time: 0.3001, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.1211 [2020-11-16 17:28:40,542][root][INFO] - ===> Epoch[597](15582/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.055e-01 Score 96.050 Data time: 0.2380, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.0947 [2020-11-16 17:28:45,517][root][INFO] - ===> Epoch[597](15583/26): Loss 0.0890, Sem 0.0890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.054e-01 Score 96.816 Data time: 0.1430, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.8541 [2020-11-16 17:28:50,977][root][INFO] - ===> Epoch[597](15584/26): Loss 0.1137, Sem 0.1137, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.054e-01 Score 96.087 Data time: 0.1641, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.3627 [2020-11-16 17:28:58,175][root][INFO] - ===> Epoch[597](15585/26): Loss 0.1036, Sem 0.1036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.053e-01 Score 96.399 Data time: 0.1421, Forward time: 2.2576, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 7.0940 [2020-11-16 17:29:04,530][root][INFO] - ===> Epoch[597](15586/26): Loss 0.1040, Sem 0.1040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.053e-01 Score 96.428 Data time: 0.3428, Forward time: 2.2576, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.2711 [2020-11-16 17:29:09,418][root][INFO] - ===> Epoch[597](15587/26): Loss 0.1086, Sem 0.1086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.053e-01 Score 96.254 Data time: 0.1719, Forward time: 2.2576, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.7753 [2020-11-16 17:29:14,053][root][INFO] - ===> Epoch[597](15588/26): Loss 0.0979, Sem 0.0979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.052e-01 Score 96.616 Data time: 0.2094, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.5251 [2020-11-16 17:29:19,083][root][INFO] - ===> Epoch[597](15589/26): Loss 0.1290, Sem 0.1290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.052e-01 Score 95.762 Data time: 0.1959, Forward time: 2.2576, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 4.9231 [2020-11-16 17:29:24,625][root][INFO] - ===> Epoch[597](15590/26): Loss 0.1067, Sem 0.1067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.051e-01 Score 96.170 Data time: 0.1952, Forward time: 2.2576, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.4216 [2020-11-16 17:29:30,474][root][INFO] - ===> Epoch[597](15591/26): Loss 0.1092, Sem 0.1092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.051e-01 Score 96.183 Data time: 0.2405, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.7332 [2020-11-16 17:29:35,897][root][INFO] - ===> Epoch[597](15592/26): Loss 0.1319, Sem 0.1319, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.051e-01 Score 95.276 Data time: 0.1862, Forward time: 2.2576, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.3178 [2020-11-16 17:29:40,632][root][INFO] - ===> Epoch[597](15593/26): Loss 0.1178, Sem 0.1178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.050e-01 Score 96.077 Data time: 0.2080, Forward time: 2.2577, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.6611 [2020-11-16 17:29:45,547][root][INFO] - ===> Epoch[597](15594/26): Loss 0.1188, Sem 0.1188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.050e-01 Score 95.940 Data time: 0.1566, Forward time: 2.2576, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.8072 [2020-11-16 17:29:50,701][root][INFO] - ===> Epoch[598](15595/26): Loss 0.0960, Sem 0.0960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.049e-01 Score 96.675 Data time: 0.1609, Forward time: 2.2576, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.0861 [2020-11-16 17:29:56,065][root][INFO] - ===> Epoch[598](15596/26): Loss 0.1111, Sem 0.1111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.049e-01 Score 96.134 Data time: 0.2476, Forward time: 2.2576, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.2848 [2020-11-16 17:30:02,111][root][INFO] - ===> Epoch[598](15597/26): Loss 0.1015, Sem 0.1015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.048e-01 Score 96.476 Data time: 0.1906, Forward time: 2.2576, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.9429 [2020-11-16 17:30:07,184][root][INFO] - ===> Epoch[598](15598/26): Loss 0.1124, Sem 0.1124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.048e-01 Score 96.255 Data time: 0.1897, Forward time: 2.2576, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.9637 [2020-11-16 17:30:13,909][root][INFO] - ===> Epoch[598](15599/26): Loss 0.1110, Sem 0.1110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.048e-01 Score 96.254 Data time: 0.3604, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.6500 [2020-11-16 17:30:20,205][root][INFO] - ===> Epoch[598](15600/26): Loss 0.1318, Sem 0.1318, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.047e-01 Score 95.350 Data time: 0.2094, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.1647 [2020-11-16 17:30:26,733][root][INFO] - ===> Epoch[598](15601/26): Loss 0.1091, Sem 0.1091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.047e-01 Score 96.162 Data time: 0.2427, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.4210 [2020-11-16 17:30:32,551][root][INFO] - ===> Epoch[598](15602/26): Loss 0.1208, Sem 0.1208, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.046e-01 Score 95.494 Data time: 0.2101, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.7167 [2020-11-16 17:30:38,023][root][INFO] - ===> Epoch[598](15603/26): Loss 0.1045, Sem 0.1045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.046e-01 Score 96.548 Data time: 0.1976, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.3677 [2020-11-16 17:30:42,867][root][INFO] - ===> Epoch[598](15604/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.046e-01 Score 96.304 Data time: 0.1819, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.7518 [2020-11-16 17:30:48,179][root][INFO] - ===> Epoch[598](15605/26): Loss 0.1073, Sem 0.1073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.045e-01 Score 96.253 Data time: 0.1456, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.2400 [2020-11-16 17:30:54,362][root][INFO] - ===> Epoch[598](15606/26): Loss 0.1189, Sem 0.1189, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.045e-01 Score 96.029 Data time: 0.1698, Forward time: 2.2576, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.1177 [2020-11-16 17:30:59,740][root][INFO] - ===> Epoch[598](15607/26): Loss 0.1064, Sem 0.1064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.044e-01 Score 96.402 Data time: 0.1866, Forward time: 2.2576, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.2977 [2020-11-16 17:31:05,205][root][INFO] - ===> Epoch[598](15608/26): Loss 0.1046, Sem 0.1046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.044e-01 Score 96.408 Data time: 0.1849, Forward time: 2.2576, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.3664 [2020-11-16 17:31:11,964][root][INFO] - ===> Epoch[598](15609/26): Loss 0.1292, Sem 0.1292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.043e-01 Score 95.531 Data time: 0.2333, Forward time: 2.2576, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.6601 [2020-11-16 17:31:18,880][root][INFO] - ===> Epoch[598](15610/26): Loss 0.1265, Sem 0.1265, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.043e-01 Score 95.784 Data time: 0.2423, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.8163 [2020-11-16 17:31:25,022][root][INFO] - ===> Epoch[598](15611/26): Loss 0.1128, Sem 0.1128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.043e-01 Score 96.119 Data time: 0.1983, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.0258 [2020-11-16 17:31:31,021][root][INFO] - ===> Epoch[598](15612/26): Loss 0.1153, Sem 0.1153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.042e-01 Score 96.107 Data time: 0.3062, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.8912 [2020-11-16 17:31:36,440][root][INFO] - ===> Epoch[598](15613/26): Loss 0.1185, Sem 0.1185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.042e-01 Score 95.902 Data time: 0.1963, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.3234 [2020-11-16 17:31:42,845][root][INFO] - ===> Epoch[598](15614/26): Loss 0.1059, Sem 0.1059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.041e-01 Score 96.416 Data time: 0.1595, Forward time: 2.2577, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.3098 [2020-11-16 17:31:49,455][root][INFO] - ===> Epoch[598](15615/26): Loss 0.1040, Sem 0.1040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.041e-01 Score 96.374 Data time: 0.1843, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.5410 [2020-11-16 17:31:54,457][root][INFO] - ===> Epoch[598](15616/26): Loss 0.1613, Sem 0.1613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.041e-01 Score 95.488 Data time: 0.1207, Forward time: 2.2576, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.9153 [2020-11-16 17:32:01,488][root][INFO] - ===> Epoch[598](15617/26): Loss 0.1187, Sem 0.1187, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.040e-01 Score 96.033 Data time: 0.1599, Forward time: 2.2575, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.9637 [2020-11-16 17:32:08,733][root][INFO] - ===> Epoch[598](15618/26): Loss 0.1167, Sem 0.1167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.040e-01 Score 96.027 Data time: 0.1901, Forward time: 2.2575, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 7.1718 [2020-11-16 17:32:13,914][root][INFO] - ===> Epoch[598](15619/26): Loss 0.1077, Sem 0.1077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.039e-01 Score 96.445 Data time: 0.1638, Forward time: 2.2575, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.0705 [2020-11-16 17:32:19,224][root][INFO] - ===> Epoch[598](15620/26): Loss 0.1092, Sem 0.1092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.039e-01 Score 96.310 Data time: 0.1561, Forward time: 2.2574, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.2196 [2020-11-16 17:32:25,017][root][INFO] - ===> Epoch[599](15621/26): Loss 0.1518, Sem 0.1518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.038e-01 Score 94.956 Data time: 0.2222, Forward time: 2.2575, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.6772 [2020-11-16 17:32:31,391][root][INFO] - ===> Epoch[599](15622/26): Loss 0.1207, Sem 0.1207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.038e-01 Score 95.914 Data time: 0.2695, Forward time: 2.2576, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 6.2383 [2020-11-16 17:32:37,589][root][INFO] - ===> Epoch[599](15623/26): Loss 0.1261, Sem 0.1261, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.038e-01 Score 95.582 Data time: 0.1671, Forward time: 2.2576, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 6.0892 [2020-11-16 17:32:43,342][root][INFO] - ===> Epoch[599](15624/26): Loss 0.1281, Sem 0.1281, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.037e-01 Score 95.645 Data time: 0.2037, Forward time: 2.2576, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.6330 [2020-11-16 17:32:49,751][root][INFO] - ===> Epoch[599](15625/26): Loss 0.1225, Sem 0.1225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.037e-01 Score 95.844 Data time: 0.2509, Forward time: 2.2576, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 6.3049 [2020-11-16 17:32:54,533][root][INFO] - ===> Epoch[599](15626/26): Loss 0.1129, Sem 0.1129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.036e-01 Score 96.540 Data time: 0.1676, Forward time: 2.2576, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 4.6804 [2020-11-16 17:32:59,770][root][INFO] - ===> Epoch[599](15627/26): Loss 0.1201, Sem 0.1201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.036e-01 Score 96.120 Data time: 0.1984, Forward time: 2.2576, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.1527 [2020-11-16 17:33:05,451][root][INFO] - ===> Epoch[599](15628/26): Loss 0.1091, Sem 0.1091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.035e-01 Score 96.130 Data time: 0.1808, Forward time: 2.2576, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.5790 [2020-11-16 17:33:11,398][root][INFO] - ===> Epoch[599](15629/26): Loss 0.1239, Sem 0.1239, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.035e-01 Score 95.747 Data time: 0.2478, Forward time: 2.2576, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.8600 [2020-11-16 17:33:16,596][root][INFO] - ===> Epoch[599](15630/26): Loss 0.1053, Sem 0.1053, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.035e-01 Score 96.510 Data time: 0.2360, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.0853 [2020-11-16 17:33:22,076][root][INFO] - ===> Epoch[599](15631/26): Loss 0.1196, Sem 0.1196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.034e-01 Score 95.854 Data time: 0.2094, Forward time: 2.2577, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.3842 [2020-11-16 17:33:26,750][root][INFO] - ===> Epoch[599](15632/26): Loss 0.1155, Sem 0.1155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.034e-01 Score 96.084 Data time: 0.1633, Forward time: 2.2577, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.5817 [2020-11-16 17:33:33,326][root][INFO] - ===> Epoch[599](15633/26): Loss 0.1125, Sem 0.1125, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.033e-01 Score 96.068 Data time: 0.2166, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.4791 [2020-11-16 17:33:37,820][root][INFO] - ===> Epoch[599](15634/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.033e-01 Score 96.216 Data time: 0.2002, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.3780 [2020-11-16 17:33:43,506][root][INFO] - ===> Epoch[599](15635/26): Loss 0.0961, Sem 0.0961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.033e-01 Score 96.837 Data time: 0.1936, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.5710 [2020-11-16 17:33:48,520][root][INFO] - ===> Epoch[599](15636/26): Loss 0.1158, Sem 0.1158, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.032e-01 Score 96.083 Data time: 0.2287, Forward time: 2.2577, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.9028 [2020-11-16 17:33:54,113][root][INFO] - ===> Epoch[599](15637/26): Loss 0.1090, Sem 0.1090, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.032e-01 Score 96.131 Data time: 0.2530, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.4910 [2020-11-16 17:34:00,115][root][INFO] - ===> Epoch[599](15638/26): Loss 0.0979, Sem 0.0979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.031e-01 Score 96.511 Data time: 0.1516, Forward time: 2.2577, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.8782 [2020-11-16 17:34:05,682][root][INFO] - ===> Epoch[599](15639/26): Loss 0.1287, Sem 0.1287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.031e-01 Score 95.285 Data time: 0.2246, Forward time: 2.2577, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.4856 [2020-11-16 17:34:12,035][root][INFO] - ===> Epoch[599](15640/26): Loss 0.1111, Sem 0.1111, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.030e-01 Score 96.134 Data time: 0.1675, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.2546 [2020-11-16 17:34:17,396][root][INFO] - ===> Epoch[599](15641/26): Loss 0.1050, Sem 0.1050, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.030e-01 Score 96.273 Data time: 0.1924, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.2836 [2020-11-16 17:34:22,668][root][INFO] - ===> Epoch[599](15642/26): Loss 0.1177, Sem 0.1177, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.030e-01 Score 95.724 Data time: 0.1658, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.1786 [2020-11-16 17:34:27,457][root][INFO] - ===> Epoch[599](15643/26): Loss 0.1397, Sem 0.1397, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.029e-01 Score 95.316 Data time: 0.1833, Forward time: 2.2577, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.7166 [2020-11-16 17:34:32,412][root][INFO] - ===> Epoch[599](15644/26): Loss 0.1141, Sem 0.1141, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.029e-01 Score 96.225 Data time: 0.1753, Forward time: 2.2577, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.8611 [2020-11-16 17:34:37,465][root][INFO] - ===> Epoch[599](15645/26): Loss 0.1225, Sem 0.1225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.028e-01 Score 95.816 Data time: 0.1785, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.9710 [2020-11-16 17:34:44,008][root][INFO] - ===> Epoch[599](15646/26): Loss 0.1152, Sem 0.1152, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.028e-01 Score 95.929 Data time: 0.3365, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.4508 [2020-11-16 17:34:48,931][root][INFO] - ===> Epoch[600](15647/26): Loss 0.1287, Sem 0.1287, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.028e-01 Score 95.932 Data time: 0.1577, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.7984 [2020-11-16 17:34:54,338][root][INFO] - ===> Epoch[600](15648/26): Loss 0.1151, Sem 0.1151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.027e-01 Score 95.980 Data time: 0.2291, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.3310 [2020-11-16 17:34:59,606][root][INFO] - ===> Epoch[600](15649/26): Loss 0.1606, Sem 0.1606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.027e-01 Score 95.275 Data time: 0.1974, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.1694 [2020-11-16 17:35:05,387][root][INFO] - ===> Epoch[600](15650/26): Loss 0.1414, Sem 0.1414, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.026e-01 Score 95.059 Data time: 0.2284, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.6847 [2020-11-16 17:35:11,509][root][INFO] - ===> Epoch[600](15651/26): Loss 0.1076, Sem 0.1076, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.026e-01 Score 96.392 Data time: 0.2093, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.0134 [2020-11-16 17:35:17,115][root][INFO] - ===> Epoch[600](15652/26): Loss 0.1269, Sem 0.1269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.025e-01 Score 95.728 Data time: 0.1476, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.5268 [2020-11-16 17:35:23,588][root][INFO] - ===> Epoch[600](15653/26): Loss 0.1300, Sem 0.1300, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.025e-01 Score 95.892 Data time: 0.1430, Forward time: 2.2576, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.4095 [2020-11-16 17:35:29,037][root][INFO] - ===> Epoch[600](15654/26): Loss 0.1344, Sem 0.1344, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.025e-01 Score 95.162 Data time: 0.2196, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.4050 [2020-11-16 17:35:34,474][root][INFO] - ===> Epoch[600](15655/26): Loss 0.0994, Sem 0.0994, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.024e-01 Score 96.627 Data time: 0.1843, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.3289 [2020-11-16 17:35:39,962][root][INFO] - ===> Epoch[600](15656/26): Loss 0.1174, Sem 0.1174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.024e-01 Score 96.005 Data time: 0.2485, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.4084 [2020-11-16 17:35:45,063][root][INFO] - ===> Epoch[600](15657/26): Loss 0.1168, Sem 0.1168, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.023e-01 Score 96.088 Data time: 0.1891, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.0020 [2020-11-16 17:35:50,260][root][INFO] - ===> Epoch[600](15658/26): Loss 0.1133, Sem 0.1133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.023e-01 Score 96.296 Data time: 0.2023, Forward time: 2.2576, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.1221 [2020-11-16 17:35:55,405][root][INFO] - ===> Epoch[600](15659/26): Loss 0.1290, Sem 0.1290, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.022e-01 Score 95.733 Data time: 0.2332, Forward time: 2.2577, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.0471 [2020-11-16 17:36:01,856][root][INFO] - ===> Epoch[600](15660/26): Loss 0.1229, Sem 0.1229, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.022e-01 Score 95.836 Data time: 0.3520, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.3481 [2020-11-16 17:36:07,852][root][INFO] - ===> Epoch[600](15661/26): Loss 0.1180, Sem 0.1180, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.022e-01 Score 96.008 Data time: 0.1304, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.8719 [2020-11-16 17:36:13,462][root][INFO] - ===> Epoch[600](15662/26): Loss 0.1267, Sem 0.1267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.021e-01 Score 95.803 Data time: 0.2350, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.5237 [2020-11-16 17:36:19,558][root][INFO] - ===> Epoch[600](15663/26): Loss 0.1316, Sem 0.1316, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.021e-01 Score 95.502 Data time: 0.3394, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.9969 [2020-11-16 17:36:25,573][root][INFO] - ===> Epoch[600](15664/26): Loss 0.1225, Sem 0.1225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.020e-01 Score 95.680 Data time: 0.2556, Forward time: 2.2579, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.8951 [2020-11-16 17:36:31,025][root][INFO] - ===> Epoch[600](15665/26): Loss 0.1182, Sem 0.1182, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.020e-01 Score 95.623 Data time: 0.2452, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.3169 [2020-11-16 17:36:35,768][root][INFO] - ===> Epoch[600](15666/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.020e-01 Score 96.418 Data time: 0.1934, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.6445 [2020-11-16 17:36:41,350][root][INFO] - ===> Epoch[600](15667/26): Loss 0.1039, Sem 0.1039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.019e-01 Score 96.513 Data time: 0.2229, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.4772 [2020-11-16 17:36:47,265][root][INFO] - ===> Epoch[600](15668/26): Loss 0.1203, Sem 0.1203, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.019e-01 Score 96.017 Data time: 0.1419, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.8161 [2020-11-16 17:36:52,873][root][INFO] - ===> Epoch[600](15669/26): Loss 0.1512, Sem 0.1512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.018e-01 Score 94.825 Data time: 0.1723, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.5679 [2020-11-16 17:36:57,735][root][INFO] - ===> Epoch[600](15670/26): Loss 0.1040, Sem 0.1040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.018e-01 Score 96.468 Data time: 0.1861, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.7765 [2020-11-16 17:37:04,169][root][INFO] - ===> Epoch[600](15671/26): Loss 0.1323, Sem 0.1323, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.017e-01 Score 95.710 Data time: 0.1965, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.3433 [2020-11-16 17:37:09,332][root][INFO] - ===> Epoch[600](15672/26): Loss 0.1131, Sem 0.1131, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.017e-01 Score 95.880 Data time: 0.2507, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.0794 [2020-11-16 17:37:15,294][root][INFO] - ===> Epoch[601](15673/26): Loss 0.1136, Sem 0.1136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.017e-01 Score 96.178 Data time: 0.1544, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.8520 [2020-11-16 17:37:21,773][root][INFO] - ===> Epoch[601](15674/26): Loss 0.1282, Sem 0.1282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.016e-01 Score 95.637 Data time: 0.3613, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.4141 [2020-11-16 17:37:27,509][root][INFO] - ===> Epoch[601](15675/26): Loss 0.0950, Sem 0.0950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.016e-01 Score 96.668 Data time: 0.1734, Forward time: 2.2579, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.6397 [2020-11-16 17:37:33,205][root][INFO] - ===> Epoch[601](15676/26): Loss 0.1222, Sem 0.1222, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.015e-01 Score 95.963 Data time: 0.1842, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.6146 [2020-11-16 17:37:37,914][root][INFO] - ===> Epoch[601](15677/26): Loss 0.1235, Sem 0.1235, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.015e-01 Score 95.856 Data time: 0.2393, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.6037 [2020-11-16 17:37:43,438][root][INFO] - ===> Epoch[601](15678/26): Loss 0.1067, Sem 0.1067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.015e-01 Score 96.233 Data time: 0.1432, Forward time: 2.2578, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.4123 [2020-11-16 17:37:49,192][root][INFO] - ===> Epoch[601](15679/26): Loss 0.0923, Sem 0.0923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.014e-01 Score 96.899 Data time: 0.1618, Forward time: 2.2577, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.6605 [2020-11-16 17:37:56,200][root][INFO] - ===> Epoch[601](15680/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.014e-01 Score 95.897 Data time: 0.1946, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.9229 [2020-11-16 17:38:01,380][root][INFO] - ===> Epoch[601](15681/26): Loss 0.1035, Sem 0.1035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.013e-01 Score 96.354 Data time: 0.1752, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.0958 [2020-11-16 17:38:06,378][root][INFO] - ===> Epoch[601](15682/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.013e-01 Score 96.285 Data time: 0.1652, Forward time: 2.2576, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 4.9121 [2020-11-16 17:38:12,074][root][INFO] - ===> Epoch[601](15683/26): Loss 0.1201, Sem 0.1201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.012e-01 Score 95.896 Data time: 0.2235, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.6124 [2020-11-16 17:38:17,674][root][INFO] - ===> Epoch[601](15684/26): Loss 0.1292, Sem 0.1292, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.012e-01 Score 95.913 Data time: 0.2274, Forward time: 2.2577, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.4752 [2020-11-16 17:38:22,734][root][INFO] - ===> Epoch[601](15685/26): Loss 0.1224, Sem 0.1224, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.012e-01 Score 96.065 Data time: 0.1464, Forward time: 2.2576, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.9602 [2020-11-16 17:38:28,582][root][INFO] - ===> Epoch[601](15686/26): Loss 0.1227, Sem 0.1227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.011e-01 Score 95.764 Data time: 0.2461, Forward time: 2.2577, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.7685 [2020-11-16 17:38:34,187][root][INFO] - ===> Epoch[601](15687/26): Loss 0.1303, Sem 0.1303, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.011e-01 Score 95.607 Data time: 0.2079, Forward time: 2.2577, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.4849 [2020-11-16 17:38:40,229][root][INFO] - ===> Epoch[601](15688/26): Loss 0.1074, Sem 0.1074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.010e-01 Score 96.318 Data time: 0.1885, Forward time: 2.2577, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.9351 [2020-11-16 17:38:46,042][root][INFO] - ===> Epoch[601](15689/26): Loss 0.1227, Sem 0.1227, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.010e-01 Score 95.508 Data time: 0.2502, Forward time: 2.2577, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.7249 [2020-11-16 17:38:51,834][root][INFO] - ===> Epoch[601](15690/26): Loss 0.1110, Sem 0.1110, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.009e-01 Score 96.169 Data time: 0.1839, Forward time: 2.2577, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.6659 [2020-11-16 17:38:58,134][root][INFO] - ===> Epoch[601](15691/26): Loss 0.1023, Sem 0.1023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.009e-01 Score 96.575 Data time: 0.1707, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.2170 [2020-11-16 17:39:03,761][root][INFO] - ===> Epoch[601](15692/26): Loss 0.1119, Sem 0.1119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.009e-01 Score 96.207 Data time: 0.1831, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.5411 [2020-11-16 17:39:09,858][root][INFO] - ===> Epoch[601](15693/26): Loss 0.1048, Sem 0.1048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.008e-01 Score 96.411 Data time: 0.1828, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.9801 [2020-11-16 17:39:15,860][root][INFO] - ===> Epoch[601](15694/26): Loss 0.1124, Sem 0.1124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.008e-01 Score 96.197 Data time: 0.1737, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.9014 [2020-11-16 17:39:20,870][root][INFO] - ===> Epoch[601](15695/26): Loss 0.1023, Sem 0.1023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.007e-01 Score 96.492 Data time: 0.1896, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.9161 [2020-11-16 17:39:27,475][root][INFO] - ===> Epoch[601](15696/26): Loss 0.1068, Sem 0.1068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.007e-01 Score 96.551 Data time: 0.2225, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.5109 [2020-11-16 17:39:32,685][root][INFO] - ===> Epoch[601](15697/26): Loss 0.1090, Sem 0.1090, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.007e-01 Score 96.103 Data time: 0.1794, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.0903 [2020-11-16 17:39:38,051][root][INFO] - ===> Epoch[601](15698/26): Loss 0.0973, Sem 0.0973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.006e-01 Score 96.633 Data time: 0.2155, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.2905 [2020-11-16 17:39:44,497][root][INFO] - ===> Epoch[602](15699/26): Loss 0.0940, Sem 0.0940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.006e-01 Score 96.765 Data time: 0.1998, Forward time: 2.2576, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.3399 [2020-11-16 17:39:50,985][root][INFO] - ===> Epoch[602](15700/26): Loss 0.0958, Sem 0.0958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.005e-01 Score 96.741 Data time: 0.1712, Forward time: 2.2576, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.3968 [2020-11-16 17:39:57,329][root][INFO] - ===> Epoch[602](15701/26): Loss 0.0973, Sem 0.0973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.005e-01 Score 96.613 Data time: 0.2075, Forward time: 2.2576, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.2578 [2020-11-16 17:40:03,688][root][INFO] - ===> Epoch[602](15702/26): Loss 0.1103, Sem 0.1103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.004e-01 Score 96.049 Data time: 0.1996, Forward time: 2.2576, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.2461 [2020-11-16 17:40:09,946][root][INFO] - ===> Epoch[602](15703/26): Loss 0.0927, Sem 0.0927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.004e-01 Score 96.688 Data time: 0.2739, Forward time: 2.2576, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.1420 [2020-11-16 17:40:16,508][root][INFO] - ===> Epoch[602](15704/26): Loss 0.1115, Sem 0.1115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.004e-01 Score 96.063 Data time: 0.1754, Forward time: 2.2576, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.4371 [2020-11-16 17:40:22,789][root][INFO] - ===> Epoch[602](15705/26): Loss 0.1129, Sem 0.1129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.003e-01 Score 95.886 Data time: 0.2037, Forward time: 2.2576, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 6.1984 [2020-11-16 17:40:27,947][root][INFO] - ===> Epoch[602](15706/26): Loss 0.0954, Sem 0.0954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.003e-01 Score 96.722 Data time: 0.1916, Forward time: 2.2576, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.0757 [2020-11-16 17:40:32,291][root][INFO] - ===> Epoch[602](15707/26): Loss 0.1031, Sem 0.1031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.002e-01 Score 96.600 Data time: 0.1359, Forward time: 2.2576, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.2228 [2020-11-16 17:40:37,705][root][INFO] - ===> Epoch[602](15708/26): Loss 0.1080, Sem 0.1080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.002e-01 Score 96.379 Data time: 0.1619, Forward time: 2.2575, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.3520 [2020-11-16 17:40:43,495][root][INFO] - ===> Epoch[602](15709/26): Loss 0.1183, Sem 0.1183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.001e-01 Score 95.925 Data time: 0.2941, Forward time: 2.2576, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.7241 [2020-11-16 17:40:50,659][root][INFO] - ===> Epoch[602](15710/26): Loss 0.1156, Sem 0.1156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.001e-01 Score 95.728 Data time: 0.3678, Forward time: 2.2577, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 7.0523 [2020-11-16 17:40:56,056][root][INFO] - ===> Epoch[602](15711/26): Loss 0.1123, Sem 0.1123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.001e-01 Score 96.150 Data time: 0.1864, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.2722 [2020-11-16 17:41:01,496][root][INFO] - ===> Epoch[602](15712/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.000e-01 Score 95.926 Data time: 0.2062, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.3448 [2020-11-16 17:41:06,271][root][INFO] - ===> Epoch[602](15713/26): Loss 0.1364, Sem 0.1364, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.000e-01 Score 95.961 Data time: 0.1816, Forward time: 2.2577, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.6880 [2020-11-16 17:41:11,814][root][INFO] - ===> Epoch[602](15714/26): Loss 0.1031, Sem 0.1031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.999e-01 Score 96.397 Data time: 0.1968, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.4372 [2020-11-16 17:41:16,678][root][INFO] - ===> Epoch[602](15715/26): Loss 0.1000, Sem 0.1000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.999e-01 Score 96.463 Data time: 0.2075, Forward time: 2.2578, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.7561 [2020-11-16 17:41:22,571][root][INFO] - ===> Epoch[602](15716/26): Loss 0.1031, Sem 0.1031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.999e-01 Score 96.540 Data time: 0.1868, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.8033 [2020-11-16 17:41:28,882][root][INFO] - ===> Epoch[602](15717/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.998e-01 Score 96.580 Data time: 0.2050, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.2205 [2020-11-16 17:41:34,604][root][INFO] - ===> Epoch[602](15718/26): Loss 0.0982, Sem 0.0982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.998e-01 Score 96.783 Data time: 0.2470, Forward time: 2.2579, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.6117 [2020-11-16 17:41:40,956][root][INFO] - ===> Epoch[602](15719/26): Loss 0.1002, Sem 0.1002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.997e-01 Score 96.530 Data time: 0.1362, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.2390 [2020-11-16 17:41:46,828][root][INFO] - ===> Epoch[602](15720/26): Loss 0.1115, Sem 0.1115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.997e-01 Score 96.157 Data time: 0.1735, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.7735 [2020-11-16 17:41:53,235][root][INFO] - ===> Epoch[602](15721/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.996e-01 Score 96.210 Data time: 0.2484, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.3049 [2020-11-16 17:41:59,341][root][INFO] - ===> Epoch[602](15722/26): Loss 0.1046, Sem 0.1046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.996e-01 Score 96.332 Data time: 0.2027, Forward time: 2.2578, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.9838 [2020-11-16 17:42:04,396][root][INFO] - ===> Epoch[602](15723/26): Loss 0.1004, Sem 0.1004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.996e-01 Score 96.490 Data time: 0.1289, Forward time: 2.2577, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.9485 [2020-11-16 17:42:09,952][root][INFO] - ===> Epoch[602](15724/26): Loss 0.1039, Sem 0.1039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.995e-01 Score 96.333 Data time: 0.2031, Forward time: 2.2577, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.4828 [2020-11-16 17:42:14,818][root][INFO] - ===> Epoch[603](15725/26): Loss 0.0930, Sem 0.0930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.995e-01 Score 96.675 Data time: 0.2329, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.7648 [2020-11-16 17:42:20,181][root][INFO] - ===> Epoch[603](15726/26): Loss 0.1091, Sem 0.1091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.994e-01 Score 96.045 Data time: 0.2341, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.2611 [2020-11-16 17:42:26,308][root][INFO] - ===> Epoch[603](15727/26): Loss 0.0972, Sem 0.0972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.994e-01 Score 96.217 Data time: 0.2045, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.0105 [2020-11-16 17:42:33,362][root][INFO] - ===> Epoch[603](15728/26): Loss 0.0982, Sem 0.0982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.994e-01 Score 96.730 Data time: 0.1617, Forward time: 2.2578, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.9506 [2020-11-16 17:42:39,785][root][INFO] - ===> Epoch[603](15729/26): Loss 0.1103, Sem 0.1103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.993e-01 Score 96.199 Data time: 0.1805, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.3332 [2020-11-16 17:42:45,058][root][INFO] - ===> Epoch[603](15730/26): Loss 0.0902, Sem 0.0902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.993e-01 Score 96.815 Data time: 0.1506, Forward time: 2.2577, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.1816 [2020-11-16 17:42:50,358][root][INFO] - ===> Epoch[603](15731/26): Loss 0.1037, Sem 0.1037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.992e-01 Score 96.380 Data time: 0.2099, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.2224 [2020-11-16 17:42:55,991][root][INFO] - ===> Epoch[603](15732/26): Loss 0.1191, Sem 0.1191, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.992e-01 Score 96.180 Data time: 0.2425, Forward time: 2.2577, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.5324 [2020-11-16 17:43:01,150][root][INFO] - ===> Epoch[603](15733/26): Loss 0.0890, Sem 0.0890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.991e-01 Score 96.687 Data time: 0.2217, Forward time: 2.2577, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.0421 [2020-11-16 17:43:06,517][root][INFO] - ===> Epoch[603](15734/26): Loss 0.1084, Sem 0.1084, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.991e-01 Score 96.240 Data time: 0.2139, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.2486 [2020-11-16 17:43:11,472][root][INFO] - ===> Epoch[603](15735/26): Loss 0.1100, Sem 0.1100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.991e-01 Score 96.111 Data time: 0.2448, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.8533 [2020-11-16 17:43:16,637][root][INFO] - ===> Epoch[603](15736/26): Loss 0.1122, Sem 0.1122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.990e-01 Score 96.071 Data time: 0.1853, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.0524 [2020-11-16 17:43:22,903][root][INFO] - ===> Epoch[603](15737/26): Loss 0.0975, Sem 0.0975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.990e-01 Score 96.554 Data time: 0.2057, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.1785 [2020-11-16 17:43:27,919][root][INFO] - ===> Epoch[603](15738/26): Loss 0.1012, Sem 0.1012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.989e-01 Score 96.461 Data time: 0.1347, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.9209 [2020-11-16 17:43:33,623][root][INFO] - ===> Epoch[603](15739/26): Loss 0.0893, Sem 0.0893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.989e-01 Score 96.936 Data time: 0.2027, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.6327 [2020-11-16 17:43:38,675][root][INFO] - ===> Epoch[603](15740/26): Loss 0.1014, Sem 0.1014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.988e-01 Score 96.318 Data time: 0.2413, Forward time: 2.2577, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.9648 [2020-11-16 17:43:44,637][root][INFO] - ===> Epoch[603](15741/26): Loss 0.0932, Sem 0.0932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.988e-01 Score 96.758 Data time: 0.1475, Forward time: 2.2577, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.8537 [2020-11-16 17:43:49,620][root][INFO] - ===> Epoch[603](15742/26): Loss 0.1033, Sem 0.1033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.988e-01 Score 96.367 Data time: 0.1969, Forward time: 2.2576, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.8945 [2020-11-16 17:43:57,452][root][INFO] - ===> Epoch[603](15743/26): Loss 0.0870, Sem 0.0870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.987e-01 Score 96.679 Data time: 0.1726, Forward time: 2.2576, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 7.7174 [2020-11-16 17:44:04,083][root][INFO] - ===> Epoch[603](15744/26): Loss 0.0967, Sem 0.0967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.987e-01 Score 96.567 Data time: 0.3543, Forward time: 2.2577, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.5194 [2020-11-16 17:44:09,701][root][INFO] - ===> Epoch[603](15745/26): Loss 0.1156, Sem 0.1156, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.986e-01 Score 96.044 Data time: 0.2052, Forward time: 2.2577, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.5048 [2020-11-16 17:44:14,970][root][INFO] - ===> Epoch[603](15746/26): Loss 0.0978, Sem 0.0978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.986e-01 Score 96.576 Data time: 0.2249, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.1570 [2020-11-16 17:44:20,408][root][INFO] - ===> Epoch[603](15747/26): Loss 0.1054, Sem 0.1054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.986e-01 Score 96.289 Data time: 0.2405, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.3244 [2020-11-16 17:44:25,689][root][INFO] - ===> Epoch[603](15748/26): Loss 0.0992, Sem 0.0992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.985e-01 Score 96.250 Data time: 0.2253, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.1641 [2020-11-16 17:44:32,544][root][INFO] - ===> Epoch[603](15749/26): Loss 0.0933, Sem 0.0933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.985e-01 Score 96.635 Data time: 0.2066, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.7473 [2020-11-16 17:44:38,901][root][INFO] - ===> Epoch[603](15750/26): Loss 0.1025, Sem 0.1025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.984e-01 Score 96.099 Data time: 0.2364, Forward time: 2.2579, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.2779 [2020-11-16 17:44:44,472][root][INFO] - ===> Epoch[604](15751/26): Loss 0.0873, Sem 0.0873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.984e-01 Score 96.932 Data time: 0.1959, Forward time: 2.2579, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.4577 [2020-11-16 17:44:51,095][root][INFO] - ===> Epoch[604](15752/26): Loss 0.1044, Sem 0.1044, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.983e-01 Score 96.424 Data time: 0.2397, Forward time: 2.2579, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.5342 [2020-11-16 17:44:56,662][root][INFO] - ===> Epoch[604](15753/26): Loss 0.0918, Sem 0.0918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.983e-01 Score 96.867 Data time: 0.1586, Forward time: 2.2579, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.4580 [2020-11-16 17:45:01,206][root][INFO] - ===> Epoch[604](15754/26): Loss 0.1117, Sem 0.1117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.983e-01 Score 95.837 Data time: 0.2159, Forward time: 2.2578, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.4821 [2020-11-16 17:45:05,859][root][INFO] - ===> Epoch[604](15755/26): Loss 0.0935, Sem 0.0935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.982e-01 Score 96.825 Data time: 0.1651, Forward time: 2.2578, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.5602 [2020-11-16 17:45:10,311][root][INFO] - ===> Epoch[604](15756/26): Loss 0.0850, Sem 0.0850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.982e-01 Score 97.171 Data time: 0.2218, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.3685 [2020-11-16 17:45:15,155][root][INFO] - ===> Epoch[604](15757/26): Loss 0.0969, Sem 0.0969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.981e-01 Score 96.567 Data time: 0.1787, Forward time: 2.2578, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.7526 [2020-11-16 17:45:20,520][root][INFO] - ===> Epoch[604](15758/26): Loss 0.0984, Sem 0.0984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.981e-01 Score 96.645 Data time: 0.2341, Forward time: 2.2578, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.2663 [2020-11-16 17:45:25,415][root][INFO] - ===> Epoch[604](15759/26): Loss 0.1037, Sem 0.1037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.980e-01 Score 96.389 Data time: 0.1637, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 4.7916 [2020-11-16 17:45:32,257][root][INFO] - ===> Epoch[604](15760/26): Loss 0.1105, Sem 0.1105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.980e-01 Score 96.214 Data time: 0.1970, Forward time: 2.2577, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.7454 [2020-11-16 17:45:38,853][root][INFO] - ===> Epoch[604](15761/26): Loss 0.1025, Sem 0.1025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.980e-01 Score 96.642 Data time: 0.2422, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.4902 [2020-11-16 17:45:43,919][root][INFO] - ===> Epoch[604](15762/26): Loss 0.1070, Sem 0.1070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.979e-01 Score 96.063 Data time: 0.2389, Forward time: 2.2578, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.9428 [2020-11-16 17:45:50,070][root][INFO] - ===> Epoch[604](15763/26): Loss 0.0881, Sem 0.0881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.979e-01 Score 96.978 Data time: 0.1928, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.0286 [2020-11-16 17:45:55,546][root][INFO] - ===> Epoch[604](15764/26): Loss 0.1009, Sem 0.1009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.978e-01 Score 96.411 Data time: 0.2046, Forward time: 2.2578, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.3767 [2020-11-16 17:46:00,020][root][INFO] - ===> Epoch[604](15765/26): Loss 0.0937, Sem 0.0937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.978e-01 Score 96.756 Data time: 0.1738, Forward time: 2.2577, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.3677 [2020-11-16 17:46:04,623][root][INFO] - ===> Epoch[604](15766/26): Loss 0.0962, Sem 0.0962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.978e-01 Score 96.744 Data time: 0.2082, Forward time: 2.2577, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 4.5264 [2020-11-16 17:46:11,111][root][INFO] - ===> Epoch[604](15767/26): Loss 0.0960, Sem 0.0960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.977e-01 Score 96.521 Data time: 0.3527, Forward time: 2.2578, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.3832 [2020-11-16 17:46:15,886][root][INFO] - ===> Epoch[604](15768/26): Loss 0.0996, Sem 0.0996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.977e-01 Score 96.409 Data time: 0.2178, Forward time: 2.2578, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.6639 [2020-11-16 17:46:20,934][root][INFO] - ===> Epoch[604](15769/26): Loss 0.0960, Sem 0.0960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.976e-01 Score 96.605 Data time: 0.2226, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.9313 [2020-11-16 17:46:27,504][root][INFO] - ===> Epoch[604](15770/26): Loss 0.0843, Sem 0.0843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.976e-01 Score 97.056 Data time: 0.2342, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.4557 [2020-11-16 17:46:32,347][root][INFO] - ===> Epoch[604](15771/26): Loss 0.1008, Sem 0.1008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.975e-01 Score 96.421 Data time: 0.2176, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.7055 [2020-11-16 17:46:37,694][root][INFO] - ===> Epoch[604](15772/26): Loss 0.1033, Sem 0.1033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.975e-01 Score 96.379 Data time: 0.2435, Forward time: 2.2580, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.2467 [2020-11-16 17:46:43,919][root][INFO] - ===> Epoch[604](15773/26): Loss 0.0897, Sem 0.0897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.975e-01 Score 96.930 Data time: 0.1657, Forward time: 2.2580, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 6.1281 [2020-11-16 17:46:48,933][root][INFO] - ===> Epoch[604](15774/26): Loss 0.1150, Sem 0.1150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.974e-01 Score 95.777 Data time: 0.1589, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.8832 [2020-11-16 17:46:54,060][root][INFO] - ===> Epoch[604](15775/26): Loss 0.0940, Sem 0.0940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.974e-01 Score 96.690 Data time: 0.2024, Forward time: 2.2579, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.0518 [2020-11-16 17:47:00,086][root][INFO] - ===> Epoch[604](15776/26): Loss 0.0919, Sem 0.0919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.973e-01 Score 96.752 Data time: 0.2622, Forward time: 2.2580, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.9012 [2020-11-16 17:47:05,868][root][INFO] - ===> Epoch[605](15777/26): Loss 0.0964, Sem 0.0964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.973e-01 Score 96.496 Data time: 0.2282, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.6514 [2020-11-16 17:47:10,675][root][INFO] - ===> Epoch[605](15778/26): Loss 0.0883, Sem 0.0883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.973e-01 Score 96.968 Data time: 0.1820, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 4.6824 [2020-11-16 17:47:15,907][root][INFO] - ===> Epoch[605](15779/26): Loss 0.1200, Sem 0.1200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.972e-01 Score 96.271 Data time: 0.2051, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.1293 [2020-11-16 17:47:21,177][root][INFO] - ===> Epoch[605](15780/26): Loss 0.1026, Sem 0.1026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.972e-01 Score 96.215 Data time: 0.2181, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.1512 [2020-11-16 17:47:27,322][root][INFO] - ===> Epoch[605](15781/26): Loss 0.1166, Sem 0.1166, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.971e-01 Score 95.928 Data time: 0.1913, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.0476 [2020-11-16 17:47:35,638][root][INFO] - ===> Epoch[605](15782/26): Loss 0.0951, Sem 0.0951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.971e-01 Score 96.841 Data time: 0.1854, Forward time: 2.2580, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 8.2167 [2020-11-16 17:47:40,647][root][INFO] - ===> Epoch[605](15783/26): Loss 0.1006, Sem 0.1006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.970e-01 Score 96.571 Data time: 0.1731, Forward time: 2.2580, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 4.9193 [2020-11-16 17:47:46,135][root][INFO] - ===> Epoch[605](15784/26): Loss 0.1099, Sem 0.1099, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.970e-01 Score 96.221 Data time: 0.1578, Forward time: 2.2580, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.3929 [2020-11-16 17:47:51,696][root][INFO] - ===> Epoch[605](15785/26): Loss 0.1259, Sem 0.1259, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.970e-01 Score 96.089 Data time: 0.2087, Forward time: 2.2580, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.4599 [2020-11-16 17:47:57,495][root][INFO] - ===> Epoch[605](15786/26): Loss 0.1075, Sem 0.1075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.969e-01 Score 96.350 Data time: 0.2027, Forward time: 2.2580, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.7006 [2020-11-16 17:48:03,674][root][INFO] - ===> Epoch[605](15787/26): Loss 0.1153, Sem 0.1153, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.969e-01 Score 95.925 Data time: 0.2378, Forward time: 2.2580, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 6.0772 [2020-11-16 17:48:09,716][root][INFO] - ===> Epoch[605](15788/26): Loss 0.1410, Sem 0.1410, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.968e-01 Score 95.313 Data time: 0.2873, Forward time: 2.2581, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.9469 [2020-11-16 17:48:15,211][root][INFO] - ===> Epoch[605](15789/26): Loss 0.1108, Sem 0.1108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.968e-01 Score 96.061 Data time: 0.1886, Forward time: 2.2581, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.3763 [2020-11-16 17:48:20,891][root][INFO] - ===> Epoch[605](15790/26): Loss 0.1207, Sem 0.1207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.967e-01 Score 96.027 Data time: 0.2832, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.5769 [2020-11-16 17:48:25,304][root][INFO] - ===> Epoch[605](15791/26): Loss 0.0994, Sem 0.0994, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.967e-01 Score 96.394 Data time: 0.1574, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.2990 [2020-11-16 17:48:31,638][root][INFO] - ===> Epoch[605](15792/26): Loss 0.1037, Sem 0.1037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.967e-01 Score 96.558 Data time: 0.1822, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.2513 [2020-11-16 17:48:37,438][root][INFO] - ===> Epoch[605](15793/26): Loss 0.1207, Sem 0.1207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.966e-01 Score 95.670 Data time: 0.2659, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.7028 [2020-11-16 17:48:43,225][root][INFO] - ===> Epoch[605](15794/26): Loss 0.1232, Sem 0.1232, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.966e-01 Score 95.825 Data time: 0.1826, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.6858 [2020-11-16 17:48:48,184][root][INFO] - ===> Epoch[605](15795/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.965e-01 Score 95.796 Data time: 0.1751, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 4.8590 [2020-11-16 17:48:53,961][root][INFO] - ===> Epoch[605](15796/26): Loss 0.1169, Sem 0.1169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.965e-01 Score 95.786 Data time: 0.1789, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.6811 [2020-11-16 17:48:59,199][root][INFO] - ===> Epoch[605](15797/26): Loss 0.1092, Sem 0.1092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.965e-01 Score 96.400 Data time: 0.2112, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.1435 [2020-11-16 17:49:04,490][root][INFO] - ===> Epoch[605](15798/26): Loss 0.1183, Sem 0.1183, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.964e-01 Score 95.950 Data time: 0.1869, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.1802 [2020-11-16 17:49:11,168][root][INFO] - ===> Epoch[605](15799/26): Loss 0.1211, Sem 0.1211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.964e-01 Score 96.065 Data time: 0.1885, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.5692 [2020-11-16 17:49:16,314][root][INFO] - ===> Epoch[605](15800/26): Loss 0.1225, Sem 0.1225, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.963e-01 Score 95.628 Data time: 0.2190, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.0394 [2020-11-16 17:49:21,345][root][INFO] - ===> Epoch[605](15801/26): Loss 0.1134, Sem 0.1134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.963e-01 Score 96.211 Data time: 0.2046, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.9178 [2020-11-16 17:49:27,839][root][INFO] - ===> Epoch[605](15802/26): Loss 0.0999, Sem 0.0999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.962e-01 Score 96.636 Data time: 0.2201, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.3826 [2020-11-16 17:49:32,505][root][INFO] - ===> Epoch[606](15803/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.962e-01 Score 96.458 Data time: 0.1714, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.5503 [2020-11-16 17:49:37,633][root][INFO] - ===> Epoch[606](15804/26): Loss 0.1080, Sem 0.1080, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.962e-01 Score 96.274 Data time: 0.1619, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.0222 [2020-11-16 17:49:42,373][root][INFO] - ===> Epoch[606](15805/26): Loss 0.1196, Sem 0.1196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.961e-01 Score 96.026 Data time: 0.1894, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.6645 [2020-11-16 17:49:46,985][root][INFO] - ===> Epoch[606](15806/26): Loss 0.1067, Sem 0.1067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.961e-01 Score 96.110 Data time: 0.1386, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.5142 [2020-11-16 17:49:53,769][root][INFO] - ===> Epoch[606](15807/26): Loss 0.1246, Sem 0.1246, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.960e-01 Score 95.267 Data time: 0.2160, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.7199 [2020-11-16 17:50:01,130][root][INFO] - ===> Epoch[606](15808/26): Loss 0.1272, Sem 0.1272, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.960e-01 Score 95.661 Data time: 0.2312, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 7.2614 [2020-11-16 17:50:07,034][root][INFO] - ===> Epoch[606](15809/26): Loss 0.1063, Sem 0.1063, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.959e-01 Score 96.331 Data time: 0.1588, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.8091 [2020-11-16 17:50:12,327][root][INFO] - ===> Epoch[606](15810/26): Loss 0.1154, Sem 0.1154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.959e-01 Score 96.147 Data time: 0.1368, Forward time: 2.2579, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.2013 [2020-11-16 17:50:17,222][root][INFO] - ===> Epoch[606](15811/26): Loss 0.1064, Sem 0.1064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.959e-01 Score 96.389 Data time: 0.1137, Forward time: 2.2578, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 4.8377 [2020-11-16 17:50:22,345][root][INFO] - ===> Epoch[606](15812/26): Loss 0.1317, Sem 0.1317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.958e-01 Score 95.455 Data time: 0.2164, Forward time: 2.2578, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.0683 [2020-11-16 17:50:27,778][root][INFO] - ===> Epoch[606](15813/26): Loss 0.1157, Sem 0.1157, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.958e-01 Score 95.969 Data time: 0.2651, Forward time: 2.2578, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.3501 [2020-11-16 17:50:34,717][root][INFO] - ===> Epoch[606](15814/26): Loss 0.0860, Sem 0.0860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.957e-01 Score 96.949 Data time: 0.1970, Forward time: 2.2578, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.8199 [2020-11-16 17:50:39,649][root][INFO] - ===> Epoch[606](15815/26): Loss 0.1096, Sem 0.1096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.957e-01 Score 96.290 Data time: 0.2288, Forward time: 2.2578, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 4.7966 [2020-11-16 17:50:44,049][root][INFO] - ===> Epoch[606](15816/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.957e-01 Score 96.489 Data time: 0.1641, Forward time: 2.2578, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.2998 [2020-11-16 17:50:50,198][root][INFO] - ===> Epoch[606](15817/26): Loss 0.1043, Sem 0.1043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.956e-01 Score 96.500 Data time: 0.2250, Forward time: 2.2578, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.0571 [2020-11-16 17:50:55,171][root][INFO] - ===> Epoch[606](15818/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.956e-01 Score 96.405 Data time: 0.2710, Forward time: 2.2578, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.8876 [2020-11-16 17:51:00,546][root][INFO] - ===> Epoch[606](15819/26): Loss 0.1253, Sem 0.1253, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.955e-01 Score 95.714 Data time: 0.2831, Forward time: 2.2579, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.2761 [2020-11-16 17:51:05,880][root][INFO] - ===> Epoch[606](15820/26): Loss 0.1075, Sem 0.1075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.955e-01 Score 96.370 Data time: 0.2110, Forward time: 2.2579, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2317 [2020-11-16 17:51:11,156][root][INFO] - ===> Epoch[606](15821/26): Loss 0.1250, Sem 0.1250, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.954e-01 Score 95.834 Data time: 0.2240, Forward time: 2.2579, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1791 [2020-11-16 17:51:16,654][root][INFO] - ===> Epoch[606](15822/26): Loss 0.0931, Sem 0.0931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.954e-01 Score 96.786 Data time: 0.1479, Forward time: 2.2579, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.3953 [2020-11-16 17:51:22,581][root][INFO] - ===> Epoch[606](15823/26): Loss 0.0830, Sem 0.0830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.954e-01 Score 97.144 Data time: 0.1923, Forward time: 2.2578, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.8630 [2020-11-16 17:51:28,324][root][INFO] - ===> Epoch[606](15824/26): Loss 0.0948, Sem 0.0948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.953e-01 Score 96.577 Data time: 0.2835, Forward time: 2.2579, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6604 [2020-11-16 17:51:34,500][root][INFO] - ===> Epoch[606](15825/26): Loss 0.1098, Sem 0.1098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.953e-01 Score 96.163 Data time: 0.1893, Forward time: 2.2579, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.0613 [2020-11-16 17:51:40,080][root][INFO] - ===> Epoch[606](15826/26): Loss 0.1051, Sem 0.1051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.952e-01 Score 96.569 Data time: 0.2421, Forward time: 2.2579, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4941 [2020-11-16 17:51:46,034][root][INFO] - ===> Epoch[606](15827/26): Loss 0.1086, Sem 0.1086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.952e-01 Score 96.413 Data time: 0.2087, Forward time: 2.2579, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.8745 [2020-11-16 17:51:51,881][root][INFO] - ===> Epoch[606](15828/26): Loss 0.1155, Sem 0.1155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.951e-01 Score 96.096 Data time: 0.2648, Forward time: 2.2579, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.7478 [2020-11-16 17:51:57,348][root][INFO] - ===> Epoch[607](15829/26): Loss 0.0903, Sem 0.0903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.951e-01 Score 96.734 Data time: 0.2142, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.3787 [2020-11-16 17:52:03,302][root][INFO] - ===> Epoch[607](15830/26): Loss 0.1039, Sem 0.1039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.951e-01 Score 96.354 Data time: 0.2145, Forward time: 2.2579, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.8553 [2020-11-16 17:52:09,109][root][INFO] - ===> Epoch[607](15831/26): Loss 0.1143, Sem 0.1143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.950e-01 Score 95.974 Data time: 0.2299, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.7074 [2020-11-16 17:52:15,264][root][INFO] - ===> Epoch[607](15832/26): Loss 0.1103, Sem 0.1103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.950e-01 Score 96.059 Data time: 0.2623, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.0429 [2020-11-16 17:52:20,647][root][INFO] - ===> Epoch[607](15833/26): Loss 0.1041, Sem 0.1041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.949e-01 Score 96.460 Data time: 0.1903, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2726 [2020-11-16 17:52:26,820][root][INFO] - ===> Epoch[607](15834/26): Loss 0.1070, Sem 0.1070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.949e-01 Score 96.504 Data time: 0.3062, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.0927 [2020-11-16 17:52:32,770][root][INFO] - ===> Epoch[607](15835/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.949e-01 Score 96.263 Data time: 0.2203, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.8331 [2020-11-16 17:52:38,515][root][INFO] - ===> Epoch[607](15836/26): Loss 0.1115, Sem 0.1115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.948e-01 Score 96.104 Data time: 0.2197, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6176 [2020-11-16 17:52:44,201][root][INFO] - ===> Epoch[607](15837/26): Loss 0.1192, Sem 0.1192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.948e-01 Score 95.763 Data time: 0.2406, Forward time: 2.2582, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6032 [2020-11-16 17:52:49,794][root][INFO] - ===> Epoch[607](15838/26): Loss 0.1055, Sem 0.1055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.947e-01 Score 96.151 Data time: 0.1384, Forward time: 2.2582, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.4753 [2020-11-16 17:52:55,578][root][INFO] - ===> Epoch[607](15839/26): Loss 0.1172, Sem 0.1172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.947e-01 Score 95.723 Data time: 0.1846, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.7315 [2020-11-16 17:53:00,844][root][INFO] - ===> Epoch[607](15840/26): Loss 0.1296, Sem 0.1296, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.946e-01 Score 95.410 Data time: 0.2102, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.1945 [2020-11-16 17:53:05,203][root][INFO] - ===> Epoch[607](15841/26): Loss 0.1201, Sem 0.1201, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.946e-01 Score 95.902 Data time: 0.1317, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.2669 [2020-11-16 17:53:11,692][root][INFO] - ===> Epoch[607](15842/26): Loss 0.0944, Sem 0.0944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.946e-01 Score 96.682 Data time: 0.1637, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.4153 [2020-11-16 17:53:18,426][root][INFO] - ===> Epoch[607](15843/26): Loss 0.1034, Sem 0.1034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.945e-01 Score 96.466 Data time: 0.2206, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.6506 [2020-11-16 17:53:23,880][root][INFO] - ===> Epoch[607](15844/26): Loss 0.1029, Sem 0.1029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.945e-01 Score 96.407 Data time: 0.1827, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.3912 [2020-11-16 17:53:29,094][root][INFO] - ===> Epoch[607](15845/26): Loss 0.1052, Sem 0.1052, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.944e-01 Score 96.082 Data time: 0.2724, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1311 [2020-11-16 17:53:35,940][root][INFO] - ===> Epoch[607](15846/26): Loss 0.1000, Sem 0.1000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.944e-01 Score 96.366 Data time: 0.3381, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.7416 [2020-11-16 17:53:42,065][root][INFO] - ===> Epoch[607](15847/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.943e-01 Score 95.989 Data time: 0.1861, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.0090 [2020-11-16 17:53:47,827][root][INFO] - ===> Epoch[607](15848/26): Loss 0.0928, Sem 0.0928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.943e-01 Score 96.811 Data time: 0.2523, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6798 [2020-11-16 17:53:53,438][root][INFO] - ===> Epoch[607](15849/26): Loss 0.1016, Sem 0.1016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.943e-01 Score 96.293 Data time: 0.1637, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.4850 [2020-11-16 17:53:58,695][root][INFO] - ===> Epoch[607](15850/26): Loss 0.1073, Sem 0.1073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.942e-01 Score 96.202 Data time: 0.2479, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1950 [2020-11-16 17:54:04,312][root][INFO] - ===> Epoch[607](15851/26): Loss 0.0927, Sem 0.0927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.942e-01 Score 96.663 Data time: 0.1802, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.5474 [2020-11-16 17:54:10,417][root][INFO] - ===> Epoch[607](15852/26): Loss 0.1192, Sem 0.1192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.941e-01 Score 95.815 Data time: 0.2108, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.0055 [2020-11-16 17:54:15,339][root][INFO] - ===> Epoch[607](15853/26): Loss 0.1294, Sem 0.1294, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.941e-01 Score 95.509 Data time: 0.1892, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.8226 [2020-11-16 17:54:20,402][root][INFO] - ===> Epoch[607](15854/26): Loss 0.1214, Sem 0.1214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.941e-01 Score 95.805 Data time: 0.1870, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.9509 [2020-11-16 17:54:25,203][root][INFO] - ===> Epoch[608](15855/26): Loss 0.0972, Sem 0.0972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.940e-01 Score 96.603 Data time: 0.1678, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.6931 [2020-11-16 17:54:31,640][root][INFO] - ===> Epoch[608](15856/26): Loss 0.1055, Sem 0.1055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.940e-01 Score 96.470 Data time: 0.2719, Forward time: 2.2582, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.3476 [2020-11-16 17:54:36,072][root][INFO] - ===> Epoch[608](15857/26): Loss 0.1032, Sem 0.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.939e-01 Score 96.462 Data time: 0.1787, Forward time: 2.2581, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.2971 [2020-11-16 17:54:42,118][root][INFO] - ===> Epoch[608](15858/26): Loss 0.1062, Sem 0.1062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.939e-01 Score 96.370 Data time: 0.2058, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.9476 [2020-11-16 17:54:47,046][root][INFO] - ===> Epoch[608](15859/26): Loss 0.1150, Sem 0.1150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.938e-01 Score 95.957 Data time: 0.2175, Forward time: 2.2582, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.8194 [2020-11-16 17:54:52,842][root][INFO] - ===> Epoch[608](15860/26): Loss 0.1079, Sem 0.1079, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.938e-01 Score 96.245 Data time: 0.1858, Forward time: 2.2581, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.6957 [2020-11-16 17:54:59,427][root][INFO] - ===> Epoch[608](15861/26): Loss 0.1124, Sem 0.1124, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.938e-01 Score 96.304 Data time: 0.2083, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.4814 [2020-11-16 17:55:04,512][root][INFO] - ===> Epoch[608](15862/26): Loss 0.1103, Sem 0.1103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.937e-01 Score 96.204 Data time: 0.1862, Forward time: 2.2581, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.9717 [2020-11-16 17:55:09,639][root][INFO] - ===> Epoch[608](15863/26): Loss 0.0970, Sem 0.0970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.937e-01 Score 96.732 Data time: 0.1793, Forward time: 2.2581, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.0432 [2020-11-16 17:55:14,783][root][INFO] - ===> Epoch[608](15864/26): Loss 0.1024, Sem 0.1024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.936e-01 Score 96.261 Data time: 0.2351, Forward time: 2.2581, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.0499 [2020-11-16 17:55:20,046][root][INFO] - ===> Epoch[608](15865/26): Loss 0.0852, Sem 0.0852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.936e-01 Score 97.013 Data time: 0.1654, Forward time: 2.2581, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.1612 [2020-11-16 17:55:25,810][root][INFO] - ===> Epoch[608](15866/26): Loss 0.0960, Sem 0.0960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.935e-01 Score 96.585 Data time: 0.2320, Forward time: 2.2581, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.6776 [2020-11-16 17:55:32,255][root][INFO] - ===> Epoch[608](15867/26): Loss 0.1091, Sem 0.1091, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.935e-01 Score 96.094 Data time: 0.2091, Forward time: 2.2581, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.3468 [2020-11-16 17:55:37,844][root][INFO] - ===> Epoch[608](15868/26): Loss 0.1024, Sem 0.1024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.935e-01 Score 96.272 Data time: 0.2148, Forward time: 2.2581, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.4828 [2020-11-16 17:55:44,690][root][INFO] - ===> Epoch[608](15869/26): Loss 0.1014, Sem 0.1014, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.934e-01 Score 96.384 Data time: 0.1551, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.7443 [2020-11-16 17:55:49,863][root][INFO] - ===> Epoch[608](15870/26): Loss 0.0988, Sem 0.0988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.934e-01 Score 96.396 Data time: 0.1911, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.0910 [2020-11-16 17:55:56,630][root][INFO] - ===> Epoch[608](15871/26): Loss 0.1140, Sem 0.1140, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.933e-01 Score 96.169 Data time: 0.2163, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.6541 [2020-11-16 17:56:01,763][root][INFO] - ===> Epoch[608](15872/26): Loss 0.0891, Sem 0.0891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.933e-01 Score 96.892 Data time: 0.2545, Forward time: 2.2581, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.0097 [2020-11-16 17:56:06,672][root][INFO] - ===> Epoch[608](15873/26): Loss 0.0869, Sem 0.0869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.933e-01 Score 96.925 Data time: 0.2204, Forward time: 2.2582, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.7822 [2020-11-16 17:56:12,129][root][INFO] - ===> Epoch[608](15874/26): Loss 0.1019, Sem 0.1019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.932e-01 Score 96.191 Data time: 0.2152, Forward time: 2.2582, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.3514 [2020-11-16 17:56:17,679][root][INFO] - ===> Epoch[608](15875/26): Loss 0.0969, Sem 0.0969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.932e-01 Score 96.504 Data time: 0.1395, Forward time: 2.2581, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.4424 [2020-11-16 17:56:22,571][root][INFO] - ===> Epoch[608](15876/26): Loss 0.0946, Sem 0.0946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.931e-01 Score 96.696 Data time: 0.1517, Forward time: 2.2581, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.8312 [2020-11-16 17:56:28,814][root][INFO] - ===> Epoch[608](15877/26): Loss 0.0944, Sem 0.0944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.931e-01 Score 96.707 Data time: 0.1802, Forward time: 2.2580, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.1658 [2020-11-16 17:56:34,342][root][INFO] - ===> Epoch[608](15878/26): Loss 0.0947, Sem 0.0947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.930e-01 Score 96.688 Data time: 0.2081, Forward time: 2.2580, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.4414 [2020-11-16 17:56:40,241][root][INFO] - ===> Epoch[608](15879/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.930e-01 Score 96.217 Data time: 0.2133, Forward time: 2.2580, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.8039 [2020-11-16 17:56:46,348][root][INFO] - ===> Epoch[608](15880/26): Loss 0.1146, Sem 0.1146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.930e-01 Score 95.905 Data time: 0.2200, Forward time: 2.2580, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.0075 [2020-11-16 17:56:53,417][root][INFO] - ===> Epoch[609](15881/26): Loss 0.0965, Sem 0.0965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.929e-01 Score 96.582 Data time: 0.1994, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.9586 [2020-11-16 17:56:59,856][root][INFO] - ===> Epoch[609](15882/26): Loss 0.1022, Sem 0.1022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.929e-01 Score 96.213 Data time: 0.1715, Forward time: 2.2580, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.3297 [2020-11-16 17:57:06,851][root][INFO] - ===> Epoch[609](15883/26): Loss 0.1062, Sem 0.1062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.928e-01 Score 96.456 Data time: 0.2161, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.9109 [2020-11-16 17:57:12,675][root][INFO] - ===> Epoch[609](15884/26): Loss 0.1098, Sem 0.1098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.928e-01 Score 96.164 Data time: 0.1960, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.7252 [2020-11-16 17:57:19,090][root][INFO] - ===> Epoch[609](15885/26): Loss 0.1181, Sem 0.1181, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.927e-01 Score 95.772 Data time: 0.2149, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.2905 [2020-11-16 17:57:23,988][root][INFO] - ===> Epoch[609](15886/26): Loss 0.0911, Sem 0.0911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.927e-01 Score 96.719 Data time: 0.1476, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 4.7903 [2020-11-16 17:57:28,287][root][INFO] - ===> Epoch[609](15887/26): Loss 0.0922, Sem 0.0922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.927e-01 Score 96.864 Data time: 0.1756, Forward time: 2.2579, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.2295 [2020-11-16 17:57:32,881][root][INFO] - ===> Epoch[609](15888/26): Loss 0.0947, Sem 0.0947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.926e-01 Score 96.721 Data time: 0.2078, Forward time: 2.2579, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.5060 [2020-11-16 17:57:37,350][root][INFO] - ===> Epoch[609](15889/26): Loss 0.1058, Sem 0.1058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.926e-01 Score 96.371 Data time: 0.1780, Forward time: 2.2579, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.3665 [2020-11-16 17:57:42,474][root][INFO] - ===> Epoch[609](15890/26): Loss 0.1026, Sem 0.1026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.925e-01 Score 96.418 Data time: 0.1869, Forward time: 2.2579, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.0380 [2020-11-16 17:57:47,498][root][INFO] - ===> Epoch[609](15891/26): Loss 0.0925, Sem 0.0925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.925e-01 Score 96.720 Data time: 0.1652, Forward time: 2.2578, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.9311 [2020-11-16 17:57:53,386][root][INFO] - ===> Epoch[609](15892/26): Loss 0.0880, Sem 0.0880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.924e-01 Score 96.858 Data time: 0.2901, Forward time: 2.2579, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.8434 [2020-11-16 17:57:59,331][root][INFO] - ===> Epoch[609](15893/26): Loss 0.1016, Sem 0.1016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.924e-01 Score 96.540 Data time: 0.2554, Forward time: 2.2580, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.8266 [2020-11-16 17:58:05,937][root][INFO] - ===> Epoch[609](15894/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.924e-01 Score 96.211 Data time: 0.1742, Forward time: 2.2579, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.4995 [2020-11-16 17:58:11,434][root][INFO] - ===> Epoch[609](15895/26): Loss 0.1034, Sem 0.1034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.923e-01 Score 96.075 Data time: 0.2474, Forward time: 2.2580, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.3919 [2020-11-16 17:58:17,976][root][INFO] - ===> Epoch[609](15896/26): Loss 0.0970, Sem 0.0970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.923e-01 Score 96.495 Data time: 0.2233, Forward time: 2.2579, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.4116 [2020-11-16 17:58:22,952][root][INFO] - ===> Epoch[609](15897/26): Loss 0.0888, Sem 0.0888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.922e-01 Score 96.921 Data time: 0.2085, Forward time: 2.2579, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.8809 [2020-11-16 17:58:27,997][root][INFO] - ===> Epoch[609](15898/26): Loss 0.0937, Sem 0.0937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.922e-01 Score 96.511 Data time: 0.2236, Forward time: 2.2579, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.9271 [2020-11-16 17:58:33,518][root][INFO] - ===> Epoch[609](15899/26): Loss 0.1035, Sem 0.1035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.922e-01 Score 96.404 Data time: 0.2016, Forward time: 2.2580, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.4226 [2020-11-16 17:58:40,121][root][INFO] - ===> Epoch[609](15900/26): Loss 0.0941, Sem 0.0941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.921e-01 Score 96.658 Data time: 0.1983, Forward time: 2.2580, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.4653 [2020-11-16 17:58:45,619][root][INFO] - ===> Epoch[609](15901/26): Loss 0.1069, Sem 0.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.921e-01 Score 96.161 Data time: 0.1703, Forward time: 2.2579, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.3861 [2020-11-16 17:58:54,993][root][INFO] - ===> Epoch[609](15902/26): Loss 0.1045, Sem 0.1045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.920e-01 Score 96.250 Data time: 0.3006, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 9.2859 [2020-11-16 17:59:00,668][root][INFO] - ===> Epoch[609](15903/26): Loss 0.0961, Sem 0.0961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.920e-01 Score 96.633 Data time: 0.2263, Forward time: 2.2580, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.5404 [2020-11-16 17:59:08,377][root][INFO] - ===> Epoch[609](15904/26): Loss 0.0940, Sem 0.0940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.919e-01 Score 96.630 Data time: 0.1388, Forward time: 2.2580, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 7.5921 [2020-11-16 17:59:13,811][root][INFO] - ===> Epoch[609](15905/26): Loss 0.0954, Sem 0.0954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.919e-01 Score 96.592 Data time: 0.1625, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.3592 [2020-11-16 17:59:18,623][root][INFO] - ===> Epoch[609](15906/26): Loss 0.1038, Sem 0.1038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.919e-01 Score 96.463 Data time: 0.1883, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 4.7640 [2020-11-16 17:59:24,052][root][INFO] - ===> Epoch[610](15907/26): Loss 0.1051, Sem 0.1051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.918e-01 Score 96.396 Data time: 0.1996, Forward time: 2.2579, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.3466 [2020-11-16 17:59:28,800][root][INFO] - ===> Epoch[610](15908/26): Loss 0.1200, Sem 0.1200, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.918e-01 Score 95.735 Data time: 0.2180, Forward time: 2.2579, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 4.6546 [2020-11-16 17:59:35,387][root][INFO] - ===> Epoch[610](15909/26): Loss 0.0961, Sem 0.0961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.917e-01 Score 96.608 Data time: 0.2779, Forward time: 2.2579, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.4857 [2020-11-16 17:59:41,277][root][INFO] - ===> Epoch[610](15910/26): Loss 0.0909, Sem 0.0909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.917e-01 Score 96.870 Data time: 0.2137, Forward time: 2.2579, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.7667 [2020-11-16 17:59:47,453][root][INFO] - ===> Epoch[610](15911/26): Loss 0.0880, Sem 0.0880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.916e-01 Score 96.919 Data time: 0.3687, Forward time: 2.2580, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.0960 [2020-11-16 17:59:52,807][root][INFO] - ===> Epoch[610](15912/26): Loss 0.1008, Sem 0.1008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.916e-01 Score 96.398 Data time: 0.1371, Forward time: 2.2580, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.2484 [2020-11-16 17:59:59,437][root][INFO] - ===> Epoch[610](15913/26): Loss 0.0967, Sem 0.0967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.916e-01 Score 96.624 Data time: 0.1602, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 6.5471 [2020-11-16 18:00:04,981][root][INFO] - ===> Epoch[610](15914/26): Loss 0.1008, Sem 0.1008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.915e-01 Score 96.365 Data time: 0.1873, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.4837 [2020-11-16 18:00:10,349][root][INFO] - ===> Epoch[610](15915/26): Loss 0.0915, Sem 0.0915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.915e-01 Score 96.874 Data time: 0.2410, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.2937 [2020-11-16 18:00:16,654][root][INFO] - ===> Epoch[610](15916/26): Loss 0.0996, Sem 0.0996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.914e-01 Score 96.795 Data time: 0.3345, Forward time: 2.2580, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.2129 [2020-11-16 18:00:22,492][root][INFO] - ===> Epoch[610](15917/26): Loss 0.0889, Sem 0.0889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.914e-01 Score 96.693 Data time: 0.1552, Forward time: 2.2580, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.7147 [2020-11-16 18:00:28,296][root][INFO] - ===> Epoch[610](15918/26): Loss 0.0942, Sem 0.0942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.914e-01 Score 96.689 Data time: 0.1373, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.7333 [2020-11-16 18:00:33,419][root][INFO] - ===> Epoch[610](15919/26): Loss 0.0873, Sem 0.0873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.913e-01 Score 97.008 Data time: 0.1784, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.0927 [2020-11-16 18:00:40,289][root][INFO] - ===> Epoch[610](15920/26): Loss 0.0983, Sem 0.0983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.913e-01 Score 96.524 Data time: 0.1873, Forward time: 2.2579, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.7944 [2020-11-16 18:00:45,211][root][INFO] - ===> Epoch[610](15921/26): Loss 0.0938, Sem 0.0938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.912e-01 Score 96.673 Data time: 0.1749, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.8208 [2020-11-16 18:00:50,612][root][INFO] - ===> Epoch[610](15922/26): Loss 0.0948, Sem 0.0948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.912e-01 Score 96.752 Data time: 0.2437, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.3080 [2020-11-16 18:00:56,273][root][INFO] - ===> Epoch[610](15923/26): Loss 0.1027, Sem 0.1027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.911e-01 Score 96.467 Data time: 0.2599, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.5652 [2020-11-16 18:01:03,171][root][INFO] - ===> Epoch[610](15924/26): Loss 0.0981, Sem 0.0981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.911e-01 Score 96.618 Data time: 0.2322, Forward time: 2.2580, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.7840 [2020-11-16 18:01:08,327][root][INFO] - ===> Epoch[610](15925/26): Loss 0.1092, Sem 0.1092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.911e-01 Score 96.002 Data time: 0.1534, Forward time: 2.2579, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.0556 [2020-11-16 18:01:13,574][root][INFO] - ===> Epoch[610](15926/26): Loss 0.0989, Sem 0.0989, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.910e-01 Score 96.523 Data time: 0.2609, Forward time: 2.2579, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.1595 [2020-11-16 18:01:19,615][root][INFO] - ===> Epoch[610](15927/26): Loss 0.0773, Sem 0.0773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.910e-01 Score 97.216 Data time: 0.2187, Forward time: 2.2580, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.9157 [2020-11-16 18:01:25,819][root][INFO] - ===> Epoch[610](15928/26): Loss 0.0931, Sem 0.0931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.909e-01 Score 96.640 Data time: 0.3265, Forward time: 2.2581, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 6.0945 [2020-11-16 18:01:30,196][root][INFO] - ===> Epoch[610](15929/26): Loss 0.0756, Sem 0.0756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.909e-01 Score 97.247 Data time: 0.1925, Forward time: 2.2581, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 4.2694 [2020-11-16 18:01:35,260][root][INFO] - ===> Epoch[610](15930/26): Loss 0.0891, Sem 0.0891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.908e-01 Score 96.725 Data time: 0.2086, Forward time: 2.2580, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 4.9643 [2020-11-16 18:01:41,407][root][INFO] - ===> Epoch[610](15931/26): Loss 0.0977, Sem 0.0977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.908e-01 Score 96.626 Data time: 0.2136, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.0669 [2020-11-16 18:01:46,420][root][INFO] - ===> Epoch[610](15932/26): Loss 0.0993, Sem 0.0993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.908e-01 Score 96.517 Data time: 0.2356, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 4.9346 [2020-11-16 18:01:52,085][root][INFO] - ===> Epoch[611](15933/26): Loss 0.0922, Sem 0.0922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.907e-01 Score 96.648 Data time: 0.2658, Forward time: 2.2582, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.5429 [2020-11-16 18:01:57,139][root][INFO] - ===> Epoch[611](15934/26): Loss 0.1018, Sem 0.1018, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.907e-01 Score 96.443 Data time: 0.1953, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.9496 [2020-11-16 18:02:02,709][root][INFO] - ===> Epoch[611](15935/26): Loss 0.1023, Sem 0.1023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.906e-01 Score 96.140 Data time: 0.1886, Forward time: 2.2581, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.4992 [2020-11-16 18:02:07,680][root][INFO] - ===> Epoch[611](15936/26): Loss 0.0944, Sem 0.0944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.906e-01 Score 96.858 Data time: 0.2431, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.8686 [2020-11-16 18:02:14,278][root][INFO] - ===> Epoch[611](15937/26): Loss 0.0860, Sem 0.0860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.906e-01 Score 97.006 Data time: 0.2250, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.5042 [2020-11-16 18:02:19,719][root][INFO] - ===> Epoch[611](15938/26): Loss 0.0893, Sem 0.0893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.905e-01 Score 96.843 Data time: 0.2711, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.3425 [2020-11-16 18:02:24,480][root][INFO] - ===> Epoch[611](15939/26): Loss 0.1004, Sem 0.1004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.905e-01 Score 96.514 Data time: 0.1271, Forward time: 2.2581, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.6605 [2020-11-16 18:02:30,788][root][INFO] - ===> Epoch[611](15940/26): Loss 0.0928, Sem 0.0928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.904e-01 Score 96.687 Data time: 0.2283, Forward time: 2.2581, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.2573 [2020-11-16 18:02:37,062][root][INFO] - ===> Epoch[611](15941/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.904e-01 Score 96.948 Data time: 0.2930, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.1801 [2020-11-16 18:02:43,578][root][INFO] - ===> Epoch[611](15942/26): Loss 0.0911, Sem 0.0911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.903e-01 Score 96.822 Data time: 0.2544, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.3963 [2020-11-16 18:02:49,398][root][INFO] - ===> Epoch[611](15943/26): Loss 0.0954, Sem 0.0954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.903e-01 Score 96.592 Data time: 0.2441, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.7096 [2020-11-16 18:02:55,862][root][INFO] - ===> Epoch[611](15944/26): Loss 0.0957, Sem 0.0957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.903e-01 Score 96.746 Data time: 0.3367, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.3837 [2020-11-16 18:03:00,757][root][INFO] - ===> Epoch[611](15945/26): Loss 0.0909, Sem 0.0909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.902e-01 Score 96.667 Data time: 0.2063, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.7985 [2020-11-16 18:03:06,008][root][INFO] - ===> Epoch[611](15946/26): Loss 0.0979, Sem 0.0979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.902e-01 Score 96.588 Data time: 0.1882, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1692 [2020-11-16 18:03:11,236][root][INFO] - ===> Epoch[611](15947/26): Loss 0.0892, Sem 0.0892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.901e-01 Score 96.904 Data time: 0.2227, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.1408 [2020-11-16 18:03:16,357][root][INFO] - ===> Epoch[611](15948/26): Loss 0.0976, Sem 0.0976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.901e-01 Score 96.319 Data time: 0.1650, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.0417 [2020-11-16 18:03:22,545][root][INFO] - ===> Epoch[611](15949/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.900e-01 Score 97.262 Data time: 0.2135, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.1319 [2020-11-16 18:03:27,943][root][INFO] - ===> Epoch[611](15950/26): Loss 0.0784, Sem 0.0784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.900e-01 Score 97.200 Data time: 0.2114, Forward time: 2.2583, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.3202 [2020-11-16 18:03:34,726][root][INFO] - ===> Epoch[611](15951/26): Loss 0.0935, Sem 0.0935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.900e-01 Score 96.715 Data time: 0.1712, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.6890 [2020-11-16 18:03:40,167][root][INFO] - ===> Epoch[611](15952/26): Loss 0.1046, Sem 0.1046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.899e-01 Score 96.374 Data time: 0.1332, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.3728 [2020-11-16 18:03:44,652][root][INFO] - ===> Epoch[611](15953/26): Loss 0.0885, Sem 0.0885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.899e-01 Score 96.845 Data time: 0.2024, Forward time: 2.2582, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 4.4111 [2020-11-16 18:03:51,217][root][INFO] - ===> Epoch[611](15954/26): Loss 0.1011, Sem 0.1011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.898e-01 Score 96.468 Data time: 0.2553, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.4733 [2020-11-16 18:03:56,528][root][INFO] - ===> Epoch[611](15955/26): Loss 0.0977, Sem 0.0977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.898e-01 Score 96.603 Data time: 0.1648, Forward time: 2.2582, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.1961 [2020-11-16 18:04:02,331][root][INFO] - ===> Epoch[611](15956/26): Loss 0.1036, Sem 0.1036, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.897e-01 Score 96.113 Data time: 0.2947, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.7312 [2020-11-16 18:04:08,093][root][INFO] - ===> Epoch[611](15957/26): Loss 0.0892, Sem 0.0892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.897e-01 Score 96.953 Data time: 0.2732, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6499 [2020-11-16 18:04:14,348][root][INFO] - ===> Epoch[611](15958/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.897e-01 Score 97.412 Data time: 0.1341, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.1324 [2020-11-16 18:04:19,615][root][INFO] - ===> Epoch[612](15959/26): Loss 0.0921, Sem 0.0921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.896e-01 Score 96.630 Data time: 0.2049, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.2002 [2020-11-16 18:04:25,301][root][INFO] - ===> Epoch[612](15960/26): Loss 0.0832, Sem 0.0832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.896e-01 Score 97.098 Data time: 0.2704, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.6082 [2020-11-16 18:04:30,872][root][INFO] - ===> Epoch[612](15961/26): Loss 0.0808, Sem 0.0808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.895e-01 Score 97.205 Data time: 0.1831, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.4742 [2020-11-16 18:04:36,672][root][INFO] - ===> Epoch[612](15962/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.895e-01 Score 95.977 Data time: 0.2112, Forward time: 2.2583, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.7290 [2020-11-16 18:04:43,798][root][INFO] - ===> Epoch[612](15963/26): Loss 0.0830, Sem 0.0830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.895e-01 Score 97.045 Data time: 0.1755, Forward time: 2.2583, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 7.0515 [2020-11-16 18:04:49,957][root][INFO] - ===> Epoch[612](15964/26): Loss 0.0852, Sem 0.0852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.894e-01 Score 97.110 Data time: 0.2621, Forward time: 2.2583, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.0516 [2020-11-16 18:04:54,948][root][INFO] - ===> Epoch[612](15965/26): Loss 0.1429, Sem 0.1429, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.894e-01 Score 95.390 Data time: 0.1679, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.8886 [2020-11-16 18:05:00,206][root][INFO] - ===> Epoch[612](15966/26): Loss 0.1082, Sem 0.1082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.893e-01 Score 96.099 Data time: 0.1908, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.1824 [2020-11-16 18:05:06,979][root][INFO] - ===> Epoch[612](15967/26): Loss 0.0895, Sem 0.0895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.893e-01 Score 96.777 Data time: 0.1374, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.7043 [2020-11-16 18:05:12,484][root][INFO] - ===> Epoch[612](15968/26): Loss 0.0951, Sem 0.0951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.892e-01 Score 96.810 Data time: 0.1694, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.4558 [2020-11-16 18:05:17,631][root][INFO] - ===> Epoch[612](15969/26): Loss 0.1257, Sem 0.1257, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.892e-01 Score 95.678 Data time: 0.1698, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.0803 [2020-11-16 18:05:23,403][root][INFO] - ===> Epoch[612](15970/26): Loss 0.0993, Sem 0.0993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.892e-01 Score 96.446 Data time: 0.1568, Forward time: 2.2581, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.7100 [2020-11-16 18:05:29,624][root][INFO] - ===> Epoch[612](15971/26): Loss 0.1103, Sem 0.1103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.891e-01 Score 96.095 Data time: 0.1439, Forward time: 2.2581, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 6.1336 [2020-11-16 18:05:36,827][root][INFO] - ===> Epoch[612](15972/26): Loss 0.1130, Sem 0.1130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.891e-01 Score 96.031 Data time: 0.2335, Forward time: 2.2581, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 7.1392 [2020-11-16 18:05:43,224][root][INFO] - ===> Epoch[612](15973/26): Loss 0.1058, Sem 0.1058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.890e-01 Score 96.315 Data time: 0.3371, Forward time: 2.2582, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 6.2949 [2020-11-16 18:05:49,454][root][INFO] - ===> Epoch[612](15974/26): Loss 0.0946, Sem 0.0946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.890e-01 Score 96.792 Data time: 0.1649, Forward time: 2.2582, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.1087 [2020-11-16 18:05:55,501][root][INFO] - ===> Epoch[612](15975/26): Loss 0.1293, Sem 0.1293, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.889e-01 Score 95.491 Data time: 0.3004, Forward time: 2.2583, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.9543 [2020-11-16 18:06:00,682][root][INFO] - ===> Epoch[612](15976/26): Loss 0.1255, Sem 0.1255, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.889e-01 Score 95.556 Data time: 0.1656, Forward time: 2.2582, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.0742 [2020-11-16 18:06:05,889][root][INFO] - ===> Epoch[612](15977/26): Loss 0.1025, Sem 0.1025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.889e-01 Score 96.411 Data time: 0.2395, Forward time: 2.2583, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.1053 [2020-11-16 18:06:10,752][root][INFO] - ===> Epoch[612](15978/26): Loss 0.1252, Sem 0.1252, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.888e-01 Score 95.880 Data time: 0.1933, Forward time: 2.2583, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 4.7712 [2020-11-16 18:06:16,962][root][INFO] - ===> Epoch[612](15979/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.888e-01 Score 96.611 Data time: 0.2119, Forward time: 2.2583, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.1040 [2020-11-16 18:06:22,823][root][INFO] - ===> Epoch[612](15980/26): Loss 0.1213, Sem 0.1213, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.887e-01 Score 95.961 Data time: 0.2025, Forward time: 2.2583, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.7259 [2020-11-16 18:06:28,882][root][INFO] - ===> Epoch[612](15981/26): Loss 0.1046, Sem 0.1046, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.887e-01 Score 96.351 Data time: 0.2370, Forward time: 2.2583, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.9003 [2020-11-16 18:06:33,354][root][INFO] - ===> Epoch[612](15982/26): Loss 0.1026, Sem 0.1026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.886e-01 Score 96.166 Data time: 0.1676, Forward time: 2.2583, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 4.3556 [2020-11-16 18:06:37,830][root][INFO] - ===> Epoch[612](15983/26): Loss 0.1082, Sem 0.1082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.886e-01 Score 96.152 Data time: 0.2196, Forward time: 2.2583, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.3782 [2020-11-16 18:06:43,331][root][INFO] - ===> Epoch[612](15984/26): Loss 0.1102, Sem 0.1102, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.886e-01 Score 96.167 Data time: 0.1726, Forward time: 2.2582, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.4054 [2020-11-16 18:06:48,760][root][INFO] - ===> Epoch[613](15985/26): Loss 0.1098, Sem 0.1098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.885e-01 Score 96.296 Data time: 0.2288, Forward time: 2.2582, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.3352 [2020-11-16 18:06:55,870][root][INFO] - ===> Epoch[613](15986/26): Loss 0.1217, Sem 0.1217, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.885e-01 Score 95.691 Data time: 0.2376, Forward time: 2.2583, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 7.0078 [2020-11-16 18:07:02,154][root][INFO] - ===> Epoch[613](15987/26): Loss 0.1214, Sem 0.1214, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.884e-01 Score 95.687 Data time: 0.2345, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.1497 [2020-11-16 18:07:07,561][root][INFO] - ===> Epoch[613](15988/26): Loss 0.1023, Sem 0.1023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.884e-01 Score 96.478 Data time: 0.2330, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.2891 [2020-11-16 18:07:13,798][root][INFO] - ===> Epoch[613](15989/26): Loss 0.0911, Sem 0.0911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.884e-01 Score 96.938 Data time: 0.1768, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.1190 [2020-11-16 18:07:18,909][root][INFO] - ===> Epoch[613](15990/26): Loss 0.0975, Sem 0.0975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.883e-01 Score 96.645 Data time: 0.2029, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.0086 [2020-11-16 18:07:25,264][root][INFO] - ===> Epoch[613](15991/26): Loss 0.1024, Sem 0.1024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.883e-01 Score 96.619 Data time: 0.2644, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.2467 [2020-11-16 18:07:31,456][root][INFO] - ===> Epoch[613](15992/26): Loss 0.0931, Sem 0.0931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.882e-01 Score 96.660 Data time: 0.3477, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.0799 [2020-11-16 18:07:37,128][root][INFO] - ===> Epoch[613](15993/26): Loss 0.1132, Sem 0.1132, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.882e-01 Score 96.228 Data time: 0.1847, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.5529 [2020-11-16 18:07:43,582][root][INFO] - ===> Epoch[613](15994/26): Loss 0.0945, Sem 0.0945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.881e-01 Score 96.707 Data time: 0.1642, Forward time: 2.2585, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.3575 [2020-11-16 18:07:49,018][root][INFO] - ===> Epoch[613](15995/26): Loss 0.0975, Sem 0.0975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.881e-01 Score 96.592 Data time: 0.1780, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.3711 [2020-11-16 18:07:54,874][root][INFO] - ===> Epoch[613](15996/26): Loss 0.1070, Sem 0.1070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.881e-01 Score 96.612 Data time: 0.2201, Forward time: 2.2584, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.7633 [2020-11-16 18:08:00,830][root][INFO] - ===> Epoch[613](15997/26): Loss 0.1039, Sem 0.1039, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.880e-01 Score 96.338 Data time: 0.2271, Forward time: 2.2585, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.8658 [2020-11-16 18:08:05,953][root][INFO] - ===> Epoch[613](15998/26): Loss 0.0996, Sem 0.0996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.880e-01 Score 96.544 Data time: 0.1564, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.0046 [2020-11-16 18:08:10,511][root][INFO] - ===> Epoch[613](15999/26): Loss 0.1167, Sem 0.1167, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.879e-01 Score 96.195 Data time: 0.1471, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 4.4924 [2020-11-16 18:08:15,863][root][INFO] - ===> Epoch[613](16000/26): Loss 0.1150, Sem 0.1150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.879e-01 Score 96.079 Data time: 0.1634, Forward time: 2.2583, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.2823 [2020-11-16 18:08:17,318][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 18:08:17,490][root][INFO] - ===> Start testing [2020-11-16 18:09:37,073][root][INFO] - 101/312: Data time: 0.0050, Iter time: 0.1582 Loss 0.174 (AVG: 0.475) Score 92.711 (AVG: 89.297) mIOU 69.226 mAP 74.563 mAcc 77.797 IOU: 84.263 96.213 62.826 83.631 91.400 74.031 73.047 58.636 66.721 79.207 34.640 54.412 65.987 66.203 41.293 52.204 95.069 70.567 73.158 61.011 mAP: 80.208 98.069 76.320 74.880 90.774 87.156 72.326 68.386 69.996 69.485 48.860 61.016 66.705 76.653 54.505 87.657 98.192 87.078 59.782 63.208 mAcc: 96.314 98.569 77.407 87.115 94.873 93.330 79.851 65.943 74.611 91.860 38.695 73.128 80.142 74.790 43.091 59.544 97.316 75.869 85.708 67.775 [2020-11-16 18:10:57,639][root][INFO] - 201/312: Data time: 0.1624, Iter time: 0.3950 Loss 0.124 (AVG: 0.486) Score 95.734 (AVG: 89.290) mIOU 70.016 mAP 75.030 mAcc 78.318 IOU: 85.000 96.350 63.178 81.639 91.488 79.990 71.190 58.960 62.023 78.399 30.191 60.566 66.721 74.264 49.934 50.511 95.057 65.191 83.352 56.304 mAP: 81.076 97.650 69.192 73.201 91.338 86.220 74.576 69.393 66.880 70.273 51.824 54.760 68.203 81.384 56.387 87.334 96.514 84.978 75.351 64.072 mAcc: 96.014 98.616 80.478 84.789 95.547 92.224 81.000 65.850 73.567 90.486 34.755 73.435 81.426 81.464 51.409 62.179 97.071 70.141 92.741 63.170 [2020-11-16 18:12:07,752][root][INFO] - 301/312: Data time: 0.0049, Iter time: 0.3003 Loss 1.569 (AVG: 0.496) Score 75.264 (AVG: 89.088) mIOU 69.913 mAP 75.501 mAcc 78.111 IOU: 84.549 96.469 61.498 80.798 90.604 82.247 71.719 58.294 58.517 76.158 29.423 62.297 61.821 74.027 49.979 56.996 95.172 67.941 85.122 54.628 mAP: 81.134 97.838 66.910 75.643 91.371 81.696 75.813 70.786 66.283 70.711 53.262 58.022 67.512 81.080 56.696 87.968 96.002 87.145 79.590 64.550 mAcc: 95.828 98.636 80.411 84.076 94.265 92.239 82.378 65.016 71.595 88.648 35.465 71.799 76.418 80.213 51.157 67.850 97.151 73.617 94.153 61.305 [2020-11-16 18:12:16,289][root][INFO] - 312/312: Data time: 0.0016, Iter time: 0.1023 Loss 0.273 (AVG: 0.499) Score 86.538 (AVG: 89.082) mIOU 69.825 mAP 75.207 mAcc 78.095 IOU: 84.404 96.530 60.938 80.975 90.463 82.196 71.663 57.841 57.855 75.936 29.033 62.244 62.110 72.441 49.745 56.883 94.967 67.319 85.054 57.911 mAP: 81.092 97.868 65.852 75.654 91.188 82.098 76.017 70.698 65.997 70.024 52.187 58.022 67.275 79.880 55.579 88.027 95.933 86.914 79.590 64.245 mAcc: 95.855 98.660 79.626 84.255 94.272 92.011 82.189 64.544 71.152 88.613 34.946 71.799 76.242 78.708 50.918 68.991 96.910 73.589 94.153 64.476 [2020-11-16 18:12:16,293][root][INFO] - Finished test. Elapsed time: 238.7987 [2020-11-16 18:12:16,370][root][INFO] - Current best mIoU: 71.877 at iter 15000 [2020-11-16 18:12:21,078][root][INFO] - ===> Epoch[613](16001/26): Loss 0.1134, Sem 0.1134, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.878e-01 Score 96.016 Data time: 0.1935, Forward time: 2.2583, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.7020 [2020-11-16 18:12:26,784][root][INFO] - ===> Epoch[613](16002/26): Loss 0.1058, Sem 0.1058, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.878e-01 Score 96.380 Data time: 0.1921, Forward time: 2.2583, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.6116 [2020-11-16 18:12:32,486][root][INFO] - ===> Epoch[613](16003/26): Loss 0.1240, Sem 0.1240, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.878e-01 Score 95.719 Data time: 0.1883, Forward time: 2.2583, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.6169 [2020-11-16 18:12:37,961][root][INFO] - ===> Epoch[613](16004/26): Loss 0.1142, Sem 0.1142, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.877e-01 Score 96.129 Data time: 0.1709, Forward time: 2.2583, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.4076 [2020-11-16 18:12:44,318][root][INFO] - ===> Epoch[613](16005/26): Loss 0.1389, Sem 0.1389, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.877e-01 Score 95.650 Data time: 0.3606, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.2674 [2020-11-16 18:12:50,660][root][INFO] - ===> Epoch[613](16006/26): Loss 0.0945, Sem 0.0945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.876e-01 Score 96.691 Data time: 0.3405, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.2150 [2020-11-16 18:12:56,638][root][INFO] - ===> Epoch[613](16007/26): Loss 0.0948, Sem 0.0948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.876e-01 Score 96.659 Data time: 0.1230, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.8666 [2020-11-16 18:13:02,150][root][INFO] - ===> Epoch[613](16008/26): Loss 0.1325, Sem 0.1325, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.875e-01 Score 95.635 Data time: 0.1226, Forward time: 2.2583, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.4445 [2020-11-16 18:13:07,459][root][INFO] - ===> Epoch[613](16009/26): Loss 0.1128, Sem 0.1128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.875e-01 Score 96.048 Data time: 0.2183, Forward time: 2.2583, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.3002 [2020-11-16 18:13:13,706][root][INFO] - ===> Epoch[613](16010/26): Loss 0.1251, Sem 0.1251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.875e-01 Score 95.496 Data time: 0.2037, Forward time: 2.2583, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.1604 [2020-11-16 18:13:19,845][root][INFO] - ===> Epoch[614](16011/26): Loss 0.1117, Sem 0.1117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.874e-01 Score 95.877 Data time: 0.2998, Forward time: 2.2584, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.0571 [2020-11-16 18:13:24,302][root][INFO] - ===> Epoch[614](16012/26): Loss 0.1112, Sem 0.1112, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.874e-01 Score 96.301 Data time: 0.1842, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.3635 [2020-11-16 18:13:30,638][root][INFO] - ===> Epoch[614](16013/26): Loss 0.0997, Sem 0.0997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.873e-01 Score 96.664 Data time: 0.3362, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.2536 [2020-11-16 18:13:36,103][root][INFO] - ===> Epoch[614](16014/26): Loss 0.1173, Sem 0.1173, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.873e-01 Score 96.074 Data time: 0.1730, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.3398 [2020-11-16 18:13:42,426][root][INFO] - ===> Epoch[614](16015/26): Loss 0.1237, Sem 0.1237, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.873e-01 Score 95.838 Data time: 0.2143, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.2359 [2020-11-16 18:13:47,827][root][INFO] - ===> Epoch[614](16016/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.872e-01 Score 95.951 Data time: 0.1699, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.2989 [2020-11-16 18:13:53,758][root][INFO] - ===> Epoch[614](16017/26): Loss 0.1077, Sem 0.1077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.872e-01 Score 96.170 Data time: 0.2237, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.8640 [2020-11-16 18:13:59,511][root][INFO] - ===> Epoch[614](16018/26): Loss 0.1161, Sem 0.1161, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.871e-01 Score 96.003 Data time: 0.2015, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.6282 [2020-11-16 18:14:04,561][root][INFO] - ===> Epoch[614](16019/26): Loss 0.1139, Sem 0.1139, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.871e-01 Score 96.155 Data time: 0.2156, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.9444 [2020-11-16 18:14:09,939][root][INFO] - ===> Epoch[614](16020/26): Loss 0.1267, Sem 0.1267, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.870e-01 Score 95.543 Data time: 0.1959, Forward time: 2.2585, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.2657 [2020-11-16 18:14:16,833][root][INFO] - ===> Epoch[614](16021/26): Loss 0.0993, Sem 0.0993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.870e-01 Score 96.466 Data time: 0.2643, Forward time: 2.2586, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.7853 [2020-11-16 18:14:22,006][root][INFO] - ===> Epoch[614](16022/26): Loss 0.1176, Sem 0.1176, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.870e-01 Score 95.924 Data time: 0.1694, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.0459 [2020-11-16 18:14:27,906][root][INFO] - ===> Epoch[614](16023/26): Loss 0.0988, Sem 0.0988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.869e-01 Score 96.596 Data time: 0.1629, Forward time: 2.2585, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.8249 [2020-11-16 18:14:32,822][root][INFO] - ===> Epoch[614](16024/26): Loss 0.0973, Sem 0.0973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.869e-01 Score 96.477 Data time: 0.1532, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.8458 [2020-11-16 18:14:37,504][root][INFO] - ===> Epoch[614](16025/26): Loss 0.1215, Sem 0.1215, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.868e-01 Score 95.660 Data time: 0.1554, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.5961 [2020-11-16 18:14:43,086][root][INFO] - ===> Epoch[614](16026/26): Loss 0.1114, Sem 0.1114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.868e-01 Score 96.181 Data time: 0.1948, Forward time: 2.2584, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.5347 [2020-11-16 18:14:48,059][root][INFO] - ===> Epoch[614](16027/26): Loss 0.1120, Sem 0.1120, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.867e-01 Score 96.168 Data time: 0.2132, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.8922 [2020-11-16 18:14:53,384][root][INFO] - ===> Epoch[614](16028/26): Loss 0.1150, Sem 0.1150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.867e-01 Score 96.227 Data time: 0.1494, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.2168 [2020-11-16 18:14:59,939][root][INFO] - ===> Epoch[614](16029/26): Loss 0.1154, Sem 0.1154, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.867e-01 Score 96.177 Data time: 0.1575, Forward time: 2.2583, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.4749 [2020-11-16 18:15:04,144][root][INFO] - ===> Epoch[614](16030/26): Loss 0.1045, Sem 0.1045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.866e-01 Score 96.351 Data time: 0.1966, Forward time: 2.2583, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.1287 [2020-11-16 18:15:11,202][root][INFO] - ===> Epoch[614](16031/26): Loss 0.1196, Sem 0.1196, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.866e-01 Score 95.756 Data time: 0.3679, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.9567 [2020-11-16 18:15:17,045][root][INFO] - ===> Epoch[614](16032/26): Loss 0.1248, Sem 0.1248, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.865e-01 Score 95.541 Data time: 0.2179, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.7234 [2020-11-16 18:15:22,130][root][INFO] - ===> Epoch[614](16033/26): Loss 0.1003, Sem 0.1003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.865e-01 Score 96.411 Data time: 0.1818, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 4.9667 [2020-11-16 18:15:27,390][root][INFO] - ===> Epoch[614](16034/26): Loss 0.0981, Sem 0.0981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.864e-01 Score 96.561 Data time: 0.1825, Forward time: 2.2584, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 5.1700 [2020-11-16 18:15:32,941][root][INFO] - ===> Epoch[614](16035/26): Loss 0.1043, Sem 0.1043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.864e-01 Score 96.476 Data time: 0.2334, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.4607 [2020-11-16 18:15:37,784][root][INFO] - ===> Epoch[614](16036/26): Loss 0.0991, Sem 0.0991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.864e-01 Score 96.637 Data time: 0.1921, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.7410 [2020-11-16 18:15:43,329][root][INFO] - ===> Epoch[615](16037/26): Loss 0.1081, Sem 0.1081, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.863e-01 Score 96.300 Data time: 0.2089, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.4470 [2020-11-16 18:15:48,882][root][INFO] - ===> Epoch[615](16038/26): Loss 0.1022, Sem 0.1022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.863e-01 Score 96.417 Data time: 0.1942, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.4441 [2020-11-16 18:15:54,659][root][INFO] - ===> Epoch[615](16039/26): Loss 0.0994, Sem 0.0994, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.862e-01 Score 96.470 Data time: 0.1777, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6837 [2020-11-16 18:15:59,978][root][INFO] - ===> Epoch[615](16040/26): Loss 0.1133, Sem 0.1133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.862e-01 Score 96.096 Data time: 0.2146, Forward time: 2.2585, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.2402 [2020-11-16 18:16:05,993][root][INFO] - ===> Epoch[615](16041/26): Loss 0.1146, Sem 0.1146, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.862e-01 Score 95.873 Data time: 0.1857, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.8855 [2020-11-16 18:16:11,832][root][INFO] - ===> Epoch[615](16042/26): Loss 0.0950, Sem 0.0950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.861e-01 Score 96.630 Data time: 0.1524, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.7388 [2020-11-16 18:16:17,277][root][INFO] - ===> Epoch[615](16043/26): Loss 0.0831, Sem 0.0831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.861e-01 Score 97.123 Data time: 0.1693, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.3650 [2020-11-16 18:16:22,339][root][INFO] - ===> Epoch[615](16044/26): Loss 0.1100, Sem 0.1100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.860e-01 Score 96.051 Data time: 0.2031, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.9851 [2020-11-16 18:16:28,724][root][INFO] - ===> Epoch[615](16045/26): Loss 0.0941, Sem 0.0941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.860e-01 Score 96.642 Data time: 0.1966, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.2908 [2020-11-16 18:16:34,370][root][INFO] - ===> Epoch[615](16046/26): Loss 0.1122, Sem 0.1122, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.859e-01 Score 96.038 Data time: 0.2704, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.5668 [2020-11-16 18:16:40,100][root][INFO] - ===> Epoch[615](16047/26): Loss 0.0992, Sem 0.0992, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.859e-01 Score 96.530 Data time: 0.2283, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6186 [2020-11-16 18:16:46,417][root][INFO] - ===> Epoch[615](16048/26): Loss 0.0943, Sem 0.0943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.859e-01 Score 96.789 Data time: 0.1950, Forward time: 2.2585, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.2227 [2020-11-16 18:16:51,830][root][INFO] - ===> Epoch[615](16049/26): Loss 0.1000, Sem 0.1000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.858e-01 Score 96.535 Data time: 0.2097, Forward time: 2.2584, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.3395 [2020-11-16 18:16:56,946][root][INFO] - ===> Epoch[615](16050/26): Loss 0.1097, Sem 0.1097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.858e-01 Score 95.989 Data time: 0.2149, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.0229 [2020-11-16 18:17:02,544][root][INFO] - ===> Epoch[615](16051/26): Loss 0.1064, Sem 0.1064, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.857e-01 Score 96.163 Data time: 0.1737, Forward time: 2.2584, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.4865 [2020-11-16 18:17:07,775][root][INFO] - ===> Epoch[615](16052/26): Loss 0.1020, Sem 0.1020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.857e-01 Score 96.430 Data time: 0.2722, Forward time: 2.2585, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.1366 [2020-11-16 18:17:13,635][root][INFO] - ===> Epoch[615](16053/26): Loss 0.1135, Sem 0.1135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.856e-01 Score 96.172 Data time: 0.1998, Forward time: 2.2585, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.7491 [2020-11-16 18:17:18,490][root][INFO] - ===> Epoch[615](16054/26): Loss 0.1151, Sem 0.1151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.856e-01 Score 96.421 Data time: 0.2000, Forward time: 2.2585, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.7637 [2020-11-16 18:17:23,990][root][INFO] - ===> Epoch[615](16055/26): Loss 0.1067, Sem 0.1067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.856e-01 Score 96.417 Data time: 0.2093, Forward time: 2.2585, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.4038 [2020-11-16 18:17:32,904][root][INFO] - ===> Epoch[615](16056/26): Loss 0.0985, Sem 0.0985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.855e-01 Score 96.580 Data time: 0.1724, Forward time: 2.2585, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 8.8168 [2020-11-16 18:17:38,103][root][INFO] - ===> Epoch[615](16057/26): Loss 0.1241, Sem 0.1241, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.855e-01 Score 95.682 Data time: 0.1812, Forward time: 2.2585, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.1234 [2020-11-16 18:17:43,405][root][INFO] - ===> Epoch[615](16058/26): Loss 0.1131, Sem 0.1131, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.854e-01 Score 95.918 Data time: 0.2435, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.2205 [2020-11-16 18:17:49,126][root][INFO] - ===> Epoch[615](16059/26): Loss 0.0997, Sem 0.0997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.854e-01 Score 96.493 Data time: 0.2447, Forward time: 2.2586, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6197 [2020-11-16 18:17:55,632][root][INFO] - ===> Epoch[615](16060/26): Loss 0.1103, Sem 0.1103, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.853e-01 Score 96.243 Data time: 0.1944, Forward time: 2.2585, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.3916 [2020-11-16 18:18:00,330][root][INFO] - ===> Epoch[615](16061/26): Loss 0.0893, Sem 0.0893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.853e-01 Score 96.797 Data time: 0.2121, Forward time: 2.2585, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.6182 [2020-11-16 18:18:06,693][root][INFO] - ===> Epoch[615](16062/26): Loss 0.1211, Sem 0.1211, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.853e-01 Score 95.990 Data time: 0.2017, Forward time: 2.2586, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.2740 [2020-11-16 18:18:12,905][root][INFO] - ===> Epoch[616](16063/26): Loss 0.1190, Sem 0.1190, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.852e-01 Score 95.935 Data time: 0.2522, Forward time: 2.2586, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.1129 [2020-11-16 18:18:19,125][root][INFO] - ===> Epoch[616](16064/26): Loss 0.1174, Sem 0.1174, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.852e-01 Score 95.781 Data time: 0.2166, Forward time: 2.2586, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 6.1148 [2020-11-16 18:18:24,872][root][INFO] - ===> Epoch[616](16065/26): Loss 0.1078, Sem 0.1078, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.851e-01 Score 96.342 Data time: 0.2471, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6413 [2020-11-16 18:18:30,940][root][INFO] - ===> Epoch[616](16066/26): Loss 0.0984, Sem 0.0984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.851e-01 Score 96.671 Data time: 0.2217, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.9543 [2020-11-16 18:18:36,484][root][INFO] - ===> Epoch[616](16067/26): Loss 0.1104, Sem 0.1104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.851e-01 Score 95.970 Data time: 0.2056, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.4208 [2020-11-16 18:18:42,734][root][INFO] - ===> Epoch[616](16068/26): Loss 0.1178, Sem 0.1178, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.850e-01 Score 95.588 Data time: 0.2485, Forward time: 2.2588, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.1598 [2020-11-16 18:18:48,261][root][INFO] - ===> Epoch[616](16069/26): Loss 0.1041, Sem 0.1041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.850e-01 Score 96.376 Data time: 0.2128, Forward time: 2.2588, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.4157 [2020-11-16 18:18:53,774][root][INFO] - ===> Epoch[616](16070/26): Loss 0.0997, Sem 0.0997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.849e-01 Score 96.520 Data time: 0.2276, Forward time: 2.2589, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.4099 [2020-11-16 18:18:59,382][root][INFO] - ===> Epoch[616](16071/26): Loss 0.1041, Sem 0.1041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.849e-01 Score 96.316 Data time: 0.2048, Forward time: 2.2589, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.4883 [2020-11-16 18:19:05,081][root][INFO] - ===> Epoch[616](16072/26): Loss 0.1117, Sem 0.1117, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.848e-01 Score 95.686 Data time: 0.1672, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.5942 [2020-11-16 18:19:10,826][root][INFO] - ===> Epoch[616](16073/26): Loss 0.1192, Sem 0.1192, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.848e-01 Score 95.769 Data time: 0.2246, Forward time: 2.2589, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.6662 [2020-11-16 18:19:16,432][root][INFO] - ===> Epoch[616](16074/26): Loss 0.0899, Sem 0.0899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.848e-01 Score 96.944 Data time: 0.1582, Forward time: 2.2589, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.4963 [2020-11-16 18:19:21,335][root][INFO] - ===> Epoch[616](16075/26): Loss 0.0991, Sem 0.0991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.847e-01 Score 96.516 Data time: 0.1917, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.8281 [2020-11-16 18:19:26,939][root][INFO] - ===> Epoch[616](16076/26): Loss 0.0856, Sem 0.0856, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.847e-01 Score 97.060 Data time: 0.1658, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.5128 [2020-11-16 18:19:32,463][root][INFO] - ===> Epoch[616](16077/26): Loss 0.1041, Sem 0.1041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.846e-01 Score 96.138 Data time: 0.2205, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.4523 [2020-11-16 18:19:39,620][root][INFO] - ===> Epoch[616](16078/26): Loss 0.1028, Sem 0.1028, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.846e-01 Score 96.285 Data time: 0.2627, Forward time: 2.2589, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 7.0608 [2020-11-16 18:19:45,126][root][INFO] - ===> Epoch[616](16079/26): Loss 0.1096, Sem 0.1096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.845e-01 Score 96.332 Data time: 0.2119, Forward time: 2.2589, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.3869 [2020-11-16 18:19:51,035][root][INFO] - ===> Epoch[616](16080/26): Loss 0.0977, Sem 0.0977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.845e-01 Score 96.585 Data time: 0.1468, Forward time: 2.2589, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.8045 [2020-11-16 18:19:58,015][root][INFO] - ===> Epoch[616](16081/26): Loss 0.0887, Sem 0.0887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.845e-01 Score 96.889 Data time: 0.3400, Forward time: 2.2590, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.9289 [2020-11-16 18:20:03,976][root][INFO] - ===> Epoch[616](16082/26): Loss 0.0850, Sem 0.0850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.844e-01 Score 96.988 Data time: 0.1162, Forward time: 2.2589, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.8526 [2020-11-16 18:20:09,402][root][INFO] - ===> Epoch[616](16083/26): Loss 0.0820, Sem 0.0820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.844e-01 Score 97.217 Data time: 0.1824, Forward time: 2.2589, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.3593 [2020-11-16 18:20:15,343][root][INFO] - ===> Epoch[616](16084/26): Loss 0.1258, Sem 0.1258, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.843e-01 Score 95.647 Data time: 0.2348, Forward time: 2.2590, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.8651 [2020-11-16 18:20:21,448][root][INFO] - ===> Epoch[616](16085/26): Loss 0.1128, Sem 0.1128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.843e-01 Score 95.967 Data time: 0.2031, Forward time: 2.2590, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 5.9941 [2020-11-16 18:20:25,618][root][INFO] - ===> Epoch[616](16086/26): Loss 0.1082, Sem 0.1082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.842e-01 Score 96.207 Data time: 0.1695, Forward time: 2.2589, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.0705 [2020-11-16 18:20:31,402][root][INFO] - ===> Epoch[616](16087/26): Loss 0.1044, Sem 0.1044, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.842e-01 Score 96.344 Data time: 0.1656, Forward time: 2.2589, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6932 [2020-11-16 18:20:35,844][root][INFO] - ===> Epoch[616](16088/26): Loss 0.1022, Sem 0.1022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.842e-01 Score 96.241 Data time: 0.1298, Forward time: 2.2588, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 4.3561 [2020-11-16 18:20:41,447][root][INFO] - ===> Epoch[617](16089/26): Loss 0.0973, Sem 0.0973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.841e-01 Score 96.419 Data time: 0.2114, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.5497 [2020-11-16 18:20:46,595][root][INFO] - ===> Epoch[617](16090/26): Loss 0.0957, Sem 0.0957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.841e-01 Score 96.620 Data time: 0.1851, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.0627 [2020-11-16 18:20:52,352][root][INFO] - ===> Epoch[617](16091/26): Loss 0.1359, Sem 0.1359, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.840e-01 Score 95.124 Data time: 0.1752, Forward time: 2.2588, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.6784 [2020-11-16 18:20:58,066][root][INFO] - ===> Epoch[617](16092/26): Loss 0.1135, Sem 0.1135, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.840e-01 Score 96.281 Data time: 0.2555, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.6170 [2020-11-16 18:21:03,330][root][INFO] - ===> Epoch[617](16093/26): Loss 0.1155, Sem 0.1155, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.840e-01 Score 95.953 Data time: 0.2370, Forward time: 2.2589, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.1493 [2020-11-16 18:21:09,160][root][INFO] - ===> Epoch[617](16094/26): Loss 0.0927, Sem 0.0927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.839e-01 Score 96.721 Data time: 0.2229, Forward time: 2.2589, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.7016 [2020-11-16 18:21:14,228][root][INFO] - ===> Epoch[617](16095/26): Loss 0.1130, Sem 0.1130, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.839e-01 Score 96.051 Data time: 0.1798, Forward time: 2.2589, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.9613 [2020-11-16 18:21:19,419][root][INFO] - ===> Epoch[617](16096/26): Loss 0.0991, Sem 0.0991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.838e-01 Score 96.491 Data time: 0.1782, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.0979 [2020-11-16 18:21:25,200][root][INFO] - ===> Epoch[617](16097/26): Loss 0.1099, Sem 0.1099, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.838e-01 Score 96.154 Data time: 0.2002, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.6810 [2020-11-16 18:21:30,983][root][INFO] - ===> Epoch[617](16098/26): Loss 0.1034, Sem 0.1034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.837e-01 Score 96.344 Data time: 0.2501, Forward time: 2.2589, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.6862 [2020-11-16 18:21:36,186][root][INFO] - ===> Epoch[617](16099/26): Loss 0.0984, Sem 0.0984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.837e-01 Score 96.544 Data time: 0.1395, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.1083 [2020-11-16 18:21:41,738][root][INFO] - ===> Epoch[617](16100/26): Loss 0.0986, Sem 0.0986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.837e-01 Score 96.406 Data time: 0.1685, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.4972 [2020-11-16 18:21:48,266][root][INFO] - ===> Epoch[617](16101/26): Loss 0.1011, Sem 0.1011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.836e-01 Score 96.306 Data time: 0.1943, Forward time: 2.2587, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.4611 [2020-11-16 18:21:54,531][root][INFO] - ===> Epoch[617](16102/26): Loss 0.1115, Sem 0.1115, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.836e-01 Score 96.268 Data time: 0.2036, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 6.1845 [2020-11-16 18:22:00,586][root][INFO] - ===> Epoch[617](16103/26): Loss 0.0960, Sem 0.0960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.835e-01 Score 96.596 Data time: 0.2102, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.9637 [2020-11-16 18:22:05,942][root][INFO] - ===> Epoch[617](16104/26): Loss 0.0925, Sem 0.0925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.835e-01 Score 96.767 Data time: 0.2387, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.2689 [2020-11-16 18:22:11,053][root][INFO] - ===> Epoch[617](16105/26): Loss 0.1345, Sem 0.1345, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.834e-01 Score 95.943 Data time: 0.2341, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.0079 [2020-11-16 18:22:17,330][root][INFO] - ===> Epoch[617](16106/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.834e-01 Score 96.208 Data time: 0.1817, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.2060 [2020-11-16 18:22:23,409][root][INFO] - ===> Epoch[617](16107/26): Loss 0.0976, Sem 0.0976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.834e-01 Score 96.560 Data time: 0.1848, Forward time: 2.2587, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.9657 [2020-11-16 18:22:27,867][root][INFO] - ===> Epoch[617](16108/26): Loss 0.0961, Sem 0.0961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.833e-01 Score 96.839 Data time: 0.1865, Forward time: 2.2587, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 4.3856 [2020-11-16 18:22:32,985][root][INFO] - ===> Epoch[617](16109/26): Loss 0.1105, Sem 0.1105, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.833e-01 Score 96.217 Data time: 0.2054, Forward time: 2.2587, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.0258 [2020-11-16 18:22:37,928][root][INFO] - ===> Epoch[617](16110/26): Loss 0.1207, Sem 0.1207, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.832e-01 Score 96.005 Data time: 0.2055, Forward time: 2.2587, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 4.8626 [2020-11-16 18:22:42,811][root][INFO] - ===> Epoch[617](16111/26): Loss 0.1023, Sem 0.1023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.832e-01 Score 96.342 Data time: 0.2123, Forward time: 2.2587, Backward time: 3.0467, DDP time: 0.0047, Total iter time: 4.7908 [2020-11-16 18:22:48,555][root][INFO] - ===> Epoch[617](16112/26): Loss 0.1188, Sem 0.1188, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.831e-01 Score 95.767 Data time: 0.1839, Forward time: 2.2587, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 5.6499 [2020-11-16 18:22:56,042][root][INFO] - ===> Epoch[617](16113/26): Loss 0.1047, Sem 0.1047, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.831e-01 Score 96.365 Data time: 0.3405, Forward time: 2.2588, Backward time: 3.0468, DDP time: 0.0047, Total iter time: 7.4177 [2020-11-16 18:23:02,718][root][INFO] - ===> Epoch[617](16114/26): Loss 0.1090, Sem 0.1090, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.831e-01 Score 96.114 Data time: 0.2068, Forward time: 2.2588, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.5683 [2020-11-16 18:23:09,050][root][INFO] - ===> Epoch[618](16115/26): Loss 0.1143, Sem 0.1143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.830e-01 Score 96.262 Data time: 0.3073, Forward time: 2.2589, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 6.2235 [2020-11-16 18:23:15,030][root][INFO] - ===> Epoch[618](16116/26): Loss 0.1015, Sem 0.1015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.830e-01 Score 96.458 Data time: 0.2109, Forward time: 2.2589, Backward time: 3.0469, DDP time: 0.0047, Total iter time: 5.8603 [2020-11-16 18:23:22,281][root][INFO] - ===> Epoch[618](16117/26): Loss 0.1126, Sem 0.1126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.829e-01 Score 96.068 Data time: 0.2567, Forward time: 2.2590, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 7.1412 [2020-11-16 18:23:27,609][root][INFO] - ===> Epoch[618](16118/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.829e-01 Score 96.165 Data time: 0.1739, Forward time: 2.2589, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.2003 [2020-11-16 18:23:33,583][root][INFO] - ===> Epoch[618](16119/26): Loss 0.1004, Sem 0.1004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.828e-01 Score 96.599 Data time: 0.2099, Forward time: 2.2589, Backward time: 3.0470, DDP time: 0.0047, Total iter time: 5.8981 [2020-11-16 18:23:40,894][root][INFO] - ===> Epoch[618](16120/26): Loss 0.0985, Sem 0.0985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.828e-01 Score 96.354 Data time: 0.2545, Forward time: 2.2590, Backward time: 3.0471, DDP time: 0.0047, Total iter time: 7.2355 [2020-11-16 18:23:47,704][root][INFO] - ===> Epoch[618](16121/26): Loss 0.0901, Sem 0.0901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.828e-01 Score 97.013 Data time: 0.2004, Forward time: 2.2590, Backward time: 3.0472, DDP time: 0.0047, Total iter time: 6.7053 [2020-11-16 18:23:53,074][root][INFO] - ===> Epoch[618](16122/26): Loss 0.1003, Sem 0.1003, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.827e-01 Score 96.344 Data time: 0.1127, Forward time: 2.2589, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.2650 [2020-11-16 18:23:59,082][root][INFO] - ===> Epoch[618](16123/26): Loss 0.0974, Sem 0.0974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.827e-01 Score 96.731 Data time: 0.2010, Forward time: 2.2588, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.9668 [2020-11-16 18:24:05,403][root][INFO] - ===> Epoch[618](16124/26): Loss 0.1031, Sem 0.1031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.826e-01 Score 96.487 Data time: 0.2045, Forward time: 2.2589, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 6.2385 [2020-11-16 18:24:09,763][root][INFO] - ===> Epoch[618](16125/26): Loss 0.0991, Sem 0.0991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.826e-01 Score 96.514 Data time: 0.1544, Forward time: 2.2588, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.2457 [2020-11-16 18:24:15,492][root][INFO] - ===> Epoch[618](16126/26): Loss 0.1005, Sem 0.1005, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.826e-01 Score 96.343 Data time: 0.1827, Forward time: 2.2588, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.6430 [2020-11-16 18:24:20,856][root][INFO] - ===> Epoch[618](16127/26): Loss 0.1129, Sem 0.1129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.825e-01 Score 96.254 Data time: 0.2241, Forward time: 2.2588, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.2702 [2020-11-16 18:24:27,094][root][INFO] - ===> Epoch[618](16128/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.825e-01 Score 96.531 Data time: 0.2101, Forward time: 2.2588, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 6.1489 [2020-11-16 18:24:33,827][root][INFO] - ===> Epoch[618](16129/26): Loss 0.0962, Sem 0.0962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.824e-01 Score 96.632 Data time: 0.1957, Forward time: 2.2588, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.6277 [2020-11-16 18:24:39,842][root][INFO] - ===> Epoch[618](16130/26): Loss 0.1143, Sem 0.1143, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.824e-01 Score 96.303 Data time: 0.2498, Forward time: 2.2589, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.9345 [2020-11-16 18:24:45,352][root][INFO] - ===> Epoch[618](16131/26): Loss 0.0970, Sem 0.0970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.823e-01 Score 96.516 Data time: 0.2151, Forward time: 2.2589, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.3970 [2020-11-16 18:24:49,993][root][INFO] - ===> Epoch[618](16132/26): Loss 0.1123, Sem 0.1123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.823e-01 Score 96.467 Data time: 0.1962, Forward time: 2.2589, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 4.5286 [2020-11-16 18:24:57,116][root][INFO] - ===> Epoch[618](16133/26): Loss 0.1093, Sem 0.1093, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.823e-01 Score 95.995 Data time: 0.3804, Forward time: 2.2590, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 7.0414 [2020-11-16 18:25:03,167][root][INFO] - ===> Epoch[618](16134/26): Loss 0.0931, Sem 0.0931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.822e-01 Score 96.866 Data time: 0.1720, Forward time: 2.2590, Backward time: 3.0473, DDP time: 0.0047, Total iter time: 5.9580 [2020-11-16 18:25:09,192][root][INFO] - ===> Epoch[618](16135/26): Loss 0.1269, Sem 0.1269, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.822e-01 Score 95.569 Data time: 0.1611, Forward time: 2.2590, Backward time: 3.0474, DDP time: 0.0047, Total iter time: 5.9402 [2020-11-16 18:25:14,938][root][INFO] - ===> Epoch[618](16136/26): Loss 0.1055, Sem 0.1055, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.821e-01 Score 96.371 Data time: 0.1284, Forward time: 2.2589, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.6889 [2020-11-16 18:25:21,009][root][INFO] - ===> Epoch[618](16137/26): Loss 0.1007, Sem 0.1007, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.821e-01 Score 96.620 Data time: 0.1676, Forward time: 2.2589, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.0091 [2020-11-16 18:25:26,629][root][INFO] - ===> Epoch[618](16138/26): Loss 0.1051, Sem 0.1051, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.820e-01 Score 96.305 Data time: 0.1620, Forward time: 2.2589, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.5459 [2020-11-16 18:25:32,690][root][INFO] - ===> Epoch[618](16139/26): Loss 0.1049, Sem 0.1049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.820e-01 Score 96.311 Data time: 0.1907, Forward time: 2.2589, Backward time: 3.0476, DDP time: 0.0047, Total iter time: 5.9944 [2020-11-16 18:25:37,482][root][INFO] - ===> Epoch[618](16140/26): Loss 0.1123, Sem 0.1123, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.820e-01 Score 96.041 Data time: 0.2183, Forward time: 2.2589, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 4.6720 [2020-11-16 18:25:43,629][root][INFO] - ===> Epoch[619](16141/26): Loss 0.1251, Sem 0.1251, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.819e-01 Score 95.781 Data time: 0.2334, Forward time: 2.2589, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 6.0344 [2020-11-16 18:25:49,181][root][INFO] - ===> Epoch[619](16142/26): Loss 0.1016, Sem 0.1016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.819e-01 Score 96.514 Data time: 0.1826, Forward time: 2.2589, Backward time: 3.0475, DDP time: 0.0047, Total iter time: 5.4329 [2020-11-16 18:25:56,162][root][INFO] - ===> Epoch[619](16143/26): Loss 0.1075, Sem 0.1075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.818e-01 Score 95.996 Data time: 0.1369, Forward time: 2.2588, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.9019 [2020-11-16 18:26:01,860][root][INFO] - ===> Epoch[619](16144/26): Loss 0.1056, Sem 0.1056, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.818e-01 Score 96.448 Data time: 0.1659, Forward time: 2.2588, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.6482 [2020-11-16 18:26:07,205][root][INFO] - ===> Epoch[619](16145/26): Loss 0.1101, Sem 0.1101, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.817e-01 Score 96.101 Data time: 0.2236, Forward time: 2.2588, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.2649 [2020-11-16 18:26:14,111][root][INFO] - ===> Epoch[619](16146/26): Loss 0.0990, Sem 0.0990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.817e-01 Score 96.651 Data time: 0.1333, Forward time: 2.2587, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.8116 [2020-11-16 18:26:18,752][root][INFO] - ===> Epoch[619](16147/26): Loss 0.1000, Sem 0.1000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.817e-01 Score 96.460 Data time: 0.2117, Forward time: 2.2587, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 4.5714 [2020-11-16 18:26:23,877][root][INFO] - ===> Epoch[619](16148/26): Loss 0.1172, Sem 0.1172, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.816e-01 Score 95.808 Data time: 0.2101, Forward time: 2.2587, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.0342 [2020-11-16 18:26:29,020][root][INFO] - ===> Epoch[619](16149/26): Loss 0.0998, Sem 0.0998, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.816e-01 Score 96.552 Data time: 0.1707, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.0062 [2020-11-16 18:26:33,915][root][INFO] - ===> Epoch[619](16150/26): Loss 0.1068, Sem 0.1068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.815e-01 Score 96.062 Data time: 0.2208, Forward time: 2.2587, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.7887 [2020-11-16 18:26:39,909][root][INFO] - ===> Epoch[619](16151/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.815e-01 Score 96.114 Data time: 0.1879, Forward time: 2.2587, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.8800 [2020-11-16 18:26:46,101][root][INFO] - ===> Epoch[619](16152/26): Loss 0.0922, Sem 0.0922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.814e-01 Score 96.652 Data time: 0.1898, Forward time: 2.2587, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.0851 [2020-11-16 18:26:50,928][root][INFO] - ===> Epoch[619](16153/26): Loss 0.1065, Sem 0.1065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.814e-01 Score 96.344 Data time: 0.1584, Forward time: 2.2586, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.7215 [2020-11-16 18:26:57,250][root][INFO] - ===> Epoch[619](16154/26): Loss 0.0851, Sem 0.0851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.814e-01 Score 96.993 Data time: 0.1984, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.2230 [2020-11-16 18:27:02,789][root][INFO] - ===> Epoch[619](16155/26): Loss 0.1022, Sem 0.1022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.813e-01 Score 96.380 Data time: 0.1500, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.4158 [2020-11-16 18:27:08,350][root][INFO] - ===> Epoch[619](16156/26): Loss 0.0934, Sem 0.0934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.813e-01 Score 96.824 Data time: 0.2329, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.4646 [2020-11-16 18:27:14,321][root][INFO] - ===> Epoch[619](16157/26): Loss 0.1037, Sem 0.1037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.812e-01 Score 96.350 Data time: 0.2010, Forward time: 2.2586, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.8709 [2020-11-16 18:27:19,783][root][INFO] - ===> Epoch[619](16158/26): Loss 0.1151, Sem 0.1151, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.812e-01 Score 95.976 Data time: 0.1708, Forward time: 2.2585, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.3497 [2020-11-16 18:27:24,556][root][INFO] - ===> Epoch[619](16159/26): Loss 0.1054, Sem 0.1054, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.812e-01 Score 96.307 Data time: 0.1922, Forward time: 2.2585, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.6642 [2020-11-16 18:27:30,501][root][INFO] - ===> Epoch[619](16160/26): Loss 0.1126, Sem 0.1126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.811e-01 Score 95.764 Data time: 0.1721, Forward time: 2.2585, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.8477 [2020-11-16 18:27:35,836][root][INFO] - ===> Epoch[619](16161/26): Loss 0.0899, Sem 0.0899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.811e-01 Score 96.920 Data time: 0.2399, Forward time: 2.2585, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.2226 [2020-11-16 18:27:41,700][root][INFO] - ===> Epoch[619](16162/26): Loss 0.0833, Sem 0.0833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.810e-01 Score 97.093 Data time: 0.2295, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.7471 [2020-11-16 18:27:47,838][root][INFO] - ===> Epoch[619](16163/26): Loss 0.0848, Sem 0.0848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.810e-01 Score 96.875 Data time: 0.1550, Forward time: 2.2585, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.0078 [2020-11-16 18:27:53,755][root][INFO] - ===> Epoch[619](16164/26): Loss 0.0804, Sem 0.0804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.809e-01 Score 97.130 Data time: 0.2395, Forward time: 2.2585, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.8177 [2020-11-16 18:27:58,665][root][INFO] - ===> Epoch[619](16165/26): Loss 0.0921, Sem 0.0921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.809e-01 Score 96.688 Data time: 0.2143, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.7970 [2020-11-16 18:28:03,444][root][INFO] - ===> Epoch[619](16166/26): Loss 0.0946, Sem 0.0946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.809e-01 Score 96.662 Data time: 0.2029, Forward time: 2.2586, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.6644 [2020-11-16 18:28:09,905][root][INFO] - ===> Epoch[620](16167/26): Loss 0.0966, Sem 0.0966, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.808e-01 Score 96.525 Data time: 0.2332, Forward time: 2.2586, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 6.3478 [2020-11-16 18:28:16,696][root][INFO] - ===> Epoch[620](16168/26): Loss 0.0922, Sem 0.0922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.808e-01 Score 96.729 Data time: 0.1701, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.6739 [2020-11-16 18:28:23,198][root][INFO] - ===> Epoch[620](16169/26): Loss 0.0845, Sem 0.0845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.807e-01 Score 97.104 Data time: 0.1291, Forward time: 2.2585, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.4138 [2020-11-16 18:28:28,680][root][INFO] - ===> Epoch[620](16170/26): Loss 0.1096, Sem 0.1096, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.807e-01 Score 96.154 Data time: 0.1523, Forward time: 2.2584, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.4296 [2020-11-16 18:28:34,502][root][INFO] - ===> Epoch[620](16171/26): Loss 0.0961, Sem 0.0961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.806e-01 Score 96.524 Data time: 0.2012, Forward time: 2.2584, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.7341 [2020-11-16 18:28:40,221][root][INFO] - ===> Epoch[620](16172/26): Loss 0.0801, Sem 0.0801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.806e-01 Score 97.259 Data time: 0.2486, Forward time: 2.2585, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.6152 [2020-11-16 18:28:46,031][root][INFO] - ===> Epoch[620](16173/26): Loss 0.0981, Sem 0.0981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.806e-01 Score 96.616 Data time: 0.2232, Forward time: 2.2585, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.6833 [2020-11-16 18:28:51,977][root][INFO] - ===> Epoch[620](16174/26): Loss 0.0895, Sem 0.0895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.805e-01 Score 96.897 Data time: 0.2385, Forward time: 2.2585, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.8513 [2020-11-16 18:28:57,667][root][INFO] - ===> Epoch[620](16175/26): Loss 0.0981, Sem 0.0981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.805e-01 Score 96.558 Data time: 0.2789, Forward time: 2.2586, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.5552 [2020-11-16 18:29:02,983][root][INFO] - ===> Epoch[620](16176/26): Loss 0.0978, Sem 0.0978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.804e-01 Score 96.485 Data time: 0.2027, Forward time: 2.2586, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.1972 [2020-11-16 18:29:08,559][root][INFO] - ===> Epoch[620](16177/26): Loss 0.1226, Sem 0.1226, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.804e-01 Score 95.915 Data time: 0.2206, Forward time: 2.2586, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.4701 [2020-11-16 18:29:14,105][root][INFO] - ===> Epoch[620](16178/26): Loss 0.0901, Sem 0.0901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.803e-01 Score 96.794 Data time: 0.2451, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.4290 [2020-11-16 18:29:19,583][root][INFO] - ===> Epoch[620](16179/26): Loss 0.1033, Sem 0.1033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.803e-01 Score 96.313 Data time: 0.2270, Forward time: 2.2587, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.3610 [2020-11-16 18:29:24,889][root][INFO] - ===> Epoch[620](16180/26): Loss 0.1024, Sem 0.1024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.803e-01 Score 96.386 Data time: 0.1015, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.2106 [2020-11-16 18:29:29,962][root][INFO] - ===> Epoch[620](16181/26): Loss 0.0889, Sem 0.0889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.802e-01 Score 96.879 Data time: 0.1654, Forward time: 2.2585, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.0157 [2020-11-16 18:29:35,627][root][INFO] - ===> Epoch[620](16182/26): Loss 0.0898, Sem 0.0898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.802e-01 Score 96.754 Data time: 0.1995, Forward time: 2.2585, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.5870 [2020-11-16 18:29:43,259][root][INFO] - ===> Epoch[620](16183/26): Loss 0.1162, Sem 0.1162, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.801e-01 Score 95.876 Data time: 0.3943, Forward time: 2.2587, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 7.5300 [2020-11-16 18:29:48,745][root][INFO] - ===> Epoch[620](16184/26): Loss 0.1062, Sem 0.1062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.801e-01 Score 96.166 Data time: 0.1527, Forward time: 2.2586, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.3582 [2020-11-16 18:29:53,449][root][INFO] - ===> Epoch[620](16185/26): Loss 0.0888, Sem 0.0888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.800e-01 Score 96.816 Data time: 0.2080, Forward time: 2.2587, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.6071 [2020-11-16 18:29:59,565][root][INFO] - ===> Epoch[620](16186/26): Loss 0.0902, Sem 0.0902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.800e-01 Score 96.769 Data time: 0.1854, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.0372 [2020-11-16 18:30:04,281][root][INFO] - ===> Epoch[620](16187/26): Loss 0.1000, Sem 0.1000, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.800e-01 Score 96.569 Data time: 0.1260, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.6402 [2020-11-16 18:30:09,340][root][INFO] - ===> Epoch[620](16188/26): Loss 0.0927, Sem 0.0927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.799e-01 Score 96.882 Data time: 0.1568, Forward time: 2.2585, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.0146 [2020-11-16 18:30:15,417][root][INFO] - ===> Epoch[620](16189/26): Loss 0.1024, Sem 0.1024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.799e-01 Score 96.394 Data time: 0.2811, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.0264 [2020-11-16 18:30:21,360][root][INFO] - ===> Epoch[620](16190/26): Loss 0.0955, Sem 0.0955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.798e-01 Score 96.617 Data time: 0.2372, Forward time: 2.2587, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 5.8590 [2020-11-16 18:30:27,424][root][INFO] - ===> Epoch[620](16191/26): Loss 0.0910, Sem 0.0910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.798e-01 Score 96.773 Data time: 0.1783, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.9555 [2020-11-16 18:30:34,331][root][INFO] - ===> Epoch[620](16192/26): Loss 0.1023, Sem 0.1023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.797e-01 Score 96.394 Data time: 0.1957, Forward time: 2.2586, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 6.7968 [2020-11-16 18:30:38,975][root][INFO] - ===> Epoch[621](16193/26): Loss 0.0937, Sem 0.0937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.797e-01 Score 96.728 Data time: 0.1906, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.5534 [2020-11-16 18:30:44,905][root][INFO] - ===> Epoch[621](16194/26): Loss 0.0919, Sem 0.0919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.797e-01 Score 96.682 Data time: 0.2186, Forward time: 2.2587, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.8454 [2020-11-16 18:30:49,482][root][INFO] - ===> Epoch[621](16195/26): Loss 0.0923, Sem 0.0923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.796e-01 Score 96.840 Data time: 0.1450, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.4621 [2020-11-16 18:30:55,815][root][INFO] - ===> Epoch[621](16196/26): Loss 0.1013, Sem 0.1013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.796e-01 Score 96.563 Data time: 0.1831, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 6.2585 [2020-11-16 18:31:01,810][root][INFO] - ===> Epoch[621](16197/26): Loss 0.1144, Sem 0.1144, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.795e-01 Score 95.884 Data time: 0.1926, Forward time: 2.2586, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.8861 [2020-11-16 18:31:07,427][root][INFO] - ===> Epoch[621](16198/26): Loss 0.0962, Sem 0.0962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.795e-01 Score 96.560 Data time: 0.1372, Forward time: 2.2585, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.5251 [2020-11-16 18:31:13,021][root][INFO] - ===> Epoch[621](16199/26): Loss 0.0968, Sem 0.0968, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.795e-01 Score 96.442 Data time: 0.1596, Forward time: 2.2585, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.5330 [2020-11-16 18:31:17,854][root][INFO] - ===> Epoch[621](16200/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.794e-01 Score 96.827 Data time: 0.1739, Forward time: 2.2585, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 4.7493 [2020-11-16 18:31:23,568][root][INFO] - ===> Epoch[621](16201/26): Loss 0.1030, Sem 0.1030, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.794e-01 Score 96.556 Data time: 0.2301, Forward time: 2.2585, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.6176 [2020-11-16 18:31:29,700][root][INFO] - ===> Epoch[621](16202/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.793e-01 Score 96.686 Data time: 0.1723, Forward time: 2.2584, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 6.0376 [2020-11-16 18:31:35,427][root][INFO] - ===> Epoch[621](16203/26): Loss 0.0964, Sem 0.0964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.793e-01 Score 96.482 Data time: 0.1978, Forward time: 2.2584, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.6499 [2020-11-16 18:31:40,865][root][INFO] - ===> Epoch[621](16204/26): Loss 0.1082, Sem 0.1082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.792e-01 Score 96.276 Data time: 0.1578, Forward time: 2.2584, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.3405 [2020-11-16 18:31:46,160][root][INFO] - ===> Epoch[621](16205/26): Loss 0.1032, Sem 0.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.792e-01 Score 96.271 Data time: 0.2034, Forward time: 2.2584, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.2124 [2020-11-16 18:31:52,759][root][INFO] - ===> Epoch[621](16206/26): Loss 0.1107, Sem 0.1107, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.792e-01 Score 96.221 Data time: 0.1857, Forward time: 2.2584, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.5083 [2020-11-16 18:31:58,953][root][INFO] - ===> Epoch[621](16207/26): Loss 0.1195, Sem 0.1195, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.791e-01 Score 96.073 Data time: 0.1485, Forward time: 2.2583, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.0921 [2020-11-16 18:32:04,052][root][INFO] - ===> Epoch[621](16208/26): Loss 0.0908, Sem 0.0908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.791e-01 Score 96.818 Data time: 0.1768, Forward time: 2.2583, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.0343 [2020-11-16 18:32:10,393][root][INFO] - ===> Epoch[621](16209/26): Loss 0.0935, Sem 0.0935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.790e-01 Score 96.860 Data time: 0.3368, Forward time: 2.2584, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.2548 [2020-11-16 18:32:16,120][root][INFO] - ===> Epoch[621](16210/26): Loss 0.1128, Sem 0.1128, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.790e-01 Score 96.017 Data time: 0.1428, Forward time: 2.2583, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.6302 [2020-11-16 18:32:21,896][root][INFO] - ===> Epoch[621](16211/26): Loss 0.1087, Sem 0.1087, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.789e-01 Score 96.081 Data time: 0.1349, Forward time: 2.2582, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.6994 [2020-11-16 18:32:27,506][root][INFO] - ===> Epoch[621](16212/26): Loss 0.0984, Sem 0.0984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.789e-01 Score 96.634 Data time: 0.2142, Forward time: 2.2583, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.5590 [2020-11-16 18:32:33,249][root][INFO] - ===> Epoch[621](16213/26): Loss 0.1048, Sem 0.1048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.789e-01 Score 96.184 Data time: 0.1910, Forward time: 2.2583, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.6282 [2020-11-16 18:32:39,062][root][INFO] - ===> Epoch[621](16214/26): Loss 0.0908, Sem 0.0908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.788e-01 Score 96.791 Data time: 0.2562, Forward time: 2.2583, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.7212 [2020-11-16 18:32:44,926][root][INFO] - ===> Epoch[621](16215/26): Loss 0.1099, Sem 0.1099, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.788e-01 Score 96.155 Data time: 0.1668, Forward time: 2.2583, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.7382 [2020-11-16 18:32:51,825][root][INFO] - ===> Epoch[621](16216/26): Loss 0.0933, Sem 0.0933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.787e-01 Score 96.775 Data time: 0.1131, Forward time: 2.2582, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 6.7964 [2020-11-16 18:32:56,272][root][INFO] - ===> Epoch[621](16217/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.787e-01 Score 96.952 Data time: 0.2495, Forward time: 2.2582, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 4.3955 [2020-11-16 18:33:02,828][root][INFO] - ===> Epoch[621](16218/26): Loss 0.0902, Sem 0.0902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.786e-01 Score 96.800 Data time: 0.2564, Forward time: 2.2583, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.4536 [2020-11-16 18:33:09,395][root][INFO] - ===> Epoch[622](16219/26): Loss 0.0929, Sem 0.0929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.786e-01 Score 96.710 Data time: 0.1450, Forward time: 2.2582, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 6.4533 [2020-11-16 18:33:14,839][root][INFO] - ===> Epoch[622](16220/26): Loss 0.0930, Sem 0.0930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.786e-01 Score 96.750 Data time: 0.1697, Forward time: 2.2582, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.3567 [2020-11-16 18:33:20,212][root][INFO] - ===> Epoch[622](16221/26): Loss 0.1100, Sem 0.1100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.785e-01 Score 96.137 Data time: 0.1974, Forward time: 2.2582, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.2751 [2020-11-16 18:33:25,453][root][INFO] - ===> Epoch[622](16222/26): Loss 0.1048, Sem 0.1048, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.785e-01 Score 96.309 Data time: 0.1558, Forward time: 2.2581, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.1366 [2020-11-16 18:33:31,909][root][INFO] - ===> Epoch[622](16223/26): Loss 0.0979, Sem 0.0979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.784e-01 Score 96.530 Data time: 0.1998, Forward time: 2.2581, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 6.3752 [2020-11-16 18:33:38,005][root][INFO] - ===> Epoch[622](16224/26): Loss 0.0831, Sem 0.0831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.784e-01 Score 97.180 Data time: 0.1826, Forward time: 2.2581, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.9959 [2020-11-16 18:33:43,847][root][INFO] - ===> Epoch[622](16225/26): Loss 0.1022, Sem 0.1022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.783e-01 Score 96.341 Data time: 0.2723, Forward time: 2.2582, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 5.7310 [2020-11-16 18:33:49,989][root][INFO] - ===> Epoch[622](16226/26): Loss 0.0931, Sem 0.0931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.783e-01 Score 96.679 Data time: 0.2685, Forward time: 2.2583, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 6.0025 [2020-11-16 18:33:55,034][root][INFO] - ===> Epoch[622](16227/26): Loss 0.1150, Sem 0.1150, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.783e-01 Score 95.960 Data time: 0.1545, Forward time: 2.2582, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 4.9141 [2020-11-16 18:34:00,163][root][INFO] - ===> Epoch[622](16228/26): Loss 0.0970, Sem 0.0970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.782e-01 Score 96.436 Data time: 0.1947, Forward time: 2.2582, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.0386 [2020-11-16 18:34:05,252][root][INFO] - ===> Epoch[622](16229/26): Loss 0.0871, Sem 0.0871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.782e-01 Score 96.919 Data time: 0.2263, Forward time: 2.2582, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.0022 [2020-11-16 18:34:10,666][root][INFO] - ===> Epoch[622](16230/26): Loss 0.0976, Sem 0.0976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.781e-01 Score 96.591 Data time: 0.2637, Forward time: 2.2583, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.2969 [2020-11-16 18:34:16,173][root][INFO] - ===> Epoch[622](16231/26): Loss 0.1035, Sem 0.1035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.781e-01 Score 96.315 Data time: 0.1654, Forward time: 2.2583, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.4064 [2020-11-16 18:34:22,641][root][INFO] - ===> Epoch[622](16232/26): Loss 0.1027, Sem 0.1027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.780e-01 Score 96.441 Data time: 0.2681, Forward time: 2.2583, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 6.3805 [2020-11-16 18:34:28,081][root][INFO] - ===> Epoch[622](16233/26): Loss 0.1010, Sem 0.1010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.780e-01 Score 96.298 Data time: 0.2666, Forward time: 2.2584, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.3160 [2020-11-16 18:34:33,734][root][INFO] - ===> Epoch[622](16234/26): Loss 0.1026, Sem 0.1026, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.780e-01 Score 96.413 Data time: 0.2262, Forward time: 2.2585, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.5557 [2020-11-16 18:34:38,962][root][INFO] - ===> Epoch[622](16235/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.779e-01 Score 97.059 Data time: 0.1686, Forward time: 2.2584, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.1266 [2020-11-16 18:34:44,469][root][INFO] - ===> Epoch[622](16236/26): Loss 0.0984, Sem 0.0984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.779e-01 Score 96.502 Data time: 0.1917, Forward time: 2.2584, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.4469 [2020-11-16 18:34:48,663][root][INFO] - ===> Epoch[622](16237/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.778e-01 Score 97.110 Data time: 0.2136, Forward time: 2.2584, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.0983 [2020-11-16 18:34:54,078][root][INFO] - ===> Epoch[622](16238/26): Loss 0.1068, Sem 0.1068, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.778e-01 Score 96.167 Data time: 0.1505, Forward time: 2.2583, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.3330 [2020-11-16 18:34:58,818][root][INFO] - ===> Epoch[622](16239/26): Loss 0.1009, Sem 0.1009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.778e-01 Score 96.430 Data time: 0.1979, Forward time: 2.2583, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.6804 [2020-11-16 18:35:06,532][root][INFO] - ===> Epoch[622](16240/26): Loss 0.0913, Sem 0.0913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.777e-01 Score 96.750 Data time: 0.1999, Forward time: 2.2583, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 7.6295 [2020-11-16 18:35:12,974][root][INFO] - ===> Epoch[622](16241/26): Loss 0.0985, Sem 0.0985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.777e-01 Score 96.572 Data time: 0.3319, Forward time: 2.2584, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.3518 [2020-11-16 18:35:19,891][root][INFO] - ===> Epoch[622](16242/26): Loss 0.0943, Sem 0.0943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.776e-01 Score 96.530 Data time: 0.3632, Forward time: 2.2585, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 6.7885 [2020-11-16 18:35:25,619][root][INFO] - ===> Epoch[622](16243/26): Loss 0.0910, Sem 0.0910, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.776e-01 Score 96.779 Data time: 0.1631, Forward time: 2.2585, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 5.5973 [2020-11-16 18:35:30,283][root][INFO] - ===> Epoch[622](16244/26): Loss 0.0911, Sem 0.0911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.775e-01 Score 96.783 Data time: 0.1973, Forward time: 2.2585, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 4.5735 [2020-11-16 18:35:35,313][root][INFO] - ===> Epoch[623](16245/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.775e-01 Score 96.288 Data time: 0.1625, Forward time: 2.2584, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 4.9615 [2020-11-16 18:35:40,638][root][INFO] - ===> Epoch[623](16246/26): Loss 0.0848, Sem 0.0848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.775e-01 Score 96.997 Data time: 0.2174, Forward time: 2.2585, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.2531 [2020-11-16 18:35:45,272][root][INFO] - ===> Epoch[623](16247/26): Loss 0.0833, Sem 0.0833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.774e-01 Score 97.062 Data time: 0.1951, Forward time: 2.2585, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 4.5276 [2020-11-16 18:35:51,159][root][INFO] - ===> Epoch[623](16248/26): Loss 0.0986, Sem 0.0986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.774e-01 Score 96.444 Data time: 0.2716, Forward time: 2.2586, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.7943 [2020-11-16 18:35:55,920][root][INFO] - ===> Epoch[623](16249/26): Loss 0.0896, Sem 0.0896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.773e-01 Score 96.774 Data time: 0.1855, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.6522 [2020-11-16 18:36:01,582][root][INFO] - ===> Epoch[623](16250/26): Loss 0.1043, Sem 0.1043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.773e-01 Score 96.433 Data time: 0.1605, Forward time: 2.2585, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.5799 [2020-11-16 18:36:06,990][root][INFO] - ===> Epoch[623](16251/26): Loss 0.0979, Sem 0.0979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.772e-01 Score 96.527 Data time: 0.2130, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.3086 [2020-11-16 18:36:11,966][root][INFO] - ===> Epoch[623](16252/26): Loss 0.1010, Sem 0.1010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.772e-01 Score 96.472 Data time: 0.1977, Forward time: 2.2586, Backward time: 3.0477, DDP time: 0.0047, Total iter time: 4.8525 [2020-11-16 18:36:19,267][root][INFO] - ===> Epoch[623](16253/26): Loss 0.0971, Sem 0.0971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.772e-01 Score 96.667 Data time: 0.2355, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 7.2177 [2020-11-16 18:36:25,105][root][INFO] - ===> Epoch[623](16254/26): Loss 0.0884, Sem 0.0884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.771e-01 Score 96.919 Data time: 0.2116, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.7307 [2020-11-16 18:36:30,496][root][INFO] - ===> Epoch[623](16255/26): Loss 0.1083, Sem 0.1083, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.771e-01 Score 96.687 Data time: 0.1764, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.3019 [2020-11-16 18:36:35,007][root][INFO] - ===> Epoch[623](16256/26): Loss 0.0918, Sem 0.0918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.770e-01 Score 96.803 Data time: 0.1597, Forward time: 2.2586, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 4.4411 [2020-11-16 18:36:40,444][root][INFO] - ===> Epoch[623](16257/26): Loss 0.1020, Sem 0.1020, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.770e-01 Score 96.579 Data time: 0.1148, Forward time: 2.2585, Backward time: 3.0478, DDP time: 0.0047, Total iter time: 5.3535 [2020-11-16 18:36:46,132][root][INFO] - ===> Epoch[623](16258/26): Loss 0.0960, Sem 0.0960, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.769e-01 Score 96.515 Data time: 0.1417, Forward time: 2.2584, Backward time: 3.0479, DDP time: 0.0047, Total iter time: 5.6276 [2020-11-16 18:36:52,172][root][INFO] - ===> Epoch[623](16259/26): Loss 0.1009, Sem 0.1009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.769e-01 Score 96.483 Data time: 0.1748, Forward time: 2.2584, Backward time: 3.0480, DDP time: 0.0047, Total iter time: 5.9898 [2020-11-16 18:36:59,911][root][INFO] - ===> Epoch[623](16260/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.769e-01 Score 96.609 Data time: 0.2269, Forward time: 2.2584, Backward time: 3.0482, DDP time: 0.0047, Total iter time: 7.6595 [2020-11-16 18:37:05,191][root][INFO] - ===> Epoch[623](16261/26): Loss 0.0929, Sem 0.0929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.768e-01 Score 96.732 Data time: 0.2491, Forward time: 2.2584, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.1502 [2020-11-16 18:37:11,424][root][INFO] - ===> Epoch[623](16262/26): Loss 0.0918, Sem 0.0918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.768e-01 Score 96.667 Data time: 0.2231, Forward time: 2.2584, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 6.1416 [2020-11-16 18:37:17,191][root][INFO] - ===> Epoch[623](16263/26): Loss 0.0884, Sem 0.0884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.767e-01 Score 96.953 Data time: 0.2284, Forward time: 2.2584, Backward time: 3.0481, DDP time: 0.0047, Total iter time: 5.6593 [2020-11-16 18:37:24,358][root][INFO] - ===> Epoch[623](16264/26): Loss 0.1019, Sem 0.1019, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.767e-01 Score 96.533 Data time: 0.2046, Forward time: 2.2584, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 7.0693 [2020-11-16 18:37:30,523][root][INFO] - ===> Epoch[623](16265/26): Loss 0.0974, Sem 0.0974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.766e-01 Score 96.402 Data time: 0.2130, Forward time: 2.2584, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 6.0765 [2020-11-16 18:37:35,760][root][INFO] - ===> Epoch[623](16266/26): Loss 0.0934, Sem 0.0934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.766e-01 Score 96.690 Data time: 0.1448, Forward time: 2.2584, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.1179 [2020-11-16 18:37:40,384][root][INFO] - ===> Epoch[623](16267/26): Loss 0.0958, Sem 0.0958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.766e-01 Score 96.613 Data time: 0.1741, Forward time: 2.2583, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 4.5501 [2020-11-16 18:37:45,643][root][INFO] - ===> Epoch[623](16268/26): Loss 0.1013, Sem 0.1013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.765e-01 Score 96.520 Data time: 0.0995, Forward time: 2.2582, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.1731 [2020-11-16 18:37:50,809][root][INFO] - ===> Epoch[623](16269/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.765e-01 Score 97.102 Data time: 0.1855, Forward time: 2.2582, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.1097 [2020-11-16 18:37:56,509][root][INFO] - ===> Epoch[623](16270/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.764e-01 Score 96.550 Data time: 0.2302, Forward time: 2.2582, Backward time: 3.0483, DDP time: 0.0047, Total iter time: 5.6050 [2020-11-16 18:38:02,171][root][INFO] - ===> Epoch[624](16271/26): Loss 0.1049, Sem 0.1049, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.764e-01 Score 95.989 Data time: 0.1504, Forward time: 2.2582, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.5473 [2020-11-16 18:38:08,231][root][INFO] - ===> Epoch[624](16272/26): Loss 0.0928, Sem 0.0928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.763e-01 Score 96.681 Data time: 0.1924, Forward time: 2.2582, Backward time: 3.0484, DDP time: 0.0047, Total iter time: 5.9832 [2020-11-16 18:38:14,136][root][INFO] - ===> Epoch[624](16273/26): Loss 0.0831, Sem 0.0831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.763e-01 Score 97.005 Data time: 0.1642, Forward time: 2.2581, Backward time: 3.0485, DDP time: 0.0047, Total iter time: 5.8213 [2020-11-16 18:38:20,421][root][INFO] - ===> Epoch[624](16274/26): Loss 0.0923, Sem 0.0923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.763e-01 Score 96.648 Data time: 0.1800, Forward time: 2.2581, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 6.1918 [2020-11-16 18:38:27,113][root][INFO] - ===> Epoch[624](16275/26): Loss 0.0832, Sem 0.0832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.762e-01 Score 97.120 Data time: 0.1787, Forward time: 2.2580, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 6.6018 [2020-11-16 18:38:33,159][root][INFO] - ===> Epoch[624](16276/26): Loss 0.0899, Sem 0.0899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.762e-01 Score 96.800 Data time: 0.3459, Forward time: 2.2581, Backward time: 3.0487, DDP time: 0.0047, Total iter time: 5.9590 [2020-11-16 18:38:37,994][root][INFO] - ===> Epoch[624](16277/26): Loss 0.0972, Sem 0.0972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.761e-01 Score 96.497 Data time: 0.1492, Forward time: 2.2581, Backward time: 3.0486, DDP time: 0.0047, Total iter time: 4.7377 [2020-11-16 18:38:44,641][root][INFO] - ===> Epoch[624](16278/26): Loss 0.0840, Sem 0.0840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.761e-01 Score 97.019 Data time: 0.1274, Forward time: 2.2580, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 6.5668 [2020-11-16 18:38:49,444][root][INFO] - ===> Epoch[624](16279/26): Loss 0.0850, Sem 0.0850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.760e-01 Score 96.942 Data time: 0.1525, Forward time: 2.2579, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.7536 [2020-11-16 18:38:57,037][root][INFO] - ===> Epoch[624](16280/26): Loss 0.0943, Sem 0.0943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.760e-01 Score 96.566 Data time: 0.2510, Forward time: 2.2580, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 7.5112 [2020-11-16 18:39:02,867][root][INFO] - ===> Epoch[624](16281/26): Loss 0.0872, Sem 0.0872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.760e-01 Score 96.984 Data time: 0.2165, Forward time: 2.2580, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.7333 [2020-11-16 18:39:09,348][root][INFO] - ===> Epoch[624](16282/26): Loss 0.0893, Sem 0.0893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.759e-01 Score 96.777 Data time: 0.3160, Forward time: 2.2581, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 6.3796 [2020-11-16 18:39:15,960][root][INFO] - ===> Epoch[624](16283/26): Loss 0.1021, Sem 0.1021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.759e-01 Score 96.329 Data time: 0.3325, Forward time: 2.2582, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 6.4971 [2020-11-16 18:39:20,958][root][INFO] - ===> Epoch[624](16284/26): Loss 0.0969, Sem 0.0969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.758e-01 Score 96.735 Data time: 0.1929, Forward time: 2.2581, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.8895 [2020-11-16 18:39:27,202][root][INFO] - ===> Epoch[624](16285/26): Loss 0.0926, Sem 0.0926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.758e-01 Score 96.818 Data time: 0.1800, Forward time: 2.2581, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 6.1506 [2020-11-16 18:39:32,854][root][INFO] - ===> Epoch[624](16286/26): Loss 0.0915, Sem 0.0915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.758e-01 Score 96.659 Data time: 0.1917, Forward time: 2.2581, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.5673 [2020-11-16 18:39:38,821][root][INFO] - ===> Epoch[624](16287/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.757e-01 Score 96.937 Data time: 0.1470, Forward time: 2.2581, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.8739 [2020-11-16 18:39:43,559][root][INFO] - ===> Epoch[624](16288/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.757e-01 Score 96.734 Data time: 0.2049, Forward time: 2.2581, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 4.6728 [2020-11-16 18:39:49,972][root][INFO] - ===> Epoch[624](16289/26): Loss 0.0902, Sem 0.0902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.756e-01 Score 96.704 Data time: 0.1751, Forward time: 2.2581, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 6.3175 [2020-11-16 18:39:56,965][root][INFO] - ===> Epoch[624](16290/26): Loss 0.0822, Sem 0.0822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.756e-01 Score 96.981 Data time: 0.1650, Forward time: 2.2580, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 6.9038 [2020-11-16 18:40:02,031][root][INFO] - ===> Epoch[624](16291/26): Loss 0.0928, Sem 0.0928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.755e-01 Score 96.867 Data time: 0.1921, Forward time: 2.2580, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 4.9999 [2020-11-16 18:40:08,369][root][INFO] - ===> Epoch[624](16292/26): Loss 0.0962, Sem 0.0962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.755e-01 Score 96.529 Data time: 0.2205, Forward time: 2.2580, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 6.2294 [2020-11-16 18:40:14,102][root][INFO] - ===> Epoch[624](16293/26): Loss 0.1098, Sem 0.1098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.755e-01 Score 95.966 Data time: 0.2570, Forward time: 2.2581, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.5984 [2020-11-16 18:40:20,137][root][INFO] - ===> Epoch[624](16294/26): Loss 0.0886, Sem 0.0886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.754e-01 Score 96.885 Data time: 0.2306, Forward time: 2.2581, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.9124 [2020-11-16 18:40:26,407][root][INFO] - ===> Epoch[624](16295/26): Loss 0.0916, Sem 0.0916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.754e-01 Score 96.835 Data time: 0.1581, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 6.1626 [2020-11-16 18:40:32,663][root][INFO] - ===> Epoch[624](16296/26): Loss 0.0860, Sem 0.0860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.753e-01 Score 96.886 Data time: 0.1869, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 6.1704 [2020-11-16 18:40:38,025][root][INFO] - ===> Epoch[625](16297/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.753e-01 Score 97.265 Data time: 0.2313, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.2523 [2020-11-16 18:40:43,993][root][INFO] - ===> Epoch[625](16298/26): Loss 0.0888, Sem 0.0888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.752e-01 Score 96.790 Data time: 0.1899, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.8767 [2020-11-16 18:40:48,801][root][INFO] - ===> Epoch[625](16299/26): Loss 0.0869, Sem 0.0869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.752e-01 Score 96.988 Data time: 0.1607, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 4.6925 [2020-11-16 18:40:54,517][root][INFO] - ===> Epoch[625](16300/26): Loss 0.0973, Sem 0.0973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.752e-01 Score 96.619 Data time: 0.2169, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.6367 [2020-11-16 18:41:00,329][root][INFO] - ===> Epoch[625](16301/26): Loss 0.1023, Sem 0.1023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.751e-01 Score 96.246 Data time: 0.2481, Forward time: 2.2582, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.6897 [2020-11-16 18:41:05,748][root][INFO] - ===> Epoch[625](16302/26): Loss 0.1027, Sem 0.1027, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.751e-01 Score 96.298 Data time: 0.1647, Forward time: 2.2581, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.3035 [2020-11-16 18:41:11,359][root][INFO] - ===> Epoch[625](16303/26): Loss 0.0922, Sem 0.0922, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.750e-01 Score 96.692 Data time: 0.1597, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.5101 [2020-11-16 18:41:17,870][root][INFO] - ===> Epoch[625](16304/26): Loss 0.0950, Sem 0.0950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.750e-01 Score 96.515 Data time: 0.3484, Forward time: 2.2582, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 6.4337 [2020-11-16 18:41:23,474][root][INFO] - ===> Epoch[625](16305/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.749e-01 Score 96.268 Data time: 0.1206, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.4824 [2020-11-16 18:41:29,057][root][INFO] - ===> Epoch[625](16306/26): Loss 0.1069, Sem 0.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.749e-01 Score 96.226 Data time: 0.1992, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.5017 [2020-11-16 18:41:34,710][root][INFO] - ===> Epoch[625](16307/26): Loss 0.0905, Sem 0.0905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.749e-01 Score 96.594 Data time: 0.2623, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.5522 [2020-11-16 18:41:39,668][root][INFO] - ===> Epoch[625](16308/26): Loss 0.0906, Sem 0.0906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.748e-01 Score 96.662 Data time: 0.2099, Forward time: 2.2581, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 4.8494 [2020-11-16 18:41:46,441][root][INFO] - ===> Epoch[625](16309/26): Loss 0.0874, Sem 0.0874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.748e-01 Score 96.881 Data time: 0.2144, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 6.6669 [2020-11-16 18:41:53,044][root][INFO] - ===> Epoch[625](16310/26): Loss 0.0982, Sem 0.0982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.747e-01 Score 96.411 Data time: 0.2067, Forward time: 2.2581, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 6.4950 [2020-11-16 18:41:58,312][root][INFO] - ===> Epoch[625](16311/26): Loss 0.1242, Sem 0.1242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.747e-01 Score 95.782 Data time: 0.1828, Forward time: 2.2581, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.1842 [2020-11-16 18:42:03,533][root][INFO] - ===> Epoch[625](16312/26): Loss 0.0851, Sem 0.0851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.746e-01 Score 96.999 Data time: 0.2547, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.1283 [2020-11-16 18:42:08,841][root][INFO] - ===> Epoch[625](16313/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.746e-01 Score 96.831 Data time: 0.2149, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.1951 [2020-11-16 18:42:15,107][root][INFO] - ===> Epoch[625](16314/26): Loss 0.1015, Sem 0.1015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.746e-01 Score 96.376 Data time: 0.1938, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 6.1671 [2020-11-16 18:42:21,155][root][INFO] - ===> Epoch[625](16315/26): Loss 0.0967, Sem 0.0967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.745e-01 Score 96.551 Data time: 0.2476, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.9331 [2020-11-16 18:42:26,459][root][INFO] - ===> Epoch[625](16316/26): Loss 0.0948, Sem 0.0948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.745e-01 Score 96.646 Data time: 0.1864, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.1876 [2020-11-16 18:42:33,111][root][INFO] - ===> Epoch[625](16317/26): Loss 0.0984, Sem 0.0984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.744e-01 Score 96.477 Data time: 0.1986, Forward time: 2.2581, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 6.5426 [2020-11-16 18:42:39,268][root][INFO] - ===> Epoch[625](16318/26): Loss 0.1148, Sem 0.1148, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.744e-01 Score 96.193 Data time: 0.1970, Forward time: 2.2581, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 6.0770 [2020-11-16 18:42:44,615][root][INFO] - ===> Epoch[625](16319/26): Loss 0.1016, Sem 0.1016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.743e-01 Score 96.336 Data time: 0.2715, Forward time: 2.2581, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.2548 [2020-11-16 18:42:51,118][root][INFO] - ===> Epoch[625](16320/26): Loss 0.0930, Sem 0.0930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.743e-01 Score 96.645 Data time: 0.1900, Forward time: 2.2581, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 6.4082 [2020-11-16 18:42:57,869][root][INFO] - ===> Epoch[625](16321/26): Loss 0.0983, Sem 0.0983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.743e-01 Score 96.742 Data time: 0.2715, Forward time: 2.2582, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 6.6429 [2020-11-16 18:43:03,132][root][INFO] - ===> Epoch[625](16322/26): Loss 0.0950, Sem 0.0950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.742e-01 Score 96.663 Data time: 0.1895, Forward time: 2.2582, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.1589 [2020-11-16 18:43:09,332][root][INFO] - ===> Epoch[626](16323/26): Loss 0.0964, Sem 0.0964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.742e-01 Score 96.579 Data time: 0.1629, Forward time: 2.2581, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 6.1206 [2020-11-16 18:43:14,615][root][INFO] - ===> Epoch[626](16324/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.741e-01 Score 96.327 Data time: 0.1633, Forward time: 2.2581, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 5.2153 [2020-11-16 18:43:19,468][root][INFO] - ===> Epoch[626](16325/26): Loss 0.1088, Sem 0.1088, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.741e-01 Score 95.874 Data time: 0.1754, Forward time: 2.2580, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 4.7683 [2020-11-16 18:43:24,002][root][INFO] - ===> Epoch[626](16326/26): Loss 0.1010, Sem 0.1010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.740e-01 Score 96.403 Data time: 0.2008, Forward time: 2.2580, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 4.4590 [2020-11-16 18:43:29,110][root][INFO] - ===> Epoch[626](16327/26): Loss 0.0965, Sem 0.0965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.740e-01 Score 96.478 Data time: 0.2352, Forward time: 2.2580, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.0200 [2020-11-16 18:43:34,250][root][INFO] - ===> Epoch[626](16328/26): Loss 0.0980, Sem 0.0980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.740e-01 Score 96.676 Data time: 0.1867, Forward time: 2.2580, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.0337 [2020-11-16 18:43:40,006][root][INFO] - ===> Epoch[626](16329/26): Loss 0.0986, Sem 0.0986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.739e-01 Score 96.601 Data time: 0.2554, Forward time: 2.2580, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.6632 [2020-11-16 18:43:45,448][root][INFO] - ===> Epoch[626](16330/26): Loss 0.0908, Sem 0.0908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.739e-01 Score 96.884 Data time: 0.2397, Forward time: 2.2581, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.3347 [2020-11-16 18:43:51,307][root][INFO] - ===> Epoch[626](16331/26): Loss 0.1060, Sem 0.1060, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.738e-01 Score 96.276 Data time: 0.1962, Forward time: 2.2581, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.7362 [2020-11-16 18:43:56,377][root][INFO] - ===> Epoch[626](16332/26): Loss 0.1016, Sem 0.1016, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.738e-01 Score 96.396 Data time: 0.2165, Forward time: 2.2581, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 4.9839 [2020-11-16 18:44:01,943][root][INFO] - ===> Epoch[626](16333/26): Loss 0.0900, Sem 0.0900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.737e-01 Score 96.855 Data time: 0.1842, Forward time: 2.2581, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.4601 [2020-11-16 18:44:07,720][root][INFO] - ===> Epoch[626](16334/26): Loss 0.0953, Sem 0.0953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.737e-01 Score 96.619 Data time: 0.1569, Forward time: 2.2581, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.6772 [2020-11-16 18:44:13,360][root][INFO] - ===> Epoch[626](16335/26): Loss 0.0957, Sem 0.0957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.737e-01 Score 96.572 Data time: 0.1338, Forward time: 2.2580, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.5544 [2020-11-16 18:44:18,242][root][INFO] - ===> Epoch[626](16336/26): Loss 0.1086, Sem 0.1086, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.736e-01 Score 96.286 Data time: 0.1504, Forward time: 2.2579, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 4.7967 [2020-11-16 18:44:23,627][root][INFO] - ===> Epoch[626](16337/26): Loss 0.1069, Sem 0.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.736e-01 Score 96.131 Data time: 0.2622, Forward time: 2.2580, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.3038 [2020-11-16 18:44:29,274][root][INFO] - ===> Epoch[626](16338/26): Loss 0.0981, Sem 0.0981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.735e-01 Score 96.256 Data time: 0.2480, Forward time: 2.2580, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.5356 [2020-11-16 18:44:34,238][root][INFO] - ===> Epoch[626](16339/26): Loss 0.0882, Sem 0.0882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.735e-01 Score 97.002 Data time: 0.2455, Forward time: 2.2581, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 4.8461 [2020-11-16 18:44:39,904][root][INFO] - ===> Epoch[626](16340/26): Loss 0.0949, Sem 0.0949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.734e-01 Score 96.748 Data time: 0.1880, Forward time: 2.2581, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.5561 [2020-11-16 18:44:45,830][root][INFO] - ===> Epoch[626](16341/26): Loss 0.1109, Sem 0.1109, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.734e-01 Score 96.159 Data time: 0.2210, Forward time: 2.2581, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.8361 [2020-11-16 18:44:51,597][root][INFO] - ===> Epoch[626](16342/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.734e-01 Score 96.904 Data time: 0.1372, Forward time: 2.2580, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.6501 [2020-11-16 18:44:57,035][root][INFO] - ===> Epoch[626](16343/26): Loss 0.1025, Sem 0.1025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.733e-01 Score 96.316 Data time: 0.1743, Forward time: 2.2580, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.3724 [2020-11-16 18:45:01,451][root][INFO] - ===> Epoch[626](16344/26): Loss 0.0871, Sem 0.0871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.733e-01 Score 96.937 Data time: 0.2051, Forward time: 2.2580, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 4.3304 [2020-11-16 18:45:07,822][root][INFO] - ===> Epoch[626](16345/26): Loss 0.0908, Sem 0.0908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.732e-01 Score 96.830 Data time: 0.2935, Forward time: 2.2581, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 6.2845 [2020-11-16 18:45:12,818][root][INFO] - ===> Epoch[626](16346/26): Loss 0.0845, Sem 0.0845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.732e-01 Score 97.017 Data time: 0.2120, Forward time: 2.2581, Backward time: 3.0488, DDP time: 0.0047, Total iter time: 4.8793 [2020-11-16 18:45:19,445][root][INFO] - ===> Epoch[626](16347/26): Loss 0.0808, Sem 0.0808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.731e-01 Score 97.107 Data time: 0.1568, Forward time: 2.2581, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 6.5384 [2020-11-16 18:45:25,445][root][INFO] - ===> Epoch[626](16348/26): Loss 0.1074, Sem 0.1074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.731e-01 Score 96.094 Data time: 0.2019, Forward time: 2.2580, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.9355 [2020-11-16 18:45:31,584][root][INFO] - ===> Epoch[627](16349/26): Loss 0.0980, Sem 0.0980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.731e-01 Score 96.328 Data time: 0.1726, Forward time: 2.2580, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 6.0300 [2020-11-16 18:45:36,759][root][INFO] - ===> Epoch[627](16350/26): Loss 0.0846, Sem 0.0846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.730e-01 Score 96.998 Data time: 0.1954, Forward time: 2.2580, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.0836 [2020-11-16 18:45:41,958][root][INFO] - ===> Epoch[627](16351/26): Loss 0.0788, Sem 0.0788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.730e-01 Score 97.163 Data time: 0.2236, Forward time: 2.2580, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.0937 [2020-11-16 18:45:48,252][root][INFO] - ===> Epoch[627](16352/26): Loss 0.0967, Sem 0.0967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.729e-01 Score 96.532 Data time: 0.1598, Forward time: 2.2580, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 6.1989 [2020-11-16 18:45:53,935][root][INFO] - ===> Epoch[627](16353/26): Loss 0.0895, Sem 0.0895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.729e-01 Score 96.769 Data time: 0.2382, Forward time: 2.2580, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.6113 [2020-11-16 18:45:59,590][root][INFO] - ===> Epoch[627](16354/26): Loss 0.0895, Sem 0.0895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.729e-01 Score 96.915 Data time: 0.2692, Forward time: 2.2581, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.5268 [2020-11-16 18:46:04,444][root][INFO] - ===> Epoch[627](16355/26): Loss 0.1075, Sem 0.1075, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.728e-01 Score 96.133 Data time: 0.1847, Forward time: 2.2581, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 4.7432 [2020-11-16 18:46:10,003][root][INFO] - ===> Epoch[627](16356/26): Loss 0.0913, Sem 0.0913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.728e-01 Score 96.789 Data time: 0.2051, Forward time: 2.2581, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.4716 [2020-11-16 18:46:15,699][root][INFO] - ===> Epoch[627](16357/26): Loss 0.0797, Sem 0.0797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.727e-01 Score 97.088 Data time: 0.1449, Forward time: 2.2580, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 5.5991 [2020-11-16 18:46:20,568][root][INFO] - ===> Epoch[627](16358/26): Loss 0.0859, Sem 0.0859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.727e-01 Score 97.105 Data time: 0.1511, Forward time: 2.2580, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 4.7982 [2020-11-16 18:46:26,856][root][INFO] - ===> Epoch[627](16359/26): Loss 0.0825, Sem 0.0825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.726e-01 Score 97.061 Data time: 0.1851, Forward time: 2.2580, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 6.2335 [2020-11-16 18:46:32,228][root][INFO] - ===> Epoch[627](16360/26): Loss 0.0880, Sem 0.0880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.726e-01 Score 96.783 Data time: 0.1634, Forward time: 2.2579, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.2827 [2020-11-16 18:46:36,939][root][INFO] - ===> Epoch[627](16361/26): Loss 0.1004, Sem 0.1004, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.726e-01 Score 96.392 Data time: 0.1871, Forward time: 2.2579, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 4.6286 [2020-11-16 18:46:43,210][root][INFO] - ===> Epoch[627](16362/26): Loss 0.0864, Sem 0.0864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.725e-01 Score 97.008 Data time: 0.1600, Forward time: 2.2579, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 6.1689 [2020-11-16 18:46:49,746][root][INFO] - ===> Epoch[627](16363/26): Loss 0.0813, Sem 0.0813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.725e-01 Score 97.102 Data time: 0.1794, Forward time: 2.2579, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 6.4369 [2020-11-16 18:46:54,927][root][INFO] - ===> Epoch[627](16364/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.724e-01 Score 97.306 Data time: 0.2027, Forward time: 2.2578, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.0609 [2020-11-16 18:46:59,621][root][INFO] - ===> Epoch[627](16365/26): Loss 0.0937, Sem 0.0937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.724e-01 Score 96.672 Data time: 0.1349, Forward time: 2.2578, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 4.5789 [2020-11-16 18:47:05,711][root][INFO] - ===> Epoch[627](16366/26): Loss 0.1070, Sem 0.1070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.723e-01 Score 96.362 Data time: 0.1726, Forward time: 2.2577, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 6.0179 [2020-11-16 18:47:11,712][root][INFO] - ===> Epoch[627](16367/26): Loss 0.0826, Sem 0.0826, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.723e-01 Score 97.007 Data time: 0.1597, Forward time: 2.2577, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.9182 [2020-11-16 18:47:17,528][root][INFO] - ===> Epoch[627](16368/26): Loss 0.1041, Sem 0.1041, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.723e-01 Score 96.293 Data time: 0.2532, Forward time: 2.2577, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.7418 [2020-11-16 18:47:22,148][root][INFO] - ===> Epoch[627](16369/26): Loss 0.1034, Sem 0.1034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.722e-01 Score 96.395 Data time: 0.2113, Forward time: 2.2578, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 4.5087 [2020-11-16 18:47:27,838][root][INFO] - ===> Epoch[627](16370/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.722e-01 Score 97.067 Data time: 0.1673, Forward time: 2.2577, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.5915 [2020-11-16 18:47:33,370][root][INFO] - ===> Epoch[627](16371/26): Loss 0.0955, Sem 0.0955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.721e-01 Score 96.528 Data time: 0.1237, Forward time: 2.2577, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.4417 [2020-11-16 18:47:38,953][root][INFO] - ===> Epoch[627](16372/26): Loss 0.0970, Sem 0.0970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.721e-01 Score 96.593 Data time: 0.1587, Forward time: 2.2576, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.4966 [2020-11-16 18:47:43,924][root][INFO] - ===> Epoch[627](16373/26): Loss 0.0956, Sem 0.0956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.720e-01 Score 96.489 Data time: 0.1819, Forward time: 2.2576, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 4.8623 [2020-11-16 18:47:48,684][root][INFO] - ===> Epoch[627](16374/26): Loss 0.0903, Sem 0.0903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.720e-01 Score 96.797 Data time: 0.1778, Forward time: 2.2576, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 4.6577 [2020-11-16 18:47:53,249][root][INFO] - ===> Epoch[628](16375/26): Loss 0.1119, Sem 0.1119, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.720e-01 Score 96.312 Data time: 0.1469, Forward time: 2.2575, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 4.4707 [2020-11-16 18:47:58,536][root][INFO] - ===> Epoch[628](16376/26): Loss 0.0802, Sem 0.0802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.719e-01 Score 97.200 Data time: 0.2426, Forward time: 2.2576, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.2114 [2020-11-16 18:48:04,316][root][INFO] - ===> Epoch[628](16377/26): Loss 0.0982, Sem 0.0982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.719e-01 Score 96.563 Data time: 0.1928, Forward time: 2.2576, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.6669 [2020-11-16 18:48:09,925][root][INFO] - ===> Epoch[628](16378/26): Loss 0.0957, Sem 0.0957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.718e-01 Score 96.513 Data time: 0.1277, Forward time: 2.2575, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.5059 [2020-11-16 18:48:15,136][root][INFO] - ===> Epoch[628](16379/26): Loss 0.0903, Sem 0.0903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.718e-01 Score 96.891 Data time: 0.1611, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.1640 [2020-11-16 18:48:20,787][root][INFO] - ===> Epoch[628](16380/26): Loss 0.0815, Sem 0.0815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.717e-01 Score 97.200 Data time: 0.2214, Forward time: 2.2575, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.5730 [2020-11-16 18:48:26,226][root][INFO] - ===> Epoch[628](16381/26): Loss 0.0976, Sem 0.0976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.717e-01 Score 96.456 Data time: 0.1747, Forward time: 2.2575, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.3286 [2020-11-16 18:48:31,944][root][INFO] - ===> Epoch[628](16382/26): Loss 0.0899, Sem 0.0899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.717e-01 Score 96.697 Data time: 0.2284, Forward time: 2.2575, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.6232 [2020-11-16 18:48:37,023][root][INFO] - ===> Epoch[628](16383/26): Loss 0.0985, Sem 0.0985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.716e-01 Score 96.522 Data time: 0.2047, Forward time: 2.2575, Backward time: 3.0489, DDP time: 0.0047, Total iter time: 4.9751 [2020-11-16 18:48:43,271][root][INFO] - ===> Epoch[628](16384/26): Loss 0.0908, Sem 0.0908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.716e-01 Score 96.897 Data time: 0.1588, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 6.1207 [2020-11-16 18:48:48,601][root][INFO] - ===> Epoch[628](16385/26): Loss 0.0880, Sem 0.0880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.715e-01 Score 96.984 Data time: 0.1654, Forward time: 2.2574, Backward time: 3.0490, DDP time: 0.0047, Total iter time: 5.2605 [2020-11-16 18:48:54,320][root][INFO] - ===> Epoch[628](16386/26): Loss 0.0911, Sem 0.0911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.715e-01 Score 96.813 Data time: 0.1736, Forward time: 2.2574, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 5.6101 [2020-11-16 18:49:00,648][root][INFO] - ===> Epoch[628](16387/26): Loss 0.0959, Sem 0.0959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.714e-01 Score 96.629 Data time: 0.2139, Forward time: 2.2574, Backward time: 3.0491, DDP time: 0.0047, Total iter time: 6.2383 [2020-11-16 18:49:06,550][root][INFO] - ===> Epoch[628](16388/26): Loss 0.0976, Sem 0.0976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.714e-01 Score 96.503 Data time: 0.1552, Forward time: 2.2573, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.7684 [2020-11-16 18:49:12,682][root][INFO] - ===> Epoch[628](16389/26): Loss 0.0930, Sem 0.0930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.714e-01 Score 96.698 Data time: 0.2114, Forward time: 2.2573, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 6.0185 [2020-11-16 18:49:18,596][root][INFO] - ===> Epoch[628](16390/26): Loss 0.0868, Sem 0.0868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.713e-01 Score 96.838 Data time: 0.1945, Forward time: 2.2573, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.7904 [2020-11-16 18:49:24,143][root][INFO] - ===> Epoch[628](16391/26): Loss 0.1011, Sem 0.1011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.713e-01 Score 96.064 Data time: 0.2533, Forward time: 2.2574, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.4064 [2020-11-16 18:49:30,241][root][INFO] - ===> Epoch[628](16392/26): Loss 0.0991, Sem 0.0991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.712e-01 Score 96.423 Data time: 0.1315, Forward time: 2.2573, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.9686 [2020-11-16 18:49:35,341][root][INFO] - ===> Epoch[628](16393/26): Loss 0.0956, Sem 0.0956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.712e-01 Score 96.555 Data time: 0.1653, Forward time: 2.2572, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 4.9737 [2020-11-16 18:49:39,970][root][INFO] - ===> Epoch[628](16394/26): Loss 0.0913, Sem 0.0913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.711e-01 Score 96.841 Data time: 0.2132, Forward time: 2.2572, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 4.5331 [2020-11-16 18:49:45,727][root][INFO] - ===> Epoch[628](16395/26): Loss 0.0862, Sem 0.0862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.711e-01 Score 96.863 Data time: 0.2026, Forward time: 2.2572, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.6550 [2020-11-16 18:49:50,855][root][INFO] - ===> Epoch[628](16396/26): Loss 0.1070, Sem 0.1070, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.711e-01 Score 96.091 Data time: 0.1846, Forward time: 2.2572, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.0181 [2020-11-16 18:49:56,713][root][INFO] - ===> Epoch[628](16397/26): Loss 0.0848, Sem 0.0848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.710e-01 Score 96.978 Data time: 0.1654, Forward time: 2.2572, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.7497 [2020-11-16 18:50:02,071][root][INFO] - ===> Epoch[628](16398/26): Loss 0.0880, Sem 0.0880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.710e-01 Score 96.867 Data time: 0.2417, Forward time: 2.2572, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.2636 [2020-11-16 18:50:08,151][root][INFO] - ===> Epoch[628](16399/26): Loss 0.1082, Sem 0.1082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.709e-01 Score 96.247 Data time: 0.2121, Forward time: 2.2572, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.9735 [2020-11-16 18:50:13,598][root][INFO] - ===> Epoch[628](16400/26): Loss 0.0903, Sem 0.0903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.709e-01 Score 96.662 Data time: 0.1679, Forward time: 2.2572, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.3256 [2020-11-16 18:50:19,802][root][INFO] - ===> Epoch[629](16401/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.708e-01 Score 96.749 Data time: 0.2413, Forward time: 2.2572, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 6.1236 [2020-11-16 18:50:25,577][root][INFO] - ===> Epoch[629](16402/26): Loss 0.0977, Sem 0.0977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.708e-01 Score 96.480 Data time: 0.1975, Forward time: 2.2572, Backward time: 3.0492, DDP time: 0.0047, Total iter time: 5.6599 [2020-11-16 18:50:32,839][root][INFO] - ===> Epoch[629](16403/26): Loss 0.0942, Sem 0.0942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.708e-01 Score 96.830 Data time: 0.2398, Forward time: 2.2573, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 7.1468 [2020-11-16 18:50:39,249][root][INFO] - ===> Epoch[629](16404/26): Loss 0.0889, Sem 0.0889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.707e-01 Score 96.946 Data time: 0.1976, Forward time: 2.2573, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 6.2743 [2020-11-16 18:50:45,081][root][INFO] - ===> Epoch[629](16405/26): Loss 0.0945, Sem 0.0945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.707e-01 Score 96.804 Data time: 0.1754, Forward time: 2.2573, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.7291 [2020-11-16 18:50:49,953][root][INFO] - ===> Epoch[629](16406/26): Loss 0.0894, Sem 0.0894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.706e-01 Score 96.705 Data time: 0.1898, Forward time: 2.2573, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 4.7861 [2020-11-16 18:50:55,235][root][INFO] - ===> Epoch[629](16407/26): Loss 0.0974, Sem 0.0974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.706e-01 Score 96.608 Data time: 0.1769, Forward time: 2.2573, Backward time: 3.0493, DDP time: 0.0047, Total iter time: 5.1748 [2020-11-16 18:51:00,489][root][INFO] - ===> Epoch[629](16408/26): Loss 0.0986, Sem 0.0986, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.705e-01 Score 96.532 Data time: 0.1146, Forward time: 2.2572, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.1478 [2020-11-16 18:51:05,889][root][INFO] - ===> Epoch[629](16409/26): Loss 0.0955, Sem 0.0955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.705e-01 Score 96.598 Data time: 0.1691, Forward time: 2.2571, Backward time: 3.0494, DDP time: 0.0047, Total iter time: 5.3203 [2020-11-16 18:51:12,088][root][INFO] - ===> Epoch[629](16410/26): Loss 0.0974, Sem 0.0974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.705e-01 Score 96.584 Data time: 0.2122, Forward time: 2.2571, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 6.0905 [2020-11-16 18:51:17,473][root][INFO] - ===> Epoch[629](16411/26): Loss 0.0955, Sem 0.0955, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.704e-01 Score 96.525 Data time: 0.1610, Forward time: 2.2571, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 5.2912 [2020-11-16 18:51:24,220][root][INFO] - ===> Epoch[629](16412/26): Loss 0.0920, Sem 0.0920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.704e-01 Score 96.612 Data time: 0.1873, Forward time: 2.2570, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 6.6306 [2020-11-16 18:51:30,434][root][INFO] - ===> Epoch[629](16413/26): Loss 0.0809, Sem 0.0809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.703e-01 Score 97.196 Data time: 0.2011, Forward time: 2.2570, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 6.1075 [2020-11-16 18:51:36,065][root][INFO] - ===> Epoch[629](16414/26): Loss 0.0952, Sem 0.0952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.703e-01 Score 96.511 Data time: 0.1943, Forward time: 2.2570, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.5182 [2020-11-16 18:51:41,634][root][INFO] - ===> Epoch[629](16415/26): Loss 0.0983, Sem 0.0983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.702e-01 Score 96.561 Data time: 0.2456, Forward time: 2.2571, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.4700 [2020-11-16 18:51:47,802][root][INFO] - ===> Epoch[629](16416/26): Loss 0.0900, Sem 0.0900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.702e-01 Score 96.843 Data time: 0.2216, Forward time: 2.2571, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 6.0659 [2020-11-16 18:51:53,377][root][INFO] - ===> Epoch[629](16417/26): Loss 0.0831, Sem 0.0831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.702e-01 Score 97.253 Data time: 0.1787, Forward time: 2.2571, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.4618 [2020-11-16 18:51:59,856][root][INFO] - ===> Epoch[629](16418/26): Loss 0.1082, Sem 0.1082, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.701e-01 Score 96.160 Data time: 0.1658, Forward time: 2.2571, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.3654 [2020-11-16 18:52:05,838][root][INFO] - ===> Epoch[629](16419/26): Loss 0.0873, Sem 0.0873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.701e-01 Score 96.987 Data time: 0.1406, Forward time: 2.2570, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.8874 [2020-11-16 18:52:12,235][root][INFO] - ===> Epoch[629](16420/26): Loss 0.0825, Sem 0.0825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.700e-01 Score 97.157 Data time: 0.1429, Forward time: 2.2569, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 6.3100 [2020-11-16 18:52:20,082][root][INFO] - ===> Epoch[629](16421/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.700e-01 Score 97.149 Data time: 0.1496, Forward time: 2.2569, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 7.7699 [2020-11-16 18:52:26,602][root][INFO] - ===> Epoch[629](16422/26): Loss 0.0880, Sem 0.0880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.699e-01 Score 96.772 Data time: 0.1679, Forward time: 2.2569, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.4257 [2020-11-16 18:52:32,826][root][INFO] - ===> Epoch[629](16423/26): Loss 0.0994, Sem 0.0994, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.699e-01 Score 96.503 Data time: 0.1901, Forward time: 2.2568, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.1111 [2020-11-16 18:52:39,520][root][INFO] - ===> Epoch[629](16424/26): Loss 0.0845, Sem 0.0845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.699e-01 Score 96.988 Data time: 0.3451, Forward time: 2.2569, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.5974 [2020-11-16 18:52:45,218][root][INFO] - ===> Epoch[629](16425/26): Loss 0.0771, Sem 0.0771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.698e-01 Score 97.253 Data time: 0.2181, Forward time: 2.2570, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.5638 [2020-11-16 18:52:50,274][root][INFO] - ===> Epoch[629](16426/26): Loss 0.0875, Sem 0.0875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.698e-01 Score 97.034 Data time: 0.1906, Forward time: 2.2570, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.9424 [2020-11-16 18:52:56,672][root][INFO] - ===> Epoch[630](16427/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.697e-01 Score 97.035 Data time: 0.2408, Forward time: 2.2570, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.2912 [2020-11-16 18:53:02,131][root][INFO] - ===> Epoch[630](16428/26): Loss 0.0899, Sem 0.0899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.697e-01 Score 96.789 Data time: 0.2194, Forward time: 2.2570, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.3351 [2020-11-16 18:53:06,919][root][INFO] - ===> Epoch[630](16429/26): Loss 0.0932, Sem 0.0932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.696e-01 Score 96.524 Data time: 0.1353, Forward time: 2.2570, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.6634 [2020-11-16 18:53:11,539][root][INFO] - ===> Epoch[630](16430/26): Loss 0.0770, Sem 0.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.696e-01 Score 97.229 Data time: 0.2024, Forward time: 2.2570, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.5380 [2020-11-16 18:53:17,884][root][INFO] - ===> Epoch[630](16431/26): Loss 0.0846, Sem 0.0846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.696e-01 Score 96.944 Data time: 0.1797, Forward time: 2.2569, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.2447 [2020-11-16 18:53:23,723][root][INFO] - ===> Epoch[630](16432/26): Loss 0.0868, Sem 0.0868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.695e-01 Score 96.979 Data time: 0.2011, Forward time: 2.2569, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.7474 [2020-11-16 18:53:29,361][root][INFO] - ===> Epoch[630](16433/26): Loss 0.0731, Sem 0.0731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.695e-01 Score 97.473 Data time: 0.2446, Forward time: 2.2570, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.5341 [2020-11-16 18:53:34,654][root][INFO] - ===> Epoch[630](16434/26): Loss 0.0926, Sem 0.0926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.694e-01 Score 96.677 Data time: 0.2341, Forward time: 2.2570, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.1750 [2020-11-16 18:53:39,991][root][INFO] - ===> Epoch[630](16435/26): Loss 0.0959, Sem 0.0959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.694e-01 Score 96.630 Data time: 0.2174, Forward time: 2.2570, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.2255 [2020-11-16 18:53:45,471][root][INFO] - ===> Epoch[630](16436/26): Loss 0.0856, Sem 0.0856, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.693e-01 Score 97.053 Data time: 0.1726, Forward time: 2.2570, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.3652 [2020-11-16 18:53:50,720][root][INFO] - ===> Epoch[630](16437/26): Loss 0.0845, Sem 0.0845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.693e-01 Score 97.074 Data time: 0.2088, Forward time: 2.2570, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.1492 [2020-11-16 18:53:55,891][root][INFO] - ===> Epoch[630](16438/26): Loss 0.0921, Sem 0.0921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.693e-01 Score 96.776 Data time: 0.1749, Forward time: 2.2570, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.0810 [2020-11-16 18:54:00,847][root][INFO] - ===> Epoch[630](16439/26): Loss 0.1032, Sem 0.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.692e-01 Score 96.461 Data time: 0.2000, Forward time: 2.2570, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 4.8470 [2020-11-16 18:54:06,046][root][INFO] - ===> Epoch[630](16440/26): Loss 0.0886, Sem 0.0886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.692e-01 Score 96.732 Data time: 0.1311, Forward time: 2.2569, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.1105 [2020-11-16 18:54:11,392][root][INFO] - ===> Epoch[630](16441/26): Loss 0.0753, Sem 0.0753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.691e-01 Score 97.397 Data time: 0.1654, Forward time: 2.2568, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.2711 [2020-11-16 18:54:17,180][root][INFO] - ===> Epoch[630](16442/26): Loss 0.0942, Sem 0.0942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.691e-01 Score 96.628 Data time: 0.2903, Forward time: 2.2569, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.7051 [2020-11-16 18:54:24,151][root][INFO] - ===> Epoch[630](16443/26): Loss 0.0961, Sem 0.0961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.690e-01 Score 96.587 Data time: 0.2565, Forward time: 2.2570, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.8609 [2020-11-16 18:54:30,444][root][INFO] - ===> Epoch[630](16444/26): Loss 0.1023, Sem 0.1023, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.690e-01 Score 96.454 Data time: 0.2025, Forward time: 2.2569, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.1493 [2020-11-16 18:54:36,194][root][INFO] - ===> Epoch[630](16445/26): Loss 0.0770, Sem 0.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.690e-01 Score 97.382 Data time: 0.1690, Forward time: 2.2569, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.6661 [2020-11-16 18:54:41,828][root][INFO] - ===> Epoch[630](16446/26): Loss 0.0916, Sem 0.0916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.689e-01 Score 96.810 Data time: 0.2141, Forward time: 2.2569, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.5316 [2020-11-16 18:54:48,445][root][INFO] - ===> Epoch[630](16447/26): Loss 0.0876, Sem 0.0876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.689e-01 Score 96.845 Data time: 0.3594, Forward time: 2.2570, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.5495 [2020-11-16 18:54:53,939][root][INFO] - ===> Epoch[630](16448/26): Loss 0.0957, Sem 0.0957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.688e-01 Score 96.498 Data time: 0.2313, Forward time: 2.2570, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.3908 [2020-11-16 18:55:00,039][root][INFO] - ===> Epoch[630](16449/26): Loss 0.0882, Sem 0.0882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.688e-01 Score 96.986 Data time: 0.1900, Forward time: 2.2570, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.9791 [2020-11-16 18:55:07,026][root][INFO] - ===> Epoch[630](16450/26): Loss 0.1002, Sem 0.1002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.687e-01 Score 96.488 Data time: 0.2325, Forward time: 2.2571, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.8912 [2020-11-16 18:55:12,235][root][INFO] - ===> Epoch[630](16451/26): Loss 0.0871, Sem 0.0871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.687e-01 Score 96.845 Data time: 0.2426, Forward time: 2.2571, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.0924 [2020-11-16 18:55:17,777][root][INFO] - ===> Epoch[630](16452/26): Loss 0.1043, Sem 0.1043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.687e-01 Score 96.348 Data time: 0.2047, Forward time: 2.2571, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.4235 [2020-11-16 18:55:23,906][root][INFO] - ===> Epoch[631](16453/26): Loss 0.0962, Sem 0.0962, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.686e-01 Score 96.717 Data time: 0.1570, Forward time: 2.2571, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.0336 [2020-11-16 18:55:31,266][root][INFO] - ===> Epoch[631](16454/26): Loss 0.0869, Sem 0.0869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.686e-01 Score 96.941 Data time: 0.2038, Forward time: 2.2570, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 7.2788 [2020-11-16 18:55:36,507][root][INFO] - ===> Epoch[631](16455/26): Loss 0.0887, Sem 0.0887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.685e-01 Score 96.795 Data time: 0.1910, Forward time: 2.2570, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.1502 [2020-11-16 18:55:42,491][root][INFO] - ===> Epoch[631](16456/26): Loss 0.0885, Sem 0.0885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.685e-01 Score 96.799 Data time: 0.1406, Forward time: 2.2570, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.8728 [2020-11-16 18:55:47,741][root][INFO] - ===> Epoch[631](16457/26): Loss 0.1118, Sem 0.1118, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.684e-01 Score 96.586 Data time: 0.1498, Forward time: 2.2569, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.1817 [2020-11-16 18:55:53,433][root][INFO] - ===> Epoch[631](16458/26): Loss 0.0983, Sem 0.0983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.684e-01 Score 96.540 Data time: 0.2716, Forward time: 2.2570, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.5955 [2020-11-16 18:56:00,530][root][INFO] - ===> Epoch[631](16459/26): Loss 0.1097, Sem 0.1097, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.684e-01 Score 96.080 Data time: 0.1895, Forward time: 2.2570, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.9845 [2020-11-16 18:56:05,554][root][INFO] - ===> Epoch[631](16460/26): Loss 0.0903, Sem 0.0903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.683e-01 Score 96.705 Data time: 0.2325, Forward time: 2.2570, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.9245 [2020-11-16 18:56:11,480][root][INFO] - ===> Epoch[631](16461/26): Loss 0.0873, Sem 0.0873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.683e-01 Score 96.834 Data time: 0.1844, Forward time: 2.2570, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.8319 [2020-11-16 18:56:18,011][root][INFO] - ===> Epoch[631](16462/26): Loss 0.0876, Sem 0.0876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.682e-01 Score 96.919 Data time: 0.1683, Forward time: 2.2570, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.4252 [2020-11-16 18:56:23,349][root][INFO] - ===> Epoch[631](16463/26): Loss 0.0951, Sem 0.0951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.682e-01 Score 96.587 Data time: 0.2211, Forward time: 2.2570, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.2503 [2020-11-16 18:56:29,014][root][INFO] - ===> Epoch[631](16464/26): Loss 0.0888, Sem 0.0888, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.681e-01 Score 96.764 Data time: 0.2662, Forward time: 2.2571, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.5651 [2020-11-16 18:56:34,101][root][INFO] - ===> Epoch[631](16465/26): Loss 0.1012, Sem 0.1012, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.681e-01 Score 96.346 Data time: 0.1749, Forward time: 2.2570, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.9795 [2020-11-16 18:56:39,471][root][INFO] - ===> Epoch[631](16466/26): Loss 0.0907, Sem 0.0907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.681e-01 Score 96.716 Data time: 0.2068, Forward time: 2.2570, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.2893 [2020-11-16 18:56:46,831][root][INFO] - ===> Epoch[631](16467/26): Loss 0.0815, Sem 0.0815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.680e-01 Score 97.130 Data time: 0.3935, Forward time: 2.2572, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 7.2803 [2020-11-16 18:56:52,708][root][INFO] - ===> Epoch[631](16468/26): Loss 0.0956, Sem 0.0956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.680e-01 Score 96.645 Data time: 0.2013, Forward time: 2.2572, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.7357 [2020-11-16 18:56:58,348][root][INFO] - ===> Epoch[631](16469/26): Loss 0.0829, Sem 0.0829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.679e-01 Score 97.049 Data time: 0.1970, Forward time: 2.2571, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.5267 [2020-11-16 18:57:02,987][root][INFO] - ===> Epoch[631](16470/26): Loss 0.0995, Sem 0.0995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.679e-01 Score 96.415 Data time: 0.2535, Forward time: 2.2572, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.5450 [2020-11-16 18:57:08,342][root][INFO] - ===> Epoch[631](16471/26): Loss 0.0977, Sem 0.0977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.678e-01 Score 96.598 Data time: 0.1538, Forward time: 2.2571, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.2507 [2020-11-16 18:57:13,863][root][INFO] - ===> Epoch[631](16472/26): Loss 0.0874, Sem 0.0874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.678e-01 Score 96.886 Data time: 0.2014, Forward time: 2.2571, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.4385 [2020-11-16 18:57:20,594][root][INFO] - ===> Epoch[631](16473/26): Loss 0.0832, Sem 0.0832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.678e-01 Score 96.967 Data time: 0.2182, Forward time: 2.2571, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.6118 [2020-11-16 18:57:26,844][root][INFO] - ===> Epoch[631](16474/26): Loss 0.0946, Sem 0.0946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.677e-01 Score 96.712 Data time: 0.2143, Forward time: 2.2571, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.1371 [2020-11-16 18:57:32,928][root][INFO] - ===> Epoch[631](16475/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.677e-01 Score 97.111 Data time: 0.2112, Forward time: 2.2571, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.9821 [2020-11-16 18:57:38,558][root][INFO] - ===> Epoch[631](16476/26): Loss 0.0967, Sem 0.0967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.676e-01 Score 96.479 Data time: 0.1586, Forward time: 2.2571, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.5226 [2020-11-16 18:57:44,616][root][INFO] - ===> Epoch[631](16477/26): Loss 0.0860, Sem 0.0860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.676e-01 Score 96.836 Data time: 0.2036, Forward time: 2.2571, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.9906 [2020-11-16 18:57:49,422][root][INFO] - ===> Epoch[631](16478/26): Loss 0.0944, Sem 0.0944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.675e-01 Score 96.795 Data time: 0.1970, Forward time: 2.2571, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.6968 [2020-11-16 18:57:54,624][root][INFO] - ===> Epoch[632](16479/26): Loss 0.0812, Sem 0.0812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.675e-01 Score 97.082 Data time: 0.1901, Forward time: 2.2570, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.1132 [2020-11-16 18:57:59,911][root][INFO] - ===> Epoch[632](16480/26): Loss 0.1072, Sem 0.1072, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.675e-01 Score 96.040 Data time: 0.1742, Forward time: 2.2570, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.2133 [2020-11-16 18:58:05,839][root][INFO] - ===> Epoch[632](16481/26): Loss 0.0891, Sem 0.0891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.674e-01 Score 96.666 Data time: 0.1878, Forward time: 2.2570, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.8252 [2020-11-16 18:58:13,298][root][INFO] - ===> Epoch[632](16482/26): Loss 0.0938, Sem 0.0938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.674e-01 Score 96.702 Data time: 0.2277, Forward time: 2.2570, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 7.3605 [2020-11-16 18:58:19,292][root][INFO] - ===> Epoch[632](16483/26): Loss 0.0917, Sem 0.0917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.673e-01 Score 96.780 Data time: 0.1705, Forward time: 2.2570, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.8779 [2020-11-16 18:58:25,029][root][INFO] - ===> Epoch[632](16484/26): Loss 0.0894, Sem 0.0894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.673e-01 Score 96.852 Data time: 0.2655, Forward time: 2.2570, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.6615 [2020-11-16 18:58:29,816][root][INFO] - ===> Epoch[632](16485/26): Loss 0.0996, Sem 0.0996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.672e-01 Score 96.404 Data time: 0.1734, Forward time: 2.2570, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.6698 [2020-11-16 18:58:35,648][root][INFO] - ===> Epoch[632](16486/26): Loss 0.0929, Sem 0.0929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.672e-01 Score 96.687 Data time: 0.2354, Forward time: 2.2570, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.7311 [2020-11-16 18:58:42,185][root][INFO] - ===> Epoch[632](16487/26): Loss 0.0846, Sem 0.0846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.672e-01 Score 96.992 Data time: 0.1629, Forward time: 2.2570, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.4273 [2020-11-16 18:58:48,452][root][INFO] - ===> Epoch[632](16488/26): Loss 0.1040, Sem 0.1040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.671e-01 Score 96.463 Data time: 0.1939, Forward time: 2.2570, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.1667 [2020-11-16 18:58:54,302][root][INFO] - ===> Epoch[632](16489/26): Loss 0.0777, Sem 0.0777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.671e-01 Score 97.232 Data time: 0.2346, Forward time: 2.2570, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.7628 [2020-11-16 18:58:58,660][root][INFO] - ===> Epoch[632](16490/26): Loss 0.0894, Sem 0.0894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.670e-01 Score 96.709 Data time: 0.1853, Forward time: 2.2570, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.2313 [2020-11-16 18:59:04,119][root][INFO] - ===> Epoch[632](16491/26): Loss 0.0971, Sem 0.0971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.670e-01 Score 96.573 Data time: 0.2093, Forward time: 2.2570, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.3654 [2020-11-16 18:59:08,931][root][INFO] - ===> Epoch[632](16492/26): Loss 0.0839, Sem 0.0839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.669e-01 Score 96.899 Data time: 0.1666, Forward time: 2.2569, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.7065 [2020-11-16 18:59:14,709][root][INFO] - ===> Epoch[632](16493/26): Loss 0.0995, Sem 0.0995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.669e-01 Score 96.607 Data time: 0.3268, Forward time: 2.2570, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.6897 [2020-11-16 18:59:20,218][root][INFO] - ===> Epoch[632](16494/26): Loss 0.0763, Sem 0.0763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.669e-01 Score 97.311 Data time: 0.2543, Forward time: 2.2571, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.3802 [2020-11-16 18:59:25,345][root][INFO] - ===> Epoch[632](16495/26): Loss 0.0926, Sem 0.0926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.668e-01 Score 96.718 Data time: 0.2148, Forward time: 2.2571, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.0234 [2020-11-16 18:59:31,419][root][INFO] - ===> Epoch[632](16496/26): Loss 0.0793, Sem 0.0793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.668e-01 Score 97.209 Data time: 0.1996, Forward time: 2.2571, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.9786 [2020-11-16 18:59:35,999][root][INFO] - ===> Epoch[632](16497/26): Loss 0.1045, Sem 0.1045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.667e-01 Score 96.462 Data time: 0.2111, Forward time: 2.2571, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.4856 [2020-11-16 18:59:40,475][root][INFO] - ===> Epoch[632](16498/26): Loss 0.0920, Sem 0.0920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.667e-01 Score 96.787 Data time: 0.1736, Forward time: 2.2571, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.3790 [2020-11-16 18:59:45,757][root][INFO] - ===> Epoch[632](16499/26): Loss 0.0914, Sem 0.0914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.666e-01 Score 96.794 Data time: 0.1738, Forward time: 2.2571, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.1839 [2020-11-16 18:59:51,128][root][INFO] - ===> Epoch[632](16500/26): Loss 0.1031, Sem 0.1031, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.666e-01 Score 96.205 Data time: 0.1387, Forward time: 2.2570, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.2762 [2020-11-16 18:59:51,757][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 18:59:51,893][root][INFO] - ===> Start testing [2020-11-16 19:01:10,961][root][INFO] - 101/312: Data time: 0.0046, Iter time: 0.2484 Loss 0.042 (AVG: 0.538) Score 98.933 (AVG: 89.242) mIOU 68.750 mAP 72.937 mAcc 76.958 IOU: 85.402 96.174 60.170 73.173 91.985 77.437 73.686 64.033 66.998 72.976 27.709 63.941 59.584 55.102 67.684 64.427 94.373 63.364 71.062 45.717 mAP: 82.234 97.198 59.593 71.639 87.549 77.846 75.086 71.396 72.251 72.267 43.238 53.542 67.517 67.704 64.291 87.560 97.999 85.624 63.365 60.833 mAcc: 95.754 98.581 73.150 73.924 96.015 92.723 87.332 80.355 74.430 82.969 31.693 79.629 77.066 60.223 71.645 67.898 96.899 67.800 80.185 50.893 [2020-11-16 19:02:25,673][root][INFO] - 201/312: Data time: 0.0424, Iter time: 0.2817 Loss 0.868 (AVG: 0.480) Score 84.404 (AVG: 89.908) mIOU 71.180 mAP 74.287 mAcc 79.352 IOU: 85.890 96.080 64.814 78.800 91.619 82.598 75.406 64.366 66.366 74.068 27.766 65.787 62.641 63.607 62.683 64.661 94.650 63.860 81.480 56.464 mAP: 81.546 97.159 61.963 76.039 89.735 82.973 73.818 71.302 70.416 68.033 48.987 53.955 69.508 72.648 64.186 84.773 97.260 85.109 72.484 63.850 mAcc: 95.528 98.427 77.621 81.650 95.916 94.715 87.053 78.200 75.934 82.649 32.105 82.773 79.618 68.953 67.446 70.336 97.709 70.115 88.239 62.045 [2020-11-16 19:03:42,734][root][INFO] - 301/312: Data time: 0.0034, Iter time: 0.1969 Loss 0.587 (AVG: 0.474) Score 85.051 (AVG: 89.859) mIOU 72.003 mAP 75.757 mAcc 80.395 IOU: 85.731 96.436 63.201 80.459 91.131 81.939 73.872 65.898 61.475 77.875 29.688 63.584 61.483 71.327 60.531 67.032 94.164 65.022 88.718 60.502 mAP: 81.840 97.578 62.466 74.651 90.275 81.694 73.986 72.865 70.041 70.302 50.539 56.547 70.576 76.647 69.141 87.481 96.129 86.069 81.753 64.559 mAcc: 95.673 98.547 75.886 82.947 95.169 95.541 86.177 78.474 71.959 87.136 34.650 80.212 79.467 75.304 66.120 75.196 97.883 72.150 93.386 66.032 [2020-11-16 19:03:51,030][root][INFO] - 312/312: Data time: 0.0021, Iter time: 0.3902 Loss 1.855 (AVG: 0.471) Score 68.918 (AVG: 89.906) mIOU 71.999 mAP 75.973 mAcc 80.394 IOU: 85.833 96.474 63.009 79.381 91.143 82.002 73.800 66.192 61.015 78.262 30.004 63.370 61.459 71.941 60.538 66.379 94.057 66.044 88.964 60.106 mAP: 81.950 97.599 62.898 74.315 90.332 81.835 74.014 73.234 69.906 70.543 51.540 56.319 71.016 77.037 69.417 87.630 95.972 86.375 82.293 65.231 mAcc: 95.654 98.529 75.986 81.799 95.205 95.281 86.227 78.974 71.843 87.399 34.984 80.315 79.766 75.856 66.079 74.033 97.794 73.098 93.571 65.492 [2020-11-16 19:03:51,031][root][INFO] - Finished test. Elapsed time: 239.1367 [2020-11-16 19:03:51,820][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-16 19:03:51,941][root][INFO] - Current best mIoU: 71.999 at iter 16500 [2020-11-16 19:03:55,656][root][INFO] - ===> Epoch[632](16501/26): Loss 0.0867, Sem 0.0867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.666e-01 Score 96.987 Data time: 0.1555, Forward time: 2.2570, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 3.7087 [2020-11-16 19:04:02,396][root][INFO] - ===> Epoch[632](16502/26): Loss 0.0965, Sem 0.0965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.665e-01 Score 96.744 Data time: 0.2437, Forward time: 2.2570, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.6468 [2020-11-16 19:04:07,996][root][INFO] - ===> Epoch[632](16503/26): Loss 0.0772, Sem 0.0772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.665e-01 Score 97.181 Data time: 0.2560, Forward time: 2.2570, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.4934 [2020-11-16 19:04:14,505][root][INFO] - ===> Epoch[632](16504/26): Loss 0.1034, Sem 0.1034, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.664e-01 Score 96.410 Data time: 0.1613, Forward time: 2.2570, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.3892 [2020-11-16 19:04:19,506][root][INFO] - ===> Epoch[633](16505/26): Loss 0.0933, Sem 0.0933, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.664e-01 Score 96.629 Data time: 0.1853, Forward time: 2.2570, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.9079 [2020-11-16 19:04:25,100][root][INFO] - ===> Epoch[633](16506/26): Loss 0.0858, Sem 0.0858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.663e-01 Score 96.905 Data time: 0.2338, Forward time: 2.2570, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.4929 [2020-11-16 19:04:31,573][root][INFO] - ===> Epoch[633](16507/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.663e-01 Score 96.826 Data time: 0.2643, Forward time: 2.2571, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.3567 [2020-11-16 19:04:36,510][root][INFO] - ===> Epoch[633](16508/26): Loss 0.0692, Sem 0.0692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.663e-01 Score 97.569 Data time: 0.2356, Forward time: 2.2571, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.8223 [2020-11-16 19:04:41,579][root][INFO] - ===> Epoch[633](16509/26): Loss 0.0935, Sem 0.0935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.662e-01 Score 96.743 Data time: 0.1904, Forward time: 2.2571, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 4.9637 [2020-11-16 19:04:47,495][root][INFO] - ===> Epoch[633](16510/26): Loss 0.0806, Sem 0.0806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.662e-01 Score 97.118 Data time: 0.2768, Forward time: 2.2572, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.8185 [2020-11-16 19:04:52,265][root][INFO] - ===> Epoch[633](16511/26): Loss 0.0887, Sem 0.0887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.661e-01 Score 96.913 Data time: 0.1799, Forward time: 2.2572, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 4.6612 [2020-11-16 19:04:57,574][root][INFO] - ===> Epoch[633](16512/26): Loss 0.0919, Sem 0.0919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.661e-01 Score 96.677 Data time: 0.2017, Forward time: 2.2571, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.2104 [2020-11-16 19:05:03,155][root][INFO] - ===> Epoch[633](16513/26): Loss 0.0972, Sem 0.0972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.660e-01 Score 96.585 Data time: 0.2509, Forward time: 2.2572, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.4880 [2020-11-16 19:05:08,686][root][INFO] - ===> Epoch[633](16514/26): Loss 0.0905, Sem 0.0905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.660e-01 Score 96.665 Data time: 0.2253, Forward time: 2.2572, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.4061 [2020-11-16 19:05:14,063][root][INFO] - ===> Epoch[633](16515/26): Loss 0.1010, Sem 0.1010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.660e-01 Score 96.513 Data time: 0.2536, Forward time: 2.2573, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.2654 [2020-11-16 19:05:20,970][root][INFO] - ===> Epoch[633](16516/26): Loss 0.0815, Sem 0.0815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.659e-01 Score 97.065 Data time: 0.1963, Forward time: 2.2573, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.7977 [2020-11-16 19:05:26,034][root][INFO] - ===> Epoch[633](16517/26): Loss 0.0855, Sem 0.0855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.659e-01 Score 96.893 Data time: 0.2151, Forward time: 2.2573, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.9703 [2020-11-16 19:05:31,373][root][INFO] - ===> Epoch[633](16518/26): Loss 0.0849, Sem 0.0849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.658e-01 Score 97.078 Data time: 0.1656, Forward time: 2.2572, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.2310 [2020-11-16 19:05:36,617][root][INFO] - ===> Epoch[633](16519/26): Loss 0.0886, Sem 0.0886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.658e-01 Score 96.979 Data time: 0.2271, Forward time: 2.2573, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.1616 [2020-11-16 19:05:42,929][root][INFO] - ===> Epoch[633](16520/26): Loss 0.0829, Sem 0.0829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.657e-01 Score 97.114 Data time: 0.1653, Forward time: 2.2572, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.1941 [2020-11-16 19:05:49,159][root][INFO] - ===> Epoch[633](16521/26): Loss 0.0897, Sem 0.0897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.657e-01 Score 96.776 Data time: 0.2130, Forward time: 2.2573, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.1500 [2020-11-16 19:05:54,816][root][INFO] - ===> Epoch[633](16522/26): Loss 0.0859, Sem 0.0859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.657e-01 Score 96.858 Data time: 0.2045, Forward time: 2.2573, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.5155 [2020-11-16 19:05:59,936][root][INFO] - ===> Epoch[633](16523/26): Loss 0.0767, Sem 0.0767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.656e-01 Score 97.305 Data time: 0.1962, Forward time: 2.2572, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.0188 [2020-11-16 19:06:05,110][root][INFO] - ===> Epoch[633](16524/26): Loss 0.0781, Sem 0.0781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.656e-01 Score 97.244 Data time: 0.1790, Forward time: 2.2572, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.0649 [2020-11-16 19:06:11,129][root][INFO] - ===> Epoch[633](16525/26): Loss 0.0800, Sem 0.0800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.655e-01 Score 97.194 Data time: 0.1946, Forward time: 2.2572, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.9275 [2020-11-16 19:06:15,928][root][INFO] - ===> Epoch[633](16526/26): Loss 0.0895, Sem 0.0895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.655e-01 Score 96.918 Data time: 0.1899, Forward time: 2.2572, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.7169 [2020-11-16 19:06:21,296][root][INFO] - ===> Epoch[633](16527/26): Loss 0.0824, Sem 0.0824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.654e-01 Score 97.073 Data time: 0.2683, Forward time: 2.2572, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.2794 [2020-11-16 19:06:26,825][root][INFO] - ===> Epoch[633](16528/26): Loss 0.0871, Sem 0.0871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.654e-01 Score 96.854 Data time: 0.1936, Forward time: 2.2572, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.4077 [2020-11-16 19:06:33,355][root][INFO] - ===> Epoch[633](16529/26): Loss 0.0751, Sem 0.0751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.654e-01 Score 97.340 Data time: 0.1348, Forward time: 2.2571, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.4204 [2020-11-16 19:06:38,815][root][INFO] - ===> Epoch[633](16530/26): Loss 0.0932, Sem 0.0932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.653e-01 Score 96.485 Data time: 0.1298, Forward time: 2.2571, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.4058 [2020-11-16 19:06:43,818][root][INFO] - ===> Epoch[634](16531/26): Loss 0.0821, Sem 0.0821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.653e-01 Score 96.965 Data time: 0.1124, Forward time: 2.2570, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 4.9407 [2020-11-16 19:06:48,901][root][INFO] - ===> Epoch[634](16532/26): Loss 0.1098, Sem 0.1098, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.652e-01 Score 96.118 Data time: 0.1686, Forward time: 2.2569, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.0399 [2020-11-16 19:06:55,567][root][INFO] - ===> Epoch[634](16533/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.652e-01 Score 97.110 Data time: 0.2232, Forward time: 2.2570, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 6.5822 [2020-11-16 19:07:00,861][root][INFO] - ===> Epoch[634](16534/26): Loss 0.0923, Sem 0.0923, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.651e-01 Score 96.835 Data time: 0.2234, Forward time: 2.2570, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.1882 [2020-11-16 19:07:06,427][root][INFO] - ===> Epoch[634](16535/26): Loss 0.0907, Sem 0.0907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.651e-01 Score 96.751 Data time: 0.1998, Forward time: 2.2570, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.4409 [2020-11-16 19:07:11,815][root][INFO] - ===> Epoch[634](16536/26): Loss 0.0866, Sem 0.0866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.651e-01 Score 96.943 Data time: 0.2479, Forward time: 2.2571, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.2798 [2020-11-16 19:07:16,926][root][INFO] - ===> Epoch[634](16537/26): Loss 0.0945, Sem 0.0945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.650e-01 Score 96.700 Data time: 0.1946, Forward time: 2.2571, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.9936 [2020-11-16 19:07:21,510][root][INFO] - ===> Epoch[634](16538/26): Loss 0.1035, Sem 0.1035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.650e-01 Score 96.240 Data time: 0.1716, Forward time: 2.2570, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 4.4883 [2020-11-16 19:07:26,711][root][INFO] - ===> Epoch[634](16539/26): Loss 0.0929, Sem 0.0929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.649e-01 Score 96.596 Data time: 0.1240, Forward time: 2.2570, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.1169 [2020-11-16 19:07:33,170][root][INFO] - ===> Epoch[634](16540/26): Loss 0.0872, Sem 0.0872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.649e-01 Score 96.816 Data time: 0.1102, Forward time: 2.2569, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 6.4025 [2020-11-16 19:07:38,407][root][INFO] - ===> Epoch[634](16541/26): Loss 0.0883, Sem 0.0883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.648e-01 Score 96.755 Data time: 0.1667, Forward time: 2.2568, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.2137 [2020-11-16 19:07:43,151][root][INFO] - ===> Epoch[634](16542/26): Loss 0.0907, Sem 0.0907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.648e-01 Score 96.780 Data time: 0.1893, Forward time: 2.2568, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.6701 [2020-11-16 19:07:48,729][root][INFO] - ===> Epoch[634](16543/26): Loss 0.0909, Sem 0.0909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.648e-01 Score 96.846 Data time: 0.1632, Forward time: 2.2568, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.4773 [2020-11-16 19:07:54,433][root][INFO] - ===> Epoch[634](16544/26): Loss 0.1100, Sem 0.1100, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.647e-01 Score 96.198 Data time: 0.2360, Forward time: 2.2569, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.6494 [2020-11-16 19:08:00,082][root][INFO] - ===> Epoch[634](16545/26): Loss 0.1010, Sem 0.1010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.647e-01 Score 96.229 Data time: 0.1986, Forward time: 2.2569, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.5311 [2020-11-16 19:08:06,426][root][INFO] - ===> Epoch[634](16546/26): Loss 0.0836, Sem 0.0836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.646e-01 Score 96.906 Data time: 0.2009, Forward time: 2.2569, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.2475 [2020-11-16 19:08:11,128][root][INFO] - ===> Epoch[634](16547/26): Loss 0.0880, Sem 0.0880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.646e-01 Score 97.109 Data time: 0.1722, Forward time: 2.2569, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.6001 [2020-11-16 19:08:16,718][root][INFO] - ===> Epoch[634](16548/26): Loss 0.0879, Sem 0.0879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.645e-01 Score 96.685 Data time: 0.1124, Forward time: 2.2568, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.5247 [2020-11-16 19:08:21,950][root][INFO] - ===> Epoch[634](16549/26): Loss 0.0958, Sem 0.0958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.645e-01 Score 96.497 Data time: 0.1627, Forward time: 2.2567, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.1889 [2020-11-16 19:08:27,646][root][INFO] - ===> Epoch[634](16550/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.645e-01 Score 96.783 Data time: 0.2527, Forward time: 2.2568, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.6300 [2020-11-16 19:08:33,564][root][INFO] - ===> Epoch[634](16551/26): Loss 0.1009, Sem 0.1009, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.644e-01 Score 96.355 Data time: 0.1597, Forward time: 2.2567, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.8094 [2020-11-16 19:08:39,600][root][INFO] - ===> Epoch[634](16552/26): Loss 0.0899, Sem 0.0899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.644e-01 Score 96.805 Data time: 0.1647, Forward time: 2.2567, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.9653 [2020-11-16 19:08:45,063][root][INFO] - ===> Epoch[634](16553/26): Loss 0.1035, Sem 0.1035, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.643e-01 Score 96.480 Data time: 0.1389, Forward time: 2.2566, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.3937 [2020-11-16 19:08:50,874][root][INFO] - ===> Epoch[634](16554/26): Loss 0.1025, Sem 0.1025, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.643e-01 Score 96.560 Data time: 0.1578, Forward time: 2.2566, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.7388 [2020-11-16 19:08:57,618][root][INFO] - ===> Epoch[634](16555/26): Loss 0.0971, Sem 0.0971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.642e-01 Score 96.656 Data time: 0.1557, Forward time: 2.2566, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.6716 [2020-11-16 19:09:03,951][root][INFO] - ===> Epoch[634](16556/26): Loss 0.0993, Sem 0.0993, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.642e-01 Score 96.646 Data time: 0.1645, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.2351 [2020-11-16 19:09:09,459][root][INFO] - ===> Epoch[635](16557/26): Loss 0.0973, Sem 0.0973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.642e-01 Score 96.679 Data time: 0.1829, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.4044 [2020-11-16 19:09:14,515][root][INFO] - ===> Epoch[635](16558/26): Loss 0.1074, Sem 0.1074, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.641e-01 Score 96.244 Data time: 0.1729, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.9506 [2020-11-16 19:09:20,867][root][INFO] - ===> Epoch[635](16559/26): Loss 0.0941, Sem 0.0941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.641e-01 Score 96.775 Data time: 0.1471, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.2461 [2020-11-16 19:09:26,161][root][INFO] - ===> Epoch[635](16560/26): Loss 0.1040, Sem 0.1040, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.640e-01 Score 96.459 Data time: 0.1208, Forward time: 2.2564, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.2224 [2020-11-16 19:09:31,462][root][INFO] - ===> Epoch[635](16561/26): Loss 0.1057, Sem 0.1057, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.640e-01 Score 96.430 Data time: 0.1775, Forward time: 2.2564, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.2383 [2020-11-16 19:09:37,228][root][INFO] - ===> Epoch[635](16562/26): Loss 0.1032, Sem 0.1032, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.639e-01 Score 96.385 Data time: 0.2484, Forward time: 2.2564, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.6790 [2020-11-16 19:09:42,483][root][INFO] - ===> Epoch[635](16563/26): Loss 0.0844, Sem 0.0844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.639e-01 Score 97.079 Data time: 0.1683, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.1596 [2020-11-16 19:09:48,571][root][INFO] - ===> Epoch[635](16564/26): Loss 0.0988, Sem 0.0988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.639e-01 Score 96.730 Data time: 0.1799, Forward time: 2.2564, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.9957 [2020-11-16 19:09:54,230][root][INFO] - ===> Epoch[635](16565/26): Loss 0.0956, Sem 0.0956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.638e-01 Score 96.584 Data time: 0.1748, Forward time: 2.2563, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.5541 [2020-11-16 19:09:59,800][root][INFO] - ===> Epoch[635](16566/26): Loss 0.0907, Sem 0.0907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.638e-01 Score 96.907 Data time: 0.1404, Forward time: 2.2562, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.4838 [2020-11-16 19:10:05,049][root][INFO] - ===> Epoch[635](16567/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.637e-01 Score 97.174 Data time: 0.2031, Forward time: 2.2562, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.1872 [2020-11-16 19:10:11,216][root][INFO] - ===> Epoch[635](16568/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.637e-01 Score 96.485 Data time: 0.2541, Forward time: 2.2563, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.0510 [2020-11-16 19:10:18,466][root][INFO] - ===> Epoch[635](16569/26): Loss 0.0969, Sem 0.0969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.636e-01 Score 96.768 Data time: 0.1865, Forward time: 2.2563, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 7.1268 [2020-11-16 19:10:25,180][root][INFO] - ===> Epoch[635](16570/26): Loss 0.0995, Sem 0.0995, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.636e-01 Score 96.471 Data time: 0.2100, Forward time: 2.2563, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 6.6163 [2020-11-16 19:10:31,046][root][INFO] - ===> Epoch[635](16571/26): Loss 0.0829, Sem 0.0829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.636e-01 Score 97.085 Data time: 0.2144, Forward time: 2.2564, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.7717 [2020-11-16 19:10:36,310][root][INFO] - ===> Epoch[635](16572/26): Loss 0.0952, Sem 0.0952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.635e-01 Score 96.580 Data time: 0.1826, Forward time: 2.2563, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.1426 [2020-11-16 19:10:41,637][root][INFO] - ===> Epoch[635](16573/26): Loss 0.0857, Sem 0.0857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.635e-01 Score 96.856 Data time: 0.1782, Forward time: 2.2563, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.2486 [2020-11-16 19:10:48,086][root][INFO] - ===> Epoch[635](16574/26): Loss 0.0804, Sem 0.0804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.634e-01 Score 97.155 Data time: 0.1589, Forward time: 2.2563, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 6.3627 [2020-11-16 19:10:53,503][root][INFO] - ===> Epoch[635](16575/26): Loss 0.1185, Sem 0.1185, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.634e-01 Score 95.813 Data time: 0.1514, Forward time: 2.2562, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.3360 [2020-11-16 19:10:58,783][root][INFO] - ===> Epoch[635](16576/26): Loss 0.0899, Sem 0.0899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.633e-01 Score 96.853 Data time: 0.1775, Forward time: 2.2562, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.2020 [2020-11-16 19:11:05,626][root][INFO] - ===> Epoch[635](16577/26): Loss 0.0760, Sem 0.0760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.633e-01 Score 97.368 Data time: 0.2046, Forward time: 2.2562, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 6.7451 [2020-11-16 19:11:12,362][root][INFO] - ===> Epoch[635](16578/26): Loss 0.0813, Sem 0.0813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.633e-01 Score 97.150 Data time: 0.3553, Forward time: 2.2563, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.6343 [2020-11-16 19:11:18,176][root][INFO] - ===> Epoch[635](16579/26): Loss 0.0853, Sem 0.0853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.632e-01 Score 96.914 Data time: 0.1581, Forward time: 2.2563, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.6924 [2020-11-16 19:11:23,569][root][INFO] - ===> Epoch[635](16580/26): Loss 0.0819, Sem 0.0819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.632e-01 Score 97.087 Data time: 0.1844, Forward time: 2.2562, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.2955 [2020-11-16 19:11:29,556][root][INFO] - ===> Epoch[635](16581/26): Loss 0.0953, Sem 0.0953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.631e-01 Score 96.547 Data time: 0.2812, Forward time: 2.2563, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.8895 [2020-11-16 19:11:35,562][root][INFO] - ===> Epoch[635](16582/26): Loss 0.0903, Sem 0.0903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.631e-01 Score 96.866 Data time: 0.1890, Forward time: 2.2563, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.8934 [2020-11-16 19:11:41,687][root][INFO] - ===> Epoch[636](16583/26): Loss 0.0853, Sem 0.0853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.630e-01 Score 96.993 Data time: 0.1791, Forward time: 2.2563, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 6.0509 [2020-11-16 19:11:47,498][root][INFO] - ===> Epoch[636](16584/26): Loss 0.0844, Sem 0.0844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.630e-01 Score 97.095 Data time: 0.1735, Forward time: 2.2562, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.7183 [2020-11-16 19:11:52,856][root][INFO] - ===> Epoch[636](16585/26): Loss 0.0883, Sem 0.0883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.630e-01 Score 96.907 Data time: 0.2285, Forward time: 2.2563, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.3003 [2020-11-16 19:11:59,167][root][INFO] - ===> Epoch[636](16586/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.629e-01 Score 96.997 Data time: 0.3432, Forward time: 2.2564, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 6.2100 [2020-11-16 19:12:03,801][root][INFO] - ===> Epoch[636](16587/26): Loss 0.0906, Sem 0.0906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.629e-01 Score 96.753 Data time: 0.1967, Forward time: 2.2564, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 4.5278 [2020-11-16 19:12:09,565][root][INFO] - ===> Epoch[636](16588/26): Loss 0.0909, Sem 0.0909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.628e-01 Score 96.850 Data time: 0.2359, Forward time: 2.2564, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.6755 [2020-11-16 19:12:15,977][root][INFO] - ===> Epoch[636](16589/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.628e-01 Score 96.889 Data time: 0.1943, Forward time: 2.2564, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.3014 [2020-11-16 19:12:20,500][root][INFO] - ===> Epoch[636](16590/26): Loss 0.0862, Sem 0.0862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.627e-01 Score 96.980 Data time: 0.1572, Forward time: 2.2564, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.4433 [2020-11-16 19:12:26,797][root][INFO] - ===> Epoch[636](16591/26): Loss 0.0975, Sem 0.0975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.627e-01 Score 96.520 Data time: 0.1900, Forward time: 2.2564, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.2088 [2020-11-16 19:12:32,066][root][INFO] - ===> Epoch[636](16592/26): Loss 0.0996, Sem 0.0996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.627e-01 Score 96.468 Data time: 0.1998, Forward time: 2.2564, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.1844 [2020-11-16 19:12:36,597][root][INFO] - ===> Epoch[636](16593/26): Loss 0.0951, Sem 0.0951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.626e-01 Score 96.595 Data time: 0.1867, Forward time: 2.2564, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.4084 [2020-11-16 19:12:41,838][root][INFO] - ===> Epoch[636](16594/26): Loss 0.0937, Sem 0.0937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.626e-01 Score 96.630 Data time: 0.2071, Forward time: 2.2564, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.1412 [2020-11-16 19:12:47,449][root][INFO] - ===> Epoch[636](16595/26): Loss 0.0948, Sem 0.0948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.625e-01 Score 96.578 Data time: 0.1558, Forward time: 2.2564, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.5065 [2020-11-16 19:12:53,627][root][INFO] - ===> Epoch[636](16596/26): Loss 0.0864, Sem 0.0864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.625e-01 Score 96.906 Data time: 0.1597, Forward time: 2.2563, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 6.0980 [2020-11-16 19:12:59,038][root][INFO] - ===> Epoch[636](16597/26): Loss 0.0801, Sem 0.0801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.624e-01 Score 97.108 Data time: 0.2090, Forward time: 2.2563, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.3169 [2020-11-16 19:13:03,936][root][INFO] - ===> Epoch[636](16598/26): Loss 0.0838, Sem 0.0838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.624e-01 Score 96.961 Data time: 0.2225, Forward time: 2.2564, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 4.7785 [2020-11-16 19:13:09,768][root][INFO] - ===> Epoch[636](16599/26): Loss 0.0820, Sem 0.0820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.624e-01 Score 96.936 Data time: 0.1996, Forward time: 2.2564, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.7149 [2020-11-16 19:13:15,386][root][INFO] - ===> Epoch[636](16600/26): Loss 0.0895, Sem 0.0895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.623e-01 Score 96.909 Data time: 0.2838, Forward time: 2.2564, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.5036 [2020-11-16 19:13:21,303][root][INFO] - ===> Epoch[636](16601/26): Loss 0.0824, Sem 0.0824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.623e-01 Score 97.047 Data time: 0.2580, Forward time: 2.2565, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.7963 [2020-11-16 19:13:25,767][root][INFO] - ===> Epoch[636](16602/26): Loss 0.0817, Sem 0.0817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.622e-01 Score 96.991 Data time: 0.2039, Forward time: 2.2565, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.3369 [2020-11-16 19:13:31,055][root][INFO] - ===> Epoch[636](16603/26): Loss 0.1073, Sem 0.1073, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.622e-01 Score 96.451 Data time: 0.2876, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.1822 [2020-11-16 19:13:35,394][root][INFO] - ===> Epoch[636](16604/26): Loss 0.0916, Sem 0.0916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.621e-01 Score 96.976 Data time: 0.1694, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.2153 [2020-11-16 19:13:40,752][root][INFO] - ===> Epoch[636](16605/26): Loss 0.0942, Sem 0.0942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.621e-01 Score 96.720 Data time: 0.0968, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.2578 [2020-11-16 19:13:46,359][root][INFO] - ===> Epoch[636](16606/26): Loss 0.0825, Sem 0.0825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.621e-01 Score 97.109 Data time: 0.2688, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.5583 [2020-11-16 19:13:51,752][root][INFO] - ===> Epoch[636](16607/26): Loss 0.0836, Sem 0.0836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.620e-01 Score 97.075 Data time: 0.1908, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.2920 [2020-11-16 19:13:57,383][root][INFO] - ===> Epoch[636](16608/26): Loss 0.0836, Sem 0.0836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.620e-01 Score 97.036 Data time: 0.2375, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.5329 [2020-11-16 19:14:03,263][root][INFO] - ===> Epoch[637](16609/26): Loss 0.0954, Sem 0.0954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.619e-01 Score 96.594 Data time: 0.3100, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.7490 [2020-11-16 19:14:08,664][root][INFO] - ===> Epoch[637](16610/26): Loss 0.1104, Sem 0.1104, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.619e-01 Score 95.871 Data time: 0.1491, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.2815 [2020-11-16 19:14:13,716][root][INFO] - ===> Epoch[637](16611/26): Loss 0.0776, Sem 0.0776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.618e-01 Score 97.153 Data time: 0.1763, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.9749 [2020-11-16 19:14:18,975][root][INFO] - ===> Epoch[637](16612/26): Loss 0.0878, Sem 0.0878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.618e-01 Score 97.010 Data time: 0.1756, Forward time: 2.2564, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.1722 [2020-11-16 19:14:24,373][root][INFO] - ===> Epoch[637](16613/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.618e-01 Score 97.510 Data time: 0.1393, Forward time: 2.2564, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.2970 [2020-11-16 19:14:29,766][root][INFO] - ===> Epoch[637](16614/26): Loss 0.0840, Sem 0.0840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.617e-01 Score 96.970 Data time: 0.2458, Forward time: 2.2564, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.3334 [2020-11-16 19:14:35,448][root][INFO] - ===> Epoch[637](16615/26): Loss 0.0938, Sem 0.0938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.617e-01 Score 96.714 Data time: 0.2850, Forward time: 2.2565, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.5796 [2020-11-16 19:14:42,202][root][INFO] - ===> Epoch[637](16616/26): Loss 0.0946, Sem 0.0946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.616e-01 Score 96.599 Data time: 0.2505, Forward time: 2.2566, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 6.6361 [2020-11-16 19:14:47,730][root][INFO] - ===> Epoch[637](16617/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.616e-01 Score 97.073 Data time: 0.2033, Forward time: 2.2566, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.4111 [2020-11-16 19:14:54,053][root][INFO] - ===> Epoch[637](16618/26): Loss 0.0862, Sem 0.0862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.615e-01 Score 96.855 Data time: 0.2386, Forward time: 2.2566, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 6.2183 [2020-11-16 19:14:59,695][root][INFO] - ===> Epoch[637](16619/26): Loss 0.0864, Sem 0.0864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.615e-01 Score 96.954 Data time: 0.2296, Forward time: 2.2566, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.5432 [2020-11-16 19:15:04,797][root][INFO] - ===> Epoch[637](16620/26): Loss 0.0851, Sem 0.0851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.615e-01 Score 97.038 Data time: 0.2038, Forward time: 2.2566, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.0053 [2020-11-16 19:15:11,639][root][INFO] - ===> Epoch[637](16621/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.614e-01 Score 96.214 Data time: 0.1748, Forward time: 2.2566, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.7550 [2020-11-16 19:15:16,198][root][INFO] - ===> Epoch[637](16622/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.614e-01 Score 97.533 Data time: 0.1152, Forward time: 2.2565, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 4.4774 [2020-11-16 19:15:22,964][root][INFO] - ===> Epoch[637](16623/26): Loss 0.1015, Sem 0.1015, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.613e-01 Score 96.249 Data time: 0.2130, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.7232 [2020-11-16 19:15:29,430][root][INFO] - ===> Epoch[637](16624/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.613e-01 Score 97.034 Data time: 0.1924, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.3889 [2020-11-16 19:15:35,274][root][INFO] - ===> Epoch[637](16625/26): Loss 0.0775, Sem 0.0775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.612e-01 Score 97.267 Data time: 0.1960, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.7687 [2020-11-16 19:15:39,912][root][INFO] - ===> Epoch[637](16626/26): Loss 0.0847, Sem 0.0847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.612e-01 Score 97.135 Data time: 0.2186, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.5435 [2020-11-16 19:15:46,747][root][INFO] - ===> Epoch[637](16627/26): Loss 0.0889, Sem 0.0889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.612e-01 Score 96.917 Data time: 0.2484, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.7347 [2020-11-16 19:15:51,741][root][INFO] - ===> Epoch[637](16628/26): Loss 0.0893, Sem 0.0893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.611e-01 Score 96.836 Data time: 0.1902, Forward time: 2.2566, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.8828 [2020-11-16 19:15:56,346][root][INFO] - ===> Epoch[637](16629/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.611e-01 Score 97.194 Data time: 0.1854, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.5206 [2020-11-16 19:16:02,231][root][INFO] - ===> Epoch[637](16630/26): Loss 0.1006, Sem 0.1006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.610e-01 Score 96.496 Data time: 0.2481, Forward time: 2.2566, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.8029 [2020-11-16 19:16:07,457][root][INFO] - ===> Epoch[637](16631/26): Loss 0.0811, Sem 0.0811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.610e-01 Score 97.049 Data time: 0.1188, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.1124 [2020-11-16 19:16:13,036][root][INFO] - ===> Epoch[637](16632/26): Loss 0.0788, Sem 0.0788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.609e-01 Score 97.188 Data time: 0.2279, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5165 [2020-11-16 19:16:18,218][root][INFO] - ===> Epoch[637](16633/26): Loss 0.0849, Sem 0.0849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.609e-01 Score 97.122 Data time: 0.1406, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.0728 [2020-11-16 19:16:24,156][root][INFO] - ===> Epoch[637](16634/26): Loss 0.0897, Sem 0.0897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.609e-01 Score 96.595 Data time: 0.2552, Forward time: 2.2566, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.8710 [2020-11-16 19:16:29,799][root][INFO] - ===> Epoch[638](16635/26): Loss 0.0781, Sem 0.0781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.608e-01 Score 97.124 Data time: 0.1477, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5385 [2020-11-16 19:16:35,420][root][INFO] - ===> Epoch[638](16636/26): Loss 0.0969, Sem 0.0969, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.608e-01 Score 96.334 Data time: 0.2130, Forward time: 2.2566, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.5661 [2020-11-16 19:16:40,285][root][INFO] - ===> Epoch[638](16637/26): Loss 0.0916, Sem 0.0916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.607e-01 Score 96.680 Data time: 0.1169, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.7652 [2020-11-16 19:16:45,776][root][INFO] - ===> Epoch[638](16638/26): Loss 0.0766, Sem 0.0766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.607e-01 Score 97.240 Data time: 0.1567, Forward time: 2.2564, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.4685 [2020-11-16 19:16:51,401][root][INFO] - ===> Epoch[638](16639/26): Loss 0.0852, Sem 0.0852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.606e-01 Score 96.922 Data time: 0.2208, Forward time: 2.2565, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.5677 [2020-11-16 19:16:57,389][root][INFO] - ===> Epoch[638](16640/26): Loss 0.0829, Sem 0.0829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.606e-01 Score 97.092 Data time: 0.1062, Forward time: 2.2564, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.8861 [2020-11-16 19:17:03,854][root][INFO] - ===> Epoch[638](16641/26): Loss 0.0809, Sem 0.0809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.606e-01 Score 97.227 Data time: 0.2100, Forward time: 2.2564, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.4241 [2020-11-16 19:17:09,433][root][INFO] - ===> Epoch[638](16642/26): Loss 0.0971, Sem 0.0971, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.605e-01 Score 96.592 Data time: 0.2355, Forward time: 2.2564, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.4937 [2020-11-16 19:17:15,816][root][INFO] - ===> Epoch[638](16643/26): Loss 0.0906, Sem 0.0906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.605e-01 Score 96.729 Data time: 0.1723, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.3065 [2020-11-16 19:17:20,492][root][INFO] - ===> Epoch[638](16644/26): Loss 0.0843, Sem 0.0843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.604e-01 Score 96.979 Data time: 0.1976, Forward time: 2.2564, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.5975 [2020-11-16 19:17:25,720][root][INFO] - ===> Epoch[638](16645/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.604e-01 Score 97.095 Data time: 0.2390, Forward time: 2.2564, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.1395 [2020-11-16 19:17:31,662][root][INFO] - ===> Epoch[638](16646/26): Loss 0.0959, Sem 0.0959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.603e-01 Score 96.612 Data time: 0.2715, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.8350 [2020-11-16 19:17:37,127][root][INFO] - ===> Epoch[638](16647/26): Loss 0.0775, Sem 0.0775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.603e-01 Score 97.199 Data time: 0.2014, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.3589 [2020-11-16 19:17:43,806][root][INFO] - ===> Epoch[638](16648/26): Loss 0.0871, Sem 0.0871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.603e-01 Score 96.880 Data time: 0.2013, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.5881 [2020-11-16 19:17:51,092][root][INFO] - ===> Epoch[638](16649/26): Loss 0.0824, Sem 0.0824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.602e-01 Score 96.924 Data time: 0.1736, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 7.1840 [2020-11-16 19:17:57,104][root][INFO] - ===> Epoch[638](16650/26): Loss 0.0901, Sem 0.0901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.602e-01 Score 96.659 Data time: 0.2256, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.9209 [2020-11-16 19:18:02,521][root][INFO] - ===> Epoch[638](16651/26): Loss 0.0813, Sem 0.0813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.601e-01 Score 97.139 Data time: 0.1640, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.3174 [2020-11-16 19:18:07,099][root][INFO] - ===> Epoch[638](16652/26): Loss 0.0893, Sem 0.0893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.601e-01 Score 96.951 Data time: 0.1930, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.5000 [2020-11-16 19:18:11,668][root][INFO] - ===> Epoch[638](16653/26): Loss 0.0865, Sem 0.0865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.600e-01 Score 96.721 Data time: 0.1976, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.4722 [2020-11-16 19:18:17,686][root][INFO] - ===> Epoch[638](16654/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.600e-01 Score 96.782 Data time: 0.2407, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.9305 [2020-11-16 19:18:23,347][root][INFO] - ===> Epoch[638](16655/26): Loss 0.0772, Sem 0.0772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.599e-01 Score 97.230 Data time: 0.1723, Forward time: 2.2564, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.5601 [2020-11-16 19:18:29,838][root][INFO] - ===> Epoch[638](16656/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.599e-01 Score 97.004 Data time: 0.1930, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.4111 [2020-11-16 19:18:35,048][root][INFO] - ===> Epoch[638](16657/26): Loss 0.0925, Sem 0.0925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.599e-01 Score 96.532 Data time: 0.1756, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.1201 [2020-11-16 19:18:42,129][root][INFO] - ===> Epoch[638](16658/26): Loss 0.0843, Sem 0.0843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.598e-01 Score 97.049 Data time: 0.2366, Forward time: 2.2564, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.9710 [2020-11-16 19:18:48,604][root][INFO] - ===> Epoch[638](16659/26): Loss 0.0829, Sem 0.0829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.598e-01 Score 96.976 Data time: 0.2020, Forward time: 2.2564, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.3488 [2020-11-16 19:18:53,789][root][INFO] - ===> Epoch[638](16660/26): Loss 0.0874, Sem 0.0874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.597e-01 Score 96.828 Data time: 0.2599, Forward time: 2.2564, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.0542 [2020-11-16 19:18:59,745][root][INFO] - ===> Epoch[639](16661/26): Loss 0.0812, Sem 0.0812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.597e-01 Score 97.107 Data time: 0.2492, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.8414 [2020-11-16 19:19:04,627][root][INFO] - ===> Epoch[639](16662/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.596e-01 Score 97.259 Data time: 0.2182, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.7634 [2020-11-16 19:19:10,699][root][INFO] - ===> Epoch[639](16663/26): Loss 0.0792, Sem 0.0792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.596e-01 Score 97.197 Data time: 0.2349, Forward time: 2.2566, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.9762 [2020-11-16 19:19:16,317][root][INFO] - ===> Epoch[639](16664/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.596e-01 Score 97.034 Data time: 0.2237, Forward time: 2.2566, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.5079 [2020-11-16 19:19:22,577][root][INFO] - ===> Epoch[639](16665/26): Loss 0.0984, Sem 0.0984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.595e-01 Score 96.543 Data time: 0.1707, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.1726 [2020-11-16 19:19:28,275][root][INFO] - ===> Epoch[639](16666/26): Loss 0.0945, Sem 0.0945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.595e-01 Score 96.693 Data time: 0.1816, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.6000 [2020-11-16 19:19:34,608][root][INFO] - ===> Epoch[639](16667/26): Loss 0.0876, Sem 0.0876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.594e-01 Score 96.944 Data time: 0.1894, Forward time: 2.2565, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.2564 [2020-11-16 19:19:41,383][root][INFO] - ===> Epoch[639](16668/26): Loss 0.0887, Sem 0.0887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.594e-01 Score 96.830 Data time: 0.1854, Forward time: 2.2564, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.6895 [2020-11-16 19:19:46,651][root][INFO] - ===> Epoch[639](16669/26): Loss 0.0822, Sem 0.0822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.593e-01 Score 96.978 Data time: 0.2156, Forward time: 2.2565, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.1789 [2020-11-16 19:19:51,707][root][INFO] - ===> Epoch[639](16670/26): Loss 0.0865, Sem 0.0865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.593e-01 Score 96.912 Data time: 0.2220, Forward time: 2.2565, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.9232 [2020-11-16 19:19:57,156][root][INFO] - ===> Epoch[639](16671/26): Loss 0.0954, Sem 0.0954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.593e-01 Score 96.567 Data time: 0.2472, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.3503 [2020-11-16 19:20:02,189][root][INFO] - ===> Epoch[639](16672/26): Loss 0.0792, Sem 0.0792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.592e-01 Score 97.228 Data time: 0.2303, Forward time: 2.2566, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.9303 [2020-11-16 19:20:07,175][root][INFO] - ===> Epoch[639](16673/26): Loss 0.0782, Sem 0.0782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.592e-01 Score 97.146 Data time: 0.1460, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.8986 [2020-11-16 19:20:11,812][root][INFO] - ===> Epoch[639](16674/26): Loss 0.0855, Sem 0.0855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.591e-01 Score 96.894 Data time: 0.1906, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.5638 [2020-11-16 19:20:17,150][root][INFO] - ===> Epoch[639](16675/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.591e-01 Score 97.063 Data time: 0.1756, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.2409 [2020-11-16 19:20:23,639][root][INFO] - ===> Epoch[639](16676/26): Loss 0.0794, Sem 0.0794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.590e-01 Score 97.171 Data time: 0.1728, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.3951 [2020-11-16 19:20:29,612][root][INFO] - ===> Epoch[639](16677/26): Loss 0.0755, Sem 0.0755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.590e-01 Score 97.310 Data time: 0.1967, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.8820 [2020-11-16 19:20:34,901][root][INFO] - ===> Epoch[639](16678/26): Loss 0.1010, Sem 0.1010, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.590e-01 Score 96.365 Data time: 0.2271, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.1785 [2020-11-16 19:20:39,548][root][INFO] - ===> Epoch[639](16679/26): Loss 0.1210, Sem 0.1210, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.589e-01 Score 95.880 Data time: 0.1927, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.5352 [2020-11-16 19:20:45,505][root][INFO] - ===> Epoch[639](16680/26): Loss 0.0912, Sem 0.0912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.589e-01 Score 96.670 Data time: 0.2468, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.8478 [2020-11-16 19:20:49,862][root][INFO] - ===> Epoch[639](16681/26): Loss 0.0859, Sem 0.0859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.588e-01 Score 96.813 Data time: 0.1962, Forward time: 2.2565, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 4.2524 [2020-11-16 19:20:56,182][root][INFO] - ===> Epoch[639](16682/26): Loss 0.0901, Sem 0.0901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.588e-01 Score 96.727 Data time: 0.2295, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.2324 [2020-11-16 19:21:01,864][root][INFO] - ===> Epoch[639](16683/26): Loss 0.0878, Sem 0.0878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.587e-01 Score 96.836 Data time: 0.2042, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5883 [2020-11-16 19:21:08,093][root][INFO] - ===> Epoch[639](16684/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.587e-01 Score 96.842 Data time: 0.2169, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.1335 [2020-11-16 19:21:13,390][root][INFO] - ===> Epoch[639](16685/26): Loss 0.0801, Sem 0.0801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.587e-01 Score 97.080 Data time: 0.2602, Forward time: 2.2565, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.1745 [2020-11-16 19:21:19,020][root][INFO] - ===> Epoch[639](16686/26): Loss 0.0820, Sem 0.0820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.586e-01 Score 97.018 Data time: 0.2225, Forward time: 2.2565, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.5172 [2020-11-16 19:21:24,327][root][INFO] - ===> Epoch[640](16687/26): Loss 0.0878, Sem 0.0878, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.586e-01 Score 97.045 Data time: 0.1616, Forward time: 2.2565, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.1980 [2020-11-16 19:21:30,285][root][INFO] - ===> Epoch[640](16688/26): Loss 0.0921, Sem 0.0921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.585e-01 Score 96.549 Data time: 0.1804, Forward time: 2.2565, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.8615 [2020-11-16 19:21:36,490][root][INFO] - ===> Epoch[640](16689/26): Loss 0.0869, Sem 0.0869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.585e-01 Score 96.968 Data time: 0.1380, Forward time: 2.2564, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.1251 [2020-11-16 19:21:43,035][root][INFO] - ===> Epoch[640](16690/26): Loss 0.0822, Sem 0.0822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.584e-01 Score 96.973 Data time: 0.2041, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.4880 [2020-11-16 19:21:48,614][root][INFO] - ===> Epoch[640](16691/26): Loss 0.0972, Sem 0.0972, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.584e-01 Score 96.520 Data time: 0.1803, Forward time: 2.2564, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.4814 [2020-11-16 19:21:53,995][root][INFO] - ===> Epoch[640](16692/26): Loss 0.1136, Sem 0.1136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.584e-01 Score 96.243 Data time: 0.1547, Forward time: 2.2564, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.2805 [2020-11-16 19:22:00,612][root][INFO] - ===> Epoch[640](16693/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.583e-01 Score 97.047 Data time: 0.1331, Forward time: 2.2563, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.5305 [2020-11-16 19:22:07,375][root][INFO] - ===> Epoch[640](16694/26): Loss 0.1008, Sem 0.1008, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.583e-01 Score 96.335 Data time: 0.3514, Forward time: 2.2564, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.7074 [2020-11-16 19:22:13,666][root][INFO] - ===> Epoch[640](16695/26): Loss 0.0825, Sem 0.0825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.582e-01 Score 97.032 Data time: 0.1861, Forward time: 2.2565, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.1753 [2020-11-16 19:22:19,670][root][INFO] - ===> Epoch[640](16696/26): Loss 0.0886, Sem 0.0886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.582e-01 Score 96.767 Data time: 0.2844, Forward time: 2.2565, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.9024 [2020-11-16 19:22:25,164][root][INFO] - ===> Epoch[640](16697/26): Loss 0.0964, Sem 0.0964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.581e-01 Score 96.682 Data time: 0.1652, Forward time: 2.2565, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.3603 [2020-11-16 19:22:31,602][root][INFO] - ===> Epoch[640](16698/26): Loss 0.0948, Sem 0.0948, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.581e-01 Score 96.627 Data time: 0.1761, Forward time: 2.2565, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.3420 [2020-11-16 19:22:37,445][root][INFO] - ===> Epoch[640](16699/26): Loss 0.0844, Sem 0.0844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.581e-01 Score 97.010 Data time: 0.2372, Forward time: 2.2564, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.7397 [2020-11-16 19:22:42,790][root][INFO] - ===> Epoch[640](16700/26): Loss 0.0937, Sem 0.0937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.580e-01 Score 96.676 Data time: 0.1803, Forward time: 2.2564, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.2324 [2020-11-16 19:22:47,990][root][INFO] - ===> Epoch[640](16701/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.580e-01 Score 97.017 Data time: 0.2336, Forward time: 2.2564, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.1088 [2020-11-16 19:22:52,984][root][INFO] - ===> Epoch[640](16702/26): Loss 0.0791, Sem 0.0791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.579e-01 Score 97.254 Data time: 0.1328, Forward time: 2.2563, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.8762 [2020-11-16 19:22:58,821][root][INFO] - ===> Epoch[640](16703/26): Loss 0.0747, Sem 0.0747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.579e-01 Score 97.374 Data time: 0.2392, Forward time: 2.2564, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.7437 [2020-11-16 19:23:04,561][root][INFO] - ===> Epoch[640](16704/26): Loss 0.0919, Sem 0.0919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.578e-01 Score 96.775 Data time: 0.1999, Forward time: 2.2564, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.6375 [2020-11-16 19:23:09,672][root][INFO] - ===> Epoch[640](16705/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.578e-01 Score 97.033 Data time: 0.2151, Forward time: 2.2564, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.0029 [2020-11-16 19:23:15,721][root][INFO] - ===> Epoch[640](16706/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.578e-01 Score 97.143 Data time: 0.2603, Forward time: 2.2564, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.9597 [2020-11-16 19:23:20,349][root][INFO] - ===> Epoch[640](16707/26): Loss 0.0774, Sem 0.0774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.577e-01 Score 97.405 Data time: 0.2229, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.5022 [2020-11-16 19:23:25,236][root][INFO] - ===> Epoch[640](16708/26): Loss 0.0760, Sem 0.0760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.577e-01 Score 97.278 Data time: 0.1073, Forward time: 2.2563, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.7745 [2020-11-16 19:23:30,171][root][INFO] - ===> Epoch[640](16709/26): Loss 0.0982, Sem 0.0982, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.576e-01 Score 96.408 Data time: 0.2126, Forward time: 2.2563, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.8804 [2020-11-16 19:23:35,466][root][INFO] - ===> Epoch[640](16710/26): Loss 0.1043, Sem 0.1043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.576e-01 Score 96.186 Data time: 0.2521, Forward time: 2.2564, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.2023 [2020-11-16 19:23:40,595][root][INFO] - ===> Epoch[640](16711/26): Loss 0.0827, Sem 0.0827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.575e-01 Score 96.947 Data time: 0.2126, Forward time: 2.2564, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.0174 [2020-11-16 19:23:46,301][root][INFO] - ===> Epoch[640](16712/26): Loss 0.1033, Sem 0.1033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.575e-01 Score 96.538 Data time: 0.2084, Forward time: 2.2564, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5990 [2020-11-16 19:23:51,828][root][INFO] - ===> Epoch[641](16713/26): Loss 0.0930, Sem 0.0930, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.575e-01 Score 96.710 Data time: 0.2333, Forward time: 2.2564, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.4230 [2020-11-16 19:23:57,105][root][INFO] - ===> Epoch[641](16714/26): Loss 0.0915, Sem 0.0915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.574e-01 Score 96.939 Data time: 0.1836, Forward time: 2.2564, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.1659 [2020-11-16 19:24:02,835][root][INFO] - ===> Epoch[641](16715/26): Loss 0.0824, Sem 0.0824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.574e-01 Score 97.045 Data time: 0.2070, Forward time: 2.2564, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.6321 [2020-11-16 19:24:07,311][root][INFO] - ===> Epoch[641](16716/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.573e-01 Score 96.891 Data time: 0.1977, Forward time: 2.2564, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 4.3836 [2020-11-16 19:24:14,682][root][INFO] - ===> Epoch[641](16717/26): Loss 0.0980, Sem 0.0980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.573e-01 Score 96.551 Data time: 0.1760, Forward time: 2.2564, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 7.2677 [2020-11-16 19:24:19,873][root][INFO] - ===> Epoch[641](16718/26): Loss 0.0799, Sem 0.0799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.572e-01 Score 97.142 Data time: 0.1836, Forward time: 2.2564, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.0871 [2020-11-16 19:24:24,721][root][INFO] - ===> Epoch[641](16719/26): Loss 0.1282, Sem 0.1282, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.572e-01 Score 96.078 Data time: 0.2077, Forward time: 2.2564, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 4.7462 [2020-11-16 19:24:31,161][root][INFO] - ===> Epoch[641](16720/26): Loss 0.0988, Sem 0.0988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.571e-01 Score 96.532 Data time: 0.2120, Forward time: 2.2564, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 6.3415 [2020-11-16 19:24:39,629][root][INFO] - ===> Epoch[641](16721/26): Loss 0.0934, Sem 0.0934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.571e-01 Score 96.845 Data time: 0.1936, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 8.3648 [2020-11-16 19:24:45,381][root][INFO] - ===> Epoch[641](16722/26): Loss 0.1066, Sem 0.1066, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.571e-01 Score 96.371 Data time: 0.2088, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.6598 [2020-11-16 19:24:51,020][root][INFO] - ===> Epoch[641](16723/26): Loss 0.1044, Sem 0.1044, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.570e-01 Score 96.508 Data time: 0.1576, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.5223 [2020-11-16 19:24:56,437][root][INFO] - ===> Epoch[641](16724/26): Loss 0.1006, Sem 0.1006, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.570e-01 Score 96.494 Data time: 0.2356, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.3170 [2020-11-16 19:25:02,793][root][INFO] - ===> Epoch[641](16725/26): Loss 0.1160, Sem 0.1160, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.569e-01 Score 95.959 Data time: 0.2179, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.2464 [2020-11-16 19:25:10,183][root][INFO] - ===> Epoch[641](16726/26): Loss 0.1169, Sem 0.1169, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.569e-01 Score 96.007 Data time: 0.2203, Forward time: 2.2565, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 7.2798 [2020-11-16 19:25:15,254][root][INFO] - ===> Epoch[641](16727/26): Loss 0.0915, Sem 0.0915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.568e-01 Score 96.823 Data time: 0.1941, Forward time: 2.2565, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.9609 [2020-11-16 19:25:20,726][root][INFO] - ===> Epoch[641](16728/26): Loss 0.1108, Sem 0.1108, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.568e-01 Score 96.148 Data time: 0.2150, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.3661 [2020-11-16 19:25:26,805][root][INFO] - ===> Epoch[641](16729/26): Loss 0.1022, Sem 0.1022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.568e-01 Score 96.363 Data time: 0.2951, Forward time: 2.2566, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.9737 [2020-11-16 19:25:31,816][root][INFO] - ===> Epoch[641](16730/26): Loss 0.0965, Sem 0.0965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.567e-01 Score 96.481 Data time: 0.1953, Forward time: 2.2566, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.8547 [2020-11-16 19:25:37,533][root][INFO] - ===> Epoch[641](16731/26): Loss 0.0996, Sem 0.0996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.567e-01 Score 96.720 Data time: 0.2124, Forward time: 2.2566, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.6172 [2020-11-16 19:25:42,700][root][INFO] - ===> Epoch[641](16732/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.566e-01 Score 96.186 Data time: 0.2105, Forward time: 2.2566, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.0542 [2020-11-16 19:25:48,932][root][INFO] - ===> Epoch[641](16733/26): Loss 0.0877, Sem 0.0877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.566e-01 Score 96.934 Data time: 0.1744, Forward time: 2.2566, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.1069 [2020-11-16 19:25:53,903][root][INFO] - ===> Epoch[641](16734/26): Loss 0.0849, Sem 0.0849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.565e-01 Score 97.135 Data time: 0.1699, Forward time: 2.2566, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.8787 [2020-11-16 19:26:00,879][root][INFO] - ===> Epoch[641](16735/26): Loss 0.0924, Sem 0.0924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.565e-01 Score 96.735 Data time: 0.1935, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.8812 [2020-11-16 19:26:06,052][root][INFO] - ===> Epoch[641](16736/26): Loss 0.0959, Sem 0.0959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.565e-01 Score 96.720 Data time: 0.1757, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.0826 [2020-11-16 19:26:11,392][root][INFO] - ===> Epoch[641](16737/26): Loss 0.1085, Sem 0.1085, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.564e-01 Score 96.187 Data time: 0.2188, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.2587 [2020-11-16 19:26:17,677][root][INFO] - ===> Epoch[641](16738/26): Loss 0.0840, Sem 0.0840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.564e-01 Score 97.074 Data time: 0.2357, Forward time: 2.2566, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.1750 [2020-11-16 19:26:23,292][root][INFO] - ===> Epoch[642](16739/26): Loss 0.1242, Sem 0.1242, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.563e-01 Score 95.943 Data time: 0.1191, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.4987 [2020-11-16 19:26:28,924][root][INFO] - ===> Epoch[642](16740/26): Loss 0.0942, Sem 0.0942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.563e-01 Score 96.668 Data time: 0.1664, Forward time: 2.2565, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.5532 [2020-11-16 19:26:35,006][root][INFO] - ===> Epoch[642](16741/26): Loss 0.0978, Sem 0.0978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.562e-01 Score 96.492 Data time: 0.2194, Forward time: 2.2565, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.0052 [2020-11-16 19:26:40,114][root][INFO] - ===> Epoch[642](16742/26): Loss 0.0902, Sem 0.0902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.562e-01 Score 96.873 Data time: 0.1890, Forward time: 2.2565, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.9989 [2020-11-16 19:26:44,456][root][INFO] - ===> Epoch[642](16743/26): Loss 0.0997, Sem 0.0997, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.562e-01 Score 96.542 Data time: 0.1594, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.2487 [2020-11-16 19:26:50,304][root][INFO] - ===> Epoch[642](16744/26): Loss 0.1033, Sem 0.1033, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.561e-01 Score 96.387 Data time: 0.2448, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.7721 [2020-11-16 19:26:54,908][root][INFO] - ===> Epoch[642](16745/26): Loss 0.0890, Sem 0.0890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.561e-01 Score 96.777 Data time: 0.1583, Forward time: 2.2565, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.4924 [2020-11-16 19:27:02,449][root][INFO] - ===> Epoch[642](16746/26): Loss 0.0988, Sem 0.0988, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.560e-01 Score 96.567 Data time: 0.1472, Forward time: 2.2564, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 7.4530 [2020-11-16 19:27:07,624][root][INFO] - ===> Epoch[642](16747/26): Loss 0.0883, Sem 0.0883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.560e-01 Score 96.841 Data time: 0.1876, Forward time: 2.2564, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.0997 [2020-11-16 19:27:12,810][root][INFO] - ===> Epoch[642](16748/26): Loss 0.0967, Sem 0.0967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.559e-01 Score 96.708 Data time: 0.1763, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.0838 [2020-11-16 19:27:18,534][root][INFO] - ===> Epoch[642](16749/26): Loss 0.0941, Sem 0.0941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.559e-01 Score 96.649 Data time: 0.1787, Forward time: 2.2563, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.6375 [2020-11-16 19:27:23,777][root][INFO] - ===> Epoch[642](16750/26): Loss 0.0935, Sem 0.0935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.559e-01 Score 96.605 Data time: 0.1906, Forward time: 2.2563, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.1381 [2020-11-16 19:27:29,404][root][INFO] - ===> Epoch[642](16751/26): Loss 0.0797, Sem 0.0797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.558e-01 Score 97.085 Data time: 0.2214, Forward time: 2.2564, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.5226 [2020-11-16 19:27:35,062][root][INFO] - ===> Epoch[642](16752/26): Loss 0.0770, Sem 0.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.558e-01 Score 97.331 Data time: 0.1641, Forward time: 2.2563, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.5481 [2020-11-16 19:27:39,924][root][INFO] - ===> Epoch[642](16753/26): Loss 0.0895, Sem 0.0895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.557e-01 Score 96.782 Data time: 0.1575, Forward time: 2.2563, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.7759 [2020-11-16 19:27:44,896][root][INFO] - ===> Epoch[642](16754/26): Loss 0.0937, Sem 0.0937, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.557e-01 Score 96.828 Data time: 0.1904, Forward time: 2.2563, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.8922 [2020-11-16 19:27:51,390][root][INFO] - ===> Epoch[642](16755/26): Loss 0.1059, Sem 0.1059, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.556e-01 Score 96.197 Data time: 0.2431, Forward time: 2.2563, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.3948 [2020-11-16 19:27:56,749][root][INFO] - ===> Epoch[642](16756/26): Loss 0.1126, Sem 0.1126, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.556e-01 Score 96.311 Data time: 0.1648, Forward time: 2.2563, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.2529 [2020-11-16 19:28:03,018][root][INFO] - ===> Epoch[642](16757/26): Loss 0.0941, Sem 0.0941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.556e-01 Score 96.790 Data time: 0.2006, Forward time: 2.2563, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.1803 [2020-11-16 19:28:07,860][root][INFO] - ===> Epoch[642](16758/26): Loss 0.0927, Sem 0.0927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.555e-01 Score 96.777 Data time: 0.2125, Forward time: 2.2563, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.7573 [2020-11-16 19:28:14,395][root][INFO] - ===> Epoch[642](16759/26): Loss 0.0906, Sem 0.0906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.555e-01 Score 96.930 Data time: 0.2020, Forward time: 2.2563, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.4377 [2020-11-16 19:28:18,794][root][INFO] - ===> Epoch[642](16760/26): Loss 0.0991, Sem 0.0991, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.554e-01 Score 96.486 Data time: 0.1680, Forward time: 2.2563, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.3016 [2020-11-16 19:28:24,685][root][INFO] - ===> Epoch[642](16761/26): Loss 0.0957, Sem 0.0957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.554e-01 Score 96.575 Data time: 0.2278, Forward time: 2.2563, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.8312 [2020-11-16 19:28:29,796][root][INFO] - ===> Epoch[642](16762/26): Loss 0.0970, Sem 0.0970, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.553e-01 Score 96.550 Data time: 0.2044, Forward time: 2.2563, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.9840 [2020-11-16 19:28:35,018][root][INFO] - ===> Epoch[642](16763/26): Loss 0.0943, Sem 0.0943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.553e-01 Score 96.537 Data time: 0.2249, Forward time: 2.2563, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.1169 [2020-11-16 19:28:40,036][root][INFO] - ===> Epoch[642](16764/26): Loss 0.0839, Sem 0.0839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.552e-01 Score 97.080 Data time: 0.1789, Forward time: 2.2563, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.9059 [2020-11-16 19:28:45,741][root][INFO] - ===> Epoch[643](16765/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.552e-01 Score 97.170 Data time: 0.1694, Forward time: 2.2563, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.6110 [2020-11-16 19:28:50,566][root][INFO] - ===> Epoch[643](16766/26): Loss 0.0954, Sem 0.0954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.552e-01 Score 96.522 Data time: 0.1769, Forward time: 2.2562, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.7343 [2020-11-16 19:28:55,119][root][INFO] - ===> Epoch[643](16767/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.551e-01 Score 97.011 Data time: 0.2011, Forward time: 2.2562, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 4.4670 [2020-11-16 19:29:01,120][root][INFO] - ===> Epoch[643](16768/26): Loss 0.0914, Sem 0.0914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.551e-01 Score 96.770 Data time: 0.1630, Forward time: 2.2562, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.9017 [2020-11-16 19:29:07,320][root][INFO] - ===> Epoch[643](16769/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.550e-01 Score 96.521 Data time: 0.2628, Forward time: 2.2563, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 6.1104 [2020-11-16 19:29:14,663][root][INFO] - ===> Epoch[643](16770/26): Loss 0.0905, Sem 0.0905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.550e-01 Score 96.741 Data time: 0.1408, Forward time: 2.2562, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 7.2144 [2020-11-16 19:29:19,661][root][INFO] - ===> Epoch[643](16771/26): Loss 0.0927, Sem 0.0927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.549e-01 Score 96.728 Data time: 0.2173, Forward time: 2.2562, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.9111 [2020-11-16 19:29:25,715][root][INFO] - ===> Epoch[643](16772/26): Loss 0.0856, Sem 0.0856, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.549e-01 Score 96.976 Data time: 0.1536, Forward time: 2.2562, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.9520 [2020-11-16 19:29:30,831][root][INFO] - ===> Epoch[643](16773/26): Loss 0.0794, Sem 0.0794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.549e-01 Score 97.233 Data time: 0.1911, Forward time: 2.2562, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.0477 [2020-11-16 19:29:35,698][root][INFO] - ===> Epoch[643](16774/26): Loss 0.0803, Sem 0.0803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.548e-01 Score 97.060 Data time: 0.2256, Forward time: 2.2562, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.7735 [2020-11-16 19:29:41,492][root][INFO] - ===> Epoch[643](16775/26): Loss 0.0961, Sem 0.0961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.548e-01 Score 96.687 Data time: 0.3027, Forward time: 2.2563, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.6910 [2020-11-16 19:29:47,911][root][INFO] - ===> Epoch[643](16776/26): Loss 0.0817, Sem 0.0817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.547e-01 Score 97.085 Data time: 0.2974, Forward time: 2.2564, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 6.3069 [2020-11-16 19:29:53,162][root][INFO] - ===> Epoch[643](16777/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.547e-01 Score 97.064 Data time: 0.1435, Forward time: 2.2563, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.1247 [2020-11-16 19:29:59,369][root][INFO] - ===> Epoch[643](16778/26): Loss 0.0864, Sem 0.0864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.546e-01 Score 96.917 Data time: 0.1261, Forward time: 2.2563, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.1376 [2020-11-16 19:30:05,207][root][INFO] - ===> Epoch[643](16779/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.546e-01 Score 97.006 Data time: 0.1746, Forward time: 2.2562, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.8112 [2020-11-16 19:30:10,178][root][INFO] - ===> Epoch[643](16780/26): Loss 0.0789, Sem 0.0789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.546e-01 Score 97.143 Data time: 0.2083, Forward time: 2.2562, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.8889 [2020-11-16 19:30:16,055][root][INFO] - ===> Epoch[643](16781/26): Loss 0.0852, Sem 0.0852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.545e-01 Score 97.021 Data time: 0.1836, Forward time: 2.2562, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.7797 [2020-11-16 19:30:21,903][root][INFO] - ===> Epoch[643](16782/26): Loss 0.0799, Sem 0.0799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.545e-01 Score 97.172 Data time: 0.1655, Forward time: 2.2562, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.7857 [2020-11-16 19:30:27,464][root][INFO] - ===> Epoch[643](16783/26): Loss 0.1002, Sem 0.1002, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.544e-01 Score 96.601 Data time: 0.1849, Forward time: 2.2562, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.5030 [2020-11-16 19:30:32,602][root][INFO] - ===> Epoch[643](16784/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.544e-01 Score 96.785 Data time: 0.2026, Forward time: 2.2562, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.0726 [2020-11-16 19:30:37,883][root][INFO] - ===> Epoch[643](16785/26): Loss 0.0860, Sem 0.0860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.543e-01 Score 96.866 Data time: 0.2369, Forward time: 2.2562, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.1986 [2020-11-16 19:30:42,743][root][INFO] - ===> Epoch[643](16786/26): Loss 0.0925, Sem 0.0925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.543e-01 Score 96.462 Data time: 0.1360, Forward time: 2.2562, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 4.7682 [2020-11-16 19:30:47,828][root][INFO] - ===> Epoch[643](16787/26): Loss 0.1021, Sem 0.1021, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.543e-01 Score 96.594 Data time: 0.1531, Forward time: 2.2561, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.0172 [2020-11-16 19:30:54,179][root][INFO] - ===> Epoch[643](16788/26): Loss 0.1038, Sem 0.1038, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.542e-01 Score 96.378 Data time: 0.2138, Forward time: 2.2561, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.2969 [2020-11-16 19:30:59,790][root][INFO] - ===> Epoch[643](16789/26): Loss 0.1071, Sem 0.1071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.542e-01 Score 96.076 Data time: 0.1630, Forward time: 2.2561, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5098 [2020-11-16 19:31:06,182][root][INFO] - ===> Epoch[643](16790/26): Loss 0.0855, Sem 0.0855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.541e-01 Score 96.990 Data time: 0.2158, Forward time: 2.2561, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.3252 [2020-11-16 19:31:11,238][root][INFO] - ===> Epoch[644](16791/26): Loss 0.0794, Sem 0.0794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.541e-01 Score 97.237 Data time: 0.2197, Forward time: 2.2561, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.9486 [2020-11-16 19:31:16,854][root][INFO] - ===> Epoch[644](16792/26): Loss 0.0720, Sem 0.0720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.540e-01 Score 97.493 Data time: 0.1944, Forward time: 2.2561, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5138 [2020-11-16 19:31:22,533][root][INFO] - ===> Epoch[644](16793/26): Loss 0.0976, Sem 0.0976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.540e-01 Score 96.555 Data time: 0.1967, Forward time: 2.2561, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5897 [2020-11-16 19:31:28,213][root][INFO] - ===> Epoch[644](16794/26): Loss 0.0808, Sem 0.0808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.540e-01 Score 97.155 Data time: 0.1665, Forward time: 2.2561, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5873 [2020-11-16 19:31:33,885][root][INFO] - ===> Epoch[644](16795/26): Loss 0.0983, Sem 0.0983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.539e-01 Score 96.549 Data time: 0.1934, Forward time: 2.2561, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5918 [2020-11-16 19:31:39,294][root][INFO] - ===> Epoch[644](16796/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.539e-01 Score 97.027 Data time: 0.2095, Forward time: 2.2561, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.3118 [2020-11-16 19:31:45,500][root][INFO] - ===> Epoch[644](16797/26): Loss 0.0793, Sem 0.0793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.538e-01 Score 97.206 Data time: 0.2319, Forward time: 2.2561, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.1068 [2020-11-16 19:31:52,000][root][INFO] - ===> Epoch[644](16798/26): Loss 0.0884, Sem 0.0884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.538e-01 Score 96.831 Data time: 0.1783, Forward time: 2.2561, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.3856 [2020-11-16 19:31:57,426][root][INFO] - ===> Epoch[644](16799/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.537e-01 Score 97.128 Data time: 0.2115, Forward time: 2.2561, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.3451 [2020-11-16 19:32:02,637][root][INFO] - ===> Epoch[644](16800/26): Loss 0.0782, Sem 0.0782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.537e-01 Score 97.122 Data time: 0.1472, Forward time: 2.2561, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.0979 [2020-11-16 19:32:07,680][root][INFO] - ===> Epoch[644](16801/26): Loss 0.0921, Sem 0.0921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.537e-01 Score 96.715 Data time: 0.1489, Forward time: 2.2560, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.9657 [2020-11-16 19:32:13,926][root][INFO] - ===> Epoch[644](16802/26): Loss 0.0938, Sem 0.0938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.536e-01 Score 96.729 Data time: 0.2020, Forward time: 2.2560, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.1797 [2020-11-16 19:32:20,003][root][INFO] - ===> Epoch[644](16803/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.536e-01 Score 97.031 Data time: 0.1705, Forward time: 2.2560, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.9217 [2020-11-16 19:32:26,096][root][INFO] - ===> Epoch[644](16804/26): Loss 0.0820, Sem 0.0820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.535e-01 Score 97.047 Data time: 0.1842, Forward time: 2.2560, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.9836 [2020-11-16 19:32:30,366][root][INFO] - ===> Epoch[644](16805/26): Loss 0.0915, Sem 0.0915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.535e-01 Score 96.631 Data time: 0.1304, Forward time: 2.2559, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.1718 [2020-11-16 19:32:36,162][root][INFO] - ===> Epoch[644](16806/26): Loss 0.0907, Sem 0.0907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.534e-01 Score 96.910 Data time: 0.2575, Forward time: 2.2559, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.7396 [2020-11-16 19:32:41,396][root][INFO] - ===> Epoch[644](16807/26): Loss 0.0849, Sem 0.0849, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.534e-01 Score 96.794 Data time: 0.1705, Forward time: 2.2559, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.1234 [2020-11-16 19:32:46,534][root][INFO] - ===> Epoch[644](16808/26): Loss 0.0827, Sem 0.0827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.533e-01 Score 97.035 Data time: 0.2049, Forward time: 2.2559, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.0637 [2020-11-16 19:32:52,094][root][INFO] - ===> Epoch[644](16809/26): Loss 0.1067, Sem 0.1067, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.533e-01 Score 96.178 Data time: 0.1969, Forward time: 2.2559, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.4563 [2020-11-16 19:32:57,398][root][INFO] - ===> Epoch[644](16810/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.533e-01 Score 96.982 Data time: 0.2132, Forward time: 2.2560, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.2031 [2020-11-16 19:33:02,855][root][INFO] - ===> Epoch[644](16811/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.532e-01 Score 96.821 Data time: 0.2199, Forward time: 2.2560, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.3260 [2020-11-16 19:33:07,434][root][INFO] - ===> Epoch[644](16812/26): Loss 0.0924, Sem 0.0924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.532e-01 Score 96.565 Data time: 0.1333, Forward time: 2.2559, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 4.4645 [2020-11-16 19:33:11,956][root][INFO] - ===> Epoch[644](16813/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.531e-01 Score 97.063 Data time: 0.1650, Forward time: 2.2559, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 4.4484 [2020-11-16 19:33:16,145][root][INFO] - ===> Epoch[644](16814/26): Loss 0.0886, Sem 0.0886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.531e-01 Score 96.897 Data time: 0.1597, Forward time: 2.2558, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 4.1031 [2020-11-16 19:33:20,640][root][INFO] - ===> Epoch[644](16815/26): Loss 0.0953, Sem 0.0953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.530e-01 Score 96.630 Data time: 0.1627, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.4120 [2020-11-16 19:33:27,008][root][INFO] - ===> Epoch[644](16816/26): Loss 0.1145, Sem 0.1145, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.530e-01 Score 95.967 Data time: 0.2194, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.2665 [2020-11-16 19:33:32,049][root][INFO] - ===> Epoch[645](16817/26): Loss 0.1045, Sem 0.1045, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.530e-01 Score 96.475 Data time: 0.1505, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.9212 [2020-11-16 19:33:38,690][root][INFO] - ===> Epoch[645](16818/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.529e-01 Score 96.902 Data time: 0.2620, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.5618 [2020-11-16 19:33:45,146][root][INFO] - ===> Epoch[645](16819/26): Loss 0.0899, Sem 0.0899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.529e-01 Score 96.923 Data time: 0.2766, Forward time: 2.2559, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.3234 [2020-11-16 19:33:51,239][root][INFO] - ===> Epoch[645](16820/26): Loss 0.0822, Sem 0.0822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.528e-01 Score 97.153 Data time: 0.1758, Forward time: 2.2559, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.9727 [2020-11-16 19:33:56,604][root][INFO] - ===> Epoch[645](16821/26): Loss 0.0850, Sem 0.0850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.528e-01 Score 97.041 Data time: 0.1673, Forward time: 2.2559, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.2542 [2020-11-16 19:34:02,198][root][INFO] - ===> Epoch[645](16822/26): Loss 0.0951, Sem 0.0951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.527e-01 Score 96.668 Data time: 0.2100, Forward time: 2.2559, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.5203 [2020-11-16 19:34:07,017][root][INFO] - ===> Epoch[645](16823/26): Loss 0.0906, Sem 0.0906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.527e-01 Score 96.629 Data time: 0.2153, Forward time: 2.2559, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.7201 [2020-11-16 19:34:12,286][root][INFO] - ===> Epoch[645](16824/26): Loss 0.0736, Sem 0.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.527e-01 Score 97.392 Data time: 0.2287, Forward time: 2.2559, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.1701 [2020-11-16 19:34:17,882][root][INFO] - ===> Epoch[645](16825/26): Loss 0.0957, Sem 0.0957, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.526e-01 Score 96.754 Data time: 0.1785, Forward time: 2.2559, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.4795 [2020-11-16 19:34:23,801][root][INFO] - ===> Epoch[645](16826/26): Loss 0.0866, Sem 0.0866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.526e-01 Score 97.045 Data time: 0.1567, Forward time: 2.2559, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.8221 [2020-11-16 19:34:28,880][root][INFO] - ===> Epoch[645](16827/26): Loss 0.0965, Sem 0.0965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.525e-01 Score 96.580 Data time: 0.1432, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.9879 [2020-11-16 19:34:35,004][root][INFO] - ===> Epoch[645](16828/26): Loss 0.0989, Sem 0.0989, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.525e-01 Score 96.476 Data time: 0.1551, Forward time: 2.2557, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 6.0563 [2020-11-16 19:34:40,229][root][INFO] - ===> Epoch[645](16829/26): Loss 0.0839, Sem 0.0839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.524e-01 Score 96.985 Data time: 0.2322, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.1459 [2020-11-16 19:34:47,173][root][INFO] - ===> Epoch[645](16830/26): Loss 0.0871, Sem 0.0871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.524e-01 Score 96.973 Data time: 0.2319, Forward time: 2.2558, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 6.8343 [2020-11-16 19:34:52,578][root][INFO] - ===> Epoch[645](16831/26): Loss 0.0769, Sem 0.0769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.524e-01 Score 97.308 Data time: 0.2275, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.2982 [2020-11-16 19:34:58,630][root][INFO] - ===> Epoch[645](16832/26): Loss 0.0956, Sem 0.0956, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.523e-01 Score 96.685 Data time: 0.1990, Forward time: 2.2559, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.9450 [2020-11-16 19:35:06,541][root][INFO] - ===> Epoch[645](16833/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.523e-01 Score 97.261 Data time: 0.1965, Forward time: 2.2558, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 7.8122 [2020-11-16 19:35:12,176][root][INFO] - ===> Epoch[645](16834/26): Loss 0.1011, Sem 0.1011, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.522e-01 Score 96.473 Data time: 0.1996, Forward time: 2.2558, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.5540 [2020-11-16 19:35:17,900][root][INFO] - ===> Epoch[645](16835/26): Loss 0.0862, Sem 0.0862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.522e-01 Score 96.939 Data time: 0.2569, Forward time: 2.2559, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.6293 [2020-11-16 19:35:23,661][root][INFO] - ===> Epoch[645](16836/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.521e-01 Score 97.000 Data time: 0.1887, Forward time: 2.2559, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.6488 [2020-11-16 19:35:29,153][root][INFO] - ===> Epoch[645](16837/26): Loss 0.0801, Sem 0.0801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.521e-01 Score 97.067 Data time: 0.1960, Forward time: 2.2559, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.3973 [2020-11-16 19:35:35,678][root][INFO] - ===> Epoch[645](16838/26): Loss 0.0942, Sem 0.0942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.520e-01 Score 96.524 Data time: 0.2181, Forward time: 2.2559, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.4298 [2020-11-16 19:35:41,500][root][INFO] - ===> Epoch[645](16839/26): Loss 0.0916, Sem 0.0916, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.520e-01 Score 96.799 Data time: 0.1878, Forward time: 2.2559, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.6963 [2020-11-16 19:35:47,216][root][INFO] - ===> Epoch[645](16840/26): Loss 0.0892, Sem 0.0892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.520e-01 Score 96.771 Data time: 0.1710, Forward time: 2.2559, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.6050 [2020-11-16 19:35:52,596][root][INFO] - ===> Epoch[645](16841/26): Loss 0.0917, Sem 0.0917, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.519e-01 Score 96.816 Data time: 0.2138, Forward time: 2.2559, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.2975 [2020-11-16 19:35:57,791][root][INFO] - ===> Epoch[645](16842/26): Loss 0.0996, Sem 0.0996, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.519e-01 Score 96.431 Data time: 0.2604, Forward time: 2.2559, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 5.0716 [2020-11-16 19:36:03,094][root][INFO] - ===> Epoch[646](16843/26): Loss 0.1013, Sem 0.1013, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.518e-01 Score 96.131 Data time: 0.2316, Forward time: 2.2560, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.1913 [2020-11-16 19:36:08,890][root][INFO] - ===> Epoch[646](16844/26): Loss 0.0799, Sem 0.0799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.518e-01 Score 97.157 Data time: 0.1888, Forward time: 2.2560, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.6835 [2020-11-16 19:36:13,995][root][INFO] - ===> Epoch[646](16845/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.517e-01 Score 97.136 Data time: 0.1374, Forward time: 2.2559, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 4.9815 [2020-11-16 19:36:18,993][root][INFO] - ===> Epoch[646](16846/26): Loss 0.0994, Sem 0.0994, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.517e-01 Score 96.474 Data time: 0.1787, Forward time: 2.2559, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 4.9519 [2020-11-16 19:36:24,481][root][INFO] - ===> Epoch[646](16847/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.517e-01 Score 97.099 Data time: 0.1803, Forward time: 2.2559, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.3881 [2020-11-16 19:36:30,909][root][INFO] - ===> Epoch[646](16848/26): Loss 0.0797, Sem 0.0797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.516e-01 Score 97.186 Data time: 0.2393, Forward time: 2.2559, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 6.3477 [2020-11-16 19:36:35,504][root][INFO] - ===> Epoch[646](16849/26): Loss 0.1317, Sem 0.1317, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.516e-01 Score 95.681 Data time: 0.1803, Forward time: 2.2559, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 4.4851 [2020-11-16 19:36:40,581][root][INFO] - ===> Epoch[646](16850/26): Loss 0.0743, Sem 0.0743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.515e-01 Score 97.512 Data time: 0.2293, Forward time: 2.2559, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.9810 [2020-11-16 19:36:45,870][root][INFO] - ===> Epoch[646](16851/26): Loss 0.0938, Sem 0.0938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.515e-01 Score 96.647 Data time: 0.1646, Forward time: 2.2559, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.1901 [2020-11-16 19:36:52,205][root][INFO] - ===> Epoch[646](16852/26): Loss 0.0817, Sem 0.0817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.514e-01 Score 97.196 Data time: 0.1778, Forward time: 2.2559, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 6.2439 [2020-11-16 19:36:58,019][root][INFO] - ===> Epoch[646](16853/26): Loss 0.0947, Sem 0.0947, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.514e-01 Score 96.529 Data time: 0.2676, Forward time: 2.2559, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.7070 [2020-11-16 19:37:03,376][root][INFO] - ===> Epoch[646](16854/26): Loss 0.0777, Sem 0.0777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.514e-01 Score 97.168 Data time: 0.2459, Forward time: 2.2559, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.2385 [2020-11-16 19:37:09,858][root][INFO] - ===> Epoch[646](16855/26): Loss 0.0961, Sem 0.0961, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.513e-01 Score 96.654 Data time: 0.1183, Forward time: 2.2558, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 6.3678 [2020-11-16 19:37:14,955][root][INFO] - ===> Epoch[646](16856/26): Loss 0.0872, Sem 0.0872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.513e-01 Score 96.854 Data time: 0.1711, Forward time: 2.2558, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.0317 [2020-11-16 19:37:19,885][root][INFO] - ===> Epoch[646](16857/26): Loss 0.0794, Sem 0.0794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.512e-01 Score 97.147 Data time: 0.1790, Forward time: 2.2558, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 4.8450 [2020-11-16 19:37:26,158][root][INFO] - ===> Epoch[646](16858/26): Loss 0.0984, Sem 0.0984, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.512e-01 Score 96.356 Data time: 0.1687, Forward time: 2.2558, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 6.1791 [2020-11-16 19:37:31,541][root][INFO] - ===> Epoch[646](16859/26): Loss 0.0932, Sem 0.0932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.511e-01 Score 96.593 Data time: 0.2531, Forward time: 2.2558, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 5.3088 [2020-11-16 19:37:36,563][root][INFO] - ===> Epoch[646](16860/26): Loss 0.0839, Sem 0.0839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.511e-01 Score 96.971 Data time: 0.1760, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.9110 [2020-11-16 19:37:41,826][root][INFO] - ===> Epoch[646](16861/26): Loss 0.0896, Sem 0.0896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.511e-01 Score 96.775 Data time: 0.1930, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.1907 [2020-11-16 19:37:47,419][root][INFO] - ===> Epoch[646](16862/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.510e-01 Score 96.897 Data time: 0.2209, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.4860 [2020-11-16 19:37:52,590][root][INFO] - ===> Epoch[646](16863/26): Loss 0.0949, Sem 0.0949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.510e-01 Score 96.731 Data time: 0.2216, Forward time: 2.2558, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.0602 [2020-11-16 19:37:58,997][root][INFO] - ===> Epoch[646](16864/26): Loss 0.0735, Sem 0.0735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.509e-01 Score 97.348 Data time: 0.1470, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.3033 [2020-11-16 19:38:05,514][root][INFO] - ===> Epoch[646](16865/26): Loss 0.0752, Sem 0.0752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.509e-01 Score 97.362 Data time: 0.3731, Forward time: 2.2559, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 6.4597 [2020-11-16 19:38:11,288][root][INFO] - ===> Epoch[646](16866/26): Loss 0.1022, Sem 0.1022, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.508e-01 Score 96.488 Data time: 0.1900, Forward time: 2.2559, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.6347 [2020-11-16 19:38:16,175][root][INFO] - ===> Epoch[646](16867/26): Loss 0.0860, Sem 0.0860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.508e-01 Score 96.956 Data time: 0.1331, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.7922 [2020-11-16 19:38:21,084][root][INFO] - ===> Epoch[646](16868/26): Loss 0.1136, Sem 0.1136, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.508e-01 Score 95.920 Data time: 0.1679, Forward time: 2.2558, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 4.8622 [2020-11-16 19:38:26,520][root][INFO] - ===> Epoch[647](16869/26): Loss 0.1024, Sem 0.1024, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.507e-01 Score 96.501 Data time: 0.2093, Forward time: 2.2558, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.3600 [2020-11-16 19:38:32,693][root][INFO] - ===> Epoch[647](16870/26): Loss 0.0927, Sem 0.0927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.507e-01 Score 96.710 Data time: 0.2269, Forward time: 2.2558, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 6.0752 [2020-11-16 19:38:38,176][root][INFO] - ===> Epoch[647](16871/26): Loss 0.0781, Sem 0.0781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.506e-01 Score 97.157 Data time: 0.1855, Forward time: 2.2558, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.3681 [2020-11-16 19:38:44,007][root][INFO] - ===> Epoch[647](16872/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.506e-01 Score 97.136 Data time: 0.1866, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.7398 [2020-11-16 19:38:49,355][root][INFO] - ===> Epoch[647](16873/26): Loss 0.0898, Sem 0.0898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.505e-01 Score 96.853 Data time: 0.1260, Forward time: 2.2558, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.2501 [2020-11-16 19:38:55,112][root][INFO] - ===> Epoch[647](16874/26): Loss 0.0914, Sem 0.0914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.505e-01 Score 96.660 Data time: 0.1897, Forward time: 2.2557, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.6870 [2020-11-16 19:39:00,646][root][INFO] - ===> Epoch[647](16875/26): Loss 0.0793, Sem 0.0793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.504e-01 Score 97.129 Data time: 0.1980, Forward time: 2.2557, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.4436 [2020-11-16 19:39:06,655][root][INFO] - ===> Epoch[647](16876/26): Loss 0.0777, Sem 0.0777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.504e-01 Score 97.394 Data time: 0.1984, Forward time: 2.2557, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.8984 [2020-11-16 19:39:11,134][root][INFO] - ===> Epoch[647](16877/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.504e-01 Score 96.930 Data time: 0.1614, Forward time: 2.2557, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 4.3619 [2020-11-16 19:39:16,697][root][INFO] - ===> Epoch[647](16878/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.503e-01 Score 97.134 Data time: 0.1926, Forward time: 2.2557, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.4868 [2020-11-16 19:39:21,028][root][INFO] - ===> Epoch[647](16879/26): Loss 0.0747, Sem 0.0747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.503e-01 Score 97.279 Data time: 0.1582, Forward time: 2.2557, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 4.2258 [2020-11-16 19:39:26,651][root][INFO] - ===> Epoch[647](16880/26): Loss 0.0894, Sem 0.0894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.502e-01 Score 96.882 Data time: 0.2302, Forward time: 2.2557, Backward time: 3.0495, DDP time: 0.0047, Total iter time: 5.5581 [2020-11-16 19:39:32,414][root][INFO] - ===> Epoch[647](16881/26): Loss 0.0798, Sem 0.0798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.502e-01 Score 97.145 Data time: 0.1637, Forward time: 2.2557, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.6594 [2020-11-16 19:39:39,279][root][INFO] - ===> Epoch[647](16882/26): Loss 0.0844, Sem 0.0844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.501e-01 Score 96.895 Data time: 0.2272, Forward time: 2.2557, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 6.8025 [2020-11-16 19:39:44,550][root][INFO] - ===> Epoch[647](16883/26): Loss 0.0926, Sem 0.0926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.501e-01 Score 96.989 Data time: 0.1688, Forward time: 2.2557, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.1473 [2020-11-16 19:39:49,494][root][INFO] - ===> Epoch[647](16884/26): Loss 0.0935, Sem 0.0935, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.501e-01 Score 96.696 Data time: 0.1344, Forward time: 2.2556, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 4.8581 [2020-11-16 19:39:54,617][root][INFO] - ===> Epoch[647](16885/26): Loss 0.0765, Sem 0.0765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.500e-01 Score 97.288 Data time: 0.1415, Forward time: 2.2556, Backward time: 3.0496, DDP time: 0.0047, Total iter time: 5.0561 [2020-11-16 19:40:01,342][root][INFO] - ===> Epoch[647](16886/26): Loss 0.0848, Sem 0.0848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.500e-01 Score 96.880 Data time: 0.1847, Forward time: 2.2555, Backward time: 3.0498, DDP time: 0.0047, Total iter time: 6.6513 [2020-11-16 19:40:06,520][root][INFO] - ===> Epoch[647](16887/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.499e-01 Score 96.940 Data time: 0.1952, Forward time: 2.2555, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.0948 [2020-11-16 19:40:12,157][root][INFO] - ===> Epoch[647](16888/26): Loss 0.0822, Sem 0.0822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.499e-01 Score 97.088 Data time: 0.1867, Forward time: 2.2555, Backward time: 3.0497, DDP time: 0.0047, Total iter time: 5.5429 [2020-11-16 19:40:18,944][root][INFO] - ===> Epoch[647](16889/26): Loss 0.0753, Sem 0.0753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.498e-01 Score 97.329 Data time: 0.1660, Forward time: 2.2555, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 6.6937 [2020-11-16 19:40:25,329][root][INFO] - ===> Epoch[647](16890/26): Loss 0.0881, Sem 0.0881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.498e-01 Score 96.903 Data time: 0.1952, Forward time: 2.2555, Backward time: 3.0499, DDP time: 0.0047, Total iter time: 6.2940 [2020-11-16 19:40:31,401][root][INFO] - ===> Epoch[647](16891/26): Loss 0.0824, Sem 0.0824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.498e-01 Score 97.084 Data time: 0.1934, Forward time: 2.2555, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.9680 [2020-11-16 19:40:37,131][root][INFO] - ===> Epoch[647](16892/26): Loss 0.0898, Sem 0.0898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.497e-01 Score 96.867 Data time: 0.2379, Forward time: 2.2555, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.6314 [2020-11-16 19:40:42,875][root][INFO] - ===> Epoch[647](16893/26): Loss 0.0925, Sem 0.0925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.497e-01 Score 96.756 Data time: 0.1963, Forward time: 2.2555, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.6307 [2020-11-16 19:40:49,179][root][INFO] - ===> Epoch[647](16894/26): Loss 0.1069, Sem 0.1069, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.496e-01 Score 95.924 Data time: 0.1741, Forward time: 2.2555, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 6.2090 [2020-11-16 19:40:55,228][root][INFO] - ===> Epoch[648](16895/26): Loss 0.0952, Sem 0.0952, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.496e-01 Score 96.414 Data time: 0.1770, Forward time: 2.2554, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.9620 [2020-11-16 19:41:00,094][root][INFO] - ===> Epoch[648](16896/26): Loss 0.0777, Sem 0.0777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.495e-01 Score 97.269 Data time: 0.1973, Forward time: 2.2555, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.8107 [2020-11-16 19:41:06,214][root][INFO] - ===> Epoch[648](16897/26): Loss 0.0838, Sem 0.0838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.495e-01 Score 96.891 Data time: 0.1665, Forward time: 2.2554, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.0263 [2020-11-16 19:41:13,961][root][INFO] - ===> Epoch[648](16898/26): Loss 0.0883, Sem 0.0883, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.494e-01 Score 96.862 Data time: 0.1776, Forward time: 2.2554, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 7.6536 [2020-11-16 19:41:20,478][root][INFO] - ===> Epoch[648](16899/26): Loss 0.0905, Sem 0.0905, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.494e-01 Score 96.686 Data time: 0.2363, Forward time: 2.2554, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.4425 [2020-11-16 19:41:26,797][root][INFO] - ===> Epoch[648](16900/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.494e-01 Score 97.249 Data time: 0.1958, Forward time: 2.2554, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.2221 [2020-11-16 19:41:32,507][root][INFO] - ===> Epoch[648](16901/26): Loss 0.0853, Sem 0.0853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.493e-01 Score 96.825 Data time: 0.1728, Forward time: 2.2554, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.6088 [2020-11-16 19:41:37,484][root][INFO] - ===> Epoch[648](16902/26): Loss 0.0850, Sem 0.0850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.493e-01 Score 96.953 Data time: 0.1549, Forward time: 2.2553, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 4.9018 [2020-11-16 19:41:43,712][root][INFO] - ===> Epoch[648](16903/26): Loss 0.0874, Sem 0.0874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.492e-01 Score 96.597 Data time: 0.1868, Forward time: 2.2553, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.1855 [2020-11-16 19:41:49,318][root][INFO] - ===> Epoch[648](16904/26): Loss 0.0738, Sem 0.0738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.492e-01 Score 97.432 Data time: 0.1779, Forward time: 2.2553, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.5128 [2020-11-16 19:41:54,544][root][INFO] - ===> Epoch[648](16905/26): Loss 0.0734, Sem 0.0734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.491e-01 Score 97.422 Data time: 0.1991, Forward time: 2.2553, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.1333 [2020-11-16 19:42:00,560][root][INFO] - ===> Epoch[648](16906/26): Loss 0.0924, Sem 0.0924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.491e-01 Score 96.632 Data time: 0.2418, Forward time: 2.2553, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.9148 [2020-11-16 19:42:05,824][root][INFO] - ===> Epoch[648](16907/26): Loss 0.0934, Sem 0.0934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.491e-01 Score 96.572 Data time: 0.1973, Forward time: 2.2553, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.1592 [2020-11-16 19:42:12,267][root][INFO] - ===> Epoch[648](16908/26): Loss 0.0781, Sem 0.0781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.490e-01 Score 97.201 Data time: 0.2541, Forward time: 2.2554, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.3468 [2020-11-16 19:42:16,891][root][INFO] - ===> Epoch[648](16909/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.490e-01 Score 97.356 Data time: 0.2138, Forward time: 2.2554, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.5134 [2020-11-16 19:42:22,458][root][INFO] - ===> Epoch[648](16910/26): Loss 0.0764, Sem 0.0764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.489e-01 Score 97.266 Data time: 0.1884, Forward time: 2.2554, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.4704 [2020-11-16 19:42:28,250][root][INFO] - ===> Epoch[648](16911/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.489e-01 Score 97.592 Data time: 0.1445, Forward time: 2.2553, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.6713 [2020-11-16 19:42:34,571][root][INFO] - ===> Epoch[648](16912/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.488e-01 Score 97.107 Data time: 0.1811, Forward time: 2.2553, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.2555 [2020-11-16 19:42:40,452][root][INFO] - ===> Epoch[648](16913/26): Loss 0.0850, Sem 0.0850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.488e-01 Score 96.843 Data time: 0.1623, Forward time: 2.2553, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.8014 [2020-11-16 19:42:45,775][root][INFO] - ===> Epoch[648](16914/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.488e-01 Score 97.306 Data time: 0.2329, Forward time: 2.2553, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.2581 [2020-11-16 19:42:52,498][root][INFO] - ===> Epoch[648](16915/26): Loss 0.0983, Sem 0.0983, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.487e-01 Score 96.585 Data time: 0.3609, Forward time: 2.2554, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.6197 [2020-11-16 19:42:57,902][root][INFO] - ===> Epoch[648](16916/26): Loss 0.0882, Sem 0.0882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.487e-01 Score 96.731 Data time: 0.2415, Forward time: 2.2554, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.2743 [2020-11-16 19:43:05,615][root][INFO] - ===> Epoch[648](16917/26): Loss 0.0755, Sem 0.0755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.486e-01 Score 97.333 Data time: 0.4019, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 7.6185 [2020-11-16 19:43:12,904][root][INFO] - ===> Epoch[648](16918/26): Loss 0.0871, Sem 0.0871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.486e-01 Score 96.743 Data time: 0.1841, Forward time: 2.2556, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 7.1922 [2020-11-16 19:43:18,251][root][INFO] - ===> Epoch[648](16919/26): Loss 0.0868, Sem 0.0868, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.485e-01 Score 97.002 Data time: 0.1966, Forward time: 2.2556, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.2381 [2020-11-16 19:43:23,577][root][INFO] - ===> Epoch[648](16920/26): Loss 0.0953, Sem 0.0953, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.485e-01 Score 96.532 Data time: 0.2168, Forward time: 2.2556, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.2296 [2020-11-16 19:43:29,143][root][INFO] - ===> Epoch[649](16921/26): Loss 0.0936, Sem 0.0936, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.485e-01 Score 96.808 Data time: 0.1933, Forward time: 2.2556, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.4581 [2020-11-16 19:43:34,466][root][INFO] - ===> Epoch[649](16922/26): Loss 0.0902, Sem 0.0902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.484e-01 Score 96.942 Data time: 0.2277, Forward time: 2.2556, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.2140 [2020-11-16 19:43:40,563][root][INFO] - ===> Epoch[649](16923/26): Loss 0.0786, Sem 0.0786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.484e-01 Score 97.146 Data time: 0.2197, Forward time: 2.2556, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.9960 [2020-11-16 19:43:46,519][root][INFO] - ===> Epoch[649](16924/26): Loss 0.0887, Sem 0.0887, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.483e-01 Score 96.568 Data time: 0.2900, Forward time: 2.2557, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.8599 [2020-11-16 19:43:53,594][root][INFO] - ===> Epoch[649](16925/26): Loss 0.0896, Sem 0.0896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.483e-01 Score 96.634 Data time: 0.2620, Forward time: 2.2558, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.9439 [2020-11-16 19:43:59,765][root][INFO] - ===> Epoch[649](16926/26): Loss 0.0796, Sem 0.0796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.482e-01 Score 97.201 Data time: 0.2057, Forward time: 2.2558, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.0507 [2020-11-16 19:44:07,089][root][INFO] - ===> Epoch[649](16927/26): Loss 0.0942, Sem 0.0942, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.482e-01 Score 96.595 Data time: 0.1997, Forward time: 2.2558, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 7.2248 [2020-11-16 19:44:13,876][root][INFO] - ===> Epoch[649](16928/26): Loss 0.1062, Sem 0.1062, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.481e-01 Score 96.141 Data time: 0.2649, Forward time: 2.2558, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.7232 [2020-11-16 19:44:18,754][root][INFO] - ===> Epoch[649](16929/26): Loss 0.0980, Sem 0.0980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.481e-01 Score 96.454 Data time: 0.1545, Forward time: 2.2558, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 4.7604 [2020-11-16 19:44:23,474][root][INFO] - ===> Epoch[649](16930/26): Loss 0.0885, Sem 0.0885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.481e-01 Score 96.850 Data time: 0.1916, Forward time: 2.2557, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.6325 [2020-11-16 19:44:29,082][root][INFO] - ===> Epoch[649](16931/26): Loss 0.1077, Sem 0.1077, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.480e-01 Score 96.548 Data time: 0.1368, Forward time: 2.2557, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.5198 [2020-11-16 19:44:35,399][root][INFO] - ===> Epoch[649](16932/26): Loss 0.0704, Sem 0.0704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.480e-01 Score 97.475 Data time: 0.3508, Forward time: 2.2558, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.2237 [2020-11-16 19:44:40,182][root][INFO] - ===> Epoch[649](16933/26): Loss 0.0951, Sem 0.0951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.479e-01 Score 96.603 Data time: 0.1874, Forward time: 2.2558, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.6767 [2020-11-16 19:44:45,422][root][INFO] - ===> Epoch[649](16934/26): Loss 0.0826, Sem 0.0826, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.479e-01 Score 97.018 Data time: 0.2184, Forward time: 2.2558, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.1315 [2020-11-16 19:44:51,243][root][INFO] - ===> Epoch[649](16935/26): Loss 0.0938, Sem 0.0938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.478e-01 Score 96.609 Data time: 0.2285, Forward time: 2.2558, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.7152 [2020-11-16 19:44:56,045][root][INFO] - ===> Epoch[649](16936/26): Loss 0.0830, Sem 0.0830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.478e-01 Score 96.780 Data time: 0.1707, Forward time: 2.2558, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.6872 [2020-11-16 19:45:01,358][root][INFO] - ===> Epoch[649](16937/26): Loss 0.0736, Sem 0.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.478e-01 Score 97.395 Data time: 0.1525, Forward time: 2.2558, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.2159 [2020-11-16 19:45:06,137][root][INFO] - ===> Epoch[649](16938/26): Loss 0.0755, Sem 0.0755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.477e-01 Score 97.269 Data time: 0.2020, Forward time: 2.2558, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.7134 [2020-11-16 19:45:11,642][root][INFO] - ===> Epoch[649](16939/26): Loss 0.0835, Sem 0.0835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.477e-01 Score 97.112 Data time: 0.2025, Forward time: 2.2558, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.4004 [2020-11-16 19:45:17,272][root][INFO] - ===> Epoch[649](16940/26): Loss 0.0839, Sem 0.0839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.476e-01 Score 97.070 Data time: 0.1921, Forward time: 2.2558, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.5213 [2020-11-16 19:45:22,554][root][INFO] - ===> Epoch[649](16941/26): Loss 0.0760, Sem 0.0760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.476e-01 Score 97.190 Data time: 0.2214, Forward time: 2.2558, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.1881 [2020-11-16 19:45:29,368][root][INFO] - ===> Epoch[649](16942/26): Loss 0.1029, Sem 0.1029, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.475e-01 Score 96.355 Data time: 0.1648, Forward time: 2.2558, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.7134 [2020-11-16 19:45:34,461][root][INFO] - ===> Epoch[649](16943/26): Loss 0.0859, Sem 0.0859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.475e-01 Score 96.930 Data time: 0.1431, Forward time: 2.2557, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.0113 [2020-11-16 19:45:39,785][root][INFO] - ===> Epoch[649](16944/26): Loss 0.0925, Sem 0.0925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.475e-01 Score 96.777 Data time: 0.1468, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.2512 [2020-11-16 19:45:45,715][root][INFO] - ===> Epoch[649](16945/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.474e-01 Score 96.985 Data time: 0.1807, Forward time: 2.2556, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.8637 [2020-11-16 19:45:50,672][root][INFO] - ===> Epoch[649](16946/26): Loss 0.0949, Sem 0.0949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.474e-01 Score 96.834 Data time: 0.1945, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.8526 [2020-11-16 19:45:57,254][root][INFO] - ===> Epoch[650](16947/26): Loss 0.0799, Sem 0.0799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.473e-01 Score 97.112 Data time: 0.2397, Forward time: 2.2557, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.4729 [2020-11-16 19:46:02,129][root][INFO] - ===> Epoch[650](16948/26): Loss 0.0726, Sem 0.0726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.473e-01 Score 97.439 Data time: 0.1792, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.7502 [2020-11-16 19:46:08,349][root][INFO] - ===> Epoch[650](16949/26): Loss 0.0770, Sem 0.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.472e-01 Score 97.198 Data time: 0.1714, Forward time: 2.2556, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.1344 [2020-11-16 19:46:14,075][root][INFO] - ===> Epoch[650](16950/26): Loss 0.1071, Sem 0.1071, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.472e-01 Score 96.424 Data time: 0.1553, Forward time: 2.2556, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.6272 [2020-11-16 19:46:19,412][root][INFO] - ===> Epoch[650](16951/26): Loss 0.0874, Sem 0.0874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.471e-01 Score 96.764 Data time: 0.2266, Forward time: 2.2556, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.2568 [2020-11-16 19:46:24,222][root][INFO] - ===> Epoch[650](16952/26): Loss 0.0843, Sem 0.0843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.471e-01 Score 96.981 Data time: 0.1927, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.7074 [2020-11-16 19:46:29,993][root][INFO] - ===> Epoch[650](16953/26): Loss 0.0946, Sem 0.0946, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.471e-01 Score 96.519 Data time: 0.2352, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.6708 [2020-11-16 19:46:34,997][root][INFO] - ===> Epoch[650](16954/26): Loss 0.0911, Sem 0.0911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.470e-01 Score 96.791 Data time: 0.2025, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.8893 [2020-11-16 19:46:40,701][root][INFO] - ===> Epoch[650](16955/26): Loss 0.1133, Sem 0.1133, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.470e-01 Score 96.182 Data time: 0.2198, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.6068 [2020-11-16 19:46:46,468][root][INFO] - ===> Epoch[650](16956/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.469e-01 Score 97.082 Data time: 0.1981, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.6898 [2020-11-16 19:46:52,606][root][INFO] - ===> Epoch[650](16957/26): Loss 0.0963, Sem 0.0963, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.469e-01 Score 96.512 Data time: 0.1798, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.0282 [2020-11-16 19:46:57,745][root][INFO] - ===> Epoch[650](16958/26): Loss 0.0891, Sem 0.0891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.468e-01 Score 96.836 Data time: 0.1667, Forward time: 2.2555, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.0360 [2020-11-16 19:47:03,642][root][INFO] - ===> Epoch[650](16959/26): Loss 0.0909, Sem 0.0909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.468e-01 Score 96.766 Data time: 0.2606, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.8139 [2020-11-16 19:47:09,566][root][INFO] - ===> Epoch[650](16960/26): Loss 0.0885, Sem 0.0885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.468e-01 Score 96.885 Data time: 0.2054, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.7912 [2020-11-16 19:47:15,571][root][INFO] - ===> Epoch[650](16961/26): Loss 0.0852, Sem 0.0852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.467e-01 Score 97.077 Data time: 0.2520, Forward time: 2.2557, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.8911 [2020-11-16 19:47:21,342][root][INFO] - ===> Epoch[650](16962/26): Loss 0.0909, Sem 0.0909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.467e-01 Score 96.840 Data time: 0.1453, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.6470 [2020-11-16 19:47:26,006][root][INFO] - ===> Epoch[650](16963/26): Loss 0.0921, Sem 0.0921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.466e-01 Score 96.629 Data time: 0.2152, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.6110 [2020-11-16 19:47:31,813][root][INFO] - ===> Epoch[650](16964/26): Loss 0.0813, Sem 0.0813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.466e-01 Score 97.066 Data time: 0.2262, Forward time: 2.2557, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.7074 [2020-11-16 19:47:37,384][root][INFO] - ===> Epoch[650](16965/26): Loss 0.0899, Sem 0.0899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.465e-01 Score 96.816 Data time: 0.1785, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.4532 [2020-11-16 19:47:43,336][root][INFO] - ===> Epoch[650](16966/26): Loss 0.0871, Sem 0.0871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.465e-01 Score 96.847 Data time: 0.1957, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.8942 [2020-11-16 19:47:47,974][root][INFO] - ===> Epoch[650](16967/26): Loss 0.0789, Sem 0.0789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.465e-01 Score 97.204 Data time: 0.1731, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.5578 [2020-11-16 19:47:53,687][root][INFO] - ===> Epoch[650](16968/26): Loss 0.0815, Sem 0.0815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.464e-01 Score 97.014 Data time: 0.2501, Forward time: 2.2557, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.6426 [2020-11-16 19:47:59,171][root][INFO] - ===> Epoch[650](16969/26): Loss 0.0831, Sem 0.0831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.464e-01 Score 96.977 Data time: 0.1913, Forward time: 2.2557, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.3721 [2020-11-16 19:48:04,791][root][INFO] - ===> Epoch[650](16970/26): Loss 0.0974, Sem 0.0974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.463e-01 Score 96.645 Data time: 0.2012, Forward time: 2.2557, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.5321 [2020-11-16 19:48:10,651][root][INFO] - ===> Epoch[650](16971/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.463e-01 Score 96.656 Data time: 0.1904, Forward time: 2.2556, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.7641 [2020-11-16 19:48:16,200][root][INFO] - ===> Epoch[650](16972/26): Loss 0.0879, Sem 0.0879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.462e-01 Score 96.822 Data time: 0.1738, Forward time: 2.2556, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.4601 [2020-11-16 19:48:22,548][root][INFO] - ===> Epoch[651](16973/26): Loss 0.0958, Sem 0.0958, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.462e-01 Score 96.707 Data time: 0.2174, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.2522 [2020-11-16 19:48:27,781][root][INFO] - ===> Epoch[651](16974/26): Loss 0.0795, Sem 0.0795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.461e-01 Score 97.179 Data time: 0.1950, Forward time: 2.2557, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.1293 [2020-11-16 19:48:33,710][root][INFO] - ===> Epoch[651](16975/26): Loss 0.0980, Sem 0.0980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.461e-01 Score 96.460 Data time: 0.1723, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.8315 [2020-11-16 19:48:38,896][root][INFO] - ===> Epoch[651](16976/26): Loss 0.0760, Sem 0.0760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.461e-01 Score 97.318 Data time: 0.1540, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.1011 [2020-11-16 19:48:43,941][root][INFO] - ===> Epoch[651](16977/26): Loss 0.1065, Sem 0.1065, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.460e-01 Score 96.395 Data time: 0.1402, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.9902 [2020-11-16 19:48:48,984][root][INFO] - ===> Epoch[651](16978/26): Loss 0.0927, Sem 0.0927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.460e-01 Score 96.616 Data time: 0.1983, Forward time: 2.2556, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.9849 [2020-11-16 19:48:53,749][root][INFO] - ===> Epoch[651](16979/26): Loss 0.0934, Sem 0.0934, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.459e-01 Score 96.580 Data time: 0.1721, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.6732 [2020-11-16 19:48:59,429][root][INFO] - ===> Epoch[651](16980/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.459e-01 Score 97.042 Data time: 0.1756, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.5857 [2020-11-16 19:49:04,149][root][INFO] - ===> Epoch[651](16981/26): Loss 0.0817, Sem 0.0817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.458e-01 Score 97.126 Data time: 0.1593, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.6246 [2020-11-16 19:49:10,557][root][INFO] - ===> Epoch[651](16982/26): Loss 0.0938, Sem 0.0938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.458e-01 Score 96.700 Data time: 0.1935, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.3422 [2020-11-16 19:49:15,955][root][INFO] - ===> Epoch[651](16983/26): Loss 0.0833, Sem 0.0833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.458e-01 Score 97.052 Data time: 0.1931, Forward time: 2.2554, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.3183 [2020-11-16 19:49:21,849][root][INFO] - ===> Epoch[651](16984/26): Loss 0.0870, Sem 0.0870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.457e-01 Score 97.074 Data time: 0.2324, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.8167 [2020-11-16 19:49:28,089][root][INFO] - ===> Epoch[651](16985/26): Loss 0.0738, Sem 0.0738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.457e-01 Score 97.340 Data time: 0.1837, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.1460 [2020-11-16 19:49:33,019][root][INFO] - ===> Epoch[651](16986/26): Loss 0.0899, Sem 0.0899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.456e-01 Score 96.696 Data time: 0.1928, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.8212 [2020-11-16 19:49:39,243][root][INFO] - ===> Epoch[651](16987/26): Loss 0.0901, Sem 0.0901, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.456e-01 Score 96.581 Data time: 0.1897, Forward time: 2.2554, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.1291 [2020-11-16 19:49:45,129][root][INFO] - ===> Epoch[651](16988/26): Loss 0.0857, Sem 0.0857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.455e-01 Score 96.973 Data time: 0.1919, Forward time: 2.2554, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.8077 [2020-11-16 19:49:51,769][root][INFO] - ===> Epoch[651](16989/26): Loss 0.0860, Sem 0.0860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.455e-01 Score 96.740 Data time: 0.2339, Forward time: 2.2555, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.5423 [2020-11-16 19:49:56,955][root][INFO] - ===> Epoch[651](16990/26): Loss 0.0850, Sem 0.0850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.455e-01 Score 97.003 Data time: 0.1873, Forward time: 2.2555, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.0785 [2020-11-16 19:50:01,972][root][INFO] - ===> Epoch[651](16991/26): Loss 0.0771, Sem 0.0771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.454e-01 Score 97.233 Data time: 0.1609, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.9091 [2020-11-16 19:50:08,885][root][INFO] - ===> Epoch[651](16992/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.454e-01 Score 97.326 Data time: 0.1606, Forward time: 2.2554, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.8329 [2020-11-16 19:50:14,226][root][INFO] - ===> Epoch[651](16993/26): Loss 0.0821, Sem 0.0821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.453e-01 Score 97.080 Data time: 0.2148, Forward time: 2.2554, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.2678 [2020-11-16 19:50:18,940][root][INFO] - ===> Epoch[651](16994/26): Loss 0.0785, Sem 0.0785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.453e-01 Score 97.149 Data time: 0.1783, Forward time: 2.2554, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.6149 [2020-11-16 19:50:24,571][root][INFO] - ===> Epoch[651](16995/26): Loss 0.0775, Sem 0.0775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.452e-01 Score 97.226 Data time: 0.2646, Forward time: 2.2554, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.5233 [2020-11-16 19:50:29,717][root][INFO] - ===> Epoch[651](16996/26): Loss 0.0949, Sem 0.0949, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.452e-01 Score 96.603 Data time: 0.1721, Forward time: 2.2554, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.0237 [2020-11-16 19:50:35,890][root][INFO] - ===> Epoch[651](16997/26): Loss 0.0811, Sem 0.0811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.451e-01 Score 97.145 Data time: 0.3482, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.0949 [2020-11-16 19:50:42,047][root][INFO] - ===> Epoch[651](16998/26): Loss 0.0830, Sem 0.0830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.451e-01 Score 96.938 Data time: 0.1796, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.0587 [2020-11-16 19:50:47,698][root][INFO] - ===> Epoch[652](16999/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.451e-01 Score 96.976 Data time: 0.2454, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.5353 [2020-11-16 19:50:53,300][root][INFO] - ===> Epoch[652](17000/26): Loss 0.0835, Sem 0.0835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.450e-01 Score 97.054 Data time: 0.1937, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.4869 [2020-11-16 19:50:53,954][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 19:50:54,092][root][INFO] - ===> Start testing [2020-11-16 19:52:12,915][root][INFO] - 101/312: Data time: 0.0071, Iter time: 0.3530 Loss 0.229 (AVG: 0.510) Score 92.989 (AVG: 89.466) mIOU 70.736 mAP 74.456 mAcc 78.703 IOU: 83.971 96.790 58.594 78.624 90.153 85.143 77.536 60.713 57.526 85.018 23.210 57.286 68.109 76.111 47.132 63.601 95.083 64.187 84.187 61.740 mAP: 78.253 95.988 63.581 76.498 89.194 72.760 75.044 71.248 63.673 80.976 51.461 56.448 70.121 79.925 57.144 86.969 97.873 84.764 71.598 65.602 mAcc: 95.443 99.057 72.872 86.700 94.113 87.400 88.017 73.041 67.336 89.345 28.173 74.025 84.037 83.924 54.645 69.247 96.101 73.784 90.944 65.861 [2020-11-16 19:53:30,950][root][INFO] - 201/312: Data time: 0.0045, Iter time: 0.4078 Loss 1.313 (AVG: 0.531) Score 76.773 (AVG: 89.164) mIOU 70.555 mAP 74.336 mAcc 78.627 IOU: 83.270 96.786 58.298 82.422 91.146 87.406 74.970 61.339 55.010 80.202 29.955 53.621 63.239 71.591 50.279 67.507 95.335 59.000 88.655 61.062 mAP: 78.450 95.863 63.367 75.477 89.192 80.737 73.910 69.062 63.777 77.028 51.778 51.595 68.425 76.804 57.485 90.675 96.082 82.824 79.151 65.041 mAcc: 95.126 98.934 72.840 87.627 95.327 89.887 85.167 75.543 66.486 86.965 35.664 67.338 81.797 78.382 55.964 73.162 96.401 72.052 92.760 65.111 [2020-11-16 19:54:45,306][root][INFO] - 301/312: Data time: 0.0048, Iter time: 0.2078 Loss 2.009 (AVG: 0.520) Score 66.603 (AVG: 89.555) mIOU 71.551 mAP 75.349 mAcc 79.397 IOU: 84.207 96.160 62.736 81.809 91.270 87.474 74.147 62.139 57.471 79.534 29.605 61.739 63.006 72.474 55.254 66.901 95.130 62.949 89.032 57.976 mAP: 79.232 95.581 65.298 75.506 90.502 81.181 74.215 70.711 66.667 75.828 51.394 55.434 69.945 79.423 60.719 89.059 96.983 85.662 79.728 63.921 mAcc: 95.526 98.788 76.029 85.899 95.467 90.406 83.488 75.243 68.266 88.242 34.831 73.310 81.863 78.782 62.001 72.415 96.133 76.098 93.143 62.017 [2020-11-16 19:54:52,866][root][INFO] - 312/312: Data time: 0.0017, Iter time: 0.1451 Loss 0.067 (AVG: 0.523) Score 97.546 (AVG: 89.494) mIOU 71.578 mAP 75.539 mAcc 79.466 IOU: 84.031 96.181 62.881 82.373 91.447 87.293 73.999 61.731 56.911 79.213 28.847 62.651 63.312 73.486 54.981 67.812 94.950 62.979 89.314 57.168 mAP: 79.193 95.636 65.653 75.765 90.441 81.329 74.409 70.874 66.847 75.828 51.398 55.703 70.049 80.113 61.887 89.189 96.709 85.770 80.311 63.683 mAcc: 95.433 98.775 76.175 86.409 95.569 90.512 83.506 74.364 68.456 88.242 33.534 74.169 82.152 79.907 61.298 73.227 96.033 76.826 93.393 61.349 [2020-11-16 19:54:52,866][root][INFO] - Finished test. Elapsed time: 238.7727 [2020-11-16 19:54:52,952][root][INFO] - Current best mIoU: 71.999 at iter 16500 [2020-11-16 19:54:56,212][root][INFO] - ===> Epoch[652](17001/26): Loss 0.0797, Sem 0.0797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.450e-01 Score 97.102 Data time: 0.1537, Forward time: 2.2555, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 3.2540 [2020-11-16 19:55:02,195][root][INFO] - ===> Epoch[652](17002/26): Loss 0.0804, Sem 0.0804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.449e-01 Score 96.993 Data time: 0.2172, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.8830 [2020-11-16 19:55:07,896][root][INFO] - ===> Epoch[652](17003/26): Loss 0.0775, Sem 0.0775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.449e-01 Score 97.164 Data time: 0.2006, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.5857 [2020-11-16 19:55:13,835][root][INFO] - ===> Epoch[652](17004/26): Loss 0.0866, Sem 0.0866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.448e-01 Score 96.943 Data time: 0.2651, Forward time: 2.2555, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 5.8391 [2020-11-16 19:55:20,515][root][INFO] - ===> Epoch[652](17005/26): Loss 0.0912, Sem 0.0912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.448e-01 Score 96.543 Data time: 0.1831, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.5606 [2020-11-16 19:55:25,810][root][INFO] - ===> Epoch[652](17006/26): Loss 0.0932, Sem 0.0932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.448e-01 Score 96.669 Data time: 0.2292, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.2243 [2020-11-16 19:55:31,303][root][INFO] - ===> Epoch[652](17007/26): Loss 0.0915, Sem 0.0915, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.447e-01 Score 96.725 Data time: 0.1626, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.3798 [2020-11-16 19:55:37,864][root][INFO] - ===> Epoch[652](17008/26): Loss 0.0797, Sem 0.0797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.447e-01 Score 97.049 Data time: 0.1876, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.4777 [2020-11-16 19:55:44,814][root][INFO] - ===> Epoch[652](17009/26): Loss 0.0920, Sem 0.0920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.446e-01 Score 96.841 Data time: 0.3406, Forward time: 2.2556, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.8711 [2020-11-16 19:55:49,911][root][INFO] - ===> Epoch[652](17010/26): Loss 0.1042, Sem 0.1042, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.446e-01 Score 96.242 Data time: 0.1347, Forward time: 2.2555, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.9654 [2020-11-16 19:55:54,619][root][INFO] - ===> Epoch[652](17011/26): Loss 0.0928, Sem 0.0928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.445e-01 Score 96.612 Data time: 0.2137, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.6140 [2020-11-16 19:56:00,295][root][INFO] - ===> Epoch[652](17012/26): Loss 0.0738, Sem 0.0738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.445e-01 Score 97.385 Data time: 0.1997, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.5878 [2020-11-16 19:56:05,372][root][INFO] - ===> Epoch[652](17013/26): Loss 0.0857, Sem 0.0857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.445e-01 Score 97.028 Data time: 0.1722, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.9904 [2020-11-16 19:56:11,023][root][INFO] - ===> Epoch[652](17014/26): Loss 0.0783, Sem 0.0783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.444e-01 Score 97.334 Data time: 0.2019, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.5716 [2020-11-16 19:56:16,937][root][INFO] - ===> Epoch[652](17015/26): Loss 0.0919, Sem 0.0919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.444e-01 Score 96.861 Data time: 0.1822, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.8068 [2020-11-16 19:56:21,956][root][INFO] - ===> Epoch[652](17016/26): Loss 0.0980, Sem 0.0980, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.443e-01 Score 96.712 Data time: 0.1805, Forward time: 2.2555, Backward time: 3.0500, DDP time: 0.0047, Total iter time: 4.9055 [2020-11-16 19:56:27,989][root][INFO] - ===> Epoch[652](17017/26): Loss 0.0907, Sem 0.0907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.443e-01 Score 96.972 Data time: 0.1811, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.9304 [2020-11-16 19:56:33,162][root][INFO] - ===> Epoch[652](17018/26): Loss 0.0881, Sem 0.0881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.442e-01 Score 96.951 Data time: 0.1989, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.0797 [2020-11-16 19:56:39,930][root][INFO] - ===> Epoch[652](17019/26): Loss 0.0978, Sem 0.0978, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.442e-01 Score 96.160 Data time: 0.2129, Forward time: 2.2555, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 6.6443 [2020-11-16 19:56:47,311][root][INFO] - ===> Epoch[652](17020/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.441e-01 Score 97.128 Data time: 0.1827, Forward time: 2.2555, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 7.2653 [2020-11-16 19:56:52,829][root][INFO] - ===> Epoch[652](17021/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.441e-01 Score 97.017 Data time: 0.2239, Forward time: 2.2555, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.4043 [2020-11-16 19:56:59,245][root][INFO] - ===> Epoch[652](17022/26): Loss 0.0800, Sem 0.0800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.441e-01 Score 97.163 Data time: 0.2123, Forward time: 2.2555, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.2959 [2020-11-16 19:57:04,488][root][INFO] - ===> Epoch[652](17023/26): Loss 0.1127, Sem 0.1127, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.440e-01 Score 96.001 Data time: 0.1996, Forward time: 2.2555, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.1189 [2020-11-16 19:57:09,686][root][INFO] - ===> Epoch[652](17024/26): Loss 0.0806, Sem 0.0806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.440e-01 Score 97.319 Data time: 0.2615, Forward time: 2.2556, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.0814 [2020-11-16 19:57:16,522][root][INFO] - ===> Epoch[653](17025/26): Loss 0.0877, Sem 0.0877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.439e-01 Score 96.753 Data time: 0.1829, Forward time: 2.2555, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.7208 [2020-11-16 19:57:22,490][root][INFO] - ===> Epoch[653](17026/26): Loss 0.0902, Sem 0.0902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.439e-01 Score 96.752 Data time: 0.1809, Forward time: 2.2555, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.8922 [2020-11-16 19:57:29,848][root][INFO] - ===> Epoch[653](17027/26): Loss 0.0820, Sem 0.0820, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.438e-01 Score 97.101 Data time: 0.2646, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 7.2793 [2020-11-16 19:57:35,777][root][INFO] - ===> Epoch[653](17028/26): Loss 0.1129, Sem 0.1129, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.438e-01 Score 96.409 Data time: 0.2518, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.7948 [2020-11-16 19:57:42,142][root][INFO] - ===> Epoch[653](17029/26): Loss 0.0964, Sem 0.0964, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.438e-01 Score 96.749 Data time: 0.3318, Forward time: 2.2557, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.2440 [2020-11-16 19:57:47,333][root][INFO] - ===> Epoch[653](17030/26): Loss 0.0940, Sem 0.0940, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.437e-01 Score 96.586 Data time: 0.1494, Forward time: 2.2557, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.0739 [2020-11-16 19:57:51,769][root][INFO] - ===> Epoch[653](17031/26): Loss 0.0859, Sem 0.0859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.437e-01 Score 97.136 Data time: 0.1677, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.3501 [2020-11-16 19:57:56,740][root][INFO] - ===> Epoch[653](17032/26): Loss 0.0945, Sem 0.0945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.436e-01 Score 96.651 Data time: 0.2020, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 4.8989 [2020-11-16 19:58:02,569][root][INFO] - ===> Epoch[653](17033/26): Loss 0.0743, Sem 0.0743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.436e-01 Score 97.282 Data time: 0.2219, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.7420 [2020-11-16 19:58:08,086][root][INFO] - ===> Epoch[653](17034/26): Loss 0.0846, Sem 0.0846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.435e-01 Score 96.949 Data time: 0.1818, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.4021 [2020-11-16 19:58:13,252][root][INFO] - ===> Epoch[653](17035/26): Loss 0.0840, Sem 0.0840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.435e-01 Score 97.080 Data time: 0.1989, Forward time: 2.2556, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.0744 [2020-11-16 19:58:19,329][root][INFO] - ===> Epoch[653](17036/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.435e-01 Score 97.064 Data time: 0.2353, Forward time: 2.2556, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.9637 [2020-11-16 19:58:25,766][root][INFO] - ===> Epoch[653](17037/26): Loss 0.0951, Sem 0.0951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.434e-01 Score 96.643 Data time: 0.2061, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.3111 [2020-11-16 19:58:32,202][root][INFO] - ===> Epoch[653](17038/26): Loss 0.0918, Sem 0.0918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.434e-01 Score 96.846 Data time: 0.3478, Forward time: 2.2557, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 6.3236 [2020-11-16 19:58:36,906][root][INFO] - ===> Epoch[653](17039/26): Loss 0.0829, Sem 0.0829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.433e-01 Score 97.129 Data time: 0.2031, Forward time: 2.2557, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 4.5796 [2020-11-16 19:58:42,406][root][INFO] - ===> Epoch[653](17040/26): Loss 0.0890, Sem 0.0890, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.433e-01 Score 96.766 Data time: 0.2206, Forward time: 2.2557, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.4169 [2020-11-16 19:58:48,174][root][INFO] - ===> Epoch[653](17041/26): Loss 0.0865, Sem 0.0865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.432e-01 Score 96.886 Data time: 0.2093, Forward time: 2.2557, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.6611 [2020-11-16 19:58:53,548][root][INFO] - ===> Epoch[653](17042/26): Loss 0.0827, Sem 0.0827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.432e-01 Score 97.013 Data time: 0.1467, Forward time: 2.2557, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.2582 [2020-11-16 19:58:58,910][root][INFO] - ===> Epoch[653](17043/26): Loss 0.0833, Sem 0.0833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.431e-01 Score 97.176 Data time: 0.1653, Forward time: 2.2556, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.3162 [2020-11-16 19:59:03,960][root][INFO] - ===> Epoch[653](17044/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.431e-01 Score 96.976 Data time: 0.2423, Forward time: 2.2557, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 4.9691 [2020-11-16 19:59:10,124][root][INFO] - ===> Epoch[653](17045/26): Loss 0.0902, Sem 0.0902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.431e-01 Score 96.796 Data time: 0.1979, Forward time: 2.2557, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.0620 [2020-11-16 19:59:16,086][root][INFO] - ===> Epoch[653](17046/26): Loss 0.0924, Sem 0.0924, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.430e-01 Score 96.678 Data time: 0.2230, Forward time: 2.2557, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.8637 [2020-11-16 19:59:21,637][root][INFO] - ===> Epoch[653](17047/26): Loss 0.0976, Sem 0.0976, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.430e-01 Score 96.581 Data time: 0.2087, Forward time: 2.2557, Backward time: 3.0501, DDP time: 0.0047, Total iter time: 5.4532 [2020-11-16 19:59:27,787][root][INFO] - ===> Epoch[653](17048/26): Loss 0.1114, Sem 0.1114, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.429e-01 Score 96.477 Data time: 0.1750, Forward time: 2.2557, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 6.0545 [2020-11-16 19:59:33,241][root][INFO] - ===> Epoch[653](17049/26): Loss 0.0881, Sem 0.0881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.429e-01 Score 96.781 Data time: 0.1474, Forward time: 2.2556, Backward time: 3.0502, DDP time: 0.0047, Total iter time: 5.3624 [2020-11-16 19:59:39,666][root][INFO] - ===> Epoch[653](17050/26): Loss 0.1037, Sem 0.1037, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.428e-01 Score 96.314 Data time: 0.1415, Forward time: 2.2556, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.3436 [2020-11-16 19:59:44,838][root][INFO] - ===> Epoch[654](17051/26): Loss 0.0723, Sem 0.0723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.428e-01 Score 97.506 Data time: 0.1515, Forward time: 2.2555, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 5.0945 [2020-11-16 19:59:50,768][root][INFO] - ===> Epoch[654](17052/26): Loss 0.0897, Sem 0.0897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.428e-01 Score 96.971 Data time: 0.2854, Forward time: 2.2556, Backward time: 3.0503, DDP time: 0.0047, Total iter time: 5.8549 [2020-11-16 19:59:57,315][root][INFO] - ===> Epoch[654](17053/26): Loss 0.0918, Sem 0.0918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.427e-01 Score 96.778 Data time: 0.1512, Forward time: 2.2555, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 6.4224 [2020-11-16 20:00:03,422][root][INFO] - ===> Epoch[654](17054/26): Loss 0.0885, Sem 0.0885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.427e-01 Score 96.885 Data time: 0.2080, Forward time: 2.2555, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.0042 [2020-11-16 20:00:08,057][root][INFO] - ===> Epoch[654](17055/26): Loss 0.0822, Sem 0.0822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.426e-01 Score 96.995 Data time: 0.1599, Forward time: 2.2555, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.5084 [2020-11-16 20:00:15,077][root][INFO] - ===> Epoch[654](17056/26): Loss 0.0882, Sem 0.0882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.426e-01 Score 96.863 Data time: 0.1872, Forward time: 2.2555, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 6.9247 [2020-11-16 20:00:20,333][root][INFO] - ===> Epoch[654](17057/26): Loss 0.0780, Sem 0.0780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.425e-01 Score 97.276 Data time: 0.1386, Forward time: 2.2554, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.1349 [2020-11-16 20:00:25,630][root][INFO] - ===> Epoch[654](17058/26): Loss 0.0938, Sem 0.0938, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.425e-01 Score 96.424 Data time: 0.1377, Forward time: 2.2554, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.2032 [2020-11-16 20:00:29,770][root][INFO] - ===> Epoch[654](17059/26): Loss 0.0911, Sem 0.0911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.424e-01 Score 96.744 Data time: 0.1550, Forward time: 2.2553, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 4.0670 [2020-11-16 20:00:33,946][root][INFO] - ===> Epoch[654](17060/26): Loss 0.0761, Sem 0.0761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.424e-01 Score 97.236 Data time: 0.1404, Forward time: 2.2553, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.0949 [2020-11-16 20:00:39,000][root][INFO] - ===> Epoch[654](17061/26): Loss 0.0859, Sem 0.0859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.424e-01 Score 96.969 Data time: 0.1750, Forward time: 2.2552, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.9593 [2020-11-16 20:00:43,671][root][INFO] - ===> Epoch[654](17062/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.423e-01 Score 96.885 Data time: 0.1642, Forward time: 2.2552, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.5803 [2020-11-16 20:00:51,050][root][INFO] - ===> Epoch[654](17063/26): Loss 0.0870, Sem 0.0870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.423e-01 Score 96.947 Data time: 0.1787, Forward time: 2.2552, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 7.2800 [2020-11-16 20:00:56,538][root][INFO] - ===> Epoch[654](17064/26): Loss 0.0857, Sem 0.0857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.422e-01 Score 96.930 Data time: 0.1533, Forward time: 2.2552, Backward time: 3.0505, DDP time: 0.0047, Total iter time: 5.3903 [2020-11-16 20:01:03,037][root][INFO] - ===> Epoch[654](17065/26): Loss 0.0865, Sem 0.0865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.422e-01 Score 97.069 Data time: 0.1518, Forward time: 2.2551, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.4341 [2020-11-16 20:01:09,169][root][INFO] - ===> Epoch[654](17066/26): Loss 0.0844, Sem 0.0844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.421e-01 Score 96.922 Data time: 0.1897, Forward time: 2.2551, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.0915 [2020-11-16 20:01:16,469][root][INFO] - ===> Epoch[654](17067/26): Loss 0.0825, Sem 0.0825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.421e-01 Score 97.146 Data time: 0.3263, Forward time: 2.2552, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 7.2122 [2020-11-16 20:01:22,980][root][INFO] - ===> Epoch[654](17068/26): Loss 0.0951, Sem 0.0951, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.421e-01 Score 96.498 Data time: 0.1902, Forward time: 2.2552, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 6.3861 [2020-11-16 20:01:27,918][root][INFO] - ===> Epoch[654](17069/26): Loss 0.0898, Sem 0.0898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.420e-01 Score 96.886 Data time: 0.1566, Forward time: 2.2552, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 4.8432 [2020-11-16 20:01:34,764][root][INFO] - ===> Epoch[654](17070/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.420e-01 Score 96.979 Data time: 0.2066, Forward time: 2.2552, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 6.7651 [2020-11-16 20:01:40,703][root][INFO] - ===> Epoch[654](17071/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.419e-01 Score 97.197 Data time: 0.1861, Forward time: 2.2552, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.8244 [2020-11-16 20:01:46,560][root][INFO] - ===> Epoch[654](17072/26): Loss 0.0797, Sem 0.0797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.419e-01 Score 97.051 Data time: 0.1663, Forward time: 2.2552, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 5.7691 [2020-11-16 20:01:51,930][root][INFO] - ===> Epoch[654](17073/26): Loss 0.0990, Sem 0.0990, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.418e-01 Score 96.519 Data time: 0.1634, Forward time: 2.2551, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 5.2838 [2020-11-16 20:01:58,039][root][INFO] - ===> Epoch[654](17074/26): Loss 0.0846, Sem 0.0846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.418e-01 Score 97.009 Data time: 0.2281, Forward time: 2.2552, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 6.0360 [2020-11-16 20:02:03,440][root][INFO] - ===> Epoch[654](17075/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.418e-01 Score 97.457 Data time: 0.2154, Forward time: 2.2552, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.2931 [2020-11-16 20:02:08,802][root][INFO] - ===> Epoch[654](17076/26): Loss 0.0785, Sem 0.0785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.417e-01 Score 97.172 Data time: 0.2126, Forward time: 2.2552, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.2505 [2020-11-16 20:02:15,363][root][INFO] - ===> Epoch[655](17077/26): Loss 0.0800, Sem 0.0800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.417e-01 Score 97.121 Data time: 0.2331, Forward time: 2.2552, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 6.4425 [2020-11-16 20:02:20,609][root][INFO] - ===> Epoch[655](17078/26): Loss 0.0804, Sem 0.0804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.416e-01 Score 97.051 Data time: 0.2397, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.1361 [2020-11-16 20:02:26,885][root][INFO] - ===> Epoch[655](17079/26): Loss 0.0864, Sem 0.0864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.416e-01 Score 96.914 Data time: 0.1992, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 6.1504 [2020-11-16 20:02:32,506][root][INFO] - ===> Epoch[655](17080/26): Loss 0.0754, Sem 0.0754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.415e-01 Score 97.273 Data time: 0.1892, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.5233 [2020-11-16 20:02:38,431][root][INFO] - ===> Epoch[655](17081/26): Loss 0.0750, Sem 0.0750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.415e-01 Score 97.292 Data time: 0.2391, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.8291 [2020-11-16 20:02:44,947][root][INFO] - ===> Epoch[655](17082/26): Loss 0.0800, Sem 0.0800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.414e-01 Score 97.210 Data time: 0.2815, Forward time: 2.2554, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 6.3931 [2020-11-16 20:02:51,554][root][INFO] - ===> Epoch[655](17083/26): Loss 0.0778, Sem 0.0778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.414e-01 Score 97.218 Data time: 0.3822, Forward time: 2.2555, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 6.4866 [2020-11-16 20:02:56,541][root][INFO] - ===> Epoch[655](17084/26): Loss 0.0816, Sem 0.0816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.414e-01 Score 97.028 Data time: 0.1762, Forward time: 2.2555, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 4.8880 [2020-11-16 20:03:03,658][root][INFO] - ===> Epoch[655](17085/26): Loss 0.0773, Sem 0.0773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.413e-01 Score 97.150 Data time: 0.1585, Forward time: 2.2554, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 7.0115 [2020-11-16 20:03:09,613][root][INFO] - ===> Epoch[655](17086/26): Loss 0.0892, Sem 0.0892, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.413e-01 Score 96.852 Data time: 0.2560, Forward time: 2.2555, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.8681 [2020-11-16 20:03:15,962][root][INFO] - ===> Epoch[655](17087/26): Loss 0.0794, Sem 0.0794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.412e-01 Score 97.234 Data time: 0.1160, Forward time: 2.2554, Backward time: 3.0511, DDP time: 0.0047, Total iter time: 6.2360 [2020-11-16 20:03:21,079][root][INFO] - ===> Epoch[655](17088/26): Loss 0.0827, Sem 0.0827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.412e-01 Score 97.033 Data time: 0.2030, Forward time: 2.2554, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 5.0528 [2020-11-16 20:03:26,824][root][INFO] - ===> Epoch[655](17089/26): Loss 0.0897, Sem 0.0897, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.411e-01 Score 96.705 Data time: 0.2946, Forward time: 2.2555, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 5.6565 [2020-11-16 20:03:32,982][root][INFO] - ===> Epoch[655](17090/26): Loss 0.0870, Sem 0.0870, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.411e-01 Score 96.708 Data time: 0.2630, Forward time: 2.2555, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 6.0522 [2020-11-16 20:03:38,932][root][INFO] - ===> Epoch[655](17091/26): Loss 0.0902, Sem 0.0902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.411e-01 Score 96.822 Data time: 0.2250, Forward time: 2.2555, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 5.8371 [2020-11-16 20:03:44,475][root][INFO] - ===> Epoch[655](17092/26): Loss 0.0785, Sem 0.0785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.410e-01 Score 97.211 Data time: 0.2575, Forward time: 2.2556, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.4606 [2020-11-16 20:03:50,706][root][INFO] - ===> Epoch[655](17093/26): Loss 0.0827, Sem 0.0827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.410e-01 Score 96.953 Data time: 0.2016, Forward time: 2.2556, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 6.1147 [2020-11-16 20:03:55,624][root][INFO] - ===> Epoch[655](17094/26): Loss 0.0752, Sem 0.0752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.409e-01 Score 97.206 Data time: 0.2239, Forward time: 2.2556, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 4.8377 [2020-11-16 20:04:01,182][root][INFO] - ===> Epoch[655](17095/26): Loss 0.0811, Sem 0.0811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.409e-01 Score 97.257 Data time: 0.1769, Forward time: 2.2556, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.4533 [2020-11-16 20:04:06,187][root][INFO] - ===> Epoch[655](17096/26): Loss 0.0903, Sem 0.0903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.408e-01 Score 96.783 Data time: 0.1775, Forward time: 2.2556, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 4.9261 [2020-11-16 20:04:12,074][root][INFO] - ===> Epoch[655](17097/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.408e-01 Score 97.320 Data time: 0.2206, Forward time: 2.2556, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.7815 [2020-11-16 20:04:17,854][root][INFO] - ===> Epoch[655](17098/26): Loss 0.0908, Sem 0.0908, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.407e-01 Score 96.625 Data time: 0.2347, Forward time: 2.2556, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.6958 [2020-11-16 20:04:23,145][root][INFO] - ===> Epoch[655](17099/26): Loss 0.0912, Sem 0.0912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.407e-01 Score 96.999 Data time: 0.2368, Forward time: 2.2556, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.1602 [2020-11-16 20:04:29,197][root][INFO] - ===> Epoch[655](17100/26): Loss 0.0753, Sem 0.0753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.407e-01 Score 97.253 Data time: 0.1735, Forward time: 2.2557, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.9403 [2020-11-16 20:04:34,401][root][INFO] - ===> Epoch[655](17101/26): Loss 0.0839, Sem 0.0839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.406e-01 Score 96.932 Data time: 0.1931, Forward time: 2.2556, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.0874 [2020-11-16 20:04:40,268][root][INFO] - ===> Epoch[655](17102/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.406e-01 Score 97.122 Data time: 0.2665, Forward time: 2.2557, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.7726 [2020-11-16 20:04:45,561][root][INFO] - ===> Epoch[656](17103/26): Loss 0.0745, Sem 0.0745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.405e-01 Score 97.323 Data time: 0.1627, Forward time: 2.2557, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.1769 [2020-11-16 20:04:50,387][root][INFO] - ===> Epoch[656](17104/26): Loss 0.0858, Sem 0.0858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.405e-01 Score 96.869 Data time: 0.1603, Forward time: 2.2556, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.7348 [2020-11-16 20:04:57,241][root][INFO] - ===> Epoch[656](17105/26): Loss 0.0827, Sem 0.0827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.404e-01 Score 96.996 Data time: 0.1835, Forward time: 2.2556, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 6.7746 [2020-11-16 20:05:02,137][root][INFO] - ===> Epoch[656](17106/26): Loss 0.0871, Sem 0.0871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.404e-01 Score 97.017 Data time: 0.1655, Forward time: 2.2556, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 4.8013 [2020-11-16 20:05:06,873][root][INFO] - ===> Epoch[656](17107/26): Loss 0.0977, Sem 0.0977, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.404e-01 Score 96.149 Data time: 0.1811, Forward time: 2.2556, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 4.6549 [2020-11-16 20:05:12,637][root][INFO] - ===> Epoch[656](17108/26): Loss 0.0799, Sem 0.0799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.403e-01 Score 96.959 Data time: 0.1767, Forward time: 2.2556, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.6814 [2020-11-16 20:05:17,276][root][INFO] - ===> Epoch[656](17109/26): Loss 0.0841, Sem 0.0841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.403e-01 Score 96.926 Data time: 0.2009, Forward time: 2.2555, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.5576 [2020-11-16 20:05:22,634][root][INFO] - ===> Epoch[656](17110/26): Loss 0.0757, Sem 0.0757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.402e-01 Score 97.260 Data time: 0.2247, Forward time: 2.2556, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.2638 [2020-11-16 20:05:28,441][root][INFO] - ===> Epoch[656](17111/26): Loss 0.0882, Sem 0.0882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.402e-01 Score 96.771 Data time: 0.2004, Forward time: 2.2556, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.6633 [2020-11-16 20:05:35,510][root][INFO] - ===> Epoch[656](17112/26): Loss 0.0753, Sem 0.0753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.401e-01 Score 97.280 Data time: 0.2234, Forward time: 2.2556, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.9492 [2020-11-16 20:05:40,377][root][INFO] - ===> Epoch[656](17113/26): Loss 0.0866, Sem 0.0866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.401e-01 Score 97.059 Data time: 0.2215, Forward time: 2.2556, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.7352 [2020-11-16 20:05:45,191][root][INFO] - ===> Epoch[656](17114/26): Loss 0.0773, Sem 0.0773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.400e-01 Score 97.075 Data time: 0.2150, Forward time: 2.2557, Backward time: 3.0504, DDP time: 0.0047, Total iter time: 4.7017 [2020-11-16 20:05:51,246][root][INFO] - ===> Epoch[656](17115/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.400e-01 Score 97.037 Data time: 0.1233, Forward time: 2.2556, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 5.9650 [2020-11-16 20:05:57,653][root][INFO] - ===> Epoch[656](17116/26): Loss 0.0869, Sem 0.0869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.400e-01 Score 96.672 Data time: 0.1455, Forward time: 2.2555, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.3371 [2020-11-16 20:06:03,526][root][INFO] - ===> Epoch[656](17117/26): Loss 0.0769, Sem 0.0769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.399e-01 Score 97.247 Data time: 0.1657, Forward time: 2.2555, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.7930 [2020-11-16 20:06:09,405][root][INFO] - ===> Epoch[656](17118/26): Loss 0.0833, Sem 0.0833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.399e-01 Score 97.033 Data time: 0.2646, Forward time: 2.2556, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.8056 [2020-11-16 20:06:16,601][root][INFO] - ===> Epoch[656](17119/26): Loss 0.0805, Sem 0.0805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.398e-01 Score 97.184 Data time: 0.2091, Forward time: 2.2556, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 7.0817 [2020-11-16 20:06:22,352][root][INFO] - ===> Epoch[656](17120/26): Loss 0.0793, Sem 0.0793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.398e-01 Score 97.183 Data time: 0.1800, Forward time: 2.2556, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.6314 [2020-11-16 20:06:27,762][root][INFO] - ===> Epoch[656](17121/26): Loss 0.0853, Sem 0.0853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.397e-01 Score 96.906 Data time: 0.1661, Forward time: 2.2555, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.3128 [2020-11-16 20:06:32,606][root][INFO] - ===> Epoch[656](17122/26): Loss 0.0845, Sem 0.0845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.397e-01 Score 96.944 Data time: 0.1984, Forward time: 2.2555, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 4.7831 [2020-11-16 20:06:38,100][root][INFO] - ===> Epoch[656](17123/26): Loss 0.0764, Sem 0.0764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.397e-01 Score 97.224 Data time: 0.2267, Forward time: 2.2555, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.3855 [2020-11-16 20:06:44,012][root][INFO] - ===> Epoch[656](17124/26): Loss 0.0891, Sem 0.0891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.396e-01 Score 97.080 Data time: 0.2129, Forward time: 2.2555, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.7944 [2020-11-16 20:06:50,185][root][INFO] - ===> Epoch[656](17125/26): Loss 0.0772, Sem 0.0772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.396e-01 Score 97.221 Data time: 0.1983, Forward time: 2.2555, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 6.0792 [2020-11-16 20:06:54,915][root][INFO] - ===> Epoch[656](17126/26): Loss 0.0885, Sem 0.0885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.395e-01 Score 96.703 Data time: 0.1649, Forward time: 2.2555, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 4.6343 [2020-11-16 20:07:01,721][root][INFO] - ===> Epoch[656](17127/26): Loss 0.0839, Sem 0.0839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.395e-01 Score 96.940 Data time: 0.2103, Forward time: 2.2555, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 6.7194 [2020-11-16 20:07:06,585][root][INFO] - ===> Epoch[656](17128/26): Loss 0.0902, Sem 0.0902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.394e-01 Score 96.994 Data time: 0.1984, Forward time: 2.2555, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 4.7623 [2020-11-16 20:07:11,218][root][INFO] - ===> Epoch[657](17129/26): Loss 0.0763, Sem 0.0763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.394e-01 Score 97.399 Data time: 0.1667, Forward time: 2.2555, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 4.5356 [2020-11-16 20:07:17,209][root][INFO] - ===> Epoch[657](17130/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.393e-01 Score 97.048 Data time: 0.1910, Forward time: 2.2555, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.9145 [2020-11-16 20:07:23,177][root][INFO] - ===> Epoch[657](17131/26): Loss 0.0851, Sem 0.0851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.393e-01 Score 96.954 Data time: 0.1590, Forward time: 2.2554, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.8749 [2020-11-16 20:07:28,874][root][INFO] - ===> Epoch[657](17132/26): Loss 0.0864, Sem 0.0864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.393e-01 Score 97.047 Data time: 0.2110, Forward time: 2.2554, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.6144 [2020-11-16 20:07:33,890][root][INFO] - ===> Epoch[657](17133/26): Loss 0.0796, Sem 0.0796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.392e-01 Score 97.149 Data time: 0.1848, Forward time: 2.2554, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 4.9067 [2020-11-16 20:07:38,578][root][INFO] - ===> Epoch[657](17134/26): Loss 0.0840, Sem 0.0840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.392e-01 Score 96.945 Data time: 0.1708, Forward time: 2.2554, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 4.5821 [2020-11-16 20:07:43,542][root][INFO] - ===> Epoch[657](17135/26): Loss 0.0772, Sem 0.0772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.391e-01 Score 97.112 Data time: 0.1971, Forward time: 2.2554, Backward time: 3.0506, DDP time: 0.0047, Total iter time: 4.8843 [2020-11-16 20:07:50,288][root][INFO] - ===> Epoch[657](17136/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.391e-01 Score 97.216 Data time: 0.1666, Forward time: 2.2554, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 6.6507 [2020-11-16 20:07:55,479][root][INFO] - ===> Epoch[657](17137/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.390e-01 Score 97.009 Data time: 0.1461, Forward time: 2.2553, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.1039 [2020-11-16 20:08:00,818][root][INFO] - ===> Epoch[657](17138/26): Loss 0.0703, Sem 0.0703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.390e-01 Score 97.584 Data time: 0.1596, Forward time: 2.2553, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.2504 [2020-11-16 20:08:06,207][root][INFO] - ===> Epoch[657](17139/26): Loss 0.0815, Sem 0.0815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.390e-01 Score 97.141 Data time: 0.2113, Forward time: 2.2553, Backward time: 3.0507, DDP time: 0.0047, Total iter time: 5.3168 [2020-11-16 20:08:12,291][root][INFO] - ===> Epoch[657](17140/26): Loss 0.0967, Sem 0.0967, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.389e-01 Score 96.728 Data time: 0.1491, Forward time: 2.2552, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.9680 [2020-11-16 20:08:18,125][root][INFO] - ===> Epoch[657](17141/26): Loss 0.0782, Sem 0.0782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.389e-01 Score 97.214 Data time: 0.2366, Forward time: 2.2553, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.7419 [2020-11-16 20:08:25,180][root][INFO] - ===> Epoch[657](17142/26): Loss 0.0767, Sem 0.0767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.388e-01 Score 97.173 Data time: 0.1744, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 6.9345 [2020-11-16 20:08:31,433][root][INFO] - ===> Epoch[657](17143/26): Loss 0.0803, Sem 0.0803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.388e-01 Score 97.198 Data time: 0.2210, Forward time: 2.2553, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 6.1574 [2020-11-16 20:08:37,174][root][INFO] - ===> Epoch[657](17144/26): Loss 0.0872, Sem 0.0872, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.387e-01 Score 96.746 Data time: 0.2543, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.6334 [2020-11-16 20:08:42,905][root][INFO] - ===> Epoch[657](17145/26): Loss 0.0798, Sem 0.0798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.387e-01 Score 97.144 Data time: 0.1787, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.6160 [2020-11-16 20:08:48,733][root][INFO] - ===> Epoch[657](17146/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.386e-01 Score 96.854 Data time: 0.2069, Forward time: 2.2553, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 5.7421 [2020-11-16 20:08:54,055][root][INFO] - ===> Epoch[657](17147/26): Loss 0.0760, Sem 0.0760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.386e-01 Score 97.208 Data time: 0.2448, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.2562 [2020-11-16 20:09:00,296][root][INFO] - ===> Epoch[657](17148/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.386e-01 Score 97.012 Data time: 0.2062, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 6.1273 [2020-11-16 20:09:05,443][root][INFO] - ===> Epoch[657](17149/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.385e-01 Score 97.334 Data time: 0.1799, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.0479 [2020-11-16 20:09:10,543][root][INFO] - ===> Epoch[657](17150/26): Loss 0.0829, Sem 0.0829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.385e-01 Score 96.999 Data time: 0.2265, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.0596 [2020-11-16 20:09:15,717][root][INFO] - ===> Epoch[657](17151/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.384e-01 Score 96.909 Data time: 0.2142, Forward time: 2.2553, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.0536 [2020-11-16 20:09:21,563][root][INFO] - ===> Epoch[657](17152/26): Loss 0.0867, Sem 0.0867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.384e-01 Score 96.965 Data time: 0.2080, Forward time: 2.2554, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.7544 [2020-11-16 20:09:28,003][root][INFO] - ===> Epoch[657](17153/26): Loss 0.0862, Sem 0.0862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.383e-01 Score 96.879 Data time: 0.2472, Forward time: 2.2554, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 6.3489 [2020-11-16 20:09:33,380][root][INFO] - ===> Epoch[657](17154/26): Loss 0.0751, Sem 0.0751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.383e-01 Score 97.193 Data time: 0.1606, Forward time: 2.2553, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.2800 [2020-11-16 20:09:38,310][root][INFO] - ===> Epoch[658](17155/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.383e-01 Score 96.878 Data time: 0.1905, Forward time: 2.2553, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 4.8456 [2020-11-16 20:09:43,627][root][INFO] - ===> Epoch[658](17156/26): Loss 0.0705, Sem 0.0705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.382e-01 Score 97.481 Data time: 0.2073, Forward time: 2.2553, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.2227 [2020-11-16 20:09:49,299][root][INFO] - ===> Epoch[658](17157/26): Loss 0.0738, Sem 0.0738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.382e-01 Score 97.244 Data time: 0.1561, Forward time: 2.2553, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.5639 [2020-11-16 20:09:54,978][root][INFO] - ===> Epoch[658](17158/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.381e-01 Score 97.026 Data time: 0.2263, Forward time: 2.2553, Backward time: 3.0508, DDP time: 0.0047, Total iter time: 5.6010 [2020-11-16 20:10:01,048][root][INFO] - ===> Epoch[658](17159/26): Loss 0.0981, Sem 0.0981, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.381e-01 Score 96.690 Data time: 0.1596, Forward time: 2.2553, Backward time: 3.0509, DDP time: 0.0047, Total iter time: 5.9840 [2020-11-16 20:10:07,525][root][INFO] - ===> Epoch[658](17160/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.380e-01 Score 97.375 Data time: 0.1555, Forward time: 2.2552, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 6.4074 [2020-11-16 20:10:13,030][root][INFO] - ===> Epoch[658](17161/26): Loss 0.0817, Sem 0.0817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.380e-01 Score 97.162 Data time: 0.1734, Forward time: 2.2552, Backward time: 3.0510, DDP time: 0.0047, Total iter time: 5.4200 [2020-11-16 20:10:19,579][root][INFO] - ===> Epoch[658](17162/26): Loss 0.0800, Sem 0.0800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.379e-01 Score 97.078 Data time: 0.1634, Forward time: 2.2552, Backward time: 3.0511, DDP time: 0.0047, Total iter time: 6.4497 [2020-11-16 20:10:24,896][root][INFO] - ===> Epoch[658](17163/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.379e-01 Score 97.267 Data time: 0.2027, Forward time: 2.2552, Backward time: 3.0511, DDP time: 0.0047, Total iter time: 5.2421 [2020-11-16 20:10:30,590][root][INFO] - ===> Epoch[658](17164/26): Loss 0.0819, Sem 0.0819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.379e-01 Score 97.328 Data time: 0.1859, Forward time: 2.2551, Backward time: 3.0511, DDP time: 0.0047, Total iter time: 5.5801 [2020-11-16 20:10:37,134][root][INFO] - ===> Epoch[658](17165/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.378e-01 Score 96.974 Data time: 0.1773, Forward time: 2.2551, Backward time: 3.0512, DDP time: 0.0047, Total iter time: 6.4611 [2020-11-16 20:10:42,644][root][INFO] - ===> Epoch[658](17166/26): Loss 0.0789, Sem 0.0789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.378e-01 Score 97.217 Data time: 0.1586, Forward time: 2.2551, Backward time: 3.0512, DDP time: 0.0047, Total iter time: 5.4108 [2020-11-16 20:10:48,551][root][INFO] - ===> Epoch[658](17167/26): Loss 0.0836, Sem 0.0836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.377e-01 Score 96.902 Data time: 0.2270, Forward time: 2.2551, Backward time: 3.0512, DDP time: 0.0047, Total iter time: 5.8394 [2020-11-16 20:10:52,808][root][INFO] - ===> Epoch[658](17168/26): Loss 0.0732, Sem 0.0732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.377e-01 Score 97.462 Data time: 0.2142, Forward time: 2.2551, Backward time: 3.0511, DDP time: 0.0047, Total iter time: 4.1417 [2020-11-16 20:10:59,522][root][INFO] - ===> Epoch[658](17169/26): Loss 0.0848, Sem 0.0848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.376e-01 Score 97.000 Data time: 0.1460, Forward time: 2.2551, Backward time: 3.0512, DDP time: 0.0047, Total iter time: 6.6382 [2020-11-16 20:11:06,515][root][INFO] - ===> Epoch[658](17170/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.376e-01 Score 96.945 Data time: 0.1614, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 6.9252 [2020-11-16 20:11:11,411][root][INFO] - ===> Epoch[658](17171/26): Loss 0.0895, Sem 0.0895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.376e-01 Score 96.935 Data time: 0.1797, Forward time: 2.2550, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 4.8422 [2020-11-16 20:11:17,176][root][INFO] - ===> Epoch[658](17172/26): Loss 0.0926, Sem 0.0926, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.375e-01 Score 96.723 Data time: 0.1556, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.6655 [2020-11-16 20:11:23,508][root][INFO] - ===> Epoch[658](17173/26): Loss 0.0752, Sem 0.0752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.375e-01 Score 97.300 Data time: 0.1581, Forward time: 2.2549, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 6.2561 [2020-11-16 20:11:28,990][root][INFO] - ===> Epoch[658](17174/26): Loss 0.0836, Sem 0.0836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.374e-01 Score 96.800 Data time: 0.1748, Forward time: 2.2549, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.3856 [2020-11-16 20:11:35,696][root][INFO] - ===> Epoch[658](17175/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.374e-01 Score 97.374 Data time: 0.2039, Forward time: 2.2549, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 6.6053 [2020-11-16 20:11:41,072][root][INFO] - ===> Epoch[658](17176/26): Loss 0.0965, Sem 0.0965, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.373e-01 Score 96.843 Data time: 0.1298, Forward time: 2.2548, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.2730 [2020-11-16 20:11:46,772][root][INFO] - ===> Epoch[658](17177/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.373e-01 Score 96.979 Data time: 0.2518, Forward time: 2.2549, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.6017 [2020-11-16 20:11:52,706][root][INFO] - ===> Epoch[658](17178/26): Loss 0.0769, Sem 0.0769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.372e-01 Score 97.259 Data time: 0.2757, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.8289 [2020-11-16 20:11:59,496][root][INFO] - ===> Epoch[658](17179/26): Loss 0.0858, Sem 0.0858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.372e-01 Score 97.017 Data time: 0.2301, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 6.6675 [2020-11-16 20:12:04,610][root][INFO] - ===> Epoch[658](17180/26): Loss 0.0944, Sem 0.0944, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.372e-01 Score 96.704 Data time: 0.2489, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 4.9953 [2020-11-16 20:12:10,415][root][INFO] - ===> Epoch[659](17181/26): Loss 0.0846, Sem 0.0846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.371e-01 Score 97.114 Data time: 0.1735, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.6923 [2020-11-16 20:12:16,954][root][INFO] - ===> Epoch[659](17182/26): Loss 0.0856, Sem 0.0856, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.371e-01 Score 97.039 Data time: 0.1678, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 6.4343 [2020-11-16 20:12:22,817][root][INFO] - ===> Epoch[659](17183/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.370e-01 Score 97.109 Data time: 0.2373, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.7588 [2020-11-16 20:12:28,405][root][INFO] - ===> Epoch[659](17184/26): Loss 0.1092, Sem 0.1092, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.370e-01 Score 96.038 Data time: 0.1895, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.4850 [2020-11-16 20:12:34,320][root][INFO] - ===> Epoch[659](17185/26): Loss 0.0941, Sem 0.0941, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.369e-01 Score 96.668 Data time: 0.1999, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.8249 [2020-11-16 20:12:39,904][root][INFO] - ===> Epoch[659](17186/26): Loss 0.0803, Sem 0.0803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.369e-01 Score 97.073 Data time: 0.2575, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.4735 [2020-11-16 20:12:46,047][root][INFO] - ===> Epoch[659](17187/26): Loss 0.0845, Sem 0.0845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.369e-01 Score 97.045 Data time: 0.2732, Forward time: 2.2551, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 6.0050 [2020-11-16 20:12:52,261][root][INFO] - ===> Epoch[659](17188/26): Loss 0.0903, Sem 0.0903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.368e-01 Score 96.731 Data time: 0.1903, Forward time: 2.2551, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 6.0921 [2020-11-16 20:12:57,300][root][INFO] - ===> Epoch[659](17189/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.368e-01 Score 97.308 Data time: 0.1518, Forward time: 2.2551, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 4.9329 [2020-11-16 20:13:02,894][root][INFO] - ===> Epoch[659](17190/26): Loss 0.0875, Sem 0.0875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.367e-01 Score 96.979 Data time: 0.2693, Forward time: 2.2551, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.4970 [2020-11-16 20:13:08,517][root][INFO] - ===> Epoch[659](17191/26): Loss 0.0909, Sem 0.0909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.367e-01 Score 96.725 Data time: 0.2307, Forward time: 2.2551, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.5055 [2020-11-16 20:13:13,643][root][INFO] - ===> Epoch[659](17192/26): Loss 0.0825, Sem 0.0825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.366e-01 Score 97.154 Data time: 0.1888, Forward time: 2.2551, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.0255 [2020-11-16 20:13:19,458][root][INFO] - ===> Epoch[659](17193/26): Loss 0.1043, Sem 0.1043, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.366e-01 Score 96.087 Data time: 0.1554, Forward time: 2.2551, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.7116 [2020-11-16 20:13:25,281][root][INFO] - ===> Epoch[659](17194/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.365e-01 Score 97.038 Data time: 0.1423, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.7381 [2020-11-16 20:13:30,933][root][INFO] - ===> Epoch[659](17195/26): Loss 0.0979, Sem 0.0979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.365e-01 Score 96.827 Data time: 0.1887, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.5650 [2020-11-16 20:13:36,055][root][INFO] - ===> Epoch[659](17196/26): Loss 0.0912, Sem 0.0912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.365e-01 Score 96.664 Data time: 0.2280, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.0072 [2020-11-16 20:13:40,740][root][INFO] - ===> Epoch[659](17197/26): Loss 0.0860, Sem 0.0860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.364e-01 Score 96.919 Data time: 0.1853, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 4.5708 [2020-11-16 20:13:45,239][root][INFO] - ===> Epoch[659](17198/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.364e-01 Score 97.252 Data time: 0.2131, Forward time: 2.2550, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 4.3923 [2020-11-16 20:13:49,843][root][INFO] - ===> Epoch[659](17199/26): Loss 0.0974, Sem 0.0974, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.363e-01 Score 96.700 Data time: 0.2011, Forward time: 2.2550, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 4.5051 [2020-11-16 20:13:55,020][root][INFO] - ===> Epoch[659](17200/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.363e-01 Score 97.166 Data time: 0.2175, Forward time: 2.2550, Backward time: 3.0512, DDP time: 0.0047, Total iter time: 5.0717 [2020-11-16 20:14:01,092][root][INFO] - ===> Epoch[659](17201/26): Loss 0.0860, Sem 0.0860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.362e-01 Score 96.927 Data time: 0.2339, Forward time: 2.2550, Backward time: 3.0512, DDP time: 0.0047, Total iter time: 5.9607 [2020-11-16 20:14:07,521][root][INFO] - ===> Epoch[659](17202/26): Loss 0.0939, Sem 0.0939, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.362e-01 Score 96.654 Data time: 0.2131, Forward time: 2.2550, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 6.2922 [2020-11-16 20:14:12,725][root][INFO] - ===> Epoch[659](17203/26): Loss 0.0839, Sem 0.0839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.362e-01 Score 97.063 Data time: 0.2087, Forward time: 2.2551, Backward time: 3.0512, DDP time: 0.0047, Total iter time: 5.0959 [2020-11-16 20:14:18,462][root][INFO] - ===> Epoch[659](17204/26): Loss 0.0811, Sem 0.0811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.361e-01 Score 97.160 Data time: 0.2319, Forward time: 2.2551, Backward time: 3.0512, DDP time: 0.0047, Total iter time: 5.6112 [2020-11-16 20:14:24,523][root][INFO] - ===> Epoch[659](17205/26): Loss 0.0877, Sem 0.0877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.361e-01 Score 96.806 Data time: 0.1582, Forward time: 2.2550, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 5.9497 [2020-11-16 20:14:30,633][root][INFO] - ===> Epoch[659](17206/26): Loss 0.0985, Sem 0.0985, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.360e-01 Score 96.621 Data time: 0.2868, Forward time: 2.2551, Backward time: 3.0512, DDP time: 0.0047, Total iter time: 6.0385 [2020-11-16 20:14:36,394][root][INFO] - ===> Epoch[660](17207/26): Loss 0.0903, Sem 0.0903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.360e-01 Score 96.597 Data time: 0.1201, Forward time: 2.2551, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 5.6241 [2020-11-16 20:14:42,429][root][INFO] - ===> Epoch[660](17208/26): Loss 0.0809, Sem 0.0809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.359e-01 Score 97.145 Data time: 0.1803, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.9611 [2020-11-16 20:14:48,203][root][INFO] - ===> Epoch[660](17209/26): Loss 0.0751, Sem 0.0751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.359e-01 Score 97.360 Data time: 0.1944, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.6806 [2020-11-16 20:14:53,345][root][INFO] - ===> Epoch[660](17210/26): Loss 0.0780, Sem 0.0780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.358e-01 Score 97.274 Data time: 0.1976, Forward time: 2.2550, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 5.0576 [2020-11-16 20:14:58,083][root][INFO] - ===> Epoch[660](17211/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.358e-01 Score 96.434 Data time: 0.1281, Forward time: 2.2549, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 4.6359 [2020-11-16 20:15:05,219][root][INFO] - ===> Epoch[660](17212/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.358e-01 Score 97.475 Data time: 0.3544, Forward time: 2.2551, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 7.0705 [2020-11-16 20:15:11,728][root][INFO] - ===> Epoch[660](17213/26): Loss 0.0973, Sem 0.0973, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.357e-01 Score 96.471 Data time: 0.1308, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 6.3881 [2020-11-16 20:15:17,034][root][INFO] - ===> Epoch[660](17214/26): Loss 0.0881, Sem 0.0881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.357e-01 Score 96.835 Data time: 0.2294, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.2007 [2020-11-16 20:15:22,874][root][INFO] - ===> Epoch[660](17215/26): Loss 0.0879, Sem 0.0879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.356e-01 Score 96.784 Data time: 0.1939, Forward time: 2.2551, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.7406 [2020-11-16 20:15:27,439][root][INFO] - ===> Epoch[660](17216/26): Loss 0.0893, Sem 0.0893, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.356e-01 Score 96.979 Data time: 0.2166, Forward time: 2.2550, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 4.4677 [2020-11-16 20:15:33,229][root][INFO] - ===> Epoch[660](17217/26): Loss 0.0843, Sem 0.0843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.355e-01 Score 96.990 Data time: 0.2170, Forward time: 2.2551, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 5.7100 [2020-11-16 20:15:40,243][root][INFO] - ===> Epoch[660](17218/26): Loss 0.0859, Sem 0.0859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.355e-01 Score 96.973 Data time: 0.1983, Forward time: 2.2551, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 6.8972 [2020-11-16 20:15:45,350][root][INFO] - ===> Epoch[660](17219/26): Loss 0.0817, Sem 0.0817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.355e-01 Score 96.948 Data time: 0.1342, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.0059 [2020-11-16 20:15:51,706][root][INFO] - ===> Epoch[660](17220/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.354e-01 Score 97.038 Data time: 0.1636, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 6.2855 [2020-11-16 20:15:57,362][root][INFO] - ===> Epoch[660](17221/26): Loss 0.0865, Sem 0.0865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.354e-01 Score 96.693 Data time: 0.2049, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.5759 [2020-11-16 20:16:03,425][root][INFO] - ===> Epoch[660](17222/26): Loss 0.0950, Sem 0.0950, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.353e-01 Score 96.649 Data time: 0.2079, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.9451 [2020-11-16 20:16:09,378][root][INFO] - ===> Epoch[660](17223/26): Loss 0.0829, Sem 0.0829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.353e-01 Score 97.141 Data time: 0.2163, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.8373 [2020-11-16 20:16:14,419][root][INFO] - ===> Epoch[660](17224/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.352e-01 Score 97.075 Data time: 0.2122, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 4.9359 [2020-11-16 20:16:20,228][root][INFO] - ===> Epoch[660](17225/26): Loss 0.0812, Sem 0.0812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.352e-01 Score 97.045 Data time: 0.2646, Forward time: 2.2551, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.7145 [2020-11-16 20:16:25,782][root][INFO] - ===> Epoch[660](17226/26): Loss 0.0911, Sem 0.0911, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.351e-01 Score 96.711 Data time: 0.2413, Forward time: 2.2552, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 5.4342 [2020-11-16 20:16:31,025][root][INFO] - ===> Epoch[660](17227/26): Loss 0.0847, Sem 0.0847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.351e-01 Score 96.989 Data time: 0.1492, Forward time: 2.2551, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 5.1317 [2020-11-16 20:16:36,765][root][INFO] - ===> Epoch[660](17228/26): Loss 0.0785, Sem 0.0785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.351e-01 Score 97.265 Data time: 0.1416, Forward time: 2.2551, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.6772 [2020-11-16 20:16:42,716][root][INFO] - ===> Epoch[660](17229/26): Loss 0.0714, Sem 0.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.350e-01 Score 97.517 Data time: 0.2054, Forward time: 2.2551, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.8869 [2020-11-16 20:16:47,092][root][INFO] - ===> Epoch[660](17230/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.350e-01 Score 96.973 Data time: 0.1531, Forward time: 2.2550, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 4.2783 [2020-11-16 20:16:53,012][root][INFO] - ===> Epoch[660](17231/26): Loss 0.0889, Sem 0.0889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.349e-01 Score 96.874 Data time: 0.2142, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.8470 [2020-11-16 20:16:59,149][root][INFO] - ===> Epoch[660](17232/26): Loss 0.0836, Sem 0.0836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.349e-01 Score 96.958 Data time: 0.3273, Forward time: 2.2551, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 6.0305 [2020-11-16 20:17:04,658][root][INFO] - ===> Epoch[661](17233/26): Loss 0.0774, Sem 0.0774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.348e-01 Score 97.096 Data time: 0.2767, Forward time: 2.2552, Backward time: 3.0512, DDP time: 0.0047, Total iter time: 5.3861 [2020-11-16 20:17:10,672][root][INFO] - ===> Epoch[661](17234/26): Loss 0.0784, Sem 0.0784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.348e-01 Score 97.079 Data time: 0.1699, Forward time: 2.2551, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 5.9039 [2020-11-16 20:17:15,497][root][INFO] - ===> Epoch[661](17235/26): Loss 0.0921, Sem 0.0921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.347e-01 Score 96.785 Data time: 0.1621, Forward time: 2.2551, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 4.7499 [2020-11-16 20:17:22,030][root][INFO] - ===> Epoch[661](17236/26): Loss 0.0818, Sem 0.0818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.347e-01 Score 97.138 Data time: 0.1290, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 6.4652 [2020-11-16 20:17:27,785][root][INFO] - ===> Epoch[661](17237/26): Loss 0.0925, Sem 0.0925, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.347e-01 Score 96.655 Data time: 0.1716, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.7152 [2020-11-16 20:17:33,099][root][INFO] - ===> Epoch[661](17238/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.346e-01 Score 97.629 Data time: 0.1788, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.2405 [2020-11-16 20:17:38,306][root][INFO] - ===> Epoch[661](17239/26): Loss 0.0852, Sem 0.0852, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.346e-01 Score 97.037 Data time: 0.1930, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.1371 [2020-11-16 20:17:44,620][root][INFO] - ===> Epoch[661](17240/26): Loss 0.0884, Sem 0.0884, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.345e-01 Score 96.940 Data time: 0.2595, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 6.2079 [2020-11-16 20:17:50,561][root][INFO] - ===> Epoch[661](17241/26): Loss 0.0777, Sem 0.0777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.345e-01 Score 97.137 Data time: 0.1902, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.8231 [2020-11-16 20:17:55,453][root][INFO] - ===> Epoch[661](17242/26): Loss 0.0813, Sem 0.0813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.344e-01 Score 97.009 Data time: 0.2102, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 4.7977 [2020-11-16 20:18:01,418][root][INFO] - ===> Epoch[661](17243/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.344e-01 Score 97.065 Data time: 0.1956, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.8854 [2020-11-16 20:18:07,428][root][INFO] - ===> Epoch[661](17244/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.344e-01 Score 96.861 Data time: 0.2890, Forward time: 2.2551, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.9029 [2020-11-16 20:18:13,420][root][INFO] - ===> Epoch[661](17245/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.343e-01 Score 97.070 Data time: 0.1778, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.8740 [2020-11-16 20:18:17,985][root][INFO] - ===> Epoch[661](17246/26): Loss 0.0836, Sem 0.0836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.343e-01 Score 97.094 Data time: 0.2214, Forward time: 2.2550, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 4.4683 [2020-11-16 20:18:23,124][root][INFO] - ===> Epoch[661](17247/26): Loss 0.0752, Sem 0.0752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.342e-01 Score 97.340 Data time: 0.1262, Forward time: 2.2550, Backward time: 3.0513, DDP time: 0.0047, Total iter time: 5.0363 [2020-11-16 20:18:29,361][root][INFO] - ===> Epoch[661](17248/26): Loss 0.0761, Sem 0.0761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.342e-01 Score 97.303 Data time: 0.1858, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 6.1778 [2020-11-16 20:18:35,717][root][INFO] - ===> Epoch[661](17249/26): Loss 0.0943, Sem 0.0943, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.341e-01 Score 96.570 Data time: 0.2420, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 6.2568 [2020-11-16 20:18:42,570][root][INFO] - ===> Epoch[661](17250/26): Loss 0.0758, Sem 0.0758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.341e-01 Score 97.353 Data time: 0.1459, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 6.7306 [2020-11-16 20:18:47,431][root][INFO] - ===> Epoch[661](17251/26): Loss 0.0790, Sem 0.0790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.340e-01 Score 97.129 Data time: 0.1554, Forward time: 2.2549, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 4.7827 [2020-11-16 20:18:53,027][root][INFO] - ===> Epoch[661](17252/26): Loss 0.0773, Sem 0.0773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.340e-01 Score 97.232 Data time: 0.2129, Forward time: 2.2549, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.5202 [2020-11-16 20:18:58,720][root][INFO] - ===> Epoch[661](17253/26): Loss 0.0758, Sem 0.0758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.340e-01 Score 97.287 Data time: 0.1753, Forward time: 2.2549, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.5807 [2020-11-16 20:19:04,919][root][INFO] - ===> Epoch[661](17254/26): Loss 0.0802, Sem 0.0802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.339e-01 Score 97.094 Data time: 0.1840, Forward time: 2.2548, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 6.1225 [2020-11-16 20:19:10,722][root][INFO] - ===> Epoch[661](17255/26): Loss 0.0815, Sem 0.0815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.339e-01 Score 97.156 Data time: 0.2848, Forward time: 2.2549, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.7190 [2020-11-16 20:19:15,301][root][INFO] - ===> Epoch[661](17256/26): Loss 0.0798, Sem 0.0798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.338e-01 Score 97.209 Data time: 0.1560, Forward time: 2.2549, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 4.4487 [2020-11-16 20:19:20,440][root][INFO] - ===> Epoch[661](17257/26): Loss 0.0747, Sem 0.0747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.338e-01 Score 97.253 Data time: 0.2539, Forward time: 2.2549, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.0624 [2020-11-16 20:19:26,939][root][INFO] - ===> Epoch[661](17258/26): Loss 0.0808, Sem 0.0808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.337e-01 Score 97.153 Data time: 0.1393, Forward time: 2.2548, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 6.3955 [2020-11-16 20:19:32,909][root][INFO] - ===> Epoch[662](17259/26): Loss 0.0706, Sem 0.0706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.337e-01 Score 97.271 Data time: 0.2684, Forward time: 2.2549, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.9053 [2020-11-16 20:19:37,762][root][INFO] - ===> Epoch[662](17260/26): Loss 0.0738, Sem 0.0738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.337e-01 Score 97.395 Data time: 0.2299, Forward time: 2.2549, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 4.7362 [2020-11-16 20:19:43,135][root][INFO] - ===> Epoch[662](17261/26): Loss 0.0819, Sem 0.0819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.336e-01 Score 97.010 Data time: 0.2223, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.2901 [2020-11-16 20:19:49,801][root][INFO] - ===> Epoch[662](17262/26): Loss 0.0762, Sem 0.0762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.336e-01 Score 97.221 Data time: 0.2988, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 6.5489 [2020-11-16 20:19:55,968][root][INFO] - ===> Epoch[662](17263/26): Loss 0.0756, Sem 0.0756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.335e-01 Score 97.351 Data time: 0.1902, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 6.0490 [2020-11-16 20:20:01,929][root][INFO] - ===> Epoch[662](17264/26): Loss 0.0788, Sem 0.0788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.335e-01 Score 97.081 Data time: 0.2149, Forward time: 2.2550, Backward time: 3.0515, DDP time: 0.0047, Total iter time: 5.8537 [2020-11-16 20:20:06,556][root][INFO] - ===> Epoch[662](17265/26): Loss 0.0880, Sem 0.0880, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.334e-01 Score 96.997 Data time: 0.1938, Forward time: 2.2550, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 4.5493 [2020-11-16 20:20:12,327][root][INFO] - ===> Epoch[662](17266/26): Loss 0.0802, Sem 0.0802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.334e-01 Score 97.074 Data time: 0.2791, Forward time: 2.2551, Backward time: 3.0514, DDP time: 0.0047, Total iter time: 5.6768 [2020-11-16 20:20:19,206][root][INFO] - ===> Epoch[662](17267/26): Loss 0.0709, Sem 0.0709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.333e-01 Score 97.482 Data time: 0.1174, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 6.7575 [2020-11-16 20:20:25,811][root][INFO] - ===> Epoch[662](17268/26): Loss 0.0845, Sem 0.0845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.333e-01 Score 96.947 Data time: 0.1729, Forward time: 2.2550, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 6.5600 [2020-11-16 20:20:31,519][root][INFO] - ===> Epoch[662](17269/26): Loss 0.0900, Sem 0.0900, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.333e-01 Score 96.703 Data time: 0.2205, Forward time: 2.2550, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 5.6142 [2020-11-16 20:20:37,038][root][INFO] - ===> Epoch[662](17270/26): Loss 0.0778, Sem 0.0778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.332e-01 Score 97.136 Data time: 0.2439, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.4183 [2020-11-16 20:20:43,483][root][INFO] - ===> Epoch[662](17271/26): Loss 0.0779, Sem 0.0779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.332e-01 Score 97.239 Data time: 0.1802, Forward time: 2.2550, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 6.3394 [2020-11-16 20:20:49,762][root][INFO] - ===> Epoch[662](17272/26): Loss 0.0843, Sem 0.0843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.331e-01 Score 96.916 Data time: 0.1911, Forward time: 2.2550, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 6.1803 [2020-11-16 20:20:55,619][root][INFO] - ===> Epoch[662](17273/26): Loss 0.0735, Sem 0.0735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.331e-01 Score 97.311 Data time: 0.2523, Forward time: 2.2550, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 5.7614 [2020-11-16 20:21:01,370][root][INFO] - ===> Epoch[662](17274/26): Loss 0.0975, Sem 0.0975, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.330e-01 Score 96.635 Data time: 0.1251, Forward time: 2.2549, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 5.6435 [2020-11-16 20:21:06,562][root][INFO] - ===> Epoch[662](17275/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.330e-01 Score 97.639 Data time: 0.1665, Forward time: 2.2549, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 5.1335 [2020-11-16 20:21:13,052][root][INFO] - ===> Epoch[662](17276/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.329e-01 Score 97.058 Data time: 0.2300, Forward time: 2.2549, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 6.4381 [2020-11-16 20:21:18,998][root][INFO] - ===> Epoch[662](17277/26): Loss 0.0853, Sem 0.0853, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.329e-01 Score 96.946 Data time: 0.1535, Forward time: 2.2549, Backward time: 3.0519, DDP time: 0.0047, Total iter time: 5.8392 [2020-11-16 20:21:24,904][root][INFO] - ===> Epoch[662](17278/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.329e-01 Score 97.271 Data time: 0.2281, Forward time: 2.2549, Backward time: 3.0519, DDP time: 0.0047, Total iter time: 5.8343 [2020-11-16 20:21:31,302][root][INFO] - ===> Epoch[662](17279/26): Loss 0.0773, Sem 0.0773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.328e-01 Score 97.278 Data time: 0.2052, Forward time: 2.2549, Backward time: 3.0520, DDP time: 0.0047, Total iter time: 6.2905 [2020-11-16 20:21:36,724][root][INFO] - ===> Epoch[662](17280/26): Loss 0.0898, Sem 0.0898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.328e-01 Score 96.816 Data time: 0.2652, Forward time: 2.2549, Backward time: 3.0519, DDP time: 0.0047, Total iter time: 5.3210 [2020-11-16 20:21:42,082][root][INFO] - ===> Epoch[662](17281/26): Loss 0.0803, Sem 0.0803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.327e-01 Score 97.132 Data time: 0.2077, Forward time: 2.2550, Backward time: 3.0519, DDP time: 0.0047, Total iter time: 5.2408 [2020-11-16 20:21:46,968][root][INFO] - ===> Epoch[662](17282/26): Loss 0.0771, Sem 0.0771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.327e-01 Score 97.146 Data time: 0.1807, Forward time: 2.2549, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 4.7843 [2020-11-16 20:21:51,569][root][INFO] - ===> Epoch[662](17283/26): Loss 0.0803, Sem 0.0803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.326e-01 Score 96.882 Data time: 0.1975, Forward time: 2.2549, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 4.5225 [2020-11-16 20:21:56,818][root][INFO] - ===> Epoch[662](17284/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.326e-01 Score 97.222 Data time: 0.2860, Forward time: 2.2550, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 5.1581 [2020-11-16 20:22:02,986][root][INFO] - ===> Epoch[663](17285/26): Loss 0.0891, Sem 0.0891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.326e-01 Score 97.023 Data time: 0.2433, Forward time: 2.2550, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 6.0507 [2020-11-16 20:22:08,901][root][INFO] - ===> Epoch[663](17286/26): Loss 0.0817, Sem 0.0817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.325e-01 Score 97.068 Data time: 0.2913, Forward time: 2.2551, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.8113 [2020-11-16 20:22:14,166][root][INFO] - ===> Epoch[663](17287/26): Loss 0.0800, Sem 0.0800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.325e-01 Score 97.100 Data time: 0.1743, Forward time: 2.2551, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.1734 [2020-11-16 20:22:19,598][root][INFO] - ===> Epoch[663](17288/26): Loss 0.0857, Sem 0.0857, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.324e-01 Score 96.901 Data time: 0.2044, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.3374 [2020-11-16 20:22:26,326][root][INFO] - ===> Epoch[663](17289/26): Loss 0.0793, Sem 0.0793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.324e-01 Score 97.127 Data time: 0.2019, Forward time: 2.2550, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 6.6352 [2020-11-16 20:22:32,060][root][INFO] - ===> Epoch[663](17290/26): Loss 0.0927, Sem 0.0927, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.323e-01 Score 96.707 Data time: 0.1219, Forward time: 2.2550, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 5.6322 [2020-11-16 20:22:37,162][root][INFO] - ===> Epoch[663](17291/26): Loss 0.0877, Sem 0.0877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.323e-01 Score 97.019 Data time: 0.1672, Forward time: 2.2549, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 5.0619 [2020-11-16 20:22:42,388][root][INFO] - ===> Epoch[663](17292/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.322e-01 Score 96.936 Data time: 0.2653, Forward time: 2.2550, Backward time: 3.0516, DDP time: 0.0047, Total iter time: 5.1415 [2020-11-16 20:22:50,371][root][INFO] - ===> Epoch[663](17293/26): Loss 0.0705, Sem 0.0705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.322e-01 Score 97.410 Data time: 0.1931, Forward time: 2.2550, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 7.8836 [2020-11-16 20:22:55,486][root][INFO] - ===> Epoch[663](17294/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.322e-01 Score 96.879 Data time: 0.2246, Forward time: 2.2550, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 5.0278 [2020-11-16 20:23:01,131][root][INFO] - ===> Epoch[663](17295/26): Loss 0.0914, Sem 0.0914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.321e-01 Score 96.844 Data time: 0.2584, Forward time: 2.2550, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 5.5728 [2020-11-16 20:23:06,049][root][INFO] - ===> Epoch[663](17296/26): Loss 0.0705, Sem 0.0705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.321e-01 Score 97.429 Data time: 0.2105, Forward time: 2.2550, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 4.8023 [2020-11-16 20:23:11,801][root][INFO] - ===> Epoch[663](17297/26): Loss 0.0745, Sem 0.0745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.320e-01 Score 97.203 Data time: 0.2492, Forward time: 2.2550, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 5.6698 [2020-11-16 20:23:17,783][root][INFO] - ===> Epoch[663](17298/26): Loss 0.0850, Sem 0.0850, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.320e-01 Score 96.866 Data time: 0.1951, Forward time: 2.2550, Backward time: 3.0517, DDP time: 0.0047, Total iter time: 5.8757 [2020-11-16 20:23:24,314][root][INFO] - ===> Epoch[663](17299/26): Loss 0.0840, Sem 0.0840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.319e-01 Score 96.935 Data time: 0.1882, Forward time: 2.2550, Backward time: 3.0518, DDP time: 0.0047, Total iter time: 6.4477 [2020-11-16 20:23:30,397][root][INFO] - ===> Epoch[663](17300/26): Loss 0.0903, Sem 0.0903, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.319e-01 Score 96.938 Data time: 0.1915, Forward time: 2.2550, Backward time: 3.0519, DDP time: 0.0047, Total iter time: 6.0022 [2020-11-16 20:23:36,790][root][INFO] - ===> Epoch[663](17301/26): Loss 0.0806, Sem 0.0806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.319e-01 Score 97.106 Data time: 0.1571, Forward time: 2.2549, Backward time: 3.0520, DDP time: 0.0047, Total iter time: 6.3032 [2020-11-16 20:23:42,430][root][INFO] - ===> Epoch[663](17302/26): Loss 0.0781, Sem 0.0781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.318e-01 Score 97.222 Data time: 0.1549, Forward time: 2.2549, Backward time: 3.0520, DDP time: 0.0047, Total iter time: 5.5482 [2020-11-16 20:23:48,947][root][INFO] - ===> Epoch[663](17303/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.318e-01 Score 97.214 Data time: 0.1806, Forward time: 2.2549, Backward time: 3.0521, DDP time: 0.0047, Total iter time: 6.4643 [2020-11-16 20:23:53,751][root][INFO] - ===> Epoch[663](17304/26): Loss 0.0799, Sem 0.0799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.317e-01 Score 97.135 Data time: 0.1571, Forward time: 2.2548, Backward time: 3.0521, DDP time: 0.0047, Total iter time: 4.7256 [2020-11-16 20:23:59,141][root][INFO] - ===> Epoch[663](17305/26): Loss 0.0739, Sem 0.0739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.317e-01 Score 97.367 Data time: 0.1808, Forward time: 2.2548, Backward time: 3.0521, DDP time: 0.0047, Total iter time: 5.3159 [2020-11-16 20:24:04,275][root][INFO] - ===> Epoch[663](17306/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.316e-01 Score 97.342 Data time: 0.1809, Forward time: 2.2548, Backward time: 3.0521, DDP time: 0.0047, Total iter time: 5.0509 [2020-11-16 20:24:09,779][root][INFO] - ===> Epoch[663](17307/26): Loss 0.0809, Sem 0.0809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.316e-01 Score 97.099 Data time: 0.1755, Forward time: 2.2547, Backward time: 3.0521, DDP time: 0.0047, Total iter time: 5.4404 [2020-11-16 20:24:15,658][root][INFO] - ===> Epoch[663](17308/26): Loss 0.0830, Sem 0.0830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.315e-01 Score 96.995 Data time: 0.1671, Forward time: 2.2547, Backward time: 3.0522, DDP time: 0.0047, Total iter time: 5.8216 [2020-11-16 20:24:21,146][root][INFO] - ===> Epoch[663](17309/26): Loss 0.0886, Sem 0.0886, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.315e-01 Score 96.670 Data time: 0.1656, Forward time: 2.2547, Backward time: 3.0522, DDP time: 0.0047, Total iter time: 5.3922 [2020-11-16 20:24:27,092][root][INFO] - ===> Epoch[663](17310/26): Loss 0.0743, Sem 0.0743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.315e-01 Score 97.312 Data time: 0.2048, Forward time: 2.2547, Backward time: 3.0522, DDP time: 0.0047, Total iter time: 5.8658 [2020-11-16 20:24:33,780][root][INFO] - ===> Epoch[664](17311/26): Loss 0.0780, Sem 0.0780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.314e-01 Score 97.056 Data time: 0.2046, Forward time: 2.2547, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 6.5785 [2020-11-16 20:24:38,950][root][INFO] - ===> Epoch[664](17312/26): Loss 0.0808, Sem 0.0808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.314e-01 Score 97.037 Data time: 0.2044, Forward time: 2.2547, Backward time: 3.0522, DDP time: 0.0047, Total iter time: 5.0708 [2020-11-16 20:24:44,602][root][INFO] - ===> Epoch[664](17313/26): Loss 0.0791, Sem 0.0791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.313e-01 Score 97.012 Data time: 0.1492, Forward time: 2.2546, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 5.5643 [2020-11-16 20:24:49,771][root][INFO] - ===> Epoch[664](17314/26): Loss 0.0821, Sem 0.0821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.313e-01 Score 97.016 Data time: 0.1810, Forward time: 2.2546, Backward time: 3.0522, DDP time: 0.0047, Total iter time: 5.1216 [2020-11-16 20:24:55,203][root][INFO] - ===> Epoch[664](17315/26): Loss 0.0862, Sem 0.0862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.312e-01 Score 96.948 Data time: 0.1292, Forward time: 2.2546, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 5.3564 [2020-11-16 20:25:00,651][root][INFO] - ===> Epoch[664](17316/26): Loss 0.0751, Sem 0.0751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.312e-01 Score 97.286 Data time: 0.1846, Forward time: 2.2546, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 5.4192 [2020-11-16 20:25:05,528][root][INFO] - ===> Epoch[664](17317/26): Loss 0.0829, Sem 0.0829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.311e-01 Score 97.005 Data time: 0.1877, Forward time: 2.2546, Backward time: 3.0522, DDP time: 0.0047, Total iter time: 4.8028 [2020-11-16 20:25:11,360][root][INFO] - ===> Epoch[664](17318/26): Loss 0.0812, Sem 0.0812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.311e-01 Score 97.109 Data time: 0.1934, Forward time: 2.2546, Backward time: 3.0522, DDP time: 0.0047, Total iter time: 5.7347 [2020-11-16 20:25:18,605][root][INFO] - ===> Epoch[664](17319/26): Loss 0.0713, Sem 0.0713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.311e-01 Score 97.318 Data time: 0.2048, Forward time: 2.2546, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 7.1453 [2020-11-16 20:25:23,448][root][INFO] - ===> Epoch[664](17320/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.310e-01 Score 97.272 Data time: 0.1957, Forward time: 2.2546, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 4.7445 [2020-11-16 20:25:29,564][root][INFO] - ===> Epoch[664](17321/26): Loss 0.0835, Sem 0.0835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.310e-01 Score 97.122 Data time: 0.1891, Forward time: 2.2546, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 6.0290 [2020-11-16 20:25:35,616][root][INFO] - ===> Epoch[664](17322/26): Loss 0.0769, Sem 0.0769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.309e-01 Score 97.222 Data time: 0.3007, Forward time: 2.2546, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 5.9646 [2020-11-16 20:25:42,326][root][INFO] - ===> Epoch[664](17323/26): Loss 0.0855, Sem 0.0855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.309e-01 Score 96.961 Data time: 0.1377, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 6.5917 [2020-11-16 20:25:48,240][root][INFO] - ===> Epoch[664](17324/26): Loss 0.0769, Sem 0.0769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.308e-01 Score 97.218 Data time: 0.1974, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.8259 [2020-11-16 20:25:53,793][root][INFO] - ===> Epoch[664](17325/26): Loss 0.0931, Sem 0.0931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.308e-01 Score 96.725 Data time: 0.1786, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.4646 [2020-11-16 20:25:58,298][root][INFO] - ===> Epoch[664](17326/26): Loss 0.0821, Sem 0.0821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.308e-01 Score 97.053 Data time: 0.1948, Forward time: 2.2546, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 4.4143 [2020-11-16 20:26:04,908][root][INFO] - ===> Epoch[664](17327/26): Loss 0.0959, Sem 0.0959, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.307e-01 Score 96.529 Data time: 0.1815, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 6.5001 [2020-11-16 20:26:10,174][root][INFO] - ===> Epoch[664](17328/26): Loss 0.0698, Sem 0.0698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.307e-01 Score 97.460 Data time: 0.1801, Forward time: 2.2545, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.1813 [2020-11-16 20:26:16,013][root][INFO] - ===> Epoch[664](17329/26): Loss 0.0862, Sem 0.0862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.306e-01 Score 96.949 Data time: 0.2140, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.7648 [2020-11-16 20:26:22,450][root][INFO] - ===> Epoch[664](17330/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.306e-01 Score 97.000 Data time: 0.1824, Forward time: 2.2545, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 6.3380 [2020-11-16 20:26:27,762][root][INFO] - ===> Epoch[664](17331/26): Loss 0.0750, Sem 0.0750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.305e-01 Score 97.326 Data time: 0.2701, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.2276 [2020-11-16 20:26:34,521][root][INFO] - ===> Epoch[664](17332/26): Loss 0.0838, Sem 0.0838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.305e-01 Score 96.970 Data time: 0.2542, Forward time: 2.2546, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 6.6666 [2020-11-16 20:26:39,850][root][INFO] - ===> Epoch[664](17333/26): Loss 0.0831, Sem 0.0831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.304e-01 Score 97.047 Data time: 0.2453, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.2199 [2020-11-16 20:26:45,438][root][INFO] - ===> Epoch[664](17334/26): Loss 0.0706, Sem 0.0706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.304e-01 Score 97.400 Data time: 0.2469, Forward time: 2.2547, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 5.4821 [2020-11-16 20:26:51,515][root][INFO] - ===> Epoch[664](17335/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.304e-01 Score 97.276 Data time: 0.1676, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.9687 [2020-11-16 20:26:57,559][root][INFO] - ===> Epoch[664](17336/26): Loss 0.0800, Sem 0.0800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.303e-01 Score 96.925 Data time: 0.2016, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.9747 [2020-11-16 20:27:03,484][root][INFO] - ===> Epoch[665](17337/26): Loss 0.0816, Sem 0.0816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.303e-01 Score 97.034 Data time: 0.1991, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.8368 [2020-11-16 20:27:08,467][root][INFO] - ===> Epoch[665](17338/26): Loss 0.0855, Sem 0.0855, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.302e-01 Score 96.963 Data time: 0.2409, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 4.9045 [2020-11-16 20:27:13,957][root][INFO] - ===> Epoch[665](17339/26): Loss 0.0804, Sem 0.0804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.302e-01 Score 97.118 Data time: 0.1631, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.3728 [2020-11-16 20:27:19,673][root][INFO] - ===> Epoch[665](17340/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.301e-01 Score 96.876 Data time: 0.2063, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.6503 [2020-11-16 20:27:24,822][root][INFO] - ===> Epoch[665](17341/26): Loss 0.0808, Sem 0.0808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.301e-01 Score 96.974 Data time: 0.1844, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.0476 [2020-11-16 20:27:29,873][root][INFO] - ===> Epoch[665](17342/26): Loss 0.0851, Sem 0.0851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.300e-01 Score 96.956 Data time: 0.1469, Forward time: 2.2546, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 4.9561 [2020-11-16 20:27:36,349][root][INFO] - ===> Epoch[665](17343/26): Loss 0.0777, Sem 0.0777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.300e-01 Score 97.129 Data time: 0.2166, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 6.4027 [2020-11-16 20:27:41,844][root][INFO] - ===> Epoch[665](17344/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.300e-01 Score 97.329 Data time: 0.1945, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.3827 [2020-11-16 20:27:47,248][root][INFO] - ===> Epoch[665](17345/26): Loss 0.0796, Sem 0.0796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.299e-01 Score 97.177 Data time: 0.1940, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.2882 [2020-11-16 20:27:53,315][root][INFO] - ===> Epoch[665](17346/26): Loss 0.0743, Sem 0.0743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.299e-01 Score 97.306 Data time: 0.1685, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.9574 [2020-11-16 20:27:58,744][root][INFO] - ===> Epoch[665](17347/26): Loss 0.0928, Sem 0.0928, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.298e-01 Score 96.627 Data time: 0.1724, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.3384 [2020-11-16 20:28:04,652][root][INFO] - ===> Epoch[665](17348/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.298e-01 Score 97.457 Data time: 0.1690, Forward time: 2.2545, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 5.8207 [2020-11-16 20:28:10,907][root][INFO] - ===> Epoch[665](17349/26): Loss 0.0866, Sem 0.0866, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.297e-01 Score 96.919 Data time: 0.3337, Forward time: 2.2546, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 6.1856 [2020-11-16 20:28:16,153][root][INFO] - ===> Epoch[665](17350/26): Loss 0.0806, Sem 0.0806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.297e-01 Score 97.123 Data time: 0.2164, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.1269 [2020-11-16 20:28:21,627][root][INFO] - ===> Epoch[665](17351/26): Loss 0.0746, Sem 0.0746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.296e-01 Score 97.350 Data time: 0.1837, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.3574 [2020-11-16 20:28:27,303][root][INFO] - ===> Epoch[665](17352/26): Loss 0.0691, Sem 0.0691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.296e-01 Score 97.610 Data time: 0.1763, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.5940 [2020-11-16 20:28:34,102][root][INFO] - ===> Epoch[665](17353/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.296e-01 Score 97.017 Data time: 0.2580, Forward time: 2.2547, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 6.7229 [2020-11-16 20:28:40,388][root][INFO] - ===> Epoch[665](17354/26): Loss 0.0833, Sem 0.0833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.295e-01 Score 96.973 Data time: 0.1669, Forward time: 2.2546, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 6.1606 [2020-11-16 20:28:46,008][root][INFO] - ===> Epoch[665](17355/26): Loss 0.0783, Sem 0.0783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.295e-01 Score 97.161 Data time: 0.2167, Forward time: 2.2547, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 5.5164 [2020-11-16 20:28:51,570][root][INFO] - ===> Epoch[665](17356/26): Loss 0.0821, Sem 0.0821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.294e-01 Score 96.963 Data time: 0.2381, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.4675 [2020-11-16 20:28:57,459][root][INFO] - ===> Epoch[665](17357/26): Loss 0.0778, Sem 0.0778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.294e-01 Score 97.296 Data time: 0.1577, Forward time: 2.2547, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 5.7909 [2020-11-16 20:29:02,653][root][INFO] - ===> Epoch[665](17358/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.293e-01 Score 97.499 Data time: 0.2342, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.1162 [2020-11-16 20:29:08,764][root][INFO] - ===> Epoch[665](17359/26): Loss 0.0806, Sem 0.0806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.293e-01 Score 97.108 Data time: 0.2108, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.9954 [2020-11-16 20:29:14,797][root][INFO] - ===> Epoch[665](17360/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.293e-01 Score 97.055 Data time: 0.2045, Forward time: 2.2547, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 5.9475 [2020-11-16 20:29:19,784][root][INFO] - ===> Epoch[665](17361/26): Loss 0.0918, Sem 0.0918, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.292e-01 Score 97.126 Data time: 0.1683, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 4.8941 [2020-11-16 20:29:25,439][root][INFO] - ===> Epoch[665](17362/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.292e-01 Score 97.268 Data time: 0.1907, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.5717 [2020-11-16 20:29:30,650][root][INFO] - ===> Epoch[666](17363/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.291e-01 Score 97.590 Data time: 0.2133, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.1123 [2020-11-16 20:29:36,453][root][INFO] - ===> Epoch[666](17364/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.291e-01 Score 97.546 Data time: 0.2590, Forward time: 2.2548, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 5.7015 [2020-11-16 20:29:43,100][root][INFO] - ===> Epoch[666](17365/26): Loss 0.0750, Sem 0.0750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.290e-01 Score 97.252 Data time: 0.1641, Forward time: 2.2548, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 6.5203 [2020-11-16 20:29:49,190][root][INFO] - ===> Epoch[666](17366/26): Loss 0.0750, Sem 0.0750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.290e-01 Score 97.354 Data time: 0.1578, Forward time: 2.2547, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 5.9970 [2020-11-16 20:29:54,155][root][INFO] - ===> Epoch[666](17367/26): Loss 0.0906, Sem 0.0906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.289e-01 Score 96.831 Data time: 0.1440, Forward time: 2.2547, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 4.8821 [2020-11-16 20:29:58,644][root][INFO] - ===> Epoch[666](17368/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.289e-01 Score 97.239 Data time: 0.1815, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 4.4091 [2020-11-16 20:30:04,299][root][INFO] - ===> Epoch[666](17369/26): Loss 0.0770, Sem 0.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.289e-01 Score 97.121 Data time: 0.2330, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.5710 [2020-11-16 20:30:10,451][root][INFO] - ===> Epoch[666](17370/26): Loss 0.0786, Sem 0.0786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.288e-01 Score 97.217 Data time: 0.1919, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 6.0526 [2020-11-16 20:30:16,433][root][INFO] - ===> Epoch[666](17371/26): Loss 0.0796, Sem 0.0796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.288e-01 Score 97.113 Data time: 0.2227, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.8723 [2020-11-16 20:30:23,148][root][INFO] - ===> Epoch[666](17372/26): Loss 0.0879, Sem 0.0879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.287e-01 Score 96.570 Data time: 0.2062, Forward time: 2.2547, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 6.6174 [2020-11-16 20:30:27,794][root][INFO] - ===> Epoch[666](17373/26): Loss 0.0736, Sem 0.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.287e-01 Score 97.384 Data time: 0.1764, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 4.5568 [2020-11-16 20:30:33,017][root][INFO] - ===> Epoch[666](17374/26): Loss 0.0929, Sem 0.0929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.286e-01 Score 96.793 Data time: 0.1843, Forward time: 2.2547, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.1326 [2020-11-16 20:30:37,943][root][INFO] - ===> Epoch[666](17375/26): Loss 0.0695, Sem 0.0695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.286e-01 Score 97.589 Data time: 0.2004, Forward time: 2.2547, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 4.8239 [2020-11-16 20:30:42,911][root][INFO] - ===> Epoch[666](17376/26): Loss 0.0781, Sem 0.0781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.285e-01 Score 97.175 Data time: 0.1724, Forward time: 2.2546, Backward time: 3.0523, DDP time: 0.0047, Total iter time: 4.8566 [2020-11-16 20:30:49,639][root][INFO] - ===> Epoch[666](17377/26): Loss 0.0704, Sem 0.0704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.285e-01 Score 97.398 Data time: 0.1295, Forward time: 2.2546, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 6.6460 [2020-11-16 20:30:54,766][root][INFO] - ===> Epoch[666](17378/26): Loss 0.0677, Sem 0.0677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.285e-01 Score 97.545 Data time: 0.1895, Forward time: 2.2546, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 5.0813 [2020-11-16 20:31:00,308][root][INFO] - ===> Epoch[666](17379/26): Loss 0.0772, Sem 0.0772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.284e-01 Score 97.155 Data time: 0.1945, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.4396 [2020-11-16 20:31:06,736][root][INFO] - ===> Epoch[666](17380/26): Loss 0.0726, Sem 0.0726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.284e-01 Score 97.303 Data time: 0.1857, Forward time: 2.2546, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 6.3393 [2020-11-16 20:31:13,936][root][INFO] - ===> Epoch[666](17381/26): Loss 0.0737, Sem 0.0737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.283e-01 Score 97.402 Data time: 0.2223, Forward time: 2.2546, Backward time: 3.0526, DDP time: 0.0047, Total iter time: 7.0965 [2020-11-16 20:31:19,149][root][INFO] - ===> Epoch[666](17382/26): Loss 0.0772, Sem 0.0772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.283e-01 Score 97.227 Data time: 0.1649, Forward time: 2.2546, Backward time: 3.0526, DDP time: 0.0047, Total iter time: 5.0969 [2020-11-16 20:31:24,499][root][INFO] - ===> Epoch[666](17383/26): Loss 0.0744, Sem 0.0744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.282e-01 Score 97.153 Data time: 0.2038, Forward time: 2.2546, Backward time: 3.0526, DDP time: 0.0047, Total iter time: 5.2441 [2020-11-16 20:31:28,943][root][INFO] - ===> Epoch[666](17384/26): Loss 0.0763, Sem 0.0763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.282e-01 Score 97.162 Data time: 0.1593, Forward time: 2.2545, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 4.3461 [2020-11-16 20:31:33,997][root][INFO] - ===> Epoch[666](17385/26): Loss 0.0717, Sem 0.0717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.281e-01 Score 97.278 Data time: 0.2159, Forward time: 2.2546, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 4.9681 [2020-11-16 20:31:39,297][root][INFO] - ===> Epoch[666](17386/26): Loss 0.0815, Sem 0.0815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.281e-01 Score 96.923 Data time: 0.1483, Forward time: 2.2545, Backward time: 3.0524, DDP time: 0.0047, Total iter time: 5.1925 [2020-11-16 20:31:45,029][root][INFO] - ===> Epoch[666](17387/26): Loss 0.0756, Sem 0.0756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.281e-01 Score 97.286 Data time: 0.1776, Forward time: 2.2545, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 5.6490 [2020-11-16 20:31:50,725][root][INFO] - ===> Epoch[666](17388/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.280e-01 Score 97.246 Data time: 0.2075, Forward time: 2.2545, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 5.6001 [2020-11-16 20:31:57,414][root][INFO] - ===> Epoch[667](17389/26): Loss 0.0682, Sem 0.0682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.280e-01 Score 97.498 Data time: 0.1534, Forward time: 2.2545, Backward time: 3.0526, DDP time: 0.0047, Total iter time: 6.5729 [2020-11-16 20:32:02,332][root][INFO] - ===> Epoch[667](17390/26): Loss 0.0790, Sem 0.0790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.279e-01 Score 97.101 Data time: 0.2133, Forward time: 2.2545, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 4.8276 [2020-11-16 20:32:08,271][root][INFO] - ===> Epoch[667](17391/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.279e-01 Score 97.297 Data time: 0.2196, Forward time: 2.2545, Backward time: 3.0525, DDP time: 0.0047, Total iter time: 5.8288 [2020-11-16 20:32:14,398][root][INFO] - ===> Epoch[667](17392/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.278e-01 Score 97.334 Data time: 0.2173, Forward time: 2.2545, Backward time: 3.0526, DDP time: 0.0047, Total iter time: 6.0207 [2020-11-16 20:32:19,855][root][INFO] - ===> Epoch[667](17393/26): Loss 0.0769, Sem 0.0769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.278e-01 Score 97.231 Data time: 0.1552, Forward time: 2.2544, Backward time: 3.0526, DDP time: 0.0047, Total iter time: 5.3436 [2020-11-16 20:32:26,308][root][INFO] - ===> Epoch[667](17394/26): Loss 0.0745, Sem 0.0745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.278e-01 Score 97.295 Data time: 0.1977, Forward time: 2.2544, Backward time: 3.0527, DDP time: 0.0047, Total iter time: 6.3687 [2020-11-16 20:32:31,532][root][INFO] - ===> Epoch[667](17395/26): Loss 0.0715, Sem 0.0715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.277e-01 Score 97.355 Data time: 0.2077, Forward time: 2.2544, Backward time: 3.0526, DDP time: 0.0047, Total iter time: 5.1226 [2020-11-16 20:32:38,063][root][INFO] - ===> Epoch[667](17396/26): Loss 0.0806, Sem 0.0806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.277e-01 Score 96.886 Data time: 0.2289, Forward time: 2.2545, Backward time: 3.0527, DDP time: 0.0047, Total iter time: 6.4271 [2020-11-16 20:32:44,099][root][INFO] - ===> Epoch[667](17397/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.276e-01 Score 97.378 Data time: 0.1400, Forward time: 2.2544, Backward time: 3.0527, DDP time: 0.0047, Total iter time: 5.9107 [2020-11-16 20:32:50,509][root][INFO] - ===> Epoch[667](17398/26): Loss 0.0780, Sem 0.0780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.276e-01 Score 97.074 Data time: 0.2158, Forward time: 2.2544, Backward time: 3.0528, DDP time: 0.0047, Total iter time: 6.3261 [2020-11-16 20:32:56,453][root][INFO] - ===> Epoch[667](17399/26): Loss 0.0818, Sem 0.0818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.275e-01 Score 97.031 Data time: 0.1994, Forward time: 2.2544, Backward time: 3.0528, DDP time: 0.0047, Total iter time: 5.8314 [2020-11-16 20:33:02,169][root][INFO] - ===> Epoch[667](17400/26): Loss 0.0827, Sem 0.0827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.275e-01 Score 97.127 Data time: 0.1932, Forward time: 2.2544, Backward time: 3.0528, DDP time: 0.0047, Total iter time: 5.6218 [2020-11-16 20:33:07,877][root][INFO] - ===> Epoch[667](17401/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.274e-01 Score 97.564 Data time: 0.1939, Forward time: 2.2544, Backward time: 3.0528, DDP time: 0.0047, Total iter time: 5.6185 [2020-11-16 20:33:12,525][root][INFO] - ===> Epoch[667](17402/26): Loss 0.0802, Sem 0.0802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.274e-01 Score 96.919 Data time: 0.1958, Forward time: 2.2544, Backward time: 3.0527, DDP time: 0.0047, Total iter time: 4.5535 [2020-11-16 20:33:18,908][root][INFO] - ===> Epoch[667](17403/26): Loss 0.0799, Sem 0.0799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.274e-01 Score 97.178 Data time: 0.2293, Forward time: 2.2545, Backward time: 3.0527, DDP time: 0.0047, Total iter time: 6.2837 [2020-11-16 20:33:25,477][root][INFO] - ===> Epoch[667](17404/26): Loss 0.0835, Sem 0.0835, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.273e-01 Score 96.920 Data time: 0.1826, Forward time: 2.2545, Backward time: 3.0528, DDP time: 0.0047, Total iter time: 6.4563 [2020-11-16 20:33:31,821][root][INFO] - ===> Epoch[667](17405/26): Loss 0.0744, Sem 0.0744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.273e-01 Score 97.360 Data time: 0.2122, Forward time: 2.2545, Backward time: 3.0529, DDP time: 0.0047, Total iter time: 6.2552 [2020-11-16 20:33:37,880][root][INFO] - ===> Epoch[667](17406/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.272e-01 Score 97.377 Data time: 0.1679, Forward time: 2.2544, Backward time: 3.0529, DDP time: 0.0047, Total iter time: 5.9590 [2020-11-16 20:33:44,301][root][INFO] - ===> Epoch[667](17407/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.272e-01 Score 97.362 Data time: 0.1791, Forward time: 2.2544, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 6.3431 [2020-11-16 20:33:49,618][root][INFO] - ===> Epoch[667](17408/26): Loss 0.0745, Sem 0.0745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.271e-01 Score 97.125 Data time: 0.1615, Forward time: 2.2544, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 5.2431 [2020-11-16 20:33:54,111][root][INFO] - ===> Epoch[667](17409/26): Loss 0.0720, Sem 0.0720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.271e-01 Score 97.240 Data time: 0.2003, Forward time: 2.2544, Backward time: 3.0529, DDP time: 0.0047, Total iter time: 4.4232 [2020-11-16 20:33:59,762][root][INFO] - ===> Epoch[667](17410/26): Loss 0.0732, Sem 0.0732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.270e-01 Score 97.300 Data time: 0.1983, Forward time: 2.2544, Backward time: 3.0529, DDP time: 0.0047, Total iter time: 5.5430 [2020-11-16 20:34:05,107][root][INFO] - ===> Epoch[667](17411/26): Loss 0.0788, Sem 0.0788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.270e-01 Score 97.115 Data time: 0.2255, Forward time: 2.2544, Backward time: 3.0529, DDP time: 0.0047, Total iter time: 5.2382 [2020-11-16 20:34:10,175][root][INFO] - ===> Epoch[667](17412/26): Loss 0.0736, Sem 0.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.270e-01 Score 97.269 Data time: 0.2306, Forward time: 2.2545, Backward time: 3.0528, DDP time: 0.0047, Total iter time: 4.9548 [2020-11-16 20:34:17,216][root][INFO] - ===> Epoch[667](17413/26): Loss 0.0898, Sem 0.0898, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.269e-01 Score 96.751 Data time: 0.1638, Forward time: 2.2544, Backward time: 3.0529, DDP time: 0.0047, Total iter time: 6.9384 [2020-11-16 20:34:22,267][root][INFO] - ===> Epoch[667](17414/26): Loss 0.0755, Sem 0.0755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.269e-01 Score 97.244 Data time: 0.1980, Forward time: 2.2544, Backward time: 3.0529, DDP time: 0.0047, Total iter time: 4.9575 [2020-11-16 20:34:28,093][root][INFO] - ===> Epoch[668](17415/26): Loss 0.0718, Sem 0.0718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.268e-01 Score 97.396 Data time: 0.2483, Forward time: 2.2545, Backward time: 3.0528, DDP time: 0.0047, Total iter time: 5.7393 [2020-11-16 20:34:33,938][root][INFO] - ===> Epoch[668](17416/26): Loss 0.0756, Sem 0.0756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.268e-01 Score 97.231 Data time: 0.2592, Forward time: 2.2545, Backward time: 3.0528, DDP time: 0.0047, Total iter time: 5.7261 [2020-11-16 20:34:39,827][root][INFO] - ===> Epoch[668](17417/26): Loss 0.0744, Sem 0.0744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.267e-01 Score 97.331 Data time: 0.1648, Forward time: 2.2545, Backward time: 3.0528, DDP time: 0.0047, Total iter time: 5.7652 [2020-11-16 20:34:46,029][root][INFO] - ===> Epoch[668](17418/26): Loss 0.0783, Sem 0.0783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.267e-01 Score 97.124 Data time: 0.1739, Forward time: 2.2545, Backward time: 3.0529, DDP time: 0.0047, Total iter time: 6.1217 [2020-11-16 20:34:52,518][root][INFO] - ===> Epoch[668](17419/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.266e-01 Score 97.487 Data time: 0.1691, Forward time: 2.2545, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 6.3933 [2020-11-16 20:34:57,686][root][INFO] - ===> Epoch[668](17420/26): Loss 0.0678, Sem 0.0678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.266e-01 Score 97.565 Data time: 0.2099, Forward time: 2.2545, Backward time: 3.0529, DDP time: 0.0047, Total iter time: 5.0887 [2020-11-16 20:35:02,838][root][INFO] - ===> Epoch[668](17421/26): Loss 0.0724, Sem 0.0724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.266e-01 Score 97.399 Data time: 0.2172, Forward time: 2.2545, Backward time: 3.0529, DDP time: 0.0047, Total iter time: 5.0594 [2020-11-16 20:35:08,729][root][INFO] - ===> Epoch[668](17422/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.265e-01 Score 96.928 Data time: 0.1096, Forward time: 2.2544, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 5.7946 [2020-11-16 20:35:15,021][root][INFO] - ===> Epoch[668](17423/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.265e-01 Score 97.249 Data time: 0.1501, Forward time: 2.2544, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 6.2383 [2020-11-16 20:35:20,179][root][INFO] - ===> Epoch[668](17424/26): Loss 0.0856, Sem 0.0856, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.264e-01 Score 96.893 Data time: 0.1961, Forward time: 2.2544, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 5.0891 [2020-11-16 20:35:26,572][root][INFO] - ===> Epoch[668](17425/26): Loss 0.0860, Sem 0.0860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.264e-01 Score 97.103 Data time: 0.2221, Forward time: 2.2544, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 6.2936 [2020-11-16 20:35:32,017][root][INFO] - ===> Epoch[668](17426/26): Loss 0.0760, Sem 0.0760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.263e-01 Score 97.237 Data time: 0.2076, Forward time: 2.2543, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 5.3375 [2020-11-16 20:35:36,922][root][INFO] - ===> Epoch[668](17427/26): Loss 0.0662, Sem 0.0662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.263e-01 Score 97.675 Data time: 0.2075, Forward time: 2.2544, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 4.8173 [2020-11-16 20:35:42,448][root][INFO] - ===> Epoch[668](17428/26): Loss 0.0659, Sem 0.0659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.263e-01 Score 97.651 Data time: 0.1644, Forward time: 2.2543, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 5.4168 [2020-11-16 20:35:49,140][root][INFO] - ===> Epoch[668](17429/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.262e-01 Score 97.035 Data time: 0.1364, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 6.6313 [2020-11-16 20:35:55,782][root][INFO] - ===> Epoch[668](17430/26): Loss 0.0764, Sem 0.0764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.262e-01 Score 97.291 Data time: 0.2134, Forward time: 2.2543, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 6.5760 [2020-11-16 20:36:00,570][root][INFO] - ===> Epoch[668](17431/26): Loss 0.0804, Sem 0.0804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.261e-01 Score 97.002 Data time: 0.1741, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.7197 [2020-11-16 20:36:06,188][root][INFO] - ===> Epoch[668](17432/26): Loss 0.0738, Sem 0.0738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.261e-01 Score 97.356 Data time: 0.2228, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.5376 [2020-11-16 20:36:11,419][root][INFO] - ===> Epoch[668](17433/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.260e-01 Score 97.727 Data time: 0.1464, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.1163 [2020-11-16 20:36:17,561][root][INFO] - ===> Epoch[668](17434/26): Loss 0.0873, Sem 0.0873, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.260e-01 Score 96.844 Data time: 0.1308, Forward time: 2.2542, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 6.0393 [2020-11-16 20:36:22,436][root][INFO] - ===> Epoch[668](17435/26): Loss 0.0818, Sem 0.0818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.259e-01 Score 96.811 Data time: 0.2216, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.8028 [2020-11-16 20:36:27,365][root][INFO] - ===> Epoch[668](17436/26): Loss 0.0867, Sem 0.0867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.259e-01 Score 96.835 Data time: 0.1997, Forward time: 2.2542, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 4.8272 [2020-11-16 20:36:33,035][root][INFO] - ===> Epoch[668](17437/26): Loss 0.0798, Sem 0.0798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.259e-01 Score 97.151 Data time: 0.2093, Forward time: 2.2542, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 5.5651 [2020-11-16 20:36:38,851][root][INFO] - ===> Epoch[668](17438/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.258e-01 Score 97.401 Data time: 0.1368, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.7169 [2020-11-16 20:36:44,295][root][INFO] - ===> Epoch[668](17439/26): Loss 0.0859, Sem 0.0859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.258e-01 Score 96.881 Data time: 0.1719, Forward time: 2.2541, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.3646 [2020-11-16 20:36:51,066][root][INFO] - ===> Epoch[668](17440/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.257e-01 Score 97.336 Data time: 0.1680, Forward time: 2.2541, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 6.6704 [2020-11-16 20:36:57,831][root][INFO] - ===> Epoch[669](17441/26): Loss 0.0800, Sem 0.0800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.257e-01 Score 97.038 Data time: 0.2823, Forward time: 2.2541, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 6.6878 [2020-11-16 20:37:02,903][root][INFO] - ===> Epoch[669](17442/26): Loss 0.0731, Sem 0.0731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.256e-01 Score 97.314 Data time: 0.2262, Forward time: 2.2541, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 4.9382 [2020-11-16 20:37:08,915][root][INFO] - ===> Epoch[669](17443/26): Loss 0.0846, Sem 0.0846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.256e-01 Score 97.045 Data time: 0.2584, Forward time: 2.2542, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.9029 [2020-11-16 20:37:15,017][root][INFO] - ===> Epoch[669](17444/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.255e-01 Score 97.461 Data time: 0.2234, Forward time: 2.2542, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.9899 [2020-11-16 20:37:19,332][root][INFO] - ===> Epoch[669](17445/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.255e-01 Score 97.356 Data time: 0.1455, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.2025 [2020-11-16 20:37:24,626][root][INFO] - ===> Epoch[669](17446/26): Loss 0.0848, Sem 0.0848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.255e-01 Score 97.240 Data time: 0.1625, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.2254 [2020-11-16 20:37:29,671][root][INFO] - ===> Epoch[669](17447/26): Loss 0.0717, Sem 0.0717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.254e-01 Score 97.382 Data time: 0.2145, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.9843 [2020-11-16 20:37:37,005][root][INFO] - ===> Epoch[669](17448/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.254e-01 Score 96.963 Data time: 0.2649, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 7.2273 [2020-11-16 20:37:42,066][root][INFO] - ===> Epoch[669](17449/26): Loss 0.0931, Sem 0.0931, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.253e-01 Score 96.496 Data time: 0.1929, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.9498 [2020-11-16 20:37:48,049][root][INFO] - ===> Epoch[669](17450/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.253e-01 Score 97.048 Data time: 0.2358, Forward time: 2.2543, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 5.8687 [2020-11-16 20:37:52,810][root][INFO] - ===> Epoch[669](17451/26): Loss 0.0831, Sem 0.0831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.252e-01 Score 97.146 Data time: 0.1951, Forward time: 2.2543, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 4.6550 [2020-11-16 20:37:59,149][root][INFO] - ===> Epoch[669](17452/26): Loss 0.0803, Sem 0.0803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.252e-01 Score 97.133 Data time: 0.1834, Forward time: 2.2543, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 6.2310 [2020-11-16 20:38:04,490][root][INFO] - ===> Epoch[669](17453/26): Loss 0.0815, Sem 0.0815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.251e-01 Score 97.182 Data time: 0.1896, Forward time: 2.2543, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 5.2353 [2020-11-16 20:38:10,614][root][INFO] - ===> Epoch[669](17454/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.251e-01 Score 97.547 Data time: 0.1556, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 6.0115 [2020-11-16 20:38:17,707][root][INFO] - ===> Epoch[669](17455/26): Loss 0.0818, Sem 0.0818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.251e-01 Score 97.036 Data time: 0.3710, Forward time: 2.2544, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 7.0200 [2020-11-16 20:38:22,384][root][INFO] - ===> Epoch[669](17456/26): Loss 0.0694, Sem 0.0694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.250e-01 Score 97.542 Data time: 0.1810, Forward time: 2.2544, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 4.5668 [2020-11-16 20:38:27,980][root][INFO] - ===> Epoch[669](17457/26): Loss 0.0829, Sem 0.0829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.250e-01 Score 96.801 Data time: 0.1285, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.4895 [2020-11-16 20:38:33,579][root][INFO] - ===> Epoch[669](17458/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.249e-01 Score 97.079 Data time: 0.1922, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.5339 [2020-11-16 20:38:38,960][root][INFO] - ===> Epoch[669](17459/26): Loss 0.0749, Sem 0.0749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.249e-01 Score 97.337 Data time: 0.2352, Forward time: 2.2543, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 5.2812 [2020-11-16 20:38:44,666][root][INFO] - ===> Epoch[669](17460/26): Loss 0.0832, Sem 0.0832, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.248e-01 Score 97.004 Data time: 0.1637, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.5989 [2020-11-16 20:38:50,703][root][INFO] - ===> Epoch[669](17461/26): Loss 0.0896, Sem 0.0896, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.248e-01 Score 96.699 Data time: 0.1988, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.9384 [2020-11-16 20:38:55,660][root][INFO] - ===> Epoch[669](17462/26): Loss 0.0838, Sem 0.0838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.247e-01 Score 96.653 Data time: 0.1819, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.8425 [2020-11-16 20:39:01,839][root][INFO] - ===> Epoch[669](17463/26): Loss 0.0775, Sem 0.0775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.247e-01 Score 97.173 Data time: 0.1721, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 6.0704 [2020-11-16 20:39:09,111][root][INFO] - ===> Epoch[669](17464/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.247e-01 Score 97.543 Data time: 0.1504, Forward time: 2.2542, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 7.1771 [2020-11-16 20:39:15,202][root][INFO] - ===> Epoch[669](17465/26): Loss 0.0765, Sem 0.0765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.246e-01 Score 97.260 Data time: 0.2253, Forward time: 2.2542, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 6.0185 [2020-11-16 20:39:20,269][root][INFO] - ===> Epoch[669](17466/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.246e-01 Score 97.015 Data time: 0.1606, Forward time: 2.2541, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 4.9671 [2020-11-16 20:39:26,885][root][INFO] - ===> Epoch[670](17467/26): Loss 0.0806, Sem 0.0806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.245e-01 Score 97.188 Data time: 0.1727, Forward time: 2.2541, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 6.5283 [2020-11-16 20:39:32,953][root][INFO] - ===> Epoch[670](17468/26): Loss 0.0758, Sem 0.0758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.245e-01 Score 97.152 Data time: 0.2141, Forward time: 2.2541, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.9657 [2020-11-16 20:39:38,911][root][INFO] - ===> Epoch[670](17469/26): Loss 0.0843, Sem 0.0843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.244e-01 Score 96.723 Data time: 0.1591, Forward time: 2.2541, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.8566 [2020-11-16 20:39:45,489][root][INFO] - ===> Epoch[670](17470/26): Loss 0.0895, Sem 0.0895, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.244e-01 Score 96.707 Data time: 0.2107, Forward time: 2.2541, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 6.4981 [2020-11-16 20:39:50,689][root][INFO] - ===> Epoch[670](17471/26): Loss 0.0859, Sem 0.0859, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.243e-01 Score 97.056 Data time: 0.2216, Forward time: 2.2541, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.0745 [2020-11-16 20:39:56,129][root][INFO] - ===> Epoch[670](17472/26): Loss 0.0707, Sem 0.0707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.243e-01 Score 97.475 Data time: 0.2065, Forward time: 2.2541, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.3191 [2020-11-16 20:40:01,469][root][INFO] - ===> Epoch[670](17473/26): Loss 0.0921, Sem 0.0921, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.243e-01 Score 96.730 Data time: 0.1691, Forward time: 2.2541, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.2399 [2020-11-16 20:40:06,426][root][INFO] - ===> Epoch[670](17474/26): Loss 0.0785, Sem 0.0785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.242e-01 Score 97.199 Data time: 0.2226, Forward time: 2.2541, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 4.8618 [2020-11-16 20:40:10,955][root][INFO] - ===> Epoch[670](17475/26): Loss 0.0761, Sem 0.0761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.242e-01 Score 97.297 Data time: 0.1793, Forward time: 2.2541, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 4.4305 [2020-11-16 20:40:17,040][root][INFO] - ===> Epoch[670](17476/26): Loss 0.0798, Sem 0.0798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.241e-01 Score 97.081 Data time: 0.1648, Forward time: 2.2541, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 6.0020 [2020-11-16 20:40:22,340][root][INFO] - ===> Epoch[670](17477/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.241e-01 Score 97.366 Data time: 0.1587, Forward time: 2.2541, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.2259 [2020-11-16 20:40:27,577][root][INFO] - ===> Epoch[670](17478/26): Loss 0.0750, Sem 0.0750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.240e-01 Score 97.465 Data time: 0.1832, Forward time: 2.2540, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.1480 [2020-11-16 20:40:33,404][root][INFO] - ===> Epoch[670](17479/26): Loss 0.1017, Sem 0.1017, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.240e-01 Score 96.584 Data time: 0.1605, Forward time: 2.2540, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.7482 [2020-11-16 20:40:38,373][root][INFO] - ===> Epoch[670](17480/26): Loss 0.0838, Sem 0.0838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.240e-01 Score 97.036 Data time: 0.2061, Forward time: 2.2540, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 4.8907 [2020-11-16 20:40:44,277][root][INFO] - ===> Epoch[670](17481/26): Loss 0.0789, Sem 0.0789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.239e-01 Score 97.058 Data time: 0.2693, Forward time: 2.2540, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.7972 [2020-11-16 20:40:50,542][root][INFO] - ===> Epoch[670](17482/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.239e-01 Score 97.281 Data time: 0.3314, Forward time: 2.2541, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 6.1748 [2020-11-16 20:40:55,534][root][INFO] - ===> Epoch[670](17483/26): Loss 0.0848, Sem 0.0848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.238e-01 Score 96.994 Data time: 0.1737, Forward time: 2.2541, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 4.8780 [2020-11-16 20:41:01,700][root][INFO] - ===> Epoch[670](17484/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.238e-01 Score 96.941 Data time: 0.1576, Forward time: 2.2541, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 6.0485 [2020-11-16 20:41:07,849][root][INFO] - ===> Epoch[670](17485/26): Loss 0.0815, Sem 0.0815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.237e-01 Score 97.079 Data time: 0.1601, Forward time: 2.2540, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 6.0715 [2020-11-16 20:41:13,578][root][INFO] - ===> Epoch[670](17486/26): Loss 0.0869, Sem 0.0869, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.237e-01 Score 96.887 Data time: 0.1993, Forward time: 2.2540, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.6476 [2020-11-16 20:41:19,953][root][INFO] - ===> Epoch[670](17487/26): Loss 0.0774, Sem 0.0774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.236e-01 Score 97.122 Data time: 0.2588, Forward time: 2.2541, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 6.2862 [2020-11-16 20:41:26,243][root][INFO] - ===> Epoch[670](17488/26): Loss 0.0815, Sem 0.0815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.236e-01 Score 97.179 Data time: 0.2021, Forward time: 2.2541, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 6.1673 [2020-11-16 20:41:31,015][root][INFO] - ===> Epoch[670](17489/26): Loss 0.0904, Sem 0.0904, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.236e-01 Score 96.791 Data time: 0.1959, Forward time: 2.2541, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 4.6695 [2020-11-16 20:41:36,593][root][INFO] - ===> Epoch[670](17490/26): Loss 0.0813, Sem 0.0813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.235e-01 Score 97.030 Data time: 0.2087, Forward time: 2.2541, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.4752 [2020-11-16 20:41:41,626][root][INFO] - ===> Epoch[670](17491/26): Loss 0.0804, Sem 0.0804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.235e-01 Score 97.050 Data time: 0.2380, Forward time: 2.2541, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 4.9123 [2020-11-16 20:41:47,779][root][INFO] - ===> Epoch[670](17492/26): Loss 0.0805, Sem 0.0805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.234e-01 Score 97.161 Data time: 0.2606, Forward time: 2.2542, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 6.0426 [2020-11-16 20:41:52,561][root][INFO] - ===> Epoch[671](17493/26): Loss 0.0822, Sem 0.0822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.234e-01 Score 96.939 Data time: 0.1989, Forward time: 2.2542, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 4.6712 [2020-11-16 20:41:58,371][root][INFO] - ===> Epoch[671](17494/26): Loss 0.0848, Sem 0.0848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.233e-01 Score 97.246 Data time: 0.2047, Forward time: 2.2542, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.7124 [2020-11-16 20:42:03,305][root][INFO] - ===> Epoch[671](17495/26): Loss 0.0796, Sem 0.0796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.233e-01 Score 97.164 Data time: 0.2264, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.8231 [2020-11-16 20:42:08,316][root][INFO] - ===> Epoch[671](17496/26): Loss 0.0738, Sem 0.0738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.232e-01 Score 97.411 Data time: 0.1928, Forward time: 2.2542, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.9088 [2020-11-16 20:42:15,271][root][INFO] - ===> Epoch[671](17497/26): Loss 0.0902, Sem 0.0902, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.232e-01 Score 96.477 Data time: 0.2517, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 6.8475 [2020-11-16 20:42:21,497][root][INFO] - ===> Epoch[671](17498/26): Loss 0.0789, Sem 0.0789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.232e-01 Score 97.189 Data time: 0.3401, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 6.1205 [2020-11-16 20:42:26,401][root][INFO] - ===> Epoch[671](17499/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.231e-01 Score 97.564 Data time: 0.2189, Forward time: 2.2544, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 4.7933 [2020-11-16 20:42:31,811][root][INFO] - ===> Epoch[671](17500/26): Loss 0.0802, Sem 0.0802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.231e-01 Score 97.134 Data time: 0.2834, Forward time: 2.2544, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 5.3144 [2020-11-16 20:42:32,433][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 20:42:32,572][root][INFO] - ===> Start testing [2020-11-16 20:43:47,695][root][INFO] - 101/312: Data time: 0.2368, Iter time: 0.1623 Loss 0.018 (AVG: 0.585) Score 99.844 (AVG: 89.299) mIOU 69.447 mAP 73.091 mAcc 77.105 IOU: 85.357 96.622 54.961 72.296 89.501 81.895 76.901 64.471 59.567 86.973 24.573 74.437 58.172 58.490 42.337 51.268 90.530 77.807 91.473 51.305 mAP: 81.782 97.965 58.379 66.927 90.397 76.905 78.357 71.261 68.899 74.409 45.755 59.710 70.953 66.163 45.016 74.534 98.589 94.108 76.381 65.336 mAcc: 96.285 98.803 79.199 74.047 93.368 88.422 85.634 77.090 71.983 88.560 32.432 84.105 74.640 60.100 44.514 60.392 96.170 85.354 95.487 55.514 [2020-11-16 20:44:59,365][root][INFO] - 201/312: Data time: 0.0034, Iter time: 0.4081 Loss 0.134 (AVG: 0.528) Score 96.355 (AVG: 89.997) mIOU 71.916 mAP 75.464 mAcc 79.859 IOU: 85.887 96.405 60.241 78.303 90.967 86.175 75.848 63.112 57.265 84.595 28.325 69.914 59.272 66.081 56.601 66.857 92.358 73.057 92.930 54.135 mAP: 82.336 97.705 61.749 70.925 91.172 80.028 78.355 72.169 69.230 71.012 53.986 61.186 67.956 72.525 59.207 85.691 96.859 88.701 82.614 65.877 mAcc: 96.292 98.737 81.110 80.285 94.336 91.632 83.283 73.639 68.903 87.035 39.439 85.859 79.112 68.047 59.547 76.798 95.408 82.463 95.917 59.340 [2020-11-16 20:46:22,230][root][INFO] - 301/312: Data time: 0.0064, Iter time: 0.4709 Loss 0.418 (AVG: 0.551) Score 94.267 (AVG: 89.386) mIOU 71.432 mAP 75.266 mAcc 79.092 IOU: 84.687 96.499 61.581 80.845 90.826 85.759 74.120 62.141 57.317 80.502 30.135 67.767 62.020 68.338 54.210 65.178 93.260 66.539 89.925 56.992 mAP: 81.408 97.731 64.030 73.970 90.230 81.023 75.201 71.083 69.310 70.282 52.574 60.564 70.917 74.470 58.855 85.963 96.504 86.555 81.069 63.586 mAcc: 95.974 98.656 82.079 84.177 94.913 91.912 82.751 72.787 70.002 85.288 40.061 80.002 81.533 70.887 56.397 70.123 95.691 74.455 93.302 60.851 [2020-11-16 20:46:30,735][root][INFO] - 312/312: Data time: 0.0024, Iter time: 0.5122 Loss 0.335 (AVG: 0.548) Score 93.273 (AVG: 89.479) mIOU 71.510 mAP 75.378 mAcc 79.166 IOU: 84.781 96.480 61.307 81.281 91.030 85.161 74.588 62.353 57.300 80.539 30.731 67.759 62.319 69.604 53.327 65.178 93.339 66.958 89.977 56.196 mAP: 81.587 97.560 64.107 74.717 90.385 81.282 75.730 70.923 69.203 69.804 53.549 59.286 71.391 75.494 58.007 85.963 96.499 86.850 81.556 63.672 mAcc: 95.993 98.667 81.991 84.505 95.049 91.664 83.284 73.060 69.812 85.577 40.763 79.991 81.568 72.143 55.442 70.123 95.752 74.736 93.304 59.891 [2020-11-16 20:46:30,736][root][INFO] - Finished test. Elapsed time: 238.1621 [2020-11-16 20:46:30,860][root][INFO] - Current best mIoU: 71.999 at iter 16500 [2020-11-16 20:46:37,008][root][INFO] - ===> Epoch[671](17501/26): Loss 0.0746, Sem 0.0746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.230e-01 Score 97.304 Data time: 0.2854, Forward time: 2.2545, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 6.1410 [2020-11-16 20:46:42,960][root][INFO] - ===> Epoch[671](17502/26): Loss 0.0782, Sem 0.0782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.230e-01 Score 97.052 Data time: 0.2232, Forward time: 2.2545, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 5.8404 [2020-11-16 20:46:48,321][root][INFO] - ===> Epoch[671](17503/26): Loss 0.0737, Sem 0.0737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.229e-01 Score 97.283 Data time: 0.2532, Forward time: 2.2546, Backward time: 3.0529, DDP time: 0.0047, Total iter time: 5.2700 [2020-11-16 20:46:55,124][root][INFO] - ===> Epoch[671](17504/26): Loss 0.0919, Sem 0.0919, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.229e-01 Score 96.604 Data time: 0.1956, Forward time: 2.2546, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 6.6883 [2020-11-16 20:47:02,006][root][INFO] - ===> Epoch[671](17505/26): Loss 0.0766, Sem 0.0766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.228e-01 Score 97.199 Data time: 0.1895, Forward time: 2.2545, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 6.8174 [2020-11-16 20:47:07,938][root][INFO] - ===> Epoch[671](17506/26): Loss 0.0914, Sem 0.0914, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.228e-01 Score 96.707 Data time: 0.2127, Forward time: 2.2545, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.8209 [2020-11-16 20:47:13,997][root][INFO] - ===> Epoch[671](17507/26): Loss 0.0804, Sem 0.0804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.228e-01 Score 97.002 Data time: 0.1882, Forward time: 2.2545, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.9738 [2020-11-16 20:47:20,458][root][INFO] - ===> Epoch[671](17508/26): Loss 0.0744, Sem 0.0744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.227e-01 Score 97.313 Data time: 0.1813, Forward time: 2.2545, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 6.3579 [2020-11-16 20:47:25,042][root][INFO] - ===> Epoch[671](17509/26): Loss 0.0789, Sem 0.0789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.227e-01 Score 97.158 Data time: 0.1593, Forward time: 2.2544, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.4794 [2020-11-16 20:47:30,660][root][INFO] - ===> Epoch[671](17510/26): Loss 0.0875, Sem 0.0875, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.226e-01 Score 96.751 Data time: 0.2478, Forward time: 2.2545, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.5430 [2020-11-16 20:47:36,227][root][INFO] - ===> Epoch[671](17511/26): Loss 0.0781, Sem 0.0781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.226e-01 Score 97.164 Data time: 0.2303, Forward time: 2.2545, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.4550 [2020-11-16 20:47:43,357][root][INFO] - ===> Epoch[671](17512/26): Loss 0.0647, Sem 0.0647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.225e-01 Score 97.669 Data time: 0.2020, Forward time: 2.2545, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 7.0360 [2020-11-16 20:47:48,627][root][INFO] - ===> Epoch[671](17513/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.225e-01 Score 97.581 Data time: 0.2375, Forward time: 2.2545, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.1704 [2020-11-16 20:47:54,520][root][INFO] - ===> Epoch[671](17514/26): Loss 0.0806, Sem 0.0806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.224e-01 Score 97.021 Data time: 0.1693, Forward time: 2.2544, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.8041 [2020-11-16 20:48:00,780][root][INFO] - ===> Epoch[671](17515/26): Loss 0.0932, Sem 0.0932, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.224e-01 Score 96.691 Data time: 0.1946, Forward time: 2.2544, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 6.1922 [2020-11-16 20:48:06,015][root][INFO] - ===> Epoch[671](17516/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.224e-01 Score 97.199 Data time: 0.1900, Forward time: 2.2544, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 5.1575 [2020-11-16 20:48:11,538][root][INFO] - ===> Epoch[671](17517/26): Loss 0.0811, Sem 0.0811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.223e-01 Score 97.258 Data time: 0.2435, Forward time: 2.2544, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 5.4129 [2020-11-16 20:48:16,899][root][INFO] - ===> Epoch[671](17518/26): Loss 0.0735, Sem 0.0735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.223e-01 Score 97.364 Data time: 0.2337, Forward time: 2.2544, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.2575 [2020-11-16 20:48:22,328][root][INFO] - ===> Epoch[672](17519/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.222e-01 Score 97.300 Data time: 0.2515, Forward time: 2.2545, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.3277 [2020-11-16 20:48:28,124][root][INFO] - ===> Epoch[672](17520/26): Loss 0.0899, Sem 0.0899, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.222e-01 Score 96.750 Data time: 0.1956, Forward time: 2.2545, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.6912 [2020-11-16 20:48:34,644][root][INFO] - ===> Epoch[672](17521/26): Loss 0.0681, Sem 0.0681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.221e-01 Score 97.558 Data time: 0.1988, Forward time: 2.2545, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 6.4311 [2020-11-16 20:48:40,190][root][INFO] - ===> Epoch[672](17522/26): Loss 0.0780, Sem 0.0780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.221e-01 Score 97.264 Data time: 0.1696, Forward time: 2.2544, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 5.4671 [2020-11-16 20:48:44,579][root][INFO] - ===> Epoch[672](17523/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.220e-01 Score 96.915 Data time: 0.1848, Forward time: 2.2544, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 4.3127 [2020-11-16 20:48:49,266][root][INFO] - ===> Epoch[672](17524/26): Loss 0.0796, Sem 0.0796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.220e-01 Score 97.148 Data time: 0.2011, Forward time: 2.2544, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.5893 [2020-11-16 20:48:54,711][root][INFO] - ===> Epoch[672](17525/26): Loss 0.0848, Sem 0.0848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.220e-01 Score 96.807 Data time: 0.1513, Forward time: 2.2544, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.3314 [2020-11-16 20:49:00,842][root][INFO] - ===> Epoch[672](17526/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.219e-01 Score 97.447 Data time: 0.1817, Forward time: 2.2544, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 6.0573 [2020-11-16 20:49:06,406][root][INFO] - ===> Epoch[672](17527/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.219e-01 Score 97.123 Data time: 0.1927, Forward time: 2.2544, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.4650 [2020-11-16 20:49:10,678][root][INFO] - ===> Epoch[672](17528/26): Loss 0.0779, Sem 0.0779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.218e-01 Score 97.205 Data time: 0.1592, Forward time: 2.2543, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 4.1673 [2020-11-16 20:49:16,269][root][INFO] - ===> Epoch[672](17529/26): Loss 0.0862, Sem 0.0862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.218e-01 Score 96.881 Data time: 0.1845, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.5086 [2020-11-16 20:49:23,687][root][INFO] - ===> Epoch[672](17530/26): Loss 0.0799, Sem 0.0799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.217e-01 Score 97.064 Data time: 0.2271, Forward time: 2.2543, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 7.3417 [2020-11-16 20:49:30,077][root][INFO] - ===> Epoch[672](17531/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.217e-01 Score 97.574 Data time: 0.2026, Forward time: 2.2543, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 6.2789 [2020-11-16 20:49:35,691][root][INFO] - ===> Epoch[672](17532/26): Loss 0.0805, Sem 0.0805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.216e-01 Score 97.083 Data time: 0.2096, Forward time: 2.2544, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.5235 [2020-11-16 20:49:41,357][root][INFO] - ===> Epoch[672](17533/26): Loss 0.0626, Sem 0.0626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.216e-01 Score 97.770 Data time: 0.2441, Forward time: 2.2544, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.5614 [2020-11-16 20:49:48,012][root][INFO] - ===> Epoch[672](17534/26): Loss 0.0920, Sem 0.0920, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.216e-01 Score 96.911 Data time: 0.2380, Forward time: 2.2544, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 6.5559 [2020-11-16 20:49:54,291][root][INFO] - ===> Epoch[672](17535/26): Loss 0.0761, Sem 0.0761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.215e-01 Score 97.347 Data time: 0.1656, Forward time: 2.2544, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 6.1458 [2020-11-16 20:50:00,488][root][INFO] - ===> Epoch[672](17536/26): Loss 0.0830, Sem 0.0830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.215e-01 Score 97.237 Data time: 0.2056, Forward time: 2.2544, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 6.1035 [2020-11-16 20:50:05,761][root][INFO] - ===> Epoch[672](17537/26): Loss 0.0858, Sem 0.0858, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.214e-01 Score 97.215 Data time: 0.1208, Forward time: 2.2543, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.1851 [2020-11-16 20:50:11,092][root][INFO] - ===> Epoch[672](17538/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.214e-01 Score 97.121 Data time: 0.1779, Forward time: 2.2543, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.2622 [2020-11-16 20:50:18,265][root][INFO] - ===> Epoch[672](17539/26): Loss 0.0789, Sem 0.0789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.213e-01 Score 97.136 Data time: 0.2234, Forward time: 2.2543, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 7.0780 [2020-11-16 20:50:23,276][root][INFO] - ===> Epoch[672](17540/26): Loss 0.0831, Sem 0.0831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.213e-01 Score 97.004 Data time: 0.2162, Forward time: 2.2543, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 4.8954 [2020-11-16 20:50:28,581][root][INFO] - ===> Epoch[672](17541/26): Loss 0.0790, Sem 0.0790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.212e-01 Score 97.175 Data time: 0.1628, Forward time: 2.2543, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.1890 [2020-11-16 20:50:34,029][root][INFO] - ===> Epoch[672](17542/26): Loss 0.0845, Sem 0.0845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.212e-01 Score 97.042 Data time: 0.1534, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.3721 [2020-11-16 20:50:39,717][root][INFO] - ===> Epoch[672](17543/26): Loss 0.0784, Sem 0.0784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.212e-01 Score 97.108 Data time: 0.1322, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.6317 [2020-11-16 20:50:46,102][root][INFO] - ===> Epoch[672](17544/26): Loss 0.0747, Sem 0.0747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.211e-01 Score 97.310 Data time: 0.1878, Forward time: 2.2542, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 6.3082 [2020-11-16 20:50:51,389][root][INFO] - ===> Epoch[673](17545/26): Loss 0.0840, Sem 0.0840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.211e-01 Score 97.018 Data time: 0.2253, Forward time: 2.2542, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 5.1818 [2020-11-16 20:50:57,314][root][INFO] - ===> Epoch[673](17546/26): Loss 0.0775, Sem 0.0775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.210e-01 Score 97.195 Data time: 0.2505, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.8184 [2020-11-16 20:51:03,947][root][INFO] - ===> Epoch[673](17547/26): Loss 0.0885, Sem 0.0885, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.210e-01 Score 96.916 Data time: 0.2611, Forward time: 2.2543, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 6.5046 [2020-11-16 20:51:09,027][root][INFO] - ===> Epoch[673](17548/26): Loss 0.0882, Sem 0.0882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.209e-01 Score 96.961 Data time: 0.1731, Forward time: 2.2543, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 4.9750 [2020-11-16 20:51:14,361][root][INFO] - ===> Epoch[673](17549/26): Loss 0.0763, Sem 0.0763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.209e-01 Score 97.260 Data time: 0.1530, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.2379 [2020-11-16 20:51:19,588][root][INFO] - ===> Epoch[673](17550/26): Loss 0.0765, Sem 0.0765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.208e-01 Score 97.157 Data time: 0.1351, Forward time: 2.2542, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 5.1419 [2020-11-16 20:51:24,949][root][INFO] - ===> Epoch[673](17551/26): Loss 0.0824, Sem 0.0824, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.208e-01 Score 96.870 Data time: 0.1933, Forward time: 2.2542, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 5.2836 [2020-11-16 20:51:30,553][root][INFO] - ===> Epoch[673](17552/26): Loss 0.0725, Sem 0.0725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.208e-01 Score 97.283 Data time: 0.1740, Forward time: 2.2541, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 5.4954 [2020-11-16 20:51:36,623][root][INFO] - ===> Epoch[673](17553/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.207e-01 Score 97.463 Data time: 0.2818, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.9639 [2020-11-16 20:51:42,773][root][INFO] - ===> Epoch[673](17554/26): Loss 0.0804, Sem 0.0804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.207e-01 Score 97.127 Data time: 0.1744, Forward time: 2.2542, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 6.0353 [2020-11-16 20:51:47,798][root][INFO] - ===> Epoch[673](17555/26): Loss 0.0704, Sem 0.0704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.206e-01 Score 97.521 Data time: 0.1841, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 4.9277 [2020-11-16 20:51:53,682][root][INFO] - ===> Epoch[673](17556/26): Loss 0.0809, Sem 0.0809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.206e-01 Score 96.898 Data time: 0.1653, Forward time: 2.2541, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 5.7942 [2020-11-16 20:51:58,695][root][INFO] - ===> Epoch[673](17557/26): Loss 0.0696, Sem 0.0696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.205e-01 Score 97.523 Data time: 0.1808, Forward time: 2.2541, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 4.9261 [2020-11-16 20:52:04,062][root][INFO] - ===> Epoch[673](17558/26): Loss 0.0821, Sem 0.0821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.205e-01 Score 97.059 Data time: 0.1637, Forward time: 2.2541, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 5.2830 [2020-11-16 20:52:09,738][root][INFO] - ===> Epoch[673](17559/26): Loss 0.0797, Sem 0.0797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.204e-01 Score 97.163 Data time: 0.1212, Forward time: 2.2540, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 5.5920 [2020-11-16 20:52:15,937][root][INFO] - ===> Epoch[673](17560/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.204e-01 Score 97.381 Data time: 0.2373, Forward time: 2.2541, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 6.1653 [2020-11-16 20:52:20,638][root][INFO] - ===> Epoch[673](17561/26): Loss 0.0774, Sem 0.0774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.204e-01 Score 97.124 Data time: 0.1889, Forward time: 2.2541, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 4.5955 [2020-11-16 20:52:25,531][root][INFO] - ===> Epoch[673](17562/26): Loss 0.0791, Sem 0.0791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.203e-01 Score 97.040 Data time: 0.1993, Forward time: 2.2541, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 4.7952 [2020-11-16 20:52:31,693][root][INFO] - ===> Epoch[673](17563/26): Loss 0.0782, Sem 0.0782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.203e-01 Score 97.163 Data time: 0.1818, Forward time: 2.2540, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 6.0670 [2020-11-16 20:52:37,390][root][INFO] - ===> Epoch[673](17564/26): Loss 0.0881, Sem 0.0881, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.202e-01 Score 97.017 Data time: 0.2593, Forward time: 2.2541, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.5788 [2020-11-16 20:52:43,709][root][INFO] - ===> Epoch[673](17565/26): Loss 0.0731, Sem 0.0731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.202e-01 Score 97.386 Data time: 0.3414, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 6.2068 [2020-11-16 20:52:48,946][root][INFO] - ===> Epoch[673](17566/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.201e-01 Score 97.333 Data time: 0.1838, Forward time: 2.2542, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.1276 [2020-11-16 20:52:54,927][root][INFO] - ===> Epoch[673](17567/26): Loss 0.0864, Sem 0.0864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.201e-01 Score 96.898 Data time: 0.1747, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.8699 [2020-11-16 20:53:00,775][root][INFO] - ===> Epoch[673](17568/26): Loss 0.0780, Sem 0.0780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.200e-01 Score 97.188 Data time: 0.1939, Forward time: 2.2541, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.7632 [2020-11-16 20:53:05,915][root][INFO] - ===> Epoch[673](17569/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.200e-01 Score 97.205 Data time: 0.2285, Forward time: 2.2542, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.0417 [2020-11-16 20:53:12,683][root][INFO] - ===> Epoch[673](17570/26): Loss 0.0751, Sem 0.0751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.200e-01 Score 97.229 Data time: 0.2185, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 6.6746 [2020-11-16 20:53:20,173][root][INFO] - ===> Epoch[674](17571/26): Loss 0.0750, Sem 0.0750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.199e-01 Score 97.039 Data time: 0.2371, Forward time: 2.2543, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 7.3866 [2020-11-16 20:53:25,938][root][INFO] - ===> Epoch[674](17572/26): Loss 0.0826, Sem 0.0826, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.199e-01 Score 96.990 Data time: 0.1948, Forward time: 2.2543, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 5.6493 [2020-11-16 20:53:30,413][root][INFO] - ===> Epoch[674](17573/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.198e-01 Score 97.722 Data time: 0.2364, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 4.3722 [2020-11-16 20:53:35,612][root][INFO] - ===> Epoch[674](17574/26): Loss 0.0806, Sem 0.0806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.198e-01 Score 97.116 Data time: 0.1697, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.1048 [2020-11-16 20:53:40,891][root][INFO] - ===> Epoch[674](17575/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.197e-01 Score 96.863 Data time: 0.2335, Forward time: 2.2543, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.1812 [2020-11-16 20:53:46,726][root][INFO] - ===> Epoch[674](17576/26): Loss 0.0728, Sem 0.0728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.197e-01 Score 97.352 Data time: 0.2123, Forward time: 2.2543, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.7350 [2020-11-16 20:53:51,639][root][INFO] - ===> Epoch[674](17577/26): Loss 0.0845, Sem 0.0845, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.196e-01 Score 96.803 Data time: 0.2538, Forward time: 2.2543, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 4.8040 [2020-11-16 20:53:55,509][root][INFO] - ===> Epoch[674](17578/26): Loss 0.0777, Sem 0.0777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.196e-01 Score 97.361 Data time: 0.1720, Forward time: 2.2543, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 3.7644 [2020-11-16 20:54:01,072][root][INFO] - ===> Epoch[674](17579/26): Loss 0.0822, Sem 0.0822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.196e-01 Score 97.017 Data time: 0.1855, Forward time: 2.2542, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.4818 [2020-11-16 20:54:06,310][root][INFO] - ===> Epoch[674](17580/26): Loss 0.0753, Sem 0.0753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.195e-01 Score 97.284 Data time: 0.1712, Forward time: 2.2542, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.1406 [2020-11-16 20:54:11,939][root][INFO] - ===> Epoch[674](17581/26): Loss 0.0736, Sem 0.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.195e-01 Score 97.245 Data time: 0.2426, Forward time: 2.2543, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.5609 [2020-11-16 20:54:17,326][root][INFO] - ===> Epoch[674](17582/26): Loss 0.0805, Sem 0.0805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.194e-01 Score 97.071 Data time: 0.1633, Forward time: 2.2542, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.2751 [2020-11-16 20:54:22,668][root][INFO] - ===> Epoch[674](17583/26): Loss 0.0761, Sem 0.0761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.194e-01 Score 97.231 Data time: 0.2155, Forward time: 2.2542, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.2557 [2020-11-16 20:54:28,151][root][INFO] - ===> Epoch[674](17584/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.193e-01 Score 97.538 Data time: 0.2026, Forward time: 2.2542, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.3907 [2020-11-16 20:54:34,236][root][INFO] - ===> Epoch[674](17585/26): Loss 0.0773, Sem 0.0773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.193e-01 Score 97.193 Data time: 0.2983, Forward time: 2.2543, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.9729 [2020-11-16 20:54:40,685][root][INFO] - ===> Epoch[674](17586/26): Loss 0.0838, Sem 0.0838, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.192e-01 Score 96.858 Data time: 0.3413, Forward time: 2.2544, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 6.3237 [2020-11-16 20:54:46,342][root][INFO] - ===> Epoch[674](17587/26): Loss 0.0718, Sem 0.0718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.192e-01 Score 97.432 Data time: 0.2573, Forward time: 2.2544, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 5.5324 [2020-11-16 20:54:53,324][root][INFO] - ===> Epoch[674](17588/26): Loss 0.0816, Sem 0.0816, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.192e-01 Score 97.074 Data time: 0.2380, Forward time: 2.2544, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 6.8737 [2020-11-16 20:54:59,241][root][INFO] - ===> Epoch[674](17589/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.191e-01 Score 97.200 Data time: 0.2789, Forward time: 2.2545, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 5.8250 [2020-11-16 20:55:04,489][root][INFO] - ===> Epoch[674](17590/26): Loss 0.0846, Sem 0.0846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.191e-01 Score 97.017 Data time: 0.2574, Forward time: 2.2545, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 5.1313 [2020-11-16 20:55:09,883][root][INFO] - ===> Epoch[674](17591/26): Loss 0.0694, Sem 0.0694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.190e-01 Score 97.430 Data time: 0.2517, Forward time: 2.2546, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 5.3044 [2020-11-16 20:55:14,993][root][INFO] - ===> Epoch[674](17592/26): Loss 0.0703, Sem 0.0703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.190e-01 Score 97.481 Data time: 0.2122, Forward time: 2.2546, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 4.9913 [2020-11-16 20:55:21,509][root][INFO] - ===> Epoch[674](17593/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.189e-01 Score 97.412 Data time: 0.1989, Forward time: 2.2545, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 6.4412 [2020-11-16 20:55:26,386][root][INFO] - ===> Epoch[674](17594/26): Loss 0.0749, Sem 0.0749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.189e-01 Score 97.376 Data time: 0.1892, Forward time: 2.2545, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 4.8213 [2020-11-16 20:55:31,914][root][INFO] - ===> Epoch[674](17595/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.188e-01 Score 96.804 Data time: 0.1747, Forward time: 2.2545, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 5.4422 [2020-11-16 20:55:38,162][root][INFO] - ===> Epoch[674](17596/26): Loss 0.0784, Sem 0.0784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.188e-01 Score 96.956 Data time: 0.2274, Forward time: 2.2545, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 6.1614 [2020-11-16 20:55:43,623][root][INFO] - ===> Epoch[675](17597/26): Loss 0.0653, Sem 0.0653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.188e-01 Score 97.637 Data time: 0.2481, Forward time: 2.2546, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 5.3415 [2020-11-16 20:55:49,689][root][INFO] - ===> Epoch[675](17598/26): Loss 0.0867, Sem 0.0867, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.187e-01 Score 96.833 Data time: 0.2112, Forward time: 2.2546, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 5.9559 [2020-11-16 20:55:55,846][root][INFO] - ===> Epoch[675](17599/26): Loss 0.0736, Sem 0.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.187e-01 Score 97.344 Data time: 0.1946, Forward time: 2.2546, Backward time: 3.0530, DDP time: 0.0047, Total iter time: 6.0679 [2020-11-16 20:56:02,035][root][INFO] - ===> Epoch[675](17600/26): Loss 0.0670, Sem 0.0670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.186e-01 Score 97.577 Data time: 0.1867, Forward time: 2.2546, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 6.0909 [2020-11-16 20:56:09,000][root][INFO] - ===> Epoch[675](17601/26): Loss 0.0797, Sem 0.0797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.186e-01 Score 97.106 Data time: 0.1809, Forward time: 2.2546, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 6.8821 [2020-11-16 20:56:14,019][root][INFO] - ===> Epoch[675](17602/26): Loss 0.0841, Sem 0.0841, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.185e-01 Score 97.307 Data time: 0.1771, Forward time: 2.2545, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.9257 [2020-11-16 20:56:18,987][root][INFO] - ===> Epoch[675](17603/26): Loss 0.0761, Sem 0.0761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.185e-01 Score 97.075 Data time: 0.1719, Forward time: 2.2545, Backward time: 3.0532, DDP time: 0.0047, Total iter time: 4.8660 [2020-11-16 20:56:24,657][root][INFO] - ===> Epoch[675](17604/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.184e-01 Score 97.357 Data time: 0.2310, Forward time: 2.2545, Backward time: 3.0531, DDP time: 0.0047, Total iter time: 5.5793 [2020-11-16 20:56:30,993][root][INFO] - ===> Epoch[675](17605/26): Loss 0.0745, Sem 0.0745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.184e-01 Score 97.268 Data time: 0.1379, Forward time: 2.2545, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 6.2178 [2020-11-16 20:56:37,982][root][INFO] - ===> Epoch[675](17606/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.184e-01 Score 97.496 Data time: 0.1585, Forward time: 2.2544, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 6.9260 [2020-11-16 20:56:43,267][root][INFO] - ===> Epoch[675](17607/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.183e-01 Score 97.630 Data time: 0.1990, Forward time: 2.2544, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 5.1964 [2020-11-16 20:56:49,109][root][INFO] - ===> Epoch[675](17608/26): Loss 0.0754, Sem 0.0754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.183e-01 Score 97.274 Data time: 0.2443, Forward time: 2.2545, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 5.7645 [2020-11-16 20:56:54,394][root][INFO] - ===> Epoch[675](17609/26): Loss 0.0597, Sem 0.0597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.182e-01 Score 97.848 Data time: 0.1920, Forward time: 2.2545, Backward time: 3.0533, DDP time: 0.0047, Total iter time: 5.1687 [2020-11-16 20:57:01,791][root][INFO] - ===> Epoch[675](17610/26): Loss 0.0770, Sem 0.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.182e-01 Score 97.249 Data time: 0.1965, Forward time: 2.2544, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 7.3048 [2020-11-16 20:57:06,508][root][INFO] - ===> Epoch[675](17611/26): Loss 0.0847, Sem 0.0847, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.181e-01 Score 96.823 Data time: 0.1228, Forward time: 2.2544, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 4.6267 [2020-11-16 20:57:11,786][root][INFO] - ===> Epoch[675](17612/26): Loss 0.0721, Sem 0.0721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.181e-01 Score 97.320 Data time: 0.2492, Forward time: 2.2544, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 5.2158 [2020-11-16 20:57:17,610][root][INFO] - ===> Epoch[675](17613/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.180e-01 Score 96.948 Data time: 0.2054, Forward time: 2.2544, Backward time: 3.0534, DDP time: 0.0047, Total iter time: 5.7105 [2020-11-16 20:57:24,369][root][INFO] - ===> Epoch[675](17614/26): Loss 0.0843, Sem 0.0843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.180e-01 Score 96.904 Data time: 0.1530, Forward time: 2.2544, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 6.6534 [2020-11-16 20:57:29,780][root][INFO] - ===> Epoch[675](17615/26): Loss 0.0822, Sem 0.0822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.180e-01 Score 96.963 Data time: 0.2135, Forward time: 2.2544, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.3430 [2020-11-16 20:57:35,356][root][INFO] - ===> Epoch[675](17616/26): Loss 0.0987, Sem 0.0987, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.179e-01 Score 96.581 Data time: 0.1652, Forward time: 2.2544, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.4619 [2020-11-16 20:57:41,725][root][INFO] - ===> Epoch[675](17617/26): Loss 0.0776, Sem 0.0776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.179e-01 Score 97.281 Data time: 0.2351, Forward time: 2.2544, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 6.2906 [2020-11-16 20:57:47,243][root][INFO] - ===> Epoch[675](17618/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.178e-01 Score 97.513 Data time: 0.1825, Forward time: 2.2544, Backward time: 3.0535, DDP time: 0.0047, Total iter time: 5.3651 [2020-11-16 20:57:53,050][root][INFO] - ===> Epoch[675](17619/26): Loss 0.0755, Sem 0.0755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.178e-01 Score 97.376 Data time: 0.1419, Forward time: 2.2544, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.7028 [2020-11-16 20:57:57,870][root][INFO] - ===> Epoch[675](17620/26): Loss 0.0706, Sem 0.0706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.177e-01 Score 97.441 Data time: 0.1517, Forward time: 2.2543, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 4.7515 [2020-11-16 20:58:02,960][root][INFO] - ===> Epoch[675](17621/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.177e-01 Score 97.298 Data time: 0.1685, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.0255 [2020-11-16 20:58:08,189][root][INFO] - ===> Epoch[675](17622/26): Loss 0.0779, Sem 0.0779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.176e-01 Score 97.178 Data time: 0.1472, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.1814 [2020-11-16 20:58:13,849][root][INFO] - ===> Epoch[676](17623/26): Loss 0.0817, Sem 0.0817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.176e-01 Score 96.929 Data time: 0.1706, Forward time: 2.2542, Backward time: 3.0536, DDP time: 0.0047, Total iter time: 5.6055 [2020-11-16 20:58:21,571][root][INFO] - ===> Epoch[676](17624/26): Loss 0.0802, Sem 0.0802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.176e-01 Score 96.993 Data time: 0.2200, Forward time: 2.2542, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 7.6330 [2020-11-16 20:58:26,555][root][INFO] - ===> Epoch[676](17625/26): Loss 0.0682, Sem 0.0682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.175e-01 Score 97.576 Data time: 0.1551, Forward time: 2.2542, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 4.8589 [2020-11-16 20:58:32,699][root][INFO] - ===> Epoch[676](17626/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.175e-01 Score 97.198 Data time: 0.1631, Forward time: 2.2541, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 6.0584 [2020-11-16 20:58:38,493][root][INFO] - ===> Epoch[676](17627/26): Loss 0.0829, Sem 0.0829, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.174e-01 Score 97.058 Data time: 0.1670, Forward time: 2.2541, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 5.6955 [2020-11-16 20:58:44,294][root][INFO] - ===> Epoch[676](17628/26): Loss 0.0752, Sem 0.0752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.174e-01 Score 97.356 Data time: 0.1216, Forward time: 2.2540, Backward time: 3.0540, DDP time: 0.0047, Total iter time: 5.6990 [2020-11-16 20:58:50,146][root][INFO] - ===> Epoch[676](17629/26): Loss 0.0799, Sem 0.0799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.173e-01 Score 97.146 Data time: 0.1999, Forward time: 2.2540, Backward time: 3.0540, DDP time: 0.0047, Total iter time: 5.8091 [2020-11-16 20:58:55,329][root][INFO] - ===> Epoch[676](17630/26): Loss 0.0775, Sem 0.0775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.173e-01 Score 97.260 Data time: 0.1895, Forward time: 2.2540, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 5.0928 [2020-11-16 20:59:01,047][root][INFO] - ===> Epoch[676](17631/26): Loss 0.0738, Sem 0.0738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.172e-01 Score 97.309 Data time: 0.2609, Forward time: 2.2541, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 5.6152 [2020-11-16 20:59:06,335][root][INFO] - ===> Epoch[676](17632/26): Loss 0.0876, Sem 0.0876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.172e-01 Score 96.608 Data time: 0.1984, Forward time: 2.2541, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 5.1734 [2020-11-16 20:59:11,362][root][INFO] - ===> Epoch[676](17633/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.172e-01 Score 97.285 Data time: 0.1651, Forward time: 2.2540, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 4.9296 [2020-11-16 20:59:18,011][root][INFO] - ===> Epoch[676](17634/26): Loss 0.0726, Sem 0.0726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.171e-01 Score 97.328 Data time: 0.1908, Forward time: 2.2540, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 6.5525 [2020-11-16 20:59:23,093][root][INFO] - ===> Epoch[676](17635/26): Loss 0.0758, Sem 0.0758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.171e-01 Score 97.274 Data time: 0.1640, Forward time: 2.2540, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 4.9440 [2020-11-16 20:59:29,227][root][INFO] - ===> Epoch[676](17636/26): Loss 0.0999, Sem 0.0999, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.170e-01 Score 96.855 Data time: 0.1376, Forward time: 2.2539, Backward time: 3.0540, DDP time: 0.0047, Total iter time: 6.0572 [2020-11-16 20:59:35,347][root][INFO] - ===> Epoch[676](17637/26): Loss 0.0753, Sem 0.0753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.170e-01 Score 97.306 Data time: 0.2399, Forward time: 2.2540, Backward time: 3.0540, DDP time: 0.0047, Total iter time: 6.0411 [2020-11-16 20:59:40,724][root][INFO] - ===> Epoch[676](17638/26): Loss 0.0797, Sem 0.0797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.169e-01 Score 97.217 Data time: 0.1689, Forward time: 2.2539, Backward time: 3.0540, DDP time: 0.0047, Total iter time: 5.2404 [2020-11-16 20:59:46,171][root][INFO] - ===> Epoch[676](17639/26): Loss 0.0734, Sem 0.0734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.169e-01 Score 97.399 Data time: 0.2313, Forward time: 2.2540, Backward time: 3.0540, DDP time: 0.0047, Total iter time: 5.3481 [2020-11-16 20:59:51,472][root][INFO] - ===> Epoch[676](17640/26): Loss 0.0760, Sem 0.0760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.168e-01 Score 97.259 Data time: 0.2283, Forward time: 2.2540, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 5.1870 [2020-11-16 20:59:56,996][root][INFO] - ===> Epoch[676](17641/26): Loss 0.0710, Sem 0.0710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.168e-01 Score 97.385 Data time: 0.2031, Forward time: 2.2540, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 5.4027 [2020-11-16 21:00:01,718][root][INFO] - ===> Epoch[676](17642/26): Loss 0.0732, Sem 0.0732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.168e-01 Score 97.332 Data time: 0.2006, Forward time: 2.2540, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 4.6212 [2020-11-16 21:00:06,789][root][INFO] - ===> Epoch[676](17643/26): Loss 0.0721, Sem 0.0721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.167e-01 Score 97.406 Data time: 0.1672, Forward time: 2.2540, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 4.9557 [2020-11-16 21:00:12,323][root][INFO] - ===> Epoch[676](17644/26): Loss 0.0831, Sem 0.0831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.167e-01 Score 97.035 Data time: 0.1382, Forward time: 2.2539, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 5.4373 [2020-11-16 21:00:18,507][root][INFO] - ===> Epoch[676](17645/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.166e-01 Score 97.559 Data time: 0.2120, Forward time: 2.2540, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 6.1238 [2020-11-16 21:00:23,463][root][INFO] - ===> Epoch[676](17646/26): Loss 0.0774, Sem 0.0774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.166e-01 Score 97.239 Data time: 0.1934, Forward time: 2.2539, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 4.8183 [2020-11-16 21:00:28,849][root][INFO] - ===> Epoch[676](17647/26): Loss 0.0789, Sem 0.0789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.165e-01 Score 97.103 Data time: 0.1537, Forward time: 2.2539, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 5.2954 [2020-11-16 21:00:34,590][root][INFO] - ===> Epoch[676](17648/26): Loss 0.0736, Sem 0.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.165e-01 Score 97.106 Data time: 0.1804, Forward time: 2.2539, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 5.6471 [2020-11-16 21:00:40,863][root][INFO] - ===> Epoch[677](17649/26): Loss 0.0754, Sem 0.0754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.164e-01 Score 97.386 Data time: 0.2412, Forward time: 2.2539, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 6.1777 [2020-11-16 21:00:47,547][root][INFO] - ===> Epoch[677](17650/26): Loss 0.0945, Sem 0.0945, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.164e-01 Score 96.645 Data time: 0.3555, Forward time: 2.2540, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 6.5771 [2020-11-16 21:00:54,457][root][INFO] - ===> Epoch[677](17651/26): Loss 0.0792, Sem 0.0792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.164e-01 Score 97.227 Data time: 0.3666, Forward time: 2.2541, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 6.7919 [2020-11-16 21:01:00,041][root][INFO] - ===> Epoch[677](17652/26): Loss 0.0862, Sem 0.0862, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.163e-01 Score 96.693 Data time: 0.2254, Forward time: 2.2541, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 5.4629 [2020-11-16 21:01:05,960][root][INFO] - ===> Epoch[677](17653/26): Loss 0.0979, Sem 0.0979, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.163e-01 Score 96.215 Data time: 0.1927, Forward time: 2.2541, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 5.8309 [2020-11-16 21:01:11,381][root][INFO] - ===> Epoch[677](17654/26): Loss 0.0894, Sem 0.0894, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.162e-01 Score 96.687 Data time: 0.2304, Forward time: 2.2541, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 5.3590 [2020-11-16 21:01:16,678][root][INFO] - ===> Epoch[677](17655/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.162e-01 Score 97.174 Data time: 0.1821, Forward time: 2.2541, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 5.2095 [2020-11-16 21:01:22,096][root][INFO] - ===> Epoch[677](17656/26): Loss 0.0839, Sem 0.0839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.161e-01 Score 97.025 Data time: 0.2025, Forward time: 2.2541, Backward time: 3.0537, DDP time: 0.0047, Total iter time: 5.3444 [2020-11-16 21:01:27,814][root][INFO] - ===> Epoch[677](17657/26): Loss 0.0817, Sem 0.0817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.161e-01 Score 97.022 Data time: 0.1546, Forward time: 2.2541, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 5.6467 [2020-11-16 21:01:33,434][root][INFO] - ===> Epoch[677](17658/26): Loss 0.0761, Sem 0.0761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.160e-01 Score 97.274 Data time: 0.1295, Forward time: 2.2540, Backward time: 3.0538, DDP time: 0.0047, Total iter time: 5.5684 [2020-11-16 21:01:38,996][root][INFO] - ===> Epoch[677](17659/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.160e-01 Score 97.547 Data time: 0.1651, Forward time: 2.2540, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 5.5024 [2020-11-16 21:01:44,047][root][INFO] - ===> Epoch[677](17660/26): Loss 0.0757, Sem 0.0757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.159e-01 Score 97.263 Data time: 0.1195, Forward time: 2.2539, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 4.9853 [2020-11-16 21:01:49,873][root][INFO] - ===> Epoch[677](17661/26): Loss 0.0819, Sem 0.0819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.159e-01 Score 97.003 Data time: 0.2324, Forward time: 2.2539, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 5.7972 [2020-11-16 21:01:54,917][root][INFO] - ===> Epoch[677](17662/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.159e-01 Score 97.370 Data time: 0.1949, Forward time: 2.2539, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 4.9742 [2020-11-16 21:02:00,320][root][INFO] - ===> Epoch[677](17663/26): Loss 0.0793, Sem 0.0793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.158e-01 Score 97.029 Data time: 0.1664, Forward time: 2.2539, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 5.3182 [2020-11-16 21:02:06,522][root][INFO] - ===> Epoch[677](17664/26): Loss 0.0761, Sem 0.0761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.158e-01 Score 97.257 Data time: 0.1620, Forward time: 2.2539, Backward time: 3.0539, DDP time: 0.0047, Total iter time: 6.1220 [2020-11-16 21:02:11,913][root][INFO] - ===> Epoch[677](17665/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.157e-01 Score 97.590 Data time: 0.1396, Forward time: 2.2538, Backward time: 3.0540, DDP time: 0.0047, Total iter time: 5.3311 [2020-11-16 21:02:18,222][root][INFO] - ===> Epoch[677](17666/26): Loss 0.0724, Sem 0.0724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.157e-01 Score 97.395 Data time: 0.1637, Forward time: 2.2538, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 6.2790 [2020-11-16 21:02:24,268][root][INFO] - ===> Epoch[677](17667/26): Loss 0.0718, Sem 0.0718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.156e-01 Score 97.494 Data time: 0.1741, Forward time: 2.2538, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 5.9596 [2020-11-16 21:02:29,597][root][INFO] - ===> Epoch[677](17668/26): Loss 0.0801, Sem 0.0801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.156e-01 Score 97.207 Data time: 0.2088, Forward time: 2.2538, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 5.2575 [2020-11-16 21:02:35,622][root][INFO] - ===> Epoch[677](17669/26): Loss 0.0793, Sem 0.0793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.155e-01 Score 97.072 Data time: 0.1969, Forward time: 2.2538, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 5.9089 [2020-11-16 21:02:41,420][root][INFO] - ===> Epoch[677](17670/26): Loss 0.0754, Sem 0.0754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.155e-01 Score 97.296 Data time: 0.2418, Forward time: 2.2538, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 5.6996 [2020-11-16 21:02:48,066][root][INFO] - ===> Epoch[677](17671/26): Loss 0.0844, Sem 0.0844, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.155e-01 Score 96.823 Data time: 0.1781, Forward time: 2.2538, Backward time: 3.0542, DDP time: 0.0047, Total iter time: 6.5221 [2020-11-16 21:02:53,481][root][INFO] - ===> Epoch[677](17672/26): Loss 0.0825, Sem 0.0825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.154e-01 Score 96.976 Data time: 0.2259, Forward time: 2.2539, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 5.3225 [2020-11-16 21:02:58,584][root][INFO] - ===> Epoch[677](17673/26): Loss 0.0800, Sem 0.0800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.154e-01 Score 97.011 Data time: 0.2033, Forward time: 2.2538, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 5.0031 [2020-11-16 21:03:03,712][root][INFO] - ===> Epoch[677](17674/26): Loss 0.0819, Sem 0.0819, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.153e-01 Score 97.035 Data time: 0.2232, Forward time: 2.2539, Backward time: 3.0540, DDP time: 0.0047, Total iter time: 5.0533 [2020-11-16 21:03:08,962][root][INFO] - ===> Epoch[678](17675/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.153e-01 Score 96.915 Data time: 0.1879, Forward time: 2.2539, Backward time: 3.0540, DDP time: 0.0047, Total iter time: 5.1546 [2020-11-16 21:03:14,890][root][INFO] - ===> Epoch[678](17676/26): Loss 0.0879, Sem 0.0879, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.152e-01 Score 97.008 Data time: 0.1539, Forward time: 2.2538, Backward time: 3.0540, DDP time: 0.0047, Total iter time: 5.8327 [2020-11-16 21:03:19,512][root][INFO] - ===> Epoch[678](17677/26): Loss 0.0767, Sem 0.0767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.152e-01 Score 97.229 Data time: 0.1286, Forward time: 2.2538, Backward time: 3.0540, DDP time: 0.0047, Total iter time: 4.5454 [2020-11-16 21:03:25,686][root][INFO] - ===> Epoch[678](17678/26): Loss 0.0784, Sem 0.0784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.151e-01 Score 97.113 Data time: 0.1822, Forward time: 2.2537, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 6.1190 [2020-11-16 21:03:31,978][root][INFO] - ===> Epoch[678](17679/26): Loss 0.0766, Sem 0.0766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.151e-01 Score 97.224 Data time: 0.1978, Forward time: 2.2537, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 6.2160 [2020-11-16 21:03:37,012][root][INFO] - ===> Epoch[678](17680/26): Loss 0.0758, Sem 0.0758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.151e-01 Score 97.242 Data time: 0.1878, Forward time: 2.2537, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 4.9348 [2020-11-16 21:03:42,693][root][INFO] - ===> Epoch[678](17681/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.150e-01 Score 97.451 Data time: 0.2173, Forward time: 2.2537, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 5.6058 [2020-11-16 21:03:49,605][root][INFO] - ===> Epoch[678](17682/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.150e-01 Score 97.093 Data time: 0.1928, Forward time: 2.2538, Backward time: 3.0542, DDP time: 0.0047, Total iter time: 6.8070 [2020-11-16 21:03:54,701][root][INFO] - ===> Epoch[678](17683/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.149e-01 Score 97.100 Data time: 0.1729, Forward time: 2.2537, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 4.9952 [2020-11-16 21:04:01,928][root][INFO] - ===> Epoch[678](17684/26): Loss 0.0719, Sem 0.0719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.149e-01 Score 97.398 Data time: 0.2180, Forward time: 2.2537, Backward time: 3.0542, DDP time: 0.0047, Total iter time: 7.1791 [2020-11-16 21:04:09,440][root][INFO] - ===> Epoch[678](17685/26): Loss 0.0773, Sem 0.0773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.148e-01 Score 97.085 Data time: 0.1971, Forward time: 2.2537, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 7.4100 [2020-11-16 21:04:16,041][root][INFO] - ===> Epoch[678](17686/26): Loss 0.0811, Sem 0.0811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.148e-01 Score 97.037 Data time: 0.2266, Forward time: 2.2538, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 6.5199 [2020-11-16 21:04:22,050][root][INFO] - ===> Epoch[678](17687/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.147e-01 Score 97.259 Data time: 0.1479, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.9006 [2020-11-16 21:04:28,292][root][INFO] - ===> Epoch[678](17688/26): Loss 0.0755, Sem 0.0755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.147e-01 Score 97.384 Data time: 0.1622, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 6.1747 [2020-11-16 21:04:33,893][root][INFO] - ===> Epoch[678](17689/26): Loss 0.0836, Sem 0.0836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.147e-01 Score 96.994 Data time: 0.1645, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.5647 [2020-11-16 21:04:38,526][root][INFO] - ===> Epoch[678](17690/26): Loss 0.0629, Sem 0.0629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.146e-01 Score 97.702 Data time: 0.1984, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 4.5689 [2020-11-16 21:04:43,286][root][INFO] - ===> Epoch[678](17691/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.146e-01 Score 97.293 Data time: 0.1963, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 4.6709 [2020-11-16 21:04:49,553][root][INFO] - ===> Epoch[678](17692/26): Loss 0.0891, Sem 0.0891, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.145e-01 Score 96.734 Data time: 0.3335, Forward time: 2.2538, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 6.1794 [2020-11-16 21:04:56,490][root][INFO] - ===> Epoch[678](17693/26): Loss 0.0726, Sem 0.0726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.145e-01 Score 97.233 Data time: 0.1902, Forward time: 2.2538, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 6.7955 [2020-11-16 21:05:01,507][root][INFO] - ===> Epoch[678](17694/26): Loss 0.0864, Sem 0.0864, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.144e-01 Score 97.042 Data time: 0.2047, Forward time: 2.2538, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 4.9082 [2020-11-16 21:05:07,368][root][INFO] - ===> Epoch[678](17695/26): Loss 0.0775, Sem 0.0775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.144e-01 Score 97.093 Data time: 0.2019, Forward time: 2.2538, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.7636 [2020-11-16 21:05:12,890][root][INFO] - ===> Epoch[678](17696/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.143e-01 Score 97.015 Data time: 0.1881, Forward time: 2.2538, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.4005 [2020-11-16 21:05:18,589][root][INFO] - ===> Epoch[678](17697/26): Loss 0.0751, Sem 0.0751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.143e-01 Score 97.237 Data time: 0.2062, Forward time: 2.2538, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.6102 [2020-11-16 21:05:24,359][root][INFO] - ===> Epoch[678](17698/26): Loss 0.0725, Sem 0.0725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.143e-01 Score 97.351 Data time: 0.1661, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.6598 [2020-11-16 21:05:30,409][root][INFO] - ===> Epoch[678](17699/26): Loss 0.0771, Sem 0.0771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.142e-01 Score 97.160 Data time: 0.1962, Forward time: 2.2538, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.9627 [2020-11-16 21:05:35,787][root][INFO] - ===> Epoch[678](17700/26): Loss 0.0833, Sem 0.0833, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.142e-01 Score 97.134 Data time: 0.1374, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.2873 [2020-11-16 21:05:41,678][root][INFO] - ===> Epoch[679](17701/26): Loss 0.0761, Sem 0.0761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.141e-01 Score 97.338 Data time: 0.2227, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.8238 [2020-11-16 21:05:48,538][root][INFO] - ===> Epoch[679](17702/26): Loss 0.0633, Sem 0.0633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.141e-01 Score 97.661 Data time: 0.2329, Forward time: 2.2538, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 6.7616 [2020-11-16 21:05:54,188][root][INFO] - ===> Epoch[679](17703/26): Loss 0.0830, Sem 0.0830, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.140e-01 Score 96.984 Data time: 0.2000, Forward time: 2.2538, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.5280 [2020-11-16 21:06:00,523][root][INFO] - ===> Epoch[679](17704/26): Loss 0.0863, Sem 0.0863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.140e-01 Score 96.948 Data time: 0.2625, Forward time: 2.2539, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 6.2354 [2020-11-16 21:06:08,086][root][INFO] - ===> Epoch[679](17705/26): Loss 0.0717, Sem 0.0717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.139e-01 Score 97.432 Data time: 0.1728, Forward time: 2.2538, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 7.4309 [2020-11-16 21:06:13,329][root][INFO] - ===> Epoch[679](17706/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.139e-01 Score 97.111 Data time: 0.1950, Forward time: 2.2538, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.1488 [2020-11-16 21:06:18,183][root][INFO] - ===> Epoch[679](17707/26): Loss 0.0774, Sem 0.0774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.139e-01 Score 97.293 Data time: 0.2078, Forward time: 2.2538, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.7676 [2020-11-16 21:06:24,100][root][INFO] - ===> Epoch[679](17708/26): Loss 0.0603, Sem 0.0603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.138e-01 Score 97.801 Data time: 0.2105, Forward time: 2.2539, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.8099 [2020-11-16 21:06:28,925][root][INFO] - ===> Epoch[679](17709/26): Loss 0.0783, Sem 0.0783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.138e-01 Score 96.858 Data time: 0.1790, Forward time: 2.2539, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.7142 [2020-11-16 21:06:34,565][root][INFO] - ===> Epoch[679](17710/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.137e-01 Score 97.276 Data time: 0.1500, Forward time: 2.2538, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.5561 [2020-11-16 21:06:40,813][root][INFO] - ===> Epoch[679](17711/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.137e-01 Score 97.340 Data time: 0.2077, Forward time: 2.2538, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 6.1689 [2020-11-16 21:06:46,314][root][INFO] - ===> Epoch[679](17712/26): Loss 0.0743, Sem 0.0743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.136e-01 Score 97.308 Data time: 0.2567, Forward time: 2.2539, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.4293 [2020-11-16 21:06:53,105][root][INFO] - ===> Epoch[679](17713/26): Loss 0.0742, Sem 0.0742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.136e-01 Score 97.295 Data time: 0.3694, Forward time: 2.2540, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 6.6817 [2020-11-16 21:06:58,613][root][INFO] - ===> Epoch[679](17714/26): Loss 0.0811, Sem 0.0811, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.135e-01 Score 97.032 Data time: 0.2207, Forward time: 2.2540, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.3984 [2020-11-16 21:07:03,675][root][INFO] - ===> Epoch[679](17715/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.135e-01 Score 97.288 Data time: 0.1365, Forward time: 2.2539, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.9699 [2020-11-16 21:07:09,969][root][INFO] - ===> Epoch[679](17716/26): Loss 0.0781, Sem 0.0781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.134e-01 Score 97.294 Data time: 0.1462, Forward time: 2.2539, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 6.2527 [2020-11-16 21:07:14,726][root][INFO] - ===> Epoch[679](17717/26): Loss 0.0840, Sem 0.0840, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.134e-01 Score 97.082 Data time: 0.1768, Forward time: 2.2539, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.6970 [2020-11-16 21:07:19,638][root][INFO] - ===> Epoch[679](17718/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.134e-01 Score 97.565 Data time: 0.1807, Forward time: 2.2538, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.8430 [2020-11-16 21:07:25,071][root][INFO] - ===> Epoch[679](17719/26): Loss 0.0722, Sem 0.0722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.133e-01 Score 97.426 Data time: 0.2149, Forward time: 2.2539, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.3300 [2020-11-16 21:07:30,754][root][INFO] - ===> Epoch[679](17720/26): Loss 0.0954, Sem 0.0954, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.133e-01 Score 96.570 Data time: 0.1529, Forward time: 2.2538, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.5642 [2020-11-16 21:07:36,426][root][INFO] - ===> Epoch[679](17721/26): Loss 0.0771, Sem 0.0771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.132e-01 Score 97.264 Data time: 0.2164, Forward time: 2.2538, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.5913 [2020-11-16 21:07:41,905][root][INFO] - ===> Epoch[679](17722/26): Loss 0.0755, Sem 0.0755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.132e-01 Score 97.362 Data time: 0.1805, Forward time: 2.2538, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.3805 [2020-11-16 21:07:47,399][root][INFO] - ===> Epoch[679](17723/26): Loss 0.0784, Sem 0.0784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.131e-01 Score 97.197 Data time: 0.1615, Forward time: 2.2538, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.3894 [2020-11-16 21:07:52,251][root][INFO] - ===> Epoch[679](17724/26): Loss 0.0750, Sem 0.0750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.131e-01 Score 97.225 Data time: 0.2259, Forward time: 2.2538, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 4.7690 [2020-11-16 21:07:57,334][root][INFO] - ===> Epoch[679](17725/26): Loss 0.0876, Sem 0.0876, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.130e-01 Score 96.877 Data time: 0.2394, Forward time: 2.2538, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 4.9868 [2020-11-16 21:08:01,985][root][INFO] - ===> Epoch[679](17726/26): Loss 0.0735, Sem 0.0735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.130e-01 Score 97.361 Data time: 0.1751, Forward time: 2.2538, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 4.5432 [2020-11-16 21:08:07,706][root][INFO] - ===> Epoch[680](17727/26): Loss 0.0717, Sem 0.0717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.130e-01 Score 97.444 Data time: 0.2362, Forward time: 2.2538, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.6275 [2020-11-16 21:08:13,206][root][INFO] - ===> Epoch[680](17728/26): Loss 0.0731, Sem 0.0731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.129e-01 Score 97.437 Data time: 0.2154, Forward time: 2.2538, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.3724 [2020-11-16 21:08:19,205][root][INFO] - ===> Epoch[680](17729/26): Loss 0.0851, Sem 0.0851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.129e-01 Score 96.886 Data time: 0.2531, Forward time: 2.2539, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.9155 [2020-11-16 21:08:25,659][root][INFO] - ===> Epoch[680](17730/26): Loss 0.0822, Sem 0.0822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.128e-01 Score 97.054 Data time: 0.2074, Forward time: 2.2539, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 6.3341 [2020-11-16 21:08:32,353][root][INFO] - ===> Epoch[680](17731/26): Loss 0.0848, Sem 0.0848, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.128e-01 Score 96.857 Data time: 0.1693, Forward time: 2.2538, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 6.6058 [2020-11-16 21:08:37,504][root][INFO] - ===> Epoch[680](17732/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.127e-01 Score 97.618 Data time: 0.1789, Forward time: 2.2538, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.0501 [2020-11-16 21:08:42,565][root][INFO] - ===> Epoch[680](17733/26): Loss 0.0678, Sem 0.0678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.127e-01 Score 97.533 Data time: 0.1869, Forward time: 2.2538, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 4.9561 [2020-11-16 21:08:47,491][root][INFO] - ===> Epoch[680](17734/26): Loss 0.0786, Sem 0.0786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.126e-01 Score 97.127 Data time: 0.1873, Forward time: 2.2538, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 4.8406 [2020-11-16 21:08:53,773][root][INFO] - ===> Epoch[680](17735/26): Loss 0.0755, Sem 0.0755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.126e-01 Score 97.267 Data time: 0.2604, Forward time: 2.2538, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 6.1816 [2020-11-16 21:08:59,224][root][INFO] - ===> Epoch[680](17736/26): Loss 0.0735, Sem 0.0735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.126e-01 Score 97.231 Data time: 0.1987, Forward time: 2.2538, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.3353 [2020-11-16 21:09:05,033][root][INFO] - ===> Epoch[680](17737/26): Loss 0.0815, Sem 0.0815, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.125e-01 Score 97.083 Data time: 0.1570, Forward time: 2.2538, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.7111 [2020-11-16 21:09:10,355][root][INFO] - ===> Epoch[680](17738/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.125e-01 Score 97.488 Data time: 0.1551, Forward time: 2.2538, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.2354 [2020-11-16 21:09:15,390][root][INFO] - ===> Epoch[680](17739/26): Loss 0.0754, Sem 0.0754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.124e-01 Score 97.198 Data time: 0.1307, Forward time: 2.2537, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 4.9494 [2020-11-16 21:09:20,768][root][INFO] - ===> Epoch[680](17740/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.124e-01 Score 97.474 Data time: 0.1590, Forward time: 2.2537, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.3232 [2020-11-16 21:09:27,018][root][INFO] - ===> Epoch[680](17741/26): Loss 0.0889, Sem 0.0889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.123e-01 Score 96.819 Data time: 0.1658, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 6.1768 [2020-11-16 21:09:32,199][root][INFO] - ===> Epoch[680](17742/26): Loss 0.0767, Sem 0.0767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.123e-01 Score 97.322 Data time: 0.1853, Forward time: 2.2536, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.1050 [2020-11-16 21:09:36,974][root][INFO] - ===> Epoch[680](17743/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.122e-01 Score 97.276 Data time: 0.1922, Forward time: 2.2537, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 4.6833 [2020-11-16 21:09:43,647][root][INFO] - ===> Epoch[680](17744/26): Loss 0.0738, Sem 0.0738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.122e-01 Score 97.301 Data time: 0.1590, Forward time: 2.2536, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 6.5599 [2020-11-16 21:09:50,371][root][INFO] - ===> Epoch[680](17745/26): Loss 0.0644, Sem 0.0644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.122e-01 Score 97.602 Data time: 0.2132, Forward time: 2.2536, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 6.6411 [2020-11-16 21:09:57,112][root][INFO] - ===> Epoch[680](17746/26): Loss 0.0696, Sem 0.0696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.121e-01 Score 97.205 Data time: 0.1550, Forward time: 2.2536, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 6.6394 [2020-11-16 21:10:03,350][root][INFO] - ===> Epoch[680](17747/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.121e-01 Score 97.223 Data time: 0.3342, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 6.1589 [2020-11-16 21:10:09,894][root][INFO] - ===> Epoch[680](17748/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.120e-01 Score 97.642 Data time: 0.1301, Forward time: 2.2536, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 6.4107 [2020-11-16 21:10:14,275][root][INFO] - ===> Epoch[680](17749/26): Loss 0.0803, Sem 0.0803, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.120e-01 Score 97.174 Data time: 0.1962, Forward time: 2.2536, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 4.3009 [2020-11-16 21:10:19,436][root][INFO] - ===> Epoch[680](17750/26): Loss 0.0877, Sem 0.0877, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.119e-01 Score 96.844 Data time: 0.2023, Forward time: 2.2536, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.0772 [2020-11-16 21:10:24,667][root][INFO] - ===> Epoch[680](17751/26): Loss 0.0821, Sem 0.0821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.119e-01 Score 97.128 Data time: 0.2124, Forward time: 2.2536, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.1297 [2020-11-16 21:10:29,645][root][INFO] - ===> Epoch[680](17752/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.118e-01 Score 97.577 Data time: 0.2228, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 4.8830 [2020-11-16 21:10:35,692][root][INFO] - ===> Epoch[681](17753/26): Loss 0.0782, Sem 0.0782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.118e-01 Score 97.206 Data time: 0.2786, Forward time: 2.2537, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.9246 [2020-11-16 21:10:41,435][root][INFO] - ===> Epoch[681](17754/26): Loss 0.0775, Sem 0.0775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.117e-01 Score 97.239 Data time: 0.1814, Forward time: 2.2537, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.6134 [2020-11-16 21:10:47,173][root][INFO] - ===> Epoch[681](17755/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.117e-01 Score 97.614 Data time: 0.1401, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.6520 [2020-11-16 21:10:53,776][root][INFO] - ===> Epoch[681](17756/26): Loss 0.0821, Sem 0.0821, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.117e-01 Score 96.967 Data time: 0.1978, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 6.5497 [2020-11-16 21:10:59,354][root][INFO] - ===> Epoch[681](17757/26): Loss 0.0724, Sem 0.0724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.116e-01 Score 97.410 Data time: 0.1910, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.4775 [2020-11-16 21:11:05,052][root][INFO] - ===> Epoch[681](17758/26): Loss 0.0704, Sem 0.0704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.116e-01 Score 97.450 Data time: 0.2583, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.5933 [2020-11-16 21:11:12,213][root][INFO] - ===> Epoch[681](17759/26): Loss 0.0692, Sem 0.0692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.115e-01 Score 97.522 Data time: 0.1625, Forward time: 2.2537, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 7.0315 [2020-11-16 21:11:16,650][root][INFO] - ===> Epoch[681](17760/26): Loss 0.0779, Sem 0.0779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.115e-01 Score 97.135 Data time: 0.1729, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.3512 [2020-11-16 21:11:22,470][root][INFO] - ===> Epoch[681](17761/26): Loss 0.0812, Sem 0.0812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.114e-01 Score 97.064 Data time: 0.2627, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.7418 [2020-11-16 21:11:27,921][root][INFO] - ===> Epoch[681](17762/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.114e-01 Score 97.501 Data time: 0.2321, Forward time: 2.2538, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.3389 [2020-11-16 21:11:33,409][root][INFO] - ===> Epoch[681](17763/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.113e-01 Score 97.398 Data time: 0.1245, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.3787 [2020-11-16 21:11:39,505][root][INFO] - ===> Epoch[681](17764/26): Loss 0.0749, Sem 0.0749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.113e-01 Score 97.315 Data time: 0.1696, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 6.0297 [2020-11-16 21:11:45,467][root][INFO] - ===> Epoch[681](17765/26): Loss 0.0871, Sem 0.0871, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.113e-01 Score 96.938 Data time: 0.1701, Forward time: 2.2536, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.8752 [2020-11-16 21:11:50,523][root][INFO] - ===> Epoch[681](17766/26): Loss 0.0713, Sem 0.0713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.112e-01 Score 97.329 Data time: 0.1703, Forward time: 2.2536, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 4.9829 [2020-11-16 21:11:55,992][root][INFO] - ===> Epoch[681](17767/26): Loss 0.0738, Sem 0.0738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.112e-01 Score 97.320 Data time: 0.2548, Forward time: 2.2536, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.4006 [2020-11-16 21:12:00,978][root][INFO] - ===> Epoch[681](17768/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.111e-01 Score 97.251 Data time: 0.1513, Forward time: 2.2536, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.8767 [2020-11-16 21:12:07,000][root][INFO] - ===> Epoch[681](17769/26): Loss 0.0692, Sem 0.0692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.111e-01 Score 97.435 Data time: 0.2088, Forward time: 2.2536, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.9511 [2020-11-16 21:12:12,866][root][INFO] - ===> Epoch[681](17770/26): Loss 0.0789, Sem 0.0789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.110e-01 Score 97.135 Data time: 0.1961, Forward time: 2.2536, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.7394 [2020-11-16 21:12:17,732][root][INFO] - ===> Epoch[681](17771/26): Loss 0.0779, Sem 0.0779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.110e-01 Score 97.196 Data time: 0.1911, Forward time: 2.2536, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.7651 [2020-11-16 21:12:23,652][root][INFO] - ===> Epoch[681](17772/26): Loss 0.0805, Sem 0.0805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.109e-01 Score 97.089 Data time: 0.1656, Forward time: 2.2536, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.8194 [2020-11-16 21:12:30,167][root][INFO] - ===> Epoch[681](17773/26): Loss 0.0781, Sem 0.0781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.109e-01 Score 97.199 Data time: 0.1565, Forward time: 2.2535, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 6.4325 [2020-11-16 21:12:35,722][root][INFO] - ===> Epoch[681](17774/26): Loss 0.0806, Sem 0.0806, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.109e-01 Score 97.073 Data time: 0.2344, Forward time: 2.2536, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.4706 [2020-11-16 21:12:42,014][root][INFO] - ===> Epoch[681](17775/26): Loss 0.0634, Sem 0.0634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.108e-01 Score 97.710 Data time: 0.1736, Forward time: 2.2535, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 6.1723 [2020-11-16 21:12:48,202][root][INFO] - ===> Epoch[681](17776/26): Loss 0.0809, Sem 0.0809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.108e-01 Score 97.140 Data time: 0.1680, Forward time: 2.2535, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 6.0987 [2020-11-16 21:12:53,600][root][INFO] - ===> Epoch[681](17777/26): Loss 0.0863, Sem 0.0863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.107e-01 Score 96.831 Data time: 0.1846, Forward time: 2.2535, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 5.3141 [2020-11-16 21:12:59,639][root][INFO] - ===> Epoch[681](17778/26): Loss 0.0831, Sem 0.0831, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.107e-01 Score 97.181 Data time: 0.1965, Forward time: 2.2535, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 5.9380 [2020-11-16 21:13:04,680][root][INFO] - ===> Epoch[682](17779/26): Loss 0.0694, Sem 0.0694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.106e-01 Score 97.542 Data time: 0.1812, Forward time: 2.2535, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 4.9324 [2020-11-16 21:13:11,442][root][INFO] - ===> Epoch[682](17780/26): Loss 0.0772, Sem 0.0772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.106e-01 Score 97.330 Data time: 0.2235, Forward time: 2.2536, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 6.6692 [2020-11-16 21:13:16,379][root][INFO] - ===> Epoch[682](17781/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.105e-01 Score 96.853 Data time: 0.1537, Forward time: 2.2535, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 4.8062 [2020-11-16 21:13:23,966][root][INFO] - ===> Epoch[682](17782/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.105e-01 Score 97.304 Data time: 0.2155, Forward time: 2.2535, Backward time: 3.0549, DDP time: 0.0047, Total iter time: 7.5210 [2020-11-16 21:13:28,612][root][INFO] - ===> Epoch[682](17783/26): Loss 0.0790, Sem 0.0790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.104e-01 Score 97.234 Data time: 0.2112, Forward time: 2.2535, Backward time: 3.0549, DDP time: 0.0047, Total iter time: 4.5364 [2020-11-16 21:13:33,448][root][INFO] - ===> Epoch[682](17784/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.104e-01 Score 97.037 Data time: 0.1840, Forward time: 2.2535, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 4.7407 [2020-11-16 21:13:38,357][root][INFO] - ===> Epoch[682](17785/26): Loss 0.0818, Sem 0.0818, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.104e-01 Score 97.122 Data time: 0.1802, Forward time: 2.2535, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 4.7986 [2020-11-16 21:13:43,630][root][INFO] - ===> Epoch[682](17786/26): Loss 0.0747, Sem 0.0747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.103e-01 Score 97.155 Data time: 0.2476, Forward time: 2.2536, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.1773 [2020-11-16 21:13:49,616][root][INFO] - ===> Epoch[682](17787/26): Loss 0.0770, Sem 0.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.103e-01 Score 97.258 Data time: 0.1789, Forward time: 2.2535, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.8686 [2020-11-16 21:13:55,420][root][INFO] - ===> Epoch[682](17788/26): Loss 0.0836, Sem 0.0836, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.102e-01 Score 97.036 Data time: 0.2537, Forward time: 2.2536, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.6986 [2020-11-16 21:14:01,400][root][INFO] - ===> Epoch[682](17789/26): Loss 0.0725, Sem 0.0725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.102e-01 Score 97.352 Data time: 0.1927, Forward time: 2.2536, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.8628 [2020-11-16 21:14:08,076][root][INFO] - ===> Epoch[682](17790/26): Loss 0.0863, Sem 0.0863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.101e-01 Score 96.968 Data time: 0.2244, Forward time: 2.2536, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 6.5688 [2020-11-16 21:14:14,325][root][INFO] - ===> Epoch[682](17791/26): Loss 0.0757, Sem 0.0757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.101e-01 Score 97.102 Data time: 0.2399, Forward time: 2.2536, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 6.1196 [2020-11-16 21:14:20,585][root][INFO] - ===> Epoch[682](17792/26): Loss 0.0698, Sem 0.0698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.100e-01 Score 97.444 Data time: 0.2919, Forward time: 2.2537, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 6.1491 [2020-11-16 21:14:27,461][root][INFO] - ===> Epoch[682](17793/26): Loss 0.0809, Sem 0.0809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.100e-01 Score 97.080 Data time: 0.1844, Forward time: 2.2537, Backward time: 3.0549, DDP time: 0.0047, Total iter time: 6.7579 [2020-11-16 21:14:32,853][root][INFO] - ===> Epoch[682](17794/26): Loss 0.0889, Sem 0.0889, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.100e-01 Score 96.904 Data time: 0.1885, Forward time: 2.2537, Backward time: 3.0549, DDP time: 0.0047, Total iter time: 5.3183 [2020-11-16 21:14:37,788][root][INFO] - ===> Epoch[682](17795/26): Loss 0.0813, Sem 0.0813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.099e-01 Score 97.170 Data time: 0.1507, Forward time: 2.2536, Backward time: 3.0549, DDP time: 0.0047, Total iter time: 4.8367 [2020-11-16 21:14:42,730][root][INFO] - ===> Epoch[682](17796/26): Loss 0.0783, Sem 0.0783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.099e-01 Score 97.011 Data time: 0.2508, Forward time: 2.2536, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 4.8673 [2020-11-16 21:14:48,155][root][INFO] - ===> Epoch[682](17797/26): Loss 0.0782, Sem 0.0782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.098e-01 Score 97.117 Data time: 0.1885, Forward time: 2.2536, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 5.3316 [2020-11-16 21:14:53,998][root][INFO] - ===> Epoch[682](17798/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.098e-01 Score 97.332 Data time: 0.1890, Forward time: 2.2536, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 5.7379 [2020-11-16 21:14:59,304][root][INFO] - ===> Epoch[682](17799/26): Loss 0.0793, Sem 0.0793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.097e-01 Score 97.152 Data time: 0.2018, Forward time: 2.2536, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.2050 [2020-11-16 21:15:04,178][root][INFO] - ===> Epoch[682](17800/26): Loss 0.0683, Sem 0.0683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.097e-01 Score 97.578 Data time: 0.2145, Forward time: 2.2537, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 4.7744 [2020-11-16 21:15:10,508][root][INFO] - ===> Epoch[682](17801/26): Loss 0.0763, Sem 0.0763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.096e-01 Score 97.098 Data time: 0.3416, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 6.2280 [2020-11-16 21:15:15,459][root][INFO] - ===> Epoch[682](17802/26): Loss 0.0742, Sem 0.0742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.096e-01 Score 97.373 Data time: 0.1660, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.8329 [2020-11-16 21:15:20,506][root][INFO] - ===> Epoch[682](17803/26): Loss 0.0784, Sem 0.0784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.096e-01 Score 97.178 Data time: 0.1475, Forward time: 2.2537, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.9288 [2020-11-16 21:15:25,996][root][INFO] - ===> Epoch[682](17804/26): Loss 0.0874, Sem 0.0874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.095e-01 Score 96.645 Data time: 0.2354, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.4093 [2020-11-16 21:15:31,283][root][INFO] - ===> Epoch[683](17805/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.095e-01 Score 97.403 Data time: 0.1808, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.1804 [2020-11-16 21:15:36,479][root][INFO] - ===> Epoch[683](17806/26): Loss 0.0744, Sem 0.0744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.094e-01 Score 97.242 Data time: 0.1752, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.0648 [2020-11-16 21:15:41,934][root][INFO] - ===> Epoch[683](17807/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.094e-01 Score 97.557 Data time: 0.1826, Forward time: 2.2537, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.3606 [2020-11-16 21:15:47,531][root][INFO] - ===> Epoch[683](17808/26): Loss 0.0784, Sem 0.0784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.093e-01 Score 97.075 Data time: 0.1723, Forward time: 2.2536, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.4972 [2020-11-16 21:15:52,454][root][INFO] - ===> Epoch[683](17809/26): Loss 0.0724, Sem 0.0724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.093e-01 Score 97.387 Data time: 0.1598, Forward time: 2.2536, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 4.8229 [2020-11-16 21:15:58,429][root][INFO] - ===> Epoch[683](17810/26): Loss 0.0770, Sem 0.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.092e-01 Score 97.247 Data time: 0.1732, Forward time: 2.2536, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.8928 [2020-11-16 21:16:03,868][root][INFO] - ===> Epoch[683](17811/26): Loss 0.0766, Sem 0.0766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.092e-01 Score 97.176 Data time: 0.2104, Forward time: 2.2536, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.3516 [2020-11-16 21:16:08,709][root][INFO] - ===> Epoch[683](17812/26): Loss 0.0802, Sem 0.0802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.091e-01 Score 96.916 Data time: 0.1739, Forward time: 2.2536, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 4.7188 [2020-11-16 21:16:14,512][root][INFO] - ===> Epoch[683](17813/26): Loss 0.0752, Sem 0.0752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.091e-01 Score 97.295 Data time: 0.1753, Forward time: 2.2535, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.7141 [2020-11-16 21:16:19,550][root][INFO] - ===> Epoch[683](17814/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.091e-01 Score 97.208 Data time: 0.2107, Forward time: 2.2535, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 4.9596 [2020-11-16 21:16:25,791][root][INFO] - ===> Epoch[683](17815/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.090e-01 Score 97.498 Data time: 0.1622, Forward time: 2.2535, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 6.1502 [2020-11-16 21:16:30,646][root][INFO] - ===> Epoch[683](17816/26): Loss 0.0827, Sem 0.0827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.090e-01 Score 97.004 Data time: 0.2016, Forward time: 2.2535, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 4.7800 [2020-11-16 21:16:37,412][root][INFO] - ===> Epoch[683](17817/26): Loss 0.0863, Sem 0.0863, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.089e-01 Score 96.772 Data time: 0.2268, Forward time: 2.2535, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 6.6731 [2020-11-16 21:16:43,384][root][INFO] - ===> Epoch[683](17818/26): Loss 0.0718, Sem 0.0718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.089e-01 Score 97.481 Data time: 0.2050, Forward time: 2.2535, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.8550 [2020-11-16 21:16:48,949][root][INFO] - ===> Epoch[683](17819/26): Loss 0.0766, Sem 0.0766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.088e-01 Score 97.232 Data time: 0.1667, Forward time: 2.2535, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.4698 [2020-11-16 21:16:55,135][root][INFO] - ===> Epoch[683](17820/26): Loss 0.0706, Sem 0.0706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.088e-01 Score 97.439 Data time: 0.1820, Forward time: 2.2535, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 6.1125 [2020-11-16 21:17:01,100][root][INFO] - ===> Epoch[683](17821/26): Loss 0.0744, Sem 0.0744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.087e-01 Score 97.281 Data time: 0.2351, Forward time: 2.2534, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.8527 [2020-11-16 21:17:08,319][root][INFO] - ===> Epoch[683](17822/26): Loss 0.0809, Sem 0.0809, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.087e-01 Score 96.977 Data time: 0.2252, Forward time: 2.2535, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 7.1246 [2020-11-16 21:17:14,106][root][INFO] - ===> Epoch[683](17823/26): Loss 0.0770, Sem 0.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.087e-01 Score 97.092 Data time: 0.1908, Forward time: 2.2535, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 5.6715 [2020-11-16 21:17:19,168][root][INFO] - ===> Epoch[683](17824/26): Loss 0.0724, Sem 0.0724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.086e-01 Score 97.275 Data time: 0.2262, Forward time: 2.2535, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 4.9665 [2020-11-16 21:17:23,946][root][INFO] - ===> Epoch[683](17825/26): Loss 0.0717, Sem 0.0717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.086e-01 Score 97.284 Data time: 0.1821, Forward time: 2.2535, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.6805 [2020-11-16 21:17:29,243][root][INFO] - ===> Epoch[683](17826/26): Loss 0.0724, Sem 0.0724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.085e-01 Score 97.466 Data time: 0.1464, Forward time: 2.2534, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.2084 [2020-11-16 21:17:33,859][root][INFO] - ===> Epoch[683](17827/26): Loss 0.0752, Sem 0.0752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.085e-01 Score 97.284 Data time: 0.2050, Forward time: 2.2534, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.5367 [2020-11-16 21:17:40,825][root][INFO] - ===> Epoch[683](17828/26): Loss 0.0673, Sem 0.0673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.084e-01 Score 97.660 Data time: 0.1637, Forward time: 2.2534, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 6.8556 [2020-11-16 21:17:45,775][root][INFO] - ===> Epoch[683](17829/26): Loss 0.0657, Sem 0.0657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.084e-01 Score 97.535 Data time: 0.2110, Forward time: 2.2534, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.8525 [2020-11-16 21:17:51,114][root][INFO] - ===> Epoch[683](17830/26): Loss 0.0677, Sem 0.0677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.083e-01 Score 97.630 Data time: 0.2434, Forward time: 2.2535, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.2302 [2020-11-16 21:17:55,602][root][INFO] - ===> Epoch[684](17831/26): Loss 0.0677, Sem 0.0677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.083e-01 Score 97.656 Data time: 0.1754, Forward time: 2.2534, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 4.3638 [2020-11-16 21:18:01,142][root][INFO] - ===> Epoch[684](17832/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.082e-01 Score 97.089 Data time: 0.2001, Forward time: 2.2534, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 5.4434 [2020-11-16 21:18:05,697][root][INFO] - ===> Epoch[684](17833/26): Loss 0.0767, Sem 0.0767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.082e-01 Score 97.169 Data time: 0.1943, Forward time: 2.2534, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 4.4477 [2020-11-16 21:18:11,062][root][INFO] - ===> Epoch[684](17834/26): Loss 0.0865, Sem 0.0865, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.082e-01 Score 96.941 Data time: 0.1348, Forward time: 2.2534, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.2691 [2020-11-16 21:18:16,841][root][INFO] - ===> Epoch[684](17835/26): Loss 0.0655, Sem 0.0655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.081e-01 Score 97.566 Data time: 0.2323, Forward time: 2.2534, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.7123 [2020-11-16 21:18:22,635][root][INFO] - ===> Epoch[684](17836/26): Loss 0.0751, Sem 0.0751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.081e-01 Score 97.245 Data time: 0.2853, Forward time: 2.2535, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.6782 [2020-11-16 21:18:27,112][root][INFO] - ===> Epoch[684](17837/26): Loss 0.0763, Sem 0.0763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.080e-01 Score 97.298 Data time: 0.1964, Forward time: 2.2535, Backward time: 3.0542, DDP time: 0.0047, Total iter time: 4.3604 [2020-11-16 21:18:33,067][root][INFO] - ===> Epoch[684](17838/26): Loss 0.0716, Sem 0.0716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.080e-01 Score 97.433 Data time: 0.1739, Forward time: 2.2535, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.8483 [2020-11-16 21:18:39,134][root][INFO] - ===> Epoch[684](17839/26): Loss 0.0906, Sem 0.0906, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.079e-01 Score 96.711 Data time: 0.1892, Forward time: 2.2535, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.9508 [2020-11-16 21:18:44,919][root][INFO] - ===> Epoch[684](17840/26): Loss 0.0754, Sem 0.0754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.079e-01 Score 97.238 Data time: 0.1761, Forward time: 2.2534, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.6736 [2020-11-16 21:18:50,731][root][INFO] - ===> Epoch[684](17841/26): Loss 0.0861, Sem 0.0861, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.078e-01 Score 96.942 Data time: 0.2658, Forward time: 2.2535, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.7281 [2020-11-16 21:18:56,320][root][INFO] - ===> Epoch[684](17842/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.078e-01 Score 97.551 Data time: 0.2186, Forward time: 2.2535, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.4349 [2020-11-16 21:19:01,338][root][INFO] - ===> Epoch[684](17843/26): Loss 0.0721, Sem 0.0721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.078e-01 Score 97.431 Data time: 0.1649, Forward time: 2.2535, Backward time: 3.0542, DDP time: 0.0047, Total iter time: 4.9013 [2020-11-16 21:19:06,737][root][INFO] - ===> Epoch[684](17844/26): Loss 0.0742, Sem 0.0742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.077e-01 Score 97.227 Data time: 0.1926, Forward time: 2.2535, Backward time: 3.0542, DDP time: 0.0047, Total iter time: 5.3098 [2020-11-16 21:19:11,763][root][INFO] - ===> Epoch[684](17845/26): Loss 0.0782, Sem 0.0782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.077e-01 Score 97.128 Data time: 0.1724, Forward time: 2.2534, Backward time: 3.0542, DDP time: 0.0047, Total iter time: 4.9298 [2020-11-16 21:19:17,554][root][INFO] - ===> Epoch[684](17846/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.076e-01 Score 96.828 Data time: 0.2080, Forward time: 2.2534, Backward time: 3.0542, DDP time: 0.0047, Total iter time: 5.7080 [2020-11-16 21:19:23,088][root][INFO] - ===> Epoch[684](17847/26): Loss 0.0813, Sem 0.0813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.076e-01 Score 96.972 Data time: 0.1844, Forward time: 2.2534, Backward time: 3.0542, DDP time: 0.0047, Total iter time: 5.4213 [2020-11-16 21:19:28,410][root][INFO] - ===> Epoch[684](17848/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.075e-01 Score 97.610 Data time: 0.2007, Forward time: 2.2534, Backward time: 3.0542, DDP time: 0.0047, Total iter time: 5.2447 [2020-11-16 21:19:33,907][root][INFO] - ===> Epoch[684](17849/26): Loss 0.0767, Sem 0.0767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.075e-01 Score 97.370 Data time: 0.2053, Forward time: 2.2535, Backward time: 3.0541, DDP time: 0.0047, Total iter time: 5.3966 [2020-11-16 21:19:40,288][root][INFO] - ===> Epoch[684](17850/26): Loss 0.0784, Sem 0.0784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.074e-01 Score 97.219 Data time: 0.1129, Forward time: 2.2534, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 6.2757 [2020-11-16 21:19:46,030][root][INFO] - ===> Epoch[684](17851/26): Loss 0.0796, Sem 0.0796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.074e-01 Score 97.093 Data time: 0.2171, Forward time: 2.2534, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.6648 [2020-11-16 21:19:51,829][root][INFO] - ===> Epoch[684](17852/26): Loss 0.0714, Sem 0.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.073e-01 Score 97.245 Data time: 0.1785, Forward time: 2.2534, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.7023 [2020-11-16 21:19:57,768][root][INFO] - ===> Epoch[684](17853/26): Loss 0.0751, Sem 0.0751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.073e-01 Score 97.240 Data time: 0.1516, Forward time: 2.2533, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.8409 [2020-11-16 21:20:02,974][root][INFO] - ===> Epoch[684](17854/26): Loss 0.0757, Sem 0.0757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.073e-01 Score 97.252 Data time: 0.1775, Forward time: 2.2533, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.1200 [2020-11-16 21:20:10,348][root][INFO] - ===> Epoch[684](17855/26): Loss 0.0714, Sem 0.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.072e-01 Score 97.412 Data time: 0.2276, Forward time: 2.2534, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 7.2866 [2020-11-16 21:20:15,705][root][INFO] - ===> Epoch[684](17856/26): Loss 0.0874, Sem 0.0874, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.072e-01 Score 96.905 Data time: 0.2053, Forward time: 2.2534, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.2575 [2020-11-16 21:20:20,599][root][INFO] - ===> Epoch[685](17857/26): Loss 0.0749, Sem 0.0749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.071e-01 Score 97.354 Data time: 0.2026, Forward time: 2.2534, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 4.7889 [2020-11-16 21:20:25,507][root][INFO] - ===> Epoch[685](17858/26): Loss 0.0804, Sem 0.0804, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.071e-01 Score 97.274 Data time: 0.2047, Forward time: 2.2534, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 4.8171 [2020-11-16 21:20:31,556][root][INFO] - ===> Epoch[685](17859/26): Loss 0.0909, Sem 0.0909, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.070e-01 Score 96.612 Data time: 0.2163, Forward time: 2.2534, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.9652 [2020-11-16 21:20:38,169][root][INFO] - ===> Epoch[685](17860/26): Loss 0.0754, Sem 0.0754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.070e-01 Score 97.273 Data time: 0.3477, Forward time: 2.2535, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 6.5085 [2020-11-16 21:20:43,769][root][INFO] - ===> Epoch[685](17861/26): Loss 0.0725, Sem 0.0725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.069e-01 Score 97.395 Data time: 0.1230, Forward time: 2.2535, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.4845 [2020-11-16 21:20:49,121][root][INFO] - ===> Epoch[685](17862/26): Loss 0.0753, Sem 0.0753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.069e-01 Score 97.010 Data time: 0.1515, Forward time: 2.2534, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 5.2764 [2020-11-16 21:20:53,805][root][INFO] - ===> Epoch[685](17863/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.069e-01 Score 97.361 Data time: 0.1468, Forward time: 2.2534, Backward time: 3.0543, DDP time: 0.0047, Total iter time: 4.6101 [2020-11-16 21:20:59,446][root][INFO] - ===> Epoch[685](17864/26): Loss 0.0756, Sem 0.0756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.068e-01 Score 97.288 Data time: 0.1109, Forward time: 2.2533, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 5.5570 [2020-11-16 21:21:04,482][root][INFO] - ===> Epoch[685](17865/26): Loss 0.0708, Sem 0.0708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.068e-01 Score 97.454 Data time: 0.1535, Forward time: 2.2532, Backward time: 3.0544, DDP time: 0.0047, Total iter time: 4.9772 [2020-11-16 21:21:11,015][root][INFO] - ===> Epoch[685](17866/26): Loss 0.0823, Sem 0.0823, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.067e-01 Score 96.966 Data time: 0.1590, Forward time: 2.2532, Backward time: 3.0545, DDP time: 0.0047, Total iter time: 6.4533 [2020-11-16 21:21:17,770][root][INFO] - ===> Epoch[685](17867/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.067e-01 Score 97.390 Data time: 0.1296, Forward time: 2.2531, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 6.6725 [2020-11-16 21:21:23,428][root][INFO] - ===> Epoch[685](17868/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.066e-01 Score 97.258 Data time: 0.1655, Forward time: 2.2531, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.5931 [2020-11-16 21:21:28,462][root][INFO] - ===> Epoch[685](17869/26): Loss 0.0782, Sem 0.0782, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.066e-01 Score 97.138 Data time: 0.2084, Forward time: 2.2531, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 4.9543 [2020-11-16 21:21:34,909][root][INFO] - ===> Epoch[685](17870/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.065e-01 Score 97.547 Data time: 0.1777, Forward time: 2.2531, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 6.3220 [2020-11-16 21:21:40,919][root][INFO] - ===> Epoch[685](17871/26): Loss 0.0781, Sem 0.0781, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.065e-01 Score 97.172 Data time: 0.2230, Forward time: 2.2531, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.8963 [2020-11-16 21:21:46,179][root][INFO] - ===> Epoch[685](17872/26): Loss 0.0812, Sem 0.0812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.064e-01 Score 96.962 Data time: 0.1613, Forward time: 2.2531, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.1456 [2020-11-16 21:21:51,219][root][INFO] - ===> Epoch[685](17873/26): Loss 0.0791, Sem 0.0791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.064e-01 Score 97.190 Data time: 0.2169, Forward time: 2.2531, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 4.9424 [2020-11-16 21:21:56,171][root][INFO] - ===> Epoch[685](17874/26): Loss 0.0767, Sem 0.0767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.064e-01 Score 97.274 Data time: 0.1613, Forward time: 2.2531, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.8506 [2020-11-16 21:22:02,760][root][INFO] - ===> Epoch[685](17875/26): Loss 0.0775, Sem 0.0775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.063e-01 Score 97.138 Data time: 0.1376, Forward time: 2.2530, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 6.4873 [2020-11-16 21:22:08,277][root][INFO] - ===> Epoch[685](17876/26): Loss 0.0767, Sem 0.0767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.063e-01 Score 97.264 Data time: 0.1636, Forward time: 2.2530, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 5.4518 [2020-11-16 21:22:12,885][root][INFO] - ===> Epoch[685](17877/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.062e-01 Score 97.345 Data time: 0.2052, Forward time: 2.2530, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 4.5120 [2020-11-16 21:22:17,906][root][INFO] - ===> Epoch[685](17878/26): Loss 0.0662, Sem 0.0662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.062e-01 Score 97.616 Data time: 0.2102, Forward time: 2.2530, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 4.9221 [2020-11-16 21:22:23,952][root][INFO] - ===> Epoch[685](17879/26): Loss 0.0779, Sem 0.0779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.061e-01 Score 97.199 Data time: 0.1863, Forward time: 2.2529, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.9321 [2020-11-16 21:22:30,004][root][INFO] - ===> Epoch[685](17880/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.061e-01 Score 97.128 Data time: 0.2295, Forward time: 2.2530, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.9447 [2020-11-16 21:22:35,176][root][INFO] - ===> Epoch[685](17881/26): Loss 0.0709, Sem 0.0709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.060e-01 Score 97.409 Data time: 0.2619, Forward time: 2.2530, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.0580 [2020-11-16 21:22:41,187][root][INFO] - ===> Epoch[685](17882/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.060e-01 Score 97.283 Data time: 0.2295, Forward time: 2.2530, Backward time: 3.0546, DDP time: 0.0047, Total iter time: 5.8846 [2020-11-16 21:22:47,061][root][INFO] - ===> Epoch[686](17883/26): Loss 0.0694, Sem 0.0694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.060e-01 Score 97.476 Data time: 0.1747, Forward time: 2.2530, Backward time: 3.0547, DDP time: 0.0047, Total iter time: 5.7584 [2020-11-16 21:22:53,638][root][INFO] - ===> Epoch[686](17884/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.059e-01 Score 97.696 Data time: 0.1668, Forward time: 2.2530, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 6.4790 [2020-11-16 21:23:00,189][root][INFO] - ===> Epoch[686](17885/26): Loss 0.0765, Sem 0.0765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.059e-01 Score 97.283 Data time: 0.2035, Forward time: 2.2530, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 6.4630 [2020-11-16 21:23:05,942][root][INFO] - ===> Epoch[686](17886/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.058e-01 Score 97.339 Data time: 0.1824, Forward time: 2.2530, Backward time: 3.0548, DDP time: 0.0047, Total iter time: 5.6455 [2020-11-16 21:23:12,507][root][INFO] - ===> Epoch[686](17887/26): Loss 0.0765, Sem 0.0765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.058e-01 Score 97.233 Data time: 0.1418, Forward time: 2.2529, Backward time: 3.0549, DDP time: 0.0047, Total iter time: 6.4679 [2020-11-16 21:23:18,923][root][INFO] - ===> Epoch[686](17888/26): Loss 0.0582, Sem 0.0582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.057e-01 Score 97.900 Data time: 0.1369, Forward time: 2.2529, Backward time: 3.0551, DDP time: 0.0047, Total iter time: 6.3473 [2020-11-16 21:23:24,475][root][INFO] - ===> Epoch[686](17889/26): Loss 0.0696, Sem 0.0696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.057e-01 Score 97.468 Data time: 0.1798, Forward time: 2.2529, Backward time: 3.0551, DDP time: 0.0047, Total iter time: 5.4846 [2020-11-16 21:23:30,252][root][INFO] - ===> Epoch[686](17890/26): Loss 0.0677, Sem 0.0677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.056e-01 Score 97.556 Data time: 0.1957, Forward time: 2.2529, Backward time: 3.0551, DDP time: 0.0047, Total iter time: 5.6787 [2020-11-16 21:23:36,131][root][INFO] - ===> Epoch[686](17891/26): Loss 0.0797, Sem 0.0797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.056e-01 Score 97.046 Data time: 0.1374, Forward time: 2.2528, Backward time: 3.0551, DDP time: 0.0047, Total iter time: 5.7584 [2020-11-16 21:23:41,618][root][INFO] - ===> Epoch[686](17892/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.055e-01 Score 97.200 Data time: 0.1427, Forward time: 2.2527, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 5.4106 [2020-11-16 21:23:49,417][root][INFO] - ===> Epoch[686](17893/26): Loss 0.0791, Sem 0.0791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.055e-01 Score 97.175 Data time: 0.2216, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 7.6942 [2020-11-16 21:23:54,437][root][INFO] - ===> Epoch[686](17894/26): Loss 0.0776, Sem 0.0776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.055e-01 Score 97.058 Data time: 0.2346, Forward time: 2.2527, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 4.9160 [2020-11-16 21:24:00,325][root][INFO] - ===> Epoch[686](17895/26): Loss 0.0795, Sem 0.0795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.054e-01 Score 97.045 Data time: 0.2029, Forward time: 2.2527, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.7819 [2020-11-16 21:24:05,710][root][INFO] - ===> Epoch[686](17896/26): Loss 0.0913, Sem 0.0913, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.054e-01 Score 96.437 Data time: 0.1543, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.2675 [2020-11-16 21:24:12,273][root][INFO] - ===> Epoch[686](17897/26): Loss 0.0766, Sem 0.0766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.053e-01 Score 97.269 Data time: 0.1925, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 6.5034 [2020-11-16 21:24:17,143][root][INFO] - ===> Epoch[686](17898/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.053e-01 Score 97.004 Data time: 0.1859, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 4.7626 [2020-11-16 21:24:22,030][root][INFO] - ===> Epoch[686](17899/26): Loss 0.0719, Sem 0.0719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.052e-01 Score 97.324 Data time: 0.1948, Forward time: 2.2527, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 4.7870 [2020-11-16 21:24:27,559][root][INFO] - ===> Epoch[686](17900/26): Loss 0.0846, Sem 0.0846, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.052e-01 Score 97.011 Data time: 0.1419, Forward time: 2.2526, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.4303 [2020-11-16 21:24:32,441][root][INFO] - ===> Epoch[686](17901/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.051e-01 Score 97.223 Data time: 0.2296, Forward time: 2.2526, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 4.8057 [2020-11-16 21:24:37,682][root][INFO] - ===> Epoch[686](17902/26): Loss 0.0709, Sem 0.0709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.051e-01 Score 97.426 Data time: 0.1590, Forward time: 2.2526, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.1431 [2020-11-16 21:24:43,260][root][INFO] - ===> Epoch[686](17903/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.050e-01 Score 97.458 Data time: 0.1929, Forward time: 2.2526, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.4994 [2020-11-16 21:24:48,022][root][INFO] - ===> Epoch[686](17904/26): Loss 0.0808, Sem 0.0808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.050e-01 Score 97.053 Data time: 0.1673, Forward time: 2.2526, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 4.6682 [2020-11-16 21:24:53,607][root][INFO] - ===> Epoch[686](17905/26): Loss 0.0731, Sem 0.0731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.050e-01 Score 97.336 Data time: 0.1613, Forward time: 2.2525, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 5.4903 [2020-11-16 21:24:59,401][root][INFO] - ===> Epoch[686](17906/26): Loss 0.0670, Sem 0.0670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.049e-01 Score 97.555 Data time: 0.2071, Forward time: 2.2525, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.7367 [2020-11-16 21:25:04,748][root][INFO] - ===> Epoch[686](17907/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.049e-01 Score 97.331 Data time: 0.2364, Forward time: 2.2525, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 5.2391 [2020-11-16 21:25:10,513][root][INFO] - ===> Epoch[686](17908/26): Loss 0.0699, Sem 0.0699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.048e-01 Score 97.501 Data time: 0.1648, Forward time: 2.2525, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.6510 [2020-11-16 21:25:17,408][root][INFO] - ===> Epoch[687](17909/26): Loss 0.0794, Sem 0.0794, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.048e-01 Score 97.170 Data time: 0.1886, Forward time: 2.2525, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 6.8077 [2020-11-16 21:25:22,465][root][INFO] - ===> Epoch[687](17910/26): Loss 0.0693, Sem 0.0693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.047e-01 Score 97.440 Data time: 0.1987, Forward time: 2.2525, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 4.9693 [2020-11-16 21:25:28,239][root][INFO] - ===> Epoch[687](17911/26): Loss 0.0784, Sem 0.0784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.047e-01 Score 97.002 Data time: 0.1665, Forward time: 2.2525, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.6765 [2020-11-16 21:25:33,712][root][INFO] - ===> Epoch[687](17912/26): Loss 0.0731, Sem 0.0731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.046e-01 Score 97.300 Data time: 0.1700, Forward time: 2.2525, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.3700 [2020-11-16 21:25:39,780][root][INFO] - ===> Epoch[687](17913/26): Loss 0.0822, Sem 0.0822, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.046e-01 Score 96.960 Data time: 0.2619, Forward time: 2.2525, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.9937 [2020-11-16 21:25:45,153][root][INFO] - ===> Epoch[687](17914/26): Loss 0.0685, Sem 0.0685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.046e-01 Score 97.444 Data time: 0.1571, Forward time: 2.2525, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.2581 [2020-11-16 21:25:52,147][root][INFO] - ===> Epoch[687](17915/26): Loss 0.0713, Sem 0.0713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.045e-01 Score 97.441 Data time: 0.1744, Forward time: 2.2524, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 6.9012 [2020-11-16 21:25:59,007][root][INFO] - ===> Epoch[687](17916/26): Loss 0.0695, Sem 0.0695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.045e-01 Score 97.484 Data time: 0.2133, Forward time: 2.2524, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 6.7638 [2020-11-16 21:26:06,040][root][INFO] - ===> Epoch[687](17917/26): Loss 0.0762, Sem 0.0762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.044e-01 Score 97.012 Data time: 0.1446, Forward time: 2.2524, Backward time: 3.0557, DDP time: 0.0047, Total iter time: 6.9157 [2020-11-16 21:26:10,887][root][INFO] - ===> Epoch[687](17918/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.044e-01 Score 97.064 Data time: 0.1802, Forward time: 2.2524, Backward time: 3.0557, DDP time: 0.0047, Total iter time: 4.7599 [2020-11-16 21:26:17,558][root][INFO] - ===> Epoch[687](17919/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.043e-01 Score 97.416 Data time: 0.1482, Forward time: 2.2523, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 6.5768 [2020-11-16 21:26:22,649][root][INFO] - ===> Epoch[687](17920/26): Loss 0.0736, Sem 0.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.043e-01 Score 97.277 Data time: 0.1729, Forward time: 2.2523, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 5.0153 [2020-11-16 21:26:28,499][root][INFO] - ===> Epoch[687](17921/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.042e-01 Score 97.600 Data time: 0.1801, Forward time: 2.2523, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 5.7414 [2020-11-16 21:26:33,597][root][INFO] - ===> Epoch[687](17922/26): Loss 0.0828, Sem 0.0828, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.042e-01 Score 96.768 Data time: 0.2209, Forward time: 2.2523, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 4.9846 [2020-11-16 21:26:38,704][root][INFO] - ===> Epoch[687](17923/26): Loss 0.0667, Sem 0.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.041e-01 Score 97.544 Data time: 0.2528, Forward time: 2.2523, Backward time: 3.0557, DDP time: 0.0047, Total iter time: 5.0066 [2020-11-16 21:26:44,210][root][INFO] - ===> Epoch[687](17924/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.041e-01 Score 97.731 Data time: 0.2144, Forward time: 2.2523, Backward time: 3.0557, DDP time: 0.0047, Total iter time: 5.4000 [2020-11-16 21:26:49,497][root][INFO] - ===> Epoch[687](17925/26): Loss 0.0770, Sem 0.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.041e-01 Score 97.254 Data time: 0.2461, Forward time: 2.2523, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 5.1736 [2020-11-16 21:26:55,203][root][INFO] - ===> Epoch[687](17926/26): Loss 0.0715, Sem 0.0715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.040e-01 Score 97.374 Data time: 0.2142, Forward time: 2.2523, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 5.5958 [2020-11-16 21:27:00,811][root][INFO] - ===> Epoch[687](17927/26): Loss 0.0744, Sem 0.0744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.040e-01 Score 97.349 Data time: 0.2439, Forward time: 2.2524, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 5.5039 [2020-11-16 21:27:06,907][root][INFO] - ===> Epoch[687](17928/26): Loss 0.0795, Sem 0.0795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.039e-01 Score 97.085 Data time: 0.2499, Forward time: 2.2524, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 5.9893 [2020-11-16 21:27:11,122][root][INFO] - ===> Epoch[687](17929/26): Loss 0.0681, Sem 0.0681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.039e-01 Score 97.367 Data time: 0.1648, Forward time: 2.2524, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 4.1098 [2020-11-16 21:27:16,031][root][INFO] - ===> Epoch[687](17930/26): Loss 0.0723, Sem 0.0723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.038e-01 Score 97.367 Data time: 0.2425, Forward time: 2.2524, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 4.8280 [2020-11-16 21:27:22,115][root][INFO] - ===> Epoch[687](17931/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.038e-01 Score 97.689 Data time: 0.3314, Forward time: 2.2525, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.9825 [2020-11-16 21:27:28,390][root][INFO] - ===> Epoch[687](17932/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.037e-01 Score 97.613 Data time: 0.3452, Forward time: 2.2526, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 6.1552 [2020-11-16 21:27:33,213][root][INFO] - ===> Epoch[687](17933/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.037e-01 Score 97.507 Data time: 0.2082, Forward time: 2.2526, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 4.7081 [2020-11-16 21:27:38,395][root][INFO] - ===> Epoch[687](17934/26): Loss 0.0802, Sem 0.0802, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.037e-01 Score 97.066 Data time: 0.2205, Forward time: 2.2526, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 5.0904 [2020-11-16 21:27:43,839][root][INFO] - ===> Epoch[688](17935/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.036e-01 Score 97.477 Data time: 0.2275, Forward time: 2.2526, Backward time: 3.0551, DDP time: 0.0047, Total iter time: 5.3359 [2020-11-16 21:27:48,310][root][INFO] - ===> Epoch[688](17936/26): Loss 0.0666, Sem 0.0666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.036e-01 Score 97.553 Data time: 0.2016, Forward time: 2.2526, Backward time: 3.0550, DDP time: 0.0047, Total iter time: 4.3553 [2020-11-16 21:27:53,989][root][INFO] - ===> Epoch[688](17937/26): Loss 0.0743, Sem 0.0743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.035e-01 Score 97.299 Data time: 0.1785, Forward time: 2.2526, Backward time: 3.0550, DDP time: 0.0047, Total iter time: 5.5822 [2020-11-16 21:27:59,944][root][INFO] - ===> Epoch[688](17938/26): Loss 0.0694, Sem 0.0694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.035e-01 Score 97.495 Data time: 0.2614, Forward time: 2.2527, Backward time: 3.0550, DDP time: 0.0047, Total iter time: 5.8656 [2020-11-16 21:28:06,000][root][INFO] - ===> Epoch[688](17939/26): Loss 0.0634, Sem 0.0634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.034e-01 Score 97.689 Data time: 0.2730, Forward time: 2.2527, Backward time: 3.0550, DDP time: 0.0047, Total iter time: 5.9306 [2020-11-16 21:28:12,354][root][INFO] - ===> Epoch[688](17940/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.034e-01 Score 97.284 Data time: 0.3208, Forward time: 2.2528, Backward time: 3.0550, DDP time: 0.0047, Total iter time: 6.2416 [2020-11-16 21:28:17,922][root][INFO] - ===> Epoch[688](17941/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.033e-01 Score 97.593 Data time: 0.1871, Forward time: 2.2528, Backward time: 3.0550, DDP time: 0.0047, Total iter time: 5.4436 [2020-11-16 21:28:23,267][root][INFO] - ===> Epoch[688](17942/26): Loss 0.0700, Sem 0.0700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.033e-01 Score 97.381 Data time: 0.1944, Forward time: 2.2528, Backward time: 3.0549, DDP time: 0.0047, Total iter time: 5.2526 [2020-11-16 21:28:30,118][root][INFO] - ===> Epoch[688](17943/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.032e-01 Score 97.530 Data time: 0.2505, Forward time: 2.2528, Backward time: 3.0550, DDP time: 0.0047, Total iter time: 6.7476 [2020-11-16 21:28:35,242][root][INFO] - ===> Epoch[688](17944/26): Loss 0.0726, Sem 0.0726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.032e-01 Score 97.257 Data time: 0.2020, Forward time: 2.2528, Backward time: 3.0550, DDP time: 0.0047, Total iter time: 5.0056 [2020-11-16 21:28:41,229][root][INFO] - ===> Epoch[688](17945/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.032e-01 Score 97.551 Data time: 0.2026, Forward time: 2.2528, Backward time: 3.0550, DDP time: 0.0047, Total iter time: 5.8839 [2020-11-16 21:28:47,912][root][INFO] - ===> Epoch[688](17946/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.031e-01 Score 97.598 Data time: 0.1849, Forward time: 2.2528, Backward time: 3.0551, DDP time: 0.0047, Total iter time: 6.5813 [2020-11-16 21:28:53,620][root][INFO] - ===> Epoch[688](17947/26): Loss 0.0717, Sem 0.0717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.031e-01 Score 97.354 Data time: 0.1736, Forward time: 2.2528, Backward time: 3.0551, DDP time: 0.0047, Total iter time: 5.6073 [2020-11-16 21:29:00,165][root][INFO] - ===> Epoch[688](17948/26): Loss 0.0739, Sem 0.0739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.030e-01 Score 97.363 Data time: 0.1345, Forward time: 2.2527, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 6.4619 [2020-11-16 21:29:05,080][root][INFO] - ===> Epoch[688](17949/26): Loss 0.0854, Sem 0.0854, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.030e-01 Score 96.820 Data time: 0.1957, Forward time: 2.2527, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 4.8389 [2020-11-16 21:29:10,499][root][INFO] - ===> Epoch[688](17950/26): Loss 0.0795, Sem 0.0795, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.029e-01 Score 97.184 Data time: 0.1899, Forward time: 2.2527, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 5.3216 [2020-11-16 21:29:16,483][root][INFO] - ===> Epoch[688](17951/26): Loss 0.0737, Sem 0.0737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.029e-01 Score 97.377 Data time: 0.1822, Forward time: 2.2526, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 5.8933 [2020-11-16 21:29:21,605][root][INFO] - ===> Epoch[688](17952/26): Loss 0.0735, Sem 0.0735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.028e-01 Score 97.315 Data time: 0.1873, Forward time: 2.2527, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 5.0362 [2020-11-16 21:29:27,790][root][INFO] - ===> Epoch[688](17953/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.028e-01 Score 97.586 Data time: 0.1944, Forward time: 2.2526, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 6.0774 [2020-11-16 21:29:33,059][root][INFO] - ===> Epoch[688](17954/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.027e-01 Score 97.219 Data time: 0.2497, Forward time: 2.2527, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 5.1671 [2020-11-16 21:29:38,445][root][INFO] - ===> Epoch[688](17955/26): Loss 0.0681, Sem 0.0681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.027e-01 Score 97.510 Data time: 0.2495, Forward time: 2.2527, Backward time: 3.0551, DDP time: 0.0047, Total iter time: 5.2812 [2020-11-16 21:29:44,066][root][INFO] - ===> Epoch[688](17956/26): Loss 0.0685, Sem 0.0685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.027e-01 Score 97.608 Data time: 0.2371, Forward time: 2.2528, Backward time: 3.0551, DDP time: 0.0047, Total iter time: 5.5047 [2020-11-16 21:29:50,639][root][INFO] - ===> Epoch[688](17957/26): Loss 0.0672, Sem 0.0672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.026e-01 Score 97.563 Data time: 0.2246, Forward time: 2.2528, Backward time: 3.0551, DDP time: 0.0047, Total iter time: 6.4666 [2020-11-16 21:29:57,748][root][INFO] - ===> Epoch[688](17958/26): Loss 0.0714, Sem 0.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.026e-01 Score 97.322 Data time: 0.2264, Forward time: 2.2528, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 7.0108 [2020-11-16 21:30:03,499][root][INFO] - ===> Epoch[688](17959/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.025e-01 Score 97.399 Data time: 0.1577, Forward time: 2.2527, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.6583 [2020-11-16 21:30:09,327][root][INFO] - ===> Epoch[688](17960/26): Loss 0.0634, Sem 0.0634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.025e-01 Score 97.654 Data time: 0.2011, Forward time: 2.2527, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.7364 [2020-11-16 21:30:15,117][root][INFO] - ===> Epoch[689](17961/26): Loss 0.0655, Sem 0.0655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.024e-01 Score 97.579 Data time: 0.2508, Forward time: 2.2528, Backward time: 3.0552, DDP time: 0.0047, Total iter time: 5.6752 [2020-11-16 21:30:21,017][root][INFO] - ===> Epoch[689](17962/26): Loss 0.0708, Sem 0.0708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.024e-01 Score 97.428 Data time: 0.1766, Forward time: 2.2528, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.7796 [2020-11-16 21:30:27,250][root][INFO] - ===> Epoch[689](17963/26): Loss 0.0860, Sem 0.0860, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.023e-01 Score 97.213 Data time: 0.1747, Forward time: 2.2527, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 6.1339 [2020-11-16 21:30:32,417][root][INFO] - ===> Epoch[689](17964/26): Loss 0.0673, Sem 0.0673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.023e-01 Score 97.531 Data time: 0.1566, Forward time: 2.2527, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.0908 [2020-11-16 21:30:39,376][root][INFO] - ===> Epoch[689](17965/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.022e-01 Score 96.899 Data time: 0.2139, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 6.8842 [2020-11-16 21:30:45,229][root][INFO] - ===> Epoch[689](17966/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.022e-01 Score 96.968 Data time: 0.1797, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.7426 [2020-11-16 21:30:50,520][root][INFO] - ===> Epoch[689](17967/26): Loss 0.0827, Sem 0.0827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.022e-01 Score 97.157 Data time: 0.1634, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.1874 [2020-11-16 21:30:55,827][root][INFO] - ===> Epoch[689](17968/26): Loss 0.0728, Sem 0.0728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.021e-01 Score 97.301 Data time: 0.1819, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.2121 [2020-11-16 21:31:01,691][root][INFO] - ===> Epoch[689](17969/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.021e-01 Score 97.662 Data time: 0.2069, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.7811 [2020-11-16 21:31:06,935][root][INFO] - ===> Epoch[689](17970/26): Loss 0.0678, Sem 0.0678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.020e-01 Score 97.554 Data time: 0.1400, Forward time: 2.2526, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.1484 [2020-11-16 21:31:12,474][root][INFO] - ===> Epoch[689](17971/26): Loss 0.0777, Sem 0.0777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.020e-01 Score 97.016 Data time: 0.2138, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.4619 [2020-11-16 21:31:18,472][root][INFO] - ===> Epoch[689](17972/26): Loss 0.0644, Sem 0.0644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.019e-01 Score 97.675 Data time: 0.1473, Forward time: 2.2526, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 5.8817 [2020-11-16 21:31:23,811][root][INFO] - ===> Epoch[689](17973/26): Loss 0.0805, Sem 0.0805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.019e-01 Score 96.977 Data time: 0.2458, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.2813 [2020-11-16 21:31:29,618][root][INFO] - ===> Epoch[689](17974/26): Loss 0.0726, Sem 0.0726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.018e-01 Score 97.308 Data time: 0.2543, Forward time: 2.2527, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.7162 [2020-11-16 21:31:35,792][root][INFO] - ===> Epoch[689](17975/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.018e-01 Score 97.187 Data time: 0.1548, Forward time: 2.2526, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 6.0837 [2020-11-16 21:31:41,302][root][INFO] - ===> Epoch[689](17976/26): Loss 0.0710, Sem 0.0710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.018e-01 Score 97.436 Data time: 0.1674, Forward time: 2.2526, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 5.4382 [2020-11-16 21:31:46,015][root][INFO] - ===> Epoch[689](17977/26): Loss 0.0745, Sem 0.0745, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.017e-01 Score 97.307 Data time: 0.1936, Forward time: 2.2526, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 4.6177 [2020-11-16 21:31:51,260][root][INFO] - ===> Epoch[689](17978/26): Loss 0.0747, Sem 0.0747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.017e-01 Score 97.236 Data time: 0.2339, Forward time: 2.2526, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.1679 [2020-11-16 21:31:56,937][root][INFO] - ===> Epoch[689](17979/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.016e-01 Score 97.564 Data time: 0.1754, Forward time: 2.2526, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.5613 [2020-11-16 21:32:02,464][root][INFO] - ===> Epoch[689](17980/26): Loss 0.0766, Sem 0.0766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.016e-01 Score 97.134 Data time: 0.1534, Forward time: 2.2525, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.4239 [2020-11-16 21:32:07,697][root][INFO] - ===> Epoch[689](17981/26): Loss 0.0636, Sem 0.0636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.015e-01 Score 97.670 Data time: 0.1574, Forward time: 2.2525, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 5.1622 [2020-11-16 21:32:13,596][root][INFO] - ===> Epoch[689](17982/26): Loss 0.0739, Sem 0.0739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.015e-01 Score 97.287 Data time: 0.2358, Forward time: 2.2525, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 5.8469 [2020-11-16 21:32:19,523][root][INFO] - ===> Epoch[689](17983/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.014e-01 Score 97.384 Data time: 0.1877, Forward time: 2.2525, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 5.8248 [2020-11-16 21:32:24,154][root][INFO] - ===> Epoch[689](17984/26): Loss 0.0766, Sem 0.0766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.014e-01 Score 97.163 Data time: 0.2017, Forward time: 2.2525, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 4.5367 [2020-11-16 21:32:30,068][root][INFO] - ===> Epoch[689](17985/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.013e-01 Score 97.566 Data time: 0.2579, Forward time: 2.2526, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.8081 [2020-11-16 21:32:35,872][root][INFO] - ===> Epoch[689](17986/26): Loss 0.0739, Sem 0.0739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.013e-01 Score 97.323 Data time: 0.1577, Forward time: 2.2525, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.6890 [2020-11-16 21:32:41,230][root][INFO] - ===> Epoch[690](17987/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.013e-01 Score 97.073 Data time: 0.2382, Forward time: 2.2526, Backward time: 3.0553, DDP time: 0.0047, Total iter time: 5.2807 [2020-11-16 21:32:47,086][root][INFO] - ===> Epoch[690](17988/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.012e-01 Score 97.434 Data time: 0.2048, Forward time: 2.2526, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.7575 [2020-11-16 21:32:53,335][root][INFO] - ===> Epoch[690](17989/26): Loss 0.0765, Sem 0.0765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.012e-01 Score 97.082 Data time: 0.2179, Forward time: 2.2526, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 6.1347 [2020-11-16 21:32:58,627][root][INFO] - ===> Epoch[690](17990/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.011e-01 Score 97.573 Data time: 0.1784, Forward time: 2.2526, Backward time: 3.0554, DDP time: 0.0047, Total iter time: 5.1849 [2020-11-16 21:33:04,918][root][INFO] - ===> Epoch[690](17991/26): Loss 0.0710, Sem 0.0710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.011e-01 Score 97.459 Data time: 0.1589, Forward time: 2.2525, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 6.1915 [2020-11-16 21:33:10,439][root][INFO] - ===> Epoch[690](17992/26): Loss 0.0775, Sem 0.0775, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.010e-01 Score 97.163 Data time: 0.1180, Forward time: 2.2524, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 5.4388 [2020-11-16 21:33:16,461][root][INFO] - ===> Epoch[690](17993/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.010e-01 Score 97.660 Data time: 0.2241, Forward time: 2.2525, Backward time: 3.0555, DDP time: 0.0047, Total iter time: 5.9713 [2020-11-16 21:33:22,444][root][INFO] - ===> Epoch[690](17994/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.009e-01 Score 97.841 Data time: 0.2080, Forward time: 2.2525, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 5.8849 [2020-11-16 21:33:28,328][root][INFO] - ===> Epoch[690](17995/26): Loss 0.0790, Sem 0.0790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.009e-01 Score 97.072 Data time: 0.1924, Forward time: 2.2525, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 5.7777 [2020-11-16 21:33:34,207][root][INFO] - ===> Epoch[690](17996/26): Loss 0.0635, Sem 0.0635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.008e-01 Score 97.759 Data time: 0.1729, Forward time: 2.2524, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 5.7766 [2020-11-16 21:33:40,445][root][INFO] - ===> Epoch[690](17997/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.008e-01 Score 97.619 Data time: 0.3344, Forward time: 2.2525, Backward time: 3.0556, DDP time: 0.0047, Total iter time: 6.1608 [2020-11-16 21:33:46,980][root][INFO] - ===> Epoch[690](17998/26): Loss 0.0827, Sem 0.0827, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.008e-01 Score 96.897 Data time: 0.1491, Forward time: 2.2525, Backward time: 3.0557, DDP time: 0.0047, Total iter time: 6.4110 [2020-11-16 21:33:53,652][root][INFO] - ===> Epoch[690](17999/26): Loss 0.0728, Sem 0.0728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.007e-01 Score 97.208 Data time: 0.1786, Forward time: 2.2525, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 6.5954 [2020-11-16 21:34:00,251][root][INFO] - ===> Epoch[690](18000/26): Loss 0.0749, Sem 0.0749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.007e-01 Score 97.219 Data time: 0.1585, Forward time: 2.2524, Backward time: 3.0559, DDP time: 0.0047, Total iter time: 6.5092 [2020-11-16 21:34:00,973][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 21:34:01,103][root][INFO] - ===> Start testing [2020-11-16 21:35:25,639][root][INFO] - 101/312: Data time: 0.0053, Iter time: 0.1556 Loss 0.342 (AVG: 0.532) Score 92.762 (AVG: 89.615) mIOU 72.428 mAP 75.433 mAcc 80.685 IOU: 84.606 96.699 67.541 88.733 91.517 88.317 74.955 60.836 59.709 80.712 22.409 65.588 61.444 66.925 54.904 73.447 90.910 69.165 89.161 60.972 mAP: 80.048 96.574 63.899 78.711 88.734 85.969 72.148 64.451 68.126 76.777 41.410 64.265 69.748 75.271 61.468 93.642 97.210 88.666 79.506 62.044 mAcc: 95.764 98.882 75.332 91.151 96.897 92.065 85.820 71.261 72.827 87.518 34.585 78.418 83.442 71.923 59.030 76.446 96.515 87.224 92.843 65.765 [2020-11-16 21:36:42,759][root][INFO] - 201/312: Data time: 0.0047, Iter time: 0.2194 Loss 0.087 (AVG: 0.526) Score 96.480 (AVG: 89.916) mIOU 72.167 mAP 75.987 mAcc 80.423 IOU: 85.833 96.257 64.886 81.975 90.917 85.894 77.234 62.955 65.458 79.016 26.108 61.087 64.903 70.334 52.762 71.195 92.912 65.975 88.870 58.763 mAP: 81.386 97.111 64.955 75.065 90.440 85.385 74.369 67.693 71.220 78.484 52.423 57.444 71.513 75.085 56.606 92.310 94.686 88.640 81.036 63.894 mAcc: 95.656 98.826 76.867 85.940 95.657 92.482 86.893 74.192 78.868 88.697 33.077 74.686 83.642 74.654 59.085 77.315 96.920 78.007 92.762 64.241 [2020-11-16 21:37:53,000][root][INFO] - 301/312: Data time: 0.0056, Iter time: 0.2187 Loss 0.310 (AVG: 0.514) Score 92.216 (AVG: 90.053) mIOU 72.012 mAP 75.765 mAcc 80.413 IOU: 85.942 96.342 64.747 81.104 90.577 84.675 75.628 63.588 63.398 81.570 26.952 60.340 62.654 69.580 54.639 67.345 94.153 68.323 88.512 60.169 mAP: 82.112 97.260 66.097 73.732 90.037 83.772 75.411 69.336 72.225 72.235 52.188 55.196 72.107 74.891 64.102 85.172 96.105 87.698 81.358 64.261 mAcc: 95.796 98.846 76.979 86.040 94.719 92.415 84.256 73.888 78.378 88.674 32.855 76.560 84.857 74.468 60.996 72.492 97.128 80.108 93.222 65.578 [2020-11-16 21:37:59,989][root][INFO] - 312/312: Data time: 0.0019, Iter time: 0.2650 Loss 0.146 (AVG: 0.514) Score 95.742 (AVG: 90.083) mIOU 72.100 mAP 75.753 mAcc 80.417 IOU: 85.965 96.329 64.716 81.103 90.635 85.008 75.201 63.962 62.678 81.692 26.521 60.861 62.939 70.420 54.403 67.344 94.261 69.096 88.501 60.366 mAP: 81.897 97.299 65.819 73.732 90.091 82.632 75.083 69.682 71.886 72.519 51.048 55.884 72.509 75.354 64.302 85.172 96.164 87.885 81.358 64.734 mAcc: 95.786 98.835 77.076 86.040 94.742 92.496 83.934 74.270 77.267 88.752 32.472 76.963 84.443 75.255 60.534 72.492 97.159 80.742 93.222 65.857 [2020-11-16 21:37:59,989][root][INFO] - Finished test. Elapsed time: 238.8855 [2020-11-16 21:38:00,718][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-16 21:38:00,832][root][INFO] - Current best mIoU: 72.100 at iter 18000 [2020-11-16 21:38:05,207][root][INFO] - ===> Epoch[690](18001/26): Loss 0.0746, Sem 0.0746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.006e-01 Score 97.268 Data time: 0.1942, Forward time: 2.2524, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 4.3699 [2020-11-16 21:38:10,774][root][INFO] - ===> Epoch[690](18002/26): Loss 0.0825, Sem 0.0825, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.006e-01 Score 97.089 Data time: 0.1786, Forward time: 2.2524, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 5.4643 [2020-11-16 21:38:17,664][root][INFO] - ===> Epoch[690](18003/26): Loss 0.0750, Sem 0.0750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.005e-01 Score 97.211 Data time: 0.2174, Forward time: 2.2524, Backward time: 3.0559, DDP time: 0.0047, Total iter time: 6.7999 [2020-11-16 21:38:22,444][root][INFO] - ===> Epoch[690](18004/26): Loss 0.0801, Sem 0.0801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.005e-01 Score 97.092 Data time: 0.1842, Forward time: 2.2524, Backward time: 3.0558, DDP time: 0.0047, Total iter time: 4.6749 [2020-11-16 21:38:28,740][root][INFO] - ===> Epoch[690](18005/26): Loss 0.0737, Sem 0.0737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.004e-01 Score 97.300 Data time: 0.1765, Forward time: 2.2524, Backward time: 3.0559, DDP time: 0.0047, Total iter time: 6.2131 [2020-11-16 21:38:34,603][root][INFO] - ===> Epoch[690](18006/26): Loss 0.0694, Sem 0.0694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.004e-01 Score 97.473 Data time: 0.1992, Forward time: 2.2524, Backward time: 3.0559, DDP time: 0.0047, Total iter time: 5.7694 [2020-11-16 21:38:40,229][root][INFO] - ===> Epoch[690](18007/26): Loss 0.0750, Sem 0.0750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.003e-01 Score 97.353 Data time: 0.1552, Forward time: 2.2524, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 5.5240 [2020-11-16 21:38:45,208][root][INFO] - ===> Epoch[690](18008/26): Loss 0.0714, Sem 0.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.003e-01 Score 97.379 Data time: 0.1208, Forward time: 2.2523, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 4.8897 [2020-11-16 21:38:50,203][root][INFO] - ===> Epoch[690](18009/26): Loss 0.0719, Sem 0.0719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.003e-01 Score 97.374 Data time: 0.1607, Forward time: 2.2522, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 4.9294 [2020-11-16 21:38:55,769][root][INFO] - ===> Epoch[690](18010/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.002e-01 Score 97.378 Data time: 0.1482, Forward time: 2.2522, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 5.4878 [2020-11-16 21:39:01,558][root][INFO] - ===> Epoch[690](18011/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.002e-01 Score 97.406 Data time: 0.2079, Forward time: 2.2522, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 5.7031 [2020-11-16 21:39:07,460][root][INFO] - ===> Epoch[690](18012/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.001e-01 Score 97.617 Data time: 0.1808, Forward time: 2.2522, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 5.8077 [2020-11-16 21:39:13,083][root][INFO] - ===> Epoch[691](18013/26): Loss 0.0796, Sem 0.0796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.001e-01 Score 97.063 Data time: 0.1955, Forward time: 2.2522, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 5.5164 [2020-11-16 21:39:18,459][root][INFO] - ===> Epoch[691](18014/26): Loss 0.0801, Sem 0.0801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.000e-01 Score 97.050 Data time: 0.1769, Forward time: 2.2522, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 5.2840 [2020-11-16 21:39:24,348][root][INFO] - ===> Epoch[691](18015/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.998e-02 Score 97.211 Data time: 0.1273, Forward time: 2.2521, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 5.8023 [2020-11-16 21:39:30,728][root][INFO] - ===> Epoch[691](18016/26): Loss 0.0755, Sem 0.0755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.994e-02 Score 97.135 Data time: 0.1328, Forward time: 2.2520, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 6.3303 [2020-11-16 21:39:36,444][root][INFO] - ===> Epoch[691](18017/26): Loss 0.0774, Sem 0.0774, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.989e-02 Score 97.260 Data time: 0.1897, Forward time: 2.2520, Backward time: 3.0563, DDP time: 0.0047, Total iter time: 5.6315 [2020-11-16 21:39:41,623][root][INFO] - ===> Epoch[691](18018/26): Loss 0.0703, Sem 0.0703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.985e-02 Score 97.217 Data time: 0.2171, Forward time: 2.2520, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 5.0945 [2020-11-16 21:39:47,124][root][INFO] - ===> Epoch[691](18019/26): Loss 0.0709, Sem 0.0709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.980e-02 Score 97.452 Data time: 0.1768, Forward time: 2.2520, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 5.3997 [2020-11-16 21:39:52,246][root][INFO] - ===> Epoch[691](18020/26): Loss 0.0698, Sem 0.0698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.976e-02 Score 97.577 Data time: 0.2157, Forward time: 2.2520, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 4.9868 [2020-11-16 21:39:57,242][root][INFO] - ===> Epoch[691](18021/26): Loss 0.0783, Sem 0.0783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.971e-02 Score 97.209 Data time: 0.1781, Forward time: 2.2520, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 4.8831 [2020-11-16 21:40:02,634][root][INFO] - ===> Epoch[691](18022/26): Loss 0.0700, Sem 0.0700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.967e-02 Score 97.449 Data time: 0.1828, Forward time: 2.2520, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 5.2919 [2020-11-16 21:40:07,918][root][INFO] - ===> Epoch[691](18023/26): Loss 0.0701, Sem 0.0701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.962e-02 Score 97.423 Data time: 0.1798, Forward time: 2.2520, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 5.2237 [2020-11-16 21:40:13,451][root][INFO] - ===> Epoch[691](18024/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.958e-02 Score 97.515 Data time: 0.2273, Forward time: 2.2520, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 5.4467 [2020-11-16 21:40:17,765][root][INFO] - ===> Epoch[691](18025/26): Loss 0.0694, Sem 0.0694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.953e-02 Score 97.551 Data time: 0.1494, Forward time: 2.2519, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 4.2244 [2020-11-16 21:40:24,434][root][INFO] - ===> Epoch[691](18026/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.949e-02 Score 97.252 Data time: 0.2755, Forward time: 2.2520, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 6.6097 [2020-11-16 21:40:29,909][root][INFO] - ===> Epoch[691](18027/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.944e-02 Score 97.502 Data time: 0.1992, Forward time: 2.2520, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 5.3590 [2020-11-16 21:40:35,729][root][INFO] - ===> Epoch[691](18028/26): Loss 0.0797, Sem 0.0797, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.939e-02 Score 96.835 Data time: 0.2276, Forward time: 2.2520, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 5.7373 [2020-11-16 21:40:42,391][root][INFO] - ===> Epoch[691](18029/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.935e-02 Score 97.389 Data time: 0.2001, Forward time: 2.2520, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 6.5342 [2020-11-16 21:40:47,324][root][INFO] - ===> Epoch[691](18030/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.930e-02 Score 97.478 Data time: 0.1790, Forward time: 2.2520, Backward time: 3.0560, DDP time: 0.0047, Total iter time: 4.8548 [2020-11-16 21:40:54,050][root][INFO] - ===> Epoch[691](18031/26): Loss 0.0756, Sem 0.0756, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.926e-02 Score 97.305 Data time: 0.1964, Forward time: 2.2520, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 6.6480 [2020-11-16 21:40:59,511][root][INFO] - ===> Epoch[691](18032/26): Loss 0.0735, Sem 0.0735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.921e-02 Score 97.337 Data time: 0.1825, Forward time: 2.2520, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 5.3652 [2020-11-16 21:41:05,298][root][INFO] - ===> Epoch[691](18033/26): Loss 0.0638, Sem 0.0638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.917e-02 Score 97.721 Data time: 0.3004, Forward time: 2.2520, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 5.6959 [2020-11-16 21:41:11,797][root][INFO] - ===> Epoch[691](18034/26): Loss 0.0698, Sem 0.0698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.912e-02 Score 97.520 Data time: 0.1911, Forward time: 2.2520, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 6.3900 [2020-11-16 21:41:16,841][root][INFO] - ===> Epoch[691](18035/26): Loss 0.0808, Sem 0.0808, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.908e-02 Score 96.772 Data time: 0.2289, Forward time: 2.2520, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 4.9472 [2020-11-16 21:41:21,597][root][INFO] - ===> Epoch[691](18036/26): Loss 0.0763, Sem 0.0763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.903e-02 Score 97.314 Data time: 0.1310, Forward time: 2.2520, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 4.6569 [2020-11-16 21:41:27,415][root][INFO] - ===> Epoch[691](18037/26): Loss 0.0674, Sem 0.0674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.899e-02 Score 97.670 Data time: 0.1584, Forward time: 2.2519, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 5.7578 [2020-11-16 21:41:33,257][root][INFO] - ===> Epoch[691](18038/26): Loss 0.0713, Sem 0.0713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.894e-02 Score 97.391 Data time: 0.1822, Forward time: 2.2519, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 5.7523 [2020-11-16 21:41:38,494][root][INFO] - ===> Epoch[692](18039/26): Loss 0.0706, Sem 0.0706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.889e-02 Score 97.295 Data time: 0.1757, Forward time: 2.2519, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 5.1410 [2020-11-16 21:41:44,427][root][INFO] - ===> Epoch[692](18040/26): Loss 0.0715, Sem 0.0715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.885e-02 Score 97.492 Data time: 0.2160, Forward time: 2.2519, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 5.8349 [2020-11-16 21:41:50,106][root][INFO] - ===> Epoch[692](18041/26): Loss 0.0768, Sem 0.0768, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.880e-02 Score 97.178 Data time: 0.1770, Forward time: 2.2519, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 5.5614 [2020-11-16 21:41:55,657][root][INFO] - ===> Epoch[692](18042/26): Loss 0.0720, Sem 0.0720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.876e-02 Score 97.387 Data time: 0.1720, Forward time: 2.2519, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 5.4672 [2020-11-16 21:42:00,658][root][INFO] - ===> Epoch[692](18043/26): Loss 0.0765, Sem 0.0765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.871e-02 Score 97.314 Data time: 0.1877, Forward time: 2.2519, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 4.9027 [2020-11-16 21:42:06,344][root][INFO] - ===> Epoch[692](18044/26): Loss 0.0732, Sem 0.0732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.867e-02 Score 97.341 Data time: 0.2494, Forward time: 2.2519, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 5.5699 [2020-11-16 21:42:11,693][root][INFO] - ===> Epoch[692](18045/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.862e-02 Score 97.889 Data time: 0.1818, Forward time: 2.2519, Backward time: 3.0561, DDP time: 0.0047, Total iter time: 5.2207 [2020-11-16 21:42:19,375][root][INFO] - ===> Epoch[692](18046/26): Loss 0.0718, Sem 0.0718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.858e-02 Score 97.204 Data time: 0.1953, Forward time: 2.2519, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 7.5919 [2020-11-16 21:42:26,506][root][INFO] - ===> Epoch[692](18047/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.853e-02 Score 97.573 Data time: 0.1712, Forward time: 2.2519, Backward time: 3.0564, DDP time: 0.0047, Total iter time: 7.0132 [2020-11-16 21:42:31,519][root][INFO] - ===> Epoch[692](18048/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.849e-02 Score 97.521 Data time: 0.1720, Forward time: 2.2519, Backward time: 3.0563, DDP time: 0.0047, Total iter time: 4.9242 [2020-11-16 21:42:37,200][root][INFO] - ===> Epoch[692](18049/26): Loss 0.0724, Sem 0.0724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.844e-02 Score 97.341 Data time: 0.1926, Forward time: 2.2519, Backward time: 3.0563, DDP time: 0.0047, Total iter time: 5.5770 [2020-11-16 21:42:42,733][root][INFO] - ===> Epoch[692](18050/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.840e-02 Score 97.007 Data time: 0.2040, Forward time: 2.2519, Backward time: 3.0563, DDP time: 0.0047, Total iter time: 5.4201 [2020-11-16 21:42:48,476][root][INFO] - ===> Epoch[692](18051/26): Loss 0.0792, Sem 0.0792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.835e-02 Score 97.175 Data time: 0.2453, Forward time: 2.2519, Backward time: 3.0563, DDP time: 0.0047, Total iter time: 5.6349 [2020-11-16 21:42:54,004][root][INFO] - ===> Epoch[692](18052/26): Loss 0.0691, Sem 0.0691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.830e-02 Score 97.473 Data time: 0.1977, Forward time: 2.2520, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 5.4059 [2020-11-16 21:43:00,488][root][INFO] - ===> Epoch[692](18053/26): Loss 0.0695, Sem 0.0695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.826e-02 Score 97.482 Data time: 0.3265, Forward time: 2.2520, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 6.3707 [2020-11-16 21:43:06,711][root][INFO] - ===> Epoch[692](18054/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.821e-02 Score 97.609 Data time: 0.1522, Forward time: 2.2520, Backward time: 3.0563, DDP time: 0.0047, Total iter time: 6.1055 [2020-11-16 21:43:12,328][root][INFO] - ===> Epoch[692](18055/26): Loss 0.0696, Sem 0.0696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.817e-02 Score 97.235 Data time: 0.2078, Forward time: 2.2520, Backward time: 3.0563, DDP time: 0.0047, Total iter time: 5.5479 [2020-11-16 21:43:17,188][root][INFO] - ===> Epoch[692](18056/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.812e-02 Score 97.949 Data time: 0.1871, Forward time: 2.2520, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 4.7656 [2020-11-16 21:43:21,626][root][INFO] - ===> Epoch[692](18057/26): Loss 0.0696, Sem 0.0696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.808e-02 Score 97.423 Data time: 0.1393, Forward time: 2.2520, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 4.3519 [2020-11-16 21:43:27,344][root][INFO] - ===> Epoch[692](18058/26): Loss 0.0683, Sem 0.0683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.803e-02 Score 97.530 Data time: 0.1622, Forward time: 2.2519, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 5.6716 [2020-11-16 21:43:32,857][root][INFO] - ===> Epoch[692](18059/26): Loss 0.0707, Sem 0.0707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.799e-02 Score 97.418 Data time: 0.1694, Forward time: 2.2519, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 5.4377 [2020-11-16 21:43:38,457][root][INFO] - ===> Epoch[692](18060/26): Loss 0.0749, Sem 0.0749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.794e-02 Score 97.281 Data time: 0.1426, Forward time: 2.2519, Backward time: 3.0562, DDP time: 0.0047, Total iter time: 5.5136 [2020-11-16 21:43:45,797][root][INFO] - ===> Epoch[692](18061/26): Loss 0.0742, Sem 0.0742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.790e-02 Score 97.383 Data time: 0.1655, Forward time: 2.2519, Backward time: 3.0564, DDP time: 0.0047, Total iter time: 7.2834 [2020-11-16 21:43:50,956][root][INFO] - ===> Epoch[692](18062/26): Loss 0.0692, Sem 0.0692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.785e-02 Score 97.391 Data time: 0.1693, Forward time: 2.2518, Backward time: 3.0564, DDP time: 0.0047, Total iter time: 5.0825 [2020-11-16 21:43:57,807][root][INFO] - ===> Epoch[692](18063/26): Loss 0.0698, Sem 0.0698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.780e-02 Score 97.387 Data time: 0.1833, Forward time: 2.2518, Backward time: 3.0565, DDP time: 0.0047, Total iter time: 6.7623 [2020-11-16 21:44:03,702][root][INFO] - ===> Epoch[692](18064/26): Loss 0.0762, Sem 0.0762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.776e-02 Score 97.266 Data time: 0.2009, Forward time: 2.2518, Backward time: 3.0565, DDP time: 0.0047, Total iter time: 5.8023 [2020-11-16 21:44:08,702][root][INFO] - ===> Epoch[693](18065/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.771e-02 Score 97.427 Data time: 0.1590, Forward time: 2.2518, Backward time: 3.0565, DDP time: 0.0047, Total iter time: 4.9170 [2020-11-16 21:44:15,239][root][INFO] - ===> Epoch[693](18066/26): Loss 0.0788, Sem 0.0788, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.767e-02 Score 97.148 Data time: 0.1886, Forward time: 2.2518, Backward time: 3.0566, DDP time: 0.0047, Total iter time: 6.4518 [2020-11-16 21:44:22,450][root][INFO] - ===> Epoch[693](18067/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.762e-02 Score 97.366 Data time: 0.1278, Forward time: 2.2517, Backward time: 3.0568, DDP time: 0.0047, Total iter time: 7.1155 [2020-11-16 21:44:28,125][root][INFO] - ===> Epoch[693](18068/26): Loss 0.0701, Sem 0.0701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.758e-02 Score 97.526 Data time: 0.2087, Forward time: 2.2517, Backward time: 3.0568, DDP time: 0.0047, Total iter time: 5.6154 [2020-11-16 21:44:33,507][root][INFO] - ===> Epoch[693](18069/26): Loss 0.0633, Sem 0.0633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.753e-02 Score 97.705 Data time: 0.2190, Forward time: 2.2517, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 5.3134 [2020-11-16 21:44:38,830][root][INFO] - ===> Epoch[693](18070/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.749e-02 Score 97.338 Data time: 0.1640, Forward time: 2.2517, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 5.2155 [2020-11-16 21:44:44,306][root][INFO] - ===> Epoch[693](18071/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.744e-02 Score 97.576 Data time: 0.1569, Forward time: 2.2516, Backward time: 3.0568, DDP time: 0.0047, Total iter time: 5.3865 [2020-11-16 21:44:50,934][root][INFO] - ===> Epoch[693](18072/26): Loss 0.0744, Sem 0.0744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.740e-02 Score 97.087 Data time: 0.2111, Forward time: 2.2517, Backward time: 3.0568, DDP time: 0.0047, Total iter time: 6.5461 [2020-11-16 21:44:57,663][root][INFO] - ===> Epoch[693](18073/26): Loss 0.0701, Sem 0.0701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.735e-02 Score 97.345 Data time: 0.2133, Forward time: 2.2517, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 6.6348 [2020-11-16 21:45:03,322][root][INFO] - ===> Epoch[693](18074/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.730e-02 Score 97.756 Data time: 0.2008, Forward time: 2.2517, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 5.5510 [2020-11-16 21:45:09,342][root][INFO] - ===> Epoch[693](18075/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.726e-02 Score 97.694 Data time: 0.2141, Forward time: 2.2517, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 5.9458 [2020-11-16 21:45:15,371][root][INFO] - ===> Epoch[693](18076/26): Loss 0.0656, Sem 0.0656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.721e-02 Score 97.603 Data time: 0.2592, Forward time: 2.2517, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 5.9208 [2020-11-16 21:45:20,459][root][INFO] - ===> Epoch[693](18077/26): Loss 0.0672, Sem 0.0672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.717e-02 Score 97.439 Data time: 0.1551, Forward time: 2.2517, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 4.9789 [2020-11-16 21:45:26,334][root][INFO] - ===> Epoch[693](18078/26): Loss 0.0754, Sem 0.0754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.712e-02 Score 97.215 Data time: 0.1980, Forward time: 2.2517, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 5.8281 [2020-11-16 21:45:32,316][root][INFO] - ===> Epoch[693](18079/26): Loss 0.0655, Sem 0.0655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.708e-02 Score 97.594 Data time: 0.1806, Forward time: 2.2517, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 5.8783 [2020-11-16 21:45:38,046][root][INFO] - ===> Epoch[693](18080/26): Loss 0.0698, Sem 0.0698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.703e-02 Score 97.408 Data time: 0.1620, Forward time: 2.2516, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 5.6352 [2020-11-16 21:45:43,003][root][INFO] - ===> Epoch[693](18081/26): Loss 0.0634, Sem 0.0634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.699e-02 Score 97.689 Data time: 0.1463, Forward time: 2.2516, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 4.8732 [2020-11-16 21:45:48,968][root][INFO] - ===> Epoch[693](18082/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.694e-02 Score 97.474 Data time: 0.2795, Forward time: 2.2516, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 5.9118 [2020-11-16 21:45:53,975][root][INFO] - ===> Epoch[693](18083/26): Loss 0.0714, Sem 0.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.689e-02 Score 97.262 Data time: 0.2197, Forward time: 2.2517, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 4.9077 [2020-11-16 21:45:59,640][root][INFO] - ===> Epoch[693](18084/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.685e-02 Score 97.699 Data time: 0.2356, Forward time: 2.2517, Backward time: 3.0568, DDP time: 0.0047, Total iter time: 5.5771 [2020-11-16 21:46:05,289][root][INFO] - ===> Epoch[693](18085/26): Loss 0.0737, Sem 0.0737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.680e-02 Score 97.233 Data time: 0.2209, Forward time: 2.2517, Backward time: 3.0568, DDP time: 0.0047, Total iter time: 5.5408 [2020-11-16 21:46:11,066][root][INFO] - ===> Epoch[693](18086/26): Loss 0.0670, Sem 0.0670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.676e-02 Score 97.476 Data time: 0.1877, Forward time: 2.2517, Backward time: 3.0568, DDP time: 0.0047, Total iter time: 5.6774 [2020-11-16 21:46:16,301][root][INFO] - ===> Epoch[693](18087/26): Loss 0.0546, Sem 0.0546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.671e-02 Score 98.000 Data time: 0.2358, Forward time: 2.2517, Backward time: 3.0568, DDP time: 0.0047, Total iter time: 5.1444 [2020-11-16 21:46:21,209][root][INFO] - ===> Epoch[693](18088/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.667e-02 Score 97.607 Data time: 0.1923, Forward time: 2.2517, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 4.7896 [2020-11-16 21:46:27,865][root][INFO] - ===> Epoch[693](18089/26): Loss 0.0654, Sem 0.0654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.662e-02 Score 97.670 Data time: 0.3392, Forward time: 2.2518, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 6.5819 [2020-11-16 21:46:34,487][root][INFO] - ===> Epoch[693](18090/26): Loss 0.0761, Sem 0.0761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.658e-02 Score 97.129 Data time: 0.2329, Forward time: 2.2519, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 6.5080 [2020-11-16 21:46:39,648][root][INFO] - ===> Epoch[694](18091/26): Loss 0.0739, Sem 0.0739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.653e-02 Score 97.211 Data time: 0.2128, Forward time: 2.2519, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 5.0680 [2020-11-16 21:46:45,024][root][INFO] - ===> Epoch[694](18092/26): Loss 0.0739, Sem 0.0739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.648e-02 Score 97.272 Data time: 0.1716, Forward time: 2.2519, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 5.2748 [2020-11-16 21:46:50,952][root][INFO] - ===> Epoch[694](18093/26): Loss 0.0622, Sem 0.0622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.644e-02 Score 97.674 Data time: 0.1391, Forward time: 2.2518, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 5.8608 [2020-11-16 21:46:56,413][root][INFO] - ===> Epoch[694](18094/26): Loss 0.0807, Sem 0.0807, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.639e-02 Score 97.104 Data time: 0.1723, Forward time: 2.2518, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 5.4258 [2020-11-16 21:47:01,746][root][INFO] - ===> Epoch[694](18095/26): Loss 0.0769, Sem 0.0769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.635e-02 Score 97.191 Data time: 0.2043, Forward time: 2.2518, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 5.2509 [2020-11-16 21:47:06,696][root][INFO] - ===> Epoch[694](18096/26): Loss 0.0724, Sem 0.0724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.630e-02 Score 97.322 Data time: 0.1533, Forward time: 2.2517, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 4.8593 [2020-11-16 21:47:12,787][root][INFO] - ===> Epoch[694](18097/26): Loss 0.0759, Sem 0.0759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.626e-02 Score 97.229 Data time: 0.1706, Forward time: 2.2517, Backward time: 3.0568, DDP time: 0.0047, Total iter time: 6.0153 [2020-11-16 21:47:17,521][root][INFO] - ===> Epoch[694](18098/26): Loss 0.0785, Sem 0.0785, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.621e-02 Score 97.276 Data time: 0.1753, Forward time: 2.2517, Backward time: 3.0567, DDP time: 0.0047, Total iter time: 4.6499 [2020-11-16 21:47:24,421][root][INFO] - ===> Epoch[694](18099/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.617e-02 Score 97.476 Data time: 0.1800, Forward time: 2.2517, Backward time: 3.0568, DDP time: 0.0047, Total iter time: 6.8144 [2020-11-16 21:47:30,752][root][INFO] - ===> Epoch[694](18100/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.612e-02 Score 97.400 Data time: 0.1317, Forward time: 2.2516, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 6.2139 [2020-11-16 21:47:36,958][root][INFO] - ===> Epoch[694](18101/26): Loss 0.0720, Sem 0.0720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.607e-02 Score 97.364 Data time: 0.3190, Forward time: 2.2517, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 6.1349 [2020-11-16 21:47:43,833][root][INFO] - ===> Epoch[694](18102/26): Loss 0.0640, Sem 0.0640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.603e-02 Score 97.730 Data time: 0.3902, Forward time: 2.2518, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 6.7597 [2020-11-16 21:47:49,102][root][INFO] - ===> Epoch[694](18103/26): Loss 0.0793, Sem 0.0793, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.598e-02 Score 97.023 Data time: 0.1490, Forward time: 2.2518, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 5.1282 [2020-11-16 21:47:55,237][root][INFO] - ===> Epoch[694](18104/26): Loss 0.0654, Sem 0.0654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.594e-02 Score 97.605 Data time: 0.1431, Forward time: 2.2517, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 6.0418 [2020-11-16 21:48:01,015][root][INFO] - ===> Epoch[694](18105/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.589e-02 Score 97.475 Data time: 0.1994, Forward time: 2.2517, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 5.7514 [2020-11-16 21:48:07,112][root][INFO] - ===> Epoch[694](18106/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.585e-02 Score 97.794 Data time: 0.2549, Forward time: 2.2517, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 6.0132 [2020-11-16 21:48:12,602][root][INFO] - ===> Epoch[694](18107/26): Loss 0.0710, Sem 0.0710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.580e-02 Score 97.449 Data time: 0.1756, Forward time: 2.2517, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 5.3802 [2020-11-16 21:48:18,369][root][INFO] - ===> Epoch[694](18108/26): Loss 0.0704, Sem 0.0704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.576e-02 Score 97.389 Data time: 0.2592, Forward time: 2.2518, Backward time: 3.0569, DDP time: 0.0047, Total iter time: 5.6668 [2020-11-16 21:48:24,310][root][INFO] - ===> Epoch[694](18109/26): Loss 0.0678, Sem 0.0678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.571e-02 Score 97.394 Data time: 0.1912, Forward time: 2.2518, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 5.8127 [2020-11-16 21:48:30,745][root][INFO] - ===> Epoch[694](18110/26): Loss 0.0657, Sem 0.0657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.566e-02 Score 97.603 Data time: 0.1725, Forward time: 2.2518, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 6.3251 [2020-11-16 21:48:36,100][root][INFO] - ===> Epoch[694](18111/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.562e-02 Score 97.585 Data time: 0.1764, Forward time: 2.2517, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 5.2585 [2020-11-16 21:48:41,616][root][INFO] - ===> Epoch[694](18112/26): Loss 0.0653, Sem 0.0653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.557e-02 Score 97.625 Data time: 0.2140, Forward time: 2.2518, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 5.4092 [2020-11-16 21:48:47,387][root][INFO] - ===> Epoch[694](18113/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.553e-02 Score 97.704 Data time: 0.1619, Forward time: 2.2517, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 5.6650 [2020-11-16 21:48:52,098][root][INFO] - ===> Epoch[694](18114/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.548e-02 Score 97.302 Data time: 0.1638, Forward time: 2.2517, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 4.6209 [2020-11-16 21:48:57,231][root][INFO] - ===> Epoch[694](18115/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.544e-02 Score 97.637 Data time: 0.1663, Forward time: 2.2516, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 5.0703 [2020-11-16 21:49:02,891][root][INFO] - ===> Epoch[694](18116/26): Loss 0.0698, Sem 0.0698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.539e-02 Score 97.485 Data time: 0.1788, Forward time: 2.2516, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 5.5547 [2020-11-16 21:49:08,103][root][INFO] - ===> Epoch[695](18117/26): Loss 0.0652, Sem 0.0652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.535e-02 Score 97.702 Data time: 0.1295, Forward time: 2.2516, Backward time: 3.0570, DDP time: 0.0047, Total iter time: 5.1043 [2020-11-16 21:49:13,987][root][INFO] - ===> Epoch[695](18118/26): Loss 0.0710, Sem 0.0710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.530e-02 Score 97.299 Data time: 0.1334, Forward time: 2.2515, Backward time: 3.0571, DDP time: 0.0047, Total iter time: 5.7871 [2020-11-16 21:49:20,261][root][INFO] - ===> Epoch[695](18119/26): Loss 0.0784, Sem 0.0784, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.525e-02 Score 97.082 Data time: 0.1485, Forward time: 2.2514, Backward time: 3.0572, DDP time: 0.0047, Total iter time: 6.2020 [2020-11-16 21:49:26,530][root][INFO] - ===> Epoch[695](18120/26): Loss 0.0746, Sem 0.0746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.521e-02 Score 97.173 Data time: 0.1977, Forward time: 2.2514, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 6.1833 [2020-11-16 21:49:33,148][root][INFO] - ===> Epoch[695](18121/26): Loss 0.0731, Sem 0.0731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.516e-02 Score 97.300 Data time: 0.1725, Forward time: 2.2514, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 6.5253 [2020-11-16 21:49:39,864][root][INFO] - ===> Epoch[695](18122/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.512e-02 Score 97.647 Data time: 0.2024, Forward time: 2.2514, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 6.5950 [2020-11-16 21:49:46,568][root][INFO] - ===> Epoch[695](18123/26): Loss 0.0722, Sem 0.0722, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.507e-02 Score 97.215 Data time: 0.3662, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 6.6068 [2020-11-16 21:49:52,677][root][INFO] - ===> Epoch[695](18124/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.503e-02 Score 97.460 Data time: 0.1981, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.9997 [2020-11-16 21:49:57,844][root][INFO] - ===> Epoch[695](18125/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.498e-02 Score 97.411 Data time: 0.1951, Forward time: 2.2515, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.0823 [2020-11-16 21:50:03,636][root][INFO] - ===> Epoch[695](18126/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.494e-02 Score 97.543 Data time: 0.1788, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.6933 [2020-11-16 21:50:08,855][root][INFO] - ===> Epoch[695](18127/26): Loss 0.0763, Sem 0.0763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.489e-02 Score 97.178 Data time: 0.1562, Forward time: 2.2514, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.1300 [2020-11-16 21:50:15,055][root][INFO] - ===> Epoch[695](18128/26): Loss 0.0737, Sem 0.0737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.484e-02 Score 97.323 Data time: 0.2841, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 6.1340 [2020-11-16 21:50:20,092][root][INFO] - ===> Epoch[695](18129/26): Loss 0.0813, Sem 0.0813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.480e-02 Score 97.067 Data time: 0.2092, Forward time: 2.2515, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 4.9178 [2020-11-16 21:50:25,056][root][INFO] - ===> Epoch[695](18130/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.475e-02 Score 97.455 Data time: 0.1950, Forward time: 2.2515, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 4.8631 [2020-11-16 21:50:29,979][root][INFO] - ===> Epoch[695](18131/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.471e-02 Score 97.658 Data time: 0.1707, Forward time: 2.2515, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 4.8243 [2020-11-16 21:50:35,809][root][INFO] - ===> Epoch[695](18132/26): Loss 0.0698, Sem 0.0698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.466e-02 Score 97.457 Data time: 0.1559, Forward time: 2.2514, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.7226 [2020-11-16 21:50:41,121][root][INFO] - ===> Epoch[695](18133/26): Loss 0.0728, Sem 0.0728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.462e-02 Score 97.122 Data time: 0.1725, Forward time: 2.2514, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.2351 [2020-11-16 21:50:46,710][root][INFO] - ===> Epoch[695](18134/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.457e-02 Score 97.460 Data time: 0.2864, Forward time: 2.2514, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 5.4973 [2020-11-16 21:50:52,838][root][INFO] - ===> Epoch[695](18135/26): Loss 0.0629, Sem 0.0629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.452e-02 Score 97.650 Data time: 0.1842, Forward time: 2.2514, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 6.0190 [2020-11-16 21:50:57,883][root][INFO] - ===> Epoch[695](18136/26): Loss 0.0691, Sem 0.0691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.448e-02 Score 97.469 Data time: 0.1714, Forward time: 2.2514, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 4.9231 [2020-11-16 21:51:04,179][root][INFO] - ===> Epoch[695](18137/26): Loss 0.0634, Sem 0.0634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.443e-02 Score 97.657 Data time: 0.1802, Forward time: 2.2514, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 6.1985 [2020-11-16 21:51:09,590][root][INFO] - ===> Epoch[695](18138/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.439e-02 Score 97.580 Data time: 0.1781, Forward time: 2.2514, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.3196 [2020-11-16 21:51:14,979][root][INFO] - ===> Epoch[695](18139/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.434e-02 Score 97.286 Data time: 0.1881, Forward time: 2.2514, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.2967 [2020-11-16 21:51:20,283][root][INFO] - ===> Epoch[695](18140/26): Loss 0.0644, Sem 0.0644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.430e-02 Score 97.624 Data time: 0.2445, Forward time: 2.2514, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 5.2059 [2020-11-16 21:51:25,108][root][INFO] - ===> Epoch[695](18141/26): Loss 0.0656, Sem 0.0656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.425e-02 Score 97.544 Data time: 0.2079, Forward time: 2.2515, Backward time: 3.0572, DDP time: 0.0047, Total iter time: 4.6981 [2020-11-16 21:51:31,032][root][INFO] - ===> Epoch[695](18142/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.421e-02 Score 97.368 Data time: 0.1757, Forward time: 2.2514, Backward time: 3.0572, DDP time: 0.0047, Total iter time: 5.8111 [2020-11-16 21:51:37,628][root][INFO] - ===> Epoch[696](18143/26): Loss 0.0735, Sem 0.0735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.416e-02 Score 97.396 Data time: 0.1810, Forward time: 2.2514, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 6.4952 [2020-11-16 21:51:43,002][root][INFO] - ===> Epoch[696](18144/26): Loss 0.0662, Sem 0.0662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.411e-02 Score 97.686 Data time: 0.2209, Forward time: 2.2515, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 5.2773 [2020-11-16 21:51:49,150][root][INFO] - ===> Epoch[696](18145/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.407e-02 Score 97.587 Data time: 0.2290, Forward time: 2.2515, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 6.0302 [2020-11-16 21:51:54,207][root][INFO] - ===> Epoch[696](18146/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.402e-02 Score 97.530 Data time: 0.1645, Forward time: 2.2514, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 4.9558 [2020-11-16 21:52:00,529][root][INFO] - ===> Epoch[696](18147/26): Loss 0.0640, Sem 0.0640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.398e-02 Score 97.652 Data time: 0.2042, Forward time: 2.2514, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 6.2645 [2020-11-16 21:52:06,956][root][INFO] - ===> Epoch[696](18148/26): Loss 0.0751, Sem 0.0751, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.393e-02 Score 97.270 Data time: 0.2468, Forward time: 2.2515, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 6.3332 [2020-11-16 21:52:14,007][root][INFO] - ===> Epoch[696](18149/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.389e-02 Score 97.716 Data time: 0.2736, Forward time: 2.2515, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 6.9441 [2020-11-16 21:52:19,234][root][INFO] - ===> Epoch[696](18150/26): Loss 0.0763, Sem 0.0763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.384e-02 Score 97.201 Data time: 0.1890, Forward time: 2.2515, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.1153 [2020-11-16 21:52:24,224][root][INFO] - ===> Epoch[696](18151/26): Loss 0.0753, Sem 0.0753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.379e-02 Score 97.330 Data time: 0.1737, Forward time: 2.2515, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 4.9098 [2020-11-16 21:52:29,937][root][INFO] - ===> Epoch[696](18152/26): Loss 0.0705, Sem 0.0705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.375e-02 Score 97.569 Data time: 0.1467, Forward time: 2.2514, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.6348 [2020-11-16 21:52:36,074][root][INFO] - ===> Epoch[696](18153/26): Loss 0.0689, Sem 0.0689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.370e-02 Score 97.374 Data time: 0.2064, Forward time: 2.2515, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 6.1052 [2020-11-16 21:52:42,089][root][INFO] - ===> Epoch[696](18154/26): Loss 0.0728, Sem 0.0728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.366e-02 Score 97.366 Data time: 0.1895, Forward time: 2.2514, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.9104 [2020-11-16 21:52:47,884][root][INFO] - ===> Epoch[696](18155/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.361e-02 Score 97.144 Data time: 0.1928, Forward time: 2.2514, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.7096 [2020-11-16 21:52:52,760][root][INFO] - ===> Epoch[696](18156/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.357e-02 Score 97.607 Data time: 0.1743, Forward time: 2.2514, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 4.7849 [2020-11-16 21:53:00,990][root][INFO] - ===> Epoch[696](18157/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.352e-02 Score 97.512 Data time: 0.2455, Forward time: 2.2514, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 8.1556 [2020-11-16 21:53:07,572][root][INFO] - ===> Epoch[696](18158/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.347e-02 Score 97.398 Data time: 0.1861, Forward time: 2.2514, Backward time: 3.0577, DDP time: 0.0047, Total iter time: 6.4725 [2020-11-16 21:53:12,682][root][INFO] - ===> Epoch[696](18159/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.343e-02 Score 97.665 Data time: 0.1873, Forward time: 2.2514, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 5.0252 [2020-11-16 21:53:18,714][root][INFO] - ===> Epoch[696](18160/26): Loss 0.0757, Sem 0.0757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.338e-02 Score 97.335 Data time: 0.2378, Forward time: 2.2515, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 5.9460 [2020-11-16 21:53:23,031][root][INFO] - ===> Epoch[696](18161/26): Loss 0.0697, Sem 0.0697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.334e-02 Score 97.453 Data time: 0.1849, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 4.1903 [2020-11-16 21:53:28,076][root][INFO] - ===> Epoch[696](18162/26): Loss 0.0762, Sem 0.0762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.329e-02 Score 97.166 Data time: 0.1926, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 4.9356 [2020-11-16 21:53:33,498][root][INFO] - ===> Epoch[696](18163/26): Loss 0.0692, Sem 0.0692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.325e-02 Score 97.477 Data time: 0.1791, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.3101 [2020-11-16 21:53:38,907][root][INFO] - ===> Epoch[696](18164/26): Loss 0.0752, Sem 0.0752, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.320e-02 Score 97.127 Data time: 0.2056, Forward time: 2.2515, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.3158 [2020-11-16 21:53:44,145][root][INFO] - ===> Epoch[696](18165/26): Loss 0.0674, Sem 0.0674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.315e-02 Score 97.482 Data time: 0.1831, Forward time: 2.2515, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.1357 [2020-11-16 21:53:49,531][root][INFO] - ===> Epoch[696](18166/26): Loss 0.0636, Sem 0.0636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.311e-02 Score 97.710 Data time: 0.2156, Forward time: 2.2515, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.2997 [2020-11-16 21:53:56,602][root][INFO] - ===> Epoch[696](18167/26): Loss 0.0634, Sem 0.0634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.306e-02 Score 97.656 Data time: 0.2237, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 6.9775 [2020-11-16 21:54:02,439][root][INFO] - ===> Epoch[696](18168/26): Loss 0.0763, Sem 0.0763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.302e-02 Score 96.979 Data time: 0.2163, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.7443 [2020-11-16 21:54:07,998][root][INFO] - ===> Epoch[697](18169/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.297e-02 Score 97.770 Data time: 0.1812, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.4375 [2020-11-16 21:54:13,505][root][INFO] - ===> Epoch[697](18170/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.293e-02 Score 97.165 Data time: 0.2493, Forward time: 2.2515, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.4255 [2020-11-16 21:54:18,839][root][INFO] - ===> Epoch[697](18171/26): Loss 0.0675, Sem 0.0675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.288e-02 Score 97.452 Data time: 0.1289, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.2256 [2020-11-16 21:54:24,021][root][INFO] - ===> Epoch[697](18172/26): Loss 0.0685, Sem 0.0685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.283e-02 Score 97.483 Data time: 0.1833, Forward time: 2.2514, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.1097 [2020-11-16 21:54:30,301][root][INFO] - ===> Epoch[697](18173/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.279e-02 Score 97.665 Data time: 0.1851, Forward time: 2.2514, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 6.1760 [2020-11-16 21:54:37,024][root][INFO] - ===> Epoch[697](18174/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.274e-02 Score 97.721 Data time: 0.1700, Forward time: 2.2514, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 6.6653 [2020-11-16 21:54:43,320][root][INFO] - ===> Epoch[697](18175/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.270e-02 Score 97.624 Data time: 0.3331, Forward time: 2.2515, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 6.2050 [2020-11-16 21:54:48,467][root][INFO] - ===> Epoch[697](18176/26): Loss 0.0777, Sem 0.0777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.265e-02 Score 97.020 Data time: 0.1900, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.0126 [2020-11-16 21:54:54,323][root][INFO] - ===> Epoch[697](18177/26): Loss 0.0692, Sem 0.0692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.261e-02 Score 97.435 Data time: 0.1874, Forward time: 2.2515, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 5.7579 [2020-11-16 21:54:59,587][root][INFO] - ===> Epoch[697](18178/26): Loss 0.0699, Sem 0.0699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.256e-02 Score 97.493 Data time: 0.2157, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.1757 [2020-11-16 21:55:05,968][root][INFO] - ===> Epoch[697](18179/26): Loss 0.0679, Sem 0.0679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.251e-02 Score 97.494 Data time: 0.1736, Forward time: 2.2515, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 6.2612 [2020-11-16 21:55:10,804][root][INFO] - ===> Epoch[697](18180/26): Loss 0.0719, Sem 0.0719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.247e-02 Score 97.424 Data time: 0.1878, Forward time: 2.2514, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 4.7752 [2020-11-16 21:55:15,965][root][INFO] - ===> Epoch[697](18181/26): Loss 0.0736, Sem 0.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.242e-02 Score 97.344 Data time: 0.2388, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.0729 [2020-11-16 21:55:20,944][root][INFO] - ===> Epoch[697](18182/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.238e-02 Score 97.197 Data time: 0.1534, Forward time: 2.2514, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 4.8734 [2020-11-16 21:55:26,187][root][INFO] - ===> Epoch[697](18183/26): Loss 0.0773, Sem 0.0773, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.233e-02 Score 97.162 Data time: 0.1933, Forward time: 2.2514, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.1560 [2020-11-16 21:55:31,525][root][INFO] - ===> Epoch[697](18184/26): Loss 0.0706, Sem 0.0706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.229e-02 Score 97.355 Data time: 0.2546, Forward time: 2.2515, Backward time: 3.0574, DDP time: 0.0047, Total iter time: 5.2633 [2020-11-16 21:55:37,786][root][INFO] - ===> Epoch[697](18185/26): Loss 0.0631, Sem 0.0631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.224e-02 Score 97.705 Data time: 0.3386, Forward time: 2.2515, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 6.1611 [2020-11-16 21:55:44,366][root][INFO] - ===> Epoch[697](18186/26): Loss 0.0679, Sem 0.0679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.219e-02 Score 97.526 Data time: 0.3469, Forward time: 2.2516, Backward time: 3.0573, DDP time: 0.0047, Total iter time: 6.4666 [2020-11-16 21:55:51,261][root][INFO] - ===> Epoch[697](18187/26): Loss 0.0696, Sem 0.0696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.215e-02 Score 97.485 Data time: 0.0972, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 6.8058 [2020-11-16 21:55:56,365][root][INFO] - ===> Epoch[697](18188/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.210e-02 Score 97.580 Data time: 0.1455, Forward time: 2.2515, Backward time: 3.0575, DDP time: 0.0047, Total iter time: 5.0216 [2020-11-16 21:56:02,228][root][INFO] - ===> Epoch[697](18189/26): Loss 0.0695, Sem 0.0695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.206e-02 Score 97.378 Data time: 0.1577, Forward time: 2.2515, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 5.8312 [2020-11-16 21:56:08,060][root][INFO] - ===> Epoch[697](18190/26): Loss 0.0689, Sem 0.0689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.201e-02 Score 97.528 Data time: 0.2091, Forward time: 2.2515, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 5.7580 [2020-11-16 21:56:14,132][root][INFO] - ===> Epoch[697](18191/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.196e-02 Score 97.587 Data time: 0.1931, Forward time: 2.2515, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 5.9797 [2020-11-16 21:56:19,342][root][INFO] - ===> Epoch[697](18192/26): Loss 0.0765, Sem 0.0765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.192e-02 Score 97.250 Data time: 0.1648, Forward time: 2.2514, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 5.1228 [2020-11-16 21:56:25,426][root][INFO] - ===> Epoch[697](18193/26): Loss 0.0636, Sem 0.0636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.187e-02 Score 97.652 Data time: 0.1848, Forward time: 2.2514, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 6.0108 [2020-11-16 21:56:30,828][root][INFO] - ===> Epoch[697](18194/26): Loss 0.0659, Sem 0.0659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.183e-02 Score 97.598 Data time: 0.1660, Forward time: 2.2514, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 5.3167 [2020-11-16 21:56:37,972][root][INFO] - ===> Epoch[698](18195/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.178e-02 Score 97.391 Data time: 0.3745, Forward time: 2.2515, Backward time: 3.0576, DDP time: 0.0047, Total iter time: 7.0719 [2020-11-16 21:56:43,273][root][INFO] - ===> Epoch[698](18196/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.174e-02 Score 97.662 Data time: 0.1259, Forward time: 2.2515, Backward time: 3.0577, DDP time: 0.0047, Total iter time: 5.1838 [2020-11-16 21:56:48,648][root][INFO] - ===> Epoch[698](18197/26): Loss 0.0597, Sem 0.0597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.169e-02 Score 97.866 Data time: 0.1918, Forward time: 2.2514, Backward time: 3.0577, DDP time: 0.0047, Total iter time: 5.2981 [2020-11-16 21:56:54,453][root][INFO] - ===> Epoch[698](18198/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.164e-02 Score 97.669 Data time: 0.2087, Forward time: 2.2514, Backward time: 3.0577, DDP time: 0.0047, Total iter time: 5.7287 [2020-11-16 21:56:59,814][root][INFO] - ===> Epoch[698](18199/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.160e-02 Score 97.734 Data time: 0.1978, Forward time: 2.2514, Backward time: 3.0577, DDP time: 0.0047, Total iter time: 5.2887 [2020-11-16 21:57:05,592][root][INFO] - ===> Epoch[698](18200/26): Loss 0.0704, Sem 0.0704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.155e-02 Score 97.294 Data time: 0.2185, Forward time: 2.2514, Backward time: 3.0577, DDP time: 0.0047, Total iter time: 5.6930 [2020-11-16 21:57:11,118][root][INFO] - ===> Epoch[698](18201/26): Loss 0.0619, Sem 0.0619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.151e-02 Score 97.774 Data time: 0.1842, Forward time: 2.2514, Backward time: 3.0577, DDP time: 0.0047, Total iter time: 5.4304 [2020-11-16 21:57:17,036][root][INFO] - ===> Epoch[698](18202/26): Loss 0.0743, Sem 0.0743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.146e-02 Score 97.318 Data time: 0.2028, Forward time: 2.2514, Backward time: 3.0577, DDP time: 0.0047, Total iter time: 5.8232 [2020-11-16 21:57:22,909][root][INFO] - ===> Epoch[698](18203/26): Loss 0.0771, Sem 0.0771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.142e-02 Score 97.200 Data time: 0.2148, Forward time: 2.2514, Backward time: 3.0577, DDP time: 0.0047, Total iter time: 5.7822 [2020-11-16 21:57:29,049][root][INFO] - ===> Epoch[698](18204/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.137e-02 Score 97.458 Data time: 0.2266, Forward time: 2.2514, Backward time: 3.0577, DDP time: 0.0047, Total iter time: 6.0811 [2020-11-16 21:57:35,421][root][INFO] - ===> Epoch[698](18205/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.132e-02 Score 97.453 Data time: 0.1892, Forward time: 2.2514, Backward time: 3.0578, DDP time: 0.0047, Total iter time: 6.2582 [2020-11-16 21:57:42,835][root][INFO] - ===> Epoch[698](18206/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.128e-02 Score 97.569 Data time: 0.2487, Forward time: 2.2515, Backward time: 3.0579, DDP time: 0.0047, Total iter time: 7.3261 [2020-11-16 21:57:47,212][root][INFO] - ===> Epoch[698](18207/26): Loss 0.0800, Sem 0.0800, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.123e-02 Score 97.065 Data time: 0.1557, Forward time: 2.2514, Backward time: 3.0578, DDP time: 0.0047, Total iter time: 4.2645 [2020-11-16 21:57:52,650][root][INFO] - ===> Epoch[698](18208/26): Loss 0.0635, Sem 0.0635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.119e-02 Score 97.742 Data time: 0.1245, Forward time: 2.2513, Backward time: 3.0579, DDP time: 0.0047, Total iter time: 5.3707 [2020-11-16 21:57:58,117][root][INFO] - ===> Epoch[698](18209/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.114e-02 Score 97.552 Data time: 0.2332, Forward time: 2.2514, Backward time: 3.0578, DDP time: 0.0047, Total iter time: 5.4478 [2020-11-16 21:58:03,117][root][INFO] - ===> Epoch[698](18210/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.109e-02 Score 97.772 Data time: 0.1993, Forward time: 2.2514, Backward time: 3.0578, DDP time: 0.0047, Total iter time: 4.9133 [2020-11-16 21:58:10,094][root][INFO] - ===> Epoch[698](18211/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.105e-02 Score 97.964 Data time: 0.3119, Forward time: 2.2514, Backward time: 3.0578, DDP time: 0.0047, Total iter time: 6.9159 [2020-11-16 21:58:16,173][root][INFO] - ===> Epoch[698](18212/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.100e-02 Score 97.494 Data time: 0.1832, Forward time: 2.2514, Backward time: 3.0579, DDP time: 0.0047, Total iter time: 5.9582 [2020-11-16 21:58:22,166][root][INFO] - ===> Epoch[698](18213/26): Loss 0.0626, Sem 0.0626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.096e-02 Score 97.738 Data time: 0.2291, Forward time: 2.2515, Backward time: 3.0579, DDP time: 0.0047, Total iter time: 5.9197 [2020-11-16 21:58:27,334][root][INFO] - ===> Epoch[698](18214/26): Loss 0.0674, Sem 0.0674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.091e-02 Score 97.561 Data time: 0.1869, Forward time: 2.2515, Backward time: 3.0578, DDP time: 0.0047, Total iter time: 5.0681 [2020-11-16 21:58:35,226][root][INFO] - ===> Epoch[698](18215/26): Loss 0.0607, Sem 0.0607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.087e-02 Score 97.777 Data time: 0.1255, Forward time: 2.2514, Backward time: 3.0581, DDP time: 0.0047, Total iter time: 7.7968 [2020-11-16 21:58:41,184][root][INFO] - ===> Epoch[698](18216/26): Loss 0.0635, Sem 0.0635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.082e-02 Score 97.678 Data time: 0.1666, Forward time: 2.2514, Backward time: 3.0581, DDP time: 0.0047, Total iter time: 5.9105 [2020-11-16 21:58:46,331][root][INFO] - ===> Epoch[698](18217/26): Loss 0.0842, Sem 0.0842, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.077e-02 Score 96.882 Data time: 0.1768, Forward time: 2.2514, Backward time: 3.0581, DDP time: 0.0047, Total iter time: 5.0922 [2020-11-16 21:58:52,504][root][INFO] - ===> Epoch[698](18218/26): Loss 0.0726, Sem 0.0726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.073e-02 Score 97.343 Data time: 0.2109, Forward time: 2.2514, Backward time: 3.0581, DDP time: 0.0047, Total iter time: 6.0695 [2020-11-16 21:58:57,995][root][INFO] - ===> Epoch[698](18219/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.068e-02 Score 97.172 Data time: 0.1258, Forward time: 2.2513, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.4038 [2020-11-16 21:59:03,765][root][INFO] - ===> Epoch[698](18220/26): Loss 0.0679, Sem 0.0679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.064e-02 Score 97.460 Data time: 0.1822, Forward time: 2.2513, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.7094 [2020-11-16 21:59:09,024][root][INFO] - ===> Epoch[699](18221/26): Loss 0.0882, Sem 0.0882, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.059e-02 Score 96.801 Data time: 0.2006, Forward time: 2.2513, Backward time: 3.0581, DDP time: 0.0047, Total iter time: 5.1478 [2020-11-16 21:59:15,076][root][INFO] - ===> Epoch[699](18222/26): Loss 0.0790, Sem 0.0790, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.054e-02 Score 97.134 Data time: 0.1742, Forward time: 2.2513, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.9466 [2020-11-16 21:59:20,222][root][INFO] - ===> Epoch[699](18223/26): Loss 0.0907, Sem 0.0907, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.050e-02 Score 96.904 Data time: 0.2232, Forward time: 2.2513, Backward time: 3.0581, DDP time: 0.0047, Total iter time: 5.0468 [2020-11-16 21:59:26,515][root][INFO] - ===> Epoch[699](18224/26): Loss 0.0699, Sem 0.0699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.045e-02 Score 97.656 Data time: 0.1459, Forward time: 2.2513, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 6.1680 [2020-11-16 21:59:31,919][root][INFO] - ===> Epoch[699](18225/26): Loss 0.0753, Sem 0.0753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.041e-02 Score 97.083 Data time: 0.1740, Forward time: 2.2513, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.3182 [2020-11-16 21:59:37,464][root][INFO] - ===> Epoch[699](18226/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.036e-02 Score 97.385 Data time: 0.2694, Forward time: 2.2513, Backward time: 3.0581, DDP time: 0.0047, Total iter time: 5.4514 [2020-11-16 21:59:44,624][root][INFO] - ===> Epoch[699](18227/26): Loss 0.0771, Sem 0.0771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.032e-02 Score 97.197 Data time: 0.2527, Forward time: 2.2513, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 7.0371 [2020-11-16 21:59:51,173][root][INFO] - ===> Epoch[699](18228/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.027e-02 Score 97.710 Data time: 0.2031, Forward time: 2.2514, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 6.4211 [2020-11-16 21:59:55,781][root][INFO] - ===> Epoch[699](18229/26): Loss 0.0723, Sem 0.0723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.022e-02 Score 97.367 Data time: 0.1738, Forward time: 2.2513, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 4.5098 [2020-11-16 22:00:01,497][root][INFO] - ===> Epoch[699](18230/26): Loss 0.0759, Sem 0.0759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.018e-02 Score 97.137 Data time: 0.1806, Forward time: 2.2513, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.6141 [2020-11-16 22:00:07,573][root][INFO] - ===> Epoch[699](18231/26): Loss 0.0798, Sem 0.0798, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.013e-02 Score 97.022 Data time: 0.1970, Forward time: 2.2514, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.9676 [2020-11-16 22:00:12,795][root][INFO] - ===> Epoch[699](18232/26): Loss 0.0812, Sem 0.0812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.009e-02 Score 97.151 Data time: 0.1279, Forward time: 2.2513, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.0974 [2020-11-16 22:00:17,890][root][INFO] - ===> Epoch[699](18233/26): Loss 0.0674, Sem 0.0674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.004e-02 Score 97.575 Data time: 0.2130, Forward time: 2.2513, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.0179 [2020-11-16 22:00:22,556][root][INFO] - ===> Epoch[699](18234/26): Loss 0.0728, Sem 0.0728, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.999e-02 Score 97.329 Data time: 0.1141, Forward time: 2.2512, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 4.5535 [2020-11-16 22:00:28,578][root][INFO] - ===> Epoch[699](18235/26): Loss 0.0776, Sem 0.0776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.995e-02 Score 97.180 Data time: 0.1961, Forward time: 2.2512, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.9593 [2020-11-16 22:00:34,169][root][INFO] - ===> Epoch[699](18236/26): Loss 0.0679, Sem 0.0679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.990e-02 Score 97.369 Data time: 0.1819, Forward time: 2.2512, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.5003 [2020-11-16 22:00:39,314][root][INFO] - ===> Epoch[699](18237/26): Loss 0.0765, Sem 0.0765, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.986e-02 Score 97.420 Data time: 0.1335, Forward time: 2.2512, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.0594 [2020-11-16 22:00:45,323][root][INFO] - ===> Epoch[699](18238/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.981e-02 Score 97.277 Data time: 0.1546, Forward time: 2.2511, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 5.9252 [2020-11-16 22:00:51,382][root][INFO] - ===> Epoch[699](18239/26): Loss 0.0801, Sem 0.0801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.976e-02 Score 97.079 Data time: 0.2111, Forward time: 2.2512, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 5.9833 [2020-11-16 22:00:56,414][root][INFO] - ===> Epoch[699](18240/26): Loss 0.0694, Sem 0.0694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.972e-02 Score 97.462 Data time: 0.1555, Forward time: 2.2511, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 4.9236 [2020-11-16 22:01:01,562][root][INFO] - ===> Epoch[699](18241/26): Loss 0.0674, Sem 0.0674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.967e-02 Score 97.569 Data time: 0.2086, Forward time: 2.2511, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 5.0579 [2020-11-16 22:01:08,514][root][INFO] - ===> Epoch[699](18242/26): Loss 0.0691, Sem 0.0691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.963e-02 Score 97.462 Data time: 0.2070, Forward time: 2.2512, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 6.8401 [2020-11-16 22:01:12,947][root][INFO] - ===> Epoch[699](18243/26): Loss 0.0817, Sem 0.0817, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.958e-02 Score 96.827 Data time: 0.1632, Forward time: 2.2511, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 4.3088 [2020-11-16 22:01:19,634][root][INFO] - ===> Epoch[699](18244/26): Loss 0.0641, Sem 0.0641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.954e-02 Score 97.723 Data time: 0.1875, Forward time: 2.2511, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 6.5906 [2020-11-16 22:01:23,887][root][INFO] - ===> Epoch[699](18245/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.949e-02 Score 97.762 Data time: 0.1817, Forward time: 2.2511, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 4.1346 [2020-11-16 22:01:30,382][root][INFO] - ===> Epoch[699](18246/26): Loss 0.0746, Sem 0.0746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.944e-02 Score 97.312 Data time: 0.3455, Forward time: 2.2512, Backward time: 3.0582, DDP time: 0.0047, Total iter time: 6.3924 [2020-11-16 22:01:36,219][root][INFO] - ===> Epoch[700](18247/26): Loss 0.0799, Sem 0.0799, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.940e-02 Score 97.010 Data time: 0.1054, Forward time: 2.2511, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 5.7249 [2020-11-16 22:01:43,063][root][INFO] - ===> Epoch[700](18248/26): Loss 0.0736, Sem 0.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.935e-02 Score 97.372 Data time: 0.1985, Forward time: 2.2511, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 6.7373 [2020-11-16 22:01:49,266][root][INFO] - ===> Epoch[700](18249/26): Loss 0.0735, Sem 0.0735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.931e-02 Score 97.329 Data time: 0.2343, Forward time: 2.2511, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 6.1043 [2020-11-16 22:01:55,200][root][INFO] - ===> Epoch[700](18250/26): Loss 0.0689, Sem 0.0689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.926e-02 Score 97.458 Data time: 0.2025, Forward time: 2.2512, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.8122 [2020-11-16 22:02:01,137][root][INFO] - ===> Epoch[700](18251/26): Loss 0.0618, Sem 0.0618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.921e-02 Score 97.754 Data time: 0.1645, Forward time: 2.2511, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.8097 [2020-11-16 22:02:06,690][root][INFO] - ===> Epoch[700](18252/26): Loss 0.0644, Sem 0.0644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.917e-02 Score 97.628 Data time: 0.1777, Forward time: 2.2511, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.4694 [2020-11-16 22:02:12,033][root][INFO] - ===> Epoch[700](18253/26): Loss 0.0771, Sem 0.0771, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.912e-02 Score 97.145 Data time: 0.1847, Forward time: 2.2511, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.2320 [2020-11-16 22:02:18,285][root][INFO] - ===> Epoch[700](18254/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.908e-02 Score 97.763 Data time: 0.1764, Forward time: 2.2511, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 6.1472 [2020-11-16 22:02:24,397][root][INFO] - ===> Epoch[700](18255/26): Loss 0.0929, Sem 0.0929, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.903e-02 Score 96.748 Data time: 0.2162, Forward time: 2.2511, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 6.0128 [2020-11-16 22:02:31,280][root][INFO] - ===> Epoch[700](18256/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.898e-02 Score 97.603 Data time: 0.2496, Forward time: 2.2511, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 6.7810 [2020-11-16 22:02:37,365][root][INFO] - ===> Epoch[700](18257/26): Loss 0.0691, Sem 0.0691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.894e-02 Score 97.437 Data time: 0.2481, Forward time: 2.2511, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.9577 [2020-11-16 22:02:43,808][root][INFO] - ===> Epoch[700](18258/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.889e-02 Score 97.170 Data time: 0.2580, Forward time: 2.2512, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 6.3203 [2020-11-16 22:02:49,545][root][INFO] - ===> Epoch[700](18259/26): Loss 0.0696, Sem 0.0696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.885e-02 Score 97.453 Data time: 0.1478, Forward time: 2.2511, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 5.6180 [2020-11-16 22:02:55,354][root][INFO] - ===> Epoch[700](18260/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.880e-02 Score 97.522 Data time: 0.2206, Forward time: 2.2511, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 5.7470 [2020-11-16 22:03:00,284][root][INFO] - ===> Epoch[700](18261/26): Loss 0.0791, Sem 0.0791, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.875e-02 Score 97.097 Data time: 0.1862, Forward time: 2.2511, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 4.8413 [2020-11-16 22:03:05,657][root][INFO] - ===> Epoch[700](18262/26): Loss 0.0718, Sem 0.0718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.871e-02 Score 97.395 Data time: 0.2101, Forward time: 2.2511, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.2845 [2020-11-16 22:03:10,861][root][INFO] - ===> Epoch[700](18263/26): Loss 0.0571, Sem 0.0571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.866e-02 Score 97.967 Data time: 0.2233, Forward time: 2.2511, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.1157 [2020-11-16 22:03:15,665][root][INFO] - ===> Epoch[700](18264/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.862e-02 Score 97.547 Data time: 0.1543, Forward time: 2.2511, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.6861 [2020-11-16 22:03:21,163][root][INFO] - ===> Epoch[700](18265/26): Loss 0.0719, Sem 0.0719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.857e-02 Score 97.466 Data time: 0.2041, Forward time: 2.2511, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.4294 [2020-11-16 22:03:26,324][root][INFO] - ===> Epoch[700](18266/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.852e-02 Score 97.631 Data time: 0.1438, Forward time: 2.2511, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.0622 [2020-11-16 22:03:32,194][root][INFO] - ===> Epoch[700](18267/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.848e-02 Score 97.606 Data time: 0.2118, Forward time: 2.2511, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.8189 [2020-11-16 22:03:37,572][root][INFO] - ===> Epoch[700](18268/26): Loss 0.0813, Sem 0.0813, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.843e-02 Score 96.937 Data time: 0.1747, Forward time: 2.2510, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.2658 [2020-11-16 22:03:43,293][root][INFO] - ===> Epoch[700](18269/26): Loss 0.0776, Sem 0.0776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.839e-02 Score 97.197 Data time: 0.2422, Forward time: 2.2511, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.6544 [2020-11-16 22:03:48,899][root][INFO] - ===> Epoch[700](18270/26): Loss 0.0839, Sem 0.0839, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.834e-02 Score 97.114 Data time: 0.1705, Forward time: 2.2511, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.5048 [2020-11-16 22:03:55,563][root][INFO] - ===> Epoch[700](18271/26): Loss 0.0697, Sem 0.0697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.829e-02 Score 97.410 Data time: 0.1875, Forward time: 2.2510, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 6.5989 [2020-11-16 22:04:00,847][root][INFO] - ===> Epoch[700](18272/26): Loss 0.0755, Sem 0.0755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.825e-02 Score 97.261 Data time: 0.2091, Forward time: 2.2510, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.1901 [2020-11-16 22:04:05,615][root][INFO] - ===> Epoch[701](18273/26): Loss 0.0685, Sem 0.0685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.820e-02 Score 97.591 Data time: 0.2065, Forward time: 2.2510, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.6763 [2020-11-16 22:04:11,365][root][INFO] - ===> Epoch[701](18274/26): Loss 0.0600, Sem 0.0600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.816e-02 Score 97.771 Data time: 0.1429, Forward time: 2.2510, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.6384 [2020-11-16 22:04:16,221][root][INFO] - ===> Epoch[701](18275/26): Loss 0.0763, Sem 0.0763, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.811e-02 Score 97.185 Data time: 0.2544, Forward time: 2.2510, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.8216 [2020-11-16 22:04:21,713][root][INFO] - ===> Epoch[701](18276/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.806e-02 Score 97.487 Data time: 0.2005, Forward time: 2.2510, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.3798 [2020-11-16 22:04:28,970][root][INFO] - ===> Epoch[701](18277/26): Loss 0.0742, Sem 0.0742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.802e-02 Score 97.298 Data time: 0.1566, Forward time: 2.2510, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 7.1640 [2020-11-16 22:04:34,014][root][INFO] - ===> Epoch[701](18278/26): Loss 0.0714, Sem 0.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.797e-02 Score 97.425 Data time: 0.1618, Forward time: 2.2509, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 4.9701 [2020-11-16 22:04:38,689][root][INFO] - ===> Epoch[701](18279/26): Loss 0.0743, Sem 0.0743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.793e-02 Score 97.367 Data time: 0.1873, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.5932 [2020-11-16 22:04:44,754][root][INFO] - ===> Epoch[701](18280/26): Loss 0.0534, Sem 0.0534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.788e-02 Score 98.130 Data time: 0.2104, Forward time: 2.2509, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.9740 [2020-11-16 22:04:50,034][root][INFO] - ===> Epoch[701](18281/26): Loss 0.0767, Sem 0.0767, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.783e-02 Score 97.140 Data time: 0.2287, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.1899 [2020-11-16 22:04:55,685][root][INFO] - ===> Epoch[701](18282/26): Loss 0.0738, Sem 0.0738, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.779e-02 Score 97.322 Data time: 0.2457, Forward time: 2.2510, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.5332 [2020-11-16 22:05:01,082][root][INFO] - ===> Epoch[701](18283/26): Loss 0.0834, Sem 0.0834, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.774e-02 Score 97.010 Data time: 0.1266, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.2413 [2020-11-16 22:05:06,918][root][INFO] - ===> Epoch[701](18284/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.770e-02 Score 97.658 Data time: 0.1733, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.7519 [2020-11-16 22:05:12,269][root][INFO] - ===> Epoch[701](18285/26): Loss 0.0758, Sem 0.0758, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.765e-02 Score 97.307 Data time: 0.1610, Forward time: 2.2509, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.2609 [2020-11-16 22:05:17,404][root][INFO] - ===> Epoch[701](18286/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.760e-02 Score 97.459 Data time: 0.1561, Forward time: 2.2508, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.0666 [2020-11-16 22:05:23,047][root][INFO] - ===> Epoch[701](18287/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.756e-02 Score 97.562 Data time: 0.1928, Forward time: 2.2508, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.5461 [2020-11-16 22:05:28,273][root][INFO] - ===> Epoch[701](18288/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.751e-02 Score 97.747 Data time: 0.1668, Forward time: 2.2508, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.1299 [2020-11-16 22:05:33,400][root][INFO] - ===> Epoch[701](18289/26): Loss 0.0769, Sem 0.0769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.747e-02 Score 97.061 Data time: 0.1920, Forward time: 2.2508, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.0656 [2020-11-16 22:05:37,858][root][INFO] - ===> Epoch[701](18290/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.742e-02 Score 97.130 Data time: 0.1960, Forward time: 2.2508, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 4.3614 [2020-11-16 22:05:43,954][root][INFO] - ===> Epoch[701](18291/26): Loss 0.0683, Sem 0.0683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.737e-02 Score 97.475 Data time: 0.2568, Forward time: 2.2508, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 6.0013 [2020-11-16 22:05:50,158][root][INFO] - ===> Epoch[701](18292/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.733e-02 Score 97.583 Data time: 0.2323, Forward time: 2.2508, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 6.1002 [2020-11-16 22:05:56,751][root][INFO] - ===> Epoch[701](18293/26): Loss 0.0719, Sem 0.0719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.728e-02 Score 97.362 Data time: 0.2536, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 6.4821 [2020-11-16 22:06:02,226][root][INFO] - ===> Epoch[701](18294/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.724e-02 Score 97.389 Data time: 0.1610, Forward time: 2.2508, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.3530 [2020-11-16 22:06:07,362][root][INFO] - ===> Epoch[701](18295/26): Loss 0.0710, Sem 0.0710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.719e-02 Score 97.452 Data time: 0.2000, Forward time: 2.2508, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.0530 [2020-11-16 22:06:13,938][root][INFO] - ===> Epoch[701](18296/26): Loss 0.0656, Sem 0.0656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.714e-02 Score 97.627 Data time: 0.2510, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 6.4892 [2020-11-16 22:06:19,755][root][INFO] - ===> Epoch[701](18297/26): Loss 0.0723, Sem 0.0723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.710e-02 Score 97.323 Data time: 0.3089, Forward time: 2.2509, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.6960 [2020-11-16 22:06:25,701][root][INFO] - ===> Epoch[701](18298/26): Loss 0.0674, Sem 0.0674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.705e-02 Score 97.615 Data time: 0.1097, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.8383 [2020-11-16 22:06:31,038][root][INFO] - ===> Epoch[702](18299/26): Loss 0.0764, Sem 0.0764, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.701e-02 Score 97.316 Data time: 0.1362, Forward time: 2.2508, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.3021 [2020-11-16 22:06:35,972][root][INFO] - ===> Epoch[702](18300/26): Loss 0.0776, Sem 0.0776, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.696e-02 Score 97.034 Data time: 0.1770, Forward time: 2.2508, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.8638 [2020-11-16 22:06:41,990][root][INFO] - ===> Epoch[702](18301/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.691e-02 Score 97.741 Data time: 0.3122, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.9148 [2020-11-16 22:06:47,888][root][INFO] - ===> Epoch[702](18302/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.687e-02 Score 97.749 Data time: 0.2641, Forward time: 2.2509, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.7587 [2020-11-16 22:06:53,879][root][INFO] - ===> Epoch[702](18303/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.682e-02 Score 97.532 Data time: 0.1539, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.8702 [2020-11-16 22:07:00,466][root][INFO] - ===> Epoch[702](18304/26): Loss 0.0699, Sem 0.0699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.678e-02 Score 97.380 Data time: 0.2161, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 6.4796 [2020-11-16 22:07:05,930][root][INFO] - ===> Epoch[702](18305/26): Loss 0.0766, Sem 0.0766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.673e-02 Score 97.115 Data time: 0.2034, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.3485 [2020-11-16 22:07:10,781][root][INFO] - ===> Epoch[702](18306/26): Loss 0.0757, Sem 0.0757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.668e-02 Score 97.148 Data time: 0.1642, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.7397 [2020-11-16 22:07:16,023][root][INFO] - ===> Epoch[702](18307/26): Loss 0.0629, Sem 0.0629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.664e-02 Score 97.713 Data time: 0.1629, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.1536 [2020-11-16 22:07:21,526][root][INFO] - ===> Epoch[702](18308/26): Loss 0.0695, Sem 0.0695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.659e-02 Score 97.359 Data time: 0.1836, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.4083 [2020-11-16 22:07:26,787][root][INFO] - ===> Epoch[702](18309/26): Loss 0.0749, Sem 0.0749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.654e-02 Score 97.237 Data time: 0.2220, Forward time: 2.2509, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.1647 [2020-11-16 22:07:32,558][root][INFO] - ===> Epoch[702](18310/26): Loss 0.0726, Sem 0.0726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.650e-02 Score 97.368 Data time: 0.1859, Forward time: 2.2509, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.6632 [2020-11-16 22:07:38,637][root][INFO] - ===> Epoch[702](18311/26): Loss 0.0754, Sem 0.0754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.645e-02 Score 97.228 Data time: 0.2680, Forward time: 2.2510, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.9765 [2020-11-16 22:07:44,377][root][INFO] - ===> Epoch[702](18312/26): Loss 0.0851, Sem 0.0851, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.641e-02 Score 96.779 Data time: 0.1574, Forward time: 2.2509, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.6202 [2020-11-16 22:07:50,858][root][INFO] - ===> Epoch[702](18313/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.636e-02 Score 97.540 Data time: 0.2615, Forward time: 2.2510, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 6.3926 [2020-11-16 22:07:57,486][root][INFO] - ===> Epoch[702](18314/26): Loss 0.0749, Sem 0.0749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.631e-02 Score 97.331 Data time: 0.2167, Forward time: 2.2510, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 6.5375 [2020-11-16 22:08:02,739][root][INFO] - ===> Epoch[702](18315/26): Loss 0.0674, Sem 0.0674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.627e-02 Score 97.507 Data time: 0.2087, Forward time: 2.2510, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.1565 [2020-11-16 22:08:08,336][root][INFO] - ===> Epoch[702](18316/26): Loss 0.0542, Sem 0.0542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.622e-02 Score 97.993 Data time: 0.1646, Forward time: 2.2510, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.5098 [2020-11-16 22:08:14,829][root][INFO] - ===> Epoch[702](18317/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.618e-02 Score 97.131 Data time: 0.1785, Forward time: 2.2509, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 6.4241 [2020-11-16 22:08:20,216][root][INFO] - ===> Epoch[702](18318/26): Loss 0.0672, Sem 0.0672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.613e-02 Score 97.464 Data time: 0.2036, Forward time: 2.2510, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.2776 [2020-11-16 22:08:25,360][root][INFO] - ===> Epoch[702](18319/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.608e-02 Score 97.551 Data time: 0.1722, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.0261 [2020-11-16 22:08:31,440][root][INFO] - ===> Epoch[702](18320/26): Loss 0.0650, Sem 0.0650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.604e-02 Score 97.637 Data time: 0.1816, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.9787 [2020-11-16 22:08:36,390][root][INFO] - ===> Epoch[702](18321/26): Loss 0.0670, Sem 0.0670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.599e-02 Score 97.555 Data time: 0.1864, Forward time: 2.2509, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.8580 [2020-11-16 22:08:42,834][root][INFO] - ===> Epoch[702](18322/26): Loss 0.0769, Sem 0.0769, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.595e-02 Score 97.078 Data time: 0.1633, Forward time: 2.2509, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 6.3322 [2020-11-16 22:08:48,406][root][INFO] - ===> Epoch[702](18323/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.590e-02 Score 97.483 Data time: 0.1723, Forward time: 2.2508, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.5003 [2020-11-16 22:08:55,404][root][INFO] - ===> Epoch[702](18324/26): Loss 0.0672, Sem 0.0672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.585e-02 Score 97.612 Data time: 0.1274, Forward time: 2.2508, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 6.8973 [2020-11-16 22:09:01,214][root][INFO] - ===> Epoch[703](18325/26): Loss 0.0732, Sem 0.0732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.581e-02 Score 97.290 Data time: 0.1517, Forward time: 2.2507, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 5.7405 [2020-11-16 22:09:06,146][root][INFO] - ===> Epoch[703](18326/26): Loss 0.0666, Sem 0.0666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.576e-02 Score 97.556 Data time: 0.2255, Forward time: 2.2508, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 4.8449 [2020-11-16 22:09:11,315][root][INFO] - ===> Epoch[703](18327/26): Loss 0.0657, Sem 0.0657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.571e-02 Score 97.454 Data time: 0.1901, Forward time: 2.2507, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 5.0497 [2020-11-16 22:09:17,089][root][INFO] - ===> Epoch[703](18328/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.567e-02 Score 97.597 Data time: 0.2247, Forward time: 2.2507, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 5.6548 [2020-11-16 22:09:22,181][root][INFO] - ===> Epoch[703](18329/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.562e-02 Score 97.465 Data time: 0.2259, Forward time: 2.2508, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 4.9619 [2020-11-16 22:09:26,931][root][INFO] - ===> Epoch[703](18330/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.558e-02 Score 97.771 Data time: 0.2218, Forward time: 2.2508, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 4.6381 [2020-11-16 22:09:32,677][root][INFO] - ===> Epoch[703](18331/26): Loss 0.0770, Sem 0.0770, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.553e-02 Score 97.106 Data time: 0.1720, Forward time: 2.2508, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.6372 [2020-11-16 22:09:38,624][root][INFO] - ===> Epoch[703](18332/26): Loss 0.0703, Sem 0.0703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.548e-02 Score 97.482 Data time: 0.1691, Forward time: 2.2507, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.8417 [2020-11-16 22:09:44,049][root][INFO] - ===> Epoch[703](18333/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.544e-02 Score 97.352 Data time: 0.1814, Forward time: 2.2507, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.3411 [2020-11-16 22:09:50,308][root][INFO] - ===> Epoch[703](18334/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.539e-02 Score 97.532 Data time: 0.2030, Forward time: 2.2507, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 6.1450 [2020-11-16 22:09:55,518][root][INFO] - ===> Epoch[703](18335/26): Loss 0.0693, Sem 0.0693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.535e-02 Score 97.483 Data time: 0.2109, Forward time: 2.2507, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.1008 [2020-11-16 22:10:00,857][root][INFO] - ===> Epoch[703](18336/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.530e-02 Score 97.550 Data time: 0.2226, Forward time: 2.2508, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.2162 [2020-11-16 22:10:07,339][root][INFO] - ===> Epoch[703](18337/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.525e-02 Score 97.806 Data time: 0.1863, Forward time: 2.2508, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 6.3745 [2020-11-16 22:10:11,576][root][INFO] - ===> Epoch[703](18338/26): Loss 0.0625, Sem 0.0625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.521e-02 Score 97.839 Data time: 0.1329, Forward time: 2.2507, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 4.1134 [2020-11-16 22:10:17,205][root][INFO] - ===> Epoch[703](18339/26): Loss 0.0709, Sem 0.0709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.516e-02 Score 97.554 Data time: 0.1448, Forward time: 2.2506, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.5281 [2020-11-16 22:10:23,979][root][INFO] - ===> Epoch[703](18340/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.511e-02 Score 97.517 Data time: 0.1862, Forward time: 2.2506, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 6.7036 [2020-11-16 22:10:29,450][root][INFO] - ===> Epoch[703](18341/26): Loss 0.0619, Sem 0.0619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.507e-02 Score 97.813 Data time: 0.2056, Forward time: 2.2506, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 5.3562 [2020-11-16 22:10:34,916][root][INFO] - ===> Epoch[703](18342/26): Loss 0.0620, Sem 0.0620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.502e-02 Score 97.773 Data time: 0.2081, Forward time: 2.2507, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 5.3508 [2020-11-16 22:10:40,650][root][INFO] - ===> Epoch[703](18343/26): Loss 0.0762, Sem 0.0762, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.498e-02 Score 97.204 Data time: 0.2522, Forward time: 2.2507, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.6179 [2020-11-16 22:10:45,892][root][INFO] - ===> Epoch[703](18344/26): Loss 0.0666, Sem 0.0666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.493e-02 Score 97.568 Data time: 0.2253, Forward time: 2.2507, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.1225 [2020-11-16 22:10:50,704][root][INFO] - ===> Epoch[703](18345/26): Loss 0.0691, Sem 0.0691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.488e-02 Score 97.503 Data time: 0.1968, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.6895 [2020-11-16 22:10:56,111][root][INFO] - ===> Epoch[703](18346/26): Loss 0.0735, Sem 0.0735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.484e-02 Score 97.264 Data time: 0.1688, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.3102 [2020-11-16 22:11:01,188][root][INFO] - ===> Epoch[703](18347/26): Loss 0.0720, Sem 0.0720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.479e-02 Score 97.371 Data time: 0.2445, Forward time: 2.2507, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 4.9857 [2020-11-16 22:11:06,690][root][INFO] - ===> Epoch[703](18348/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.475e-02 Score 97.419 Data time: 0.1847, Forward time: 2.2507, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.4100 [2020-11-16 22:11:12,022][root][INFO] - ===> Epoch[703](18349/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.470e-02 Score 97.739 Data time: 0.1790, Forward time: 2.2507, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.2236 [2020-11-16 22:11:18,164][root][INFO] - ===> Epoch[703](18350/26): Loss 0.0826, Sem 0.0826, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.465e-02 Score 96.978 Data time: 0.2257, Forward time: 2.2508, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 6.0613 [2020-11-16 22:11:24,566][root][INFO] - ===> Epoch[704](18351/26): Loss 0.0778, Sem 0.0778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.461e-02 Score 97.112 Data time: 0.2143, Forward time: 2.2508, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 6.2635 [2020-11-16 22:11:30,514][root][INFO] - ===> Epoch[704](18352/26): Loss 0.0685, Sem 0.0685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.456e-02 Score 97.450 Data time: 0.1587, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.8440 [2020-11-16 22:11:36,478][root][INFO] - ===> Epoch[704](18353/26): Loss 0.0695, Sem 0.0695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.451e-02 Score 97.471 Data time: 0.1801, Forward time: 2.2507, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.9276 [2020-11-16 22:11:41,321][root][INFO] - ===> Epoch[704](18354/26): Loss 0.0665, Sem 0.0665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.447e-02 Score 97.491 Data time: 0.1700, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.7529 [2020-11-16 22:11:46,455][root][INFO] - ===> Epoch[704](18355/26): Loss 0.0753, Sem 0.0753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.442e-02 Score 97.198 Data time: 0.1737, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.0586 [2020-11-16 22:11:52,055][root][INFO] - ===> Epoch[704](18356/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.438e-02 Score 97.512 Data time: 0.2749, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.5194 [2020-11-16 22:11:57,502][root][INFO] - ===> Epoch[704](18357/26): Loss 0.0787, Sem 0.0787, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.433e-02 Score 97.157 Data time: 0.1930, Forward time: 2.2507, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.3409 [2020-11-16 22:12:02,734][root][INFO] - ===> Epoch[704](18358/26): Loss 0.0674, Sem 0.0674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.428e-02 Score 97.598 Data time: 0.1788, Forward time: 2.2507, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.1410 [2020-11-16 22:12:08,544][root][INFO] - ===> Epoch[704](18359/26): Loss 0.0726, Sem 0.0726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.424e-02 Score 97.357 Data time: 0.1869, Forward time: 2.2507, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.7255 [2020-11-16 22:12:13,280][root][INFO] - ===> Epoch[704](18360/26): Loss 0.0633, Sem 0.0633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.419e-02 Score 97.734 Data time: 0.1966, Forward time: 2.2507, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 4.6338 [2020-11-16 22:12:18,828][root][INFO] - ===> Epoch[704](18361/26): Loss 0.0682, Sem 0.0682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.414e-02 Score 97.463 Data time: 0.2343, Forward time: 2.2507, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 5.4412 [2020-11-16 22:12:24,332][root][INFO] - ===> Epoch[704](18362/26): Loss 0.0673, Sem 0.0673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.410e-02 Score 97.608 Data time: 0.1509, Forward time: 2.2506, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.3969 [2020-11-16 22:12:30,039][root][INFO] - ===> Epoch[704](18363/26): Loss 0.0678, Sem 0.0678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.405e-02 Score 97.552 Data time: 0.2273, Forward time: 2.2507, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 5.6323 [2020-11-16 22:12:36,277][root][INFO] - ===> Epoch[704](18364/26): Loss 0.0645, Sem 0.0645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.401e-02 Score 97.657 Data time: 0.2377, Forward time: 2.2507, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 6.1332 [2020-11-16 22:12:42,565][root][INFO] - ===> Epoch[704](18365/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.396e-02 Score 97.341 Data time: 0.2780, Forward time: 2.2508, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 6.2106 [2020-11-16 22:12:47,270][root][INFO] - ===> Epoch[704](18366/26): Loss 0.0653, Sem 0.0653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.391e-02 Score 97.666 Data time: 0.1867, Forward time: 2.2508, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 4.5798 [2020-11-16 22:12:53,391][root][INFO] - ===> Epoch[704](18367/26): Loss 0.0623, Sem 0.0623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.387e-02 Score 97.812 Data time: 0.1649, Forward time: 2.2507, Backward time: 3.0583, DDP time: 0.0047, Total iter time: 6.0366 [2020-11-16 22:13:00,057][root][INFO] - ===> Epoch[704](18368/26): Loss 0.0750, Sem 0.0750, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.382e-02 Score 97.271 Data time: 0.1979, Forward time: 2.2507, Backward time: 3.0584, DDP time: 0.0047, Total iter time: 6.5723 [2020-11-16 22:13:06,902][root][INFO] - ===> Epoch[704](18369/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.377e-02 Score 97.196 Data time: 0.2014, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 6.7422 [2020-11-16 22:13:14,100][root][INFO] - ===> Epoch[704](18370/26): Loss 0.0812, Sem 0.0812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.373e-02 Score 96.991 Data time: 0.2453, Forward time: 2.2508, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 7.0946 [2020-11-16 22:13:19,318][root][INFO] - ===> Epoch[704](18371/26): Loss 0.0654, Sem 0.0654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.368e-02 Score 97.572 Data time: 0.1929, Forward time: 2.2508, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.0977 [2020-11-16 22:13:24,278][root][INFO] - ===> Epoch[704](18372/26): Loss 0.0723, Sem 0.0723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.364e-02 Score 97.341 Data time: 0.1786, Forward time: 2.2508, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.8540 [2020-11-16 22:13:29,263][root][INFO] - ===> Epoch[704](18373/26): Loss 0.0780, Sem 0.0780, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.359e-02 Score 96.969 Data time: 0.1703, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.8946 [2020-11-16 22:13:34,953][root][INFO] - ===> Epoch[704](18374/26): Loss 0.0715, Sem 0.0715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.354e-02 Score 97.323 Data time: 0.1642, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.6056 [2020-11-16 22:13:41,041][root][INFO] - ===> Epoch[704](18375/26): Loss 0.0665, Sem 0.0665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.350e-02 Score 97.603 Data time: 0.1477, Forward time: 2.2507, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 6.0095 [2020-11-16 22:13:46,113][root][INFO] - ===> Epoch[704](18376/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.345e-02 Score 96.983 Data time: 0.2278, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 4.9966 [2020-11-16 22:13:52,286][root][INFO] - ===> Epoch[705](18377/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.340e-02 Score 97.495 Data time: 0.2783, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 6.0690 [2020-11-16 22:13:57,717][root][INFO] - ===> Epoch[705](18378/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.336e-02 Score 97.995 Data time: 0.1249, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.3144 [2020-11-16 22:14:03,739][root][INFO] - ===> Epoch[705](18379/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.331e-02 Score 97.481 Data time: 0.1874, Forward time: 2.2507, Backward time: 3.0585, DDP time: 0.0047, Total iter time: 5.9367 [2020-11-16 22:14:09,446][root][INFO] - ===> Epoch[705](18380/26): Loss 0.0704, Sem 0.0704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.327e-02 Score 97.410 Data time: 0.1668, Forward time: 2.2507, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.6160 [2020-11-16 22:14:15,073][root][INFO] - ===> Epoch[705](18381/26): Loss 0.0584, Sem 0.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.322e-02 Score 97.871 Data time: 0.1728, Forward time: 2.2506, Backward time: 3.0586, DDP time: 0.0047, Total iter time: 5.5584 [2020-11-16 22:14:21,682][root][INFO] - ===> Epoch[705](18382/26): Loss 0.0695, Sem 0.0695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.317e-02 Score 97.506 Data time: 0.1977, Forward time: 2.2506, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 6.5036 [2020-11-16 22:14:28,008][root][INFO] - ===> Epoch[705](18383/26): Loss 0.0679, Sem 0.0679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.313e-02 Score 97.465 Data time: 0.1951, Forward time: 2.2506, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 6.2322 [2020-11-16 22:14:33,472][root][INFO] - ===> Epoch[705](18384/26): Loss 0.0912, Sem 0.0912, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.308e-02 Score 96.980 Data time: 0.1704, Forward time: 2.2506, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 5.3563 [2020-11-16 22:14:38,793][root][INFO] - ===> Epoch[705](18385/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.303e-02 Score 97.769 Data time: 0.1442, Forward time: 2.2506, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 5.2399 [2020-11-16 22:14:43,785][root][INFO] - ===> Epoch[705](18386/26): Loss 0.0720, Sem 0.0720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.299e-02 Score 97.273 Data time: 0.1796, Forward time: 2.2505, Backward time: 3.0587, DDP time: 0.0047, Total iter time: 4.9194 [2020-11-16 22:14:49,549][root][INFO] - ===> Epoch[705](18387/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.294e-02 Score 97.556 Data time: 0.1639, Forward time: 2.2505, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 5.6694 [2020-11-16 22:14:56,263][root][INFO] - ===> Epoch[705](18388/26): Loss 0.0786, Sem 0.0786, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.290e-02 Score 97.238 Data time: 0.2606, Forward time: 2.2505, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 6.6393 [2020-11-16 22:15:02,493][root][INFO] - ===> Epoch[705](18389/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.285e-02 Score 97.549 Data time: 0.2778, Forward time: 2.2506, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 6.1231 [2020-11-16 22:15:08,951][root][INFO] - ===> Epoch[705](18390/26): Loss 0.0679, Sem 0.0679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.280e-02 Score 97.538 Data time: 0.2243, Forward time: 2.2506, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 6.3708 [2020-11-16 22:15:14,756][root][INFO] - ===> Epoch[705](18391/26): Loss 0.0652, Sem 0.0652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.276e-02 Score 97.555 Data time: 0.1850, Forward time: 2.2506, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 5.6724 [2020-11-16 22:15:20,462][root][INFO] - ===> Epoch[705](18392/26): Loss 0.0689, Sem 0.0689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.271e-02 Score 97.459 Data time: 0.2049, Forward time: 2.2506, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 5.5988 [2020-11-16 22:15:25,955][root][INFO] - ===> Epoch[705](18393/26): Loss 0.0805, Sem 0.0805, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.266e-02 Score 97.160 Data time: 0.1742, Forward time: 2.2506, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.4066 [2020-11-16 22:15:32,528][root][INFO] - ===> Epoch[705](18394/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.262e-02 Score 97.590 Data time: 0.2715, Forward time: 2.2506, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 6.4900 [2020-11-16 22:15:38,495][root][INFO] - ===> Epoch[705](18395/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.257e-02 Score 97.740 Data time: 0.2077, Forward time: 2.2506, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.8498 [2020-11-16 22:15:44,336][root][INFO] - ===> Epoch[705](18396/26): Loss 0.0678, Sem 0.0678, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.252e-02 Score 97.653 Data time: 0.1251, Forward time: 2.2505, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.7269 [2020-11-16 22:15:50,770][root][INFO] - ===> Epoch[705](18397/26): Loss 0.0812, Sem 0.0812, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.248e-02 Score 96.956 Data time: 0.2090, Forward time: 2.2506, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.3730 [2020-11-16 22:15:56,746][root][INFO] - ===> Epoch[705](18398/26): Loss 0.0744, Sem 0.0744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.243e-02 Score 97.171 Data time: 0.1854, Forward time: 2.2506, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.8683 [2020-11-16 22:16:01,873][root][INFO] - ===> Epoch[705](18399/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.239e-02 Score 97.767 Data time: 0.1642, Forward time: 2.2505, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.0340 [2020-11-16 22:16:06,742][root][INFO] - ===> Epoch[705](18400/26): Loss 0.0683, Sem 0.0683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.234e-02 Score 97.602 Data time: 0.2351, Forward time: 2.2506, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 4.7813 [2020-11-16 22:16:13,320][root][INFO] - ===> Epoch[705](18401/26): Loss 0.0617, Sem 0.0617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.229e-02 Score 97.707 Data time: 0.2078, Forward time: 2.2506, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.4612 [2020-11-16 22:16:19,258][root][INFO] - ===> Epoch[705](18402/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.225e-02 Score 97.287 Data time: 0.1595, Forward time: 2.2505, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.8396 [2020-11-16 22:16:25,158][root][INFO] - ===> Epoch[706](18403/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.220e-02 Score 97.748 Data time: 0.1443, Forward time: 2.2505, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.7979 [2020-11-16 22:16:29,840][root][INFO] - ===> Epoch[706](18404/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.215e-02 Score 97.721 Data time: 0.1639, Forward time: 2.2505, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.6249 [2020-11-16 22:16:36,172][root][INFO] - ===> Epoch[706](18405/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.211e-02 Score 97.443 Data time: 0.1812, Forward time: 2.2504, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 6.2367 [2020-11-16 22:16:41,383][root][INFO] - ===> Epoch[706](18406/26): Loss 0.0721, Sem 0.0721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.206e-02 Score 97.366 Data time: 0.1882, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.1072 [2020-11-16 22:16:47,497][root][INFO] - ===> Epoch[706](18407/26): Loss 0.0783, Sem 0.0783, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.201e-02 Score 97.184 Data time: 0.2661, Forward time: 2.2505, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.0096 [2020-11-16 22:16:53,154][root][INFO] - ===> Epoch[706](18408/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.197e-02 Score 97.508 Data time: 0.1721, Forward time: 2.2505, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.5433 [2020-11-16 22:17:00,104][root][INFO] - ===> Epoch[706](18409/26): Loss 0.0743, Sem 0.0743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.192e-02 Score 97.081 Data time: 0.1791, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 6.8450 [2020-11-16 22:17:06,062][root][INFO] - ===> Epoch[706](18410/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.188e-02 Score 97.659 Data time: 0.1800, Forward time: 2.2504, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.8504 [2020-11-16 22:17:10,605][root][INFO] - ===> Epoch[706](18411/26): Loss 0.0650, Sem 0.0650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.183e-02 Score 97.651 Data time: 0.2026, Forward time: 2.2504, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 4.4477 [2020-11-16 22:17:16,719][root][INFO] - ===> Epoch[706](18412/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.178e-02 Score 97.653 Data time: 0.3236, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 6.0161 [2020-11-16 22:17:23,558][root][INFO] - ===> Epoch[706](18413/26): Loss 0.0694, Sem 0.0694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.174e-02 Score 97.475 Data time: 0.3580, Forward time: 2.2506, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.7460 [2020-11-16 22:17:29,986][root][INFO] - ===> Epoch[706](18414/26): Loss 0.0652, Sem 0.0652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.169e-02 Score 97.669 Data time: 0.1285, Forward time: 2.2506, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 6.3153 [2020-11-16 22:17:35,413][root][INFO] - ===> Epoch[706](18415/26): Loss 0.0650, Sem 0.0650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.164e-02 Score 97.561 Data time: 0.1890, Forward time: 2.2505, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.3473 [2020-11-16 22:17:41,414][root][INFO] - ===> Epoch[706](18416/26): Loss 0.0584, Sem 0.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.160e-02 Score 97.889 Data time: 0.1736, Forward time: 2.2505, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.9385 [2020-11-16 22:17:47,192][root][INFO] - ===> Epoch[706](18417/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.155e-02 Score 97.263 Data time: 0.1653, Forward time: 2.2505, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.7066 [2020-11-16 22:17:51,297][root][INFO] - ===> Epoch[706](18418/26): Loss 0.0638, Sem 0.0638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.150e-02 Score 97.804 Data time: 0.1996, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 4.0222 [2020-11-16 22:17:57,597][root][INFO] - ===> Epoch[706](18419/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.146e-02 Score 97.831 Data time: 0.2218, Forward time: 2.2505, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.2072 [2020-11-16 22:18:02,761][root][INFO] - ===> Epoch[706](18420/26): Loss 0.0667, Sem 0.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.141e-02 Score 97.553 Data time: 0.1752, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.0665 [2020-11-16 22:18:08,424][root][INFO] - ===> Epoch[706](18421/26): Loss 0.0746, Sem 0.0746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.137e-02 Score 97.283 Data time: 0.1816, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.5755 [2020-11-16 22:18:13,917][root][INFO] - ===> Epoch[706](18422/26): Loss 0.0810, Sem 0.0810, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.132e-02 Score 97.028 Data time: 0.1870, Forward time: 2.2504, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.3825 [2020-11-16 22:18:19,053][root][INFO] - ===> Epoch[706](18423/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.127e-02 Score 97.478 Data time: 0.1725, Forward time: 2.2504, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.0393 [2020-11-16 22:18:24,693][root][INFO] - ===> Epoch[706](18424/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.123e-02 Score 97.509 Data time: 0.2511, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.5599 [2020-11-16 22:18:30,903][root][INFO] - ===> Epoch[706](18425/26): Loss 0.0607, Sem 0.0607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.118e-02 Score 97.740 Data time: 0.2475, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 6.0939 [2020-11-16 22:18:36,288][root][INFO] - ===> Epoch[706](18426/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.113e-02 Score 97.365 Data time: 0.2256, Forward time: 2.2506, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.2710 [2020-11-16 22:18:42,013][root][INFO] - ===> Epoch[706](18427/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.109e-02 Score 97.664 Data time: 0.1727, Forward time: 2.2505, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.6118 [2020-11-16 22:18:47,690][root][INFO] - ===> Epoch[706](18428/26): Loss 0.0789, Sem 0.0789, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.104e-02 Score 96.995 Data time: 0.1901, Forward time: 2.2505, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.6019 [2020-11-16 22:18:53,917][root][INFO] - ===> Epoch[707](18429/26): Loss 0.0623, Sem 0.0623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.099e-02 Score 97.655 Data time: 0.1962, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 6.1428 [2020-11-16 22:19:00,108][root][INFO] - ===> Epoch[707](18430/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.095e-02 Score 97.312 Data time: 0.2060, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 6.1067 [2020-11-16 22:19:04,797][root][INFO] - ===> Epoch[707](18431/26): Loss 0.0704, Sem 0.0704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.090e-02 Score 97.395 Data time: 0.2043, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 4.5932 [2020-11-16 22:19:10,472][root][INFO] - ===> Epoch[707](18432/26): Loss 0.0644, Sem 0.0644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.085e-02 Score 97.652 Data time: 0.1817, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.5750 [2020-11-16 22:19:16,184][root][INFO] - ===> Epoch[707](18433/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.081e-02 Score 97.558 Data time: 0.1526, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.6068 [2020-11-16 22:19:23,489][root][INFO] - ===> Epoch[707](18434/26): Loss 0.0643, Sem 0.0643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.076e-02 Score 97.564 Data time: 0.1919, Forward time: 2.2505, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 7.2380 [2020-11-16 22:19:28,776][root][INFO] - ===> Epoch[707](18435/26): Loss 0.0570, Sem 0.0570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.072e-02 Score 97.928 Data time: 0.2050, Forward time: 2.2505, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.1927 [2020-11-16 22:19:33,978][root][INFO] - ===> Epoch[707](18436/26): Loss 0.0653, Sem 0.0653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.067e-02 Score 97.649 Data time: 0.1630, Forward time: 2.2504, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.1052 [2020-11-16 22:19:39,875][root][INFO] - ===> Epoch[707](18437/26): Loss 0.0634, Sem 0.0634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.062e-02 Score 97.687 Data time: 0.2672, Forward time: 2.2505, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.8187 [2020-11-16 22:19:44,498][root][INFO] - ===> Epoch[707](18438/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.058e-02 Score 97.605 Data time: 0.2006, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 4.5190 [2020-11-16 22:19:52,240][root][INFO] - ===> Epoch[707](18439/26): Loss 0.0674, Sem 0.0674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.053e-02 Score 97.563 Data time: 0.2195, Forward time: 2.2505, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 7.6379 [2020-11-16 22:19:57,671][root][INFO] - ===> Epoch[707](18440/26): Loss 0.0698, Sem 0.0698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.048e-02 Score 97.404 Data time: 0.2104, Forward time: 2.2505, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.3371 [2020-11-16 22:20:02,744][root][INFO] - ===> Epoch[707](18441/26): Loss 0.0726, Sem 0.0726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.044e-02 Score 97.343 Data time: 0.2012, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 4.9409 [2020-11-16 22:20:08,889][root][INFO] - ===> Epoch[707](18442/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.039e-02 Score 97.576 Data time: 0.1687, Forward time: 2.2505, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.0469 [2020-11-16 22:20:13,557][root][INFO] - ===> Epoch[707](18443/26): Loss 0.0659, Sem 0.0659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.034e-02 Score 97.754 Data time: 0.1896, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 4.5783 [2020-11-16 22:20:18,729][root][INFO] - ===> Epoch[707](18444/26): Loss 0.0724, Sem 0.0724, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.030e-02 Score 97.246 Data time: 0.1469, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.0775 [2020-11-16 22:20:24,615][root][INFO] - ===> Epoch[707](18445/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.025e-02 Score 97.433 Data time: 0.1821, Forward time: 2.2505, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.8147 [2020-11-16 22:20:30,346][root][INFO] - ===> Epoch[707](18446/26): Loss 0.0731, Sem 0.0731, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.020e-02 Score 97.296 Data time: 0.1455, Forward time: 2.2504, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.6218 [2020-11-16 22:20:35,276][root][INFO] - ===> Epoch[707](18447/26): Loss 0.0654, Sem 0.0654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.016e-02 Score 97.683 Data time: 0.1645, Forward time: 2.2504, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 4.8612 [2020-11-16 22:20:40,517][root][INFO] - ===> Epoch[707](18448/26): Loss 0.0704, Sem 0.0704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.011e-02 Score 97.340 Data time: 0.1876, Forward time: 2.2504, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.1614 [2020-11-16 22:20:45,932][root][INFO] - ===> Epoch[707](18449/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.006e-02 Score 97.512 Data time: 0.1552, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.3305 [2020-11-16 22:20:50,894][root][INFO] - ===> Epoch[707](18450/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.002e-02 Score 97.288 Data time: 0.1356, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 4.8951 [2020-11-16 22:20:56,746][root][INFO] - ===> Epoch[707](18451/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.997e-02 Score 97.555 Data time: 0.1826, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.7896 [2020-11-16 22:21:03,288][root][INFO] - ===> Epoch[707](18452/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.993e-02 Score 97.572 Data time: 0.3498, Forward time: 2.2504, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.4647 [2020-11-16 22:21:09,033][root][INFO] - ===> Epoch[707](18453/26): Loss 0.0760, Sem 0.0760, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.988e-02 Score 97.294 Data time: 0.1312, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.6329 [2020-11-16 22:21:13,092][root][INFO] - ===> Epoch[707](18454/26): Loss 0.0622, Sem 0.0622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.983e-02 Score 97.714 Data time: 0.1588, Forward time: 2.2503, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 3.9888 [2020-11-16 22:21:18,792][root][INFO] - ===> Epoch[708](18455/26): Loss 0.0659, Sem 0.0659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.979e-02 Score 97.597 Data time: 0.2471, Forward time: 2.2503, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.6149 [2020-11-16 22:21:25,885][root][INFO] - ===> Epoch[708](18456/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.974e-02 Score 97.605 Data time: 0.1570, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.9708 [2020-11-16 22:21:31,304][root][INFO] - ===> Epoch[708](18457/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.969e-02 Score 97.304 Data time: 0.1985, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.3297 [2020-11-16 22:21:36,825][root][INFO] - ===> Epoch[708](18458/26): Loss 0.0683, Sem 0.0683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.965e-02 Score 97.446 Data time: 0.1695, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.4439 [2020-11-16 22:21:42,215][root][INFO] - ===> Epoch[708](18459/26): Loss 0.0669, Sem 0.0669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.960e-02 Score 97.547 Data time: 0.1895, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.3290 [2020-11-16 22:21:48,426][root][INFO] - ===> Epoch[708](18460/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.955e-02 Score 97.378 Data time: 0.2560, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.1321 [2020-11-16 22:21:53,176][root][INFO] - ===> Epoch[708](18461/26): Loss 0.0707, Sem 0.0707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.951e-02 Score 97.326 Data time: 0.1982, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 4.6519 [2020-11-16 22:21:58,498][root][INFO] - ===> Epoch[708](18462/26): Loss 0.0657, Sem 0.0657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.946e-02 Score 97.619 Data time: 0.2035, Forward time: 2.2503, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.2434 [2020-11-16 22:22:04,395][root][INFO] - ===> Epoch[708](18463/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.941e-02 Score 97.239 Data time: 0.1569, Forward time: 2.2502, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.7879 [2020-11-16 22:22:10,517][root][INFO] - ===> Epoch[708](18464/26): Loss 0.0577, Sem 0.0577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.937e-02 Score 97.923 Data time: 0.1542, Forward time: 2.2502, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.0506 [2020-11-16 22:22:15,962][root][INFO] - ===> Epoch[708](18465/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.932e-02 Score 97.663 Data time: 0.2243, Forward time: 2.2502, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.3718 [2020-11-16 22:22:22,537][root][INFO] - ===> Epoch[708](18466/26): Loss 0.0685, Sem 0.0685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.927e-02 Score 97.502 Data time: 0.2281, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.4556 [2020-11-16 22:22:27,315][root][INFO] - ===> Epoch[708](18467/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.923e-02 Score 97.890 Data time: 0.1950, Forward time: 2.2503, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 4.6347 [2020-11-16 22:22:34,254][root][INFO] - ===> Epoch[708](18468/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.918e-02 Score 97.738 Data time: 0.3609, Forward time: 2.2504, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 6.8192 [2020-11-16 22:22:38,525][root][INFO] - ===> Epoch[708](18469/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.913e-02 Score 97.688 Data time: 0.1800, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.1319 [2020-11-16 22:22:43,673][root][INFO] - ===> Epoch[708](18470/26): Loss 0.0681, Sem 0.0681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.909e-02 Score 97.543 Data time: 0.2158, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.0480 [2020-11-16 22:22:49,192][root][INFO] - ===> Epoch[708](18471/26): Loss 0.0718, Sem 0.0718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.904e-02 Score 97.283 Data time: 0.2330, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.4169 [2020-11-16 22:22:53,788][root][INFO] - ===> Epoch[708](18472/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.899e-02 Score 97.623 Data time: 0.2126, Forward time: 2.2505, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 4.4673 [2020-11-16 22:23:00,131][root][INFO] - ===> Epoch[708](18473/26): Loss 0.0637, Sem 0.0637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.895e-02 Score 97.668 Data time: 0.1644, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.2462 [2020-11-16 22:23:06,157][root][INFO] - ===> Epoch[708](18474/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.890e-02 Score 97.584 Data time: 0.2252, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.9381 [2020-11-16 22:23:11,413][root][INFO] - ===> Epoch[708](18475/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.886e-02 Score 97.479 Data time: 0.1771, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.1367 [2020-11-16 22:23:17,077][root][INFO] - ===> Epoch[708](18476/26): Loss 0.0714, Sem 0.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.881e-02 Score 97.425 Data time: 0.1956, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.5757 [2020-11-16 22:23:22,604][root][INFO] - ===> Epoch[708](18477/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.876e-02 Score 97.829 Data time: 0.2590, Forward time: 2.2505, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.4346 [2020-11-16 22:23:28,065][root][INFO] - ===> Epoch[708](18478/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.872e-02 Score 97.609 Data time: 0.2173, Forward time: 2.2505, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.3510 [2020-11-16 22:23:33,823][root][INFO] - ===> Epoch[708](18479/26): Loss 0.0801, Sem 0.0801, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.867e-02 Score 97.133 Data time: 0.1555, Forward time: 2.2505, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.6531 [2020-11-16 22:23:39,526][root][INFO] - ===> Epoch[708](18480/26): Loss 0.0682, Sem 0.0682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.862e-02 Score 97.444 Data time: 0.2173, Forward time: 2.2505, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.6332 [2020-11-16 22:23:44,465][root][INFO] - ===> Epoch[709](18481/26): Loss 0.0757, Sem 0.0757, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.858e-02 Score 97.262 Data time: 0.1899, Forward time: 2.2505, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 4.8200 [2020-11-16 22:23:50,198][root][INFO] - ===> Epoch[709](18482/26): Loss 0.0710, Sem 0.0710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.853e-02 Score 97.346 Data time: 0.1908, Forward time: 2.2505, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.6607 [2020-11-16 22:23:55,226][root][INFO] - ===> Epoch[709](18483/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.848e-02 Score 97.518 Data time: 0.2002, Forward time: 2.2505, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 4.9384 [2020-11-16 22:24:01,060][root][INFO] - ===> Epoch[709](18484/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.844e-02 Score 97.766 Data time: 0.1986, Forward time: 2.2504, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.7463 [2020-11-16 22:24:06,409][root][INFO] - ===> Epoch[709](18485/26): Loss 0.0659, Sem 0.0659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.839e-02 Score 97.658 Data time: 0.2483, Forward time: 2.2505, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 5.2627 [2020-11-16 22:24:11,355][root][INFO] - ===> Epoch[709](18486/26): Loss 0.0623, Sem 0.0623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.834e-02 Score 97.762 Data time: 0.2163, Forward time: 2.2504, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 4.8408 [2020-11-16 22:24:17,762][root][INFO] - ===> Epoch[709](18487/26): Loss 0.0611, Sem 0.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.830e-02 Score 97.866 Data time: 0.2150, Forward time: 2.2505, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 6.3230 [2020-11-16 22:24:23,849][root][INFO] - ===> Epoch[709](18488/26): Loss 0.0796, Sem 0.0796, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.825e-02 Score 97.019 Data time: 0.1925, Forward time: 2.2505, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 5.9791 [2020-11-16 22:24:29,353][root][INFO] - ===> Epoch[709](18489/26): Loss 0.0717, Sem 0.0717, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.820e-02 Score 97.075 Data time: 0.1799, Forward time: 2.2504, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 5.3761 [2020-11-16 22:24:35,385][root][INFO] - ===> Epoch[709](18490/26): Loss 0.0708, Sem 0.0708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.816e-02 Score 97.439 Data time: 0.2164, Forward time: 2.2504, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.9435 [2020-11-16 22:24:41,829][root][INFO] - ===> Epoch[709](18491/26): Loss 0.0747, Sem 0.0747, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.811e-02 Score 97.309 Data time: 0.1742, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.3445 [2020-11-16 22:24:48,268][root][INFO] - ===> Epoch[709](18492/26): Loss 0.0669, Sem 0.0669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.806e-02 Score 97.626 Data time: 0.1752, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.3555 [2020-11-16 22:24:53,647][root][INFO] - ===> Epoch[709](18493/26): Loss 0.0647, Sem 0.0647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.802e-02 Score 97.509 Data time: 0.2228, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.2854 [2020-11-16 22:25:00,022][root][INFO] - ===> Epoch[709](18494/26): Loss 0.0719, Sem 0.0719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.797e-02 Score 97.334 Data time: 0.1734, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.2657 [2020-11-16 22:25:06,034][root][INFO] - ===> Epoch[709](18495/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.792e-02 Score 97.448 Data time: 0.2680, Forward time: 2.2505, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.9205 [2020-11-16 22:25:11,721][root][INFO] - ===> Epoch[709](18496/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.788e-02 Score 97.697 Data time: 0.1553, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.5878 [2020-11-16 22:25:17,602][root][INFO] - ===> Epoch[709](18497/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.783e-02 Score 97.517 Data time: 0.2086, Forward time: 2.2505, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.7876 [2020-11-16 22:25:23,239][root][INFO] - ===> Epoch[709](18498/26): Loss 0.0715, Sem 0.0715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.778e-02 Score 97.151 Data time: 0.2141, Forward time: 2.2505, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.5241 [2020-11-16 22:25:28,489][root][INFO] - ===> Epoch[709](18499/26): Loss 0.0626, Sem 0.0626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.774e-02 Score 97.684 Data time: 0.1754, Forward time: 2.2505, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.1343 [2020-11-16 22:25:33,957][root][INFO] - ===> Epoch[709](18500/26): Loss 0.0584, Sem 0.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.769e-02 Score 97.823 Data time: 0.1440, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.3725 [2020-11-16 22:25:34,562][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 22:25:34,684][root][INFO] - ===> Start testing [2020-11-16 22:26:52,933][root][INFO] - 101/312: Data time: 0.0038, Iter time: 0.2038 Loss 0.433 (AVG: 0.546) Score 87.613 (AVG: 90.007) mIOU 71.695 mAP 76.450 mAcc 80.120 IOU: 84.979 96.305 61.961 74.233 91.261 81.013 79.650 64.165 57.275 81.649 27.080 61.738 64.483 62.188 55.851 62.725 96.049 76.000 90.315 64.989 mAP: 82.640 97.008 62.248 67.329 91.360 71.427 79.085 73.414 66.580 82.011 47.456 57.918 69.438 78.160 59.580 98.452 98.879 90.490 84.591 70.931 mAcc: 95.360 98.767 76.544 76.083 95.467 84.202 88.151 76.782 68.712 92.063 35.233 72.028 80.966 63.872 59.342 93.715 97.508 82.673 93.404 71.520 [2020-11-16 22:28:11,246][root][INFO] - 201/312: Data time: 0.0040, Iter time: 0.1318 Loss 0.551 (AVG: 0.516) Score 88.330 (AVG: 90.210) mIOU 72.988 mAP 77.121 mAcc 80.467 IOU: 85.126 96.540 65.559 77.956 91.848 84.549 77.226 65.070 59.285 80.228 29.896 63.001 63.943 76.355 55.063 73.429 95.950 70.774 89.217 58.750 mAP: 81.782 97.357 63.642 72.938 92.012 79.021 76.286 75.799 72.130 75.500 52.469 55.615 72.019 82.775 62.816 91.861 97.545 86.887 86.782 67.177 mAcc: 95.720 98.859 77.772 82.163 95.205 90.580 86.291 76.812 70.981 91.678 35.863 73.483 81.517 79.038 59.538 81.129 97.351 77.877 92.709 64.765 [2020-11-16 22:29:25,638][root][INFO] - 301/312: Data time: 0.0054, Iter time: 0.5580 Loss 0.209 (AVG: 0.490) Score 92.444 (AVG: 90.541) mIOU 73.368 mAP 76.384 mAcc 80.677 IOU: 85.858 96.410 66.838 81.325 92.268 85.805 76.713 64.633 61.848 79.763 30.764 63.366 64.149 74.399 57.907 67.725 96.239 68.759 89.291 63.308 mAP: 81.390 97.167 65.918 75.321 91.822 81.316 75.329 74.210 71.708 71.378 52.368 55.314 70.918 79.880 63.507 87.012 97.391 87.596 80.809 67.330 mAcc: 95.802 98.787 79.275 84.978 95.586 92.430 85.248 76.271 74.028 91.296 37.031 74.408 81.677 77.647 62.047 72.054 97.462 75.699 92.910 68.912 [2020-11-16 22:29:33,376][root][INFO] - 312/312: Data time: 0.0024, Iter time: 0.6820 Loss 1.427 (AVG: 0.497) Score 74.863 (AVG: 90.416) mIOU 73.305 mAP 76.438 mAcc 80.635 IOU: 85.525 96.420 66.158 81.325 92.120 86.946 76.829 64.362 62.514 80.221 29.837 63.320 64.896 74.669 56.852 67.725 94.970 69.492 89.291 62.621 mAP: 80.948 97.225 66.273 75.321 91.718 81.478 75.451 73.495 72.273 73.308 52.492 55.314 70.860 80.297 62.153 87.012 97.351 87.811 80.809 67.176 mAcc: 95.732 98.785 78.080 84.978 95.638 93.034 85.270 76.004 74.172 91.262 37.048 74.408 82.138 77.934 60.852 72.054 97.502 76.441 92.910 68.465 [2020-11-16 22:29:33,376][root][INFO] - Finished test. Elapsed time: 238.6916 [2020-11-16 22:29:34,127][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-16 22:29:34,236][root][INFO] - Current best mIoU: 73.305 at iter 18500 [2020-11-16 22:29:39,216][root][INFO] - ===> Epoch[709](18501/26): Loss 0.0669, Sem 0.0669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.764e-02 Score 97.550 Data time: 0.2092, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 4.9742 [2020-11-16 22:29:45,953][root][INFO] - ===> Epoch[709](18502/26): Loss 0.0740, Sem 0.0740, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.760e-02 Score 97.295 Data time: 0.1664, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.6361 [2020-11-16 22:29:50,858][root][INFO] - ===> Epoch[709](18503/26): Loss 0.0631, Sem 0.0631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.755e-02 Score 97.722 Data time: 0.1509, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.8070 [2020-11-16 22:29:56,862][root][INFO] - ===> Epoch[709](18504/26): Loss 0.0605, Sem 0.0605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.750e-02 Score 97.835 Data time: 0.1878, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.9220 [2020-11-16 22:30:02,660][root][INFO] - ===> Epoch[709](18505/26): Loss 0.0744, Sem 0.0744, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.746e-02 Score 97.248 Data time: 0.1744, Forward time: 2.2503, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.6939 [2020-11-16 22:30:07,545][root][INFO] - ===> Epoch[709](18506/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.741e-02 Score 97.418 Data time: 0.2216, Forward time: 2.2503, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.7951 [2020-11-16 22:30:12,808][root][INFO] - ===> Epoch[710](18507/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.736e-02 Score 97.546 Data time: 0.2524, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.1673 [2020-11-16 22:30:17,854][root][INFO] - ===> Epoch[710](18508/26): Loss 0.0739, Sem 0.0739, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.732e-02 Score 97.479 Data time: 0.1819, Forward time: 2.2503, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 4.9415 [2020-11-16 22:30:23,881][root][INFO] - ===> Epoch[710](18509/26): Loss 0.0708, Sem 0.0708, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.727e-02 Score 97.463 Data time: 0.2010, Forward time: 2.2503, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.9114 [2020-11-16 22:30:31,327][root][INFO] - ===> Epoch[710](18510/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.722e-02 Score 97.712 Data time: 0.2247, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 7.3573 [2020-11-16 22:30:37,643][root][INFO] - ===> Epoch[710](18511/26): Loss 0.0646, Sem 0.0646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.718e-02 Score 97.597 Data time: 0.2480, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.1923 [2020-11-16 22:30:43,574][root][INFO] - ===> Epoch[710](18512/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.713e-02 Score 97.350 Data time: 0.1823, Forward time: 2.2504, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.8198 [2020-11-16 22:30:49,328][root][INFO] - ===> Epoch[710](18513/26): Loss 0.0679, Sem 0.0679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.708e-02 Score 97.530 Data time: 0.2380, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.6593 [2020-11-16 22:30:53,674][root][INFO] - ===> Epoch[710](18514/26): Loss 0.0709, Sem 0.0709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.704e-02 Score 97.502 Data time: 0.1436, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.2226 [2020-11-16 22:30:59,929][root][INFO] - ===> Epoch[710](18515/26): Loss 0.0792, Sem 0.0792, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.699e-02 Score 97.193 Data time: 0.2720, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.1703 [2020-11-16 22:31:05,750][root][INFO] - ===> Epoch[710](18516/26): Loss 0.0647, Sem 0.0647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.694e-02 Score 97.686 Data time: 0.1818, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.6967 [2020-11-16 22:31:11,443][root][INFO] - ===> Epoch[710](18517/26): Loss 0.0748, Sem 0.0748, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.690e-02 Score 97.269 Data time: 0.2278, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.6023 [2020-11-16 22:31:18,021][root][INFO] - ===> Epoch[710](18518/26): Loss 0.0755, Sem 0.0755, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.685e-02 Score 97.273 Data time: 0.3566, Forward time: 2.2505, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.4588 [2020-11-16 22:31:23,814][root][INFO] - ===> Epoch[710](18519/26): Loss 0.0723, Sem 0.0723, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.680e-02 Score 97.107 Data time: 0.1826, Forward time: 2.2505, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.6770 [2020-11-16 22:31:29,497][root][INFO] - ===> Epoch[710](18520/26): Loss 0.0725, Sem 0.0725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.676e-02 Score 97.348 Data time: 0.2569, Forward time: 2.2505, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.5715 [2020-11-16 22:31:35,314][root][INFO] - ===> Epoch[710](18521/26): Loss 0.0634, Sem 0.0634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.671e-02 Score 97.713 Data time: 0.2299, Forward time: 2.2506, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.7082 [2020-11-16 22:31:40,956][root][INFO] - ===> Epoch[710](18522/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.666e-02 Score 97.444 Data time: 0.1800, Forward time: 2.2506, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.5233 [2020-11-16 22:31:45,364][root][INFO] - ===> Epoch[710](18523/26): Loss 0.0665, Sem 0.0665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.662e-02 Score 97.498 Data time: 0.1758, Forward time: 2.2505, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 4.3101 [2020-11-16 22:31:49,823][root][INFO] - ===> Epoch[710](18524/26): Loss 0.0698, Sem 0.0698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.657e-02 Score 97.589 Data time: 0.1775, Forward time: 2.2505, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 4.3650 [2020-11-16 22:31:55,539][root][INFO] - ===> Epoch[710](18525/26): Loss 0.0682, Sem 0.0682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.652e-02 Score 97.455 Data time: 0.1604, Forward time: 2.2505, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.6292 [2020-11-16 22:32:01,658][root][INFO] - ===> Epoch[710](18526/26): Loss 0.0646, Sem 0.0646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.648e-02 Score 97.619 Data time: 0.1606, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.0302 [2020-11-16 22:32:08,246][root][INFO] - ===> Epoch[710](18527/26): Loss 0.0754, Sem 0.0754, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.643e-02 Score 97.113 Data time: 0.2150, Forward time: 2.2505, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.5336 [2020-11-16 22:32:14,269][root][INFO] - ===> Epoch[710](18528/26): Loss 0.0689, Sem 0.0689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.638e-02 Score 97.429 Data time: 0.1567, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.9206 [2020-11-16 22:32:20,281][root][INFO] - ===> Epoch[710](18529/26): Loss 0.0732, Sem 0.0732, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.634e-02 Score 97.380 Data time: 0.1370, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.9460 [2020-11-16 22:32:24,849][root][INFO] - ===> Epoch[710](18530/26): Loss 0.0692, Sem 0.0692, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.629e-02 Score 97.522 Data time: 0.1452, Forward time: 2.2503, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.4846 [2020-11-16 22:32:29,795][root][INFO] - ===> Epoch[710](18531/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.624e-02 Score 97.342 Data time: 0.1882, Forward time: 2.2503, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.8668 [2020-11-16 22:32:36,985][root][INFO] - ===> Epoch[710](18532/26): Loss 0.0753, Sem 0.0753, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.620e-02 Score 97.185 Data time: 0.2535, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 7.0936 [2020-11-16 22:32:42,398][root][INFO] - ===> Epoch[711](18533/26): Loss 0.0736, Sem 0.0736, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.615e-02 Score 97.450 Data time: 0.2425, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.2879 [2020-11-16 22:32:47,477][root][INFO] - ===> Epoch[711](18534/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.610e-02 Score 97.709 Data time: 0.1910, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 4.9642 [2020-11-16 22:32:53,313][root][INFO] - ===> Epoch[711](18535/26): Loss 0.0713, Sem 0.0713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.606e-02 Score 97.437 Data time: 0.1850, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.7314 [2020-11-16 22:32:58,461][root][INFO] - ===> Epoch[711](18536/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.601e-02 Score 97.732 Data time: 0.2043, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.0506 [2020-11-16 22:33:04,762][root][INFO] - ===> Epoch[711](18537/26): Loss 0.0669, Sem 0.0669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.596e-02 Score 97.522 Data time: 0.1756, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.1993 [2020-11-16 22:33:09,987][root][INFO] - ===> Epoch[711](18538/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.592e-02 Score 97.475 Data time: 0.1871, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.1209 [2020-11-16 22:33:15,213][root][INFO] - ===> Epoch[711](18539/26): Loss 0.0600, Sem 0.0600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.587e-02 Score 97.810 Data time: 0.2081, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.1202 [2020-11-16 22:33:20,906][root][INFO] - ===> Epoch[711](18540/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.582e-02 Score 97.584 Data time: 0.1589, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.5899 [2020-11-16 22:33:26,767][root][INFO] - ===> Epoch[711](18541/26): Loss 0.0716, Sem 0.0716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.577e-02 Score 97.328 Data time: 0.1907, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.7664 [2020-11-16 22:33:32,453][root][INFO] - ===> Epoch[711](18542/26): Loss 0.0814, Sem 0.0814, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.573e-02 Score 97.099 Data time: 0.2203, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.5867 [2020-11-16 22:33:39,155][root][INFO] - ===> Epoch[711](18543/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.568e-02 Score 97.353 Data time: 0.1917, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.5706 [2020-11-16 22:33:44,630][root][INFO] - ===> Epoch[711](18544/26): Loss 0.0701, Sem 0.0701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.563e-02 Score 97.433 Data time: 0.1786, Forward time: 2.2504, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.3582 [2020-11-16 22:33:49,592][root][INFO] - ===> Epoch[711](18545/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.559e-02 Score 97.472 Data time: 0.2166, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 4.8565 [2020-11-16 22:33:55,066][root][INFO] - ===> Epoch[711](18546/26): Loss 0.0679, Sem 0.0679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.554e-02 Score 97.534 Data time: 0.2101, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.3655 [2020-11-16 22:33:59,918][root][INFO] - ===> Epoch[711](18547/26): Loss 0.0677, Sem 0.0677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.549e-02 Score 97.513 Data time: 0.1941, Forward time: 2.2504, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 4.7399 [2020-11-16 22:34:05,198][root][INFO] - ===> Epoch[711](18548/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.545e-02 Score 97.594 Data time: 0.1738, Forward time: 2.2504, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.1758 [2020-11-16 22:34:11,689][root][INFO] - ===> Epoch[711](18549/26): Loss 0.0675, Sem 0.0675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.540e-02 Score 97.529 Data time: 0.1936, Forward time: 2.2504, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.3990 [2020-11-16 22:34:17,079][root][INFO] - ===> Epoch[711](18550/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.535e-02 Score 97.774 Data time: 0.1442, Forward time: 2.2503, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.2931 [2020-11-16 22:34:22,177][root][INFO] - ===> Epoch[711](18551/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.531e-02 Score 97.697 Data time: 0.1684, Forward time: 2.2503, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.0362 [2020-11-16 22:34:26,926][root][INFO] - ===> Epoch[711](18552/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.526e-02 Score 97.306 Data time: 0.1784, Forward time: 2.2503, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 4.6252 [2020-11-16 22:34:32,312][root][INFO] - ===> Epoch[711](18553/26): Loss 0.0700, Sem 0.0700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.521e-02 Score 97.437 Data time: 0.1676, Forward time: 2.2503, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.2706 [2020-11-16 22:34:38,144][root][INFO] - ===> Epoch[711](18554/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.517e-02 Score 97.530 Data time: 0.1708, Forward time: 2.2502, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.7557 [2020-11-16 22:34:43,955][root][INFO] - ===> Epoch[711](18555/26): Loss 0.0644, Sem 0.0644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.512e-02 Score 97.668 Data time: 0.1832, Forward time: 2.2502, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.7306 [2020-11-16 22:34:49,866][root][INFO] - ===> Epoch[711](18556/26): Loss 0.0701, Sem 0.0701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.507e-02 Score 97.149 Data time: 0.1346, Forward time: 2.2502, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.8046 [2020-11-16 22:34:55,544][root][INFO] - ===> Epoch[711](18557/26): Loss 0.0593, Sem 0.0593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.503e-02 Score 97.840 Data time: 0.1580, Forward time: 2.2501, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.6145 [2020-11-16 22:35:00,896][root][INFO] - ===> Epoch[711](18558/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.498e-02 Score 97.318 Data time: 0.2384, Forward time: 2.2502, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.2665 [2020-11-16 22:35:05,923][root][INFO] - ===> Epoch[712](18559/26): Loss 0.0693, Sem 0.0693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.493e-02 Score 97.373 Data time: 0.2212, Forward time: 2.2502, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 4.9255 [2020-11-16 22:35:11,241][root][INFO] - ===> Epoch[712](18560/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.489e-02 Score 97.503 Data time: 0.2150, Forward time: 2.2502, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.2053 [2020-11-16 22:35:17,964][root][INFO] - ===> Epoch[712](18561/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.484e-02 Score 97.785 Data time: 0.1731, Forward time: 2.2502, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.6192 [2020-11-16 22:35:23,385][root][INFO] - ===> Epoch[712](18562/26): Loss 0.0677, Sem 0.0677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.479e-02 Score 97.523 Data time: 0.1909, Forward time: 2.2502, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.3336 [2020-11-16 22:35:29,293][root][INFO] - ===> Epoch[712](18563/26): Loss 0.0562, Sem 0.0562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.475e-02 Score 97.963 Data time: 0.2430, Forward time: 2.2502, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.8080 [2020-11-16 22:35:35,120][root][INFO] - ===> Epoch[712](18564/26): Loss 0.0703, Sem 0.0703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.470e-02 Score 97.296 Data time: 0.1858, Forward time: 2.2502, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.6998 [2020-11-16 22:35:40,954][root][INFO] - ===> Epoch[712](18565/26): Loss 0.0645, Sem 0.0645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.465e-02 Score 97.646 Data time: 0.1851, Forward time: 2.2502, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.7348 [2020-11-16 22:35:46,996][root][INFO] - ===> Epoch[712](18566/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.460e-02 Score 97.902 Data time: 0.1762, Forward time: 2.2501, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.9754 [2020-11-16 22:35:51,890][root][INFO] - ===> Epoch[712](18567/26): Loss 0.0654, Sem 0.0654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.456e-02 Score 97.564 Data time: 0.1902, Forward time: 2.2501, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.8045 [2020-11-16 22:35:57,880][root][INFO] - ===> Epoch[712](18568/26): Loss 0.0699, Sem 0.0699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.451e-02 Score 97.447 Data time: 0.2310, Forward time: 2.2502, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.8909 [2020-11-16 22:36:02,869][root][INFO] - ===> Epoch[712](18569/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.446e-02 Score 97.528 Data time: 0.1739, Forward time: 2.2501, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 4.8707 [2020-11-16 22:36:08,024][root][INFO] - ===> Epoch[712](18570/26): Loss 0.0597, Sem 0.0597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.442e-02 Score 97.826 Data time: 0.1218, Forward time: 2.2501, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.0576 [2020-11-16 22:36:14,903][root][INFO] - ===> Epoch[712](18571/26): Loss 0.0633, Sem 0.0633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.437e-02 Score 97.764 Data time: 0.1984, Forward time: 2.2501, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 6.8308 [2020-11-16 22:36:19,375][root][INFO] - ===> Epoch[712](18572/26): Loss 0.0772, Sem 0.0772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.432e-02 Score 97.104 Data time: 0.1844, Forward time: 2.2501, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.3573 [2020-11-16 22:36:23,674][root][INFO] - ===> Epoch[712](18573/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.428e-02 Score 97.610 Data time: 0.2147, Forward time: 2.2501, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 4.1940 [2020-11-16 22:36:29,202][root][INFO] - ===> Epoch[712](18574/26): Loss 0.0720, Sem 0.0720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.423e-02 Score 97.417 Data time: 0.2014, Forward time: 2.2501, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.4206 [2020-11-16 22:36:34,922][root][INFO] - ===> Epoch[712](18575/26): Loss 0.0647, Sem 0.0647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.418e-02 Score 97.507 Data time: 0.1508, Forward time: 2.2501, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.5948 [2020-11-16 22:36:40,310][root][INFO] - ===> Epoch[712](18576/26): Loss 0.0618, Sem 0.0618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.414e-02 Score 97.717 Data time: 0.1327, Forward time: 2.2500, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.3186 [2020-11-16 22:36:46,286][root][INFO] - ===> Epoch[712](18577/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.409e-02 Score 97.405 Data time: 0.1641, Forward time: 2.2500, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.9446 [2020-11-16 22:36:52,360][root][INFO] - ===> Epoch[712](18578/26): Loss 0.0618, Sem 0.0618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.404e-02 Score 97.714 Data time: 0.1500, Forward time: 2.2499, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.9928 [2020-11-16 22:36:57,355][root][INFO] - ===> Epoch[712](18579/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.400e-02 Score 97.535 Data time: 0.1788, Forward time: 2.2499, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 4.9221 [2020-11-16 22:37:03,172][root][INFO] - ===> Epoch[712](18580/26): Loss 0.0611, Sem 0.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.395e-02 Score 97.751 Data time: 0.2543, Forward time: 2.2499, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.7390 [2020-11-16 22:37:08,907][root][INFO] - ===> Epoch[712](18581/26): Loss 0.0720, Sem 0.0720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.390e-02 Score 97.140 Data time: 0.1346, Forward time: 2.2499, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.6010 [2020-11-16 22:37:14,593][root][INFO] - ===> Epoch[712](18582/26): Loss 0.0706, Sem 0.0706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.385e-02 Score 97.447 Data time: 0.1799, Forward time: 2.2499, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.5998 [2020-11-16 22:37:20,441][root][INFO] - ===> Epoch[712](18583/26): Loss 0.0761, Sem 0.0761, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.381e-02 Score 97.263 Data time: 0.1779, Forward time: 2.2499, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.7465 [2020-11-16 22:37:27,303][root][INFO] - ===> Epoch[712](18584/26): Loss 0.0591, Sem 0.0591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.376e-02 Score 97.819 Data time: 0.1941, Forward time: 2.2499, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.7776 [2020-11-16 22:37:33,474][root][INFO] - ===> Epoch[713](18585/26): Loss 0.0640, Sem 0.0640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.371e-02 Score 97.669 Data time: 0.1838, Forward time: 2.2499, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.0657 [2020-11-16 22:37:39,032][root][INFO] - ===> Epoch[713](18586/26): Loss 0.0587, Sem 0.0587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.367e-02 Score 97.885 Data time: 0.1695, Forward time: 2.2498, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 5.4632 [2020-11-16 22:37:43,204][root][INFO] - ===> Epoch[713](18587/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.362e-02 Score 97.716 Data time: 0.1752, Forward time: 2.2498, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 4.0904 [2020-11-16 22:37:48,505][root][INFO] - ===> Epoch[713](18588/26): Loss 0.0714, Sem 0.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.357e-02 Score 97.224 Data time: 0.2317, Forward time: 2.2498, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.2128 [2020-11-16 22:37:53,294][root][INFO] - ===> Epoch[713](18589/26): Loss 0.0726, Sem 0.0726, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.353e-02 Score 97.388 Data time: 0.2670, Forward time: 2.2498, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.6922 [2020-11-16 22:37:59,629][root][INFO] - ===> Epoch[713](18590/26): Loss 0.0727, Sem 0.0727, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.348e-02 Score 97.364 Data time: 0.2504, Forward time: 2.2499, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.2194 [2020-11-16 22:38:05,467][root][INFO] - ===> Epoch[713](18591/26): Loss 0.0656, Sem 0.0656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.343e-02 Score 97.511 Data time: 0.2226, Forward time: 2.2499, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.7192 [2020-11-16 22:38:11,065][root][INFO] - ===> Epoch[713](18592/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.339e-02 Score 97.618 Data time: 0.2419, Forward time: 2.2499, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.4753 [2020-11-16 22:38:17,227][root][INFO] - ===> Epoch[713](18593/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.334e-02 Score 97.465 Data time: 0.1785, Forward time: 2.2499, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.0483 [2020-11-16 22:38:21,830][root][INFO] - ===> Epoch[713](18594/26): Loss 0.0571, Sem 0.0571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.329e-02 Score 97.898 Data time: 0.2111, Forward time: 2.2499, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 4.4731 [2020-11-16 22:38:28,043][root][INFO] - ===> Epoch[713](18595/26): Loss 0.0670, Sem 0.0670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.324e-02 Score 97.564 Data time: 0.3413, Forward time: 2.2500, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.1004 [2020-11-16 22:38:33,530][root][INFO] - ===> Epoch[713](18596/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.320e-02 Score 97.917 Data time: 0.1626, Forward time: 2.2500, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.3589 [2020-11-16 22:38:39,243][root][INFO] - ===> Epoch[713](18597/26): Loss 0.0659, Sem 0.0659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.315e-02 Score 97.597 Data time: 0.1931, Forward time: 2.2500, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.6258 [2020-11-16 22:38:44,782][root][INFO] - ===> Epoch[713](18598/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.310e-02 Score 97.622 Data time: 0.2576, Forward time: 2.2500, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 5.4383 [2020-11-16 22:38:51,412][root][INFO] - ===> Epoch[713](18599/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.306e-02 Score 97.546 Data time: 0.1608, Forward time: 2.2500, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.4984 [2020-11-16 22:38:56,576][root][INFO] - ===> Epoch[713](18600/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.301e-02 Score 97.643 Data time: 0.1980, Forward time: 2.2500, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.0717 [2020-11-16 22:39:03,526][root][INFO] - ===> Epoch[713](18601/26): Loss 0.0623, Sem 0.0623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.296e-02 Score 97.731 Data time: 0.1986, Forward time: 2.2500, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 6.8420 [2020-11-16 22:39:08,241][root][INFO] - ===> Epoch[713](18602/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.292e-02 Score 97.625 Data time: 0.1707, Forward time: 2.2500, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.6094 [2020-11-16 22:39:14,309][root][INFO] - ===> Epoch[713](18603/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.287e-02 Score 97.643 Data time: 0.2163, Forward time: 2.2500, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 5.9784 [2020-11-16 22:39:19,669][root][INFO] - ===> Epoch[713](18604/26): Loss 0.0672, Sem 0.0672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.282e-02 Score 97.488 Data time: 0.2025, Forward time: 2.2500, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 5.2441 [2020-11-16 22:39:24,362][root][INFO] - ===> Epoch[713](18605/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.277e-02 Score 97.711 Data time: 0.1954, Forward time: 2.2500, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 4.5918 [2020-11-16 22:39:29,443][root][INFO] - ===> Epoch[713](18606/26): Loss 0.0693, Sem 0.0693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.273e-02 Score 97.310 Data time: 0.2373, Forward time: 2.2500, Backward time: 3.0589, DDP time: 0.0047, Total iter time: 4.9770 [2020-11-16 22:39:34,666][root][INFO] - ===> Epoch[713](18607/26): Loss 0.0667, Sem 0.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.268e-02 Score 97.551 Data time: 0.1952, Forward time: 2.2500, Backward time: 3.0588, DDP time: 0.0047, Total iter time: 5.1191 [2020-11-16 22:39:41,282][root][INFO] - ===> Epoch[713](18608/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.263e-02 Score 97.913 Data time: 0.1456, Forward time: 2.2500, Backward time: 3.0590, DDP time: 0.0047, Total iter time: 6.5286 [2020-11-16 22:39:48,747][root][INFO] - ===> Epoch[713](18609/26): Loss 0.0669, Sem 0.0669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.259e-02 Score 97.579 Data time: 0.1753, Forward time: 2.2500, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 7.4155 [2020-11-16 22:39:54,807][root][INFO] - ===> Epoch[713](18610/26): Loss 0.0685, Sem 0.0685, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.254e-02 Score 97.355 Data time: 0.1930, Forward time: 2.2500, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.9841 [2020-11-16 22:40:00,424][root][INFO] - ===> Epoch[714](18611/26): Loss 0.0694, Sem 0.0694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.249e-02 Score 97.327 Data time: 0.1675, Forward time: 2.2499, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.5116 [2020-11-16 22:40:05,500][root][INFO] - ===> Epoch[714](18612/26): Loss 0.0593, Sem 0.0593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.245e-02 Score 97.818 Data time: 0.1628, Forward time: 2.2499, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.0057 [2020-11-16 22:40:10,353][root][INFO] - ===> Epoch[714](18613/26): Loss 0.0670, Sem 0.0670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.240e-02 Score 97.303 Data time: 0.1731, Forward time: 2.2499, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.7810 [2020-11-16 22:40:15,971][root][INFO] - ===> Epoch[714](18614/26): Loss 0.0643, Sem 0.0643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.235e-02 Score 97.640 Data time: 0.1511, Forward time: 2.2498, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.5264 [2020-11-16 22:40:21,806][root][INFO] - ===> Epoch[714](18615/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.230e-02 Score 97.676 Data time: 0.1981, Forward time: 2.2498, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.7640 [2020-11-16 22:40:26,291][root][INFO] - ===> Epoch[714](18616/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.226e-02 Score 97.692 Data time: 0.2036, Forward time: 2.2498, Backward time: 3.0591, DDP time: 0.0047, Total iter time: 4.3835 [2020-11-16 22:40:33,532][root][INFO] - ===> Epoch[714](18617/26): Loss 0.0657, Sem 0.0657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.221e-02 Score 97.446 Data time: 0.1790, Forward time: 2.2498, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 7.1561 [2020-11-16 22:40:39,759][root][INFO] - ===> Epoch[714](18618/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.216e-02 Score 97.594 Data time: 0.1704, Forward time: 2.2498, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.1391 [2020-11-16 22:40:45,092][root][INFO] - ===> Epoch[714](18619/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.212e-02 Score 97.640 Data time: 0.1954, Forward time: 2.2498, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.2624 [2020-11-16 22:40:51,952][root][INFO] - ===> Epoch[714](18620/26): Loss 0.0570, Sem 0.0570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.207e-02 Score 97.889 Data time: 0.3875, Forward time: 2.2499, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.7658 [2020-11-16 22:40:57,923][root][INFO] - ===> Epoch[714](18621/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.202e-02 Score 97.690 Data time: 0.1950, Forward time: 2.2499, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.8473 [2020-11-16 22:41:03,317][root][INFO] - ===> Epoch[714](18622/26): Loss 0.0681, Sem 0.0681, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.198e-02 Score 97.494 Data time: 0.1710, Forward time: 2.2499, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 5.2747 [2020-11-16 22:41:08,760][root][INFO] - ===> Epoch[714](18623/26): Loss 0.0669, Sem 0.0669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.193e-02 Score 97.513 Data time: 0.2435, Forward time: 2.2499, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 5.3554 [2020-11-16 22:41:13,735][root][INFO] - ===> Epoch[714](18624/26): Loss 0.0594, Sem 0.0594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.188e-02 Score 97.866 Data time: 0.1214, Forward time: 2.2499, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 4.8544 [2020-11-16 22:41:18,738][root][INFO] - ===> Epoch[714](18625/26): Loss 0.0730, Sem 0.0730, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.183e-02 Score 97.365 Data time: 0.1426, Forward time: 2.2498, Backward time: 3.0592, DDP time: 0.0047, Total iter time: 4.9121 [2020-11-16 22:41:25,612][root][INFO] - ===> Epoch[714](18626/26): Loss 0.0718, Sem 0.0718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.179e-02 Score 97.330 Data time: 0.1969, Forward time: 2.2498, Backward time: 3.0593, DDP time: 0.0047, Total iter time: 6.8089 [2020-11-16 22:41:31,562][root][INFO] - ===> Epoch[714](18627/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.174e-02 Score 97.817 Data time: 0.1526, Forward time: 2.2498, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 5.8615 [2020-11-16 22:41:36,855][root][INFO] - ===> Epoch[714](18628/26): Loss 0.0607, Sem 0.0607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.169e-02 Score 97.835 Data time: 0.1635, Forward time: 2.2497, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 5.1989 [2020-11-16 22:41:42,548][root][INFO] - ===> Epoch[714](18629/26): Loss 0.0772, Sem 0.0772, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.165e-02 Score 97.288 Data time: 0.1942, Forward time: 2.2497, Backward time: 3.0594, DDP time: 0.0047, Total iter time: 5.5986 [2020-11-16 22:41:49,778][root][INFO] - ===> Epoch[714](18630/26): Loss 0.0737, Sem 0.0737, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.160e-02 Score 97.313 Data time: 0.1805, Forward time: 2.2497, Backward time: 3.0595, DDP time: 0.0047, Total iter time: 7.1285 [2020-11-16 22:41:56,585][root][INFO] - ===> Epoch[714](18631/26): Loss 0.0645, Sem 0.0645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.155e-02 Score 97.624 Data time: 0.1295, Forward time: 2.2497, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 6.6973 [2020-11-16 22:42:02,136][root][INFO] - ===> Epoch[714](18632/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.150e-02 Score 97.816 Data time: 0.1203, Forward time: 2.2496, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 5.4814 [2020-11-16 22:42:07,537][root][INFO] - ===> Epoch[714](18633/26): Loss 0.0636, Sem 0.0636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.146e-02 Score 97.708 Data time: 0.1440, Forward time: 2.2496, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 5.3188 [2020-11-16 22:42:13,135][root][INFO] - ===> Epoch[714](18634/26): Loss 0.0665, Sem 0.0665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.141e-02 Score 97.617 Data time: 0.1529, Forward time: 2.2495, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 5.5107 [2020-11-16 22:42:17,983][root][INFO] - ===> Epoch[714](18635/26): Loss 0.0641, Sem 0.0641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.136e-02 Score 97.573 Data time: 0.1815, Forward time: 2.2495, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 4.7618 [2020-11-16 22:42:24,696][root][INFO] - ===> Epoch[714](18636/26): Loss 0.0638, Sem 0.0638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.132e-02 Score 97.617 Data time: 0.3754, Forward time: 2.2496, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 6.6071 [2020-11-16 22:42:29,043][root][INFO] - ===> Epoch[715](18637/26): Loss 0.0664, Sem 0.0664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.127e-02 Score 97.493 Data time: 0.1878, Forward time: 2.2496, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 4.2371 [2020-11-16 22:42:34,849][root][INFO] - ===> Epoch[715](18638/26): Loss 0.0622, Sem 0.0622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.122e-02 Score 97.748 Data time: 0.1904, Forward time: 2.2496, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 5.6913 [2020-11-16 22:42:40,122][root][INFO] - ===> Epoch[715](18639/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.118e-02 Score 97.792 Data time: 0.2302, Forward time: 2.2496, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 5.1783 [2020-11-16 22:42:46,301][root][INFO] - ===> Epoch[715](18640/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.113e-02 Score 97.637 Data time: 0.2339, Forward time: 2.2496, Backward time: 3.0596, DDP time: 0.0047, Total iter time: 6.0708 [2020-11-16 22:42:54,208][root][INFO] - ===> Epoch[715](18641/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.108e-02 Score 97.311 Data time: 0.1673, Forward time: 2.2496, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 7.7848 [2020-11-16 22:43:00,106][root][INFO] - ===> Epoch[715](18642/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.103e-02 Score 97.671 Data time: 0.1780, Forward time: 2.2496, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 5.8242 [2020-11-16 22:43:05,230][root][INFO] - ===> Epoch[715](18643/26): Loss 0.0645, Sem 0.0645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.099e-02 Score 97.579 Data time: 0.2620, Forward time: 2.2496, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 5.0110 [2020-11-16 22:43:10,573][root][INFO] - ===> Epoch[715](18644/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.094e-02 Score 97.760 Data time: 0.1832, Forward time: 2.2496, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 5.2350 [2020-11-16 22:43:17,822][root][INFO] - ===> Epoch[715](18645/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.089e-02 Score 97.345 Data time: 0.3840, Forward time: 2.2497, Backward time: 3.0597, DDP time: 0.0047, Total iter time: 7.1515 [2020-11-16 22:43:24,091][root][INFO] - ===> Epoch[715](18646/26): Loss 0.0620, Sem 0.0620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.085e-02 Score 97.724 Data time: 0.1821, Forward time: 2.2497, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 6.1613 [2020-11-16 22:43:31,243][root][INFO] - ===> Epoch[715](18647/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.080e-02 Score 97.579 Data time: 0.2035, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 7.0246 [2020-11-16 22:43:37,088][root][INFO] - ===> Epoch[715](18648/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.075e-02 Score 97.466 Data time: 0.2166, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.7532 [2020-11-16 22:43:42,133][root][INFO] - ===> Epoch[715](18649/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.070e-02 Score 97.770 Data time: 0.2060, Forward time: 2.2498, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 4.9387 [2020-11-16 22:43:49,427][root][INFO] - ===> Epoch[715](18650/26): Loss 0.0837, Sem 0.0837, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.066e-02 Score 96.907 Data time: 0.1677, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 7.2037 [2020-11-16 22:43:54,844][root][INFO] - ===> Epoch[715](18651/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.061e-02 Score 97.472 Data time: 0.1660, Forward time: 2.2497, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 5.3386 [2020-11-16 22:44:00,018][root][INFO] - ===> Epoch[715](18652/26): Loss 0.0645, Sem 0.0645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.056e-02 Score 97.609 Data time: 0.2385, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.0793 [2020-11-16 22:44:05,118][root][INFO] - ===> Epoch[715](18653/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.052e-02 Score 97.566 Data time: 0.1645, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.0070 [2020-11-16 22:44:10,569][root][INFO] - ===> Epoch[715](18654/26): Loss 0.0575, Sem 0.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.047e-02 Score 97.869 Data time: 0.2271, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.3648 [2020-11-16 22:44:16,664][root][INFO] - ===> Epoch[715](18655/26): Loss 0.0543, Sem 0.0543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.042e-02 Score 98.078 Data time: 0.1947, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.9861 [2020-11-16 22:44:22,195][root][INFO] - ===> Epoch[715](18656/26): Loss 0.0673, Sem 0.0673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.037e-02 Score 97.536 Data time: 0.2593, Forward time: 2.2497, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 5.4194 [2020-11-16 22:44:28,372][root][INFO] - ===> Epoch[715](18657/26): Loss 0.0619, Sem 0.0619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.033e-02 Score 97.676 Data time: 0.1386, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 6.0652 [2020-11-16 22:44:33,515][root][INFO] - ===> Epoch[715](18658/26): Loss 0.0689, Sem 0.0689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.028e-02 Score 97.573 Data time: 0.1964, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.0542 [2020-11-16 22:44:38,366][root][INFO] - ===> Epoch[715](18659/26): Loss 0.0619, Sem 0.0619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.023e-02 Score 97.697 Data time: 0.2041, Forward time: 2.2497, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 4.7550 [2020-11-16 22:44:45,405][root][INFO] - ===> Epoch[715](18660/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.019e-02 Score 97.663 Data time: 0.1391, Forward time: 2.2497, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 6.9293 [2020-11-16 22:44:50,026][root][INFO] - ===> Epoch[715](18661/26): Loss 0.0655, Sem 0.0655, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.014e-02 Score 97.598 Data time: 0.2125, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 4.5548 [2020-11-16 22:44:56,727][root][INFO] - ===> Epoch[715](18662/26): Loss 0.0666, Sem 0.0666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.009e-02 Score 97.629 Data time: 0.1881, Forward time: 2.2496, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 6.6047 [2020-11-16 22:45:02,752][root][INFO] - ===> Epoch[716](18663/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.004e-02 Score 97.774 Data time: 0.3430, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.9270 [2020-11-16 22:45:09,317][root][INFO] - ===> Epoch[716](18664/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.000e-02 Score 97.413 Data time: 0.1715, Forward time: 2.2497, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 6.4438 [2020-11-16 22:45:14,931][root][INFO] - ===> Epoch[716](18665/26): Loss 0.0662, Sem 0.0662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.995e-02 Score 97.643 Data time: 0.1601, Forward time: 2.2497, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 5.5115 [2020-11-16 22:45:20,074][root][INFO] - ===> Epoch[716](18666/26): Loss 0.0665, Sem 0.0665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.990e-02 Score 97.564 Data time: 0.2358, Forward time: 2.2497, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 5.0483 [2020-11-16 22:45:26,074][root][INFO] - ===> Epoch[716](18667/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.985e-02 Score 97.799 Data time: 0.2641, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.8787 [2020-11-16 22:45:31,957][root][INFO] - ===> Epoch[716](18668/26): Loss 0.0626, Sem 0.0626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.981e-02 Score 97.682 Data time: 0.2481, Forward time: 2.2498, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.7599 [2020-11-16 22:45:37,450][root][INFO] - ===> Epoch[716](18669/26): Loss 0.0618, Sem 0.0618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.976e-02 Score 97.751 Data time: 0.2105, Forward time: 2.2498, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.3716 [2020-11-16 22:45:43,344][root][INFO] - ===> Epoch[716](18670/26): Loss 0.0699, Sem 0.0699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.971e-02 Score 97.274 Data time: 0.1679, Forward time: 2.2498, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.7947 [2020-11-16 22:45:48,541][root][INFO] - ===> Epoch[716](18671/26): Loss 0.0673, Sem 0.0673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.967e-02 Score 97.507 Data time: 0.2319, Forward time: 2.2498, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 5.1136 [2020-11-16 22:45:54,897][root][INFO] - ===> Epoch[716](18672/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.962e-02 Score 97.676 Data time: 0.2627, Forward time: 2.2499, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 6.2450 [2020-11-16 22:45:59,645][root][INFO] - ===> Epoch[716](18673/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.957e-02 Score 97.449 Data time: 0.1947, Forward time: 2.2499, Backward time: 3.0598, DDP time: 0.0047, Total iter time: 4.6290 [2020-11-16 22:46:06,878][root][INFO] - ===> Epoch[716](18674/26): Loss 0.0720, Sem 0.0720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.952e-02 Score 97.285 Data time: 0.1480, Forward time: 2.2498, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 7.1469 [2020-11-16 22:46:11,630][root][INFO] - ===> Epoch[716](18675/26): Loss 0.0718, Sem 0.0718, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.948e-02 Score 97.288 Data time: 0.1885, Forward time: 2.2498, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 4.7087 [2020-11-16 22:46:16,907][root][INFO] - ===> Epoch[716](18676/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.943e-02 Score 97.905 Data time: 0.1521, Forward time: 2.2498, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.1691 [2020-11-16 22:46:22,257][root][INFO] - ===> Epoch[716](18677/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.938e-02 Score 97.490 Data time: 0.1530, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 5.2708 [2020-11-16 22:46:28,719][root][INFO] - ===> Epoch[716](18678/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.934e-02 Score 97.759 Data time: 0.2300, Forward time: 2.2497, Backward time: 3.0599, DDP time: 0.0047, Total iter time: 6.3843 [2020-11-16 22:46:35,426][root][INFO] - ===> Epoch[716](18679/26): Loss 0.0607, Sem 0.0607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.929e-02 Score 97.723 Data time: 0.2033, Forward time: 2.2498, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 6.6167 [2020-11-16 22:46:42,110][root][INFO] - ===> Epoch[716](18680/26): Loss 0.0759, Sem 0.0759, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.924e-02 Score 97.090 Data time: 0.1543, Forward time: 2.2497, Backward time: 3.0601, DDP time: 0.0047, Total iter time: 6.5625 [2020-11-16 22:46:48,664][root][INFO] - ===> Epoch[716](18681/26): Loss 0.0664, Sem 0.0664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.919e-02 Score 97.654 Data time: 0.3324, Forward time: 2.2498, Backward time: 3.0601, DDP time: 0.0047, Total iter time: 6.4826 [2020-11-16 22:46:54,570][root][INFO] - ===> Epoch[716](18682/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.915e-02 Score 97.561 Data time: 0.1631, Forward time: 2.2498, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 5.7959 [2020-11-16 22:46:59,202][root][INFO] - ===> Epoch[716](18683/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.910e-02 Score 97.811 Data time: 0.2111, Forward time: 2.2498, Backward time: 3.0601, DDP time: 0.0047, Total iter time: 4.5224 [2020-11-16 22:47:04,366][root][INFO] - ===> Epoch[716](18684/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.905e-02 Score 97.900 Data time: 0.2112, Forward time: 2.2498, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 5.0665 [2020-11-16 22:47:10,362][root][INFO] - ===> Epoch[716](18685/26): Loss 0.0637, Sem 0.0637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.900e-02 Score 97.770 Data time: 0.1702, Forward time: 2.2497, Backward time: 3.0601, DDP time: 0.0047, Total iter time: 5.8780 [2020-11-16 22:47:14,933][root][INFO] - ===> Epoch[716](18686/26): Loss 0.0664, Sem 0.0664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.896e-02 Score 97.480 Data time: 0.1627, Forward time: 2.2497, Backward time: 3.0600, DDP time: 0.0047, Total iter time: 4.4906 [2020-11-16 22:47:21,435][root][INFO] - ===> Epoch[716](18687/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.891e-02 Score 97.565 Data time: 0.1698, Forward time: 2.2497, Backward time: 3.0601, DDP time: 0.0047, Total iter time: 6.4211 [2020-11-16 22:47:28,497][root][INFO] - ===> Epoch[716](18688/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.886e-02 Score 97.778 Data time: 0.2286, Forward time: 2.2497, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 6.9655 [2020-11-16 22:47:34,838][root][INFO] - ===> Epoch[717](18689/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.882e-02 Score 97.868 Data time: 0.2545, Forward time: 2.2498, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 6.2394 [2020-11-16 22:47:39,270][root][INFO] - ===> Epoch[717](18690/26): Loss 0.0637, Sem 0.0637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.877e-02 Score 97.676 Data time: 0.1666, Forward time: 2.2497, Backward time: 3.0601, DDP time: 0.0047, Total iter time: 4.2943 [2020-11-16 22:47:45,085][root][INFO] - ===> Epoch[717](18691/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.872e-02 Score 97.384 Data time: 0.1486, Forward time: 2.2497, Backward time: 3.0602, DDP time: 0.0047, Total iter time: 5.7588 [2020-11-16 22:47:52,963][root][INFO] - ===> Epoch[717](18692/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.867e-02 Score 97.701 Data time: 0.1658, Forward time: 2.2497, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 7.8138 [2020-11-16 22:47:57,945][root][INFO] - ===> Epoch[717](18693/26): Loss 0.0629, Sem 0.0629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.863e-02 Score 97.562 Data time: 0.1402, Forward time: 2.2496, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 4.8789 [2020-11-16 22:48:02,984][root][INFO] - ===> Epoch[717](18694/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.858e-02 Score 97.600 Data time: 0.2033, Forward time: 2.2496, Backward time: 3.0604, DDP time: 0.0047, Total iter time: 4.9620 [2020-11-16 22:48:08,442][root][INFO] - ===> Epoch[717](18695/26): Loss 0.0643, Sem 0.0643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.853e-02 Score 97.613 Data time: 0.2144, Forward time: 2.2496, Backward time: 3.0603, DDP time: 0.0047, Total iter time: 5.3509 [2020-11-16 22:48:16,338][root][INFO] - ===> Epoch[717](18696/26): Loss 0.0654, Sem 0.0654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.848e-02 Score 97.669 Data time: 0.1852, Forward time: 2.2496, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 7.7896 [2020-11-16 22:48:22,532][root][INFO] - ===> Epoch[717](18697/26): Loss 0.0719, Sem 0.0719, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.844e-02 Score 97.316 Data time: 0.1866, Forward time: 2.2496, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 6.1045 [2020-11-16 22:48:27,538][root][INFO] - ===> Epoch[717](18698/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.839e-02 Score 97.541 Data time: 0.1597, Forward time: 2.2496, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 4.9015 [2020-11-16 22:48:33,225][root][INFO] - ===> Epoch[717](18699/26): Loss 0.0710, Sem 0.0710, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.834e-02 Score 97.340 Data time: 0.1828, Forward time: 2.2495, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 5.5938 [2020-11-16 22:48:38,491][root][INFO] - ===> Epoch[717](18700/26): Loss 0.0843, Sem 0.0843, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.830e-02 Score 96.889 Data time: 0.1924, Forward time: 2.2495, Backward time: 3.0605, DDP time: 0.0047, Total iter time: 5.1840 [2020-11-16 22:48:45,806][root][INFO] - ===> Epoch[717](18701/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.825e-02 Score 97.341 Data time: 0.1463, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 7.2201 [2020-11-16 22:48:50,713][root][INFO] - ===> Epoch[717](18702/26): Loss 0.0633, Sem 0.0633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.820e-02 Score 97.637 Data time: 0.1593, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 4.8413 [2020-11-16 22:48:56,553][root][INFO] - ===> Epoch[717](18703/26): Loss 0.0689, Sem 0.0689, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.815e-02 Score 97.491 Data time: 0.2114, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.7902 [2020-11-16 22:49:03,368][root][INFO] - ===> Epoch[717](18704/26): Loss 0.0657, Sem 0.0657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.811e-02 Score 97.567 Data time: 0.1763, Forward time: 2.2495, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 6.7110 [2020-11-16 22:49:09,139][root][INFO] - ===> Epoch[717](18705/26): Loss 0.0677, Sem 0.0677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.806e-02 Score 97.336 Data time: 0.2073, Forward time: 2.2495, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 5.6869 [2020-11-16 22:49:15,685][root][INFO] - ===> Epoch[717](18706/26): Loss 0.0667, Sem 0.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.801e-02 Score 97.533 Data time: 0.2708, Forward time: 2.2496, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 6.4475 [2020-11-16 22:49:20,735][root][INFO] - ===> Epoch[717](18707/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.796e-02 Score 97.647 Data time: 0.1471, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 4.9419 [2020-11-16 22:49:25,965][root][INFO] - ===> Epoch[717](18708/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.792e-02 Score 97.577 Data time: 0.2423, Forward time: 2.2496, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.1274 [2020-11-16 22:49:31,665][root][INFO] - ===> Epoch[717](18709/26): Loss 0.0594, Sem 0.0594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.787e-02 Score 97.865 Data time: 0.2218, Forward time: 2.2496, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 5.5736 [2020-11-16 22:49:36,126][root][INFO] - ===> Epoch[717](18710/26): Loss 0.0656, Sem 0.0656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.782e-02 Score 97.521 Data time: 0.1904, Forward time: 2.2496, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 4.3633 [2020-11-16 22:49:42,133][root][INFO] - ===> Epoch[717](18711/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.777e-02 Score 97.725 Data time: 0.2171, Forward time: 2.2496, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 5.9209 [2020-11-16 22:49:48,428][root][INFO] - ===> Epoch[717](18712/26): Loss 0.0695, Sem 0.0695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.773e-02 Score 97.463 Data time: 0.1635, Forward time: 2.2496, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 6.1956 [2020-11-16 22:49:53,775][root][INFO] - ===> Epoch[717](18713/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.768e-02 Score 97.303 Data time: 0.2236, Forward time: 2.2495, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 5.2871 [2020-11-16 22:50:00,428][root][INFO] - ===> Epoch[717](18714/26): Loss 0.0607, Sem 0.0607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.763e-02 Score 97.829 Data time: 0.2115, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 6.5798 [2020-11-16 22:50:05,631][root][INFO] - ===> Epoch[718](18715/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.759e-02 Score 97.598 Data time: 0.2391, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.1071 [2020-11-16 22:50:10,939][root][INFO] - ===> Epoch[718](18716/26): Loss 0.0575, Sem 0.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.754e-02 Score 97.937 Data time: 0.1962, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.2246 [2020-11-16 22:50:17,425][root][INFO] - ===> Epoch[718](18717/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.749e-02 Score 97.472 Data time: 0.1732, Forward time: 2.2495, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 6.3977 [2020-11-16 22:50:23,235][root][INFO] - ===> Epoch[718](18718/26): Loss 0.0623, Sem 0.0623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.744e-02 Score 97.700 Data time: 0.1849, Forward time: 2.2495, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 5.7436 [2020-11-16 22:50:28,211][root][INFO] - ===> Epoch[718](18719/26): Loss 0.0682, Sem 0.0682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.740e-02 Score 97.326 Data time: 0.2151, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 4.9014 [2020-11-16 22:50:33,834][root][INFO] - ===> Epoch[718](18720/26): Loss 0.0656, Sem 0.0656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.735e-02 Score 97.601 Data time: 0.2494, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.5401 [2020-11-16 22:50:39,020][root][INFO] - ===> Epoch[718](18721/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.730e-02 Score 97.949 Data time: 0.1902, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 5.0840 [2020-11-16 22:50:44,437][root][INFO] - ===> Epoch[718](18722/26): Loss 0.0703, Sem 0.0703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.725e-02 Score 97.367 Data time: 0.2526, Forward time: 2.2495, Backward time: 3.0606, DDP time: 0.0047, Total iter time: 5.3073 [2020-11-16 22:50:50,827][root][INFO] - ===> Epoch[718](18723/26): Loss 0.0715, Sem 0.0715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.721e-02 Score 97.354 Data time: 0.2045, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 6.2832 [2020-11-16 22:50:57,411][root][INFO] - ===> Epoch[718](18724/26): Loss 0.0572, Sem 0.0572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.716e-02 Score 97.980 Data time: 0.2005, Forward time: 2.2495, Backward time: 3.0607, DDP time: 0.0047, Total iter time: 6.4844 [2020-11-16 22:51:03,582][root][INFO] - ===> Epoch[718](18725/26): Loss 0.0746, Sem 0.0746, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.711e-02 Score 97.135 Data time: 0.1453, Forward time: 2.2495, Backward time: 3.0608, DDP time: 0.0047, Total iter time: 6.0767 [2020-11-16 22:51:08,939][root][INFO] - ===> Epoch[718](18726/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.706e-02 Score 97.836 Data time: 0.1360, Forward time: 2.2495, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 5.2837 [2020-11-16 22:51:14,468][root][INFO] - ===> Epoch[718](18727/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.702e-02 Score 97.730 Data time: 0.1284, Forward time: 2.2494, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.4636 [2020-11-16 22:51:20,012][root][INFO] - ===> Epoch[718](18728/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.697e-02 Score 97.506 Data time: 0.1676, Forward time: 2.2494, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.4970 [2020-11-16 22:51:26,186][root][INFO] - ===> Epoch[718](18729/26): Loss 0.0725, Sem 0.0725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.692e-02 Score 97.275 Data time: 0.2091, Forward time: 2.2494, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 6.0766 [2020-11-16 22:51:33,280][root][INFO] - ===> Epoch[718](18730/26): Loss 0.0713, Sem 0.0713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.687e-02 Score 97.351 Data time: 0.1776, Forward time: 2.2494, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 6.9514 [2020-11-16 22:51:38,620][root][INFO] - ===> Epoch[718](18731/26): Loss 0.0646, Sem 0.0646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.683e-02 Score 97.587 Data time: 0.1935, Forward time: 2.2494, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.2462 [2020-11-16 22:51:44,174][root][INFO] - ===> Epoch[718](18732/26): Loss 0.0625, Sem 0.0625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.678e-02 Score 97.742 Data time: 0.2633, Forward time: 2.2494, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.4569 [2020-11-16 22:51:49,518][root][INFO] - ===> Epoch[718](18733/26): Loss 0.0629, Sem 0.0629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.673e-02 Score 97.746 Data time: 0.1970, Forward time: 2.2494, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.2340 [2020-11-16 22:51:55,915][root][INFO] - ===> Epoch[718](18734/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.668e-02 Score 97.602 Data time: 0.1736, Forward time: 2.2494, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 6.2867 [2020-11-16 22:52:01,848][root][INFO] - ===> Epoch[718](18735/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.664e-02 Score 97.836 Data time: 0.1970, Forward time: 2.2494, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.8243 [2020-11-16 22:52:07,540][root][INFO] - ===> Epoch[718](18736/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.659e-02 Score 97.775 Data time: 0.1753, Forward time: 2.2494, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.6213 [2020-11-16 22:52:12,793][root][INFO] - ===> Epoch[718](18737/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.654e-02 Score 97.629 Data time: 0.2020, Forward time: 2.2494, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.1610 [2020-11-16 22:52:18,127][root][INFO] - ===> Epoch[718](18738/26): Loss 0.0664, Sem 0.0664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.649e-02 Score 97.405 Data time: 0.1755, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.2289 [2020-11-16 22:52:24,480][root][INFO] - ===> Epoch[718](18739/26): Loss 0.0662, Sem 0.0662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.645e-02 Score 97.491 Data time: 0.2011, Forward time: 2.2493, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.2585 [2020-11-16 22:52:30,059][root][INFO] - ===> Epoch[718](18740/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.640e-02 Score 97.592 Data time: 0.1860, Forward time: 2.2493, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.4659 [2020-11-16 22:52:35,248][root][INFO] - ===> Epoch[719](18741/26): Loss 0.0657, Sem 0.0657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.635e-02 Score 97.592 Data time: 0.2559, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.0832 [2020-11-16 22:52:40,608][root][INFO] - ===> Epoch[719](18742/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.630e-02 Score 97.858 Data time: 0.1595, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.2489 [2020-11-16 22:52:46,044][root][INFO] - ===> Epoch[719](18743/26): Loss 0.0577, Sem 0.0577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.626e-02 Score 97.854 Data time: 0.1241, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.3390 [2020-11-16 22:52:50,987][root][INFO] - ===> Epoch[719](18744/26): Loss 0.0701, Sem 0.0701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.621e-02 Score 97.431 Data time: 0.1677, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 4.8915 [2020-11-16 22:52:57,479][root][INFO] - ===> Epoch[719](18745/26): Loss 0.0600, Sem 0.0600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.616e-02 Score 97.823 Data time: 0.1680, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.4014 [2020-11-16 22:53:03,829][root][INFO] - ===> Epoch[719](18746/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.611e-02 Score 97.450 Data time: 0.1977, Forward time: 2.2492, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.2864 [2020-11-16 22:53:08,486][root][INFO] - ===> Epoch[719](18747/26): Loss 0.0625, Sem 0.0625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.607e-02 Score 97.678 Data time: 0.1869, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 4.5527 [2020-11-16 22:53:12,971][root][INFO] - ===> Epoch[719](18748/26): Loss 0.0704, Sem 0.0704, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.602e-02 Score 97.304 Data time: 0.1753, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 4.3869 [2020-11-16 22:53:17,521][root][INFO] - ===> Epoch[719](18749/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.597e-02 Score 97.642 Data time: 0.1640, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 4.4660 [2020-11-16 22:53:23,160][root][INFO] - ===> Epoch[719](18750/26): Loss 0.0725, Sem 0.0725, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.592e-02 Score 97.286 Data time: 0.2264, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.5355 [2020-11-16 22:53:29,550][root][INFO] - ===> Epoch[719](18751/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.588e-02 Score 97.888 Data time: 0.1500, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 6.2757 [2020-11-16 22:53:35,260][root][INFO] - ===> Epoch[719](18752/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.583e-02 Score 97.739 Data time: 0.1478, Forward time: 2.2491, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.6180 [2020-11-16 22:53:41,574][root][INFO] - ===> Epoch[719](18753/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.578e-02 Score 97.820 Data time: 0.1749, Forward time: 2.2491, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.2498 [2020-11-16 22:53:47,382][root][INFO] - ===> Epoch[719](18754/26): Loss 0.0743, Sem 0.0743, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.573e-02 Score 97.108 Data time: 0.2343, Forward time: 2.2491, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.7129 [2020-11-16 22:53:53,315][root][INFO] - ===> Epoch[719](18755/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.569e-02 Score 97.774 Data time: 0.2426, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.8074 [2020-11-16 22:54:00,321][root][INFO] - ===> Epoch[719](18756/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.564e-02 Score 97.652 Data time: 0.3596, Forward time: 2.2493, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.8783 [2020-11-16 22:54:06,688][root][INFO] - ===> Epoch[719](18757/26): Loss 0.0714, Sem 0.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.559e-02 Score 97.239 Data time: 0.1904, Forward time: 2.2493, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.2431 [2020-11-16 22:54:11,819][root][INFO] - ===> Epoch[719](18758/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.554e-02 Score 97.817 Data time: 0.1913, Forward time: 2.2493, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.0173 [2020-11-16 22:54:17,999][root][INFO] - ===> Epoch[719](18759/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.550e-02 Score 97.659 Data time: 0.1815, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.0839 [2020-11-16 22:54:23,741][root][INFO] - ===> Epoch[719](18760/26): Loss 0.0641, Sem 0.0641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.545e-02 Score 97.669 Data time: 0.1970, Forward time: 2.2492, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.6597 [2020-11-16 22:54:29,572][root][INFO] - ===> Epoch[719](18761/26): Loss 0.0616, Sem 0.0616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.540e-02 Score 97.725 Data time: 0.1887, Forward time: 2.2492, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.7336 [2020-11-16 22:54:35,159][root][INFO] - ===> Epoch[719](18762/26): Loss 0.0636, Sem 0.0636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.535e-02 Score 97.676 Data time: 0.1888, Forward time: 2.2492, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.4966 [2020-11-16 22:54:40,649][root][INFO] - ===> Epoch[719](18763/26): Loss 0.0611, Sem 0.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.531e-02 Score 97.743 Data time: 0.1772, Forward time: 2.2492, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.3832 [2020-11-16 22:54:46,595][root][INFO] - ===> Epoch[719](18764/26): Loss 0.0705, Sem 0.0705, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.526e-02 Score 97.353 Data time: 0.2700, Forward time: 2.2493, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.8556 [2020-11-16 22:54:52,127][root][INFO] - ===> Epoch[719](18765/26): Loss 0.0669, Sem 0.0669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.521e-02 Score 97.493 Data time: 0.1632, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.4077 [2020-11-16 22:54:57,379][root][INFO] - ===> Epoch[719](18766/26): Loss 0.0580, Sem 0.0580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.516e-02 Score 97.902 Data time: 0.2638, Forward time: 2.2493, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.1563 [2020-11-16 22:55:02,614][root][INFO] - ===> Epoch[720](18767/26): Loss 0.0742, Sem 0.0742, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.512e-02 Score 97.278 Data time: 0.1836, Forward time: 2.2493, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.1290 [2020-11-16 22:55:07,590][root][INFO] - ===> Epoch[720](18768/26): Loss 0.0567, Sem 0.0567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.507e-02 Score 97.849 Data time: 0.1510, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 4.8850 [2020-11-16 22:55:13,024][root][INFO] - ===> Epoch[720](18769/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.502e-02 Score 97.790 Data time: 0.1502, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.4111 [2020-11-16 22:55:18,279][root][INFO] - ===> Epoch[720](18770/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.497e-02 Score 97.554 Data time: 0.1605, Forward time: 2.2491, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.1902 [2020-11-16 22:55:24,670][root][INFO] - ===> Epoch[720](18771/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.493e-02 Score 97.789 Data time: 0.2552, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.3270 [2020-11-16 22:55:29,497][root][INFO] - ===> Epoch[720](18772/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.488e-02 Score 97.584 Data time: 0.1981, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 4.7039 [2020-11-16 22:55:34,437][root][INFO] - ===> Epoch[720](18773/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.483e-02 Score 97.576 Data time: 0.1328, Forward time: 2.2491, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 4.8407 [2020-11-16 22:55:39,338][root][INFO] - ===> Epoch[720](18774/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.478e-02 Score 97.647 Data time: 0.1992, Forward time: 2.2491, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 4.8347 [2020-11-16 22:55:45,993][root][INFO] - ===> Epoch[720](18775/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.474e-02 Score 97.833 Data time: 0.1882, Forward time: 2.2491, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.5752 [2020-11-16 22:55:53,732][root][INFO] - ===> Epoch[720](18776/26): Loss 0.0646, Sem 0.0646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.469e-02 Score 97.654 Data time: 0.2020, Forward time: 2.2491, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 7.6435 [2020-11-16 22:55:59,601][root][INFO] - ===> Epoch[720](18777/26): Loss 0.0665, Sem 0.0665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.464e-02 Score 97.568 Data time: 0.1650, Forward time: 2.2491, Backward time: 3.0613, DDP time: 0.0048, Total iter time: 5.7827 [2020-11-16 22:56:04,145][root][INFO] - ===> Epoch[720](18778/26): Loss 0.0691, Sem 0.0691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.459e-02 Score 97.592 Data time: 0.1513, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 4.4500 [2020-11-16 22:56:09,676][root][INFO] - ===> Epoch[720](18779/26): Loss 0.0582, Sem 0.0582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.455e-02 Score 97.896 Data time: 0.2469, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.4623 [2020-11-16 22:56:14,819][root][INFO] - ===> Epoch[720](18780/26): Loss 0.0667, Sem 0.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.450e-02 Score 97.527 Data time: 0.1966, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.0425 [2020-11-16 22:56:21,842][root][INFO] - ===> Epoch[720](18781/26): Loss 0.0638, Sem 0.0638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.445e-02 Score 97.643 Data time: 0.2801, Forward time: 2.2491, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.9300 [2020-11-16 22:56:27,674][root][INFO] - ===> Epoch[720](18782/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.440e-02 Score 97.478 Data time: 0.2383, Forward time: 2.2491, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.7111 [2020-11-16 22:56:32,610][root][INFO] - ===> Epoch[720](18783/26): Loss 0.0572, Sem 0.0572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.436e-02 Score 97.829 Data time: 0.2112, Forward time: 2.2491, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 4.8180 [2020-11-16 22:56:38,212][root][INFO] - ===> Epoch[720](18784/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.431e-02 Score 97.494 Data time: 0.2435, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.4937 [2020-11-16 22:56:43,494][root][INFO] - ===> Epoch[720](18785/26): Loss 0.0637, Sem 0.0637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.426e-02 Score 97.622 Data time: 0.1548, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.1642 [2020-11-16 22:56:48,969][root][INFO] - ===> Epoch[720](18786/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.421e-02 Score 97.505 Data time: 0.1887, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.3935 [2020-11-16 22:56:53,718][root][INFO] - ===> Epoch[720](18787/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.416e-02 Score 97.521 Data time: 0.1665, Forward time: 2.2491, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 4.6681 [2020-11-16 22:57:00,039][root][INFO] - ===> Epoch[720](18788/26): Loss 0.0643, Sem 0.0643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.412e-02 Score 97.673 Data time: 0.2142, Forward time: 2.2491, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.2225 [2020-11-16 22:57:05,762][root][INFO] - ===> Epoch[720](18789/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.407e-02 Score 97.928 Data time: 0.1370, Forward time: 2.2491, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.6042 [2020-11-16 22:57:11,406][root][INFO] - ===> Epoch[720](18790/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.402e-02 Score 97.929 Data time: 0.2468, Forward time: 2.2491, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.5630 [2020-11-16 22:57:16,438][root][INFO] - ===> Epoch[720](18791/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.397e-02 Score 97.864 Data time: 0.2205, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 4.9303 [2020-11-16 22:57:21,857][root][INFO] - ===> Epoch[720](18792/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.393e-02 Score 97.850 Data time: 0.2230, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.3105 [2020-11-16 22:57:27,544][root][INFO] - ===> Epoch[721](18793/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.388e-02 Score 97.731 Data time: 0.1667, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.5512 [2020-11-16 22:57:32,839][root][INFO] - ===> Epoch[721](18794/26): Loss 0.0664, Sem 0.0664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.383e-02 Score 97.543 Data time: 0.1707, Forward time: 2.2491, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.1842 [2020-11-16 22:57:38,633][root][INFO] - ===> Epoch[721](18795/26): Loss 0.0679, Sem 0.0679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.378e-02 Score 97.418 Data time: 0.1508, Forward time: 2.2491, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.7057 [2020-11-16 22:57:44,364][root][INFO] - ===> Epoch[721](18796/26): Loss 0.0653, Sem 0.0653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.374e-02 Score 97.591 Data time: 0.2659, Forward time: 2.2491, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.6344 [2020-11-16 22:57:49,855][root][INFO] - ===> Epoch[721](18797/26): Loss 0.0536, Sem 0.0536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.369e-02 Score 98.054 Data time: 0.2107, Forward time: 2.2491, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.3685 [2020-11-16 22:57:55,549][root][INFO] - ===> Epoch[721](18798/26): Loss 0.0659, Sem 0.0659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.364e-02 Score 97.545 Data time: 0.2128, Forward time: 2.2491, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.5746 [2020-11-16 22:58:01,163][root][INFO] - ===> Epoch[721](18799/26): Loss 0.0529, Sem 0.0529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.359e-02 Score 98.082 Data time: 0.2637, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.5018 [2020-11-16 22:58:07,026][root][INFO] - ===> Epoch[721](18800/26): Loss 0.0667, Sem 0.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.354e-02 Score 97.336 Data time: 0.1742, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.7345 [2020-11-16 22:58:12,278][root][INFO] - ===> Epoch[721](18801/26): Loss 0.0618, Sem 0.0618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.350e-02 Score 97.774 Data time: 0.1612, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.1618 [2020-11-16 22:58:17,215][root][INFO] - ===> Epoch[721](18802/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.345e-02 Score 97.412 Data time: 0.1366, Forward time: 2.2491, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 4.8762 [2020-11-16 22:58:23,644][root][INFO] - ===> Epoch[721](18803/26): Loss 0.0629, Sem 0.0629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.340e-02 Score 97.704 Data time: 0.1333, Forward time: 2.2490, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 6.3458 [2020-11-16 22:58:28,685][root][INFO] - ===> Epoch[721](18804/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.335e-02 Score 97.698 Data time: 0.1782, Forward time: 2.2490, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.0049 [2020-11-16 22:58:34,525][root][INFO] - ===> Epoch[721](18805/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.331e-02 Score 97.552 Data time: 0.2271, Forward time: 2.2490, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.7495 [2020-11-16 22:58:40,141][root][INFO] - ===> Epoch[721](18806/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.326e-02 Score 97.998 Data time: 0.2307, Forward time: 2.2491, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.5018 [2020-11-16 22:58:46,099][root][INFO] - ===> Epoch[721](18807/26): Loss 0.0700, Sem 0.0700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.321e-02 Score 97.429 Data time: 0.1326, Forward time: 2.2491, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.8410 [2020-11-16 22:58:52,281][root][INFO] - ===> Epoch[721](18808/26): Loss 0.0645, Sem 0.0645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.316e-02 Score 97.641 Data time: 0.1955, Forward time: 2.2491, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 6.0752 [2020-11-16 22:58:58,848][root][INFO] - ===> Epoch[721](18809/26): Loss 0.0709, Sem 0.0709, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.312e-02 Score 97.178 Data time: 0.1288, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.4513 [2020-11-16 22:59:05,314][root][INFO] - ===> Epoch[721](18810/26): Loss 0.0697, Sem 0.0697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.307e-02 Score 97.476 Data time: 0.1855, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.3985 [2020-11-16 22:59:10,808][root][INFO] - ===> Epoch[721](18811/26): Loss 0.0694, Sem 0.0694, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.302e-02 Score 97.447 Data time: 0.1917, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.3904 [2020-11-16 22:59:16,408][root][INFO] - ===> Epoch[721](18812/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.297e-02 Score 97.979 Data time: 0.1922, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.4786 [2020-11-16 22:59:21,136][root][INFO] - ===> Epoch[721](18813/26): Loss 0.0633, Sem 0.0633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.292e-02 Score 97.730 Data time: 0.2457, Forward time: 2.2490, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 4.6309 [2020-11-16 22:59:26,594][root][INFO] - ===> Epoch[721](18814/26): Loss 0.0713, Sem 0.0713, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.288e-02 Score 97.364 Data time: 0.1677, Forward time: 2.2490, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.3583 [2020-11-16 22:59:31,526][root][INFO] - ===> Epoch[721](18815/26): Loss 0.0607, Sem 0.0607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.283e-02 Score 97.797 Data time: 0.1594, Forward time: 2.2490, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 4.8395 [2020-11-16 22:59:36,989][root][INFO] - ===> Epoch[721](18816/26): Loss 0.0601, Sem 0.0601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.278e-02 Score 97.800 Data time: 0.1557, Forward time: 2.2489, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.3754 [2020-11-16 22:59:41,859][root][INFO] - ===> Epoch[721](18817/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.273e-02 Score 97.619 Data time: 0.1582, Forward time: 2.2489, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 4.7896 [2020-11-16 22:59:47,080][root][INFO] - ===> Epoch[721](18818/26): Loss 0.0530, Sem 0.0530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.269e-02 Score 98.064 Data time: 0.1930, Forward time: 2.2489, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.1428 [2020-11-16 22:59:53,643][root][INFO] - ===> Epoch[722](18819/26): Loss 0.0676, Sem 0.0676, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.264e-02 Score 97.563 Data time: 0.1692, Forward time: 2.2488, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.4491 [2020-11-16 22:59:59,484][root][INFO] - ===> Epoch[722](18820/26): Loss 0.0622, Sem 0.0622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.259e-02 Score 97.704 Data time: 0.2494, Forward time: 2.2489, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.7750 [2020-11-16 23:00:04,728][root][INFO] - ===> Epoch[722](18821/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.254e-02 Score 97.705 Data time: 0.2070, Forward time: 2.2489, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.1268 [2020-11-16 23:00:09,725][root][INFO] - ===> Epoch[722](18822/26): Loss 0.0644, Sem 0.0644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.249e-02 Score 97.626 Data time: 0.2231, Forward time: 2.2489, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 4.8988 [2020-11-16 23:00:15,186][root][INFO] - ===> Epoch[722](18823/26): Loss 0.0562, Sem 0.0562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.245e-02 Score 97.967 Data time: 0.2013, Forward time: 2.2489, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.3373 [2020-11-16 23:00:22,095][root][INFO] - ===> Epoch[722](18824/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.240e-02 Score 97.553 Data time: 0.2202, Forward time: 2.2490, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.8168 [2020-11-16 23:00:29,382][root][INFO] - ===> Epoch[722](18825/26): Loss 0.0777, Sem 0.0777, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.235e-02 Score 97.136 Data time: 0.1540, Forward time: 2.2489, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 7.1935 [2020-11-16 23:00:35,691][root][INFO] - ===> Epoch[722](18826/26): Loss 0.0664, Sem 0.0664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.230e-02 Score 97.653 Data time: 0.1847, Forward time: 2.2489, Backward time: 3.0613, DDP time: 0.0048, Total iter time: 6.2410 [2020-11-16 23:00:40,682][root][INFO] - ===> Epoch[722](18827/26): Loss 0.0546, Sem 0.0546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.226e-02 Score 98.027 Data time: 0.1854, Forward time: 2.2489, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 4.9109 [2020-11-16 23:00:46,049][root][INFO] - ===> Epoch[722](18828/26): Loss 0.0528, Sem 0.0528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.221e-02 Score 98.060 Data time: 0.2006, Forward time: 2.2489, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.2669 [2020-11-16 23:00:52,466][root][INFO] - ===> Epoch[722](18829/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.216e-02 Score 97.752 Data time: 0.2544, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.3372 [2020-11-16 23:00:57,233][root][INFO] - ===> Epoch[722](18830/26): Loss 0.0561, Sem 0.0561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.211e-02 Score 97.953 Data time: 0.1689, Forward time: 2.2489, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 4.6308 [2020-11-16 23:01:03,316][root][INFO] - ===> Epoch[722](18831/26): Loss 0.0778, Sem 0.0778, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.206e-02 Score 97.037 Data time: 0.2311, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.0064 [2020-11-16 23:01:10,142][root][INFO] - ===> Epoch[722](18832/26): Loss 0.0647, Sem 0.0647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.202e-02 Score 97.641 Data time: 0.3594, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.7127 [2020-11-16 23:01:15,560][root][INFO] - ===> Epoch[722](18833/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.197e-02 Score 97.704 Data time: 0.1607, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.2904 [2020-11-16 23:01:21,516][root][INFO] - ===> Epoch[722](18834/26): Loss 0.0733, Sem 0.0733, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.192e-02 Score 97.025 Data time: 0.1737, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.8493 [2020-11-16 23:01:26,624][root][INFO] - ===> Epoch[722](18835/26): Loss 0.0720, Sem 0.0720, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.187e-02 Score 97.291 Data time: 0.2052, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.0197 [2020-11-16 23:01:32,452][root][INFO] - ===> Epoch[722](18836/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.183e-02 Score 97.476 Data time: 0.2581, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.7254 [2020-11-16 23:01:38,030][root][INFO] - ===> Epoch[722](18837/26): Loss 0.0591, Sem 0.0591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.178e-02 Score 97.789 Data time: 0.1493, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.4640 [2020-11-16 23:01:43,414][root][INFO] - ===> Epoch[722](18838/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.173e-02 Score 98.051 Data time: 0.2492, Forward time: 2.2490, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.3130 [2020-11-16 23:01:48,432][root][INFO] - ===> Epoch[722](18839/26): Loss 0.0623, Sem 0.0623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.168e-02 Score 97.632 Data time: 0.1890, Forward time: 2.2490, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 4.9186 [2020-11-16 23:01:53,513][root][INFO] - ===> Epoch[722](18840/26): Loss 0.0680, Sem 0.0680, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.163e-02 Score 97.296 Data time: 0.2171, Forward time: 2.2490, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 4.9948 [2020-11-16 23:01:58,037][root][INFO] - ===> Epoch[722](18841/26): Loss 0.0540, Sem 0.0540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.159e-02 Score 97.995 Data time: 0.4457, Forward time: 2.2490, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 4.4159 [2020-11-16 23:02:06,233][root][INFO] - ===> Epoch[722](18842/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.154e-02 Score 97.562 Data time: 0.4340, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 8.1002 [2020-11-16 23:02:11,332][root][INFO] - ===> Epoch[722](18843/26): Loss 0.0691, Sem 0.0691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.149e-02 Score 97.480 Data time: 0.1520, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 4.9733 [2020-11-16 23:02:17,077][root][INFO] - ===> Epoch[722](18844/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.144e-02 Score 97.805 Data time: 0.2526, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.6300 [2020-11-16 23:02:23,168][root][INFO] - ===> Epoch[723](18845/26): Loss 0.0696, Sem 0.0696, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.139e-02 Score 97.197 Data time: 0.2419, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.9821 [2020-11-16 23:02:29,262][root][INFO] - ===> Epoch[723](18846/26): Loss 0.0619, Sem 0.0619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.135e-02 Score 97.645 Data time: 0.1840, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 6.0073 [2020-11-16 23:02:36,091][root][INFO] - ===> Epoch[723](18847/26): Loss 0.0593, Sem 0.0593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.130e-02 Score 97.846 Data time: 0.3428, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 6.7436 [2020-11-16 23:02:41,067][root][INFO] - ===> Epoch[723](18848/26): Loss 0.0637, Sem 0.0637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.125e-02 Score 97.753 Data time: 0.1820, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 4.8376 [2020-11-16 23:02:46,351][root][INFO] - ===> Epoch[723](18849/26): Loss 0.0625, Sem 0.0625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.120e-02 Score 97.725 Data time: 0.1145, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.1962 [2020-11-16 23:02:51,988][root][INFO] - ===> Epoch[723](18850/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.115e-02 Score 97.748 Data time: 0.2238, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.6146 [2020-11-16 23:02:58,427][root][INFO] - ===> Epoch[723](18851/26): Loss 0.0645, Sem 0.0645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.111e-02 Score 97.624 Data time: 0.1722, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 6.3443 [2020-11-16 23:03:05,414][root][INFO] - ===> Epoch[723](18852/26): Loss 0.0641, Sem 0.0641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.106e-02 Score 97.653 Data time: 0.1529, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.9108 [2020-11-16 23:03:11,769][root][INFO] - ===> Epoch[723](18853/26): Loss 0.0616, Sem 0.0616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.101e-02 Score 97.710 Data time: 0.1808, Forward time: 2.2492, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.2988 [2020-11-16 23:03:17,993][root][INFO] - ===> Epoch[723](18854/26): Loss 0.0749, Sem 0.0749, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.096e-02 Score 97.257 Data time: 0.3380, Forward time: 2.2493, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.1390 [2020-11-16 23:03:22,601][root][INFO] - ===> Epoch[723](18855/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.092e-02 Score 97.579 Data time: 0.1677, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 4.4915 [2020-11-16 23:03:27,476][root][INFO] - ===> Epoch[723](18856/26): Loss 0.0605, Sem 0.0605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.087e-02 Score 97.712 Data time: 0.1791, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 4.7877 [2020-11-16 23:03:33,070][root][INFO] - ===> Epoch[723](18857/26): Loss 0.0667, Sem 0.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.082e-02 Score 97.630 Data time: 0.2224, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.5083 [2020-11-16 23:03:38,824][root][INFO] - ===> Epoch[723](18858/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.077e-02 Score 97.742 Data time: 0.2414, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.6345 [2020-11-16 23:03:44,469][root][INFO] - ===> Epoch[723](18859/26): Loss 0.0631, Sem 0.0631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.072e-02 Score 97.669 Data time: 0.2687, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.5456 [2020-11-16 23:03:49,718][root][INFO] - ===> Epoch[723](18860/26): Loss 0.0637, Sem 0.0637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.068e-02 Score 97.676 Data time: 0.1866, Forward time: 2.2494, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.1579 [2020-11-16 23:03:56,014][root][INFO] - ===> Epoch[723](18861/26): Loss 0.0625, Sem 0.0625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.063e-02 Score 97.709 Data time: 0.1985, Forward time: 2.2494, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 6.2094 [2020-11-16 23:04:01,095][root][INFO] - ===> Epoch[723](18862/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.058e-02 Score 97.763 Data time: 0.1864, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 4.9916 [2020-11-16 23:04:06,482][root][INFO] - ===> Epoch[723](18863/26): Loss 0.0666, Sem 0.0666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.053e-02 Score 97.586 Data time: 0.1898, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.3011 [2020-11-16 23:04:12,760][root][INFO] - ===> Epoch[723](18864/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.048e-02 Score 97.745 Data time: 0.2158, Forward time: 2.2494, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 6.2009 [2020-11-16 23:04:18,472][root][INFO] - ===> Epoch[723](18865/26): Loss 0.0664, Sem 0.0664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.044e-02 Score 97.514 Data time: 0.1909, Forward time: 2.2494, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.5953 [2020-11-16 23:04:23,508][root][INFO] - ===> Epoch[723](18866/26): Loss 0.0616, Sem 0.0616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.039e-02 Score 97.732 Data time: 0.2120, Forward time: 2.2494, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 4.9330 [2020-11-16 23:04:29,259][root][INFO] - ===> Epoch[723](18867/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.034e-02 Score 97.828 Data time: 0.2417, Forward time: 2.2494, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 5.6584 [2020-11-16 23:04:35,902][root][INFO] - ===> Epoch[723](18868/26): Loss 0.0586, Sem 0.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.029e-02 Score 97.820 Data time: 0.1749, Forward time: 2.2494, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 6.5314 [2020-11-16 23:04:41,184][root][INFO] - ===> Epoch[723](18869/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.024e-02 Score 97.767 Data time: 0.2118, Forward time: 2.2494, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 5.2118 [2020-11-16 23:04:46,972][root][INFO] - ===> Epoch[723](18870/26): Loss 0.0653, Sem 0.0653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.020e-02 Score 97.566 Data time: 0.1465, Forward time: 2.2494, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.6751 [2020-11-16 23:04:51,982][root][INFO] - ===> Epoch[724](18871/26): Loss 0.0584, Sem 0.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.015e-02 Score 97.891 Data time: 0.1843, Forward time: 2.2494, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 4.9380 [2020-11-16 23:04:58,287][root][INFO] - ===> Epoch[724](18872/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.010e-02 Score 97.799 Data time: 0.1837, Forward time: 2.2494, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 6.2274 [2020-11-16 23:05:03,128][root][INFO] - ===> Epoch[724](18873/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.005e-02 Score 97.630 Data time: 0.1152, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 4.7558 [2020-11-16 23:05:09,256][root][INFO] - ===> Epoch[724](18874/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.000e-02 Score 97.697 Data time: 0.1398, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 6.0740 [2020-11-16 23:05:13,971][root][INFO] - ===> Epoch[724](18875/26): Loss 0.0699, Sem 0.0699, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.996e-02 Score 97.539 Data time: 0.2055, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 4.6723 [2020-11-16 23:05:18,645][root][INFO] - ===> Epoch[724](18876/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.991e-02 Score 97.643 Data time: 0.1965, Forward time: 2.2493, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 4.5806 [2020-11-16 23:05:24,747][root][INFO] - ===> Epoch[724](18877/26): Loss 0.0664, Sem 0.0664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.986e-02 Score 97.508 Data time: 0.2171, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 6.0122 [2020-11-16 23:05:30,774][root][INFO] - ===> Epoch[724](18878/26): Loss 0.0582, Sem 0.0582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.981e-02 Score 97.935 Data time: 0.1609, Forward time: 2.2492, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.9315 [2020-11-16 23:05:36,806][root][INFO] - ===> Epoch[724](18879/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.976e-02 Score 97.520 Data time: 0.2708, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.9440 [2020-11-16 23:05:42,705][root][INFO] - ===> Epoch[724](18880/26): Loss 0.0662, Sem 0.0662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.972e-02 Score 97.618 Data time: 0.2125, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.7799 [2020-11-16 23:05:48,355][root][INFO] - ===> Epoch[724](18881/26): Loss 0.0575, Sem 0.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.967e-02 Score 97.882 Data time: 0.1892, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.5365 [2020-11-16 23:05:54,529][root][INFO] - ===> Epoch[724](18882/26): Loss 0.0672, Sem 0.0672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.962e-02 Score 97.539 Data time: 0.2437, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 6.0845 [2020-11-16 23:06:00,142][root][INFO] - ===> Epoch[724](18883/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.957e-02 Score 97.542 Data time: 0.1748, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.4875 [2020-11-16 23:06:05,180][root][INFO] - ===> Epoch[724](18884/26): Loss 0.0691, Sem 0.0691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.952e-02 Score 97.163 Data time: 0.1911, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 4.9488 [2020-11-16 23:06:11,700][root][INFO] - ===> Epoch[724](18885/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.948e-02 Score 97.803 Data time: 0.2536, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 6.4280 [2020-11-16 23:06:17,214][root][INFO] - ===> Epoch[724](18886/26): Loss 0.0677, Sem 0.0677, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.943e-02 Score 97.383 Data time: 0.2285, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.3850 [2020-11-16 23:06:23,305][root][INFO] - ===> Epoch[724](18887/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.938e-02 Score 97.819 Data time: 0.1853, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.9754 [2020-11-16 23:06:28,622][root][INFO] - ===> Epoch[724](18888/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.933e-02 Score 97.737 Data time: 0.1783, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.1911 [2020-11-16 23:06:33,513][root][INFO] - ===> Epoch[724](18889/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.928e-02 Score 97.691 Data time: 0.2318, Forward time: 2.2493, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 4.7922 [2020-11-16 23:06:39,954][root][INFO] - ===> Epoch[724](18890/26): Loss 0.0714, Sem 0.0714, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.924e-02 Score 97.377 Data time: 0.1406, Forward time: 2.2493, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 6.3498 [2020-11-16 23:06:46,261][root][INFO] - ===> Epoch[724](18891/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.919e-02 Score 97.825 Data time: 0.1972, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 6.2139 [2020-11-16 23:06:51,728][root][INFO] - ===> Epoch[724](18892/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.914e-02 Score 97.899 Data time: 0.1801, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.3549 [2020-11-16 23:06:57,490][root][INFO] - ===> Epoch[724](18893/26): Loss 0.0675, Sem 0.0675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.909e-02 Score 97.482 Data time: 0.1885, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.6644 [2020-11-16 23:07:02,871][root][INFO] - ===> Epoch[724](18894/26): Loss 0.0640, Sem 0.0640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.904e-02 Score 97.378 Data time: 0.2340, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.2926 [2020-11-16 23:07:08,851][root][INFO] - ===> Epoch[724](18895/26): Loss 0.0558, Sem 0.0558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.900e-02 Score 97.940 Data time: 0.2115, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.8669 [2020-11-16 23:07:14,541][root][INFO] - ===> Epoch[724](18896/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.895e-02 Score 97.753 Data time: 0.1500, Forward time: 2.2493, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.5834 [2020-11-16 23:07:20,104][root][INFO] - ===> Epoch[725](18897/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.890e-02 Score 97.522 Data time: 0.1758, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.4842 [2020-11-16 23:07:25,685][root][INFO] - ===> Epoch[725](18898/26): Loss 0.0734, Sem 0.0734, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.885e-02 Score 97.179 Data time: 0.1836, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.4968 [2020-11-16 23:07:31,814][root][INFO] - ===> Epoch[725](18899/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.880e-02 Score 97.432 Data time: 0.1644, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.0358 [2020-11-16 23:07:37,317][root][INFO] - ===> Epoch[725](18900/26): Loss 0.0625, Sem 0.0625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.875e-02 Score 97.721 Data time: 0.2295, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.4209 [2020-11-16 23:07:42,979][root][INFO] - ===> Epoch[725](18901/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.871e-02 Score 97.522 Data time: 0.1832, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.5465 [2020-11-16 23:07:48,160][root][INFO] - ===> Epoch[725](18902/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.866e-02 Score 97.785 Data time: 0.2454, Forward time: 2.2492, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.1074 [2020-11-16 23:07:54,730][root][INFO] - ===> Epoch[725](18903/26): Loss 0.0629, Sem 0.0629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.861e-02 Score 97.636 Data time: 0.1845, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 6.4594 [2020-11-16 23:08:00,037][root][INFO] - ===> Epoch[725](18904/26): Loss 0.0701, Sem 0.0701, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.856e-02 Score 97.403 Data time: 0.1343, Forward time: 2.2492, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.2003 [2020-11-16 23:08:05,274][root][INFO] - ===> Epoch[725](18905/26): Loss 0.0619, Sem 0.0619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.851e-02 Score 97.774 Data time: 0.1149, Forward time: 2.2491, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.1619 [2020-11-16 23:08:11,716][root][INFO] - ===> Epoch[725](18906/26): Loss 0.0622, Sem 0.0622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.847e-02 Score 97.879 Data time: 0.1867, Forward time: 2.2491, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.4073 [2020-11-16 23:08:17,539][root][INFO] - ===> Epoch[725](18907/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.842e-02 Score 98.019 Data time: 0.1616, Forward time: 2.2491, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.7264 [2020-11-16 23:08:22,411][root][INFO] - ===> Epoch[725](18908/26): Loss 0.0553, Sem 0.0553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.837e-02 Score 97.974 Data time: 0.1554, Forward time: 2.2490, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 4.7834 [2020-11-16 23:08:28,466][root][INFO] - ===> Epoch[725](18909/26): Loss 0.0691, Sem 0.0691, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.832e-02 Score 97.470 Data time: 0.1514, Forward time: 2.2490, Backward time: 3.0613, DDP time: 0.0048, Total iter time: 5.9732 [2020-11-16 23:08:33,977][root][INFO] - ===> Epoch[725](18910/26): Loss 0.0640, Sem 0.0640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.827e-02 Score 97.698 Data time: 0.1710, Forward time: 2.2490, Backward time: 3.0613, DDP time: 0.0048, Total iter time: 5.4420 [2020-11-16 23:08:39,651][root][INFO] - ===> Epoch[725](18911/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.822e-02 Score 97.921 Data time: 0.1771, Forward time: 2.2490, Backward time: 3.0613, DDP time: 0.0048, Total iter time: 5.5773 [2020-11-16 23:08:46,457][root][INFO] - ===> Epoch[725](18912/26): Loss 0.0560, Sem 0.0560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.818e-02 Score 97.940 Data time: 0.1615, Forward time: 2.2489, Backward time: 3.0614, DDP time: 0.0048, Total iter time: 6.7159 [2020-11-16 23:08:50,536][root][INFO] - ===> Epoch[725](18913/26): Loss 0.0607, Sem 0.0607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.813e-02 Score 97.774 Data time: 0.1131, Forward time: 2.2489, Backward time: 3.0614, DDP time: 0.0048, Total iter time: 3.9845 [2020-11-16 23:08:57,129][root][INFO] - ===> Epoch[725](18914/26): Loss 0.0638, Sem 0.0638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.808e-02 Score 97.637 Data time: 0.1680, Forward time: 2.2488, Backward time: 3.0615, DDP time: 0.0048, Total iter time: 6.5078 [2020-11-16 23:09:01,657][root][INFO] - ===> Epoch[725](18915/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.803e-02 Score 97.989 Data time: 0.1710, Forward time: 2.2488, Backward time: 3.0614, DDP time: 0.0048, Total iter time: 4.4363 [2020-11-16 23:09:08,156][root][INFO] - ===> Epoch[725](18916/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.798e-02 Score 97.758 Data time: 0.3578, Forward time: 2.2489, Backward time: 3.0614, DDP time: 0.0048, Total iter time: 6.4045 [2020-11-16 23:09:13,891][root][INFO] - ===> Epoch[725](18917/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.794e-02 Score 97.638 Data time: 0.1800, Forward time: 2.2489, Backward time: 3.0614, DDP time: 0.0048, Total iter time: 5.6248 [2020-11-16 23:09:19,787][root][INFO] - ===> Epoch[725](18918/26): Loss 0.0675, Sem 0.0675, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.789e-02 Score 97.416 Data time: 0.1592, Forward time: 2.2488, Backward time: 3.0615, DDP time: 0.0048, Total iter time: 5.7951 [2020-11-16 23:09:26,927][root][INFO] - ===> Epoch[725](18919/26): Loss 0.0605, Sem 0.0605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.784e-02 Score 97.695 Data time: 0.0998, Forward time: 2.2487, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 7.0538 [2020-11-16 23:09:31,884][root][INFO] - ===> Epoch[725](18920/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.779e-02 Score 97.606 Data time: 0.0725, Forward time: 2.2486, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 4.9107 [2020-11-16 23:09:36,943][root][INFO] - ===> Epoch[725](18921/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.774e-02 Score 97.845 Data time: 0.1601, Forward time: 2.2486, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.0339 [2020-11-16 23:09:41,788][root][INFO] - ===> Epoch[725](18922/26): Loss 0.0667, Sem 0.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.769e-02 Score 97.454 Data time: 0.1406, Forward time: 2.2486, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 4.7341 [2020-11-16 23:09:47,598][root][INFO] - ===> Epoch[726](18923/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.765e-02 Score 97.764 Data time: 0.1990, Forward time: 2.2486, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.7250 [2020-11-16 23:09:53,109][root][INFO] - ===> Epoch[726](18924/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.760e-02 Score 97.739 Data time: 0.1988, Forward time: 2.2486, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.3878 [2020-11-16 23:09:58,315][root][INFO] - ===> Epoch[726](18925/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.755e-02 Score 97.959 Data time: 0.1989, Forward time: 2.2486, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.0987 [2020-11-16 23:10:03,494][root][INFO] - ===> Epoch[726](18926/26): Loss 0.0550, Sem 0.0550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.750e-02 Score 97.949 Data time: 0.1726, Forward time: 2.2485, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.0673 [2020-11-16 23:10:10,604][root][INFO] - ===> Epoch[726](18927/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.745e-02 Score 97.669 Data time: 0.1899, Forward time: 2.2485, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.9960 [2020-11-16 23:10:16,550][root][INFO] - ===> Epoch[726](18928/26): Loss 0.0594, Sem 0.0594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.741e-02 Score 97.800 Data time: 0.2470, Forward time: 2.2486, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.8305 [2020-11-16 23:10:21,821][root][INFO] - ===> Epoch[726](18929/26): Loss 0.0779, Sem 0.0779, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.736e-02 Score 97.107 Data time: 0.1886, Forward time: 2.2486, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.1288 [2020-11-16 23:10:27,330][root][INFO] - ===> Epoch[726](18930/26): Loss 0.0616, Sem 0.0616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.731e-02 Score 97.710 Data time: 0.1957, Forward time: 2.2486, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.3909 [2020-11-16 23:10:33,403][root][INFO] - ===> Epoch[726](18931/26): Loss 0.0662, Sem 0.0662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.726e-02 Score 97.398 Data time: 0.2230, Forward time: 2.2486, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.9570 [2020-11-16 23:10:40,433][root][INFO] - ===> Epoch[726](18932/26): Loss 0.0644, Sem 0.0644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.721e-02 Score 97.547 Data time: 0.1721, Forward time: 2.2486, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.9177 [2020-11-16 23:10:46,859][root][INFO] - ===> Epoch[726](18933/26): Loss 0.0645, Sem 0.0645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.716e-02 Score 97.640 Data time: 0.1613, Forward time: 2.2486, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 6.3260 [2020-11-16 23:10:53,467][root][INFO] - ===> Epoch[726](18934/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.712e-02 Score 97.869 Data time: 0.1498, Forward time: 2.2485, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.5090 [2020-11-16 23:10:59,006][root][INFO] - ===> Epoch[726](18935/26): Loss 0.0576, Sem 0.0576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.707e-02 Score 97.874 Data time: 0.1826, Forward time: 2.2485, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.4588 [2020-11-16 23:11:04,442][root][INFO] - ===> Epoch[726](18936/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.702e-02 Score 97.713 Data time: 0.1771, Forward time: 2.2485, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.3312 [2020-11-16 23:11:10,471][root][INFO] - ===> Epoch[726](18937/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.697e-02 Score 97.855 Data time: 0.1539, Forward time: 2.2485, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.9328 [2020-11-16 23:11:15,787][root][INFO] - ===> Epoch[726](18938/26): Loss 0.0584, Sem 0.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.692e-02 Score 97.747 Data time: 0.1782, Forward time: 2.2485, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.2393 [2020-11-16 23:11:21,659][root][INFO] - ===> Epoch[726](18939/26): Loss 0.0524, Sem 0.0524, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.687e-02 Score 98.095 Data time: 0.2642, Forward time: 2.2485, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.7842 [2020-11-16 23:11:29,424][root][INFO] - ===> Epoch[726](18940/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.683e-02 Score 97.675 Data time: 0.2028, Forward time: 2.2485, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 7.6423 [2020-11-16 23:11:35,743][root][INFO] - ===> Epoch[726](18941/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.678e-02 Score 97.750 Data time: 0.1687, Forward time: 2.2485, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.2200 [2020-11-16 23:11:40,629][root][INFO] - ===> Epoch[726](18942/26): Loss 0.0631, Sem 0.0631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.673e-02 Score 97.673 Data time: 0.2203, Forward time: 2.2485, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.8047 [2020-11-16 23:11:45,918][root][INFO] - ===> Epoch[726](18943/26): Loss 0.0697, Sem 0.0697, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.668e-02 Score 97.276 Data time: 0.1608, Forward time: 2.2485, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.1968 [2020-11-16 23:11:51,761][root][INFO] - ===> Epoch[726](18944/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.663e-02 Score 97.738 Data time: 0.1670, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.7635 [2020-11-16 23:11:57,706][root][INFO] - ===> Epoch[726](18945/26): Loss 0.0669, Sem 0.0669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.658e-02 Score 97.507 Data time: 0.2620, Forward time: 2.2485, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.8523 [2020-11-16 23:12:04,084][root][INFO] - ===> Epoch[726](18946/26): Loss 0.0523, Sem 0.0523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.654e-02 Score 98.061 Data time: 0.1606, Forward time: 2.2485, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.2461 [2020-11-16 23:12:09,986][root][INFO] - ===> Epoch[726](18947/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.649e-02 Score 97.650 Data time: 0.1651, Forward time: 2.2485, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.8112 [2020-11-16 23:12:16,506][root][INFO] - ===> Epoch[726](18948/26): Loss 0.0546, Sem 0.0546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.644e-02 Score 97.977 Data time: 0.2045, Forward time: 2.2485, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.4255 [2020-11-16 23:12:21,867][root][INFO] - ===> Epoch[727](18949/26): Loss 0.0659, Sem 0.0659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.639e-02 Score 97.481 Data time: 0.1977, Forward time: 2.2485, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.2599 [2020-11-16 23:12:27,053][root][INFO] - ===> Epoch[727](18950/26): Loss 0.0606, Sem 0.0606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.634e-02 Score 97.776 Data time: 0.1947, Forward time: 2.2485, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.0740 [2020-11-16 23:12:32,555][root][INFO] - ===> Epoch[727](18951/26): Loss 0.0653, Sem 0.0653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.629e-02 Score 97.625 Data time: 0.2313, Forward time: 2.2485, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.3944 [2020-11-16 23:12:38,378][root][INFO] - ===> Epoch[727](18952/26): Loss 0.0597, Sem 0.0597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.625e-02 Score 97.638 Data time: 0.2123, Forward time: 2.2485, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.7202 [2020-11-16 23:12:43,453][root][INFO] - ===> Epoch[727](18953/26): Loss 0.0706, Sem 0.0706, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.620e-02 Score 97.373 Data time: 0.2067, Forward time: 2.2485, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.9877 [2020-11-16 23:12:49,326][root][INFO] - ===> Epoch[727](18954/26): Loss 0.0654, Sem 0.0654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.615e-02 Score 97.507 Data time: 0.1853, Forward time: 2.2485, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.7537 [2020-11-16 23:12:54,466][root][INFO] - ===> Epoch[727](18955/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.610e-02 Score 97.727 Data time: 0.1554, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.0181 [2020-11-16 23:13:01,051][root][INFO] - ===> Epoch[727](18956/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.605e-02 Score 97.589 Data time: 0.2162, Forward time: 2.2485, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.5397 [2020-11-16 23:13:06,106][root][INFO] - ===> Epoch[727](18957/26): Loss 0.0665, Sem 0.0665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.600e-02 Score 97.638 Data time: 0.1706, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.9471 [2020-11-16 23:13:12,186][root][INFO] - ===> Epoch[727](18958/26): Loss 0.0693, Sem 0.0693, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.596e-02 Score 97.338 Data time: 0.2731, Forward time: 2.2485, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.9983 [2020-11-16 23:13:17,515][root][INFO] - ===> Epoch[727](18959/26): Loss 0.0644, Sem 0.0644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.591e-02 Score 97.626 Data time: 0.1953, Forward time: 2.2485, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.2205 [2020-11-16 23:13:22,168][root][INFO] - ===> Epoch[727](18960/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.586e-02 Score 97.655 Data time: 0.1854, Forward time: 2.2485, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.5509 [2020-11-16 23:13:28,428][root][INFO] - ===> Epoch[727](18961/26): Loss 0.0644, Sem 0.0644, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.581e-02 Score 97.772 Data time: 0.1498, Forward time: 2.2485, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.1808 [2020-11-16 23:13:32,986][root][INFO] - ===> Epoch[727](18962/26): Loss 0.0567, Sem 0.0567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.576e-02 Score 97.904 Data time: 0.1490, Forward time: 2.2484, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.4699 [2020-11-16 23:13:39,406][root][INFO] - ===> Epoch[727](18963/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.571e-02 Score 97.985 Data time: 0.1262, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.3512 [2020-11-16 23:13:44,993][root][INFO] - ===> Epoch[727](18964/26): Loss 0.0616, Sem 0.0616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.567e-02 Score 97.619 Data time: 0.1747, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.5339 [2020-11-16 23:13:51,553][root][INFO] - ===> Epoch[727](18965/26): Loss 0.0585, Sem 0.0585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.562e-02 Score 97.792 Data time: 0.1918, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.4567 [2020-11-16 23:13:56,254][root][INFO] - ===> Epoch[727](18966/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.557e-02 Score 97.803 Data time: 0.1511, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 4.6352 [2020-11-16 23:14:02,231][root][INFO] - ===> Epoch[727](18967/26): Loss 0.0645, Sem 0.0645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.552e-02 Score 97.529 Data time: 0.2216, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.9098 [2020-11-16 23:14:07,691][root][INFO] - ===> Epoch[727](18968/26): Loss 0.0549, Sem 0.0549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.547e-02 Score 97.958 Data time: 0.2122, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.3504 [2020-11-16 23:14:13,936][root][INFO] - ===> Epoch[727](18969/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.542e-02 Score 97.914 Data time: 0.1720, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.1445 [2020-11-16 23:14:18,826][root][INFO] - ===> Epoch[727](18970/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.538e-02 Score 97.904 Data time: 0.1635, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.7990 [2020-11-16 23:14:24,472][root][INFO] - ===> Epoch[727](18971/26): Loss 0.0666, Sem 0.0666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.533e-02 Score 97.336 Data time: 0.2290, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.5707 [2020-11-16 23:14:30,064][root][INFO] - ===> Epoch[727](18972/26): Loss 0.0605, Sem 0.0605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.528e-02 Score 97.790 Data time: 0.2207, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.4775 [2020-11-16 23:14:36,642][root][INFO] - ===> Epoch[727](18973/26): Loss 0.0682, Sem 0.0682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.523e-02 Score 97.559 Data time: 0.3536, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.4660 [2020-11-16 23:14:42,476][root][INFO] - ===> Epoch[727](18974/26): Loss 0.0640, Sem 0.0640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.518e-02 Score 97.600 Data time: 0.1727, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.7082 [2020-11-16 23:14:47,645][root][INFO] - ===> Epoch[728](18975/26): Loss 0.0620, Sem 0.0620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.513e-02 Score 97.804 Data time: 0.1713, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.0439 [2020-11-16 23:14:53,200][root][INFO] - ===> Epoch[728](18976/26): Loss 0.0659, Sem 0.0659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.508e-02 Score 97.557 Data time: 0.2078, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.4494 [2020-11-16 23:14:57,896][root][INFO] - ===> Epoch[728](18977/26): Loss 0.0698, Sem 0.0698, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.504e-02 Score 97.201 Data time: 0.2169, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.5847 [2020-11-16 23:15:02,787][root][INFO] - ===> Epoch[728](18978/26): Loss 0.0566, Sem 0.0566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.499e-02 Score 97.934 Data time: 0.2233, Forward time: 2.2484, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.7871 [2020-11-16 23:15:08,440][root][INFO] - ===> Epoch[728](18979/26): Loss 0.0662, Sem 0.0662, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.494e-02 Score 97.532 Data time: 0.1883, Forward time: 2.2484, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.5464 [2020-11-16 23:15:13,381][root][INFO] - ===> Epoch[728](18980/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.489e-02 Score 97.907 Data time: 0.1746, Forward time: 2.2484, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.8195 [2020-11-16 23:15:20,380][root][INFO] - ===> Epoch[728](18981/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.484e-02 Score 97.720 Data time: 0.2066, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.9066 [2020-11-16 23:15:26,779][root][INFO] - ===> Epoch[728](18982/26): Loss 0.0548, Sem 0.0548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.479e-02 Score 97.981 Data time: 0.2326, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.2782 [2020-11-16 23:15:32,448][root][INFO] - ===> Epoch[728](18983/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.475e-02 Score 97.971 Data time: 0.1944, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.5337 [2020-11-16 23:15:37,885][root][INFO] - ===> Epoch[728](18984/26): Loss 0.0707, Sem 0.0707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.470e-02 Score 97.322 Data time: 0.1512, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.3114 [2020-11-16 23:15:42,465][root][INFO] - ===> Epoch[728](18985/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.465e-02 Score 97.674 Data time: 0.1369, Forward time: 2.2483, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.4942 [2020-11-16 23:15:48,685][root][INFO] - ===> Epoch[728](18986/26): Loss 0.0672, Sem 0.0672, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.460e-02 Score 97.297 Data time: 0.1766, Forward time: 2.2483, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.1299 [2020-11-16 23:15:53,452][root][INFO] - ===> Epoch[728](18987/26): Loss 0.0636, Sem 0.0636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.455e-02 Score 97.602 Data time: 0.2208, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.6835 [2020-11-16 23:15:59,411][root][INFO] - ===> Epoch[728](18988/26): Loss 0.0558, Sem 0.0558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.450e-02 Score 97.963 Data time: 0.2630, Forward time: 2.2484, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.8389 [2020-11-16 23:16:05,385][root][INFO] - ===> Epoch[728](18989/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.445e-02 Score 97.881 Data time: 0.1405, Forward time: 2.2484, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.8487 [2020-11-16 23:16:11,137][root][INFO] - ===> Epoch[728](18990/26): Loss 0.0702, Sem 0.0702, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.441e-02 Score 97.378 Data time: 0.1753, Forward time: 2.2483, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.6798 [2020-11-16 23:16:15,596][root][INFO] - ===> Epoch[728](18991/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.436e-02 Score 97.827 Data time: 0.1617, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.3898 [2020-11-16 23:16:20,639][root][INFO] - ===> Epoch[728](18992/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.431e-02 Score 97.644 Data time: 0.1376, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.9783 [2020-11-16 23:16:26,180][root][INFO] - ===> Epoch[728](18993/26): Loss 0.0622, Sem 0.0622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.426e-02 Score 97.642 Data time: 0.2472, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.5057 [2020-11-16 23:16:31,211][root][INFO] - ===> Epoch[728](18994/26): Loss 0.0567, Sem 0.0567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.421e-02 Score 97.871 Data time: 0.1949, Forward time: 2.2483, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 4.9278 [2020-11-16 23:16:35,779][root][INFO] - ===> Epoch[728](18995/26): Loss 0.0555, Sem 0.0555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.416e-02 Score 97.798 Data time: 0.1407, Forward time: 2.2483, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 4.4693 [2020-11-16 23:16:41,889][root][INFO] - ===> Epoch[728](18996/26): Loss 0.0607, Sem 0.0607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.411e-02 Score 97.707 Data time: 0.1974, Forward time: 2.2483, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.0594 [2020-11-16 23:16:48,357][root][INFO] - ===> Epoch[728](18997/26): Loss 0.0585, Sem 0.0585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.407e-02 Score 97.831 Data time: 0.1667, Forward time: 2.2482, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.3785 [2020-11-16 23:16:54,452][root][INFO] - ===> Epoch[728](18998/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.402e-02 Score 97.809 Data time: 0.2128, Forward time: 2.2482, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.0041 [2020-11-16 23:17:00,786][root][INFO] - ===> Epoch[728](18999/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.397e-02 Score 97.579 Data time: 0.2702, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.2260 [2020-11-16 23:17:07,168][root][INFO] - ===> Epoch[728](19000/26): Loss 0.0547, Sem 0.0547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.392e-02 Score 98.012 Data time: 0.2319, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.2537 [2020-11-16 23:17:07,821][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-16 23:17:07,948][root][INFO] - ===> Start testing [2020-11-16 23:18:24,685][root][INFO] - 101/312: Data time: 0.0042, Iter time: 0.1762 Loss 0.062 (AVG: 0.524) Score 98.626 (AVG: 90.111) mIOU 73.696 mAP 79.329 mAcc 82.523 IOU: 86.805 96.100 63.222 83.203 89.687 88.182 72.508 65.373 62.761 71.028 38.363 55.595 60.907 85.486 60.895 85.379 93.164 75.336 92.253 47.681 mAP: 83.426 97.664 69.378 82.903 91.532 83.852 71.953 75.664 73.057 82.042 53.961 58.947 71.653 84.766 71.438 96.221 96.720 88.215 89.158 64.037 mAcc: 96.243 98.735 77.431 89.095 95.495 96.142 79.443 73.308 77.578 87.710 43.828 74.289 82.269 88.005 65.995 97.172 96.270 84.572 94.829 52.056 [2020-11-16 23:19:42,953][root][INFO] - 201/312: Data time: 0.0081, Iter time: 0.1868 Loss 0.689 (AVG: 0.546) Score 84.091 (AVG: 89.974) mIOU 73.199 mAP 77.096 mAcc 80.893 IOU: 85.784 96.288 64.866 80.342 89.713 83.392 75.043 64.446 67.040 80.346 29.502 63.934 66.984 76.196 60.055 68.788 94.524 71.788 89.849 55.110 mAP: 81.419 97.550 67.600 73.792 89.743 80.174 73.519 71.760 74.520 73.832 52.224 64.256 71.617 78.070 69.539 91.839 97.190 86.936 81.220 65.112 mAcc: 96.371 98.848 78.376 85.033 95.204 90.612 83.723 73.249 78.458 90.494 35.215 79.811 83.109 79.954 64.605 75.314 96.861 80.773 92.848 58.993 [2020-11-16 23:20:58,603][root][INFO] - 301/312: Data time: 0.0041, Iter time: 0.1532 Loss 0.458 (AVG: 0.525) Score 93.839 (AVG: 90.322) mIOU 73.216 mAP 76.551 mAcc 80.698 IOU: 85.718 96.277 63.589 80.704 91.398 86.294 77.465 64.121 64.761 80.941 28.625 62.574 66.594 76.098 57.712 68.427 95.346 66.859 90.176 60.641 mAP: 80.855 97.281 67.469 75.479 90.863 82.356 74.853 71.923 72.757 72.678 51.114 56.652 71.417 78.388 67.012 89.081 96.835 85.717 82.803 65.495 mAcc: 95.932 98.857 77.248 84.399 95.668 92.727 85.313 74.969 77.441 89.301 34.191 77.223 83.623 80.684 63.343 73.746 97.285 73.561 93.673 64.781 [2020-11-16 23:21:06,586][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.4049 Loss 0.557 (AVG: 0.520) Score 91.394 (AVG: 90.396) mIOU 73.403 mAP 76.578 mAcc 80.838 IOU: 85.785 96.320 64.610 80.835 91.541 86.173 78.152 64.198 64.144 80.805 28.763 63.172 66.452 75.957 59.639 68.427 95.346 67.083 90.176 60.483 mAP: 80.823 97.333 67.513 75.922 91.110 82.450 75.190 72.206 72.434 72.616 50.802 56.883 71.218 78.611 66.703 89.081 96.835 85.830 82.803 65.193 mAcc: 96.001 98.871 77.863 84.710 95.751 92.483 85.837 74.863 76.705 89.126 34.321 77.265 83.907 80.448 65.310 73.746 97.285 73.932 93.673 64.664 [2020-11-16 23:21:06,586][root][INFO] - Finished test. Elapsed time: 238.6374 [2020-11-16 23:21:07,375][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-16 23:21:07,492][root][INFO] - Current best mIoU: 73.403 at iter 19000 [2020-11-16 23:21:11,122][root][INFO] - ===> Epoch[729](19001/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.387e-02 Score 97.801 Data time: 0.1439, Forward time: 2.2483, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 3.6216 [2020-11-16 23:21:17,208][root][INFO] - ===> Epoch[729](19002/26): Loss 0.0707, Sem 0.0707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.382e-02 Score 97.352 Data time: 0.1502, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.9993 [2020-11-16 23:21:23,093][root][INFO] - ===> Epoch[729](19003/26): Loss 0.0594, Sem 0.0594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.377e-02 Score 97.716 Data time: 0.1341, Forward time: 2.2482, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.8091 [2020-11-16 23:21:28,293][root][INFO] - ===> Epoch[729](19004/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.373e-02 Score 97.732 Data time: 0.1092, Forward time: 2.2481, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.1346 [2020-11-16 23:21:33,778][root][INFO] - ===> Epoch[729](19005/26): Loss 0.0626, Sem 0.0626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.368e-02 Score 97.709 Data time: 0.1992, Forward time: 2.2481, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.4372 [2020-11-16 23:21:38,794][root][INFO] - ===> Epoch[729](19006/26): Loss 0.0638, Sem 0.0638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.363e-02 Score 97.554 Data time: 0.2298, Forward time: 2.2482, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.8946 [2020-11-16 23:21:44,796][root][INFO] - ===> Epoch[729](19007/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.358e-02 Score 97.733 Data time: 0.1864, Forward time: 2.2482, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.8886 [2020-11-16 23:21:49,743][root][INFO] - ===> Epoch[729](19008/26): Loss 0.0665, Sem 0.0665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.353e-02 Score 97.467 Data time: 0.1783, Forward time: 2.2481, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.8338 [2020-11-16 23:21:56,160][root][INFO] - ===> Epoch[729](19009/26): Loss 0.0512, Sem 0.0512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.348e-02 Score 98.110 Data time: 0.3645, Forward time: 2.2482, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.3242 [2020-11-16 23:22:02,631][root][INFO] - ===> Epoch[729](19010/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.343e-02 Score 97.692 Data time: 0.1437, Forward time: 2.2482, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.3567 [2020-11-16 23:22:08,254][root][INFO] - ===> Epoch[729](19011/26): Loss 0.0657, Sem 0.0657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.339e-02 Score 97.542 Data time: 0.2190, Forward time: 2.2482, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.5337 [2020-11-16 23:22:13,971][root][INFO] - ===> Epoch[729](19012/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.334e-02 Score 97.746 Data time: 0.2638, Forward time: 2.2482, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.6133 [2020-11-16 23:22:19,332][root][INFO] - ===> Epoch[729](19013/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.329e-02 Score 97.833 Data time: 0.2137, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.2593 [2020-11-16 23:22:25,417][root][INFO] - ===> Epoch[729](19014/26): Loss 0.0582, Sem 0.0582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.324e-02 Score 97.822 Data time: 0.2318, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.9896 [2020-11-16 23:22:31,293][root][INFO] - ===> Epoch[729](19015/26): Loss 0.0593, Sem 0.0593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.319e-02 Score 97.898 Data time: 0.1988, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.7883 [2020-11-16 23:22:36,583][root][INFO] - ===> Epoch[729](19016/26): Loss 0.0540, Sem 0.0540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.314e-02 Score 97.978 Data time: 0.2331, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.2107 [2020-11-16 23:22:42,892][root][INFO] - ===> Epoch[729](19017/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.309e-02 Score 97.604 Data time: 0.2445, Forward time: 2.2483, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.2097 [2020-11-16 23:22:48,403][root][INFO] - ===> Epoch[729](19018/26): Loss 0.0637, Sem 0.0637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.305e-02 Score 97.679 Data time: 0.3126, Forward time: 2.2483, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.3940 [2020-11-16 23:22:53,821][root][INFO] - ===> Epoch[729](19019/26): Loss 0.0667, Sem 0.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.300e-02 Score 97.531 Data time: 0.2504, Forward time: 2.2484, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.3284 [2020-11-16 23:22:59,282][root][INFO] - ===> Epoch[729](19020/26): Loss 0.0586, Sem 0.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.295e-02 Score 97.809 Data time: 0.2510, Forward time: 2.2484, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.3515 [2020-11-16 23:23:05,123][root][INFO] - ===> Epoch[729](19021/26): Loss 0.0561, Sem 0.0561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.290e-02 Score 97.900 Data time: 0.2148, Forward time: 2.2484, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.7525 [2020-11-16 23:23:09,973][root][INFO] - ===> Epoch[729](19022/26): Loss 0.0522, Sem 0.0522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.285e-02 Score 98.046 Data time: 0.1669, Forward time: 2.2484, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.7608 [2020-11-16 23:23:15,689][root][INFO] - ===> Epoch[729](19023/26): Loss 0.0575, Sem 0.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.280e-02 Score 97.810 Data time: 0.1940, Forward time: 2.2484, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.6449 [2020-11-16 23:23:21,036][root][INFO] - ===> Epoch[729](19024/26): Loss 0.0652, Sem 0.0652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.275e-02 Score 97.595 Data time: 0.1983, Forward time: 2.2484, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.2505 [2020-11-16 23:23:26,801][root][INFO] - ===> Epoch[729](19025/26): Loss 0.0629, Sem 0.0629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.270e-02 Score 97.602 Data time: 0.1618, Forward time: 2.2484, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.6630 [2020-11-16 23:23:32,380][root][INFO] - ===> Epoch[729](19026/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.266e-02 Score 97.536 Data time: 0.1712, Forward time: 2.2484, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.5035 [2020-11-16 23:23:37,668][root][INFO] - ===> Epoch[730](19027/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.261e-02 Score 97.872 Data time: 0.2137, Forward time: 2.2484, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.2066 [2020-11-16 23:23:42,835][root][INFO] - ===> Epoch[730](19028/26): Loss 0.0558, Sem 0.0558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.256e-02 Score 97.923 Data time: 0.1674, Forward time: 2.2483, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.0575 [2020-11-16 23:23:48,444][root][INFO] - ===> Epoch[730](19029/26): Loss 0.0619, Sem 0.0619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.251e-02 Score 97.754 Data time: 0.1684, Forward time: 2.2483, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.5172 [2020-11-16 23:23:53,112][root][INFO] - ===> Epoch[730](19030/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.246e-02 Score 97.641 Data time: 0.1557, Forward time: 2.2483, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.5730 [2020-11-16 23:23:59,756][root][INFO] - ===> Epoch[730](19031/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.241e-02 Score 97.572 Data time: 0.2109, Forward time: 2.2483, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 6.5575 [2020-11-16 23:24:05,011][root][INFO] - ===> Epoch[730](19032/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.236e-02 Score 97.880 Data time: 0.1825, Forward time: 2.2483, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.1457 [2020-11-16 23:24:10,867][root][INFO] - ===> Epoch[730](19033/26): Loss 0.0647, Sem 0.0647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.231e-02 Score 97.572 Data time: 0.2899, Forward time: 2.2483, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.7459 [2020-11-16 23:24:17,563][root][INFO] - ===> Epoch[730](19034/26): Loss 0.0679, Sem 0.0679, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.227e-02 Score 97.386 Data time: 0.1636, Forward time: 2.2483, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 6.5612 [2020-11-16 23:24:24,203][root][INFO] - ===> Epoch[730](19035/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.222e-02 Score 97.841 Data time: 0.1716, Forward time: 2.2483, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.5710 [2020-11-16 23:24:30,513][root][INFO] - ===> Epoch[730](19036/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.217e-02 Score 97.673 Data time: 0.2646, Forward time: 2.2484, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.2358 [2020-11-16 23:24:35,738][root][INFO] - ===> Epoch[730](19037/26): Loss 0.0716, Sem 0.0716, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.212e-02 Score 97.442 Data time: 0.1494, Forward time: 2.2483, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.0863 [2020-11-16 23:24:43,503][root][INFO] - ===> Epoch[730](19038/26): Loss 0.0537, Sem 0.0537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.207e-02 Score 98.055 Data time: 0.2907, Forward time: 2.2484, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 7.6903 [2020-11-16 23:24:49,280][root][INFO] - ===> Epoch[730](19039/26): Loss 0.0575, Sem 0.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.202e-02 Score 97.856 Data time: 0.2316, Forward time: 2.2484, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.6844 [2020-11-16 23:24:54,874][root][INFO] - ===> Epoch[730](19040/26): Loss 0.0625, Sem 0.0625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.197e-02 Score 97.649 Data time: 0.2051, Forward time: 2.2484, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.5091 [2020-11-16 23:25:01,460][root][INFO] - ===> Epoch[730](19041/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.192e-02 Score 97.648 Data time: 0.1769, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.4943 [2020-11-16 23:25:07,641][root][INFO] - ===> Epoch[730](19042/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.188e-02 Score 97.632 Data time: 0.1759, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.0902 [2020-11-16 23:25:13,510][root][INFO] - ===> Epoch[730](19043/26): Loss 0.0580, Sem 0.0580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.183e-02 Score 97.916 Data time: 0.2150, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.7968 [2020-11-16 23:25:19,565][root][INFO] - ===> Epoch[730](19044/26): Loss 0.0586, Sem 0.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.178e-02 Score 97.888 Data time: 0.1287, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.9578 [2020-11-16 23:25:25,997][root][INFO] - ===> Epoch[730](19045/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.173e-02 Score 97.748 Data time: 0.1885, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.3569 [2020-11-16 23:25:32,499][root][INFO] - ===> Epoch[730](19046/26): Loss 0.0575, Sem 0.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.168e-02 Score 97.875 Data time: 0.2073, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.4106 [2020-11-16 23:25:40,060][root][INFO] - ===> Epoch[730](19047/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.163e-02 Score 97.884 Data time: 0.1816, Forward time: 2.2483, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 7.4409 [2020-11-16 23:25:44,933][root][INFO] - ===> Epoch[730](19048/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.158e-02 Score 97.926 Data time: 0.1921, Forward time: 2.2483, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.7780 [2020-11-16 23:25:50,716][root][INFO] - ===> Epoch[730](19049/26): Loss 0.0640, Sem 0.0640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.153e-02 Score 97.692 Data time: 0.2166, Forward time: 2.2483, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.6823 [2020-11-16 23:25:55,937][root][INFO] - ===> Epoch[730](19050/26): Loss 0.0582, Sem 0.0582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.149e-02 Score 97.812 Data time: 0.1987, Forward time: 2.2483, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.1227 [2020-11-16 23:26:01,201][root][INFO] - ===> Epoch[730](19051/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.144e-02 Score 97.599 Data time: 0.1880, Forward time: 2.2483, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.1719 [2020-11-16 23:26:06,688][root][INFO] - ===> Epoch[730](19052/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.139e-02 Score 97.599 Data time: 0.2221, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.3964 [2020-11-16 23:26:11,547][root][INFO] - ===> Epoch[731](19053/26): Loss 0.0547, Sem 0.0547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.134e-02 Score 97.962 Data time: 0.1648, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.7533 [2020-11-16 23:26:16,866][root][INFO] - ===> Epoch[731](19054/26): Loss 0.0617, Sem 0.0617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.129e-02 Score 97.744 Data time: 0.1834, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.2211 [2020-11-16 23:26:23,233][root][INFO] - ===> Epoch[731](19055/26): Loss 0.0665, Sem 0.0665, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.124e-02 Score 97.546 Data time: 0.2053, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.2701 [2020-11-16 23:26:28,312][root][INFO] - ===> Epoch[731](19056/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.119e-02 Score 97.878 Data time: 0.1635, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.9703 [2020-11-16 23:26:33,684][root][INFO] - ===> Epoch[731](19057/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.114e-02 Score 97.537 Data time: 0.2811, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.2832 [2020-11-16 23:26:39,247][root][INFO] - ===> Epoch[731](19058/26): Loss 0.0646, Sem 0.0646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.109e-02 Score 97.616 Data time: 0.2495, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.4569 [2020-11-16 23:26:44,886][root][INFO] - ===> Epoch[731](19059/26): Loss 0.0688, Sem 0.0688, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.105e-02 Score 97.480 Data time: 0.1800, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.5411 [2020-11-16 23:26:50,736][root][INFO] - ===> Epoch[731](19060/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.100e-02 Score 97.639 Data time: 0.2670, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.7577 [2020-11-16 23:26:55,725][root][INFO] - ===> Epoch[731](19061/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.095e-02 Score 97.647 Data time: 0.2117, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.8885 [2020-11-16 23:27:02,346][root][INFO] - ===> Epoch[731](19062/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.090e-02 Score 97.687 Data time: 0.2126, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.4950 [2020-11-16 23:27:07,065][root][INFO] - ===> Epoch[731](19063/26): Loss 0.0616, Sem 0.0616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.085e-02 Score 97.749 Data time: 0.1869, Forward time: 2.2484, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.6142 [2020-11-16 23:27:14,123][root][INFO] - ===> Epoch[731](19064/26): Loss 0.0566, Sem 0.0566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.080e-02 Score 97.925 Data time: 0.1986, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.9654 [2020-11-16 23:27:20,015][root][INFO] - ===> Epoch[731](19065/26): Loss 0.0618, Sem 0.0618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.075e-02 Score 97.739 Data time: 0.1878, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.8024 [2020-11-16 23:27:26,356][root][INFO] - ===> Epoch[731](19066/26): Loss 0.0616, Sem 0.0616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.070e-02 Score 97.741 Data time: 0.1734, Forward time: 2.2484, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.2362 [2020-11-16 23:27:31,967][root][INFO] - ===> Epoch[731](19067/26): Loss 0.0547, Sem 0.0547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.065e-02 Score 98.035 Data time: 0.1862, Forward time: 2.2484, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.5347 [2020-11-16 23:27:37,483][root][INFO] - ===> Epoch[731](19068/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.061e-02 Score 97.730 Data time: 0.2003, Forward time: 2.2484, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.4129 [2020-11-16 23:27:42,728][root][INFO] - ===> Epoch[731](19069/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.056e-02 Score 97.542 Data time: 0.1602, Forward time: 2.2484, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.1419 [2020-11-16 23:27:49,805][root][INFO] - ===> Epoch[731](19070/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.051e-02 Score 97.893 Data time: 0.1866, Forward time: 2.2483, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.9692 [2020-11-16 23:27:55,568][root][INFO] - ===> Epoch[731](19071/26): Loss 0.0766, Sem 0.0766, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.046e-02 Score 97.163 Data time: 0.2739, Forward time: 2.2484, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.6645 [2020-11-16 23:28:00,562][root][INFO] - ===> Epoch[731](19072/26): Loss 0.0687, Sem 0.0687, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.041e-02 Score 97.496 Data time: 0.1920, Forward time: 2.2484, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.8684 [2020-11-16 23:28:06,553][root][INFO] - ===> Epoch[731](19073/26): Loss 0.0560, Sem 0.0560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.036e-02 Score 97.951 Data time: 0.2206, Forward time: 2.2484, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.8858 [2020-11-16 23:28:11,380][root][INFO] - ===> Epoch[731](19074/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.031e-02 Score 97.680 Data time: 0.1505, Forward time: 2.2484, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.7108 [2020-11-16 23:28:18,262][root][INFO] - ===> Epoch[731](19075/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.026e-02 Score 97.988 Data time: 0.2199, Forward time: 2.2484, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.8133 [2020-11-16 23:28:25,232][root][INFO] - ===> Epoch[731](19076/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.021e-02 Score 97.818 Data time: 0.3761, Forward time: 2.2485, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.8681 [2020-11-16 23:28:30,145][root][INFO] - ===> Epoch[731](19077/26): Loss 0.0587, Sem 0.0587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.017e-02 Score 97.643 Data time: 0.1739, Forward time: 2.2485, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.7687 [2020-11-16 23:28:35,442][root][INFO] - ===> Epoch[731](19078/26): Loss 0.0721, Sem 0.0721, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.012e-02 Score 97.280 Data time: 0.1766, Forward time: 2.2484, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.2012 [2020-11-16 23:28:41,369][root][INFO] - ===> Epoch[732](19079/26): Loss 0.0611, Sem 0.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.007e-02 Score 97.623 Data time: 0.2660, Forward time: 2.2485, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.8479 [2020-11-16 23:28:47,838][root][INFO] - ===> Epoch[732](19080/26): Loss 0.0605, Sem 0.0605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.002e-02 Score 97.723 Data time: 0.1792, Forward time: 2.2485, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.3326 [2020-11-16 23:28:52,670][root][INFO] - ===> Epoch[732](19081/26): Loss 0.0625, Sem 0.0625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.997e-02 Score 97.724 Data time: 0.1982, Forward time: 2.2485, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.7574 [2020-11-16 23:29:00,352][root][INFO] - ===> Epoch[732](19082/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.992e-02 Score 97.830 Data time: 0.2402, Forward time: 2.2485, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 7.5761 [2020-11-16 23:29:05,417][root][INFO] - ===> Epoch[732](19083/26): Loss 0.0567, Sem 0.0567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.987e-02 Score 97.888 Data time: 0.1964, Forward time: 2.2485, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.9654 [2020-11-16 23:29:10,714][root][INFO] - ===> Epoch[732](19084/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.982e-02 Score 97.758 Data time: 0.1926, Forward time: 2.2485, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.2093 [2020-11-16 23:29:16,498][root][INFO] - ===> Epoch[732](19085/26): Loss 0.0674, Sem 0.0674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.977e-02 Score 97.392 Data time: 0.1497, Forward time: 2.2484, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.6904 [2020-11-16 23:29:21,859][root][INFO] - ===> Epoch[732](19086/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.972e-02 Score 97.836 Data time: 0.1414, Forward time: 2.2484, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.3167 [2020-11-16 23:29:26,926][root][INFO] - ===> Epoch[732](19087/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.968e-02 Score 97.793 Data time: 0.1621, Forward time: 2.2484, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.0044 [2020-11-16 23:29:31,836][root][INFO] - ===> Epoch[732](19088/26): Loss 0.0586, Sem 0.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.963e-02 Score 97.767 Data time: 0.2023, Forward time: 2.2484, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.8554 [2020-11-16 23:29:36,982][root][INFO] - ===> Epoch[732](19089/26): Loss 0.0564, Sem 0.0564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.958e-02 Score 97.937 Data time: 0.1979, Forward time: 2.2484, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.0522 [2020-11-16 23:29:43,230][root][INFO] - ===> Epoch[732](19090/26): Loss 0.0622, Sem 0.0622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.953e-02 Score 97.638 Data time: 0.1748, Forward time: 2.2483, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.1360 [2020-11-16 23:29:48,895][root][INFO] - ===> Epoch[732](19091/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.948e-02 Score 97.712 Data time: 0.1608, Forward time: 2.2483, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.5915 [2020-11-16 23:29:54,812][root][INFO] - ===> Epoch[732](19092/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.943e-02 Score 97.785 Data time: 0.1843, Forward time: 2.2483, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.8304 [2020-11-16 23:29:59,583][root][INFO] - ===> Epoch[732](19093/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.938e-02 Score 97.764 Data time: 0.1995, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.6686 [2020-11-16 23:30:04,421][root][INFO] - ===> Epoch[732](19094/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.933e-02 Score 97.581 Data time: 0.1942, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.7383 [2020-11-16 23:30:09,504][root][INFO] - ===> Epoch[732](19095/26): Loss 0.0640, Sem 0.0640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.928e-02 Score 97.770 Data time: 0.2087, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.0020 [2020-11-16 23:30:14,454][root][INFO] - ===> Epoch[732](19096/26): Loss 0.0587, Sem 0.0587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.923e-02 Score 97.807 Data time: 0.1480, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 4.8438 [2020-11-16 23:30:21,241][root][INFO] - ===> Epoch[732](19097/26): Loss 0.0657, Sem 0.0657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.918e-02 Score 97.619 Data time: 0.2713, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.7145 [2020-11-16 23:30:27,036][root][INFO] - ===> Epoch[732](19098/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.914e-02 Score 97.633 Data time: 0.2329, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.6715 [2020-11-16 23:30:32,280][root][INFO] - ===> Epoch[732](19099/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.909e-02 Score 97.726 Data time: 0.1907, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.1231 [2020-11-16 23:30:38,689][root][INFO] - ===> Epoch[732](19100/26): Loss 0.0703, Sem 0.0703, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.904e-02 Score 97.474 Data time: 0.3192, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.3165 [2020-11-16 23:30:43,983][root][INFO] - ===> Epoch[732](19101/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.899e-02 Score 97.447 Data time: 0.1643, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.1684 [2020-11-16 23:30:50,169][root][INFO] - ===> Epoch[732](19102/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.894e-02 Score 97.707 Data time: 0.1952, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.1058 [2020-11-16 23:30:55,542][root][INFO] - ===> Epoch[732](19103/26): Loss 0.0586, Sem 0.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.889e-02 Score 97.844 Data time: 0.2265, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.2987 [2020-11-16 23:31:00,164][root][INFO] - ===> Epoch[732](19104/26): Loss 0.0508, Sem 0.0508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.884e-02 Score 98.143 Data time: 0.1179, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 4.5059 [2020-11-16 23:31:05,665][root][INFO] - ===> Epoch[733](19105/26): Loss 0.0572, Sem 0.0572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.879e-02 Score 97.870 Data time: 0.1897, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.4586 [2020-11-16 23:31:10,570][root][INFO] - ===> Epoch[733](19106/26): Loss 0.0682, Sem 0.0682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.874e-02 Score 97.471 Data time: 0.1290, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 4.8315 [2020-11-16 23:31:15,966][root][INFO] - ===> Epoch[733](19107/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.869e-02 Score 97.788 Data time: 0.1740, Forward time: 2.2483, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.3432 [2020-11-16 23:31:20,903][root][INFO] - ===> Epoch[733](19108/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.864e-02 Score 97.856 Data time: 0.2335, Forward time: 2.2483, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.8588 [2020-11-16 23:31:27,843][root][INFO] - ===> Epoch[733](19109/26): Loss 0.0561, Sem 0.0561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.860e-02 Score 97.864 Data time: 0.2435, Forward time: 2.2483, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.8482 [2020-11-16 23:31:33,177][root][INFO] - ===> Epoch[733](19110/26): Loss 0.0628, Sem 0.0628, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.855e-02 Score 97.676 Data time: 0.1986, Forward time: 2.2483, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.2025 [2020-11-16 23:31:40,149][root][INFO] - ===> Epoch[733](19111/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.850e-02 Score 97.510 Data time: 0.2322, Forward time: 2.2484, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.8711 [2020-11-16 23:31:45,085][root][INFO] - ===> Epoch[733](19112/26): Loss 0.0597, Sem 0.0597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.845e-02 Score 97.812 Data time: 0.1671, Forward time: 2.2483, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.8322 [2020-11-16 23:31:49,927][root][INFO] - ===> Epoch[733](19113/26): Loss 0.0671, Sem 0.0671, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.840e-02 Score 97.486 Data time: 0.1820, Forward time: 2.2483, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.7615 [2020-11-16 23:31:57,611][root][INFO] - ===> Epoch[733](19114/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.835e-02 Score 97.884 Data time: 0.1660, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 7.5992 [2020-11-16 23:32:02,776][root][INFO] - ===> Epoch[733](19115/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.830e-02 Score 97.656 Data time: 0.1491, Forward time: 2.2483, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.1045 [2020-11-16 23:32:08,555][root][INFO] - ===> Epoch[733](19116/26): Loss 0.0619, Sem 0.0619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.825e-02 Score 97.657 Data time: 0.1409, Forward time: 2.2482, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.6931 [2020-11-16 23:32:14,757][root][INFO] - ===> Epoch[733](19117/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.820e-02 Score 97.822 Data time: 0.1683, Forward time: 2.2482, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.1322 [2020-11-16 23:32:21,623][root][INFO] - ===> Epoch[733](19118/26): Loss 0.0505, Sem 0.0505, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.815e-02 Score 98.188 Data time: 0.1325, Forward time: 2.2481, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.7734 [2020-11-16 23:32:27,843][root][INFO] - ===> Epoch[733](19119/26): Loss 0.0741, Sem 0.0741, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.810e-02 Score 97.326 Data time: 0.1438, Forward time: 2.2481, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.1514 [2020-11-16 23:32:33,044][root][INFO] - ===> Epoch[733](19120/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.805e-02 Score 97.767 Data time: 0.2447, Forward time: 2.2481, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.1305 [2020-11-16 23:32:38,990][root][INFO] - ===> Epoch[733](19121/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.801e-02 Score 97.591 Data time: 0.1797, Forward time: 2.2481, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.8324 [2020-11-16 23:32:45,246][root][INFO] - ===> Epoch[733](19122/26): Loss 0.0582, Sem 0.0582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.796e-02 Score 97.797 Data time: 0.1961, Forward time: 2.2481, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.1497 [2020-11-16 23:32:50,784][root][INFO] - ===> Epoch[733](19123/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.791e-02 Score 97.814 Data time: 0.2374, Forward time: 2.2481, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.4288 [2020-11-16 23:32:55,233][root][INFO] - ===> Epoch[733](19124/26): Loss 0.0536, Sem 0.0536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.786e-02 Score 98.015 Data time: 0.1548, Forward time: 2.2481, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.3301 [2020-11-16 23:33:00,331][root][INFO] - ===> Epoch[733](19125/26): Loss 0.0690, Sem 0.0690, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.781e-02 Score 97.462 Data time: 0.1696, Forward time: 2.2481, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.0123 [2020-11-16 23:33:07,148][root][INFO] - ===> Epoch[733](19126/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.776e-02 Score 97.185 Data time: 0.2806, Forward time: 2.2481, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.7344 [2020-11-16 23:33:13,622][root][INFO] - ===> Epoch[733](19127/26): Loss 0.0650, Sem 0.0650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.771e-02 Score 97.479 Data time: 0.2188, Forward time: 2.2482, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.3311 [2020-11-16 23:33:19,681][root][INFO] - ===> Epoch[733](19128/26): Loss 0.0617, Sem 0.0617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.766e-02 Score 97.764 Data time: 0.2215, Forward time: 2.2482, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.9108 [2020-11-16 23:33:24,821][root][INFO] - ===> Epoch[733](19129/26): Loss 0.0633, Sem 0.0633, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.761e-02 Score 97.643 Data time: 0.1927, Forward time: 2.2482, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.0269 [2020-11-16 23:33:30,412][root][INFO] - ===> Epoch[733](19130/26): Loss 0.0543, Sem 0.0543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.756e-02 Score 97.998 Data time: 0.2569, Forward time: 2.2482, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.5001 [2020-11-16 23:33:35,924][root][INFO] - ===> Epoch[734](19131/26): Loss 0.0585, Sem 0.0585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.751e-02 Score 97.802 Data time: 0.2433, Forward time: 2.2482, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.4044 [2020-11-16 23:33:40,455][root][INFO] - ===> Epoch[734](19132/26): Loss 0.0600, Sem 0.0600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.746e-02 Score 97.731 Data time: 0.1900, Forward time: 2.2482, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.4296 [2020-11-16 23:33:46,935][root][INFO] - ===> Epoch[734](19133/26): Loss 0.0547, Sem 0.0547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.741e-02 Score 97.994 Data time: 0.1533, Forward time: 2.2482, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.3794 [2020-11-16 23:33:52,287][root][INFO] - ===> Epoch[734](19134/26): Loss 0.0601, Sem 0.0601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.737e-02 Score 97.775 Data time: 0.1782, Forward time: 2.2482, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.2470 [2020-11-16 23:33:58,623][root][INFO] - ===> Epoch[734](19135/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.732e-02 Score 97.601 Data time: 0.1926, Forward time: 2.2482, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.2361 [2020-11-16 23:34:05,770][root][INFO] - ===> Epoch[734](19136/26): Loss 0.0666, Sem 0.0666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.727e-02 Score 97.549 Data time: 0.1470, Forward time: 2.2481, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 7.0409 [2020-11-16 23:34:12,083][root][INFO] - ===> Epoch[734](19137/26): Loss 0.0657, Sem 0.0657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.722e-02 Score 97.576 Data time: 0.1918, Forward time: 2.2481, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.2313 [2020-11-16 23:34:17,071][root][INFO] - ===> Epoch[734](19138/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.717e-02 Score 97.811 Data time: 0.1956, Forward time: 2.2481, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.8841 [2020-11-16 23:34:23,521][root][INFO] - ===> Epoch[734](19139/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.712e-02 Score 97.614 Data time: 0.2255, Forward time: 2.2481, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.3616 [2020-11-16 23:34:29,298][root][INFO] - ===> Epoch[734](19140/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.707e-02 Score 97.678 Data time: 0.1811, Forward time: 2.2481, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.6647 [2020-11-16 23:34:35,293][root][INFO] - ===> Epoch[734](19141/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.702e-02 Score 97.899 Data time: 0.1690, Forward time: 2.2481, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.8877 [2020-11-16 23:34:40,109][root][INFO] - ===> Epoch[734](19142/26): Loss 0.0582, Sem 0.0582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.697e-02 Score 97.843 Data time: 0.1892, Forward time: 2.2481, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.7213 [2020-11-16 23:34:45,558][root][INFO] - ===> Epoch[734](19143/26): Loss 0.0585, Sem 0.0585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.692e-02 Score 97.822 Data time: 0.2130, Forward time: 2.2481, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.3500 [2020-11-16 23:34:52,297][root][INFO] - ===> Epoch[734](19144/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.687e-02 Score 97.702 Data time: 0.2657, Forward time: 2.2481, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.6043 [2020-11-16 23:34:57,732][root][INFO] - ===> Epoch[734](19145/26): Loss 0.0611, Sem 0.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.682e-02 Score 97.791 Data time: 0.1889, Forward time: 2.2481, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.3227 [2020-11-16 23:35:03,550][root][INFO] - ===> Epoch[734](19146/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.677e-02 Score 97.879 Data time: 0.1526, Forward time: 2.2481, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.7172 [2020-11-16 23:35:09,533][root][INFO] - ===> Epoch[734](19147/26): Loss 0.0611, Sem 0.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.672e-02 Score 97.844 Data time: 0.1850, Forward time: 2.2481, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.9028 [2020-11-16 23:35:15,460][root][INFO] - ===> Epoch[734](19148/26): Loss 0.0576, Sem 0.0576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.667e-02 Score 97.878 Data time: 0.1884, Forward time: 2.2481, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.8279 [2020-11-16 23:35:22,458][root][INFO] - ===> Epoch[734](19149/26): Loss 0.0700, Sem 0.0700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.663e-02 Score 97.309 Data time: 0.2194, Forward time: 2.2481, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.9231 [2020-11-16 23:35:28,450][root][INFO] - ===> Epoch[734](19150/26): Loss 0.0648, Sem 0.0648, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.658e-02 Score 97.527 Data time: 0.2041, Forward time: 2.2481, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.8743 [2020-11-16 23:35:33,223][root][INFO] - ===> Epoch[734](19151/26): Loss 0.0637, Sem 0.0637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.653e-02 Score 97.563 Data time: 0.1974, Forward time: 2.2481, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 4.6772 [2020-11-16 23:35:39,268][root][INFO] - ===> Epoch[734](19152/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.648e-02 Score 97.824 Data time: 0.1908, Forward time: 2.2481, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.9535 [2020-11-16 23:35:45,116][root][INFO] - ===> Epoch[734](19153/26): Loss 0.0550, Sem 0.0550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.643e-02 Score 98.011 Data time: 0.2741, Forward time: 2.2482, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.7531 [2020-11-16 23:35:50,944][root][INFO] - ===> Epoch[734](19154/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.638e-02 Score 97.741 Data time: 0.2256, Forward time: 2.2482, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.7008 [2020-11-16 23:35:56,217][root][INFO] - ===> Epoch[734](19155/26): Loss 0.0735, Sem 0.0735, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.633e-02 Score 97.172 Data time: 0.1636, Forward time: 2.2482, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.1586 [2020-11-16 23:36:01,932][root][INFO] - ===> Epoch[734](19156/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.628e-02 Score 97.849 Data time: 0.1098, Forward time: 2.2481, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.6291 [2020-11-16 23:36:07,740][root][INFO] - ===> Epoch[735](19157/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.623e-02 Score 97.739 Data time: 0.2207, Forward time: 2.2481, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.7659 [2020-11-16 23:36:13,324][root][INFO] - ===> Epoch[735](19158/26): Loss 0.0567, Sem 0.0567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.618e-02 Score 97.903 Data time: 0.2250, Forward time: 2.2481, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.4963 [2020-11-16 23:36:19,499][root][INFO] - ===> Epoch[735](19159/26): Loss 0.0707, Sem 0.0707, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.613e-02 Score 97.092 Data time: 0.2070, Forward time: 2.2481, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.0726 [2020-11-16 23:36:24,018][root][INFO] - ===> Epoch[735](19160/26): Loss 0.0666, Sem 0.0666, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.608e-02 Score 97.479 Data time: 0.2108, Forward time: 2.2481, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 4.4190 [2020-11-16 23:36:28,821][root][INFO] - ===> Epoch[735](19161/26): Loss 0.0514, Sem 0.0514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.603e-02 Score 98.083 Data time: 0.1317, Forward time: 2.2481, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.7074 [2020-11-16 23:36:35,890][root][INFO] - ===> Epoch[735](19162/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.598e-02 Score 97.831 Data time: 0.1931, Forward time: 2.2480, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 6.9961 [2020-11-16 23:36:41,683][root][INFO] - ===> Epoch[735](19163/26): Loss 0.0528, Sem 0.0528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.593e-02 Score 98.067 Data time: 0.1932, Forward time: 2.2480, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.6928 [2020-11-16 23:36:47,601][root][INFO] - ===> Epoch[735](19164/26): Loss 0.0557, Sem 0.0557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.588e-02 Score 97.945 Data time: 0.1170, Forward time: 2.2480, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.8130 [2020-11-16 23:36:53,714][root][INFO] - ===> Epoch[735](19165/26): Loss 0.0585, Sem 0.0585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.583e-02 Score 97.838 Data time: 0.1399, Forward time: 2.2479, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 6.0428 [2020-11-16 23:37:00,252][root][INFO] - ===> Epoch[735](19166/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.579e-02 Score 97.872 Data time: 0.2197, Forward time: 2.2479, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 6.4556 [2020-11-16 23:37:05,830][root][INFO] - ===> Epoch[735](19167/26): Loss 0.0622, Sem 0.0622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.574e-02 Score 97.549 Data time: 0.2390, Forward time: 2.2479, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.4466 [2020-11-16 23:37:11,761][root][INFO] - ===> Epoch[735](19168/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.569e-02 Score 97.868 Data time: 0.2050, Forward time: 2.2479, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.8248 [2020-11-16 23:37:17,184][root][INFO] - ===> Epoch[735](19169/26): Loss 0.0550, Sem 0.0550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.564e-02 Score 97.928 Data time: 0.2149, Forward time: 2.2480, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.3123 [2020-11-16 23:37:23,127][root][INFO] - ===> Epoch[735](19170/26): Loss 0.0650, Sem 0.0650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.559e-02 Score 97.532 Data time: 0.2296, Forward time: 2.2480, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.8303 [2020-11-16 23:37:29,119][root][INFO] - ===> Epoch[735](19171/26): Loss 0.0659, Sem 0.0659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.554e-02 Score 97.463 Data time: 0.1421, Forward time: 2.2480, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.8696 [2020-11-16 23:37:35,114][root][INFO] - ===> Epoch[735](19172/26): Loss 0.0617, Sem 0.0617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.549e-02 Score 97.702 Data time: 0.1930, Forward time: 2.2479, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.9054 [2020-11-16 23:37:41,768][root][INFO] - ===> Epoch[735](19173/26): Loss 0.0636, Sem 0.0636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.544e-02 Score 97.676 Data time: 0.1781, Forward time: 2.2479, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 6.5410 [2020-11-16 23:37:46,930][root][INFO] - ===> Epoch[735](19174/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.539e-02 Score 97.917 Data time: 0.1495, Forward time: 2.2479, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.0549 [2020-11-16 23:37:53,421][root][INFO] - ===> Epoch[735](19175/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.534e-02 Score 97.954 Data time: 0.1478, Forward time: 2.2478, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.4092 [2020-11-16 23:37:59,079][root][INFO] - ===> Epoch[735](19176/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.529e-02 Score 97.667 Data time: 0.1483, Forward time: 2.2478, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.5668 [2020-11-16 23:38:04,358][root][INFO] - ===> Epoch[735](19177/26): Loss 0.0664, Sem 0.0664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.524e-02 Score 97.555 Data time: 0.1648, Forward time: 2.2478, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.1916 [2020-11-16 23:38:10,024][root][INFO] - ===> Epoch[735](19178/26): Loss 0.0561, Sem 0.0561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.519e-02 Score 97.934 Data time: 0.2597, Forward time: 2.2478, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.5767 [2020-11-16 23:38:15,849][root][INFO] - ===> Epoch[735](19179/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.514e-02 Score 97.787 Data time: 0.1461, Forward time: 2.2478, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.7186 [2020-11-16 23:38:21,971][root][INFO] - ===> Epoch[735](19180/26): Loss 0.0534, Sem 0.0534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.509e-02 Score 97.979 Data time: 0.1728, Forward time: 2.2477, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.0264 [2020-11-16 23:38:28,037][root][INFO] - ===> Epoch[735](19181/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.504e-02 Score 97.660 Data time: 0.1725, Forward time: 2.2477, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.9684 [2020-11-16 23:38:33,396][root][INFO] - ===> Epoch[735](19182/26): Loss 0.0572, Sem 0.0572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.499e-02 Score 97.949 Data time: 0.1825, Forward time: 2.2477, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.2524 [2020-11-16 23:38:39,236][root][INFO] - ===> Epoch[736](19183/26): Loss 0.0635, Sem 0.0635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.494e-02 Score 97.703 Data time: 0.2151, Forward time: 2.2477, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.7503 [2020-11-16 23:38:43,975][root][INFO] - ===> Epoch[736](19184/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.489e-02 Score 97.815 Data time: 0.1853, Forward time: 2.2477, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.6077 [2020-11-16 23:38:49,227][root][INFO] - ===> Epoch[736](19185/26): Loss 0.0638, Sem 0.0638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.484e-02 Score 97.663 Data time: 0.2166, Forward time: 2.2477, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.1433 [2020-11-16 23:38:54,302][root][INFO] - ===> Epoch[736](19186/26): Loss 0.0576, Sem 0.0576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.479e-02 Score 97.638 Data time: 0.2229, Forward time: 2.2478, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.9539 [2020-11-16 23:39:00,573][root][INFO] - ===> Epoch[736](19187/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.474e-02 Score 97.656 Data time: 0.3011, Forward time: 2.2478, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.1504 [2020-11-16 23:39:05,492][root][INFO] - ===> Epoch[736](19188/26): Loss 0.0626, Sem 0.0626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.470e-02 Score 97.755 Data time: 0.1317, Forward time: 2.2478, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 4.7822 [2020-11-16 23:39:12,665][root][INFO] - ===> Epoch[736](19189/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.465e-02 Score 97.882 Data time: 0.1925, Forward time: 2.2478, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 7.0884 [2020-11-16 23:39:20,030][root][INFO] - ===> Epoch[736](19190/26): Loss 0.0670, Sem 0.0670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.460e-02 Score 97.534 Data time: 0.2145, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 7.2656 [2020-11-16 23:39:25,707][root][INFO] - ===> Epoch[736](19191/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.455e-02 Score 97.854 Data time: 0.2350, Forward time: 2.2478, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.5496 [2020-11-16 23:39:32,659][root][INFO] - ===> Epoch[736](19192/26): Loss 0.0586, Sem 0.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.450e-02 Score 97.743 Data time: 0.2291, Forward time: 2.2479, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.8207 [2020-11-16 23:39:39,161][root][INFO] - ===> Epoch[736](19193/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.445e-02 Score 97.688 Data time: 0.1726, Forward time: 2.2479, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.3841 [2020-11-16 23:39:44,123][root][INFO] - ===> Epoch[736](19194/26): Loss 0.0518, Sem 0.0518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.440e-02 Score 98.102 Data time: 0.1925, Forward time: 2.2479, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.8732 [2020-11-16 23:39:49,309][root][INFO] - ===> Epoch[736](19195/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.435e-02 Score 97.896 Data time: 0.2406, Forward time: 2.2479, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.0912 [2020-11-16 23:39:55,262][root][INFO] - ===> Epoch[736](19196/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.430e-02 Score 97.562 Data time: 0.1956, Forward time: 2.2479, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.8518 [2020-11-16 23:40:00,521][root][INFO] - ===> Epoch[736](19197/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.425e-02 Score 97.813 Data time: 0.2297, Forward time: 2.2479, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.1630 [2020-11-16 23:40:05,721][root][INFO] - ===> Epoch[736](19198/26): Loss 0.0547, Sem 0.0547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.420e-02 Score 97.965 Data time: 0.1773, Forward time: 2.2479, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.0644 [2020-11-16 23:40:10,498][root][INFO] - ===> Epoch[736](19199/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.415e-02 Score 97.502 Data time: 0.2097, Forward time: 2.2479, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.7040 [2020-11-16 23:40:17,208][root][INFO] - ===> Epoch[736](19200/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.410e-02 Score 97.624 Data time: 0.3602, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.6011 [2020-11-16 23:40:22,260][root][INFO] - ===> Epoch[736](19201/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.405e-02 Score 97.786 Data time: 0.1360, Forward time: 2.2480, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 4.9269 [2020-11-16 23:40:28,649][root][INFO] - ===> Epoch[736](19202/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.400e-02 Score 97.718 Data time: 0.2363, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.3142 [2020-11-16 23:40:34,301][root][INFO] - ===> Epoch[736](19203/26): Loss 0.0564, Sem 0.0564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.395e-02 Score 97.944 Data time: 0.2453, Forward time: 2.2480, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.5534 [2020-11-16 23:40:41,289][root][INFO] - ===> Epoch[736](19204/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.390e-02 Score 98.060 Data time: 0.2294, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.9167 [2020-11-16 23:40:46,872][root][INFO] - ===> Epoch[736](19205/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.385e-02 Score 97.872 Data time: 0.1243, Forward time: 2.2480, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.4814 [2020-11-16 23:40:51,572][root][INFO] - ===> Epoch[736](19206/26): Loss 0.0591, Sem 0.0591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.380e-02 Score 97.667 Data time: 0.2060, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.6580 [2020-11-16 23:40:57,326][root][INFO] - ===> Epoch[736](19207/26): Loss 0.0641, Sem 0.0641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.375e-02 Score 97.756 Data time: 0.1834, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.6656 [2020-11-16 23:41:04,038][root][INFO] - ===> Epoch[736](19208/26): Loss 0.0559, Sem 0.0559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.370e-02 Score 97.912 Data time: 0.1860, Forward time: 2.2480, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.6205 [2020-11-16 23:41:08,857][root][INFO] - ===> Epoch[737](19209/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.365e-02 Score 97.611 Data time: 0.2084, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.7262 [2020-11-16 23:41:14,067][root][INFO] - ===> Epoch[737](19210/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.360e-02 Score 97.695 Data time: 0.1753, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.1131 [2020-11-16 23:41:19,915][root][INFO] - ===> Epoch[737](19211/26): Loss 0.0539, Sem 0.0539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.355e-02 Score 98.010 Data time: 0.1413, Forward time: 2.2479, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.7546 [2020-11-16 23:41:25,281][root][INFO] - ===> Epoch[737](19212/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.350e-02 Score 97.930 Data time: 0.2392, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.3023 [2020-11-16 23:41:30,914][root][INFO] - ===> Epoch[737](19213/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.345e-02 Score 97.710 Data time: 0.2142, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.5270 [2020-11-16 23:41:36,534][root][INFO] - ===> Epoch[737](19214/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.340e-02 Score 97.821 Data time: 0.2166, Forward time: 2.2480, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.5149 [2020-11-16 23:41:41,381][root][INFO] - ===> Epoch[737](19215/26): Loss 0.0643, Sem 0.0643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.335e-02 Score 97.675 Data time: 0.2262, Forward time: 2.2481, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 4.7350 [2020-11-16 23:41:47,794][root][INFO] - ===> Epoch[737](19216/26): Loss 0.0636, Sem 0.0636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.330e-02 Score 97.712 Data time: 0.1986, Forward time: 2.2481, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 6.3291 [2020-11-16 23:41:53,772][root][INFO] - ===> Epoch[737](19217/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.325e-02 Score 97.633 Data time: 0.2157, Forward time: 2.2481, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.8749 [2020-11-16 23:42:00,545][root][INFO] - ===> Epoch[737](19218/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.320e-02 Score 97.767 Data time: 0.1419, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.6545 [2020-11-16 23:42:06,629][root][INFO] - ===> Epoch[737](19219/26): Loss 0.0607, Sem 0.0607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.315e-02 Score 97.751 Data time: 0.2383, Forward time: 2.2481, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.9968 [2020-11-16 23:42:12,626][root][INFO] - ===> Epoch[737](19220/26): Loss 0.0603, Sem 0.0603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.310e-02 Score 97.753 Data time: 0.2665, Forward time: 2.2481, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.8665 [2020-11-16 23:42:18,183][root][INFO] - ===> Epoch[737](19221/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.306e-02 Score 97.922 Data time: 0.2026, Forward time: 2.2481, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.4235 [2020-11-16 23:42:23,693][root][INFO] - ===> Epoch[737](19222/26): Loss 0.0611, Sem 0.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.301e-02 Score 97.763 Data time: 0.1742, Forward time: 2.2481, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.3979 [2020-11-16 23:42:28,633][root][INFO] - ===> Epoch[737](19223/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.296e-02 Score 97.605 Data time: 0.1465, Forward time: 2.2481, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.8775 [2020-11-16 23:42:34,866][root][INFO] - ===> Epoch[737](19224/26): Loss 0.0654, Sem 0.0654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.291e-02 Score 97.512 Data time: 0.1869, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.1538 [2020-11-16 23:42:40,555][root][INFO] - ===> Epoch[737](19225/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.286e-02 Score 97.761 Data time: 0.2095, Forward time: 2.2481, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.6210 [2020-11-16 23:42:45,411][root][INFO] - ===> Epoch[737](19226/26): Loss 0.0695, Sem 0.0695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.281e-02 Score 97.531 Data time: 0.1936, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.7529 [2020-11-16 23:42:51,370][root][INFO] - ===> Epoch[737](19227/26): Loss 0.0584, Sem 0.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.276e-02 Score 97.879 Data time: 0.1448, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.8656 [2020-11-16 23:42:56,948][root][INFO] - ===> Epoch[737](19228/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.271e-02 Score 97.292 Data time: 0.2147, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.5095 [2020-11-16 23:43:02,275][root][INFO] - ===> Epoch[737](19229/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.266e-02 Score 97.796 Data time: 0.2686, Forward time: 2.2480, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.2133 [2020-11-16 23:43:06,729][root][INFO] - ===> Epoch[737](19230/26): Loss 0.0562, Sem 0.0562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.261e-02 Score 97.931 Data time: 0.1944, Forward time: 2.2480, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 4.3550 [2020-11-16 23:43:13,037][root][INFO] - ===> Epoch[737](19231/26): Loss 0.0522, Sem 0.0522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.256e-02 Score 98.109 Data time: 0.3193, Forward time: 2.2481, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 6.2168 [2020-11-16 23:43:17,872][root][INFO] - ===> Epoch[737](19232/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.251e-02 Score 97.620 Data time: 0.1385, Forward time: 2.2481, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 4.7290 [2020-11-16 23:43:24,035][root][INFO] - ===> Epoch[737](19233/26): Loss 0.0543, Sem 0.0543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.246e-02 Score 97.987 Data time: 0.3694, Forward time: 2.2481, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 6.1078 [2020-11-16 23:43:29,287][root][INFO] - ===> Epoch[737](19234/26): Loss 0.0582, Sem 0.0582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.241e-02 Score 97.807 Data time: 0.2133, Forward time: 2.2482, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.1465 [2020-11-16 23:43:35,200][root][INFO] - ===> Epoch[738](19235/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.236e-02 Score 97.781 Data time: 0.1772, Forward time: 2.2481, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.8172 [2020-11-16 23:43:39,952][root][INFO] - ===> Epoch[738](19236/26): Loss 0.0575, Sem 0.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.231e-02 Score 97.894 Data time: 0.1892, Forward time: 2.2481, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 4.6489 [2020-11-16 23:43:46,506][root][INFO] - ===> Epoch[738](19237/26): Loss 0.0674, Sem 0.0674, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.226e-02 Score 97.399 Data time: 0.2302, Forward time: 2.2481, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.4623 [2020-11-16 23:43:53,177][root][INFO] - ===> Epoch[738](19238/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.221e-02 Score 97.500 Data time: 0.3604, Forward time: 2.2482, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.5569 [2020-11-16 23:43:59,066][root][INFO] - ===> Epoch[738](19239/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.216e-02 Score 97.874 Data time: 0.1589, Forward time: 2.2482, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.7574 [2020-11-16 23:44:04,712][root][INFO] - ===> Epoch[738](19240/26): Loss 0.0571, Sem 0.0571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.211e-02 Score 97.795 Data time: 0.1636, Forward time: 2.2482, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.5539 [2020-11-16 23:44:09,551][root][INFO] - ===> Epoch[738](19241/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.206e-02 Score 97.947 Data time: 0.1930, Forward time: 2.2482, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 4.7818 [2020-11-16 23:44:15,320][root][INFO] - ===> Epoch[738](19242/26): Loss 0.0546, Sem 0.0546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.201e-02 Score 97.970 Data time: 0.1535, Forward time: 2.2481, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.6874 [2020-11-16 23:44:21,857][root][INFO] - ===> Epoch[738](19243/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.196e-02 Score 97.782 Data time: 0.1571, Forward time: 2.2481, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 6.4609 [2020-11-16 23:44:27,189][root][INFO] - ===> Epoch[738](19244/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.191e-02 Score 97.465 Data time: 0.1189, Forward time: 2.2480, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.2519 [2020-11-16 23:44:32,877][root][INFO] - ===> Epoch[738](19245/26): Loss 0.0590, Sem 0.0590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.186e-02 Score 97.805 Data time: 0.1806, Forward time: 2.2480, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.6155 [2020-11-16 23:44:37,495][root][INFO] - ===> Epoch[738](19246/26): Loss 0.0571, Sem 0.0571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.181e-02 Score 97.911 Data time: 0.1875, Forward time: 2.2480, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 4.5370 [2020-11-16 23:44:42,780][root][INFO] - ===> Epoch[738](19247/26): Loss 0.0585, Sem 0.0585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.176e-02 Score 97.896 Data time: 0.1759, Forward time: 2.2480, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.1935 [2020-11-16 23:44:47,980][root][INFO] - ===> Epoch[738](19248/26): Loss 0.0555, Sem 0.0555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.171e-02 Score 97.958 Data time: 0.1493, Forward time: 2.2479, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.1064 [2020-11-16 23:44:54,607][root][INFO] - ===> Epoch[738](19249/26): Loss 0.0711, Sem 0.0711, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.166e-02 Score 97.470 Data time: 0.1969, Forward time: 2.2479, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.5246 [2020-11-16 23:45:01,262][root][INFO] - ===> Epoch[738](19250/26): Loss 0.0532, Sem 0.0532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.161e-02 Score 98.038 Data time: 0.1944, Forward time: 2.2479, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.5485 [2020-11-16 23:45:06,978][root][INFO] - ===> Epoch[738](19251/26): Loss 0.0682, Sem 0.0682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.156e-02 Score 97.474 Data time: 0.1960, Forward time: 2.2479, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.6177 [2020-11-16 23:45:12,475][root][INFO] - ===> Epoch[738](19252/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.151e-02 Score 97.313 Data time: 0.3072, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.4007 [2020-11-16 23:45:17,954][root][INFO] - ===> Epoch[738](19253/26): Loss 0.0629, Sem 0.0629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.146e-02 Score 97.662 Data time: 0.1912, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.3519 [2020-11-16 23:45:24,616][root][INFO] - ===> Epoch[738](19254/26): Loss 0.0695, Sem 0.0695, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.141e-02 Score 97.296 Data time: 0.2262, Forward time: 2.2480, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.5492 [2020-11-16 23:45:31,604][root][INFO] - ===> Epoch[738](19255/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.136e-02 Score 97.738 Data time: 0.1179, Forward time: 2.2479, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.8807 [2020-11-16 23:45:37,315][root][INFO] - ===> Epoch[738](19256/26): Loss 0.0620, Sem 0.0620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.131e-02 Score 97.742 Data time: 0.1901, Forward time: 2.2479, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.6604 [2020-11-16 23:45:41,460][root][INFO] - ===> Epoch[738](19257/26): Loss 0.0526, Sem 0.0526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.126e-02 Score 98.136 Data time: 0.1805, Forward time: 2.2479, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.0651 [2020-11-16 23:45:47,069][root][INFO] - ===> Epoch[738](19258/26): Loss 0.0668, Sem 0.0668, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.121e-02 Score 97.478 Data time: 0.1642, Forward time: 2.2479, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.5285 [2020-11-16 23:45:51,974][root][INFO] - ===> Epoch[738](19259/26): Loss 0.0533, Sem 0.0533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.116e-02 Score 98.046 Data time: 0.1734, Forward time: 2.2479, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.8086 [2020-11-16 23:45:57,025][root][INFO] - ===> Epoch[738](19260/26): Loss 0.0570, Sem 0.0570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.111e-02 Score 97.885 Data time: 0.2063, Forward time: 2.2479, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.9885 [2020-11-16 23:46:03,755][root][INFO] - ===> Epoch[739](19261/26): Loss 0.0566, Sem 0.0566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.106e-02 Score 97.845 Data time: 0.2104, Forward time: 2.2479, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.6263 [2020-11-16 23:46:09,269][root][INFO] - ===> Epoch[739](19262/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.101e-02 Score 97.861 Data time: 0.1879, Forward time: 2.2479, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.4160 [2020-11-16 23:46:14,531][root][INFO] - ===> Epoch[739](19263/26): Loss 0.0634, Sem 0.0634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.096e-02 Score 97.655 Data time: 0.1837, Forward time: 2.2479, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.1601 [2020-11-16 23:46:21,219][root][INFO] - ===> Epoch[739](19264/26): Loss 0.0542, Sem 0.0542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.091e-02 Score 97.996 Data time: 0.1545, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.6035 [2020-11-16 23:46:27,292][root][INFO] - ===> Epoch[739](19265/26): Loss 0.0634, Sem 0.0634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.086e-02 Score 97.641 Data time: 0.1838, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.9959 [2020-11-16 23:46:32,838][root][INFO] - ===> Epoch[739](19266/26): Loss 0.0594, Sem 0.0594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.081e-02 Score 97.794 Data time: 0.1577, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.4634 [2020-11-16 23:46:37,992][root][INFO] - ===> Epoch[739](19267/26): Loss 0.0617, Sem 0.0617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.076e-02 Score 97.605 Data time: 0.1748, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.0674 [2020-11-16 23:46:43,416][root][INFO] - ===> Epoch[739](19268/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.071e-02 Score 97.753 Data time: 0.1194, Forward time: 2.2477, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.3120 [2020-11-16 23:46:48,985][root][INFO] - ===> Epoch[739](19269/26): Loss 0.0686, Sem 0.0686, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.066e-02 Score 97.455 Data time: 0.2275, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.5298 [2020-11-16 23:46:54,310][root][INFO] - ===> Epoch[739](19270/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.061e-02 Score 97.635 Data time: 0.2037, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.2195 [2020-11-16 23:46:59,786][root][INFO] - ===> Epoch[739](19271/26): Loss 0.0606, Sem 0.0606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.056e-02 Score 97.757 Data time: 0.2078, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.3776 [2020-11-16 23:47:05,545][root][INFO] - ===> Epoch[739](19272/26): Loss 0.0585, Sem 0.0585, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.051e-02 Score 97.829 Data time: 0.2023, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.6521 [2020-11-16 23:47:11,105][root][INFO] - ===> Epoch[739](19273/26): Loss 0.0521, Sem 0.0521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.046e-02 Score 98.102 Data time: 0.2078, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.4560 [2020-11-16 23:47:16,964][root][INFO] - ===> Epoch[739](19274/26): Loss 0.0550, Sem 0.0550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.041e-02 Score 97.970 Data time: 0.1839, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.7579 [2020-11-16 23:47:22,177][root][INFO] - ===> Epoch[739](19275/26): Loss 0.0657, Sem 0.0657, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.036e-02 Score 97.613 Data time: 0.1661, Forward time: 2.2477, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.1062 [2020-11-16 23:47:27,705][root][INFO] - ===> Epoch[739](19276/26): Loss 0.0572, Sem 0.0572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.031e-02 Score 97.887 Data time: 0.1796, Forward time: 2.2477, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.4463 [2020-11-16 23:47:33,986][root][INFO] - ===> Epoch[739](19277/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.026e-02 Score 97.760 Data time: 0.3460, Forward time: 2.2478, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.2037 [2020-11-16 23:47:38,390][root][INFO] - ===> Epoch[739](19278/26): Loss 0.0645, Sem 0.0645, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.021e-02 Score 97.644 Data time: 0.1639, Forward time: 2.2478, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.2769 [2020-11-16 23:47:43,427][root][INFO] - ===> Epoch[739](19279/26): Loss 0.0620, Sem 0.0620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.016e-02 Score 97.745 Data time: 0.2131, Forward time: 2.2478, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.9250 [2020-11-16 23:47:48,915][root][INFO] - ===> Epoch[739](19280/26): Loss 0.0606, Sem 0.0606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.011e-02 Score 97.729 Data time: 0.1588, Forward time: 2.2477, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.3798 [2020-11-16 23:47:54,735][root][INFO] - ===> Epoch[739](19281/26): Loss 0.0603, Sem 0.0603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.005e-02 Score 97.667 Data time: 0.1893, Forward time: 2.2477, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.7255 [2020-11-16 23:48:00,725][root][INFO] - ===> Epoch[739](19282/26): Loss 0.0597, Sem 0.0597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.000e-02 Score 97.786 Data time: 0.1461, Forward time: 2.2477, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.8775 [2020-11-16 23:48:06,953][root][INFO] - ===> Epoch[739](19283/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.995e-02 Score 97.846 Data time: 0.1895, Forward time: 2.2477, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.1634 [2020-11-16 23:48:11,952][root][INFO] - ===> Epoch[739](19284/26): Loss 0.0551, Sem 0.0551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.990e-02 Score 97.985 Data time: 0.1844, Forward time: 2.2477, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.8620 [2020-11-16 23:48:17,476][root][INFO] - ===> Epoch[739](19285/26): Loss 0.0617, Sem 0.0617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.985e-02 Score 97.707 Data time: 0.1751, Forward time: 2.2477, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.4272 [2020-11-16 23:48:22,275][root][INFO] - ===> Epoch[739](19286/26): Loss 0.0631, Sem 0.0631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.980e-02 Score 97.502 Data time: 0.1896, Forward time: 2.2477, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.6927 [2020-11-16 23:48:27,333][root][INFO] - ===> Epoch[740](19287/26): Loss 0.0594, Sem 0.0594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.975e-02 Score 97.809 Data time: 0.1447, Forward time: 2.2476, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.9412 [2020-11-16 23:48:33,912][root][INFO] - ===> Epoch[740](19288/26): Loss 0.0646, Sem 0.0646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.970e-02 Score 97.576 Data time: 0.2447, Forward time: 2.2477, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.4800 [2020-11-16 23:48:38,858][root][INFO] - ===> Epoch[740](19289/26): Loss 0.0652, Sem 0.0652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.965e-02 Score 97.584 Data time: 0.2068, Forward time: 2.2477, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.8168 [2020-11-16 23:48:44,412][root][INFO] - ===> Epoch[740](19290/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.960e-02 Score 97.753 Data time: 0.2589, Forward time: 2.2477, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.4517 [2020-11-16 23:48:50,675][root][INFO] - ===> Epoch[740](19291/26): Loss 0.0600, Sem 0.0600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.955e-02 Score 97.784 Data time: 0.1899, Forward time: 2.2477, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.1373 [2020-11-16 23:48:57,427][root][INFO] - ===> Epoch[740](19292/26): Loss 0.0664, Sem 0.0664, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.950e-02 Score 97.544 Data time: 0.1603, Forward time: 2.2477, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.6591 [2020-11-16 23:49:03,086][root][INFO] - ===> Epoch[740](19293/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.945e-02 Score 97.730 Data time: 0.1438, Forward time: 2.2476, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.5546 [2020-11-16 23:49:08,315][root][INFO] - ===> Epoch[740](19294/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.940e-02 Score 97.771 Data time: 0.2155, Forward time: 2.2476, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.1480 [2020-11-16 23:49:13,875][root][INFO] - ===> Epoch[740](19295/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.935e-02 Score 97.935 Data time: 0.1668, Forward time: 2.2476, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.4542 [2020-11-16 23:49:18,879][root][INFO] - ===> Epoch[740](19296/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.930e-02 Score 97.927 Data time: 0.1252, Forward time: 2.2476, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.9238 [2020-11-16 23:49:23,840][root][INFO] - ===> Epoch[740](19297/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.925e-02 Score 97.793 Data time: 0.2071, Forward time: 2.2476, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.9247 [2020-11-16 23:49:29,476][root][INFO] - ===> Epoch[740](19298/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.920e-02 Score 97.751 Data time: 0.1703, Forward time: 2.2476, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.5332 [2020-11-16 23:49:35,598][root][INFO] - ===> Epoch[740](19299/26): Loss 0.0597, Sem 0.0597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.915e-02 Score 97.723 Data time: 0.1982, Forward time: 2.2476, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.0407 [2020-11-16 23:49:41,809][root][INFO] - ===> Epoch[740](19300/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.910e-02 Score 97.600 Data time: 0.1852, Forward time: 2.2475, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.1108 [2020-11-16 23:49:47,667][root][INFO] - ===> Epoch[740](19301/26): Loss 0.0591, Sem 0.0591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.905e-02 Score 97.824 Data time: 0.2695, Forward time: 2.2476, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.7685 [2020-11-16 23:49:52,758][root][INFO] - ===> Epoch[740](19302/26): Loss 0.0539, Sem 0.0539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.900e-02 Score 98.017 Data time: 0.1600, Forward time: 2.2476, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.9686 [2020-11-16 23:49:58,143][root][INFO] - ===> Epoch[740](19303/26): Loss 0.0527, Sem 0.0527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.895e-02 Score 98.056 Data time: 0.1892, Forward time: 2.2476, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.2895 [2020-11-16 23:50:04,296][root][INFO] - ===> Epoch[740](19304/26): Loss 0.0514, Sem 0.0514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.890e-02 Score 98.090 Data time: 0.1801, Forward time: 2.2475, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.0540 [2020-11-16 23:50:09,582][root][INFO] - ===> Epoch[740](19305/26): Loss 0.0567, Sem 0.0567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.885e-02 Score 97.910 Data time: 0.1797, Forward time: 2.2475, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.2030 [2020-11-16 23:50:15,773][root][INFO] - ===> Epoch[740](19306/26): Loss 0.0539, Sem 0.0539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.880e-02 Score 98.045 Data time: 0.1927, Forward time: 2.2475, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.1040 [2020-11-16 23:50:20,421][root][INFO] - ===> Epoch[740](19307/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.875e-02 Score 97.741 Data time: 0.1965, Forward time: 2.2475, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.5348 [2020-11-16 23:50:26,134][root][INFO] - ===> Epoch[740](19308/26): Loss 0.0673, Sem 0.0673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.870e-02 Score 97.343 Data time: 0.2207, Forward time: 2.2475, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.6008 [2020-11-16 23:50:32,110][root][INFO] - ===> Epoch[740](19309/26): Loss 0.0637, Sem 0.0637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.865e-02 Score 97.546 Data time: 0.1567, Forward time: 2.2475, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.8506 [2020-11-16 23:50:37,166][root][INFO] - ===> Epoch[740](19310/26): Loss 0.0536, Sem 0.0536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.860e-02 Score 98.037 Data time: 0.1407, Forward time: 2.2475, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.9626 [2020-11-16 23:50:44,057][root][INFO] - ===> Epoch[740](19311/26): Loss 0.0605, Sem 0.0605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.855e-02 Score 97.785 Data time: 0.1802, Forward time: 2.2474, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.8003 [2020-11-16 23:50:49,147][root][INFO] - ===> Epoch[740](19312/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.850e-02 Score 97.782 Data time: 0.2104, Forward time: 2.2475, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.9648 [2020-11-16 23:50:55,581][root][INFO] - ===> Epoch[741](19313/26): Loss 0.0552, Sem 0.0552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.844e-02 Score 97.972 Data time: 0.2138, Forward time: 2.2474, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.3090 [2020-11-16 23:51:01,276][root][INFO] - ===> Epoch[741](19314/26): Loss 0.0606, Sem 0.0606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.839e-02 Score 97.774 Data time: 0.2310, Forward time: 2.2475, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.5775 [2020-11-16 23:51:07,193][root][INFO] - ===> Epoch[741](19315/26): Loss 0.0584, Sem 0.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.834e-02 Score 97.835 Data time: 0.1715, Forward time: 2.2475, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.8043 [2020-11-16 23:51:11,854][root][INFO] - ===> Epoch[741](19316/26): Loss 0.0495, Sem 0.0495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.829e-02 Score 98.172 Data time: 0.1611, Forward time: 2.2475, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.5529 [2020-11-16 23:51:17,390][root][INFO] - ===> Epoch[741](19317/26): Loss 0.0617, Sem 0.0617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.824e-02 Score 97.643 Data time: 0.1584, Forward time: 2.2474, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.4369 [2020-11-16 23:51:23,052][root][INFO] - ===> Epoch[741](19318/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.819e-02 Score 97.690 Data time: 0.1903, Forward time: 2.2474, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.5696 [2020-11-16 23:51:27,718][root][INFO] - ===> Epoch[741](19319/26): Loss 0.0557, Sem 0.0557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.814e-02 Score 97.837 Data time: 0.1553, Forward time: 2.2474, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.5577 [2020-11-16 23:51:32,397][root][INFO] - ===> Epoch[741](19320/26): Loss 0.0607, Sem 0.0607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.809e-02 Score 97.745 Data time: 0.1655, Forward time: 2.2473, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.5799 [2020-11-16 23:51:37,674][root][INFO] - ===> Epoch[741](19321/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.804e-02 Score 97.906 Data time: 0.1915, Forward time: 2.2473, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.1817 [2020-11-16 23:51:43,193][root][INFO] - ===> Epoch[741](19322/26): Loss 0.0606, Sem 0.0606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.799e-02 Score 97.747 Data time: 0.2787, Forward time: 2.2474, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.4015 [2020-11-16 23:51:48,846][root][INFO] - ===> Epoch[741](19323/26): Loss 0.0512, Sem 0.0512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.794e-02 Score 98.141 Data time: 0.1316, Forward time: 2.2473, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.5243 [2020-11-16 23:51:55,834][root][INFO] - ===> Epoch[741](19324/26): Loss 0.0576, Sem 0.0576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.789e-02 Score 97.827 Data time: 0.2375, Forward time: 2.2473, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.9059 [2020-11-16 23:52:01,255][root][INFO] - ===> Epoch[741](19325/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.784e-02 Score 97.781 Data time: 0.2441, Forward time: 2.2474, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.3109 [2020-11-16 23:52:06,929][root][INFO] - ===> Epoch[741](19326/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.779e-02 Score 97.767 Data time: 0.1869, Forward time: 2.2474, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.5522 [2020-11-16 23:52:13,250][root][INFO] - ===> Epoch[741](19327/26): Loss 0.0603, Sem 0.0603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.774e-02 Score 97.789 Data time: 0.1825, Forward time: 2.2473, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.2238 [2020-11-16 23:52:18,545][root][INFO] - ===> Epoch[741](19328/26): Loss 0.0715, Sem 0.0715, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.769e-02 Score 97.179 Data time: 0.1926, Forward time: 2.2473, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.2054 [2020-11-16 23:52:24,533][root][INFO] - ===> Epoch[741](19329/26): Loss 0.0549, Sem 0.0549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.764e-02 Score 97.860 Data time: 0.1660, Forward time: 2.2473, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.8781 [2020-11-16 23:52:30,328][root][INFO] - ===> Epoch[741](19330/26): Loss 0.0667, Sem 0.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.759e-02 Score 97.554 Data time: 0.2735, Forward time: 2.2474, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.7061 [2020-11-16 23:52:35,588][root][INFO] - ===> Epoch[741](19331/26): Loss 0.0586, Sem 0.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.754e-02 Score 97.815 Data time: 0.2330, Forward time: 2.2474, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.1445 [2020-11-16 23:52:40,518][root][INFO] - ===> Epoch[741](19332/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.748e-02 Score 97.820 Data time: 0.1967, Forward time: 2.2474, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.8256 [2020-11-16 23:52:47,259][root][INFO] - ===> Epoch[741](19333/26): Loss 0.0549, Sem 0.0549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.743e-02 Score 97.950 Data time: 0.2079, Forward time: 2.2474, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.6486 [2020-11-16 23:52:52,727][root][INFO] - ===> Epoch[741](19334/26): Loss 0.0587, Sem 0.0587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.738e-02 Score 97.856 Data time: 0.2450, Forward time: 2.2475, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.3747 [2020-11-16 23:52:57,662][root][INFO] - ===> Epoch[741](19335/26): Loss 0.0587, Sem 0.0587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.733e-02 Score 97.851 Data time: 0.1427, Forward time: 2.2474, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.8267 [2020-11-16 23:53:02,125][root][INFO] - ===> Epoch[741](19336/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.728e-02 Score 97.564 Data time: 0.1681, Forward time: 2.2474, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.4102 [2020-11-16 23:53:06,828][root][INFO] - ===> Epoch[741](19337/26): Loss 0.0515, Sem 0.0515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.723e-02 Score 98.139 Data time: 0.1804, Forward time: 2.2474, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.6301 [2020-11-16 23:53:12,273][root][INFO] - ===> Epoch[741](19338/26): Loss 0.0539, Sem 0.0539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.718e-02 Score 97.992 Data time: 0.2155, Forward time: 2.2474, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.3689 [2020-11-16 23:53:18,178][root][INFO] - ===> Epoch[742](19339/26): Loss 0.0605, Sem 0.0605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.713e-02 Score 97.734 Data time: 0.1526, Forward time: 2.2474, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.7920 [2020-11-16 23:53:25,426][root][INFO] - ===> Epoch[742](19340/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.708e-02 Score 97.699 Data time: 0.2653, Forward time: 2.2474, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 7.1696 [2020-11-16 23:53:31,383][root][INFO] - ===> Epoch[742](19341/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.703e-02 Score 97.700 Data time: 0.1933, Forward time: 2.2474, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.8365 [2020-11-16 23:53:36,509][root][INFO] - ===> Epoch[742](19342/26): Loss 0.0516, Sem 0.0516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.698e-02 Score 98.081 Data time: 0.1952, Forward time: 2.2474, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.0239 [2020-11-16 23:53:41,896][root][INFO] - ===> Epoch[742](19343/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.693e-02 Score 97.869 Data time: 0.1647, Forward time: 2.2474, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.2985 [2020-11-16 23:53:48,263][root][INFO] - ===> Epoch[742](19344/26): Loss 0.0577, Sem 0.0577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.688e-02 Score 97.776 Data time: 0.1617, Forward time: 2.2474, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.2792 [2020-11-16 23:53:53,552][root][INFO] - ===> Epoch[742](19345/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.683e-02 Score 97.840 Data time: 0.1796, Forward time: 2.2473, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.2177 [2020-11-16 23:53:58,414][root][INFO] - ===> Epoch[742](19346/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.678e-02 Score 97.706 Data time: 0.2151, Forward time: 2.2474, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.7655 [2020-11-16 23:54:03,513][root][INFO] - ===> Epoch[742](19347/26): Loss 0.0559, Sem 0.0559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.673e-02 Score 97.899 Data time: 0.1563, Forward time: 2.2473, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.9963 [2020-11-16 23:54:08,285][root][INFO] - ===> Epoch[742](19348/26): Loss 0.0611, Sem 0.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.667e-02 Score 97.528 Data time: 0.1415, Forward time: 2.2473, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.6903 [2020-11-16 23:54:14,696][root][INFO] - ===> Epoch[742](19349/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.662e-02 Score 97.904 Data time: 0.1834, Forward time: 2.2473, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.3371 [2020-11-16 23:54:20,465][root][INFO] - ===> Epoch[742](19350/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.657e-02 Score 97.794 Data time: 0.1442, Forward time: 2.2472, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.6815 [2020-11-16 23:54:25,705][root][INFO] - ===> Epoch[742](19351/26): Loss 0.0518, Sem 0.0518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.652e-02 Score 98.099 Data time: 0.1692, Forward time: 2.2472, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.1927 [2020-11-16 23:54:31,168][root][INFO] - ===> Epoch[742](19352/26): Loss 0.0572, Sem 0.0572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.647e-02 Score 97.882 Data time: 0.2178, Forward time: 2.2472, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.3716 [2020-11-16 23:54:35,802][root][INFO] - ===> Epoch[742](19353/26): Loss 0.0673, Sem 0.0673, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.642e-02 Score 97.479 Data time: 0.1843, Forward time: 2.2472, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.5159 [2020-11-16 23:54:41,660][root][INFO] - ===> Epoch[742](19354/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.637e-02 Score 97.696 Data time: 0.1655, Forward time: 2.2472, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.7548 [2020-11-16 23:54:47,859][root][INFO] - ===> Epoch[742](19355/26): Loss 0.0652, Sem 0.0652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.632e-02 Score 97.592 Data time: 0.1907, Forward time: 2.2472, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.1274 [2020-11-16 23:54:52,644][root][INFO] - ===> Epoch[742](19356/26): Loss 0.0625, Sem 0.0625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.627e-02 Score 97.773 Data time: 0.2623, Forward time: 2.2472, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.6712 [2020-11-16 23:54:58,678][root][INFO] - ===> Epoch[742](19357/26): Loss 0.0562, Sem 0.0562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.622e-02 Score 97.939 Data time: 0.1839, Forward time: 2.2472, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.9304 [2020-11-16 23:55:04,205][root][INFO] - ===> Epoch[742](19358/26): Loss 0.0514, Sem 0.0514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.617e-02 Score 98.135 Data time: 0.1209, Forward time: 2.2471, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.4361 [2020-11-16 23:55:10,040][root][INFO] - ===> Epoch[742](19359/26): Loss 0.0618, Sem 0.0618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.612e-02 Score 97.648 Data time: 0.1813, Forward time: 2.2471, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.7598 [2020-11-16 23:55:16,739][root][INFO] - ===> Epoch[742](19360/26): Loss 0.0516, Sem 0.0516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.607e-02 Score 98.086 Data time: 0.2326, Forward time: 2.2471, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.6000 [2020-11-16 23:55:23,234][root][INFO] - ===> Epoch[742](19361/26): Loss 0.0619, Sem 0.0619, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.601e-02 Score 97.550 Data time: 0.1667, Forward time: 2.2471, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.3820 [2020-11-16 23:55:29,409][root][INFO] - ===> Epoch[742](19362/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.596e-02 Score 97.855 Data time: 0.1699, Forward time: 2.2470, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.0669 [2020-11-16 23:55:36,731][root][INFO] - ===> Epoch[742](19363/26): Loss 0.0555, Sem 0.0555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.591e-02 Score 97.918 Data time: 0.2065, Forward time: 2.2470, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 7.2234 [2020-11-16 23:55:42,610][root][INFO] - ===> Epoch[742](19364/26): Loss 0.0616, Sem 0.0616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.586e-02 Score 97.769 Data time: 0.2396, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.7556 [2020-11-16 23:55:47,986][root][INFO] - ===> Epoch[743](19365/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.581e-02 Score 97.846 Data time: 0.1798, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.2550 [2020-11-16 23:55:53,286][root][INFO] - ===> Epoch[743](19366/26): Loss 0.0580, Sem 0.0580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.576e-02 Score 97.877 Data time: 0.1809, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.2092 [2020-11-16 23:55:58,614][root][INFO] - ===> Epoch[743](19367/26): Loss 0.0572, Sem 0.0572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.571e-02 Score 97.920 Data time: 0.2110, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.2229 [2020-11-16 23:56:04,266][root][INFO] - ===> Epoch[743](19368/26): Loss 0.0647, Sem 0.0647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.566e-02 Score 97.655 Data time: 0.1993, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.5454 [2020-11-16 23:56:09,855][root][INFO] - ===> Epoch[743](19369/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.561e-02 Score 97.847 Data time: 0.1756, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.4865 [2020-11-16 23:56:15,685][root][INFO] - ===> Epoch[743](19370/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.556e-02 Score 97.860 Data time: 0.2169, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.7336 [2020-11-16 23:56:21,852][root][INFO] - ===> Epoch[743](19371/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.551e-02 Score 97.800 Data time: 0.3472, Forward time: 2.2471, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.0696 [2020-11-16 23:56:27,303][root][INFO] - ===> Epoch[743](19372/26): Loss 0.0551, Sem 0.0551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.546e-02 Score 97.947 Data time: 0.1510, Forward time: 2.2471, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.3257 [2020-11-16 23:56:33,925][root][INFO] - ===> Epoch[743](19373/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.540e-02 Score 97.822 Data time: 0.1880, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.5353 [2020-11-16 23:56:40,217][root][INFO] - ===> Epoch[743](19374/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.535e-02 Score 97.760 Data time: 0.2352, Forward time: 2.2471, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 6.2059 [2020-11-16 23:56:45,377][root][INFO] - ===> Epoch[743](19375/26): Loss 0.0504, Sem 0.0504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.530e-02 Score 98.062 Data time: 0.1982, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.0822 [2020-11-16 23:56:50,890][root][INFO] - ===> Epoch[743](19376/26): Loss 0.0558, Sem 0.0558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.525e-02 Score 98.006 Data time: 0.2102, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.4237 [2020-11-16 23:56:57,404][root][INFO] - ===> Epoch[743](19377/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.520e-02 Score 97.904 Data time: 0.1436, Forward time: 2.2470, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 6.3965 [2020-11-16 23:57:03,244][root][INFO] - ===> Epoch[743](19378/26): Loss 0.0637, Sem 0.0637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.515e-02 Score 97.468 Data time: 0.2266, Forward time: 2.2471, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.7917 [2020-11-16 23:57:08,620][root][INFO] - ===> Epoch[743](19379/26): Loss 0.0641, Sem 0.0641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.510e-02 Score 97.739 Data time: 0.1511, Forward time: 2.2470, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.2843 [2020-11-16 23:57:15,953][root][INFO] - ===> Epoch[743](19380/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.505e-02 Score 97.712 Data time: 0.1330, Forward time: 2.2470, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 7.2616 [2020-11-16 23:57:21,679][root][INFO] - ===> Epoch[743](19381/26): Loss 0.0532, Sem 0.0532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.500e-02 Score 98.027 Data time: 0.1486, Forward time: 2.2469, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.6803 [2020-11-16 23:57:27,599][root][INFO] - ===> Epoch[743](19382/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.495e-02 Score 97.907 Data time: 0.1573, Forward time: 2.2469, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.8620 [2020-11-16 23:57:32,847][root][INFO] - ===> Epoch[743](19383/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.490e-02 Score 97.716 Data time: 0.1411, Forward time: 2.2469, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.1803 [2020-11-16 23:57:38,048][root][INFO] - ===> Epoch[743](19384/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.484e-02 Score 97.817 Data time: 0.1795, Forward time: 2.2469, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.1218 [2020-11-16 23:57:42,979][root][INFO] - ===> Epoch[743](19385/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.479e-02 Score 97.495 Data time: 0.2193, Forward time: 2.2469, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 4.8293 [2020-11-16 23:57:48,905][root][INFO] - ===> Epoch[743](19386/26): Loss 0.0617, Sem 0.0617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.474e-02 Score 97.763 Data time: 0.2077, Forward time: 2.2469, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.8169 [2020-11-16 23:57:54,620][root][INFO] - ===> Epoch[743](19387/26): Loss 0.0590, Sem 0.0590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.469e-02 Score 97.822 Data time: 0.1579, Forward time: 2.2468, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.6062 [2020-11-16 23:58:00,822][root][INFO] - ===> Epoch[743](19388/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.464e-02 Score 97.532 Data time: 0.1646, Forward time: 2.2468, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 6.1221 [2020-11-16 23:58:06,584][root][INFO] - ===> Epoch[743](19389/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.459e-02 Score 97.690 Data time: 0.1988, Forward time: 2.2468, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.6827 [2020-11-16 23:58:12,215][root][INFO] - ===> Epoch[743](19390/26): Loss 0.0512, Sem 0.0512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.454e-02 Score 98.104 Data time: 0.1812, Forward time: 2.2468, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.5129 [2020-11-16 23:58:18,160][root][INFO] - ===> Epoch[744](19391/26): Loss 0.0576, Sem 0.0576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.449e-02 Score 97.923 Data time: 0.2945, Forward time: 2.2469, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.8670 [2020-11-16 23:58:23,940][root][INFO] - ===> Epoch[744](19392/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.444e-02 Score 97.737 Data time: 0.2589, Forward time: 2.2469, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.6425 [2020-11-16 23:58:29,654][root][INFO] - ===> Epoch[744](19393/26): Loss 0.0571, Sem 0.0571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.438e-02 Score 97.877 Data time: 0.1808, Forward time: 2.2469, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.5768 [2020-11-16 23:58:36,264][root][INFO] - ===> Epoch[744](19394/26): Loss 0.0498, Sem 0.0498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.433e-02 Score 98.176 Data time: 0.1820, Forward time: 2.2469, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 6.5273 [2020-11-16 23:58:41,879][root][INFO] - ===> Epoch[744](19395/26): Loss 0.0522, Sem 0.0522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.428e-02 Score 98.097 Data time: 0.1602, Forward time: 2.2468, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.5218 [2020-11-16 23:58:48,289][root][INFO] - ===> Epoch[744](19396/26): Loss 0.0591, Sem 0.0591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.423e-02 Score 97.771 Data time: 0.1622, Forward time: 2.2468, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 6.3286 [2020-11-16 23:58:53,946][root][INFO] - ===> Epoch[744](19397/26): Loss 0.0616, Sem 0.0616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.418e-02 Score 97.710 Data time: 0.1836, Forward time: 2.2468, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.5721 [2020-11-16 23:59:00,040][root][INFO] - ===> Epoch[744](19398/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.413e-02 Score 97.835 Data time: 0.1738, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.9916 [2020-11-16 23:59:04,581][root][INFO] - ===> Epoch[744](19399/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.408e-02 Score 97.841 Data time: 0.1452, Forward time: 2.2467, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 4.4380 [2020-11-16 23:59:10,225][root][INFO] - ===> Epoch[744](19400/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.403e-02 Score 97.908 Data time: 0.1575, Forward time: 2.2467, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.5570 [2020-11-16 23:59:16,234][root][INFO] - ===> Epoch[744](19401/26): Loss 0.0560, Sem 0.0560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.398e-02 Score 97.901 Data time: 0.2246, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.9040 [2020-11-16 23:59:22,357][root][INFO] - ===> Epoch[744](19402/26): Loss 0.0682, Sem 0.0682, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.393e-02 Score 97.469 Data time: 0.2135, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.0330 [2020-11-16 23:59:27,631][root][INFO] - ===> Epoch[744](19403/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.387e-02 Score 98.007 Data time: 0.2259, Forward time: 2.2468, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.1559 [2020-11-16 23:59:33,423][root][INFO] - ===> Epoch[744](19404/26): Loss 0.0582, Sem 0.0582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.382e-02 Score 97.722 Data time: 0.1784, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.6679 [2020-11-16 23:59:39,344][root][INFO] - ===> Epoch[744](19405/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.377e-02 Score 97.622 Data time: 0.1952, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.8428 [2020-11-16 23:59:45,158][root][INFO] - ===> Epoch[744](19406/26): Loss 0.0587, Sem 0.0587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.372e-02 Score 97.833 Data time: 0.1885, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.7167 [2020-11-16 23:59:51,751][root][INFO] - ===> Epoch[744](19407/26): Loss 0.0611, Sem 0.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.367e-02 Score 97.761 Data time: 0.3723, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.4979 [2020-11-16 23:59:57,279][root][INFO] - ===> Epoch[744](19408/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.362e-02 Score 97.816 Data time: 0.1961, Forward time: 2.2468, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.4067 [2020-11-17 00:00:01,878][root][INFO] - ===> Epoch[744](19409/26): Loss 0.0555, Sem 0.0555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.357e-02 Score 97.944 Data time: 0.1681, Forward time: 2.2468, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 4.5032 [2020-11-17 00:00:08,099][root][INFO] - ===> Epoch[744](19410/26): Loss 0.0577, Sem 0.0577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.352e-02 Score 97.864 Data time: 0.1606, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.1396 [2020-11-17 00:00:13,537][root][INFO] - ===> Epoch[744](19411/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.346e-02 Score 97.824 Data time: 0.1774, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.3589 [2020-11-17 00:00:18,708][root][INFO] - ===> Epoch[744](19412/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.341e-02 Score 97.694 Data time: 0.1843, Forward time: 2.2467, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.0827 [2020-11-17 00:00:23,969][root][INFO] - ===> Epoch[744](19413/26): Loss 0.0531, Sem 0.0531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.336e-02 Score 97.960 Data time: 0.1772, Forward time: 2.2467, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.1654 [2020-11-17 00:00:29,301][root][INFO] - ===> Epoch[744](19414/26): Loss 0.0652, Sem 0.0652, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.331e-02 Score 97.708 Data time: 0.1837, Forward time: 2.2467, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.2501 [2020-11-17 00:00:34,731][root][INFO] - ===> Epoch[744](19415/26): Loss 0.0653, Sem 0.0653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.326e-02 Score 97.617 Data time: 0.1367, Forward time: 2.2467, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.3331 [2020-11-17 00:00:40,235][root][INFO] - ===> Epoch[744](19416/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.321e-02 Score 97.781 Data time: 0.1385, Forward time: 2.2466, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.4459 [2020-11-17 00:00:44,963][root][INFO] - ===> Epoch[745](19417/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.316e-02 Score 97.673 Data time: 0.2122, Forward time: 2.2466, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 4.6356 [2020-11-17 00:00:52,062][root][INFO] - ===> Epoch[745](19418/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.311e-02 Score 97.978 Data time: 0.1751, Forward time: 2.2466, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.9974 [2020-11-17 00:00:57,177][root][INFO] - ===> Epoch[745](19419/26): Loss 0.0635, Sem 0.0635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.305e-02 Score 97.733 Data time: 0.1475, Forward time: 2.2466, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.0106 [2020-11-17 00:01:02,658][root][INFO] - ===> Epoch[745](19420/26): Loss 0.0492, Sem 0.0492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.300e-02 Score 98.208 Data time: 0.2093, Forward time: 2.2466, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.3963 [2020-11-17 00:01:08,230][root][INFO] - ===> Epoch[745](19421/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.295e-02 Score 97.626 Data time: 0.2408, Forward time: 2.2466, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.4562 [2020-11-17 00:01:14,881][root][INFO] - ===> Epoch[745](19422/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.290e-02 Score 97.857 Data time: 0.2217, Forward time: 2.2466, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.5409 [2020-11-17 00:01:20,059][root][INFO] - ===> Epoch[745](19423/26): Loss 0.0566, Sem 0.0566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.285e-02 Score 97.938 Data time: 0.1844, Forward time: 2.2466, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.0746 [2020-11-17 00:01:24,913][root][INFO] - ===> Epoch[745](19424/26): Loss 0.0661, Sem 0.0661, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.280e-02 Score 97.516 Data time: 0.1822, Forward time: 2.2466, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 4.7447 [2020-11-17 00:01:30,035][root][INFO] - ===> Epoch[745](19425/26): Loss 0.0586, Sem 0.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.275e-02 Score 97.831 Data time: 0.2353, Forward time: 2.2466, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.0415 [2020-11-17 00:01:36,464][root][INFO] - ===> Epoch[745](19426/26): Loss 0.0543, Sem 0.0543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.270e-02 Score 98.000 Data time: 0.2199, Forward time: 2.2466, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 6.3232 [2020-11-17 00:01:42,574][root][INFO] - ===> Epoch[745](19427/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.264e-02 Score 97.536 Data time: 0.1627, Forward time: 2.2466, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.0030 [2020-11-17 00:01:49,079][root][INFO] - ===> Epoch[745](19428/26): Loss 0.0546, Sem 0.0546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.259e-02 Score 97.920 Data time: 0.2279, Forward time: 2.2466, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.4358 [2020-11-17 00:01:54,794][root][INFO] - ===> Epoch[745](19429/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.254e-02 Score 97.820 Data time: 0.1502, Forward time: 2.2466, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.5793 [2020-11-17 00:02:00,526][root][INFO] - ===> Epoch[745](19430/26): Loss 0.0495, Sem 0.0495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.249e-02 Score 98.158 Data time: 0.1505, Forward time: 2.2465, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.6326 [2020-11-17 00:02:06,496][root][INFO] - ===> Epoch[745](19431/26): Loss 0.0594, Sem 0.0594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.244e-02 Score 97.850 Data time: 0.1615, Forward time: 2.2465, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.8974 [2020-11-17 00:02:12,650][root][INFO] - ===> Epoch[745](19432/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.239e-02 Score 97.862 Data time: 0.2587, Forward time: 2.2466, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.0782 [2020-11-17 00:02:19,025][root][INFO] - ===> Epoch[745](19433/26): Loss 0.0594, Sem 0.0594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.234e-02 Score 97.605 Data time: 0.1913, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.2497 [2020-11-17 00:02:25,229][root][INFO] - ===> Epoch[745](19434/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.228e-02 Score 97.885 Data time: 0.1801, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.0998 [2020-11-17 00:02:31,439][root][INFO] - ===> Epoch[745](19435/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.223e-02 Score 97.849 Data time: 0.2525, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.1073 [2020-11-17 00:02:37,447][root][INFO] - ===> Epoch[745](19436/26): Loss 0.0559, Sem 0.0559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.218e-02 Score 97.899 Data time: 0.2016, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.8744 [2020-11-17 00:02:42,770][root][INFO] - ===> Epoch[745](19437/26): Loss 0.0538, Sem 0.0538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.213e-02 Score 98.002 Data time: 0.2460, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.2141 [2020-11-17 00:02:49,160][root][INFO] - ===> Epoch[745](19438/26): Loss 0.0530, Sem 0.0530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.208e-02 Score 98.019 Data time: 0.1711, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.2775 [2020-11-17 00:02:53,417][root][INFO] - ===> Epoch[745](19439/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.203e-02 Score 97.852 Data time: 0.1821, Forward time: 2.2466, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 4.1563 [2020-11-17 00:02:58,996][root][INFO] - ===> Epoch[745](19440/26): Loss 0.0534, Sem 0.0534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.198e-02 Score 98.053 Data time: 0.1596, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.4953 [2020-11-17 00:03:05,369][root][INFO] - ===> Epoch[745](19441/26): Loss 0.0594, Sem 0.0594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.192e-02 Score 97.773 Data time: 0.3320, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.2964 [2020-11-17 00:03:10,978][root][INFO] - ===> Epoch[745](19442/26): Loss 0.0623, Sem 0.0623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.187e-02 Score 97.582 Data time: 0.1894, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.4903 [2020-11-17 00:03:16,046][root][INFO] - ===> Epoch[746](19443/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.182e-02 Score 97.663 Data time: 0.2316, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 4.9648 [2020-11-17 00:03:21,800][root][INFO] - ===> Epoch[746](19444/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.177e-02 Score 97.712 Data time: 0.2081, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.6434 [2020-11-17 00:03:27,707][root][INFO] - ===> Epoch[746](19445/26): Loss 0.0603, Sem 0.0603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.172e-02 Score 97.710 Data time: 0.2131, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.7905 [2020-11-17 00:03:33,610][root][INFO] - ===> Epoch[746](19446/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.167e-02 Score 97.919 Data time: 0.2270, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.7822 [2020-11-17 00:03:38,828][root][INFO] - ===> Epoch[746](19447/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.161e-02 Score 97.745 Data time: 0.2155, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.1112 [2020-11-17 00:03:44,869][root][INFO] - ===> Epoch[746](19448/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.156e-02 Score 97.493 Data time: 0.1949, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.9392 [2020-11-17 00:03:50,614][root][INFO] - ===> Epoch[746](19449/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.151e-02 Score 97.837 Data time: 0.2639, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.6640 [2020-11-17 00:03:55,506][root][INFO] - ===> Epoch[746](19450/26): Loss 0.0526, Sem 0.0526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.146e-02 Score 98.081 Data time: 0.1470, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.7715 [2020-11-17 00:04:00,945][root][INFO] - ===> Epoch[746](19451/26): Loss 0.0514, Sem 0.0514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.141e-02 Score 98.066 Data time: 0.2263, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.3485 [2020-11-17 00:04:06,659][root][INFO] - ===> Epoch[746](19452/26): Loss 0.0555, Sem 0.0555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.136e-02 Score 97.720 Data time: 0.2368, Forward time: 2.2468, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.6266 [2020-11-17 00:04:12,411][root][INFO] - ===> Epoch[746](19453/26): Loss 0.0670, Sem 0.0670, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.131e-02 Score 97.578 Data time: 0.1281, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.6421 [2020-11-17 00:04:17,745][root][INFO] - ===> Epoch[746](19454/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.125e-02 Score 97.859 Data time: 0.1767, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.2259 [2020-11-17 00:04:24,578][root][INFO] - ===> Epoch[746](19455/26): Loss 0.0544, Sem 0.0544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.120e-02 Score 98.013 Data time: 0.2127, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.7344 [2020-11-17 00:04:29,905][root][INFO] - ===> Epoch[746](19456/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.115e-02 Score 97.752 Data time: 0.2006, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.2226 [2020-11-17 00:04:35,929][root][INFO] - ===> Epoch[746](19457/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.110e-02 Score 97.979 Data time: 0.2129, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.9226 [2020-11-17 00:04:42,315][root][INFO] - ===> Epoch[746](19458/26): Loss 0.0536, Sem 0.0536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.105e-02 Score 98.020 Data time: 0.1809, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.2708 [2020-11-17 00:04:47,326][root][INFO] - ===> Epoch[746](19459/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.100e-02 Score 97.709 Data time: 0.1543, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 4.8985 [2020-11-17 00:04:53,468][root][INFO] - ===> Epoch[746](19460/26): Loss 0.0631, Sem 0.0631, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.094e-02 Score 97.556 Data time: 0.2093, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.0552 [2020-11-17 00:04:58,966][root][INFO] - ===> Epoch[746](19461/26): Loss 0.0570, Sem 0.0570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.089e-02 Score 97.849 Data time: 0.1687, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.3967 [2020-11-17 00:05:03,890][root][INFO] - ===> Epoch[746](19462/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.084e-02 Score 98.020 Data time: 0.2302, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.8409 [2020-11-17 00:05:09,718][root][INFO] - ===> Epoch[746](19463/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.079e-02 Score 97.692 Data time: 0.1949, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.7429 [2020-11-17 00:05:16,376][root][INFO] - ===> Epoch[746](19464/26): Loss 0.0535, Sem 0.0535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.074e-02 Score 98.057 Data time: 0.2423, Forward time: 2.2468, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.5578 [2020-11-17 00:05:22,587][root][INFO] - ===> Epoch[746](19465/26): Loss 0.0551, Sem 0.0551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.069e-02 Score 97.955 Data time: 0.1441, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.0995 [2020-11-17 00:05:28,985][root][INFO] - ===> Epoch[746](19466/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.063e-02 Score 97.900 Data time: 0.1664, Forward time: 2.2467, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.3136 [2020-11-17 00:05:34,720][root][INFO] - ===> Epoch[746](19467/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.058e-02 Score 97.864 Data time: 0.2358, Forward time: 2.2467, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.6666 [2020-11-17 00:05:39,818][root][INFO] - ===> Epoch[746](19468/26): Loss 0.0545, Sem 0.0545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.053e-02 Score 97.995 Data time: 0.2163, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 4.9883 [2020-11-17 00:05:45,380][root][INFO] - ===> Epoch[747](19469/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.048e-02 Score 97.959 Data time: 0.1982, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.4681 [2020-11-17 00:05:51,078][root][INFO] - ===> Epoch[747](19470/26): Loss 0.0572, Sem 0.0572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.043e-02 Score 97.849 Data time: 0.1471, Forward time: 2.2467, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.6036 [2020-11-17 00:05:57,190][root][INFO] - ===> Epoch[747](19471/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.037e-02 Score 97.940 Data time: 0.1961, Forward time: 2.2467, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.0317 [2020-11-17 00:06:02,444][root][INFO] - ===> Epoch[747](19472/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.032e-02 Score 97.767 Data time: 0.1405, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.1403 [2020-11-17 00:06:07,531][root][INFO] - ===> Epoch[747](19473/26): Loss 0.0537, Sem 0.0537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.027e-02 Score 98.022 Data time: 0.2324, Forward time: 2.2467, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.0128 [2020-11-17 00:06:13,778][root][INFO] - ===> Epoch[747](19474/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.022e-02 Score 97.738 Data time: 0.2049, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.1212 [2020-11-17 00:06:19,744][root][INFO] - ===> Epoch[747](19475/26): Loss 0.0540, Sem 0.0540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.017e-02 Score 98.054 Data time: 0.2696, Forward time: 2.2467, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.8587 [2020-11-17 00:06:25,002][root][INFO] - ===> Epoch[747](19476/26): Loss 0.0597, Sem 0.0597, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.012e-02 Score 97.774 Data time: 0.1743, Forward time: 2.2467, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.1340 [2020-11-17 00:06:29,410][root][INFO] - ===> Epoch[747](19477/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.006e-02 Score 97.576 Data time: 0.1771, Forward time: 2.2466, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 4.3166 [2020-11-17 00:06:34,571][root][INFO] - ===> Epoch[747](19478/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.001e-02 Score 97.602 Data time: 0.1970, Forward time: 2.2466, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.0683 [2020-11-17 00:06:40,773][root][INFO] - ===> Epoch[747](19479/26): Loss 0.0498, Sem 0.0498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.996e-02 Score 98.175 Data time: 0.1860, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.0993 [2020-11-17 00:06:46,040][root][INFO] - ===> Epoch[747](19480/26): Loss 0.0600, Sem 0.0600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.991e-02 Score 97.655 Data time: 0.2059, Forward time: 2.2466, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.1525 [2020-11-17 00:06:52,302][root][INFO] - ===> Epoch[747](19481/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.986e-02 Score 97.861 Data time: 0.2316, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.1578 [2020-11-17 00:06:58,111][root][INFO] - ===> Epoch[747](19482/26): Loss 0.0611, Sem 0.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.980e-02 Score 97.762 Data time: 0.2697, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.6740 [2020-11-17 00:07:03,756][root][INFO] - ===> Epoch[747](19483/26): Loss 0.0521, Sem 0.0521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.975e-02 Score 98.046 Data time: 0.2405, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.5065 [2020-11-17 00:07:09,527][root][INFO] - ===> Epoch[747](19484/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.970e-02 Score 97.825 Data time: 0.2418, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.6693 [2020-11-17 00:07:15,682][root][INFO] - ===> Epoch[747](19485/26): Loss 0.0535, Sem 0.0535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.965e-02 Score 97.957 Data time: 0.1884, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.0453 [2020-11-17 00:07:22,050][root][INFO] - ===> Epoch[747](19486/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.960e-02 Score 97.823 Data time: 0.2158, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.2943 [2020-11-17 00:07:27,105][root][INFO] - ===> Epoch[747](19487/26): Loss 0.0576, Sem 0.0576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.955e-02 Score 97.874 Data time: 0.2222, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.9615 [2020-11-17 00:07:32,128][root][INFO] - ===> Epoch[747](19488/26): Loss 0.0544, Sem 0.0544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.949e-02 Score 97.986 Data time: 0.1754, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.9166 [2020-11-17 00:07:37,796][root][INFO] - ===> Epoch[747](19489/26): Loss 0.0567, Sem 0.0567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.944e-02 Score 97.924 Data time: 0.2068, Forward time: 2.2467, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.5701 [2020-11-17 00:07:44,098][root][INFO] - ===> Epoch[747](19490/26): Loss 0.0548, Sem 0.0548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.939e-02 Score 97.983 Data time: 0.2379, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.1887 [2020-11-17 00:07:50,317][root][INFO] - ===> Epoch[747](19491/26): Loss 0.0537, Sem 0.0537, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.934e-02 Score 98.005 Data time: 0.3376, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.1028 [2020-11-17 00:07:55,683][root][INFO] - ===> Epoch[747](19492/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.929e-02 Score 97.604 Data time: 0.1884, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.2591 [2020-11-17 00:08:03,022][root][INFO] - ===> Epoch[747](19493/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.923e-02 Score 97.807 Data time: 0.1690, Forward time: 2.2468, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 7.2440 [2020-11-17 00:08:09,386][root][INFO] - ===> Epoch[747](19494/26): Loss 0.0481, Sem 0.0481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.918e-02 Score 98.209 Data time: 0.1569, Forward time: 2.2468, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.2930 [2020-11-17 00:08:16,154][root][INFO] - ===> Epoch[748](19495/26): Loss 0.0601, Sem 0.0601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.913e-02 Score 97.628 Data time: 0.1778, Forward time: 2.2468, Backward time: 3.0649, DDP time: 0.0048, Total iter time: 6.6970 [2020-11-17 00:08:22,620][root][INFO] - ===> Epoch[748](19496/26): Loss 0.0557, Sem 0.0557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.908e-02 Score 97.905 Data time: 0.1416, Forward time: 2.2467, Backward time: 3.0650, DDP time: 0.0048, Total iter time: 6.3674 [2020-11-17 00:08:29,859][root][INFO] - ===> Epoch[748](19497/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.903e-02 Score 97.800 Data time: 0.1513, Forward time: 2.2467, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 7.1661 [2020-11-17 00:08:35,465][root][INFO] - ===> Epoch[748](19498/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.897e-02 Score 97.828 Data time: 0.2632, Forward time: 2.2467, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.5151 [2020-11-17 00:08:41,719][root][INFO] - ===> Epoch[748](19499/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.892e-02 Score 97.742 Data time: 0.1702, Forward time: 2.2467, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 6.1380 [2020-11-17 00:08:46,910][root][INFO] - ===> Epoch[748](19500/26): Loss 0.0529, Sem 0.0529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.887e-02 Score 98.014 Data time: 0.1517, Forward time: 2.2467, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.1037 [2020-11-17 00:08:47,535][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-17 00:08:47,660][root][INFO] - ===> Start testing [2020-11-17 00:10:02,046][root][INFO] - 101/312: Data time: 0.0056, Iter time: 0.3887 Loss 0.398 (AVG: 0.506) Score 93.634 (AVG: 90.872) mIOU 71.684 mAP 77.499 mAcc 78.921 IOU: 87.431 95.886 62.605 78.456 92.686 90.389 79.644 61.774 65.212 82.135 20.236 52.998 67.123 75.769 49.857 59.664 95.122 65.203 95.865 55.623 mAP: 83.060 96.820 69.725 72.218 94.398 84.307 80.226 71.324 70.751 77.578 48.446 54.902 73.700 84.366 64.713 84.747 96.933 84.744 88.412 68.602 mAcc: 96.455 98.481 78.686 83.484 95.766 95.977 86.326 70.620 80.533 91.086 23.446 55.998 88.712 81.854 55.059 65.795 97.711 73.121 98.067 61.238 [2020-11-17 00:11:17,186][root][INFO] - 201/312: Data time: 0.0083, Iter time: 0.3864 Loss 0.199 (AVG: 0.536) Score 95.340 (AVG: 90.305) mIOU 72.461 mAP 76.462 mAcc 80.294 IOU: 86.125 95.873 66.810 78.152 91.670 89.697 78.057 65.225 64.415 76.041 26.324 62.800 64.657 74.544 62.680 68.596 95.664 65.568 86.118 50.197 mAP: 81.383 97.065 67.751 73.148 91.591 83.195 74.371 73.987 70.407 73.582 48.107 58.062 71.806 80.504 70.274 90.387 96.888 84.865 75.009 66.851 mAcc: 95.786 98.637 81.161 81.643 94.971 94.909 84.234 76.511 77.752 88.133 33.548 71.486 88.234 79.344 69.871 71.323 97.298 75.027 90.861 55.155 [2020-11-17 00:12:40,808][root][INFO] - 301/312: Data time: 0.0032, Iter time: 0.1583 Loss 0.096 (AVG: 0.525) Score 96.731 (AVG: 90.420) mIOU 73.056 mAP 76.361 mAcc 80.459 IOU: 85.875 96.418 64.313 81.832 91.895 87.010 76.946 64.685 64.303 80.912 28.581 60.771 64.434 73.065 59.077 67.817 95.807 67.676 88.594 61.099 mAP: 80.928 97.365 64.974 77.121 91.169 83.051 74.915 72.717 71.910 73.844 49.255 54.959 72.239 78.570 66.395 89.152 97.080 85.949 80.044 65.593 mAcc: 96.204 98.797 77.381 85.112 95.858 92.517 84.829 74.895 76.362 89.625 34.644 69.754 84.983 77.973 65.021 72.825 97.472 76.664 92.616 65.641 [2020-11-17 00:12:46,929][root][INFO] - 312/312: Data time: 0.0019, Iter time: 0.2746 Loss 1.518 (AVG: 0.523) Score 76.136 (AVG: 90.447) mIOU 73.375 mAP 76.529 mAcc 80.731 IOU: 85.861 96.341 65.291 81.518 92.062 86.795 77.003 64.728 64.583 81.087 29.502 61.210 65.103 74.812 59.833 68.358 95.841 68.008 89.298 60.271 mAP: 80.889 97.265 65.295 76.183 91.243 83.127 75.329 72.770 72.055 73.437 50.158 53.614 72.709 79.356 67.781 89.288 96.915 86.221 81.788 65.168 mAcc: 96.191 98.805 78.212 84.587 95.942 92.597 84.965 74.964 76.487 89.773 35.657 70.150 85.341 79.494 65.676 73.232 97.547 77.061 93.107 64.831 [2020-11-17 00:12:46,929][root][INFO] - Finished test. Elapsed time: 239.2688 [2020-11-17 00:12:47,016][root][INFO] - Current best mIoU: 73.403 at iter 19000 [2020-11-17 00:12:51,010][root][INFO] - ===> Epoch[748](19501/26): Loss 0.0564, Sem 0.0564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.882e-02 Score 97.937 Data time: 0.1471, Forward time: 2.2466, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 3.9878 [2020-11-17 00:12:56,314][root][INFO] - ===> Epoch[748](19502/26): Loss 0.0570, Sem 0.0570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.876e-02 Score 97.864 Data time: 0.1465, Forward time: 2.2466, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.1925 [2020-11-17 00:13:01,681][root][INFO] - ===> Epoch[748](19503/26): Loss 0.0575, Sem 0.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.871e-02 Score 97.885 Data time: 0.1403, Forward time: 2.2466, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.2989 [2020-11-17 00:13:07,477][root][INFO] - ===> Epoch[748](19504/26): Loss 0.0542, Sem 0.0542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.866e-02 Score 97.967 Data time: 0.1666, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.7265 [2020-11-17 00:13:12,731][root][INFO] - ===> Epoch[748](19505/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.861e-02 Score 97.858 Data time: 0.1680, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.1557 [2020-11-17 00:13:19,472][root][INFO] - ===> Epoch[748](19506/26): Loss 0.0543, Sem 0.0543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.856e-02 Score 98.017 Data time: 0.2650, Forward time: 2.2465, Backward time: 3.0652, DDP time: 0.0048, Total iter time: 6.6474 [2020-11-17 00:13:24,108][root][INFO] - ===> Epoch[748](19507/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.850e-02 Score 97.660 Data time: 0.1968, Forward time: 2.2466, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 4.5077 [2020-11-17 00:13:29,570][root][INFO] - ===> Epoch[748](19508/26): Loss 0.0549, Sem 0.0549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.845e-02 Score 97.972 Data time: 0.1484, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.3456 [2020-11-17 00:13:35,021][root][INFO] - ===> Epoch[748](19509/26): Loss 0.0647, Sem 0.0647, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.840e-02 Score 97.601 Data time: 0.1473, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.3500 [2020-11-17 00:13:40,936][root][INFO] - ===> Epoch[748](19510/26): Loss 0.0523, Sem 0.0523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.835e-02 Score 98.077 Data time: 0.1647, Forward time: 2.2465, Backward time: 3.0652, DDP time: 0.0048, Total iter time: 5.8171 [2020-11-17 00:13:46,421][root][INFO] - ===> Epoch[748](19511/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.830e-02 Score 97.837 Data time: 0.2126, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.3683 [2020-11-17 00:13:52,033][root][INFO] - ===> Epoch[748](19512/26): Loss 0.0564, Sem 0.0564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.824e-02 Score 97.902 Data time: 0.1596, Forward time: 2.2464, Backward time: 3.0652, DDP time: 0.0048, Total iter time: 5.4964 [2020-11-17 00:13:58,187][root][INFO] - ===> Epoch[748](19513/26): Loss 0.0542, Sem 0.0542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.819e-02 Score 98.008 Data time: 0.2286, Forward time: 2.2465, Backward time: 3.0652, DDP time: 0.0048, Total iter time: 6.0558 [2020-11-17 00:14:03,437][root][INFO] - ===> Epoch[748](19514/26): Loss 0.0603, Sem 0.0603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.814e-02 Score 97.667 Data time: 0.1849, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.1296 [2020-11-17 00:14:08,828][root][INFO] - ===> Epoch[748](19515/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.809e-02 Score 97.543 Data time: 0.2050, Forward time: 2.2464, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.2766 [2020-11-17 00:14:14,540][root][INFO] - ===> Epoch[748](19516/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.803e-02 Score 97.852 Data time: 0.2009, Forward time: 2.2464, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.6221 [2020-11-17 00:14:19,978][root][INFO] - ===> Epoch[748](19517/26): Loss 0.0603, Sem 0.0603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.798e-02 Score 97.732 Data time: 0.1802, Forward time: 2.2464, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.3201 [2020-11-17 00:14:25,918][root][INFO] - ===> Epoch[748](19518/26): Loss 0.0636, Sem 0.0636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.793e-02 Score 97.623 Data time: 0.2386, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.8411 [2020-11-17 00:14:31,749][root][INFO] - ===> Epoch[748](19519/26): Loss 0.0506, Sem 0.0506, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.788e-02 Score 98.077 Data time: 0.2006, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.7020 [2020-11-17 00:14:37,307][root][INFO] - ===> Epoch[748](19520/26): Loss 0.0552, Sem 0.0552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.783e-02 Score 97.910 Data time: 0.1555, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.4525 [2020-11-17 00:14:43,056][root][INFO] - ===> Epoch[749](19521/26): Loss 0.0507, Sem 0.0507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.777e-02 Score 98.090 Data time: 0.2314, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.6673 [2020-11-17 00:14:48,523][root][INFO] - ===> Epoch[749](19522/26): Loss 0.0593, Sem 0.0593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.772e-02 Score 97.782 Data time: 0.2200, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.3586 [2020-11-17 00:14:53,996][root][INFO] - ===> Epoch[749](19523/26): Loss 0.0635, Sem 0.0635, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.767e-02 Score 97.635 Data time: 0.2210, Forward time: 2.2465, Backward time: 3.0650, DDP time: 0.0048, Total iter time: 5.3661 [2020-11-17 00:14:59,291][root][INFO] - ===> Epoch[749](19524/26): Loss 0.0550, Sem 0.0550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.762e-02 Score 97.926 Data time: 0.2295, Forward time: 2.2466, Backward time: 3.0650, DDP time: 0.0048, Total iter time: 5.1618 [2020-11-17 00:15:05,119][root][INFO] - ===> Epoch[749](19525/26): Loss 0.0584, Sem 0.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.756e-02 Score 97.839 Data time: 0.2186, Forward time: 2.2466, Backward time: 3.0650, DDP time: 0.0048, Total iter time: 5.7009 [2020-11-17 00:15:10,690][root][INFO] - ===> Epoch[749](19526/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.751e-02 Score 97.814 Data time: 0.2093, Forward time: 2.2466, Backward time: 3.0650, DDP time: 0.0048, Total iter time: 5.4543 [2020-11-17 00:15:16,167][root][INFO] - ===> Epoch[749](19527/26): Loss 0.0539, Sem 0.0539, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.746e-02 Score 98.014 Data time: 0.1590, Forward time: 2.2465, Backward time: 3.0650, DDP time: 0.0048, Total iter time: 5.3702 [2020-11-17 00:15:21,903][root][INFO] - ===> Epoch[749](19528/26): Loss 0.0653, Sem 0.0653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.741e-02 Score 97.614 Data time: 0.1723, Forward time: 2.2465, Backward time: 3.0650, DDP time: 0.0048, Total iter time: 5.6203 [2020-11-17 00:15:28,183][root][INFO] - ===> Epoch[749](19529/26): Loss 0.0629, Sem 0.0629, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.735e-02 Score 97.646 Data time: 0.1448, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 6.1736 [2020-11-17 00:15:34,652][root][INFO] - ===> Epoch[749](19530/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.730e-02 Score 97.765 Data time: 0.2250, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 6.4016 [2020-11-17 00:15:39,547][root][INFO] - ===> Epoch[749](19531/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.725e-02 Score 97.852 Data time: 0.2724, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 4.7752 [2020-11-17 00:15:44,829][root][INFO] - ===> Epoch[749](19532/26): Loss 0.0494, Sem 0.0494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.720e-02 Score 98.166 Data time: 0.2167, Forward time: 2.2465, Backward time: 3.0650, DDP time: 0.0048, Total iter time: 5.1718 [2020-11-17 00:15:49,902][root][INFO] - ===> Epoch[749](19533/26): Loss 0.0561, Sem 0.0561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.715e-02 Score 97.940 Data time: 0.2092, Forward time: 2.2465, Backward time: 3.0650, DDP time: 0.0048, Total iter time: 4.9597 [2020-11-17 00:15:56,559][root][INFO] - ===> Epoch[749](19534/26): Loss 0.0576, Sem 0.0576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.709e-02 Score 97.816 Data time: 0.1885, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 6.5582 [2020-11-17 00:16:02,180][root][INFO] - ===> Epoch[749](19535/26): Loss 0.0618, Sem 0.0618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.704e-02 Score 97.698 Data time: 0.1742, Forward time: 2.2465, Backward time: 3.0651, DDP time: 0.0048, Total iter time: 5.5168 [2020-11-17 00:16:06,876][root][INFO] - ===> Epoch[749](19536/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.699e-02 Score 97.630 Data time: 0.2406, Forward time: 2.2465, Backward time: 3.0650, DDP time: 0.0048, Total iter time: 4.5992 [2020-11-17 00:16:12,710][root][INFO] - ===> Epoch[749](19537/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.694e-02 Score 97.928 Data time: 0.2412, Forward time: 2.2465, Backward time: 3.0650, DDP time: 0.0048, Total iter time: 5.7263 [2020-11-17 00:16:17,702][root][INFO] - ===> Epoch[749](19538/26): Loss 0.0509, Sem 0.0509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.688e-02 Score 98.156 Data time: 0.2518, Forward time: 2.2465, Backward time: 3.0649, DDP time: 0.0048, Total iter time: 4.8954 [2020-11-17 00:16:24,112][root][INFO] - ===> Epoch[749](19539/26): Loss 0.0543, Sem 0.0543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.683e-02 Score 97.990 Data time: 0.3572, Forward time: 2.2466, Backward time: 3.0649, DDP time: 0.0048, Total iter time: 6.3028 [2020-11-17 00:16:29,347][root][INFO] - ===> Epoch[749](19540/26): Loss 0.0555, Sem 0.0555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.678e-02 Score 97.992 Data time: 0.1786, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.1191 [2020-11-17 00:16:36,204][root][INFO] - ===> Epoch[749](19541/26): Loss 0.0551, Sem 0.0551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.673e-02 Score 97.962 Data time: 0.2248, Forward time: 2.2466, Backward time: 3.0649, DDP time: 0.0048, Total iter time: 6.7627 [2020-11-17 00:16:41,406][root][INFO] - ===> Epoch[749](19542/26): Loss 0.0566, Sem 0.0566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.667e-02 Score 97.893 Data time: 0.2065, Forward time: 2.2466, Backward time: 3.0649, DDP time: 0.0048, Total iter time: 5.0959 [2020-11-17 00:16:45,237][root][INFO] - ===> Epoch[749](19543/26): Loss 0.0499, Sem 0.0499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.662e-02 Score 98.131 Data time: 0.1251, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 3.7169 [2020-11-17 00:16:50,495][root][INFO] - ===> Epoch[749](19544/26): Loss 0.0532, Sem 0.0532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.657e-02 Score 98.024 Data time: 0.1867, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.1991 [2020-11-17 00:16:57,118][root][INFO] - ===> Epoch[749](19545/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.652e-02 Score 97.751 Data time: 0.1924, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.5218 [2020-11-17 00:17:02,438][root][INFO] - ===> Epoch[749](19546/26): Loss 0.0551, Sem 0.0551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.646e-02 Score 97.893 Data time: 0.1546, Forward time: 2.2465, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.2045 [2020-11-17 00:17:07,111][root][INFO] - ===> Epoch[750](19547/26): Loss 0.0558, Sem 0.0558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.641e-02 Score 97.954 Data time: 0.1845, Forward time: 2.2465, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 4.6013 [2020-11-17 00:17:12,503][root][INFO] - ===> Epoch[750](19548/26): Loss 0.0527, Sem 0.0527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.636e-02 Score 98.077 Data time: 0.1989, Forward time: 2.2465, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.3083 [2020-11-17 00:17:18,805][root][INFO] - ===> Epoch[750](19549/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.630e-02 Score 98.024 Data time: 0.1610, Forward time: 2.2465, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.1940 [2020-11-17 00:17:25,402][root][INFO] - ===> Epoch[750](19550/26): Loss 0.0649, Sem 0.0649, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.625e-02 Score 97.663 Data time: 0.2199, Forward time: 2.2465, Backward time: 3.0649, DDP time: 0.0048, Total iter time: 6.5045 [2020-11-17 00:17:31,734][root][INFO] - ===> Epoch[750](19551/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.620e-02 Score 97.814 Data time: 0.2788, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.2199 [2020-11-17 00:17:36,480][root][INFO] - ===> Epoch[750](19552/26): Loss 0.0607, Sem 0.0607, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.615e-02 Score 97.721 Data time: 0.2082, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 4.6191 [2020-11-17 00:17:42,756][root][INFO] - ===> Epoch[750](19553/26): Loss 0.0549, Sem 0.0549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.609e-02 Score 97.978 Data time: 0.1671, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.1753 [2020-11-17 00:17:47,893][root][INFO] - ===> Epoch[750](19554/26): Loss 0.0552, Sem 0.0552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.604e-02 Score 97.980 Data time: 0.2422, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.0472 [2020-11-17 00:17:54,134][root][INFO] - ===> Epoch[750](19555/26): Loss 0.0642, Sem 0.0642, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.599e-02 Score 97.576 Data time: 0.1743, Forward time: 2.2466, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.1361 [2020-11-17 00:17:58,753][root][INFO] - ===> Epoch[750](19556/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.594e-02 Score 97.849 Data time: 0.2051, Forward time: 2.2466, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 4.5184 [2020-11-17 00:18:02,950][root][INFO] - ===> Epoch[750](19557/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.588e-02 Score 97.770 Data time: 0.1863, Forward time: 2.2466, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.0970 [2020-11-17 00:18:10,525][root][INFO] - ===> Epoch[750](19558/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.583e-02 Score 97.795 Data time: 0.3495, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 7.4870 [2020-11-17 00:18:16,711][root][INFO] - ===> Epoch[750](19559/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.578e-02 Score 97.795 Data time: 0.2190, Forward time: 2.2467, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.0497 [2020-11-17 00:18:22,787][root][INFO] - ===> Epoch[750](19560/26): Loss 0.0564, Sem 0.0564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.573e-02 Score 97.923 Data time: 0.3200, Forward time: 2.2468, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.9810 [2020-11-17 00:18:29,088][root][INFO] - ===> Epoch[750](19561/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.567e-02 Score 97.790 Data time: 0.1972, Forward time: 2.2468, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.1961 [2020-11-17 00:18:33,472][root][INFO] - ===> Epoch[750](19562/26): Loss 0.0643, Sem 0.0643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.562e-02 Score 97.488 Data time: 0.2161, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.2924 [2020-11-17 00:18:38,676][root][INFO] - ===> Epoch[750](19563/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.557e-02 Score 97.737 Data time: 0.1996, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.1156 [2020-11-17 00:18:44,598][root][INFO] - ===> Epoch[750](19564/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.551e-02 Score 97.856 Data time: 0.2017, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.8278 [2020-11-17 00:18:50,920][root][INFO] - ===> Epoch[750](19565/26): Loss 0.0593, Sem 0.0593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.546e-02 Score 97.828 Data time: 0.2235, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.2408 [2020-11-17 00:18:56,692][root][INFO] - ===> Epoch[750](19566/26): Loss 0.0603, Sem 0.0603, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.541e-02 Score 97.701 Data time: 0.2301, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.6724 [2020-11-17 00:19:03,335][root][INFO] - ===> Epoch[750](19567/26): Loss 0.0532, Sem 0.0532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.536e-02 Score 98.027 Data time: 0.1748, Forward time: 2.2468, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.5273 [2020-11-17 00:19:09,706][root][INFO] - ===> Epoch[750](19568/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.530e-02 Score 97.889 Data time: 0.1938, Forward time: 2.2468, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.2934 [2020-11-17 00:19:14,709][root][INFO] - ===> Epoch[750](19569/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.525e-02 Score 97.895 Data time: 0.1929, Forward time: 2.2468, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 4.9120 [2020-11-17 00:19:20,469][root][INFO] - ===> Epoch[750](19570/26): Loss 0.0606, Sem 0.0606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.520e-02 Score 97.771 Data time: 0.1940, Forward time: 2.2468, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.6613 [2020-11-17 00:19:24,680][root][INFO] - ===> Epoch[750](19571/26): Loss 0.0528, Sem 0.0528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.514e-02 Score 97.932 Data time: 0.1964, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.1158 [2020-11-17 00:19:29,526][root][INFO] - ===> Epoch[750](19572/26): Loss 0.0593, Sem 0.0593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.509e-02 Score 97.866 Data time: 0.1587, Forward time: 2.2468, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.7713 [2020-11-17 00:19:34,726][root][INFO] - ===> Epoch[751](19573/26): Loss 0.0551, Sem 0.0551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.504e-02 Score 97.802 Data time: 0.2095, Forward time: 2.2468, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.1299 [2020-11-17 00:19:39,764][root][INFO] - ===> Epoch[751](19574/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.499e-02 Score 97.895 Data time: 0.1855, Forward time: 2.2468, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 4.9369 [2020-11-17 00:19:45,165][root][INFO] - ===> Epoch[751](19575/26): Loss 0.0481, Sem 0.0481, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.493e-02 Score 98.183 Data time: 0.1478, Forward time: 2.2467, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.3192 [2020-11-17 00:19:50,376][root][INFO] - ===> Epoch[751](19576/26): Loss 0.0533, Sem 0.0533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.488e-02 Score 98.065 Data time: 0.2077, Forward time: 2.2467, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.1586 [2020-11-17 00:19:56,009][root][INFO] - ===> Epoch[751](19577/26): Loss 0.0626, Sem 0.0626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.483e-02 Score 97.673 Data time: 0.2274, Forward time: 2.2468, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.5289 [2020-11-17 00:20:00,993][root][INFO] - ===> Epoch[751](19578/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.477e-02 Score 97.875 Data time: 0.1607, Forward time: 2.2467, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 4.8616 [2020-11-17 00:20:06,835][root][INFO] - ===> Epoch[751](19579/26): Loss 0.0550, Sem 0.0550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.472e-02 Score 98.020 Data time: 0.1961, Forward time: 2.2467, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.7418 [2020-11-17 00:20:12,175][root][INFO] - ===> Epoch[751](19580/26): Loss 0.0551, Sem 0.0551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.467e-02 Score 97.952 Data time: 0.2092, Forward time: 2.2467, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.2294 [2020-11-17 00:20:17,918][root][INFO] - ===> Epoch[751](19581/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.462e-02 Score 97.930 Data time: 0.2532, Forward time: 2.2468, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.6263 [2020-11-17 00:20:23,172][root][INFO] - ===> Epoch[751](19582/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.456e-02 Score 97.845 Data time: 0.2344, Forward time: 2.2468, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.1444 [2020-11-17 00:20:28,604][root][INFO] - ===> Epoch[751](19583/26): Loss 0.0526, Sem 0.0526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.451e-02 Score 98.036 Data time: 0.2427, Forward time: 2.2469, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.3225 [2020-11-17 00:20:34,085][root][INFO] - ===> Epoch[751](19584/26): Loss 0.0625, Sem 0.0625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.446e-02 Score 97.603 Data time: 0.1589, Forward time: 2.2468, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.3727 [2020-11-17 00:20:39,212][root][INFO] - ===> Epoch[751](19585/26): Loss 0.0660, Sem 0.0660, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.440e-02 Score 97.541 Data time: 0.2205, Forward time: 2.2469, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.0678 [2020-11-17 00:20:44,255][root][INFO] - ===> Epoch[751](19586/26): Loss 0.0510, Sem 0.0510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.435e-02 Score 98.094 Data time: 0.1882, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 4.9319 [2020-11-17 00:20:48,919][root][INFO] - ===> Epoch[751](19587/26): Loss 0.0617, Sem 0.0617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.430e-02 Score 97.660 Data time: 0.1832, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 4.6034 [2020-11-17 00:20:53,710][root][INFO] - ===> Epoch[751](19588/26): Loss 0.0509, Sem 0.0509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.424e-02 Score 98.087 Data time: 0.1794, Forward time: 2.2468, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 4.6886 [2020-11-17 00:21:00,428][root][INFO] - ===> Epoch[751](19589/26): Loss 0.0729, Sem 0.0729, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.419e-02 Score 97.406 Data time: 0.1532, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.6308 [2020-11-17 00:21:07,648][root][INFO] - ===> Epoch[751](19590/26): Loss 0.0656, Sem 0.0656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.414e-02 Score 97.564 Data time: 0.1710, Forward time: 2.2467, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 7.1615 [2020-11-17 00:21:13,237][root][INFO] - ===> Epoch[751](19591/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.408e-02 Score 97.827 Data time: 0.1539, Forward time: 2.2467, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.5140 [2020-11-17 00:21:18,734][root][INFO] - ===> Epoch[751](19592/26): Loss 0.0536, Sem 0.0536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.403e-02 Score 98.065 Data time: 0.1807, Forward time: 2.2467, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.4217 [2020-11-17 00:21:24,374][root][INFO] - ===> Epoch[751](19593/26): Loss 0.0617, Sem 0.0617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.398e-02 Score 97.704 Data time: 0.2254, Forward time: 2.2467, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.5523 [2020-11-17 00:21:28,894][root][INFO] - ===> Epoch[751](19594/26): Loss 0.0560, Sem 0.0560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.393e-02 Score 97.961 Data time: 0.1772, Forward time: 2.2467, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 4.4155 [2020-11-17 00:21:34,665][root][INFO] - ===> Epoch[751](19595/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.387e-02 Score 97.772 Data time: 0.1369, Forward time: 2.2467, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.6864 [2020-11-17 00:21:39,483][root][INFO] - ===> Epoch[751](19596/26): Loss 0.0617, Sem 0.0617, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.382e-02 Score 97.738 Data time: 0.1916, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 4.7426 [2020-11-17 00:21:47,151][root][INFO] - ===> Epoch[751](19597/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.377e-02 Score 97.813 Data time: 0.1741, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 7.5673 [2020-11-17 00:21:52,985][root][INFO] - ===> Epoch[751](19598/26): Loss 0.0577, Sem 0.0577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.371e-02 Score 97.942 Data time: 0.1191, Forward time: 2.2466, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.7549 [2020-11-17 00:21:58,251][root][INFO] - ===> Epoch[752](19599/26): Loss 0.0547, Sem 0.0547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.366e-02 Score 97.983 Data time: 0.2027, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.2323 [2020-11-17 00:22:04,163][root][INFO] - ===> Epoch[752](19600/26): Loss 0.0494, Sem 0.0494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.361e-02 Score 98.170 Data time: 0.1877, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.8185 [2020-11-17 00:22:09,544][root][INFO] - ===> Epoch[752](19601/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.355e-02 Score 97.663 Data time: 0.2417, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.2794 [2020-11-17 00:22:15,777][root][INFO] - ===> Epoch[752](19602/26): Loss 0.0499, Sem 0.0499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.350e-02 Score 98.048 Data time: 0.1912, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 6.1030 [2020-11-17 00:22:21,449][root][INFO] - ===> Epoch[752](19603/26): Loss 0.0684, Sem 0.0684, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.345e-02 Score 97.550 Data time: 0.1499, Forward time: 2.2466, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.5663 [2020-11-17 00:22:27,146][root][INFO] - ===> Epoch[752](19604/26): Loss 0.0580, Sem 0.0580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.339e-02 Score 97.841 Data time: 0.2016, Forward time: 2.2465, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.6184 [2020-11-17 00:22:32,485][root][INFO] - ===> Epoch[752](19605/26): Loss 0.0624, Sem 0.0624, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.334e-02 Score 97.693 Data time: 0.2252, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.2304 [2020-11-17 00:22:38,002][root][INFO] - ===> Epoch[752](19606/26): Loss 0.0626, Sem 0.0626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.329e-02 Score 97.657 Data time: 0.2419, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.4055 [2020-11-17 00:22:44,175][root][INFO] - ===> Epoch[752](19607/26): Loss 0.0616, Sem 0.0616, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.323e-02 Score 97.699 Data time: 0.2121, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 6.0502 [2020-11-17 00:22:50,225][root][INFO] - ===> Epoch[752](19608/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.318e-02 Score 97.731 Data time: 0.1607, Forward time: 2.2466, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.9354 [2020-11-17 00:22:55,786][root][INFO] - ===> Epoch[752](19609/26): Loss 0.0545, Sem 0.0545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.313e-02 Score 98.012 Data time: 0.1751, Forward time: 2.2466, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.4689 [2020-11-17 00:23:00,556][root][INFO] - ===> Epoch[752](19610/26): Loss 0.0653, Sem 0.0653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.307e-02 Score 97.331 Data time: 0.2728, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 4.6558 [2020-11-17 00:23:05,825][root][INFO] - ===> Epoch[752](19611/26): Loss 0.0623, Sem 0.0623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.302e-02 Score 97.721 Data time: 0.2334, Forward time: 2.2466, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.1528 [2020-11-17 00:23:11,651][root][INFO] - ===> Epoch[752](19612/26): Loss 0.0518, Sem 0.0518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.297e-02 Score 98.081 Data time: 0.2119, Forward time: 2.2466, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.7155 [2020-11-17 00:23:18,060][root][INFO] - ===> Epoch[752](19613/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.291e-02 Score 97.784 Data time: 0.2123, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 6.3069 [2020-11-17 00:23:23,979][root][INFO] - ===> Epoch[752](19614/26): Loss 0.0587, Sem 0.0587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.286e-02 Score 97.781 Data time: 0.1926, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.8097 [2020-11-17 00:23:29,163][root][INFO] - ===> Epoch[752](19615/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.281e-02 Score 97.833 Data time: 0.2375, Forward time: 2.2467, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.0812 [2020-11-17 00:23:34,387][root][INFO] - ===> Epoch[752](19616/26): Loss 0.0548, Sem 0.0548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.275e-02 Score 98.025 Data time: 0.2170, Forward time: 2.2467, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.0931 [2020-11-17 00:23:40,463][root][INFO] - ===> Epoch[752](19617/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.270e-02 Score 97.856 Data time: 0.1775, Forward time: 2.2467, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.9886 [2020-11-17 00:23:45,843][root][INFO] - ===> Epoch[752](19618/26): Loss 0.0526, Sem 0.0526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.265e-02 Score 98.040 Data time: 0.2112, Forward time: 2.2467, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.2964 [2020-11-17 00:23:52,156][root][INFO] - ===> Epoch[752](19619/26): Loss 0.0504, Sem 0.0504, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.259e-02 Score 98.138 Data time: 0.2425, Forward time: 2.2467, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 6.1944 [2020-11-17 00:23:57,325][root][INFO] - ===> Epoch[752](19620/26): Loss 0.0572, Sem 0.0572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.254e-02 Score 97.880 Data time: 0.2391, Forward time: 2.2468, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.0574 [2020-11-17 00:24:03,067][root][INFO] - ===> Epoch[752](19621/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.248e-02 Score 97.666 Data time: 0.1850, Forward time: 2.2468, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.6327 [2020-11-17 00:24:07,891][root][INFO] - ===> Epoch[752](19622/26): Loss 0.0564, Sem 0.0564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.243e-02 Score 97.958 Data time: 0.1465, Forward time: 2.2467, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 4.7213 [2020-11-17 00:24:14,820][root][INFO] - ===> Epoch[752](19623/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.238e-02 Score 97.830 Data time: 0.1997, Forward time: 2.2467, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 6.8755 [2020-11-17 00:24:20,455][root][INFO] - ===> Epoch[752](19624/26): Loss 0.0552, Sem 0.0552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.232e-02 Score 97.946 Data time: 0.2540, Forward time: 2.2468, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.5404 [2020-11-17 00:24:25,041][root][INFO] - ===> Epoch[753](19625/26): Loss 0.0553, Sem 0.0553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.227e-02 Score 97.941 Data time: 0.2066, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 4.4597 [2020-11-17 00:24:30,784][root][INFO] - ===> Epoch[753](19626/26): Loss 0.0623, Sem 0.0623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.222e-02 Score 97.467 Data time: 0.1914, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.6379 [2020-11-17 00:24:35,670][root][INFO] - ===> Epoch[753](19627/26): Loss 0.0590, Sem 0.0590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.216e-02 Score 97.905 Data time: 0.1496, Forward time: 2.2467, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 4.7955 [2020-11-17 00:24:40,888][root][INFO] - ===> Epoch[753](19628/26): Loss 0.0593, Sem 0.0593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.211e-02 Score 97.802 Data time: 0.1712, Forward time: 2.2467, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.1576 [2020-11-17 00:24:45,734][root][INFO] - ===> Epoch[753](19629/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.206e-02 Score 97.881 Data time: 0.1769, Forward time: 2.2467, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 4.7862 [2020-11-17 00:24:51,219][root][INFO] - ===> Epoch[753](19630/26): Loss 0.0535, Sem 0.0535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.200e-02 Score 98.013 Data time: 0.1724, Forward time: 2.2467, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.3694 [2020-11-17 00:24:58,014][root][INFO] - ===> Epoch[753](19631/26): Loss 0.0700, Sem 0.0700, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.195e-02 Score 97.279 Data time: 0.1720, Forward time: 2.2467, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 6.7228 [2020-11-17 00:25:04,181][root][INFO] - ===> Epoch[753](19632/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.189e-02 Score 97.738 Data time: 0.2041, Forward time: 2.2467, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 6.0991 [2020-11-17 00:25:09,634][root][INFO] - ===> Epoch[753](19633/26): Loss 0.0550, Sem 0.0550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.184e-02 Score 97.848 Data time: 0.1591, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.3509 [2020-11-17 00:25:15,330][root][INFO] - ===> Epoch[753](19634/26): Loss 0.0522, Sem 0.0522, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.179e-02 Score 97.985 Data time: 0.1374, Forward time: 2.2466, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.6328 [2020-11-17 00:25:20,863][root][INFO] - ===> Epoch[753](19635/26): Loss 0.0683, Sem 0.0683, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.173e-02 Score 97.492 Data time: 0.1778, Forward time: 2.2466, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.4872 [2020-11-17 00:25:25,915][root][INFO] - ===> Epoch[753](19636/26): Loss 0.0529, Sem 0.0529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.168e-02 Score 98.017 Data time: 0.1424, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 4.9711 [2020-11-17 00:25:31,913][root][INFO] - ===> Epoch[753](19637/26): Loss 0.0566, Sem 0.0566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.163e-02 Score 97.888 Data time: 0.1756, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.9280 [2020-11-17 00:25:36,926][root][INFO] - ===> Epoch[753](19638/26): Loss 0.0623, Sem 0.0623, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.157e-02 Score 97.445 Data time: 0.1493, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 4.9303 [2020-11-17 00:25:43,231][root][INFO] - ===> Epoch[753](19639/26): Loss 0.0567, Sem 0.0567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.152e-02 Score 97.863 Data time: 0.1799, Forward time: 2.2465, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 6.2214 [2020-11-17 00:25:50,002][root][INFO] - ===> Epoch[753](19640/26): Loss 0.0575, Sem 0.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.146e-02 Score 97.909 Data time: 0.1763, Forward time: 2.2464, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 6.6564 [2020-11-17 00:25:56,413][root][INFO] - ===> Epoch[753](19641/26): Loss 0.0587, Sem 0.0587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.141e-02 Score 97.884 Data time: 0.1640, Forward time: 2.2464, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.2988 [2020-11-17 00:26:01,844][root][INFO] - ===> Epoch[753](19642/26): Loss 0.0529, Sem 0.0529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.136e-02 Score 98.071 Data time: 0.2436, Forward time: 2.2464, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.3473 [2020-11-17 00:26:07,989][root][INFO] - ===> Epoch[753](19643/26): Loss 0.0521, Sem 0.0521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.130e-02 Score 98.080 Data time: 0.1668, Forward time: 2.2464, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.0330 [2020-11-17 00:26:14,263][root][INFO] - ===> Epoch[753](19644/26): Loss 0.0591, Sem 0.0591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.125e-02 Score 97.783 Data time: 0.1839, Forward time: 2.2464, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.1916 [2020-11-17 00:26:20,090][root][INFO] - ===> Epoch[753](19645/26): Loss 0.0564, Sem 0.0564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.120e-02 Score 97.911 Data time: 0.2167, Forward time: 2.2464, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.7324 [2020-11-17 00:26:26,060][root][INFO] - ===> Epoch[753](19646/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.114e-02 Score 97.782 Data time: 0.1461, Forward time: 2.2464, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.8618 [2020-11-17 00:26:33,084][root][INFO] - ===> Epoch[753](19647/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.109e-02 Score 97.883 Data time: 0.1617, Forward time: 2.2463, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 6.9525 [2020-11-17 00:26:39,249][root][INFO] - ===> Epoch[753](19648/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.103e-02 Score 97.829 Data time: 0.1803, Forward time: 2.2463, Backward time: 3.0649, DDP time: 0.0048, Total iter time: 6.1024 [2020-11-17 00:26:44,870][root][INFO] - ===> Epoch[753](19649/26): Loss 0.0517, Sem 0.0517, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.098e-02 Score 97.973 Data time: 0.2175, Forward time: 2.2463, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.5398 [2020-11-17 00:26:50,932][root][INFO] - ===> Epoch[753](19650/26): Loss 0.0586, Sem 0.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.093e-02 Score 97.834 Data time: 0.1813, Forward time: 2.2463, Backward time: 3.0649, DDP time: 0.0048, Total iter time: 5.9625 [2020-11-17 00:26:56,436][root][INFO] - ===> Epoch[754](19651/26): Loss 0.0508, Sem 0.0508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.087e-02 Score 98.100 Data time: 0.2274, Forward time: 2.2464, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.3973 [2020-11-17 00:27:01,510][root][INFO] - ===> Epoch[754](19652/26): Loss 0.0618, Sem 0.0618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.082e-02 Score 97.667 Data time: 0.1853, Forward time: 2.2464, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 4.9624 [2020-11-17 00:27:06,640][root][INFO] - ===> Epoch[754](19653/26): Loss 0.0570, Sem 0.0570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.076e-02 Score 97.924 Data time: 0.1815, Forward time: 2.2463, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.0343 [2020-11-17 00:27:12,697][root][INFO] - ===> Epoch[754](19654/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.071e-02 Score 97.708 Data time: 0.1831, Forward time: 2.2463, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.9840 [2020-11-17 00:27:16,841][root][INFO] - ===> Epoch[754](19655/26): Loss 0.0558, Sem 0.0558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.066e-02 Score 97.918 Data time: 0.1514, Forward time: 2.2463, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 4.0505 [2020-11-17 00:27:22,083][root][INFO] - ===> Epoch[754](19656/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.060e-02 Score 97.987 Data time: 0.2547, Forward time: 2.2463, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.1736 [2020-11-17 00:27:26,479][root][INFO] - ===> Epoch[754](19657/26): Loss 0.0494, Sem 0.0494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.055e-02 Score 98.166 Data time: 0.1862, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.3068 [2020-11-17 00:27:32,260][root][INFO] - ===> Epoch[754](19658/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.049e-02 Score 97.815 Data time: 0.2048, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.6856 [2020-11-17 00:27:37,459][root][INFO] - ===> Epoch[754](19659/26): Loss 0.0641, Sem 0.0641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.044e-02 Score 97.630 Data time: 0.1587, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.0902 [2020-11-17 00:27:43,207][root][INFO] - ===> Epoch[754](19660/26): Loss 0.0622, Sem 0.0622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.039e-02 Score 97.625 Data time: 0.1877, Forward time: 2.2462, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.6654 [2020-11-17 00:27:48,425][root][INFO] - ===> Epoch[754](19661/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.033e-02 Score 97.823 Data time: 0.2328, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.1186 [2020-11-17 00:27:53,265][root][INFO] - ===> Epoch[754](19662/26): Loss 0.0530, Sem 0.0530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.028e-02 Score 98.011 Data time: 0.1432, Forward time: 2.2462, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.7296 [2020-11-17 00:27:59,610][root][INFO] - ===> Epoch[754](19663/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.022e-02 Score 97.795 Data time: 0.1704, Forward time: 2.2462, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.2584 [2020-11-17 00:28:05,412][root][INFO] - ===> Epoch[754](19664/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.017e-02 Score 97.912 Data time: 0.2137, Forward time: 2.2462, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.7459 [2020-11-17 00:28:10,969][root][INFO] - ===> Epoch[754](19665/26): Loss 0.0526, Sem 0.0526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.011e-02 Score 98.049 Data time: 0.2439, Forward time: 2.2462, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.4607 [2020-11-17 00:28:16,482][root][INFO] - ===> Epoch[754](19666/26): Loss 0.0560, Sem 0.0560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.006e-02 Score 97.932 Data time: 0.2442, Forward time: 2.2462, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.4037 [2020-11-17 00:28:21,466][root][INFO] - ===> Epoch[754](19667/26): Loss 0.0534, Sem 0.0534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.001e-02 Score 98.003 Data time: 0.2280, Forward time: 2.2463, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 4.8763 [2020-11-17 00:28:27,429][root][INFO] - ===> Epoch[754](19668/26): Loss 0.0577, Sem 0.0577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.995e-02 Score 97.837 Data time: 0.2015, Forward time: 2.2463, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.8591 [2020-11-17 00:28:34,167][root][INFO] - ===> Epoch[754](19669/26): Loss 0.0529, Sem 0.0529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.990e-02 Score 98.030 Data time: 0.1819, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.6344 [2020-11-17 00:28:40,992][root][INFO] - ===> Epoch[754](19670/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.984e-02 Score 97.902 Data time: 0.2498, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.7368 [2020-11-17 00:28:47,081][root][INFO] - ===> Epoch[754](19671/26): Loss 0.0622, Sem 0.0622, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.979e-02 Score 97.704 Data time: 0.2629, Forward time: 2.2464, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.9745 [2020-11-17 00:28:52,908][root][INFO] - ===> Epoch[754](19672/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.973e-02 Score 97.756 Data time: 0.1404, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.7052 [2020-11-17 00:28:59,139][root][INFO] - ===> Epoch[754](19673/26): Loss 0.0526, Sem 0.0526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.968e-02 Score 98.067 Data time: 0.1877, Forward time: 2.2463, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.1400 [2020-11-17 00:29:04,638][root][INFO] - ===> Epoch[754](19674/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.963e-02 Score 97.937 Data time: 0.1054, Forward time: 2.2462, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.4092 [2020-11-17 00:29:10,491][root][INFO] - ===> Epoch[754](19675/26): Loss 0.0646, Sem 0.0646, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.957e-02 Score 97.482 Data time: 0.1907, Forward time: 2.2462, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.8190 [2020-11-17 00:29:16,163][root][INFO] - ===> Epoch[754](19676/26): Loss 0.0572, Sem 0.0572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.952e-02 Score 97.895 Data time: 0.2169, Forward time: 2.2462, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.5763 [2020-11-17 00:29:21,399][root][INFO] - ===> Epoch[755](19677/26): Loss 0.0561, Sem 0.0561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.946e-02 Score 97.888 Data time: 0.1929, Forward time: 2.2462, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.1255 [2020-11-17 00:29:27,302][root][INFO] - ===> Epoch[755](19678/26): Loss 0.0548, Sem 0.0548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.941e-02 Score 97.973 Data time: 0.1744, Forward time: 2.2462, Backward time: 3.0648, DDP time: 0.0048, Total iter time: 5.7991 [2020-11-17 00:29:32,276][root][INFO] - ===> Epoch[755](19679/26): Loss 0.0515, Sem 0.0515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.935e-02 Score 98.072 Data time: 0.2207, Forward time: 2.2462, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 4.8882 [2020-11-17 00:29:37,934][root][INFO] - ===> Epoch[755](19680/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.930e-02 Score 97.886 Data time: 0.2532, Forward time: 2.2463, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.5586 [2020-11-17 00:29:43,515][root][INFO] - ===> Epoch[755](19681/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.925e-02 Score 97.858 Data time: 0.1596, Forward time: 2.2463, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.4591 [2020-11-17 00:29:48,801][root][INFO] - ===> Epoch[755](19682/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.919e-02 Score 97.716 Data time: 0.1543, Forward time: 2.2462, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 5.1931 [2020-11-17 00:29:53,808][root][INFO] - ===> Epoch[755](19683/26): Loss 0.0625, Sem 0.0625, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.914e-02 Score 97.592 Data time: 0.2068, Forward time: 2.2462, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 4.9335 [2020-11-17 00:29:58,956][root][INFO] - ===> Epoch[755](19684/26): Loss 0.0564, Sem 0.0564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.908e-02 Score 97.917 Data time: 0.2078, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.0542 [2020-11-17 00:30:03,988][root][INFO] - ===> Epoch[755](19685/26): Loss 0.0494, Sem 0.0494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.903e-02 Score 98.178 Data time: 0.1815, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.9144 [2020-11-17 00:30:08,569][root][INFO] - ===> Epoch[755](19686/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.897e-02 Score 97.892 Data time: 0.1922, Forward time: 2.2462, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 4.4816 [2020-11-17 00:30:13,742][root][INFO] - ===> Epoch[755](19687/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.892e-02 Score 97.771 Data time: 0.2464, Forward time: 2.2463, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.0815 [2020-11-17 00:30:19,308][root][INFO] - ===> Epoch[755](19688/26): Loss 0.0627, Sem 0.0627, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.886e-02 Score 97.596 Data time: 0.2040, Forward time: 2.2463, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.4562 [2020-11-17 00:30:25,772][root][INFO] - ===> Epoch[755](19689/26): Loss 0.0514, Sem 0.0514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.881e-02 Score 98.057 Data time: 0.1997, Forward time: 2.2463, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 6.3840 [2020-11-17 00:30:33,025][root][INFO] - ===> Epoch[755](19690/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.875e-02 Score 97.689 Data time: 0.1564, Forward time: 2.2462, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 7.1544 [2020-11-17 00:30:38,472][root][INFO] - ===> Epoch[755](19691/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.870e-02 Score 97.985 Data time: 0.2047, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.3795 [2020-11-17 00:30:44,189][root][INFO] - ===> Epoch[755](19692/26): Loss 0.0582, Sem 0.0582, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.865e-02 Score 97.819 Data time: 0.1616, Forward time: 2.2462, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.6059 [2020-11-17 00:30:48,321][root][INFO] - ===> Epoch[755](19693/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.859e-02 Score 97.810 Data time: 0.1700, Forward time: 2.2462, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.0643 [2020-11-17 00:30:53,420][root][INFO] - ===> Epoch[755](19694/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.854e-02 Score 97.630 Data time: 0.2215, Forward time: 2.2462, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.0093 [2020-11-17 00:30:59,156][root][INFO] - ===> Epoch[755](19695/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.848e-02 Score 97.888 Data time: 0.2067, Forward time: 2.2462, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.6297 [2020-11-17 00:31:04,680][root][INFO] - ===> Epoch[755](19696/26): Loss 0.0590, Sem 0.0590, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.843e-02 Score 97.806 Data time: 0.1835, Forward time: 2.2462, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.4333 [2020-11-17 00:31:11,042][root][INFO] - ===> Epoch[755](19697/26): Loss 0.0575, Sem 0.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.837e-02 Score 97.862 Data time: 0.1262, Forward time: 2.2461, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.2772 [2020-11-17 00:31:16,263][root][INFO] - ===> Epoch[755](19698/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.832e-02 Score 97.825 Data time: 0.1801, Forward time: 2.2461, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.1483 [2020-11-17 00:31:22,968][root][INFO] - ===> Epoch[755](19699/26): Loss 0.0605, Sem 0.0605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.826e-02 Score 97.637 Data time: 0.1946, Forward time: 2.2461, Backward time: 3.0647, DDP time: 0.0048, Total iter time: 6.6251 [2020-11-17 00:31:27,466][root][INFO] - ===> Epoch[755](19700/26): Loss 0.0494, Sem 0.0494, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.821e-02 Score 98.208 Data time: 0.1576, Forward time: 2.2461, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 4.3790 [2020-11-17 00:31:33,067][root][INFO] - ===> Epoch[755](19701/26): Loss 0.0547, Sem 0.0547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.815e-02 Score 97.937 Data time: 0.2207, Forward time: 2.2461, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.5133 [2020-11-17 00:31:39,601][root][INFO] - ===> Epoch[755](19702/26): Loss 0.0542, Sem 0.0542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.810e-02 Score 97.860 Data time: 0.3556, Forward time: 2.2462, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.4094 [2020-11-17 00:31:44,405][root][INFO] - ===> Epoch[756](19703/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.804e-02 Score 97.671 Data time: 0.2022, Forward time: 2.2462, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 4.6831 [2020-11-17 00:31:49,706][root][INFO] - ===> Epoch[756](19704/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.799e-02 Score 97.845 Data time: 0.2327, Forward time: 2.2462, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.1975 [2020-11-17 00:31:55,044][root][INFO] - ===> Epoch[756](19705/26): Loss 0.0632, Sem 0.0632, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.793e-02 Score 97.734 Data time: 0.1774, Forward time: 2.2462, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.2202 [2020-11-17 00:32:02,633][root][INFO] - ===> Epoch[756](19706/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.788e-02 Score 97.765 Data time: 0.1848, Forward time: 2.2462, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 7.4665 [2020-11-17 00:32:07,458][root][INFO] - ===> Epoch[756](19707/26): Loss 0.0626, Sem 0.0626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.782e-02 Score 97.714 Data time: 0.2102, Forward time: 2.2462, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 4.7142 [2020-11-17 00:32:12,516][root][INFO] - ===> Epoch[756](19708/26): Loss 0.0558, Sem 0.0558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.777e-02 Score 97.934 Data time: 0.1918, Forward time: 2.2462, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 4.9368 [2020-11-17 00:32:18,960][root][INFO] - ===> Epoch[756](19709/26): Loss 0.0586, Sem 0.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.771e-02 Score 97.778 Data time: 0.2135, Forward time: 2.2462, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 6.3471 [2020-11-17 00:32:24,830][root][INFO] - ===> Epoch[756](19710/26): Loss 0.0518, Sem 0.0518, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.766e-02 Score 98.106 Data time: 0.2002, Forward time: 2.2462, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.7294 [2020-11-17 00:32:31,162][root][INFO] - ===> Epoch[756](19711/26): Loss 0.0528, Sem 0.0528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.760e-02 Score 98.066 Data time: 0.3544, Forward time: 2.2463, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 6.2284 [2020-11-17 00:32:37,729][root][INFO] - ===> Epoch[756](19712/26): Loss 0.0564, Sem 0.0564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.755e-02 Score 97.888 Data time: 0.2198, Forward time: 2.2463, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 6.4462 [2020-11-17 00:32:43,353][root][INFO] - ===> Epoch[756](19713/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.749e-02 Score 97.905 Data time: 0.2379, Forward time: 2.2464, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.5151 [2020-11-17 00:32:48,655][root][INFO] - ===> Epoch[756](19714/26): Loss 0.0536, Sem 0.0536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.744e-02 Score 97.986 Data time: 0.1611, Forward time: 2.2463, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.1779 [2020-11-17 00:32:55,021][root][INFO] - ===> Epoch[756](19715/26): Loss 0.0620, Sem 0.0620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.738e-02 Score 97.769 Data time: 0.1965, Forward time: 2.2463, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 6.2899 [2020-11-17 00:33:01,018][root][INFO] - ===> Epoch[756](19716/26): Loss 0.0570, Sem 0.0570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.733e-02 Score 97.878 Data time: 0.1620, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.8957 [2020-11-17 00:33:06,731][root][INFO] - ===> Epoch[756](19717/26): Loss 0.0641, Sem 0.0641, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.727e-02 Score 97.741 Data time: 0.1951, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.6151 [2020-11-17 00:33:13,343][root][INFO] - ===> Epoch[756](19718/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.722e-02 Score 97.950 Data time: 0.2458, Forward time: 2.2463, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 6.5131 [2020-11-17 00:33:18,941][root][INFO] - ===> Epoch[756](19719/26): Loss 0.0605, Sem 0.0605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.716e-02 Score 97.780 Data time: 0.2275, Forward time: 2.2464, Backward time: 3.0646, DDP time: 0.0048, Total iter time: 5.4709 [2020-11-17 00:33:24,696][root][INFO] - ===> Epoch[756](19720/26): Loss 0.0507, Sem 0.0507, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.711e-02 Score 98.147 Data time: 0.2287, Forward time: 2.2464, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.6283 [2020-11-17 00:33:30,451][root][INFO] - ===> Epoch[756](19721/26): Loss 0.0542, Sem 0.0542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.705e-02 Score 98.007 Data time: 0.2086, Forward time: 2.2464, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.6297 [2020-11-17 00:33:35,456][root][INFO] - ===> Epoch[756](19722/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.700e-02 Score 97.775 Data time: 0.1810, Forward time: 2.2464, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 4.9147 [2020-11-17 00:33:41,220][root][INFO] - ===> Epoch[756](19723/26): Loss 0.0552, Sem 0.0552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.694e-02 Score 97.973 Data time: 0.2482, Forward time: 2.2465, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.6668 [2020-11-17 00:33:46,837][root][INFO] - ===> Epoch[756](19724/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.689e-02 Score 97.985 Data time: 0.1660, Forward time: 2.2464, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.5011 [2020-11-17 00:33:52,544][root][INFO] - ===> Epoch[756](19725/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.683e-02 Score 97.693 Data time: 0.2309, Forward time: 2.2465, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.6261 [2020-11-17 00:33:57,618][root][INFO] - ===> Epoch[756](19726/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.678e-02 Score 97.451 Data time: 0.1840, Forward time: 2.2465, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 4.9858 [2020-11-17 00:34:03,108][root][INFO] - ===> Epoch[756](19727/26): Loss 0.0510, Sem 0.0510, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.672e-02 Score 98.122 Data time: 0.1852, Forward time: 2.2464, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.3984 [2020-11-17 00:34:08,216][root][INFO] - ===> Epoch[756](19728/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.667e-02 Score 97.808 Data time: 0.2080, Forward time: 2.2464, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.0392 [2020-11-17 00:34:13,195][root][INFO] - ===> Epoch[757](19729/26): Loss 0.0570, Sem 0.0570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.661e-02 Score 97.908 Data time: 0.1338, Forward time: 2.2464, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 4.8592 [2020-11-17 00:34:18,979][root][INFO] - ===> Epoch[757](19730/26): Loss 0.0651, Sem 0.0651, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.655e-02 Score 97.569 Data time: 0.1846, Forward time: 2.2464, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.7039 [2020-11-17 00:34:24,292][root][INFO] - ===> Epoch[757](19731/26): Loss 0.0571, Sem 0.0571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.650e-02 Score 97.917 Data time: 0.2469, Forward time: 2.2464, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.2168 [2020-11-17 00:34:30,241][root][INFO] - ===> Epoch[757](19732/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.644e-02 Score 97.841 Data time: 0.2112, Forward time: 2.2464, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.8407 [2020-11-17 00:34:35,701][root][INFO] - ===> Epoch[757](19733/26): Loss 0.0546, Sem 0.0546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.639e-02 Score 97.909 Data time: 0.1721, Forward time: 2.2464, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.3319 [2020-11-17 00:34:41,832][root][INFO] - ===> Epoch[757](19734/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.633e-02 Score 97.838 Data time: 0.1935, Forward time: 2.2464, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 6.0246 [2020-11-17 00:34:49,392][root][INFO] - ===> Epoch[757](19735/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.628e-02 Score 97.821 Data time: 0.2271, Forward time: 2.2464, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 7.4435 [2020-11-17 00:34:55,006][root][INFO] - ===> Epoch[757](19736/26): Loss 0.0658, Sem 0.0658, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.622e-02 Score 97.556 Data time: 0.2544, Forward time: 2.2465, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.4872 [2020-11-17 00:35:01,421][root][INFO] - ===> Epoch[757](19737/26): Loss 0.0549, Sem 0.0549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.617e-02 Score 97.966 Data time: 0.2515, Forward time: 2.2465, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 6.2912 [2020-11-17 00:35:06,089][root][INFO] - ===> Epoch[757](19738/26): Loss 0.0577, Sem 0.0577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.611e-02 Score 97.819 Data time: 0.2078, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 4.5579 [2020-11-17 00:35:11,232][root][INFO] - ===> Epoch[757](19739/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.606e-02 Score 97.955 Data time: 0.2219, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.0535 [2020-11-17 00:35:16,953][root][INFO] - ===> Epoch[757](19740/26): Loss 0.0499, Sem 0.0499, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.600e-02 Score 98.178 Data time: 0.2656, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.6144 [2020-11-17 00:35:22,096][root][INFO] - ===> Epoch[757](19741/26): Loss 0.0584, Sem 0.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.594e-02 Score 97.848 Data time: 0.1708, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.0443 [2020-11-17 00:35:27,009][root][INFO] - ===> Epoch[757](19742/26): Loss 0.0594, Sem 0.0594, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.589e-02 Score 97.796 Data time: 0.1707, Forward time: 2.2465, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 4.8184 [2020-11-17 00:35:34,089][root][INFO] - ===> Epoch[757](19743/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.583e-02 Score 97.770 Data time: 0.1972, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 7.0042 [2020-11-17 00:35:39,453][root][INFO] - ===> Epoch[757](19744/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.578e-02 Score 97.658 Data time: 0.1847, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.2638 [2020-11-17 00:35:45,183][root][INFO] - ===> Epoch[757](19745/26): Loss 0.0548, Sem 0.0548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.572e-02 Score 97.901 Data time: 0.1722, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.6380 [2020-11-17 00:35:50,585][root][INFO] - ===> Epoch[757](19746/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.567e-02 Score 97.967 Data time: 0.1954, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.3287 [2020-11-17 00:35:54,956][root][INFO] - ===> Epoch[757](19747/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.561e-02 Score 97.795 Data time: 0.1685, Forward time: 2.2465, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 4.2725 [2020-11-17 00:36:01,140][root][INFO] - ===> Epoch[757](19748/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.555e-02 Score 97.858 Data time: 0.2598, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 6.1032 [2020-11-17 00:36:06,821][root][INFO] - ===> Epoch[757](19749/26): Loss 0.0538, Sem 0.0538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.550e-02 Score 97.992 Data time: 0.2245, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.5512 [2020-11-17 00:36:12,251][root][INFO] - ===> Epoch[757](19750/26): Loss 0.0548, Sem 0.0548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.544e-02 Score 97.939 Data time: 0.1728, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.3218 [2020-11-17 00:36:17,527][root][INFO] - ===> Epoch[757](19751/26): Loss 0.0502, Sem 0.0502, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.539e-02 Score 98.167 Data time: 0.1661, Forward time: 2.2465, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.1828 [2020-11-17 00:36:23,603][root][INFO] - ===> Epoch[757](19752/26): Loss 0.0575, Sem 0.0575, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.533e-02 Score 97.844 Data time: 0.1717, Forward time: 2.2465, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.9967 [2020-11-17 00:36:30,722][root][INFO] - ===> Epoch[757](19753/26): Loss 0.0521, Sem 0.0521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.528e-02 Score 98.054 Data time: 0.3868, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 7.0475 [2020-11-17 00:36:37,461][root][INFO] - ===> Epoch[757](19754/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.522e-02 Score 97.896 Data time: 0.2238, Forward time: 2.2466, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 6.6200 [2020-11-17 00:36:42,992][root][INFO] - ===> Epoch[758](19755/26): Loss 0.0593, Sem 0.0593, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.516e-02 Score 97.771 Data time: 0.1958, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.4028 [2020-11-17 00:36:48,657][root][INFO] - ===> Epoch[758](19756/26): Loss 0.0535, Sem 0.0535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.511e-02 Score 97.925 Data time: 0.1738, Forward time: 2.2466, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.5440 [2020-11-17 00:36:55,009][root][INFO] - ===> Epoch[758](19757/26): Loss 0.0580, Sem 0.0580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.505e-02 Score 97.781 Data time: 0.1556, Forward time: 2.2466, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 6.2583 [2020-11-17 00:37:00,686][root][INFO] - ===> Epoch[758](19758/26): Loss 0.0509, Sem 0.0509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.500e-02 Score 98.107 Data time: 0.1582, Forward time: 2.2466, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.6109 [2020-11-17 00:37:05,879][root][INFO] - ===> Epoch[758](19759/26): Loss 0.0550, Sem 0.0550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.494e-02 Score 97.988 Data time: 0.1636, Forward time: 2.2465, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.1411 [2020-11-17 00:37:11,239][root][INFO] - ===> Epoch[758](19760/26): Loss 0.0562, Sem 0.0562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.488e-02 Score 97.881 Data time: 0.2022, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.2753 [2020-11-17 00:37:17,547][root][INFO] - ===> Epoch[758](19761/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.483e-02 Score 97.662 Data time: 0.2526, Forward time: 2.2466, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 6.1996 [2020-11-17 00:37:22,555][root][INFO] - ===> Epoch[758](19762/26): Loss 0.0514, Sem 0.0514, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.477e-02 Score 98.111 Data time: 0.1859, Forward time: 2.2466, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 4.8886 [2020-11-17 00:37:28,184][root][INFO] - ===> Epoch[758](19763/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.472e-02 Score 97.876 Data time: 0.2240, Forward time: 2.2466, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.5549 [2020-11-17 00:37:33,068][root][INFO] - ===> Epoch[758](19764/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.466e-02 Score 97.876 Data time: 0.2032, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 4.7714 [2020-11-17 00:37:38,350][root][INFO] - ===> Epoch[758](19765/26): Loss 0.0626, Sem 0.0626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.460e-02 Score 97.678 Data time: 0.2330, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.1759 [2020-11-17 00:37:43,623][root][INFO] - ===> Epoch[758](19766/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.455e-02 Score 97.883 Data time: 0.1895, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.1604 [2020-11-17 00:37:49,080][root][INFO] - ===> Epoch[758](19767/26): Loss 0.0650, Sem 0.0650, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.449e-02 Score 97.582 Data time: 0.1862, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.3489 [2020-11-17 00:37:54,410][root][INFO] - ===> Epoch[758](19768/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.443e-02 Score 97.616 Data time: 0.2045, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.2554 [2020-11-17 00:37:59,139][root][INFO] - ===> Epoch[758](19769/26): Loss 0.0490, Sem 0.0490, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.438e-02 Score 98.201 Data time: 0.2193, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 4.6307 [2020-11-17 00:38:04,729][root][INFO] - ===> Epoch[758](19770/26): Loss 0.0535, Sem 0.0535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.432e-02 Score 98.008 Data time: 0.1882, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.5064 [2020-11-17 00:38:10,324][root][INFO] - ===> Epoch[758](19771/26): Loss 0.0557, Sem 0.0557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.427e-02 Score 97.894 Data time: 0.1945, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.5079 [2020-11-17 00:38:15,949][root][INFO] - ===> Epoch[758](19772/26): Loss 0.0611, Sem 0.0611, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.421e-02 Score 97.760 Data time: 0.1944, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.5219 [2020-11-17 00:38:22,352][root][INFO] - ===> Epoch[758](19773/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.415e-02 Score 97.767 Data time: 0.2650, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.3114 [2020-11-17 00:38:28,356][root][INFO] - ===> Epoch[758](19774/26): Loss 0.0656, Sem 0.0656, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.410e-02 Score 97.623 Data time: 0.2758, Forward time: 2.2467, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.8699 [2020-11-17 00:38:33,927][root][INFO] - ===> Epoch[758](19775/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.404e-02 Score 97.796 Data time: 0.2269, Forward time: 2.2467, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.4369 [2020-11-17 00:38:38,469][root][INFO] - ===> Epoch[758](19776/26): Loss 0.0559, Sem 0.0559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.398e-02 Score 97.905 Data time: 0.2007, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.4258 [2020-11-17 00:38:43,331][root][INFO] - ===> Epoch[758](19777/26): Loss 0.0549, Sem 0.0549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.393e-02 Score 97.926 Data time: 0.2225, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 4.7583 [2020-11-17 00:38:49,774][root][INFO] - ===> Epoch[758](19778/26): Loss 0.0529, Sem 0.0529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.387e-02 Score 97.945 Data time: 0.2373, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.3361 [2020-11-17 00:38:55,533][root][INFO] - ===> Epoch[758](19779/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.381e-02 Score 97.688 Data time: 0.1790, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.6748 [2020-11-17 00:39:00,691][root][INFO] - ===> Epoch[758](19780/26): Loss 0.0571, Sem 0.0571, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.376e-02 Score 97.915 Data time: 0.2266, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.0655 [2020-11-17 00:39:06,274][root][INFO] - ===> Epoch[759](19781/26): Loss 0.0538, Sem 0.0538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.370e-02 Score 98.003 Data time: 0.2277, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.4615 [2020-11-17 00:39:12,549][root][INFO] - ===> Epoch[759](19782/26): Loss 0.0540, Sem 0.0540, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.364e-02 Score 97.958 Data time: 0.2606, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.1672 [2020-11-17 00:39:18,044][root][INFO] - ===> Epoch[759](19783/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.359e-02 Score 97.905 Data time: 0.1280, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.3762 [2020-11-17 00:39:23,678][root][INFO] - ===> Epoch[759](19784/26): Loss 0.0533, Sem 0.0533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.353e-02 Score 98.074 Data time: 0.1725, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.5669 [2020-11-17 00:39:29,604][root][INFO] - ===> Epoch[759](19785/26): Loss 0.0555, Sem 0.0555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.347e-02 Score 97.936 Data time: 0.2154, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.8538 [2020-11-17 00:39:35,203][root][INFO] - ===> Epoch[759](19786/26): Loss 0.0567, Sem 0.0567, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.342e-02 Score 97.833 Data time: 0.1468, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.5015 [2020-11-17 00:39:40,493][root][INFO] - ===> Epoch[759](19787/26): Loss 0.0572, Sem 0.0572, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.336e-02 Score 97.800 Data time: 0.1991, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.2026 [2020-11-17 00:39:46,216][root][INFO] - ===> Epoch[759](19788/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.330e-02 Score 97.753 Data time: 0.1305, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.6241 [2020-11-17 00:39:52,107][root][INFO] - ===> Epoch[759](19789/26): Loss 0.0557, Sem 0.0557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.325e-02 Score 97.969 Data time: 0.2094, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.8172 [2020-11-17 00:39:57,614][root][INFO] - ===> Epoch[759](19790/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.319e-02 Score 97.828 Data time: 0.2144, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.4084 [2020-11-17 00:40:03,479][root][INFO] - ===> Epoch[759](19791/26): Loss 0.0523, Sem 0.0523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.313e-02 Score 98.098 Data time: 0.1821, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.7409 [2020-11-17 00:40:08,954][root][INFO] - ===> Epoch[759](19792/26): Loss 0.0530, Sem 0.0530, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.308e-02 Score 98.011 Data time: 0.2658, Forward time: 2.2467, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.3762 [2020-11-17 00:40:15,121][root][INFO] - ===> Epoch[759](19793/26): Loss 0.0566, Sem 0.0566, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.302e-02 Score 97.843 Data time: 0.1725, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.0502 [2020-11-17 00:40:21,065][root][INFO] - ===> Epoch[759](19794/26): Loss 0.0492, Sem 0.0492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.296e-02 Score 98.232 Data time: 0.1681, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.8727 [2020-11-17 00:40:25,556][root][INFO] - ===> Epoch[759](19795/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.291e-02 Score 97.625 Data time: 0.1575, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.4145 [2020-11-17 00:40:30,740][root][INFO] - ===> Epoch[759](19796/26): Loss 0.0577, Sem 0.0577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.285e-02 Score 97.837 Data time: 0.2220, Forward time: 2.2467, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.1331 [2020-11-17 00:40:37,185][root][INFO] - ===> Epoch[759](19797/26): Loss 0.0559, Sem 0.0559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.279e-02 Score 97.915 Data time: 0.1782, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.3455 [2020-11-17 00:40:40,966][root][INFO] - ===> Epoch[759](19798/26): Loss 0.0532, Sem 0.0532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.274e-02 Score 97.931 Data time: 0.1557, Forward time: 2.2466, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 3.6931 [2020-11-17 00:40:45,595][root][INFO] - ===> Epoch[759](19799/26): Loss 0.0576, Sem 0.0576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.268e-02 Score 97.889 Data time: 0.2225, Forward time: 2.2466, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.5662 [2020-11-17 00:40:51,173][root][INFO] - ===> Epoch[759](19800/26): Loss 0.0550, Sem 0.0550, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.262e-02 Score 97.966 Data time: 0.1703, Forward time: 2.2466, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.4887 [2020-11-17 00:40:57,211][root][INFO] - ===> Epoch[759](19801/26): Loss 0.0543, Sem 0.0543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.256e-02 Score 97.963 Data time: 0.3076, Forward time: 2.2467, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.9603 [2020-11-17 00:41:03,768][root][INFO] - ===> Epoch[759](19802/26): Loss 0.0654, Sem 0.0654, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.251e-02 Score 97.745 Data time: 0.1806, Forward time: 2.2467, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.4279 [2020-11-17 00:41:09,082][root][INFO] - ===> Epoch[759](19803/26): Loss 0.0608, Sem 0.0608, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.245e-02 Score 97.691 Data time: 0.1929, Forward time: 2.2467, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.2208 [2020-11-17 00:41:15,713][root][INFO] - ===> Epoch[759](19804/26): Loss 0.0626, Sem 0.0626, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.239e-02 Score 97.640 Data time: 0.3707, Forward time: 2.2467, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.5478 [2020-11-17 00:41:22,561][root][INFO] - ===> Epoch[759](19805/26): Loss 0.0640, Sem 0.0640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.234e-02 Score 97.689 Data time: 0.2454, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.7241 [2020-11-17 00:41:27,513][root][INFO] - ===> Epoch[759](19806/26): Loss 0.0544, Sem 0.0544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.228e-02 Score 98.008 Data time: 0.1484, Forward time: 2.2468, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.8250 [2020-11-17 00:41:33,738][root][INFO] - ===> Epoch[760](19807/26): Loss 0.0589, Sem 0.0589, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.222e-02 Score 97.769 Data time: 0.3619, Forward time: 2.2468, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.1576 [2020-11-17 00:41:39,366][root][INFO] - ===> Epoch[760](19808/26): Loss 0.0519, Sem 0.0519, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.216e-02 Score 98.071 Data time: 0.2655, Forward time: 2.2469, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.4965 [2020-11-17 00:41:45,989][root][INFO] - ===> Epoch[760](19809/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.211e-02 Score 97.901 Data time: 0.3813, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.5115 [2020-11-17 00:41:52,103][root][INFO] - ===> Epoch[760](19810/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.205e-02 Score 97.654 Data time: 0.2618, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.0063 [2020-11-17 00:41:57,817][root][INFO] - ===> Epoch[760](19811/26): Loss 0.0493, Sem 0.0493, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.199e-02 Score 98.198 Data time: 0.1791, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.6147 [2020-11-17 00:42:03,544][root][INFO] - ===> Epoch[760](19812/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.193e-02 Score 97.894 Data time: 0.1878, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.6668 [2020-11-17 00:42:09,450][root][INFO] - ===> Epoch[760](19813/26): Loss 0.0558, Sem 0.0558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.188e-02 Score 97.922 Data time: 0.2263, Forward time: 2.2470, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.8457 [2020-11-17 00:42:15,637][root][INFO] - ===> Epoch[760](19814/26): Loss 0.0553, Sem 0.0553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.182e-02 Score 97.941 Data time: 0.3179, Forward time: 2.2471, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.1039 [2020-11-17 00:42:21,794][root][INFO] - ===> Epoch[760](19815/26): Loss 0.0558, Sem 0.0558, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.176e-02 Score 97.895 Data time: 0.1958, Forward time: 2.2470, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.0330 [2020-11-17 00:42:27,138][root][INFO] - ===> Epoch[760](19816/26): Loss 0.0523, Sem 0.0523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.170e-02 Score 98.102 Data time: 0.2351, Forward time: 2.2471, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.2651 [2020-11-17 00:42:33,416][root][INFO] - ===> Epoch[760](19817/26): Loss 0.0601, Sem 0.0601, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.165e-02 Score 97.740 Data time: 0.2154, Forward time: 2.2471, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.1939 [2020-11-17 00:42:38,935][root][INFO] - ===> Epoch[760](19818/26): Loss 0.0547, Sem 0.0547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.159e-02 Score 97.981 Data time: 0.2433, Forward time: 2.2471, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.4441 [2020-11-17 00:42:43,611][root][INFO] - ===> Epoch[760](19819/26): Loss 0.0512, Sem 0.0512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.153e-02 Score 98.134 Data time: 0.2311, Forward time: 2.2471, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.5767 [2020-11-17 00:42:48,616][root][INFO] - ===> Epoch[760](19820/26): Loss 0.0560, Sem 0.0560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.147e-02 Score 97.815 Data time: 0.1799, Forward time: 2.2471, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.9188 [2020-11-17 00:42:54,945][root][INFO] - ===> Epoch[760](19821/26): Loss 0.0523, Sem 0.0523, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.142e-02 Score 98.115 Data time: 0.1719, Forward time: 2.2471, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.2617 [2020-11-17 00:43:00,921][root][INFO] - ===> Epoch[760](19822/26): Loss 0.0527, Sem 0.0527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.136e-02 Score 98.041 Data time: 0.1681, Forward time: 2.2470, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.9139 [2020-11-17 00:43:05,727][root][INFO] - ===> Epoch[760](19823/26): Loss 0.0521, Sem 0.0521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.130e-02 Score 98.074 Data time: 0.2174, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.7612 [2020-11-17 00:43:11,748][root][INFO] - ===> Epoch[760](19824/26): Loss 0.0609, Sem 0.0609, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.124e-02 Score 97.732 Data time: 0.1903, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.9346 [2020-11-17 00:43:17,249][root][INFO] - ===> Epoch[760](19825/26): Loss 0.0584, Sem 0.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.119e-02 Score 97.806 Data time: 0.1930, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.4452 [2020-11-17 00:43:22,739][root][INFO] - ===> Epoch[760](19826/26): Loss 0.0621, Sem 0.0621, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.113e-02 Score 97.632 Data time: 0.1917, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.4027 [2020-11-17 00:43:27,881][root][INFO] - ===> Epoch[760](19827/26): Loss 0.0515, Sem 0.0515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.107e-02 Score 98.031 Data time: 0.1962, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.0397 [2020-11-17 00:43:33,117][root][INFO] - ===> Epoch[760](19828/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.101e-02 Score 97.855 Data time: 0.2658, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.1637 [2020-11-17 00:43:39,273][root][INFO] - ===> Epoch[760](19829/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.095e-02 Score 97.886 Data time: 0.2820, Forward time: 2.2470, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.0540 [2020-11-17 00:43:44,907][root][INFO] - ===> Epoch[760](19830/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.090e-02 Score 97.664 Data time: 0.2663, Forward time: 2.2471, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.5222 [2020-11-17 00:43:51,421][root][INFO] - ===> Epoch[760](19831/26): Loss 0.0497, Sem 0.0497, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.084e-02 Score 98.158 Data time: 0.1849, Forward time: 2.2471, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.4129 [2020-11-17 00:43:57,322][root][INFO] - ===> Epoch[760](19832/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.078e-02 Score 97.912 Data time: 0.1933, Forward time: 2.2471, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.8359 [2020-11-17 00:44:02,577][root][INFO] - ===> Epoch[761](19833/26): Loss 0.0562, Sem 0.0562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.072e-02 Score 97.893 Data time: 0.1626, Forward time: 2.2471, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.1746 [2020-11-17 00:44:08,873][root][INFO] - ===> Epoch[761](19834/26): Loss 0.0639, Sem 0.0639, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.066e-02 Score 97.510 Data time: 0.1918, Forward time: 2.2471, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.2140 [2020-11-17 00:44:14,457][root][INFO] - ===> Epoch[761](19835/26): Loss 0.0570, Sem 0.0570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.060e-02 Score 97.849 Data time: 0.1117, Forward time: 2.2470, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.4748 [2020-11-17 00:44:20,109][root][INFO] - ===> Epoch[761](19836/26): Loss 0.0548, Sem 0.0548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.055e-02 Score 97.946 Data time: 0.2600, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.6235 [2020-11-17 00:44:25,185][root][INFO] - ===> Epoch[761](19837/26): Loss 0.0637, Sem 0.0637, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.049e-02 Score 97.667 Data time: 0.1976, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.9716 [2020-11-17 00:44:30,973][root][INFO] - ===> Epoch[761](19838/26): Loss 0.0561, Sem 0.0561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.043e-02 Score 97.931 Data time: 0.1819, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.6977 [2020-11-17 00:44:36,291][root][INFO] - ===> Epoch[761](19839/26): Loss 0.0659, Sem 0.0659, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.037e-02 Score 97.555 Data time: 0.2050, Forward time: 2.2470, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.2034 [2020-11-17 00:44:43,533][root][INFO] - ===> Epoch[761](19840/26): Loss 0.0546, Sem 0.0546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.031e-02 Score 97.959 Data time: 0.2310, Forward time: 2.2470, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 7.1193 [2020-11-17 00:44:50,486][root][INFO] - ===> Epoch[761](19841/26): Loss 0.0521, Sem 0.0521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.025e-02 Score 98.054 Data time: 0.3584, Forward time: 2.2471, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.8471 [2020-11-17 00:44:57,230][root][INFO] - ===> Epoch[761](19842/26): Loss 0.0495, Sem 0.0495, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.020e-02 Score 98.176 Data time: 0.1436, Forward time: 2.2471, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.6118 [2020-11-17 00:45:02,320][root][INFO] - ===> Epoch[761](19843/26): Loss 0.0604, Sem 0.0604, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.014e-02 Score 97.800 Data time: 0.1910, Forward time: 2.2471, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.0116 [2020-11-17 00:45:07,098][root][INFO] - ===> Epoch[761](19844/26): Loss 0.0548, Sem 0.0548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.008e-02 Score 98.010 Data time: 0.1921, Forward time: 2.2471, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.6902 [2020-11-17 00:45:12,520][root][INFO] - ===> Epoch[761](19845/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.002e-02 Score 97.747 Data time: 0.2632, Forward time: 2.2471, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.3292 [2020-11-17 00:45:19,687][root][INFO] - ===> Epoch[761](19846/26): Loss 0.0669, Sem 0.0669, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.962e-03 Score 97.619 Data time: 0.2107, Forward time: 2.2471, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 7.0486 [2020-11-17 00:45:25,188][root][INFO] - ===> Epoch[761](19847/26): Loss 0.0533, Sem 0.0533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.904e-03 Score 98.022 Data time: 0.2003, Forward time: 2.2471, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.3876 [2020-11-17 00:45:31,547][root][INFO] - ===> Epoch[761](19848/26): Loss 0.0553, Sem 0.0553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.845e-03 Score 97.932 Data time: 0.2059, Forward time: 2.2471, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.2743 [2020-11-17 00:45:37,048][root][INFO] - ===> Epoch[761](19849/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.786e-03 Score 97.973 Data time: 0.2080, Forward time: 2.2471, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.4038 [2020-11-17 00:45:43,390][root][INFO] - ===> Epoch[761](19850/26): Loss 0.0612, Sem 0.0612, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.728e-03 Score 97.763 Data time: 0.1719, Forward time: 2.2471, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.2649 [2020-11-17 00:45:49,792][root][INFO] - ===> Epoch[761](19851/26): Loss 0.0559, Sem 0.0559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.669e-03 Score 97.911 Data time: 0.2399, Forward time: 2.2471, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.3197 [2020-11-17 00:45:55,816][root][INFO] - ===> Epoch[761](19852/26): Loss 0.0552, Sem 0.0552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.610e-03 Score 98.022 Data time: 0.1585, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.9229 [2020-11-17 00:46:02,411][root][INFO] - ===> Epoch[761](19853/26): Loss 0.0511, Sem 0.0511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.551e-03 Score 98.091 Data time: 0.2068, Forward time: 2.2471, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 6.5115 [2020-11-17 00:46:07,046][root][INFO] - ===> Epoch[761](19854/26): Loss 0.0552, Sem 0.0552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.492e-03 Score 97.896 Data time: 0.1624, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.5350 [2020-11-17 00:46:12,803][root][INFO] - ===> Epoch[761](19855/26): Loss 0.0577, Sem 0.0577, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.433e-03 Score 97.856 Data time: 0.2263, Forward time: 2.2470, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.6652 [2020-11-17 00:46:18,436][root][INFO] - ===> Epoch[761](19856/26): Loss 0.0527, Sem 0.0527, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.374e-03 Score 98.079 Data time: 0.2475, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.5573 [2020-11-17 00:46:23,765][root][INFO] - ===> Epoch[761](19857/26): Loss 0.0610, Sem 0.0610, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.315e-03 Score 97.701 Data time: 0.2037, Forward time: 2.2471, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.2242 [2020-11-17 00:46:28,690][root][INFO] - ===> Epoch[761](19858/26): Loss 0.0526, Sem 0.0526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.256e-03 Score 97.999 Data time: 0.1592, Forward time: 2.2470, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.8415 [2020-11-17 00:46:34,006][root][INFO] - ===> Epoch[762](19859/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.197e-03 Score 97.827 Data time: 0.1832, Forward time: 2.2470, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.2606 [2020-11-17 00:46:39,235][root][INFO] - ===> Epoch[762](19860/26): Loss 0.0532, Sem 0.0532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.138e-03 Score 97.998 Data time: 0.1609, Forward time: 2.2470, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.1543 [2020-11-17 00:46:45,259][root][INFO] - ===> Epoch[762](19861/26): Loss 0.0500, Sem 0.0500, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.079e-03 Score 98.105 Data time: 0.1701, Forward time: 2.2469, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.9493 [2020-11-17 00:46:50,264][root][INFO] - ===> Epoch[762](19862/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.020e-03 Score 97.638 Data time: 0.1111, Forward time: 2.2469, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.9437 [2020-11-17 00:46:55,700][root][INFO] - ===> Epoch[762](19863/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.960e-03 Score 97.895 Data time: 0.1179, Forward time: 2.2468, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.4036 [2020-11-17 00:47:02,717][root][INFO] - ===> Epoch[762](19864/26): Loss 0.0620, Sem 0.0620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.901e-03 Score 97.654 Data time: 0.2130, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.9506 [2020-11-17 00:47:08,142][root][INFO] - ===> Epoch[762](19865/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.842e-03 Score 97.887 Data time: 0.1994, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.3369 [2020-11-17 00:47:14,093][root][INFO] - ===> Epoch[762](19866/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.782e-03 Score 97.833 Data time: 0.1961, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.8353 [2020-11-17 00:47:19,346][root][INFO] - ===> Epoch[762](19867/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.723e-03 Score 97.962 Data time: 0.2449, Forward time: 2.2468, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.1494 [2020-11-17 00:47:24,057][root][INFO] - ===> Epoch[762](19868/26): Loss 0.0549, Sem 0.0549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.663e-03 Score 97.996 Data time: 0.1341, Forward time: 2.2468, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 4.6031 [2020-11-17 00:47:28,739][root][INFO] - ===> Epoch[762](19869/26): Loss 0.0591, Sem 0.0591, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.604e-03 Score 97.796 Data time: 0.2175, Forward time: 2.2468, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 4.5893 [2020-11-17 00:47:34,994][root][INFO] - ===> Epoch[762](19870/26): Loss 0.0472, Sem 0.0472, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.544e-03 Score 98.243 Data time: 0.3367, Forward time: 2.2469, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.1635 [2020-11-17 00:47:40,239][root][INFO] - ===> Epoch[762](19871/26): Loss 0.0549, Sem 0.0549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.485e-03 Score 97.986 Data time: 0.1309, Forward time: 2.2468, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.1201 [2020-11-17 00:47:45,821][root][INFO] - ===> Epoch[762](19872/26): Loss 0.0560, Sem 0.0560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.425e-03 Score 97.875 Data time: 0.1182, Forward time: 2.2468, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.5107 [2020-11-17 00:47:51,805][root][INFO] - ===> Epoch[762](19873/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.365e-03 Score 97.779 Data time: 0.1011, Forward time: 2.2467, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.9388 [2020-11-17 00:47:57,404][root][INFO] - ===> Epoch[762](19874/26): Loss 0.0508, Sem 0.0508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.305e-03 Score 98.152 Data time: 0.1556, Forward time: 2.2467, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.5843 [2020-11-17 00:48:02,582][root][INFO] - ===> Epoch[762](19875/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.246e-03 Score 98.000 Data time: 0.2621, Forward time: 2.2467, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.1122 [2020-11-17 00:48:07,591][root][INFO] - ===> Epoch[762](19876/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.186e-03 Score 97.759 Data time: 0.1482, Forward time: 2.2467, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 4.8955 [2020-11-17 00:48:13,354][root][INFO] - ===> Epoch[762](19877/26): Loss 0.0663, Sem 0.0663, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.126e-03 Score 97.461 Data time: 0.2189, Forward time: 2.2467, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.6763 [2020-11-17 00:48:19,525][root][INFO] - ===> Epoch[762](19878/26): Loss 0.0535, Sem 0.0535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.066e-03 Score 98.033 Data time: 0.2418, Forward time: 2.2467, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 6.0903 [2020-11-17 00:48:26,395][root][INFO] - ===> Epoch[762](19879/26): Loss 0.0630, Sem 0.0630, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.006e-03 Score 97.678 Data time: 0.2757, Forward time: 2.2467, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.7336 [2020-11-17 00:48:33,153][root][INFO] - ===> Epoch[762](19880/26): Loss 0.0551, Sem 0.0551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.946e-03 Score 97.983 Data time: 0.1948, Forward time: 2.2467, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 6.6517 [2020-11-17 00:48:38,211][root][INFO] - ===> Epoch[762](19881/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.886e-03 Score 97.733 Data time: 0.2726, Forward time: 2.2467, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 4.9661 [2020-11-17 00:48:44,489][root][INFO] - ===> Epoch[762](19882/26): Loss 0.0712, Sem 0.0712, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.825e-03 Score 97.351 Data time: 0.2233, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.1697 [2020-11-17 00:48:49,963][root][INFO] - ===> Epoch[762](19883/26): Loss 0.0553, Sem 0.0553, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.765e-03 Score 97.954 Data time: 0.2763, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.3684 [2020-11-17 00:48:54,947][root][INFO] - ===> Epoch[762](19884/26): Loss 0.0542, Sem 0.0542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.705e-03 Score 97.983 Data time: 0.1584, Forward time: 2.2468, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 4.8778 [2020-11-17 00:49:00,908][root][INFO] - ===> Epoch[763](19885/26): Loss 0.0516, Sem 0.0516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.645e-03 Score 98.085 Data time: 0.1824, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.8895 [2020-11-17 00:49:06,908][root][INFO] - ===> Epoch[763](19886/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.584e-03 Score 97.921 Data time: 0.2265, Forward time: 2.2468, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.9380 [2020-11-17 00:49:10,993][root][INFO] - ===> Epoch[763](19887/26): Loss 0.0547, Sem 0.0547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.524e-03 Score 98.004 Data time: 0.2045, Forward time: 2.2468, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 3.9916 [2020-11-17 00:49:15,334][root][INFO] - ===> Epoch[763](19888/26): Loss 0.0602, Sem 0.0602, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.463e-03 Score 97.737 Data time: 0.1917, Forward time: 2.2468, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.2506 [2020-11-17 00:49:20,542][root][INFO] - ===> Epoch[763](19889/26): Loss 0.0535, Sem 0.0535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.403e-03 Score 98.047 Data time: 0.2690, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.0893 [2020-11-17 00:49:26,114][root][INFO] - ===> Epoch[763](19890/26): Loss 0.0536, Sem 0.0536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.342e-03 Score 98.009 Data time: 0.2038, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.4631 [2020-11-17 00:49:31,614][root][INFO] - ===> Epoch[763](19891/26): Loss 0.0552, Sem 0.0552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.282e-03 Score 97.966 Data time: 0.1861, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.4028 [2020-11-17 00:49:38,303][root][INFO] - ===> Epoch[763](19892/26): Loss 0.0579, Sem 0.0579, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.221e-03 Score 97.817 Data time: 0.3547, Forward time: 2.2469, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.6145 [2020-11-17 00:49:44,295][root][INFO] - ===> Epoch[763](19893/26): Loss 0.0596, Sem 0.0596, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.160e-03 Score 97.782 Data time: 0.2831, Forward time: 2.2469, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.8536 [2020-11-17 00:49:50,971][root][INFO] - ===> Epoch[763](19894/26): Loss 0.0573, Sem 0.0573, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.099e-03 Score 97.876 Data time: 0.1517, Forward time: 2.2469, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.5506 [2020-11-17 00:49:56,998][root][INFO] - ===> Epoch[763](19895/26): Loss 0.0549, Sem 0.0549, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.038e-03 Score 97.944 Data time: 0.2239, Forward time: 2.2469, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.9500 [2020-11-17 00:50:02,714][root][INFO] - ===> Epoch[763](19896/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.977e-03 Score 97.993 Data time: 0.2379, Forward time: 2.2469, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.6254 [2020-11-17 00:50:07,751][root][INFO] - ===> Epoch[763](19897/26): Loss 0.0580, Sem 0.0580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.916e-03 Score 97.844 Data time: 0.2298, Forward time: 2.2469, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 4.9140 [2020-11-17 00:50:13,157][root][INFO] - ===> Epoch[763](19898/26): Loss 0.0476, Sem 0.0476, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.855e-03 Score 98.304 Data time: 0.2145, Forward time: 2.2470, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.3103 [2020-11-17 00:50:19,306][root][INFO] - ===> Epoch[763](19899/26): Loss 0.0509, Sem 0.0509, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.794e-03 Score 98.087 Data time: 0.2308, Forward time: 2.2470, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.0538 [2020-11-17 00:50:24,379][root][INFO] - ===> Epoch[763](19900/26): Loss 0.0587, Sem 0.0587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.733e-03 Score 97.747 Data time: 0.1870, Forward time: 2.2470, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.9705 [2020-11-17 00:50:30,674][root][INFO] - ===> Epoch[763](19901/26): Loss 0.0599, Sem 0.0599, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.672e-03 Score 97.775 Data time: 0.2279, Forward time: 2.2470, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.2086 [2020-11-17 00:50:35,596][root][INFO] - ===> Epoch[763](19902/26): Loss 0.0555, Sem 0.0555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.611e-03 Score 97.858 Data time: 0.1671, Forward time: 2.2470, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.8378 [2020-11-17 00:50:40,753][root][INFO] - ===> Epoch[763](19903/26): Loss 0.0547, Sem 0.0547, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.549e-03 Score 97.992 Data time: 0.1844, Forward time: 2.2469, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.0720 [2020-11-17 00:50:47,529][root][INFO] - ===> Epoch[763](19904/26): Loss 0.0643, Sem 0.0643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.488e-03 Score 97.547 Data time: 0.1478, Forward time: 2.2469, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.7096 [2020-11-17 00:50:52,977][root][INFO] - ===> Epoch[763](19905/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.426e-03 Score 97.861 Data time: 0.1912, Forward time: 2.2469, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.4076 [2020-11-17 00:50:58,686][root][INFO] - ===> Epoch[763](19906/26): Loss 0.0557, Sem 0.0557, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.365e-03 Score 97.943 Data time: 0.1753, Forward time: 2.2469, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.6169 [2020-11-17 00:51:04,267][root][INFO] - ===> Epoch[763](19907/26): Loss 0.0528, Sem 0.0528, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.303e-03 Score 98.048 Data time: 0.2308, Forward time: 2.2468, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.4820 [2020-11-17 00:51:09,593][root][INFO] - ===> Epoch[763](19908/26): Loss 0.0574, Sem 0.0574, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.241e-03 Score 97.898 Data time: 0.2286, Forward time: 2.2469, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.2402 [2020-11-17 00:51:15,608][root][INFO] - ===> Epoch[763](19909/26): Loss 0.0576, Sem 0.0576, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.180e-03 Score 97.892 Data time: 0.1479, Forward time: 2.2468, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.9090 [2020-11-17 00:51:20,268][root][INFO] - ===> Epoch[763](19910/26): Loss 0.0559, Sem 0.0559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.118e-03 Score 97.988 Data time: 0.1996, Forward time: 2.2468, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 4.5971 [2020-11-17 00:51:27,407][root][INFO] - ===> Epoch[764](19911/26): Loss 0.0555, Sem 0.0555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.056e-03 Score 97.954 Data time: 0.2344, Forward time: 2.2468, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 7.0393 [2020-11-17 00:51:33,688][root][INFO] - ===> Epoch[764](19912/26): Loss 0.0511, Sem 0.0511, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.994e-03 Score 98.076 Data time: 0.1793, Forward time: 2.2468, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 6.1816 [2020-11-17 00:51:38,330][root][INFO] - ===> Epoch[764](19913/26): Loss 0.0578, Sem 0.0578, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.932e-03 Score 97.893 Data time: 0.2169, Forward time: 2.2468, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.5466 [2020-11-17 00:51:43,592][root][INFO] - ===> Epoch[764](19914/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.870e-03 Score 97.806 Data time: 0.1866, Forward time: 2.2468, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.1544 [2020-11-17 00:51:48,903][root][INFO] - ===> Epoch[764](19915/26): Loss 0.0492, Sem 0.0492, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.808e-03 Score 98.172 Data time: 0.1470, Forward time: 2.2468, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.1964 [2020-11-17 00:51:54,569][root][INFO] - ===> Epoch[764](19916/26): Loss 0.0580, Sem 0.0580, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.745e-03 Score 97.876 Data time: 0.1820, Forward time: 2.2468, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.5916 [2020-11-17 00:52:00,338][root][INFO] - ===> Epoch[764](19917/26): Loss 0.0618, Sem 0.0618, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.683e-03 Score 97.689 Data time: 0.1714, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.6798 [2020-11-17 00:52:05,171][root][INFO] - ===> Epoch[764](19918/26): Loss 0.0554, Sem 0.0554, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.621e-03 Score 97.936 Data time: 0.2499, Forward time: 2.2468, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.7619 [2020-11-17 00:52:11,423][root][INFO] - ===> Epoch[764](19919/26): Loss 0.0581, Sem 0.0581, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.558e-03 Score 97.842 Data time: 0.1892, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.1446 [2020-11-17 00:52:16,715][root][INFO] - ===> Epoch[764](19920/26): Loss 0.0560, Sem 0.0560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.496e-03 Score 97.912 Data time: 0.1780, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.2262 [2020-11-17 00:52:22,375][root][INFO] - ===> Epoch[764](19921/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.433e-03 Score 97.903 Data time: 0.2387, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.5700 [2020-11-17 00:52:27,564][root][INFO] - ===> Epoch[764](19922/26): Loss 0.0606, Sem 0.0606, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.370e-03 Score 97.703 Data time: 0.2003, Forward time: 2.2467, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.0922 [2020-11-17 00:52:33,062][root][INFO] - ===> Epoch[764](19923/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.307e-03 Score 97.974 Data time: 0.1810, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.3991 [2020-11-17 00:52:37,994][root][INFO] - ===> Epoch[764](19924/26): Loss 0.0640, Sem 0.0640, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.244e-03 Score 97.540 Data time: 0.1145, Forward time: 2.2467, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.8789 [2020-11-17 00:52:43,797][root][INFO] - ===> Epoch[764](19925/26): Loss 0.0536, Sem 0.0536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.181e-03 Score 97.999 Data time: 0.1381, Forward time: 2.2466, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.7663 [2020-11-17 00:52:50,139][root][INFO] - ===> Epoch[764](19926/26): Loss 0.0570, Sem 0.0570, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.118e-03 Score 97.800 Data time: 0.1726, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 6.3140 [2020-11-17 00:52:55,313][root][INFO] - ===> Epoch[764](19927/26): Loss 0.0548, Sem 0.0548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.055e-03 Score 97.948 Data time: 0.2558, Forward time: 2.2466, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.0842 [2020-11-17 00:53:00,367][root][INFO] - ===> Epoch[764](19928/26): Loss 0.0529, Sem 0.0529, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.992e-03 Score 97.952 Data time: 0.2305, Forward time: 2.2466, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.9444 [2020-11-17 00:53:05,592][root][INFO] - ===> Epoch[764](19929/26): Loss 0.0498, Sem 0.0498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.929e-03 Score 98.146 Data time: 0.2270, Forward time: 2.2467, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.1089 [2020-11-17 00:53:11,173][root][INFO] - ===> Epoch[764](19930/26): Loss 0.0551, Sem 0.0551, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.865e-03 Score 97.981 Data time: 0.1440, Forward time: 2.2466, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.4755 [2020-11-17 00:53:17,402][root][INFO] - ===> Epoch[764](19931/26): Loss 0.0636, Sem 0.0636, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.802e-03 Score 97.720 Data time: 0.1470, Forward time: 2.2466, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.1676 [2020-11-17 00:53:23,665][root][INFO] - ===> Epoch[764](19932/26): Loss 0.0521, Sem 0.0521, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.738e-03 Score 98.076 Data time: 0.1751, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 6.1992 [2020-11-17 00:53:29,303][root][INFO] - ===> Epoch[764](19933/26): Loss 0.0560, Sem 0.0560, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.674e-03 Score 97.939 Data time: 0.1919, Forward time: 2.2465, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.5449 [2020-11-17 00:53:35,750][root][INFO] - ===> Epoch[764](19934/26): Loss 0.0525, Sem 0.0525, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.611e-03 Score 98.025 Data time: 0.1823, Forward time: 2.2465, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.4009 [2020-11-17 00:53:41,078][root][INFO] - ===> Epoch[764](19935/26): Loss 0.0620, Sem 0.0620, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.547e-03 Score 97.725 Data time: 0.2376, Forward time: 2.2465, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.2406 [2020-11-17 00:53:46,414][root][INFO] - ===> Epoch[764](19936/26): Loss 0.0600, Sem 0.0600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.483e-03 Score 97.778 Data time: 0.2306, Forward time: 2.2465, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.2551 [2020-11-17 00:53:51,995][root][INFO] - ===> Epoch[765](19937/26): Loss 0.0501, Sem 0.0501, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.419e-03 Score 98.113 Data time: 0.1299, Forward time: 2.2465, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.4699 [2020-11-17 00:53:57,012][root][INFO] - ===> Epoch[765](19938/26): Loss 0.0532, Sem 0.0532, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.355e-03 Score 98.050 Data time: 0.1841, Forward time: 2.2465, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 4.9341 [2020-11-17 00:54:03,775][root][INFO] - ===> Epoch[765](19939/26): Loss 0.0531, Sem 0.0531, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.290e-03 Score 98.031 Data time: 0.3690, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 6.6744 [2020-11-17 00:54:10,094][root][INFO] - ===> Epoch[765](19940/26): Loss 0.0605, Sem 0.0605, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.226e-03 Score 97.731 Data time: 0.1407, Forward time: 2.2465, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.1893 [2020-11-17 00:54:15,634][root][INFO] - ===> Epoch[765](19941/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.161e-03 Score 97.837 Data time: 0.2569, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.4271 [2020-11-17 00:54:21,161][root][INFO] - ===> Epoch[765](19942/26): Loss 0.0546, Sem 0.0546, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.097e-03 Score 97.978 Data time: 0.2114, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.3933 [2020-11-17 00:54:26,855][root][INFO] - ===> Epoch[765](19943/26): Loss 0.0564, Sem 0.0564, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.032e-03 Score 97.896 Data time: 0.1690, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.5889 [2020-11-17 00:54:33,080][root][INFO] - ===> Epoch[765](19944/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.967e-03 Score 97.716 Data time: 0.1456, Forward time: 2.2465, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.1264 [2020-11-17 00:54:38,542][root][INFO] - ===> Epoch[765](19945/26): Loss 0.0561, Sem 0.0561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.902e-03 Score 97.859 Data time: 0.1213, Forward time: 2.2465, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.3917 [2020-11-17 00:54:45,376][root][INFO] - ===> Epoch[765](19946/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.837e-03 Score 97.911 Data time: 0.1803, Forward time: 2.2464, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 6.7933 [2020-11-17 00:54:50,794][root][INFO] - ===> Epoch[765](19947/26): Loss 0.0498, Sem 0.0498, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.772e-03 Score 98.187 Data time: 0.2123, Forward time: 2.2464, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.3302 [2020-11-17 00:54:57,579][root][INFO] - ===> Epoch[765](19948/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.706e-03 Score 97.870 Data time: 0.1993, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 6.6648 [2020-11-17 00:55:03,677][root][INFO] - ===> Epoch[765](19949/26): Loss 0.0667, Sem 0.0667, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.641e-03 Score 97.494 Data time: 0.1645, Forward time: 2.2464, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.9908 [2020-11-17 00:55:09,490][root][INFO] - ===> Epoch[765](19950/26): Loss 0.0643, Sem 0.0643, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.575e-03 Score 97.568 Data time: 0.1289, Forward time: 2.2464, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.7232 [2020-11-17 00:55:15,372][root][INFO] - ===> Epoch[765](19951/26): Loss 0.0562, Sem 0.0562, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.510e-03 Score 97.853 Data time: 0.2702, Forward time: 2.2464, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.8112 [2020-11-17 00:55:22,797][root][INFO] - ===> Epoch[765](19952/26): Loss 0.0515, Sem 0.0515, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.444e-03 Score 98.112 Data time: 0.1710, Forward time: 2.2464, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 7.3216 [2020-11-17 00:55:28,007][root][INFO] - ===> Epoch[765](19953/26): Loss 0.0583, Sem 0.0583, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.378e-03 Score 97.832 Data time: 0.1926, Forward time: 2.2464, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.1088 [2020-11-17 00:55:33,621][root][INFO] - ===> Epoch[765](19954/26): Loss 0.0545, Sem 0.0545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.312e-03 Score 97.984 Data time: 0.1772, Forward time: 2.2464, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.5059 [2020-11-17 00:55:39,211][root][INFO] - ===> Epoch[765](19955/26): Loss 0.0533, Sem 0.0533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.245e-03 Score 98.038 Data time: 0.2659, Forward time: 2.2464, Backward time: 3.0645, DDP time: 0.0048, Total iter time: 5.5033 [2020-11-17 00:55:44,354][root][INFO] - ===> Epoch[765](19956/26): Loss 0.0543, Sem 0.0543, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.179e-03 Score 97.974 Data time: 0.2059, Forward time: 2.2465, Backward time: 3.0644, DDP time: 0.0048, Total iter time: 5.0339 [2020-11-17 00:55:49,651][root][INFO] - ===> Epoch[765](19957/26): Loss 0.0534, Sem 0.0534, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.112e-03 Score 98.011 Data time: 0.2173, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.1801 [2020-11-17 00:55:54,837][root][INFO] - ===> Epoch[765](19958/26): Loss 0.0587, Sem 0.0587, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.045e-03 Score 97.773 Data time: 0.2237, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.0672 [2020-11-17 00:56:00,008][root][INFO] - ===> Epoch[765](19959/26): Loss 0.0600, Sem 0.0600, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.978e-03 Score 97.758 Data time: 0.2950, Forward time: 2.2465, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.0795 [2020-11-17 00:56:05,850][root][INFO] - ===> Epoch[765](19960/26): Loss 0.0552, Sem 0.0552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.911e-03 Score 97.958 Data time: 0.2235, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.7171 [2020-11-17 00:56:10,042][root][INFO] - ===> Epoch[765](19961/26): Loss 0.0512, Sem 0.0512, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.844e-03 Score 98.120 Data time: 0.1431, Forward time: 2.2465, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 4.0500 [2020-11-17 00:56:16,734][root][INFO] - ===> Epoch[765](19962/26): Loss 0.0586, Sem 0.0586, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.777e-03 Score 97.848 Data time: 0.1912, Forward time: 2.2465, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 6.6052 [2020-11-17 00:56:22,949][root][INFO] - ===> Epoch[766](19963/26): Loss 0.0552, Sem 0.0552, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.709e-03 Score 97.963 Data time: 0.2781, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 6.1255 [2020-11-17 00:56:27,807][root][INFO] - ===> Epoch[766](19964/26): Loss 0.0508, Sem 0.0508, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.641e-03 Score 98.089 Data time: 0.1676, Forward time: 2.2465, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 4.7549 [2020-11-17 00:56:34,303][root][INFO] - ===> Epoch[766](19965/26): Loss 0.0555, Sem 0.0555, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.573e-03 Score 97.872 Data time: 0.2096, Forward time: 2.2465, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 6.3868 [2020-11-17 00:56:39,534][root][INFO] - ===> Epoch[766](19966/26): Loss 0.0559, Sem 0.0559, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.505e-03 Score 97.943 Data time: 0.2334, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.1210 [2020-11-17 00:56:44,843][root][INFO] - ===> Epoch[766](19967/26): Loss 0.0568, Sem 0.0568, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.437e-03 Score 97.866 Data time: 0.1785, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.1989 [2020-11-17 00:56:50,035][root][INFO] - ===> Epoch[766](19968/26): Loss 0.0561, Sem 0.0561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.368e-03 Score 97.863 Data time: 0.1883, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.1036 [2020-11-17 00:56:55,228][root][INFO] - ===> Epoch[766](19969/26): Loss 0.0542, Sem 0.0542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.299e-03 Score 97.923 Data time: 0.2214, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.0922 [2020-11-17 00:57:01,047][root][INFO] - ===> Epoch[766](19970/26): Loss 0.0544, Sem 0.0544, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.230e-03 Score 98.004 Data time: 0.1901, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.7123 [2020-11-17 00:57:06,970][root][INFO] - ===> Epoch[766](19971/26): Loss 0.0588, Sem 0.0588, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.161e-03 Score 97.806 Data time: 0.2052, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.8374 [2020-11-17 00:57:12,760][root][INFO] - ===> Epoch[766](19972/26): Loss 0.0653, Sem 0.0653, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.091e-03 Score 97.489 Data time: 0.2177, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.6693 [2020-11-17 00:57:19,079][root][INFO] - ===> Epoch[766](19973/26): Loss 0.0526, Sem 0.0526, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.021e-03 Score 98.048 Data time: 0.2543, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.1961 [2020-11-17 00:57:24,364][root][INFO] - ===> Epoch[766](19974/26): Loss 0.0613, Sem 0.0613, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.951e-03 Score 97.757 Data time: 0.1831, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.1519 [2020-11-17 00:57:30,314][root][INFO] - ===> Epoch[766](19975/26): Loss 0.0569, Sem 0.0569, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.881e-03 Score 97.909 Data time: 0.2075, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.8406 [2020-11-17 00:57:35,080][root][INFO] - ===> Epoch[766](19976/26): Loss 0.0542, Sem 0.0542, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.810e-03 Score 97.963 Data time: 0.1671, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 4.6576 [2020-11-17 00:57:41,370][root][INFO] - ===> Epoch[766](19977/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.739e-03 Score 97.839 Data time: 0.1698, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.1790 [2020-11-17 00:57:46,974][root][INFO] - ===> Epoch[766](19978/26): Loss 0.0541, Sem 0.0541, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.668e-03 Score 97.976 Data time: 0.1988, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.5226 [2020-11-17 00:57:52,685][root][INFO] - ===> Epoch[766](19979/26): Loss 0.0638, Sem 0.0638, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.596e-03 Score 97.602 Data time: 0.2537, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.5911 [2020-11-17 00:57:59,923][root][INFO] - ===> Epoch[766](19980/26): Loss 0.0516, Sem 0.0516, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.524e-03 Score 98.140 Data time: 0.2393, Forward time: 2.2467, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 7.1146 [2020-11-17 00:58:05,772][root][INFO] - ===> Epoch[766](19981/26): Loss 0.0634, Sem 0.0634, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.452e-03 Score 97.614 Data time: 0.2313, Forward time: 2.2467, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.7451 [2020-11-17 00:58:11,707][root][INFO] - ===> Epoch[766](19982/26): Loss 0.0592, Sem 0.0592, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.379e-03 Score 97.794 Data time: 0.1324, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.8332 [2020-11-17 00:58:16,560][root][INFO] - ===> Epoch[766](19983/26): Loss 0.0457, Sem 0.0457, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.306e-03 Score 98.313 Data time: 0.1281, Forward time: 2.2466, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 4.7474 [2020-11-17 00:58:21,701][root][INFO] - ===> Epoch[766](19984/26): Loss 0.0533, Sem 0.0533, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.232e-03 Score 98.042 Data time: 0.1935, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.0686 [2020-11-17 00:58:26,619][root][INFO] - ===> Epoch[766](19985/26): Loss 0.0536, Sem 0.0536, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.158e-03 Score 98.058 Data time: 0.1627, Forward time: 2.2466, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 4.8196 [2020-11-17 00:58:31,791][root][INFO] - ===> Epoch[766](19986/26): Loss 0.0563, Sem 0.0563, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.083e-03 Score 97.915 Data time: 0.2197, Forward time: 2.2466, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.0791 [2020-11-17 00:58:37,618][root][INFO] - ===> Epoch[766](19987/26): Loss 0.0595, Sem 0.0595, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.008e-03 Score 97.759 Data time: 0.1725, Forward time: 2.2465, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.7124 [2020-11-17 00:58:42,776][root][INFO] - ===> Epoch[766](19988/26): Loss 0.0561, Sem 0.0561, dir 0.0000, norm 0.0000, swav 0.0000 LR: 9.320e-04 Score 97.907 Data time: 0.1998, Forward time: 2.2465, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.0620 [2020-11-17 00:58:48,069][root][INFO] - ===> Epoch[767](19989/26): Loss 0.0427, Sem 0.0427, dir 0.0000, norm 0.0000, swav 0.0000 LR: 8.553e-04 Score 98.432 Data time: 0.2046, Forward time: 2.2465, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.1938 [2020-11-17 00:58:54,326][root][INFO] - ===> Epoch[767](19990/26): Loss 0.0598, Sem 0.0598, dir 0.0000, norm 0.0000, swav 0.0000 LR: 7.780e-04 Score 97.654 Data time: 0.1822, Forward time: 2.2465, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.1372 [2020-11-17 00:58:59,252][root][INFO] - ===> Epoch[767](19991/26): Loss 0.0538, Sem 0.0538, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.997e-04 Score 98.109 Data time: 0.2495, Forward time: 2.2465, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 4.8502 [2020-11-17 00:59:04,344][root][INFO] - ===> Epoch[767](19992/26): Loss 0.0614, Sem 0.0614, dir 0.0000, norm 0.0000, swav 0.0000 LR: 6.205e-04 Score 97.741 Data time: 0.1655, Forward time: 2.2465, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 4.9939 [2020-11-17 00:59:10,906][root][INFO] - ===> Epoch[767](19993/26): Loss 0.0556, Sem 0.0556, dir 0.0000, norm 0.0000, swav 0.0000 LR: 5.401e-04 Score 97.941 Data time: 0.1399, Forward time: 2.2465, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.4913 [2020-11-17 00:59:17,258][root][INFO] - ===> Epoch[767](19994/26): Loss 0.0615, Sem 0.0615, dir 0.0000, norm 0.0000, swav 0.0000 LR: 4.584e-04 Score 97.602 Data time: 0.1926, Forward time: 2.2465, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 6.2875 [2020-11-17 00:59:23,245][root][INFO] - ===> Epoch[767](19995/26): Loss 0.0584, Sem 0.0584, dir 0.0000, norm 0.0000, swav 0.0000 LR: 3.750e-04 Score 97.905 Data time: 0.2006, Forward time: 2.2465, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.8992 [2020-11-17 00:59:28,608][root][INFO] - ===> Epoch[767](19996/26): Loss 0.0548, Sem 0.0548, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.894e-04 Score 98.013 Data time: 0.2108, Forward time: 2.2465, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.2583 [2020-11-17 00:59:33,885][root][INFO] - ===> Epoch[767](19997/26): Loss 0.0565, Sem 0.0565, dir 0.0000, norm 0.0000, swav 0.0000 LR: 2.009e-04 Score 97.919 Data time: 0.1478, Forward time: 2.2464, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.1698 [2020-11-17 00:59:39,265][root][INFO] - ===> Epoch[767](19998/26): Loss 0.0545, Sem 0.0545, dir 0.0000, norm 0.0000, swav 0.0000 LR: 1.077e-04 Score 97.982 Data time: 0.1351, Forward time: 2.2464, Backward time: 3.0642, DDP time: 0.0048, Total iter time: 5.2976 [2020-11-17 00:59:45,152][root][INFO] - ===> Epoch[767](19999/26): Loss 0.0535, Sem 0.0535, dir 0.0000, norm 0.0000, swav 0.0000 LR: 0.000e+00 Score 97.990 Data time: 0.1675, Forward time: 2.2463, Backward time: 3.0643, DDP time: 0.0048, Total iter time: 5.8152 [2020-11-17 00:59:51,923][submitit][INFO] - Job completed successfully [2020-11-17 00:59:52,013][submitit][INFO] - Job completed successfully [2020-11-17 00:59:52,020][submitit][INFO] - Job completed successfully [2020-11-17 00:59:52,028][submitit][INFO] - Job completed successfully [2020-11-17 00:59:52,050][submitit][INFO] - Job completed successfully [2020-11-17 00:59:52,091][submitit][INFO] - Job completed successfully [2020-11-17 00:59:52,106][submitit][INFO] - Job completed successfully [2020-11-17 00:59:52,271][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-17 00:59:52,392][root][INFO] - ===> Start testing [2020-11-17 01:01:04,198][root][INFO] - 101/312: Data time: 0.0360, Iter time: 0.3291 Loss 0.412 (AVG: 0.535) Score 92.918 (AVG: 90.926) mIOU 75.106 mAP 77.349 mAcc 82.234 IOU: 86.450 96.120 71.567 85.905 91.833 87.413 80.214 63.122 58.525 76.600 36.733 67.179 74.015 81.043 56.184 56.040 94.284 75.411 91.769 71.714 mAP: 81.835 96.866 68.071 72.833 92.603 79.936 75.531 70.649 69.566 74.123 52.713 51.672 76.317 89.139 66.528 88.653 97.125 89.315 85.753 67.751 mAcc: 96.251 98.791 81.253 89.088 96.175 92.203 88.166 73.626 71.735 89.060 48.997 73.758 85.132 86.368 63.457 62.286 97.777 79.682 95.738 75.144 [2020-11-17 01:02:10,795][submitit][WARNING] - Caught signal 10 on learnfair1815: this job is timed-out. [2020-11-17 01:02:10,797][submitit][INFO] - Calling checkpoint method. [2020-11-17 01:02:11,032][submitit][INFO] - Requeued job 32907489_13 (2 remaining timeouts) [2020-11-17 01:02:11,033][submitit][INFO] - Exiting gracefully after preemption/timeout. [2020-11-17 01:02:11,035][submitit][WARNING] - Bypassing signal 15 [2020-11-17 01:05:21,408][root][INFO] - ===> Loading exsiting config file [2020-11-17 01:05:21,413][root][INFO] - ===> Loading exsiting config file [2020-11-17 01:05:21,416][root][INFO] - ===> Loading exsiting config file [2020-11-17 01:05:21,417][root][INFO] - ===> Loading exsiting config file [2020-11-17 01:05:21,421][root][INFO] - ===> Loading exsiting config file [2020-11-17 01:05:21,426][root][INFO] - ===> Loading exsiting config file [2020-11-17 01:05:21,427][root][INFO] - ===> Loading exsiting config file [2020-11-17 01:05:21,428][root][INFO] - ===> Loading exsiting config file [2020-11-17 01:05:21,445][root][INFO] - ===> Loaded exsiting config file [2020-11-17 01:05:21,448][root][INFO] - ===> Loaded exsiting config file [2020-11-17 01:05:21,450][root][INFO] - ===> Loaded exsiting config file [2020-11-17 01:05:21,451][root][INFO] - ===> Loaded exsiting config file [2020-11-17 01:05:21,456][root][INFO] - ===> Loaded exsiting config file [2020-11-17 01:05:21,460][root][INFO] - ===> Loaded exsiting config file [2020-11-17 01:05:21,462][root][INFO] - ===> Loaded exsiting config file [2020-11-17 01:05:21,464][root][INFO] - ===> Loaded exsiting config file [2020-11-17 01:05:31,034][root][INFO] - ===> Configurations # evaluate the pre-trained model: [2021-04-28 15:53:08,944][root][INFO] - ===> Loading weights: /rhome/jhou/data/checkpoint/data_efficient3d/publish/finetuned/scannet_semseg/scene100/checkpoint_NoneRes16UNet34C.pth [2021-04-28 15:53:09,505][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, 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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, final.kernel, final.bias [2021-04-28 15:53:11,537][root][INFO] - => no weights.pth [2021-04-28 15:53:11,555][root][INFO] - ===> Start testing [2021-04-28 15:54:52,814][root][INFO] - 101/312: Data time: 0.0032, Iter time: 1.0457 Loss 0.214 (AVG: 0.548) Score 94.696 (AVG: 89.995) mIOU 72.776 mAP 77.103 mAcc 80.884 IOU: 84.584 96.820 71.139 92.383 89.681 82.587 75.540 61.420 52.047 81.436 35.301 73.227 64.081 75.023 51.512 65.797 94.593 72.082 88.385 47.887 mAP: 83.348 97.226 67.850 90.297 91.020 77.025 69.245 73.070 70.774 63.949 56.985 56.236 75.342 71.137 70.370 90.898 98.066 85.714 90.045 63.470 mAcc: 94.978 99.087 81.718 94.689 94.521 87.437 81.756 72.594 69.771 93.587 42.218 86.154 82.190 77.468 59.658 76.295 96.186 82.379 91.967 53.027 [2021-04-28 15:56:12,957][root][INFO] - 201/312: Data time: 0.0020, Iter time: 0.3149 Loss 0.192 (AVG: 0.490) Score 94.570 (AVG: 90.840) mIOU 74.189 mAP 78.174 mAcc 81.866 IOU: 86.485 96.813 66.166 87.652 91.530 86.679 75.448 65.547 62.274 82.962 32.625 69.067 66.386 78.507 57.190 73.248 94.384 70.950 91.424 48.438 mAP: 82.603 97.749 66.747 82.319 91.594 80.333 76.965 73.849 74.040 71.630 53.939 60.236 76.393 78.652 66.686 88.658 95.748 85.851 92.009 67.478 mAcc: 95.876 98.927 80.178 90.232 95.715 90.040 83.780 75.886 74.456 92.516 45.126 80.458 83.837 81.428 63.456 81.005 96.887 79.687 94.277 53.557 [2021-04-28 15:57:45,567][root][INFO] - 301/312: Data time: 0.0016, Iter time: 0.3909 Loss 0.985 (AVG: 0.528) Score 85.142 (AVG: 90.526) mIOU 73.609 mAP 76.550 mAcc 81.112 IOU: 85.994 96.374 65.756 81.765 91.608 84.906 77.464 65.648 63.757 82.174 29.414 62.452 66.114 75.961 61.740 68.128 95.314 69.265 88.160 60.186 mAP: 81.251 97.102 66.601 76.040 91.081 82.654 75.719 72.598 70.636 72.770 51.263 55.617 72.040 80.139 68.673 89.354 96.668 86.770 79.527 64.488 mAcc: 96.011 98.842 78.515 85.027 95.929 91.783 86.050 76.264 75.482 91.648 36.289 74.504 83.343 80.859 68.694 72.365 97.387 76.797 92.291 64.154 [2021-04-28 15:57:52,307][root][INFO] - 312/312: Data time: 0.0015, Iter time: 0.4174 Loss 0.243 (AVG: 0.525) Score 93.374 (AVG: 90.540) mIOU 73.834 mAP 76.776 mAcc 81.287 IOU: 85.902 96.288 65.841 81.754 91.656 86.458 77.593 65.136 64.558 81.568 29.800 63.437 66.649 75.745 61.720 67.991 95.562 69.265 89.377 60.385 mAP: 81.064 97.093 66.651 76.040 90.964 83.156 75.817 72.623 70.898 73.473 51.026 55.936 72.208 79.810 68.673 90.143 96.831 86.770 81.416 64.918 mAcc: 95.973 98.801 78.226 85.027 95.963 92.879 86.086 75.976 76.195 90.516 36.711 75.330 83.759 80.615 68.694 72.976 97.536 76.797 93.196 64.493 [2021-04-28 15:57:52,307][root][INFO] - Finished test. Elapsed time: 280.7513