diff --git "a/ntu120_xsub/k_2/20250623_101718.log" "b/ntu120_xsub/k_2/20250623_101718.log" new file mode 100644--- /dev/null +++ "b/ntu120_xsub/k_2/20250623_101718.log" @@ -0,0 +1,7079 @@ +2025-06-23 10:17:19,107 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2025-06-23 10:17:19,461 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xsub/k_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='k', + num_classes=120, + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict( + type='SimpleHead', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xsub/k_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.3)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2025-06-23 10:17:19,461 - pyskl - INFO - Set random seed to 494777849, deterministic: False +2025-06-23 10:17:44,041 - pyskl - INFO - 63026 videos remain after valid thresholding +2025-06-23 10:17:58,920 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-23 10:17:58,995 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2 +2025-06-23 10:17:58,995 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2025-06-23 10:17:58,995 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-23 10:17:58,995 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2 by HardDiskBackend. +2025-06-23 10:19:09,466 - pyskl - INFO - Epoch [1][100/3940] lr: 2.500e-02, eta: 4 days, 19:39:43, time: 0.705, data_time: 0.254, memory: 13267, top1_acc: 0.0194, top5_acc: 0.0856, loss_cls: 12.1744, loss: 12.1744 +2025-06-23 10:19:53,987 - pyskl - INFO - Epoch [1][200/3940] lr: 2.500e-02, eta: 3 days, 22:21:10, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0256, top5_acc: 0.1100, loss_cls: 10.8282, loss: 10.8282 +2025-06-23 10:20:38,390 - pyskl - INFO - Epoch [1][300/3940] lr: 2.500e-02, eta: 3 days, 15:10:38, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0281, top5_acc: 0.1269, loss_cls: 10.6010, loss: 10.6010 +2025-06-23 10:21:22,803 - pyskl - INFO - Epoch [1][400/3940] lr: 2.500e-02, eta: 3 days, 11:35:12, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0312, top5_acc: 0.1325, loss_cls: 10.5187, loss: 10.5187 +2025-06-23 10:22:07,258 - pyskl - INFO - Epoch [1][500/3940] lr: 2.500e-02, eta: 3 days, 9:26:30, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0319, top5_acc: 0.1569, loss_cls: 10.3724, loss: 10.3724 +2025-06-23 10:22:51,700 - pyskl - INFO - Epoch [1][600/3940] lr: 2.500e-02, eta: 3 days, 8:00:14, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0344, top5_acc: 0.1569, loss_cls: 10.2791, loss: 10.2791 +2025-06-23 10:23:36,106 - pyskl - INFO - Epoch [1][700/3940] lr: 2.500e-02, eta: 3 days, 6:57:53, time: 0.444, data_time: 0.000, memory: 13267, top1_acc: 0.0419, top5_acc: 0.1681, loss_cls: 10.1427, loss: 10.1427 +2025-06-23 10:24:20,867 - pyskl - INFO - Epoch [1][800/3940] lr: 2.500e-02, eta: 3 days, 6:15:19, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.0437, top5_acc: 0.1706, loss_cls: 10.1058, loss: 10.1058 +2025-06-23 10:25:05,382 - pyskl - INFO - Epoch [1][900/3940] lr: 2.500e-02, eta: 3 days, 5:39:22, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.0537, top5_acc: 0.2031, loss_cls: 10.0959, loss: 10.0959 +2025-06-23 10:25:50,006 - pyskl - INFO - Epoch [1][1000/3940] lr: 2.500e-02, eta: 3 days, 5:11:30, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0587, top5_acc: 0.2256, loss_cls: 9.9024, loss: 9.9024 +2025-06-23 10:26:34,700 - pyskl - INFO - Epoch [1][1100/3940] lr: 2.500e-02, eta: 3 days, 4:49:13, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0719, top5_acc: 0.2556, loss_cls: 9.7763, loss: 9.7763 +2025-06-23 10:27:19,359 - pyskl - INFO - Epoch [1][1200/3940] lr: 2.500e-02, eta: 3 days, 4:30:13, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0762, top5_acc: 0.2750, loss_cls: 9.6003, loss: 9.6003 +2025-06-23 10:28:03,966 - pyskl - INFO - Epoch [1][1300/3940] lr: 2.500e-02, eta: 3 days, 4:13:39, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0712, top5_acc: 0.2875, loss_cls: 9.5872, loss: 9.5872 +2025-06-23 10:28:48,664 - pyskl - INFO - Epoch [1][1400/3940] lr: 2.500e-02, eta: 3 days, 3:59:58, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0806, top5_acc: 0.2944, loss_cls: 9.4978, loss: 9.4978 +2025-06-23 10:29:33,221 - pyskl - INFO - Epoch [1][1500/3940] lr: 2.500e-02, eta: 3 days, 3:47:06, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.0869, top5_acc: 0.3156, loss_cls: 9.3838, loss: 9.3838 +2025-06-23 10:30:17,897 - pyskl - INFO - Epoch [1][1600/3940] lr: 2.500e-02, eta: 3 days, 3:36:28, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.0969, top5_acc: 0.3406, loss_cls: 9.2139, loss: 9.2139 +2025-06-23 10:31:02,672 - pyskl - INFO - Epoch [1][1700/3940] lr: 2.500e-02, eta: 3 days, 3:27:34, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1163, top5_acc: 0.3606, loss_cls: 9.1610, loss: 9.1610 +2025-06-23 10:31:47,301 - pyskl - INFO - Epoch [1][1800/3940] lr: 2.500e-02, eta: 3 days, 3:18:47, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1037, top5_acc: 0.3506, loss_cls: 9.2251, loss: 9.2251 +2025-06-23 10:32:31,943 - pyskl - INFO - Epoch [1][1900/3940] lr: 2.500e-02, eta: 3 days, 3:10:55, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1313, top5_acc: 0.3944, loss_cls: 8.9315, loss: 8.9315 +2025-06-23 10:33:16,655 - pyskl - INFO - Epoch [1][2000/3940] lr: 2.500e-02, eta: 3 days, 3:04:06, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1275, top5_acc: 0.3894, loss_cls: 8.9642, loss: 8.9642 +2025-06-23 10:34:01,289 - pyskl - INFO - Epoch [1][2100/3940] lr: 2.500e-02, eta: 3 days, 2:57:30, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1313, top5_acc: 0.4281, loss_cls: 8.8825, loss: 8.8825 +2025-06-23 10:34:45,938 - pyskl - INFO - Epoch [1][2200/3940] lr: 2.500e-02, eta: 3 days, 2:51:30, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1319, top5_acc: 0.4094, loss_cls: 8.8143, loss: 8.8143 +2025-06-23 10:35:30,437 - pyskl - INFO - Epoch [1][2300/3940] lr: 2.500e-02, eta: 3 days, 2:45:19, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1375, top5_acc: 0.4288, loss_cls: 8.7778, loss: 8.7778 +2025-06-23 10:36:14,927 - pyskl - INFO - Epoch [1][2400/3940] lr: 2.500e-02, eta: 3 days, 2:39:33, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1400, top5_acc: 0.4581, loss_cls: 8.7705, loss: 8.7705 +2025-06-23 10:36:59,698 - pyskl - INFO - Epoch [1][2500/3940] lr: 2.500e-02, eta: 3 days, 2:35:17, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1544, top5_acc: 0.4744, loss_cls: 8.5400, loss: 8.5400 +2025-06-23 10:37:44,486 - pyskl - INFO - Epoch [1][2600/3940] lr: 2.500e-02, eta: 3 days, 2:31:21, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1656, top5_acc: 0.4875, loss_cls: 8.5353, loss: 8.5353 +2025-06-23 10:38:29,215 - pyskl - INFO - Epoch [1][2700/3940] lr: 2.500e-02, eta: 3 days, 2:27:27, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1638, top5_acc: 0.4856, loss_cls: 8.5548, loss: 8.5548 +2025-06-23 10:39:13,913 - pyskl - INFO - Epoch [1][2800/3940] lr: 2.500e-02, eta: 3 days, 2:23:40, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.1856, top5_acc: 0.4894, loss_cls: 8.4904, loss: 8.4904 +2025-06-23 10:39:58,774 - pyskl - INFO - Epoch [1][2900/3940] lr: 2.500e-02, eta: 3 days, 2:20:38, time: 0.449, data_time: 0.000, memory: 13267, top1_acc: 0.1569, top5_acc: 0.4931, loss_cls: 8.5525, loss: 8.5525 +2025-06-23 10:40:43,379 - pyskl - INFO - Epoch [1][3000/3940] lr: 2.500e-02, eta: 3 days, 2:16:55, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.1825, top5_acc: 0.5156, loss_cls: 8.4154, loss: 8.4154 +2025-06-23 10:41:27,892 - pyskl - INFO - Epoch [1][3100/3940] lr: 2.500e-02, eta: 3 days, 2:13:07, time: 0.445, data_time: 0.000, memory: 13267, top1_acc: 0.1894, top5_acc: 0.5262, loss_cls: 8.3476, loss: 8.3476 +2025-06-23 10:42:12,727 - pyskl - INFO - Epoch [1][3200/3940] lr: 2.500e-02, eta: 3 days, 2:10:28, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.1994, top5_acc: 0.5581, loss_cls: 8.1771, loss: 8.1771 +2025-06-23 10:42:57,442 - pyskl - INFO - Epoch [1][3300/3940] lr: 2.500e-02, eta: 3 days, 2:07:36, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2162, top5_acc: 0.5706, loss_cls: 8.0902, loss: 8.0902 +2025-06-23 10:43:42,074 - pyskl - INFO - Epoch [1][3400/3940] lr: 2.500e-02, eta: 3 days, 2:04:36, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.2131, top5_acc: 0.5644, loss_cls: 8.0505, loss: 8.0505 +2025-06-23 10:44:26,720 - pyskl - INFO - Epoch [1][3500/3940] lr: 2.500e-02, eta: 3 days, 2:01:47, time: 0.446, data_time: 0.000, memory: 13267, top1_acc: 0.2062, top5_acc: 0.5750, loss_cls: 8.1726, loss: 8.1726 +2025-06-23 10:45:11,442 - pyskl - INFO - Epoch [1][3600/3940] lr: 2.500e-02, eta: 3 days, 1:59:17, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2188, top5_acc: 0.5819, loss_cls: 8.1320, loss: 8.1320 +2025-06-23 10:45:56,218 - pyskl - INFO - Epoch [1][3700/3940] lr: 2.500e-02, eta: 3 days, 1:57:01, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.2300, top5_acc: 0.5875, loss_cls: 8.0313, loss: 8.0313 +2025-06-23 10:46:41,018 - pyskl - INFO - Epoch [1][3800/3940] lr: 2.500e-02, eta: 3 days, 1:54:54, time: 0.448, data_time: 0.000, memory: 13267, top1_acc: 0.2444, top5_acc: 0.6262, loss_cls: 7.8663, loss: 7.8663 +2025-06-23 10:47:25,697 - pyskl - INFO - Epoch [1][3900/3940] lr: 2.500e-02, eta: 3 days, 1:52:33, time: 0.447, data_time: 0.000, memory: 13267, top1_acc: 0.2562, top5_acc: 0.6262, loss_cls: 7.8840, loss: 7.8840 +2025-06-23 10:47:44,036 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-23 10:51:07,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 10:51:07,956 - pyskl - INFO - +top1_acc 0.2178 +top5_acc 0.5796 +2025-06-23 10:51:09,042 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-23 10:51:09,044 - pyskl - INFO - Best top1_acc is 0.2178 at 1 epoch. +2025-06-23 10:51:09,062 - pyskl - INFO - Epoch(val) [1][3183] top1_acc: 0.2178, top5_acc: 0.5796 +2025-06-23 10:52:19,767 - pyskl - INFO - Epoch [2][100/3940] lr: 2.500e-02, eta: 3 days, 2:09:01, time: 0.707, data_time: 0.260, memory: 13268, top1_acc: 0.2656, top5_acc: 0.6250, loss_cls: 7.7862, loss: 7.7862 +2025-06-23 10:53:04,260 - pyskl - INFO - Epoch [2][200/3940] lr: 2.500e-02, eta: 3 days, 2:06:01, time: 0.445, data_time: 0.001, memory: 13268, top1_acc: 0.2750, top5_acc: 0.6506, loss_cls: 7.7819, loss: 7.7819 +2025-06-23 10:53:48,634 - pyskl - INFO - Epoch [2][300/3940] lr: 2.500e-02, eta: 3 days, 2:02:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3050, top5_acc: 0.6656, loss_cls: 7.5741, loss: 7.5741 +2025-06-23 10:54:33,175 - pyskl - INFO - Epoch [2][400/3940] lr: 2.500e-02, eta: 3 days, 2:00:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.3075, top5_acc: 0.6831, loss_cls: 7.4229, loss: 7.4229 +2025-06-23 10:55:17,609 - pyskl - INFO - Epoch [2][500/3940] lr: 2.500e-02, eta: 3 days, 1:57:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.2944, top5_acc: 0.6725, loss_cls: 7.5798, loss: 7.5798 +2025-06-23 10:56:02,019 - pyskl - INFO - Epoch [2][600/3940] lr: 2.500e-02, eta: 3 days, 1:54:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3069, top5_acc: 0.6837, loss_cls: 7.4290, loss: 7.4290 +2025-06-23 10:56:46,357 - pyskl - INFO - Epoch [2][700/3940] lr: 2.500e-02, eta: 3 days, 1:51:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3187, top5_acc: 0.6969, loss_cls: 7.3646, loss: 7.3646 +2025-06-23 10:57:30,744 - pyskl - INFO - Epoch [2][800/3940] lr: 2.500e-02, eta: 3 days, 1:48:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3350, top5_acc: 0.6887, loss_cls: 7.4255, loss: 7.4255 +2025-06-23 10:58:15,145 - pyskl - INFO - Epoch [2][900/3940] lr: 2.500e-02, eta: 3 days, 1:45:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3450, top5_acc: 0.7113, loss_cls: 7.2988, loss: 7.2988 +2025-06-23 10:58:59,555 - pyskl - INFO - Epoch [2][1000/3940] lr: 2.500e-02, eta: 3 days, 1:43:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3325, top5_acc: 0.6931, loss_cls: 7.3786, loss: 7.3786 +2025-06-23 10:59:43,947 - pyskl - INFO - Epoch [2][1100/3940] lr: 2.500e-02, eta: 3 days, 1:40:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3644, top5_acc: 0.7256, loss_cls: 7.1381, loss: 7.1381 +2025-06-23 11:00:28,290 - pyskl - INFO - Epoch [2][1200/3940] lr: 2.500e-02, eta: 3 days, 1:38:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3600, top5_acc: 0.7400, loss_cls: 7.1139, loss: 7.1139 +2025-06-23 11:01:12,646 - pyskl - INFO - Epoch [2][1300/3940] lr: 2.500e-02, eta: 3 days, 1:36:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3581, top5_acc: 0.7312, loss_cls: 7.1060, loss: 7.1060 +2025-06-23 11:01:57,014 - pyskl - INFO - Epoch [2][1400/3940] lr: 2.499e-02, eta: 3 days, 1:33:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.3744, top5_acc: 0.7312, loss_cls: 7.0820, loss: 7.0820 +2025-06-23 11:02:41,338 - pyskl - INFO - Epoch [2][1500/3940] lr: 2.499e-02, eta: 3 days, 1:31:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3781, top5_acc: 0.7531, loss_cls: 6.9287, loss: 6.9287 +2025-06-23 11:03:25,657 - pyskl - INFO - Epoch [2][1600/3940] lr: 2.499e-02, eta: 3 days, 1:29:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.3919, top5_acc: 0.7444, loss_cls: 6.9219, loss: 6.9219 +2025-06-23 11:04:10,076 - pyskl - INFO - Epoch [2][1700/3940] lr: 2.499e-02, eta: 3 days, 1:26:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4062, top5_acc: 0.7650, loss_cls: 6.8342, loss: 6.8342 +2025-06-23 11:04:54,654 - pyskl - INFO - Epoch [2][1800/3940] lr: 2.499e-02, eta: 3 days, 1:25:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4113, top5_acc: 0.7619, loss_cls: 6.7488, loss: 6.7488 +2025-06-23 11:05:39,316 - pyskl - INFO - Epoch [2][1900/3940] lr: 2.499e-02, eta: 3 days, 1:23:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.4037, top5_acc: 0.7625, loss_cls: 6.9396, loss: 6.9396 +2025-06-23 11:06:23,734 - pyskl - INFO - Epoch [2][2000/3940] lr: 2.499e-02, eta: 3 days, 1:21:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4131, top5_acc: 0.7675, loss_cls: 6.9366, loss: 6.9366 +2025-06-23 11:07:08,041 - pyskl - INFO - Epoch [2][2100/3940] lr: 2.499e-02, eta: 3 days, 1:19:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4081, top5_acc: 0.7769, loss_cls: 6.7676, loss: 6.7676 +2025-06-23 11:07:52,332 - pyskl - INFO - Epoch [2][2200/3940] lr: 2.499e-02, eta: 3 days, 1:17:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4019, top5_acc: 0.7775, loss_cls: 6.7761, loss: 6.7761 +2025-06-23 11:08:36,627 - pyskl - INFO - Epoch [2][2300/3940] lr: 2.499e-02, eta: 3 days, 1:15:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4169, top5_acc: 0.7631, loss_cls: 6.7904, loss: 6.7904 +2025-06-23 11:09:20,996 - pyskl - INFO - Epoch [2][2400/3940] lr: 2.499e-02, eta: 3 days, 1:13:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4369, top5_acc: 0.7931, loss_cls: 6.6200, loss: 6.6200 +2025-06-23 11:10:05,337 - pyskl - INFO - Epoch [2][2500/3940] lr: 2.499e-02, eta: 3 days, 1:11:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4238, top5_acc: 0.7975, loss_cls: 6.5310, loss: 6.5310 +2025-06-23 11:10:49,677 - pyskl - INFO - Epoch [2][2600/3940] lr: 2.499e-02, eta: 3 days, 1:09:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4250, top5_acc: 0.7831, loss_cls: 6.7183, loss: 6.7183 +2025-06-23 11:11:34,038 - pyskl - INFO - Epoch [2][2700/3940] lr: 2.499e-02, eta: 3 days, 1:08:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4300, top5_acc: 0.7844, loss_cls: 6.6535, loss: 6.6535 +2025-06-23 11:12:18,347 - pyskl - INFO - Epoch [2][2800/3940] lr: 2.499e-02, eta: 3 days, 1:06:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4350, top5_acc: 0.7775, loss_cls: 6.6664, loss: 6.6664 +2025-06-23 11:13:02,760 - pyskl - INFO - Epoch [2][2900/3940] lr: 2.499e-02, eta: 3 days, 1:04:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4356, top5_acc: 0.7931, loss_cls: 6.5356, loss: 6.5356 +2025-06-23 11:13:47,229 - pyskl - INFO - Epoch [2][3000/3940] lr: 2.499e-02, eta: 3 days, 1:03:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4419, top5_acc: 0.7750, loss_cls: 6.5681, loss: 6.5681 +2025-06-23 11:14:31,748 - pyskl - INFO - Epoch [2][3100/3940] lr: 2.499e-02, eta: 3 days, 1:01:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4450, top5_acc: 0.7931, loss_cls: 6.5155, loss: 6.5155 +2025-06-23 11:15:16,083 - pyskl - INFO - Epoch [2][3200/3940] lr: 2.499e-02, eta: 3 days, 0:59:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4494, top5_acc: 0.8194, loss_cls: 6.3570, loss: 6.3570 +2025-06-23 11:16:00,488 - pyskl - INFO - Epoch [2][3300/3940] lr: 2.499e-02, eta: 3 days, 0:58:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4763, top5_acc: 0.8081, loss_cls: 6.3057, loss: 6.3057 +2025-06-23 11:16:44,800 - pyskl - INFO - Epoch [2][3400/3940] lr: 2.499e-02, eta: 3 days, 0:56:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4688, top5_acc: 0.8144, loss_cls: 6.4642, loss: 6.4642 +2025-06-23 11:17:29,219 - pyskl - INFO - Epoch [2][3500/3940] lr: 2.499e-02, eta: 3 days, 0:55:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4806, top5_acc: 0.8031, loss_cls: 6.4375, loss: 6.4375 +2025-06-23 11:18:13,639 - pyskl - INFO - Epoch [2][3600/3940] lr: 2.499e-02, eta: 3 days, 0:53:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4794, top5_acc: 0.7969, loss_cls: 6.3909, loss: 6.3909 +2025-06-23 11:18:58,095 - pyskl - INFO - Epoch [2][3700/3940] lr: 2.499e-02, eta: 3 days, 0:52:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4744, top5_acc: 0.8163, loss_cls: 6.3617, loss: 6.3617 +2025-06-23 11:19:42,527 - pyskl - INFO - Epoch [2][3800/3940] lr: 2.499e-02, eta: 3 days, 0:50:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5006, top5_acc: 0.8194, loss_cls: 6.3006, loss: 6.3006 +2025-06-23 11:20:26,945 - pyskl - INFO - Epoch [2][3900/3940] lr: 2.499e-02, eta: 3 days, 0:49:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.4975, top5_acc: 0.8075, loss_cls: 6.3629, loss: 6.3629 +2025-06-23 11:20:45,097 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-23 11:24:09,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:24:10,543 - pyskl - INFO - +top1_acc 0.3902 +top5_acc 0.7542 +2025-06-23 11:24:10,599 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_1.pth was removed +2025-06-23 11:24:11,671 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-23 11:24:11,673 - pyskl - INFO - Best top1_acc is 0.3902 at 2 epoch. +2025-06-23 11:24:11,692 - pyskl - INFO - Epoch(val) [2][3183] top1_acc: 0.3902, top5_acc: 0.7542 +2025-06-23 11:25:21,725 - pyskl - INFO - Epoch [3][100/3940] lr: 2.499e-02, eta: 3 days, 0:56:59, time: 0.700, data_time: 0.255, memory: 13268, top1_acc: 0.4981, top5_acc: 0.8363, loss_cls: 6.1190, loss: 6.1190 +2025-06-23 11:26:06,484 - pyskl - INFO - Epoch [3][200/3940] lr: 2.499e-02, eta: 3 days, 0:55:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5256, top5_acc: 0.8444, loss_cls: 6.0007, loss: 6.0007 +2025-06-23 11:26:51,127 - pyskl - INFO - Epoch [3][300/3940] lr: 2.499e-02, eta: 3 days, 0:54:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5194, top5_acc: 0.8306, loss_cls: 6.2054, loss: 6.2054 +2025-06-23 11:27:35,743 - pyskl - INFO - Epoch [3][400/3940] lr: 2.499e-02, eta: 3 days, 0:53:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.4956, top5_acc: 0.8400, loss_cls: 6.1290, loss: 6.1290 +2025-06-23 11:28:20,129 - pyskl - INFO - Epoch [3][500/3940] lr: 2.499e-02, eta: 3 days, 0:51:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5019, top5_acc: 0.8269, loss_cls: 6.1178, loss: 6.1178 +2025-06-23 11:29:04,480 - pyskl - INFO - Epoch [3][600/3940] lr: 2.499e-02, eta: 3 days, 0:50:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5144, top5_acc: 0.8462, loss_cls: 6.1190, loss: 6.1190 +2025-06-23 11:29:48,832 - pyskl - INFO - Epoch [3][700/3940] lr: 2.499e-02, eta: 3 days, 0:48:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5044, top5_acc: 0.8350, loss_cls: 6.1565, loss: 6.1565 +2025-06-23 11:30:33,113 - pyskl - INFO - Epoch [3][800/3940] lr: 2.499e-02, eta: 3 days, 0:47:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5038, top5_acc: 0.8294, loss_cls: 6.1042, loss: 6.1042 +2025-06-23 11:31:17,370 - pyskl - INFO - Epoch [3][900/3940] lr: 2.499e-02, eta: 3 days, 0:45:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.4938, top5_acc: 0.8187, loss_cls: 6.2308, loss: 6.2308 +2025-06-23 11:32:01,764 - pyskl - INFO - Epoch [3][1000/3940] lr: 2.499e-02, eta: 3 days, 0:44:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5344, top5_acc: 0.8369, loss_cls: 5.9982, loss: 5.9982 +2025-06-23 11:32:46,183 - pyskl - INFO - Epoch [3][1100/3940] lr: 2.499e-02, eta: 3 days, 0:43:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5162, top5_acc: 0.8225, loss_cls: 6.1761, loss: 6.1761 +2025-06-23 11:33:30,569 - pyskl - INFO - Epoch [3][1200/3940] lr: 2.499e-02, eta: 3 days, 0:41:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5000, top5_acc: 0.8225, loss_cls: 6.0574, loss: 6.0574 +2025-06-23 11:34:14,932 - pyskl - INFO - Epoch [3][1300/3940] lr: 2.499e-02, eta: 3 days, 0:40:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5150, top5_acc: 0.8394, loss_cls: 5.9948, loss: 5.9948 +2025-06-23 11:34:59,399 - pyskl - INFO - Epoch [3][1400/3940] lr: 2.498e-02, eta: 3 days, 0:38:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.4963, top5_acc: 0.8438, loss_cls: 5.9796, loss: 5.9796 +2025-06-23 11:35:43,855 - pyskl - INFO - Epoch [3][1500/3940] lr: 2.498e-02, eta: 3 days, 0:37:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5056, top5_acc: 0.8344, loss_cls: 6.0017, loss: 6.0017 +2025-06-23 11:36:28,307 - pyskl - INFO - Epoch [3][1600/3940] lr: 2.498e-02, eta: 3 days, 0:36:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8600, loss_cls: 5.8974, loss: 5.8974 +2025-06-23 11:37:12,670 - pyskl - INFO - Epoch [3][1700/3940] lr: 2.498e-02, eta: 3 days, 0:35:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5125, top5_acc: 0.8462, loss_cls: 5.9629, loss: 5.9629 +2025-06-23 11:37:56,940 - pyskl - INFO - Epoch [3][1800/3940] lr: 2.498e-02, eta: 3 days, 0:33:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5131, top5_acc: 0.8319, loss_cls: 6.1091, loss: 6.1091 +2025-06-23 11:38:41,268 - pyskl - INFO - Epoch [3][1900/3940] lr: 2.498e-02, eta: 3 days, 0:32:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.5294, top5_acc: 0.8375, loss_cls: 6.0391, loss: 6.0391 +2025-06-23 11:39:25,838 - pyskl - INFO - Epoch [3][2000/3940] lr: 2.498e-02, eta: 3 days, 0:31:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5019, top5_acc: 0.8175, loss_cls: 6.1514, loss: 6.1514 +2025-06-23 11:40:10,330 - pyskl - INFO - Epoch [3][2100/3940] lr: 2.498e-02, eta: 3 days, 0:30:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5337, top5_acc: 0.8438, loss_cls: 6.0932, loss: 6.0932 +2025-06-23 11:40:54,765 - pyskl - INFO - Epoch [3][2200/3940] lr: 2.498e-02, eta: 3 days, 0:28:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5262, top5_acc: 0.8419, loss_cls: 5.9690, loss: 5.9690 +2025-06-23 11:41:39,250 - pyskl - INFO - Epoch [3][2300/3940] lr: 2.498e-02, eta: 3 days, 0:27:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5225, top5_acc: 0.8294, loss_cls: 5.9955, loss: 5.9955 +2025-06-23 11:42:23,786 - pyskl - INFO - Epoch [3][2400/3940] lr: 2.498e-02, eta: 3 days, 0:26:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8481, loss_cls: 5.8250, loss: 5.8250 +2025-06-23 11:43:08,176 - pyskl - INFO - Epoch [3][2500/3940] lr: 2.498e-02, eta: 3 days, 0:25:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5363, top5_acc: 0.8506, loss_cls: 5.8497, loss: 5.8497 +2025-06-23 11:43:52,646 - pyskl - INFO - Epoch [3][2600/3940] lr: 2.498e-02, eta: 3 days, 0:24:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5519, top5_acc: 0.8469, loss_cls: 5.8679, loss: 5.8679 +2025-06-23 11:44:37,073 - pyskl - INFO - Epoch [3][2700/3940] lr: 2.498e-02, eta: 3 days, 0:22:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5306, top5_acc: 0.8575, loss_cls: 5.9144, loss: 5.9144 +2025-06-23 11:45:21,601 - pyskl - INFO - Epoch [3][2800/3940] lr: 2.498e-02, eta: 3 days, 0:21:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5306, top5_acc: 0.8494, loss_cls: 5.9094, loss: 5.9094 +2025-06-23 11:46:06,014 - pyskl - INFO - Epoch [3][2900/3940] lr: 2.498e-02, eta: 3 days, 0:20:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5288, top5_acc: 0.8287, loss_cls: 5.9790, loss: 5.9790 +2025-06-23 11:46:50,600 - pyskl - INFO - Epoch [3][3000/3940] lr: 2.498e-02, eta: 3 days, 0:19:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5463, top5_acc: 0.8350, loss_cls: 5.8042, loss: 5.8042 +2025-06-23 11:47:35,091 - pyskl - INFO - Epoch [3][3100/3940] lr: 2.498e-02, eta: 3 days, 0:18:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5419, top5_acc: 0.8431, loss_cls: 5.8566, loss: 5.8566 +2025-06-23 11:48:19,636 - pyskl - INFO - Epoch [3][3200/3940] lr: 2.498e-02, eta: 3 days, 0:17:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5419, top5_acc: 0.8462, loss_cls: 5.9343, loss: 5.9343 +2025-06-23 11:49:04,175 - pyskl - INFO - Epoch [3][3300/3940] lr: 2.498e-02, eta: 3 days, 0:16:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8700, loss_cls: 5.6900, loss: 5.6900 +2025-06-23 11:49:48,707 - pyskl - INFO - Epoch [3][3400/3940] lr: 2.498e-02, eta: 3 days, 0:15:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5350, top5_acc: 0.8462, loss_cls: 5.9381, loss: 5.9381 +2025-06-23 11:50:33,621 - pyskl - INFO - Epoch [3][3500/3940] lr: 2.498e-02, eta: 3 days, 0:14:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.5650, top5_acc: 0.8688, loss_cls: 5.6395, loss: 5.6395 +2025-06-23 11:51:18,068 - pyskl - INFO - Epoch [3][3600/3940] lr: 2.498e-02, eta: 3 days, 0:13:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8506, loss_cls: 5.8313, loss: 5.8313 +2025-06-23 11:52:02,515 - pyskl - INFO - Epoch [3][3700/3940] lr: 2.498e-02, eta: 3 days, 0:12:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8612, loss_cls: 5.8108, loss: 5.8108 +2025-06-23 11:52:46,921 - pyskl - INFO - Epoch [3][3800/3940] lr: 2.498e-02, eta: 3 days, 0:11:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5700, top5_acc: 0.8669, loss_cls: 5.6504, loss: 5.6504 +2025-06-23 11:53:31,346 - pyskl - INFO - Epoch [3][3900/3940] lr: 2.498e-02, eta: 3 days, 0:10:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5537, top5_acc: 0.8644, loss_cls: 5.7287, loss: 5.7287 +2025-06-23 11:53:49,493 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-23 11:57:13,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 11:57:14,392 - pyskl - INFO - +top1_acc 0.4536 +top5_acc 0.7782 +2025-06-23 11:57:14,449 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_2.pth was removed +2025-06-23 11:57:15,561 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-23 11:57:15,563 - pyskl - INFO - Best top1_acc is 0.4536 at 3 epoch. +2025-06-23 11:57:15,583 - pyskl - INFO - Epoch(val) [3][3183] top1_acc: 0.4536, top5_acc: 0.7782 +2025-06-23 11:58:25,736 - pyskl - INFO - Epoch [4][100/3940] lr: 2.497e-02, eta: 3 days, 0:15:15, time: 0.701, data_time: 0.257, memory: 13268, top1_acc: 0.5875, top5_acc: 0.8588, loss_cls: 5.6070, loss: 5.6070 +2025-06-23 11:59:10,246 - pyskl - INFO - Epoch [4][200/3940] lr: 2.497e-02, eta: 3 days, 0:14:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8694, loss_cls: 5.6453, loss: 5.6453 +2025-06-23 11:59:54,854 - pyskl - INFO - Epoch [4][300/3940] lr: 2.497e-02, eta: 3 days, 0:13:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5625, top5_acc: 0.8556, loss_cls: 5.7494, loss: 5.7494 +2025-06-23 12:00:39,369 - pyskl - INFO - Epoch [4][400/3940] lr: 2.497e-02, eta: 3 days, 0:12:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5787, top5_acc: 0.8669, loss_cls: 5.6759, loss: 5.6759 +2025-06-23 12:01:23,936 - pyskl - INFO - Epoch [4][500/3940] lr: 2.497e-02, eta: 3 days, 0:11:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6038, top5_acc: 0.8756, loss_cls: 5.5695, loss: 5.5695 +2025-06-23 12:02:08,418 - pyskl - INFO - Epoch [4][600/3940] lr: 2.497e-02, eta: 3 days, 0:10:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5894, top5_acc: 0.8812, loss_cls: 5.5694, loss: 5.5694 +2025-06-23 12:02:53,018 - pyskl - INFO - Epoch [4][700/3940] lr: 2.497e-02, eta: 3 days, 0:09:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8769, loss_cls: 5.6248, loss: 5.6248 +2025-06-23 12:03:37,427 - pyskl - INFO - Epoch [4][800/3940] lr: 2.497e-02, eta: 3 days, 0:07:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5725, top5_acc: 0.8712, loss_cls: 5.6269, loss: 5.6269 +2025-06-23 12:04:21,838 - pyskl - INFO - Epoch [4][900/3940] lr: 2.497e-02, eta: 3 days, 0:06:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5956, top5_acc: 0.8762, loss_cls: 5.4985, loss: 5.4985 +2025-06-23 12:05:06,352 - pyskl - INFO - Epoch [4][1000/3940] lr: 2.497e-02, eta: 3 days, 0:05:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8731, loss_cls: 5.6076, loss: 5.6076 +2025-06-23 12:05:50,711 - pyskl - INFO - Epoch [4][1100/3940] lr: 2.497e-02, eta: 3 days, 0:04:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5325, top5_acc: 0.8625, loss_cls: 5.7363, loss: 5.7363 +2025-06-23 12:06:35,083 - pyskl - INFO - Epoch [4][1200/3940] lr: 2.497e-02, eta: 3 days, 0:03:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8638, loss_cls: 5.5901, loss: 5.5901 +2025-06-23 12:07:19,749 - pyskl - INFO - Epoch [4][1300/3940] lr: 2.497e-02, eta: 3 days, 0:02:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.5781, top5_acc: 0.8719, loss_cls: 5.5975, loss: 5.5975 +2025-06-23 12:08:04,329 - pyskl - INFO - Epoch [4][1400/3940] lr: 2.497e-02, eta: 3 days, 0:01:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5713, top5_acc: 0.8712, loss_cls: 5.6171, loss: 5.6171 +2025-06-23 12:08:48,758 - pyskl - INFO - Epoch [4][1500/3940] lr: 2.497e-02, eta: 3 days, 0:00:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5863, top5_acc: 0.8888, loss_cls: 5.4761, loss: 5.4761 +2025-06-23 12:09:33,213 - pyskl - INFO - Epoch [4][1600/3940] lr: 2.497e-02, eta: 2 days, 23:59:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8625, loss_cls: 5.6987, loss: 5.6987 +2025-06-23 12:10:17,634 - pyskl - INFO - Epoch [4][1700/3940] lr: 2.497e-02, eta: 2 days, 23:58:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5794, top5_acc: 0.8856, loss_cls: 5.5700, loss: 5.5700 +2025-06-23 12:11:02,062 - pyskl - INFO - Epoch [4][1800/3940] lr: 2.497e-02, eta: 2 days, 23:57:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5837, top5_acc: 0.8669, loss_cls: 5.6608, loss: 5.6608 +2025-06-23 12:11:46,548 - pyskl - INFO - Epoch [4][1900/3940] lr: 2.497e-02, eta: 2 days, 23:56:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8775, loss_cls: 5.4083, loss: 5.4083 +2025-06-23 12:12:30,940 - pyskl - INFO - Epoch [4][2000/3940] lr: 2.497e-02, eta: 2 days, 23:55:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5856, top5_acc: 0.8725, loss_cls: 5.4839, loss: 5.4839 +2025-06-23 12:13:15,323 - pyskl - INFO - Epoch [4][2100/3940] lr: 2.497e-02, eta: 2 days, 23:54:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5706, top5_acc: 0.8588, loss_cls: 5.5740, loss: 5.5740 +2025-06-23 12:13:59,717 - pyskl - INFO - Epoch [4][2200/3940] lr: 2.497e-02, eta: 2 days, 23:53:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5925, top5_acc: 0.8775, loss_cls: 5.5284, loss: 5.5284 +2025-06-23 12:14:44,042 - pyskl - INFO - Epoch [4][2300/3940] lr: 2.496e-02, eta: 2 days, 23:52:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6050, top5_acc: 0.8750, loss_cls: 5.4339, loss: 5.4339 +2025-06-23 12:15:28,499 - pyskl - INFO - Epoch [4][2400/3940] lr: 2.496e-02, eta: 2 days, 23:51:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5994, top5_acc: 0.8725, loss_cls: 5.3940, loss: 5.3940 +2025-06-23 12:16:12,893 - pyskl - INFO - Epoch [4][2500/3940] lr: 2.496e-02, eta: 2 days, 23:49:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8700, loss_cls: 5.5034, loss: 5.5034 +2025-06-23 12:16:57,289 - pyskl - INFO - Epoch [4][2600/3940] lr: 2.496e-02, eta: 2 days, 23:48:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.8925, loss_cls: 5.3082, loss: 5.3082 +2025-06-23 12:17:41,817 - pyskl - INFO - Epoch [4][2700/3940] lr: 2.496e-02, eta: 2 days, 23:47:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5881, top5_acc: 0.8781, loss_cls: 5.4587, loss: 5.4587 +2025-06-23 12:18:26,336 - pyskl - INFO - Epoch [4][2800/3940] lr: 2.496e-02, eta: 2 days, 23:47:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5988, top5_acc: 0.8969, loss_cls: 5.4328, loss: 5.4328 +2025-06-23 12:19:10,886 - pyskl - INFO - Epoch [4][2900/3940] lr: 2.496e-02, eta: 2 days, 23:46:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5775, top5_acc: 0.8725, loss_cls: 5.5914, loss: 5.5914 +2025-06-23 12:19:55,534 - pyskl - INFO - Epoch [4][3000/3940] lr: 2.496e-02, eta: 2 days, 23:45:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.5956, top5_acc: 0.8938, loss_cls: 5.4101, loss: 5.4101 +2025-06-23 12:20:39,853 - pyskl - INFO - Epoch [4][3100/3940] lr: 2.496e-02, eta: 2 days, 23:44:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6006, top5_acc: 0.8856, loss_cls: 5.3817, loss: 5.3817 +2025-06-23 12:21:24,255 - pyskl - INFO - Epoch [4][3200/3940] lr: 2.496e-02, eta: 2 days, 23:43:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8919, loss_cls: 5.3024, loss: 5.3024 +2025-06-23 12:22:08,582 - pyskl - INFO - Epoch [4][3300/3940] lr: 2.496e-02, eta: 2 days, 23:42:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6088, top5_acc: 0.8900, loss_cls: 5.4272, loss: 5.4272 +2025-06-23 12:22:53,019 - pyskl - INFO - Epoch [4][3400/3940] lr: 2.496e-02, eta: 2 days, 23:41:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.5887, top5_acc: 0.8869, loss_cls: 5.4375, loss: 5.4375 +2025-06-23 12:23:37,582 - pyskl - INFO - Epoch [4][3500/3940] lr: 2.496e-02, eta: 2 days, 23:40:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6056, top5_acc: 0.8788, loss_cls: 5.5351, loss: 5.5351 +2025-06-23 12:24:22,371 - pyskl - INFO - Epoch [4][3600/3940] lr: 2.496e-02, eta: 2 days, 23:39:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.5944, top5_acc: 0.8950, loss_cls: 5.4376, loss: 5.4376 +2025-06-23 12:25:07,012 - pyskl - INFO - Epoch [4][3700/3940] lr: 2.496e-02, eta: 2 days, 23:38:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8994, loss_cls: 5.2610, loss: 5.2610 +2025-06-23 12:25:51,495 - pyskl - INFO - Epoch [4][3800/3940] lr: 2.496e-02, eta: 2 days, 23:37:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5938, top5_acc: 0.8900, loss_cls: 5.4801, loss: 5.4801 +2025-06-23 12:26:35,992 - pyskl - INFO - Epoch [4][3900/3940] lr: 2.496e-02, eta: 2 days, 23:36:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8744, loss_cls: 5.3672, loss: 5.3672 +2025-06-23 12:26:54,066 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-23 12:30:18,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 12:30:19,175 - pyskl - INFO - +top1_acc 0.5923 +top5_acc 0.8827 +2025-06-23 12:30:19,230 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_3.pth was removed +2025-06-23 12:30:20,304 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-23 12:30:20,306 - pyskl - INFO - Best top1_acc is 0.5923 at 4 epoch. +2025-06-23 12:30:20,324 - pyskl - INFO - Epoch(val) [4][3183] top1_acc: 0.5923, top5_acc: 0.8827 +2025-06-23 12:31:30,309 - pyskl - INFO - Epoch [5][100/3940] lr: 2.496e-02, eta: 2 days, 23:39:58, time: 0.700, data_time: 0.253, memory: 13268, top1_acc: 0.6338, top5_acc: 0.9094, loss_cls: 5.1871, loss: 5.1871 +2025-06-23 12:32:14,821 - pyskl - INFO - Epoch [5][200/3940] lr: 2.496e-02, eta: 2 days, 23:39:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6019, top5_acc: 0.9069, loss_cls: 5.2355, loss: 5.2355 +2025-06-23 12:32:59,281 - pyskl - INFO - Epoch [5][300/3940] lr: 2.495e-02, eta: 2 days, 23:38:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.5869, top5_acc: 0.8869, loss_cls: 5.3688, loss: 5.3688 +2025-06-23 12:33:43,758 - pyskl - INFO - Epoch [5][400/3940] lr: 2.495e-02, eta: 2 days, 23:37:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8875, loss_cls: 5.3307, loss: 5.3307 +2025-06-23 12:34:28,186 - pyskl - INFO - Epoch [5][500/3940] lr: 2.495e-02, eta: 2 days, 23:36:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6162, top5_acc: 0.8919, loss_cls: 5.2853, loss: 5.2853 +2025-06-23 12:35:12,614 - pyskl - INFO - Epoch [5][600/3940] lr: 2.495e-02, eta: 2 days, 23:35:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.8875, loss_cls: 5.1731, loss: 5.1731 +2025-06-23 12:35:57,116 - pyskl - INFO - Epoch [5][700/3940] lr: 2.495e-02, eta: 2 days, 23:34:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8769, loss_cls: 5.2868, loss: 5.2868 +2025-06-23 12:36:41,478 - pyskl - INFO - Epoch [5][800/3940] lr: 2.495e-02, eta: 2 days, 23:33:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8875, loss_cls: 5.3438, loss: 5.3438 +2025-06-23 12:37:25,960 - pyskl - INFO - Epoch [5][900/3940] lr: 2.495e-02, eta: 2 days, 23:32:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8962, loss_cls: 5.2018, loss: 5.2018 +2025-06-23 12:38:10,460 - pyskl - INFO - Epoch [5][1000/3940] lr: 2.495e-02, eta: 2 days, 23:31:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6075, top5_acc: 0.8900, loss_cls: 5.2259, loss: 5.2259 +2025-06-23 12:38:54,775 - pyskl - INFO - Epoch [5][1100/3940] lr: 2.495e-02, eta: 2 days, 23:30:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.8881, loss_cls: 5.2866, loss: 5.2866 +2025-06-23 12:39:39,270 - pyskl - INFO - Epoch [5][1200/3940] lr: 2.495e-02, eta: 2 days, 23:29:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8838, loss_cls: 5.3738, loss: 5.3738 +2025-06-23 12:40:23,707 - pyskl - INFO - Epoch [5][1300/3940] lr: 2.495e-02, eta: 2 days, 23:28:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.8831, loss_cls: 5.2821, loss: 5.2821 +2025-06-23 12:41:08,048 - pyskl - INFO - Epoch [5][1400/3940] lr: 2.495e-02, eta: 2 days, 23:27:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8869, loss_cls: 5.3257, loss: 5.3257 +2025-06-23 12:41:52,299 - pyskl - INFO - Epoch [5][1500/3940] lr: 2.495e-02, eta: 2 days, 23:26:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6238, top5_acc: 0.8844, loss_cls: 5.3174, loss: 5.3174 +2025-06-23 12:42:36,753 - pyskl - INFO - Epoch [5][1600/3940] lr: 2.495e-02, eta: 2 days, 23:25:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6125, top5_acc: 0.8888, loss_cls: 5.3907, loss: 5.3907 +2025-06-23 12:43:21,168 - pyskl - INFO - Epoch [5][1700/3940] lr: 2.495e-02, eta: 2 days, 23:24:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8850, loss_cls: 5.2443, loss: 5.2443 +2025-06-23 12:44:05,726 - pyskl - INFO - Epoch [5][1800/3940] lr: 2.495e-02, eta: 2 days, 23:23:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.8931, loss_cls: 5.0992, loss: 5.0992 +2025-06-23 12:44:50,107 - pyskl - INFO - Epoch [5][1900/3940] lr: 2.494e-02, eta: 2 days, 23:22:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8975, loss_cls: 5.1489, loss: 5.1489 +2025-06-23 12:45:34,525 - pyskl - INFO - Epoch [5][2000/3940] lr: 2.494e-02, eta: 2 days, 23:21:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6231, top5_acc: 0.8806, loss_cls: 5.3085, loss: 5.3085 +2025-06-23 12:46:18,892 - pyskl - INFO - Epoch [5][2100/3940] lr: 2.494e-02, eta: 2 days, 23:20:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6200, top5_acc: 0.8912, loss_cls: 5.1623, loss: 5.1623 +2025-06-23 12:47:03,431 - pyskl - INFO - Epoch [5][2200/3940] lr: 2.494e-02, eta: 2 days, 23:19:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6131, top5_acc: 0.8831, loss_cls: 5.3058, loss: 5.3058 +2025-06-23 12:47:48,108 - pyskl - INFO - Epoch [5][2300/3940] lr: 2.494e-02, eta: 2 days, 23:18:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.8888, loss_cls: 5.2277, loss: 5.2277 +2025-06-23 12:48:32,412 - pyskl - INFO - Epoch [5][2400/3940] lr: 2.494e-02, eta: 2 days, 23:17:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6350, top5_acc: 0.9106, loss_cls: 5.1426, loss: 5.1426 +2025-06-23 12:49:16,781 - pyskl - INFO - Epoch [5][2500/3940] lr: 2.494e-02, eta: 2 days, 23:16:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9012, loss_cls: 5.1402, loss: 5.1402 +2025-06-23 12:50:01,403 - pyskl - INFO - Epoch [5][2600/3940] lr: 2.494e-02, eta: 2 days, 23:15:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8938, loss_cls: 5.2844, loss: 5.2844 +2025-06-23 12:50:45,810 - pyskl - INFO - Epoch [5][2700/3940] lr: 2.494e-02, eta: 2 days, 23:14:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.8962, loss_cls: 5.2101, loss: 5.2101 +2025-06-23 12:51:30,028 - pyskl - INFO - Epoch [5][2800/3940] lr: 2.494e-02, eta: 2 days, 23:13:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.8988, loss_cls: 5.1954, loss: 5.1954 +2025-06-23 12:52:14,667 - pyskl - INFO - Epoch [5][2900/3940] lr: 2.494e-02, eta: 2 days, 23:13:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8881, loss_cls: 5.2070, loss: 5.2070 +2025-06-23 12:52:59,271 - pyskl - INFO - Epoch [5][3000/3940] lr: 2.494e-02, eta: 2 days, 23:12:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.8912, loss_cls: 5.1452, loss: 5.1452 +2025-06-23 12:53:43,813 - pyskl - INFO - Epoch [5][3100/3940] lr: 2.494e-02, eta: 2 days, 23:11:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6312, top5_acc: 0.9081, loss_cls: 4.9881, loss: 4.9881 +2025-06-23 12:54:28,329 - pyskl - INFO - Epoch [5][3200/3940] lr: 2.494e-02, eta: 2 days, 23:10:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6306, top5_acc: 0.9075, loss_cls: 5.1405, loss: 5.1405 +2025-06-23 12:55:12,849 - pyskl - INFO - Epoch [5][3300/3940] lr: 2.494e-02, eta: 2 days, 23:09:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.8931, loss_cls: 5.0820, loss: 5.0820 +2025-06-23 12:55:57,369 - pyskl - INFO - Epoch [5][3400/3940] lr: 2.494e-02, eta: 2 days, 23:08:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9087, loss_cls: 5.0161, loss: 5.0161 +2025-06-23 12:56:41,920 - pyskl - INFO - Epoch [5][3500/3940] lr: 2.493e-02, eta: 2 days, 23:07:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9075, loss_cls: 5.1259, loss: 5.1259 +2025-06-23 12:57:26,442 - pyskl - INFO - Epoch [5][3600/3940] lr: 2.493e-02, eta: 2 days, 23:06:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9056, loss_cls: 5.1693, loss: 5.1693 +2025-06-23 12:58:10,893 - pyskl - INFO - Epoch [5][3700/3940] lr: 2.493e-02, eta: 2 days, 23:06:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9113, loss_cls: 5.0680, loss: 5.0680 +2025-06-23 12:58:55,302 - pyskl - INFO - Epoch [5][3800/3940] lr: 2.493e-02, eta: 2 days, 23:05:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.8931, loss_cls: 5.0662, loss: 5.0662 +2025-06-23 12:59:39,737 - pyskl - INFO - Epoch [5][3900/3940] lr: 2.493e-02, eta: 2 days, 23:04:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9000, loss_cls: 5.1122, loss: 5.1122 +2025-06-23 12:59:57,849 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-23 13:17:23,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:17:23,834 - pyskl - INFO - +top1_acc 0.5885 +top5_acc 0.8836 +2025-06-23 13:17:23,854 - pyskl - INFO - Epoch(val) [5][3183] top1_acc: 0.5885, top5_acc: 0.8836 +2025-06-23 13:18:33,721 - pyskl - INFO - Epoch [6][100/3940] lr: 2.493e-02, eta: 2 days, 23:06:35, time: 0.699, data_time: 0.253, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9056, loss_cls: 4.9905, loss: 4.9905 +2025-06-23 13:19:18,227 - pyskl - INFO - Epoch [6][200/3940] lr: 2.493e-02, eta: 2 days, 23:05:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.8975, loss_cls: 5.1109, loss: 5.1109 +2025-06-23 13:20:02,757 - pyskl - INFO - Epoch [6][300/3940] lr: 2.493e-02, eta: 2 days, 23:04:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6331, top5_acc: 0.8969, loss_cls: 5.1210, loss: 5.1210 +2025-06-23 13:20:47,264 - pyskl - INFO - Epoch [6][400/3940] lr: 2.493e-02, eta: 2 days, 23:03:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9050, loss_cls: 4.9984, loss: 4.9984 +2025-06-23 13:21:31,577 - pyskl - INFO - Epoch [6][500/3940] lr: 2.493e-02, eta: 2 days, 23:02:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.8988, loss_cls: 5.0418, loss: 5.0418 +2025-06-23 13:22:15,894 - pyskl - INFO - Epoch [6][600/3940] lr: 2.493e-02, eta: 2 days, 23:01:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.8956, loss_cls: 5.0805, loss: 5.0805 +2025-06-23 13:23:00,185 - pyskl - INFO - Epoch [6][700/3940] lr: 2.493e-02, eta: 2 days, 23:00:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9144, loss_cls: 5.0614, loss: 5.0614 +2025-06-23 13:23:44,522 - pyskl - INFO - Epoch [6][800/3940] lr: 2.493e-02, eta: 2 days, 23:00:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.8988, loss_cls: 4.9609, loss: 4.9609 +2025-06-23 13:24:28,931 - pyskl - INFO - Epoch [6][900/3940] lr: 2.493e-02, eta: 2 days, 22:59:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9106, loss_cls: 5.0946, loss: 5.0946 +2025-06-23 13:25:13,329 - pyskl - INFO - Epoch [6][1000/3940] lr: 2.492e-02, eta: 2 days, 22:58:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9006, loss_cls: 5.0499, loss: 5.0499 +2025-06-23 13:25:57,739 - pyskl - INFO - Epoch [6][1100/3940] lr: 2.492e-02, eta: 2 days, 22:57:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6587, top5_acc: 0.9025, loss_cls: 5.0116, loss: 5.0116 +2025-06-23 13:26:42,178 - pyskl - INFO - Epoch [6][1200/3940] lr: 2.492e-02, eta: 2 days, 22:56:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9019, loss_cls: 5.0124, loss: 5.0124 +2025-06-23 13:27:26,587 - pyskl - INFO - Epoch [6][1300/3940] lr: 2.492e-02, eta: 2 days, 22:55:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.9087, loss_cls: 5.1737, loss: 5.1737 +2025-06-23 13:28:10,976 - pyskl - INFO - Epoch [6][1400/3940] lr: 2.492e-02, eta: 2 days, 22:54:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6388, top5_acc: 0.8925, loss_cls: 5.0132, loss: 5.0132 +2025-06-23 13:28:55,422 - pyskl - INFO - Epoch [6][1500/3940] lr: 2.492e-02, eta: 2 days, 22:53:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9056, loss_cls: 4.9913, loss: 4.9913 +2025-06-23 13:29:39,915 - pyskl - INFO - Epoch [6][1600/3940] lr: 2.492e-02, eta: 2 days, 22:52:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6631, top5_acc: 0.9150, loss_cls: 4.9192, loss: 4.9192 +2025-06-23 13:30:24,319 - pyskl - INFO - Epoch [6][1700/3940] lr: 2.492e-02, eta: 2 days, 22:51:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9031, loss_cls: 5.0543, loss: 5.0543 +2025-06-23 13:31:08,764 - pyskl - INFO - Epoch [6][1800/3940] lr: 2.492e-02, eta: 2 days, 22:50:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9094, loss_cls: 4.9505, loss: 4.9505 +2025-06-23 13:31:53,159 - pyskl - INFO - Epoch [6][1900/3940] lr: 2.492e-02, eta: 2 days, 22:49:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.9056, loss_cls: 5.0514, loss: 5.0514 +2025-06-23 13:32:37,678 - pyskl - INFO - Epoch [6][2000/3940] lr: 2.492e-02, eta: 2 days, 22:49:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6506, top5_acc: 0.9075, loss_cls: 4.7986, loss: 4.7986 +2025-06-23 13:33:22,213 - pyskl - INFO - Epoch [6][2100/3940] lr: 2.492e-02, eta: 2 days, 22:48:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9175, loss_cls: 5.0428, loss: 5.0428 +2025-06-23 13:34:06,702 - pyskl - INFO - Epoch [6][2200/3940] lr: 2.492e-02, eta: 2 days, 22:47:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.9031, loss_cls: 5.0862, loss: 5.0862 +2025-06-23 13:34:51,231 - pyskl - INFO - Epoch [6][2300/3940] lr: 2.491e-02, eta: 2 days, 22:46:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6519, top5_acc: 0.9062, loss_cls: 4.9873, loss: 4.9873 +2025-06-23 13:35:35,818 - pyskl - INFO - Epoch [6][2400/3940] lr: 2.491e-02, eta: 2 days, 22:45:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9069, loss_cls: 4.9152, loss: 4.9152 +2025-06-23 13:36:20,317 - pyskl - INFO - Epoch [6][2500/3940] lr: 2.491e-02, eta: 2 days, 22:44:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9125, loss_cls: 4.9318, loss: 4.9318 +2025-06-23 13:37:04,767 - pyskl - INFO - Epoch [6][2600/3940] lr: 2.491e-02, eta: 2 days, 22:43:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9144, loss_cls: 4.8195, loss: 4.8195 +2025-06-23 13:37:49,127 - pyskl - INFO - Epoch [6][2700/3940] lr: 2.491e-02, eta: 2 days, 22:43:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9075, loss_cls: 4.9464, loss: 4.9464 +2025-06-23 13:38:33,633 - pyskl - INFO - Epoch [6][2800/3940] lr: 2.491e-02, eta: 2 days, 22:42:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6438, top5_acc: 0.9081, loss_cls: 5.0801, loss: 5.0801 +2025-06-23 13:39:18,178 - pyskl - INFO - Epoch [6][2900/3940] lr: 2.491e-02, eta: 2 days, 22:41:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6444, top5_acc: 0.9087, loss_cls: 4.9300, loss: 4.9300 +2025-06-23 13:40:02,650 - pyskl - INFO - Epoch [6][3000/3940] lr: 2.491e-02, eta: 2 days, 22:40:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9119, loss_cls: 5.0430, loss: 5.0430 +2025-06-23 13:40:47,189 - pyskl - INFO - Epoch [6][3100/3940] lr: 2.491e-02, eta: 2 days, 22:39:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9100, loss_cls: 4.9049, loss: 4.9049 +2025-06-23 13:41:31,531 - pyskl - INFO - Epoch [6][3200/3940] lr: 2.491e-02, eta: 2 days, 22:38:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9175, loss_cls: 4.8617, loss: 4.8617 +2025-06-23 13:42:15,899 - pyskl - INFO - Epoch [6][3300/3940] lr: 2.491e-02, eta: 2 days, 22:37:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9087, loss_cls: 4.9769, loss: 4.9769 +2025-06-23 13:43:00,259 - pyskl - INFO - Epoch [6][3400/3940] lr: 2.491e-02, eta: 2 days, 22:36:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6625, top5_acc: 0.9062, loss_cls: 4.9208, loss: 4.9208 +2025-06-23 13:43:44,581 - pyskl - INFO - Epoch [6][3500/3940] lr: 2.491e-02, eta: 2 days, 22:35:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9169, loss_cls: 4.9789, loss: 4.9789 +2025-06-23 13:44:28,935 - pyskl - INFO - Epoch [6][3600/3940] lr: 2.490e-02, eta: 2 days, 22:35:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6594, top5_acc: 0.8956, loss_cls: 4.9556, loss: 4.9556 +2025-06-23 13:45:13,242 - pyskl - INFO - Epoch [6][3700/3940] lr: 2.490e-02, eta: 2 days, 22:34:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6600, top5_acc: 0.9131, loss_cls: 4.9918, loss: 4.9918 +2025-06-23 13:45:57,574 - pyskl - INFO - Epoch [6][3800/3940] lr: 2.490e-02, eta: 2 days, 22:33:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9213, loss_cls: 4.8188, loss: 4.8188 +2025-06-23 13:46:41,941 - pyskl - INFO - Epoch [6][3900/3940] lr: 2.490e-02, eta: 2 days, 22:32:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6431, top5_acc: 0.9050, loss_cls: 5.0638, loss: 5.0638 +2025-06-23 13:47:00,060 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-23 13:50:22,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 13:50:23,413 - pyskl - INFO - +top1_acc 0.5992 +top5_acc 0.8844 +2025-06-23 13:50:23,469 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_4.pth was removed +2025-06-23 13:50:24,588 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-23 13:50:24,590 - pyskl - INFO - Best top1_acc is 0.5992 at 6 epoch. +2025-06-23 13:50:24,609 - pyskl - INFO - Epoch(val) [6][3183] top1_acc: 0.5992, top5_acc: 0.8844 +2025-06-23 13:51:34,903 - pyskl - INFO - Epoch [7][100/3940] lr: 2.490e-02, eta: 2 days, 22:34:15, time: 0.703, data_time: 0.255, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9119, loss_cls: 4.8271, loss: 4.8271 +2025-06-23 13:52:19,755 - pyskl - INFO - Epoch [7][200/3940] lr: 2.490e-02, eta: 2 days, 22:33:31, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9081, loss_cls: 4.7994, loss: 4.7994 +2025-06-23 13:53:04,326 - pyskl - INFO - Epoch [7][300/3940] lr: 2.490e-02, eta: 2 days, 22:32:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9144, loss_cls: 4.9451, loss: 4.9451 +2025-06-23 13:53:48,815 - pyskl - INFO - Epoch [7][400/3940] lr: 2.490e-02, eta: 2 days, 22:31:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9200, loss_cls: 4.7068, loss: 4.7068 +2025-06-23 13:54:33,221 - pyskl - INFO - Epoch [7][500/3940] lr: 2.490e-02, eta: 2 days, 22:30:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6494, top5_acc: 0.9087, loss_cls: 5.0094, loss: 5.0094 +2025-06-23 13:55:17,593 - pyskl - INFO - Epoch [7][600/3940] lr: 2.490e-02, eta: 2 days, 22:30:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9087, loss_cls: 4.9860, loss: 4.9860 +2025-06-23 13:56:02,110 - pyskl - INFO - Epoch [7][700/3940] lr: 2.490e-02, eta: 2 days, 22:29:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9106, loss_cls: 4.8303, loss: 4.8303 +2025-06-23 13:56:46,562 - pyskl - INFO - Epoch [7][800/3940] lr: 2.489e-02, eta: 2 days, 22:28:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9194, loss_cls: 4.8214, loss: 4.8214 +2025-06-23 13:57:30,990 - pyskl - INFO - Epoch [7][900/3940] lr: 2.489e-02, eta: 2 days, 22:27:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6663, top5_acc: 0.9131, loss_cls: 4.9400, loss: 4.9400 +2025-06-23 13:58:15,457 - pyskl - INFO - Epoch [7][1000/3940] lr: 2.489e-02, eta: 2 days, 22:26:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9219, loss_cls: 4.7318, loss: 4.7318 +2025-06-23 13:58:59,862 - pyskl - INFO - Epoch [7][1100/3940] lr: 2.489e-02, eta: 2 days, 22:25:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9038, loss_cls: 4.9008, loss: 4.9008 +2025-06-23 13:59:44,323 - pyskl - INFO - Epoch [7][1200/3940] lr: 2.489e-02, eta: 2 days, 22:24:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9200, loss_cls: 4.8414, loss: 4.8414 +2025-06-23 14:00:28,751 - pyskl - INFO - Epoch [7][1300/3940] lr: 2.489e-02, eta: 2 days, 22:23:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9113, loss_cls: 4.8823, loss: 4.8823 +2025-06-23 14:01:13,041 - pyskl - INFO - Epoch [7][1400/3940] lr: 2.489e-02, eta: 2 days, 22:23:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6369, top5_acc: 0.9156, loss_cls: 4.9681, loss: 4.9681 +2025-06-23 14:01:57,389 - pyskl - INFO - Epoch [7][1500/3940] lr: 2.489e-02, eta: 2 days, 22:22:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9156, loss_cls: 4.9519, loss: 4.9519 +2025-06-23 14:02:41,907 - pyskl - INFO - Epoch [7][1600/3940] lr: 2.489e-02, eta: 2 days, 22:21:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9275, loss_cls: 4.9133, loss: 4.9133 +2025-06-23 14:03:26,494 - pyskl - INFO - Epoch [7][1700/3940] lr: 2.489e-02, eta: 2 days, 22:20:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6806, top5_acc: 0.9113, loss_cls: 4.8793, loss: 4.8793 +2025-06-23 14:04:11,158 - pyskl - INFO - Epoch [7][1800/3940] lr: 2.489e-02, eta: 2 days, 22:19:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9150, loss_cls: 4.6561, loss: 4.6561 +2025-06-23 14:04:55,746 - pyskl - INFO - Epoch [7][1900/3940] lr: 2.488e-02, eta: 2 days, 22:18:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6531, top5_acc: 0.9012, loss_cls: 4.8667, loss: 4.8667 +2025-06-23 14:05:40,260 - pyskl - INFO - Epoch [7][2000/3940] lr: 2.488e-02, eta: 2 days, 22:18:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9200, loss_cls: 4.7286, loss: 4.7286 +2025-06-23 14:06:24,658 - pyskl - INFO - Epoch [7][2100/3940] lr: 2.488e-02, eta: 2 days, 22:17:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9294, loss_cls: 4.8082, loss: 4.8082 +2025-06-23 14:07:09,059 - pyskl - INFO - Epoch [7][2200/3940] lr: 2.488e-02, eta: 2 days, 22:16:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9156, loss_cls: 4.8184, loss: 4.8184 +2025-06-23 14:07:53,598 - pyskl - INFO - Epoch [7][2300/3940] lr: 2.488e-02, eta: 2 days, 22:15:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6769, top5_acc: 0.9119, loss_cls: 4.8685, loss: 4.8685 +2025-06-23 14:08:37,992 - pyskl - INFO - Epoch [7][2400/3940] lr: 2.488e-02, eta: 2 days, 22:14:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9200, loss_cls: 4.7802, loss: 4.7802 +2025-06-23 14:09:22,405 - pyskl - INFO - Epoch [7][2500/3940] lr: 2.488e-02, eta: 2 days, 22:13:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6744, top5_acc: 0.9113, loss_cls: 4.8906, loss: 4.8906 +2025-06-23 14:10:06,750 - pyskl - INFO - Epoch [7][2600/3940] lr: 2.488e-02, eta: 2 days, 22:12:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6719, top5_acc: 0.9175, loss_cls: 4.7844, loss: 4.7844 +2025-06-23 14:10:51,280 - pyskl - INFO - Epoch [7][2700/3940] lr: 2.488e-02, eta: 2 days, 22:11:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9125, loss_cls: 4.8883, loss: 4.8883 +2025-06-23 14:11:35,578 - pyskl - INFO - Epoch [7][2800/3940] lr: 2.488e-02, eta: 2 days, 22:11:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6650, top5_acc: 0.9094, loss_cls: 4.9245, loss: 4.9245 +2025-06-23 14:12:19,978 - pyskl - INFO - Epoch [7][2900/3940] lr: 2.488e-02, eta: 2 days, 22:10:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9206, loss_cls: 4.7608, loss: 4.7608 +2025-06-23 14:13:04,456 - pyskl - INFO - Epoch [7][3000/3940] lr: 2.487e-02, eta: 2 days, 22:09:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6562, top5_acc: 0.9056, loss_cls: 5.0249, loss: 5.0249 +2025-06-23 14:13:48,905 - pyskl - INFO - Epoch [7][3100/3940] lr: 2.487e-02, eta: 2 days, 22:08:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9194, loss_cls: 4.7333, loss: 4.7333 +2025-06-23 14:14:33,242 - pyskl - INFO - Epoch [7][3200/3940] lr: 2.487e-02, eta: 2 days, 22:07:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6956, top5_acc: 0.9256, loss_cls: 4.6186, loss: 4.6186 +2025-06-23 14:15:17,681 - pyskl - INFO - Epoch [7][3300/3940] lr: 2.487e-02, eta: 2 days, 22:06:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9069, loss_cls: 4.7843, loss: 4.7843 +2025-06-23 14:16:02,175 - pyskl - INFO - Epoch [7][3400/3940] lr: 2.487e-02, eta: 2 days, 22:05:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9169, loss_cls: 4.6720, loss: 4.6720 +2025-06-23 14:16:46,501 - pyskl - INFO - Epoch [7][3500/3940] lr: 2.487e-02, eta: 2 days, 22:05:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6637, top5_acc: 0.9087, loss_cls: 4.7748, loss: 4.7748 +2025-06-23 14:17:31,051 - pyskl - INFO - Epoch [7][3600/3940] lr: 2.487e-02, eta: 2 days, 22:04:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9244, loss_cls: 4.6798, loss: 4.6798 +2025-06-23 14:18:15,432 - pyskl - INFO - Epoch [7][3700/3940] lr: 2.487e-02, eta: 2 days, 22:03:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6706, top5_acc: 0.9119, loss_cls: 4.8259, loss: 4.8259 +2025-06-23 14:18:59,795 - pyskl - INFO - Epoch [7][3800/3940] lr: 2.487e-02, eta: 2 days, 22:02:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9119, loss_cls: 4.8425, loss: 4.8425 +2025-06-23 14:19:44,163 - pyskl - INFO - Epoch [7][3900/3940] lr: 2.487e-02, eta: 2 days, 22:01:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9231, loss_cls: 4.7317, loss: 4.7317 +2025-06-23 14:20:02,328 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-23 14:23:25,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:23:25,695 - pyskl - INFO - +top1_acc 0.6186 +top5_acc 0.8951 +2025-06-23 14:23:25,752 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_6.pth was removed +2025-06-23 14:23:26,829 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-23 14:23:26,831 - pyskl - INFO - Best top1_acc is 0.6186 at 7 epoch. +2025-06-23 14:23:26,849 - pyskl - INFO - Epoch(val) [7][3183] top1_acc: 0.6186, top5_acc: 0.8951 +2025-06-23 14:24:36,500 - pyskl - INFO - Epoch [8][100/3940] lr: 2.486e-02, eta: 2 days, 22:02:54, time: 0.696, data_time: 0.252, memory: 13268, top1_acc: 0.6725, top5_acc: 0.9169, loss_cls: 4.7665, loss: 4.7665 +2025-06-23 14:25:20,987 - pyskl - INFO - Epoch [8][200/3940] lr: 2.486e-02, eta: 2 days, 22:02:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6825, top5_acc: 0.9269, loss_cls: 4.7304, loss: 4.7304 +2025-06-23 14:26:05,326 - pyskl - INFO - Epoch [8][300/3940] lr: 2.486e-02, eta: 2 days, 22:01:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9181, loss_cls: 4.7177, loss: 4.7177 +2025-06-23 14:26:49,779 - pyskl - INFO - Epoch [8][400/3940] lr: 2.486e-02, eta: 2 days, 22:00:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9181, loss_cls: 4.6450, loss: 4.6450 +2025-06-23 14:27:34,214 - pyskl - INFO - Epoch [8][500/3940] lr: 2.486e-02, eta: 2 days, 21:59:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9281, loss_cls: 4.5913, loss: 4.5913 +2025-06-23 14:28:18,718 - pyskl - INFO - Epoch [8][600/3940] lr: 2.486e-02, eta: 2 days, 21:58:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9194, loss_cls: 4.6859, loss: 4.6859 +2025-06-23 14:29:03,184 - pyskl - INFO - Epoch [8][700/3940] lr: 2.486e-02, eta: 2 days, 21:57:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9275, loss_cls: 4.7535, loss: 4.7535 +2025-06-23 14:29:47,725 - pyskl - INFO - Epoch [8][800/3940] lr: 2.486e-02, eta: 2 days, 21:56:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9106, loss_cls: 4.7469, loss: 4.7469 +2025-06-23 14:30:32,168 - pyskl - INFO - Epoch [8][900/3940] lr: 2.486e-02, eta: 2 days, 21:56:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6863, top5_acc: 0.9213, loss_cls: 4.7737, loss: 4.7737 +2025-06-23 14:31:16,560 - pyskl - INFO - Epoch [8][1000/3940] lr: 2.486e-02, eta: 2 days, 21:55:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9181, loss_cls: 4.7702, loss: 4.7702 +2025-06-23 14:32:01,046 - pyskl - INFO - Epoch [8][1100/3940] lr: 2.486e-02, eta: 2 days, 21:54:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9287, loss_cls: 4.7652, loss: 4.7652 +2025-06-23 14:32:45,581 - pyskl - INFO - Epoch [8][1200/3940] lr: 2.485e-02, eta: 2 days, 21:53:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9150, loss_cls: 4.6645, loss: 4.6645 +2025-06-23 14:33:30,050 - pyskl - INFO - Epoch [8][1300/3940] lr: 2.485e-02, eta: 2 days, 21:52:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9206, loss_cls: 4.6987, loss: 4.6987 +2025-06-23 14:34:14,727 - pyskl - INFO - Epoch [8][1400/3940] lr: 2.485e-02, eta: 2 days, 21:52:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9213, loss_cls: 4.7325, loss: 4.7325 +2025-06-23 14:34:59,238 - pyskl - INFO - Epoch [8][1500/3940] lr: 2.485e-02, eta: 2 days, 21:51:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9175, loss_cls: 4.7157, loss: 4.7157 +2025-06-23 14:35:43,825 - pyskl - INFO - Epoch [8][1600/3940] lr: 2.485e-02, eta: 2 days, 21:50:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9106, loss_cls: 4.7788, loss: 4.7788 +2025-06-23 14:36:28,302 - pyskl - INFO - Epoch [8][1700/3940] lr: 2.485e-02, eta: 2 days, 21:49:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6694, top5_acc: 0.9206, loss_cls: 4.7798, loss: 4.7798 +2025-06-23 14:37:12,675 - pyskl - INFO - Epoch [8][1800/3940] lr: 2.485e-02, eta: 2 days, 21:48:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9231, loss_cls: 4.6170, loss: 4.6170 +2025-06-23 14:37:57,222 - pyskl - INFO - Epoch [8][1900/3940] lr: 2.485e-02, eta: 2 days, 21:47:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 4.6633, loss: 4.6633 +2025-06-23 14:38:41,725 - pyskl - INFO - Epoch [8][2000/3940] lr: 2.485e-02, eta: 2 days, 21:47:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9225, loss_cls: 4.6183, loss: 4.6183 +2025-06-23 14:39:26,201 - pyskl - INFO - Epoch [8][2100/3940] lr: 2.484e-02, eta: 2 days, 21:46:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9156, loss_cls: 4.6577, loss: 4.6577 +2025-06-23 14:40:10,699 - pyskl - INFO - Epoch [8][2200/3940] lr: 2.484e-02, eta: 2 days, 21:45:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9219, loss_cls: 4.7051, loss: 4.7051 +2025-06-23 14:40:55,177 - pyskl - INFO - Epoch [8][2300/3940] lr: 2.484e-02, eta: 2 days, 21:44:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9237, loss_cls: 4.6638, loss: 4.6638 +2025-06-23 14:41:39,508 - pyskl - INFO - Epoch [8][2400/3940] lr: 2.484e-02, eta: 2 days, 21:43:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6887, top5_acc: 0.9144, loss_cls: 4.7157, loss: 4.7157 +2025-06-23 14:42:23,927 - pyskl - INFO - Epoch [8][2500/3940] lr: 2.484e-02, eta: 2 days, 21:42:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9200, loss_cls: 4.7460, loss: 4.7460 +2025-06-23 14:43:08,227 - pyskl - INFO - Epoch [8][2600/3940] lr: 2.484e-02, eta: 2 days, 21:41:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9131, loss_cls: 4.7387, loss: 4.7387 +2025-06-23 14:43:52,669 - pyskl - INFO - Epoch [8][2700/3940] lr: 2.484e-02, eta: 2 days, 21:41:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9319, loss_cls: 4.7284, loss: 4.7284 +2025-06-23 14:44:37,034 - pyskl - INFO - Epoch [8][2800/3940] lr: 2.484e-02, eta: 2 days, 21:40:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9156, loss_cls: 4.7241, loss: 4.7241 +2025-06-23 14:45:21,356 - pyskl - INFO - Epoch [8][2900/3940] lr: 2.484e-02, eta: 2 days, 21:39:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9256, loss_cls: 4.6927, loss: 4.6927 +2025-06-23 14:46:05,727 - pyskl - INFO - Epoch [8][3000/3940] lr: 2.484e-02, eta: 2 days, 21:38:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9156, loss_cls: 4.7175, loss: 4.7175 +2025-06-23 14:46:49,997 - pyskl - INFO - Epoch [8][3100/3940] lr: 2.483e-02, eta: 2 days, 21:37:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9263, loss_cls: 4.6434, loss: 4.6434 +2025-06-23 14:47:34,262 - pyskl - INFO - Epoch [8][3200/3940] lr: 2.483e-02, eta: 2 days, 21:36:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9156, loss_cls: 4.8098, loss: 4.8098 +2025-06-23 14:48:18,506 - pyskl - INFO - Epoch [8][3300/3940] lr: 2.483e-02, eta: 2 days, 21:35:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9237, loss_cls: 4.5967, loss: 4.5967 +2025-06-23 14:49:02,918 - pyskl - INFO - Epoch [8][3400/3940] lr: 2.483e-02, eta: 2 days, 21:35:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9213, loss_cls: 4.5753, loss: 4.5753 +2025-06-23 14:49:47,382 - pyskl - INFO - Epoch [8][3500/3940] lr: 2.483e-02, eta: 2 days, 21:34:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9269, loss_cls: 4.4899, loss: 4.4899 +2025-06-23 14:50:31,721 - pyskl - INFO - Epoch [8][3600/3940] lr: 2.483e-02, eta: 2 days, 21:33:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9169, loss_cls: 4.7365, loss: 4.7365 +2025-06-23 14:51:16,072 - pyskl - INFO - Epoch [8][3700/3940] lr: 2.483e-02, eta: 2 days, 21:32:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9313, loss_cls: 4.6309, loss: 4.6309 +2025-06-23 14:52:00,423 - pyskl - INFO - Epoch [8][3800/3940] lr: 2.483e-02, eta: 2 days, 21:31:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9213, loss_cls: 4.6049, loss: 4.6049 +2025-06-23 14:52:44,843 - pyskl - INFO - Epoch [8][3900/3940] lr: 2.483e-02, eta: 2 days, 21:30:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9187, loss_cls: 4.5475, loss: 4.5475 +2025-06-23 14:53:02,977 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-23 14:56:25,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 14:56:26,363 - pyskl - INFO - +top1_acc 0.6228 +top5_acc 0.9009 +2025-06-23 14:56:26,419 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_7.pth was removed +2025-06-23 14:56:27,501 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-06-23 14:56:27,503 - pyskl - INFO - Best top1_acc is 0.6228 at 8 epoch. +2025-06-23 14:56:27,522 - pyskl - INFO - Epoch(val) [8][3183] top1_acc: 0.6228, top5_acc: 0.9009 +2025-06-23 14:57:37,880 - pyskl - INFO - Epoch [9][100/3940] lr: 2.482e-02, eta: 2 days, 21:32:00, time: 0.704, data_time: 0.258, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9175, loss_cls: 4.6574, loss: 4.6574 +2025-06-23 14:58:22,440 - pyskl - INFO - Epoch [9][200/3940] lr: 2.482e-02, eta: 2 days, 21:31:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9287, loss_cls: 4.6006, loss: 4.6006 +2025-06-23 14:59:06,859 - pyskl - INFO - Epoch [9][300/3940] lr: 2.482e-02, eta: 2 days, 21:30:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9244, loss_cls: 4.4282, loss: 4.4282 +2025-06-23 14:59:51,351 - pyskl - INFO - Epoch [9][400/3940] lr: 2.482e-02, eta: 2 days, 21:29:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6969, top5_acc: 0.9294, loss_cls: 4.6082, loss: 4.6082 +2025-06-23 15:00:35,763 - pyskl - INFO - Epoch [9][500/3940] lr: 2.482e-02, eta: 2 days, 21:28:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9187, loss_cls: 4.5820, loss: 4.5820 +2025-06-23 15:01:20,362 - pyskl - INFO - Epoch [9][600/3940] lr: 2.482e-02, eta: 2 days, 21:27:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9113, loss_cls: 4.6420, loss: 4.6420 +2025-06-23 15:02:04,799 - pyskl - INFO - Epoch [9][700/3940] lr: 2.482e-02, eta: 2 days, 21:27:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6737, top5_acc: 0.9200, loss_cls: 4.7496, loss: 4.7496 +2025-06-23 15:02:49,234 - pyskl - INFO - Epoch [9][800/3940] lr: 2.482e-02, eta: 2 days, 21:26:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9094, loss_cls: 4.6387, loss: 4.6387 +2025-06-23 15:03:33,676 - pyskl - INFO - Epoch [9][900/3940] lr: 2.481e-02, eta: 2 days, 21:25:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9369, loss_cls: 4.5641, loss: 4.5641 +2025-06-23 15:04:18,142 - pyskl - INFO - Epoch [9][1000/3940] lr: 2.481e-02, eta: 2 days, 21:24:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9213, loss_cls: 4.7351, loss: 4.7351 +2025-06-23 15:05:02,722 - pyskl - INFO - Epoch [9][1100/3940] lr: 2.481e-02, eta: 2 days, 21:23:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9325, loss_cls: 4.6372, loss: 4.6372 +2025-06-23 15:05:47,317 - pyskl - INFO - Epoch [9][1200/3940] lr: 2.481e-02, eta: 2 days, 21:23:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9281, loss_cls: 4.6917, loss: 4.6917 +2025-06-23 15:06:31,757 - pyskl - INFO - Epoch [9][1300/3940] lr: 2.481e-02, eta: 2 days, 21:22:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9437, loss_cls: 4.5530, loss: 4.5530 +2025-06-23 15:07:16,310 - pyskl - INFO - Epoch [9][1400/3940] lr: 2.481e-02, eta: 2 days, 21:21:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9181, loss_cls: 4.7015, loss: 4.7015 +2025-06-23 15:08:00,722 - pyskl - INFO - Epoch [9][1500/3940] lr: 2.481e-02, eta: 2 days, 21:20:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9319, loss_cls: 4.5435, loss: 4.5435 +2025-06-23 15:08:45,122 - pyskl - INFO - Epoch [9][1600/3940] lr: 2.481e-02, eta: 2 days, 21:19:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6831, top5_acc: 0.9113, loss_cls: 4.8128, loss: 4.8128 +2025-06-23 15:09:29,644 - pyskl - INFO - Epoch [9][1700/3940] lr: 2.481e-02, eta: 2 days, 21:18:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6944, top5_acc: 0.9219, loss_cls: 4.6330, loss: 4.6330 +2025-06-23 15:10:14,188 - pyskl - INFO - Epoch [9][1800/3940] lr: 2.480e-02, eta: 2 days, 21:18:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9331, loss_cls: 4.6343, loss: 4.6343 +2025-06-23 15:10:58,620 - pyskl - INFO - Epoch [9][1900/3940] lr: 2.480e-02, eta: 2 days, 21:17:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9294, loss_cls: 4.6037, loss: 4.6037 +2025-06-23 15:11:42,980 - pyskl - INFO - Epoch [9][2000/3940] lr: 2.480e-02, eta: 2 days, 21:16:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9356, loss_cls: 4.5629, loss: 4.5629 +2025-06-23 15:12:27,315 - pyskl - INFO - Epoch [9][2100/3940] lr: 2.480e-02, eta: 2 days, 21:15:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9200, loss_cls: 4.6478, loss: 4.6478 +2025-06-23 15:13:11,805 - pyskl - INFO - Epoch [9][2200/3940] lr: 2.480e-02, eta: 2 days, 21:14:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9200, loss_cls: 4.5705, loss: 4.5705 +2025-06-23 15:13:56,231 - pyskl - INFO - Epoch [9][2300/3940] lr: 2.480e-02, eta: 2 days, 21:13:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6894, top5_acc: 0.9213, loss_cls: 4.6515, loss: 4.6515 +2025-06-23 15:14:40,591 - pyskl - INFO - Epoch [9][2400/3940] lr: 2.480e-02, eta: 2 days, 21:13:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9319, loss_cls: 4.5556, loss: 4.5556 +2025-06-23 15:15:24,981 - pyskl - INFO - Epoch [9][2500/3940] lr: 2.480e-02, eta: 2 days, 21:12:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9244, loss_cls: 4.5363, loss: 4.5363 +2025-06-23 15:16:09,694 - pyskl - INFO - Epoch [9][2600/3940] lr: 2.479e-02, eta: 2 days, 21:11:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9225, loss_cls: 4.5116, loss: 4.5116 +2025-06-23 15:16:54,109 - pyskl - INFO - Epoch [9][2700/3940] lr: 2.479e-02, eta: 2 days, 21:10:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9113, loss_cls: 4.6802, loss: 4.6802 +2025-06-23 15:17:38,513 - pyskl - INFO - Epoch [9][2800/3940] lr: 2.479e-02, eta: 2 days, 21:09:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 4.5035, loss: 4.5035 +2025-06-23 15:18:23,022 - pyskl - INFO - Epoch [9][2900/3940] lr: 2.479e-02, eta: 2 days, 21:09:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9319, loss_cls: 4.4811, loss: 4.4811 +2025-06-23 15:19:07,598 - pyskl - INFO - Epoch [9][3000/3940] lr: 2.479e-02, eta: 2 days, 21:08:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9244, loss_cls: 4.6170, loss: 4.6170 +2025-06-23 15:19:52,047 - pyskl - INFO - Epoch [9][3100/3940] lr: 2.479e-02, eta: 2 days, 21:07:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 4.4675, loss: 4.4675 +2025-06-23 15:20:36,519 - pyskl - INFO - Epoch [9][3200/3940] lr: 2.479e-02, eta: 2 days, 21:06:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9250, loss_cls: 4.6106, loss: 4.6106 +2025-06-23 15:21:20,877 - pyskl - INFO - Epoch [9][3300/3940] lr: 2.479e-02, eta: 2 days, 21:05:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 4.5432, loss: 4.5432 +2025-06-23 15:22:05,396 - pyskl - INFO - Epoch [9][3400/3940] lr: 2.479e-02, eta: 2 days, 21:04:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9225, loss_cls: 4.5839, loss: 4.5839 +2025-06-23 15:22:49,833 - pyskl - INFO - Epoch [9][3500/3940] lr: 2.478e-02, eta: 2 days, 21:04:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9125, loss_cls: 4.5785, loss: 4.5785 +2025-06-23 15:23:34,302 - pyskl - INFO - Epoch [9][3600/3940] lr: 2.478e-02, eta: 2 days, 21:03:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9287, loss_cls: 4.4152, loss: 4.4152 +2025-06-23 15:24:18,988 - pyskl - INFO - Epoch [9][3700/3940] lr: 2.478e-02, eta: 2 days, 21:02:33, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9337, loss_cls: 4.5991, loss: 4.5991 +2025-06-23 15:25:03,421 - pyskl - INFO - Epoch [9][3800/3940] lr: 2.478e-02, eta: 2 days, 21:01:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 4.5749, loss: 4.5749 +2025-06-23 15:25:47,931 - pyskl - INFO - Epoch [9][3900/3940] lr: 2.478e-02, eta: 2 days, 21:00:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9181, loss_cls: 4.6413, loss: 4.6413 +2025-06-23 15:26:06,171 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-23 15:29:30,565 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 15:29:31,052 - pyskl - INFO - +top1_acc 0.6097 +top5_acc 0.8803 +2025-06-23 15:29:31,071 - pyskl - INFO - Epoch(val) [9][3183] top1_acc: 0.6097, top5_acc: 0.8803 +2025-06-23 15:30:41,523 - pyskl - INFO - Epoch [10][100/3940] lr: 2.478e-02, eta: 2 days, 21:01:55, time: 0.704, data_time: 0.259, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 4.4868, loss: 4.4868 +2025-06-23 15:31:26,069 - pyskl - INFO - Epoch [10][200/3940] lr: 2.478e-02, eta: 2 days, 21:01:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9325, loss_cls: 4.4343, loss: 4.4343 +2025-06-23 15:32:10,579 - pyskl - INFO - Epoch [10][300/3940] lr: 2.477e-02, eta: 2 days, 21:00:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9394, loss_cls: 4.4422, loss: 4.4422 +2025-06-23 15:32:55,156 - pyskl - INFO - Epoch [10][400/3940] lr: 2.477e-02, eta: 2 days, 20:59:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 4.5891, loss: 4.5891 +2025-06-23 15:33:39,652 - pyskl - INFO - Epoch [10][500/3940] lr: 2.477e-02, eta: 2 days, 20:58:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9337, loss_cls: 4.4917, loss: 4.4917 +2025-06-23 15:34:24,113 - pyskl - INFO - Epoch [10][600/3940] lr: 2.477e-02, eta: 2 days, 20:57:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9163, loss_cls: 4.5524, loss: 4.5524 +2025-06-23 15:35:08,547 - pyskl - INFO - Epoch [10][700/3940] lr: 2.477e-02, eta: 2 days, 20:57:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9287, loss_cls: 4.4760, loss: 4.4760 +2025-06-23 15:35:53,042 - pyskl - INFO - Epoch [10][800/3940] lr: 2.477e-02, eta: 2 days, 20:56:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9406, loss_cls: 4.4668, loss: 4.4668 +2025-06-23 15:36:37,534 - pyskl - INFO - Epoch [10][900/3940] lr: 2.477e-02, eta: 2 days, 20:55:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9219, loss_cls: 4.5388, loss: 4.5388 +2025-06-23 15:37:21,928 - pyskl - INFO - Epoch [10][1000/3940] lr: 2.477e-02, eta: 2 days, 20:54:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9331, loss_cls: 4.4942, loss: 4.4942 +2025-06-23 15:38:06,319 - pyskl - INFO - Epoch [10][1100/3940] lr: 2.476e-02, eta: 2 days, 20:53:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 4.4822, loss: 4.4822 +2025-06-23 15:38:50,737 - pyskl - INFO - Epoch [10][1200/3940] lr: 2.476e-02, eta: 2 days, 20:52:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9300, loss_cls: 4.4575, loss: 4.4575 +2025-06-23 15:39:35,284 - pyskl - INFO - Epoch [10][1300/3940] lr: 2.476e-02, eta: 2 days, 20:52:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9313, loss_cls: 4.5489, loss: 4.5489 +2025-06-23 15:40:19,834 - pyskl - INFO - Epoch [10][1400/3940] lr: 2.476e-02, eta: 2 days, 20:51:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9163, loss_cls: 4.6207, loss: 4.6207 +2025-06-23 15:41:04,306 - pyskl - INFO - Epoch [10][1500/3940] lr: 2.476e-02, eta: 2 days, 20:50:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9363, loss_cls: 4.3316, loss: 4.3316 +2025-06-23 15:41:48,778 - pyskl - INFO - Epoch [10][1600/3940] lr: 2.476e-02, eta: 2 days, 20:49:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9319, loss_cls: 4.4860, loss: 4.4860 +2025-06-23 15:42:33,261 - pyskl - INFO - Epoch [10][1700/3940] lr: 2.476e-02, eta: 2 days, 20:48:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9244, loss_cls: 4.5879, loss: 4.5879 +2025-06-23 15:43:17,913 - pyskl - INFO - Epoch [10][1800/3940] lr: 2.476e-02, eta: 2 days, 20:48:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9237, loss_cls: 4.6378, loss: 4.6378 +2025-06-23 15:44:02,374 - pyskl - INFO - Epoch [10][1900/3940] lr: 2.475e-02, eta: 2 days, 20:47:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9187, loss_cls: 4.6236, loss: 4.6236 +2025-06-23 15:44:46,847 - pyskl - INFO - Epoch [10][2000/3940] lr: 2.475e-02, eta: 2 days, 20:46:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9413, loss_cls: 4.4193, loss: 4.4193 +2025-06-23 15:45:31,288 - pyskl - INFO - Epoch [10][2100/3940] lr: 2.475e-02, eta: 2 days, 20:45:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9244, loss_cls: 4.3529, loss: 4.3529 +2025-06-23 15:46:15,745 - pyskl - INFO - Epoch [10][2200/3940] lr: 2.475e-02, eta: 2 days, 20:44:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9263, loss_cls: 4.5781, loss: 4.5781 +2025-06-23 15:47:00,216 - pyskl - INFO - Epoch [10][2300/3940] lr: 2.475e-02, eta: 2 days, 20:44:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9313, loss_cls: 4.4856, loss: 4.4856 +2025-06-23 15:47:44,562 - pyskl - INFO - Epoch [10][2400/3940] lr: 2.475e-02, eta: 2 days, 20:43:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9363, loss_cls: 4.4019, loss: 4.4019 +2025-06-23 15:48:29,037 - pyskl - INFO - Epoch [10][2500/3940] lr: 2.475e-02, eta: 2 days, 20:42:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9281, loss_cls: 4.5214, loss: 4.5214 +2025-06-23 15:49:13,460 - pyskl - INFO - Epoch [10][2600/3940] lr: 2.475e-02, eta: 2 days, 20:41:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7000, top5_acc: 0.9294, loss_cls: 4.5373, loss: 4.5373 +2025-06-23 15:49:57,846 - pyskl - INFO - Epoch [10][2700/3940] lr: 2.474e-02, eta: 2 days, 20:40:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9237, loss_cls: 4.5115, loss: 4.5115 +2025-06-23 15:50:42,213 - pyskl - INFO - Epoch [10][2800/3940] lr: 2.474e-02, eta: 2 days, 20:40:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7013, top5_acc: 0.9181, loss_cls: 4.6418, loss: 4.6418 +2025-06-23 15:51:26,557 - pyskl - INFO - Epoch [10][2900/3940] lr: 2.474e-02, eta: 2 days, 20:39:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9375, loss_cls: 4.5896, loss: 4.5896 +2025-06-23 15:52:10,963 - pyskl - INFO - Epoch [10][3000/3940] lr: 2.474e-02, eta: 2 days, 20:38:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9225, loss_cls: 4.6192, loss: 4.6192 +2025-06-23 15:52:55,259 - pyskl - INFO - Epoch [10][3100/3940] lr: 2.474e-02, eta: 2 days, 20:37:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9319, loss_cls: 4.4684, loss: 4.4684 +2025-06-23 15:53:39,500 - pyskl - INFO - Epoch [10][3200/3940] lr: 2.474e-02, eta: 2 days, 20:36:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9225, loss_cls: 4.4259, loss: 4.4259 +2025-06-23 15:54:23,944 - pyskl - INFO - Epoch [10][3300/3940] lr: 2.474e-02, eta: 2 days, 20:35:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6931, top5_acc: 0.9281, loss_cls: 4.5654, loss: 4.5654 +2025-06-23 15:55:08,441 - pyskl - INFO - Epoch [10][3400/3940] lr: 2.473e-02, eta: 2 days, 20:35:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9300, loss_cls: 4.5203, loss: 4.5203 +2025-06-23 15:55:52,907 - pyskl - INFO - Epoch [10][3500/3940] lr: 2.473e-02, eta: 2 days, 20:34:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6869, top5_acc: 0.9256, loss_cls: 4.6163, loss: 4.6163 +2025-06-23 15:56:37,362 - pyskl - INFO - Epoch [10][3600/3940] lr: 2.473e-02, eta: 2 days, 20:33:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9287, loss_cls: 4.3906, loss: 4.3906 +2025-06-23 15:57:21,632 - pyskl - INFO - Epoch [10][3700/3940] lr: 2.473e-02, eta: 2 days, 20:32:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9287, loss_cls: 4.5025, loss: 4.5025 +2025-06-23 15:58:06,071 - pyskl - INFO - Epoch [10][3800/3940] lr: 2.473e-02, eta: 2 days, 20:31:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9300, loss_cls: 4.6123, loss: 4.6123 +2025-06-23 15:58:50,446 - pyskl - INFO - Epoch [10][3900/3940] lr: 2.473e-02, eta: 2 days, 20:30:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 4.6302, loss: 4.6302 +2025-06-23 15:59:08,582 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-23 16:18:29,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 16:18:30,342 - pyskl - INFO - +top1_acc 0.6974 +top5_acc 0.9340 +2025-06-23 16:18:30,394 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_8.pth was removed +2025-06-23 16:18:31,436 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-06-23 16:18:31,438 - pyskl - INFO - Best top1_acc is 0.6974 at 10 epoch. +2025-06-23 16:18:31,455 - pyskl - INFO - Epoch(val) [10][3183] top1_acc: 0.6974, top5_acc: 0.9340 +2025-06-23 16:19:41,478 - pyskl - INFO - Epoch [11][100/3940] lr: 2.473e-02, eta: 2 days, 20:31:38, time: 0.700, data_time: 0.256, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9300, loss_cls: 4.4579, loss: 4.4579 +2025-06-23 16:20:25,884 - pyskl - INFO - Epoch [11][200/3940] lr: 2.472e-02, eta: 2 days, 20:30:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9325, loss_cls: 4.4718, loss: 4.4718 +2025-06-23 16:21:10,434 - pyskl - INFO - Epoch [11][300/3940] lr: 2.472e-02, eta: 2 days, 20:30:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9269, loss_cls: 4.4821, loss: 4.4821 +2025-06-23 16:21:54,795 - pyskl - INFO - Epoch [11][400/3940] lr: 2.472e-02, eta: 2 days, 20:29:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9394, loss_cls: 4.3959, loss: 4.3959 +2025-06-23 16:22:39,218 - pyskl - INFO - Epoch [11][500/3940] lr: 2.472e-02, eta: 2 days, 20:28:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9331, loss_cls: 4.3356, loss: 4.3356 +2025-06-23 16:23:23,674 - pyskl - INFO - Epoch [11][600/3940] lr: 2.472e-02, eta: 2 days, 20:27:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9394, loss_cls: 4.2832, loss: 4.2832 +2025-06-23 16:24:08,082 - pyskl - INFO - Epoch [11][700/3940] lr: 2.472e-02, eta: 2 days, 20:26:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9294, loss_cls: 4.4318, loss: 4.4318 +2025-06-23 16:24:52,596 - pyskl - INFO - Epoch [11][800/3940] lr: 2.472e-02, eta: 2 days, 20:25:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.2943, loss: 4.2943 +2025-06-23 16:25:37,175 - pyskl - INFO - Epoch [11][900/3940] lr: 2.471e-02, eta: 2 days, 20:25:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9331, loss_cls: 4.3831, loss: 4.3831 +2025-06-23 16:26:21,722 - pyskl - INFO - Epoch [11][1000/3940] lr: 2.471e-02, eta: 2 days, 20:24:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9287, loss_cls: 4.5187, loss: 4.5187 +2025-06-23 16:27:06,224 - pyskl - INFO - Epoch [11][1100/3940] lr: 2.471e-02, eta: 2 days, 20:23:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9381, loss_cls: 4.4031, loss: 4.4031 +2025-06-23 16:27:50,802 - pyskl - INFO - Epoch [11][1200/3940] lr: 2.471e-02, eta: 2 days, 20:22:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9337, loss_cls: 4.4849, loss: 4.4849 +2025-06-23 16:28:35,407 - pyskl - INFO - Epoch [11][1300/3940] lr: 2.471e-02, eta: 2 days, 20:22:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 4.3427, loss: 4.3427 +2025-06-23 16:29:19,990 - pyskl - INFO - Epoch [11][1400/3940] lr: 2.471e-02, eta: 2 days, 20:21:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9306, loss_cls: 4.4078, loss: 4.4078 +2025-06-23 16:30:04,597 - pyskl - INFO - Epoch [11][1500/3940] lr: 2.471e-02, eta: 2 days, 20:20:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9237, loss_cls: 4.5562, loss: 4.5562 +2025-06-23 16:30:49,136 - pyskl - INFO - Epoch [11][1600/3940] lr: 2.470e-02, eta: 2 days, 20:19:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9281, loss_cls: 4.5138, loss: 4.5138 +2025-06-23 16:31:33,579 - pyskl - INFO - Epoch [11][1700/3940] lr: 2.470e-02, eta: 2 days, 20:18:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9381, loss_cls: 4.5030, loss: 4.5030 +2025-06-23 16:32:18,034 - pyskl - INFO - Epoch [11][1800/3940] lr: 2.470e-02, eta: 2 days, 20:18:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 4.4203, loss: 4.4203 +2025-06-23 16:33:02,613 - pyskl - INFO - Epoch [11][1900/3940] lr: 2.470e-02, eta: 2 days, 20:17:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 4.4635, loss: 4.4635 +2025-06-23 16:33:47,131 - pyskl - INFO - Epoch [11][2000/3940] lr: 2.470e-02, eta: 2 days, 20:16:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9294, loss_cls: 4.5083, loss: 4.5083 +2025-06-23 16:34:31,698 - pyskl - INFO - Epoch [11][2100/3940] lr: 2.470e-02, eta: 2 days, 20:15:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9306, loss_cls: 4.4253, loss: 4.4253 +2025-06-23 16:35:16,321 - pyskl - INFO - Epoch [11][2200/3940] lr: 2.470e-02, eta: 2 days, 20:14:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9275, loss_cls: 4.5747, loss: 4.5747 +2025-06-23 16:36:00,829 - pyskl - INFO - Epoch [11][2300/3940] lr: 2.469e-02, eta: 2 days, 20:14:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9294, loss_cls: 4.4403, loss: 4.4403 +2025-06-23 16:36:45,397 - pyskl - INFO - Epoch [11][2400/3940] lr: 2.469e-02, eta: 2 days, 20:13:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9300, loss_cls: 4.5180, loss: 4.5180 +2025-06-23 16:37:29,951 - pyskl - INFO - Epoch [11][2500/3940] lr: 2.469e-02, eta: 2 days, 20:12:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9313, loss_cls: 4.4616, loss: 4.4616 +2025-06-23 16:38:14,441 - pyskl - INFO - Epoch [11][2600/3940] lr: 2.469e-02, eta: 2 days, 20:11:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9437, loss_cls: 4.3870, loss: 4.3870 +2025-06-23 16:38:58,926 - pyskl - INFO - Epoch [11][2700/3940] lr: 2.469e-02, eta: 2 days, 20:11:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9325, loss_cls: 4.4220, loss: 4.4220 +2025-06-23 16:39:43,478 - pyskl - INFO - Epoch [11][2800/3940] lr: 2.469e-02, eta: 2 days, 20:10:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9475, loss_cls: 4.3254, loss: 4.3254 +2025-06-23 16:40:28,097 - pyskl - INFO - Epoch [11][2900/3940] lr: 2.469e-02, eta: 2 days, 20:09:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 4.4349, loss: 4.4349 +2025-06-23 16:41:12,613 - pyskl - INFO - Epoch [11][3000/3940] lr: 2.468e-02, eta: 2 days, 20:08:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 4.3829, loss: 4.3829 +2025-06-23 16:41:57,078 - pyskl - INFO - Epoch [11][3100/3940] lr: 2.468e-02, eta: 2 days, 20:07:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 4.3411, loss: 4.3411 +2025-06-23 16:42:41,438 - pyskl - INFO - Epoch [11][3200/3940] lr: 2.468e-02, eta: 2 days, 20:07:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 4.1592, loss: 4.1592 +2025-06-23 16:43:25,807 - pyskl - INFO - Epoch [11][3300/3940] lr: 2.468e-02, eta: 2 days, 20:06:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9263, loss_cls: 4.5579, loss: 4.5579 +2025-06-23 16:44:10,217 - pyskl - INFO - Epoch [11][3400/3940] lr: 2.468e-02, eta: 2 days, 20:05:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9375, loss_cls: 4.3781, loss: 4.3781 +2025-06-23 16:44:54,549 - pyskl - INFO - Epoch [11][3500/3940] lr: 2.468e-02, eta: 2 days, 20:04:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9206, loss_cls: 4.5320, loss: 4.5320 +2025-06-23 16:45:38,904 - pyskl - INFO - Epoch [11][3600/3940] lr: 2.467e-02, eta: 2 days, 20:03:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9369, loss_cls: 4.4260, loss: 4.4260 +2025-06-23 16:46:23,329 - pyskl - INFO - Epoch [11][3700/3940] lr: 2.467e-02, eta: 2 days, 20:02:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9275, loss_cls: 4.4792, loss: 4.4792 +2025-06-23 16:47:07,749 - pyskl - INFO - Epoch [11][3800/3940] lr: 2.467e-02, eta: 2 days, 20:02:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9300, loss_cls: 4.5464, loss: 4.5464 +2025-06-23 16:47:52,060 - pyskl - INFO - Epoch [11][3900/3940] lr: 2.467e-02, eta: 2 days, 20:01:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9375, loss_cls: 4.3617, loss: 4.3617 +2025-06-23 16:48:10,200 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-23 16:51:34,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 16:51:35,068 - pyskl - INFO - +top1_acc 0.6500 +top5_acc 0.9144 +2025-06-23 16:51:35,087 - pyskl - INFO - Epoch(val) [11][3183] top1_acc: 0.6500, top5_acc: 0.9144 +2025-06-23 16:52:44,547 - pyskl - INFO - Epoch [12][100/3940] lr: 2.467e-02, eta: 2 days, 20:01:45, time: 0.695, data_time: 0.251, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 4.3851, loss: 4.3851 +2025-06-23 16:53:28,891 - pyskl - INFO - Epoch [12][200/3940] lr: 2.467e-02, eta: 2 days, 20:00:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 4.2710, loss: 4.2710 +2025-06-23 16:54:13,432 - pyskl - INFO - Epoch [12][300/3940] lr: 2.467e-02, eta: 2 days, 20:00:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9269, loss_cls: 4.5079, loss: 4.5079 +2025-06-23 16:54:57,903 - pyskl - INFO - Epoch [12][400/3940] lr: 2.466e-02, eta: 2 days, 19:59:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9363, loss_cls: 4.3417, loss: 4.3417 +2025-06-23 16:55:42,284 - pyskl - INFO - Epoch [12][500/3940] lr: 2.466e-02, eta: 2 days, 19:58:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9363, loss_cls: 4.3811, loss: 4.3811 +2025-06-23 16:56:26,697 - pyskl - INFO - Epoch [12][600/3940] lr: 2.466e-02, eta: 2 days, 19:57:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 4.3522, loss: 4.3522 +2025-06-23 16:57:11,154 - pyskl - INFO - Epoch [12][700/3940] lr: 2.466e-02, eta: 2 days, 19:56:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 4.1878, loss: 4.1878 +2025-06-23 16:57:55,609 - pyskl - INFO - Epoch [12][800/3940] lr: 2.466e-02, eta: 2 days, 19:56:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9275, loss_cls: 4.4462, loss: 4.4462 +2025-06-23 16:58:40,141 - pyskl - INFO - Epoch [12][900/3940] lr: 2.466e-02, eta: 2 days, 19:55:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9281, loss_cls: 4.4029, loss: 4.4029 +2025-06-23 16:59:24,649 - pyskl - INFO - Epoch [12][1000/3940] lr: 2.465e-02, eta: 2 days, 19:54:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.2723, loss: 4.2723 +2025-06-23 17:00:09,173 - pyskl - INFO - Epoch [12][1100/3940] lr: 2.465e-02, eta: 2 days, 19:53:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9400, loss_cls: 4.3492, loss: 4.3492 +2025-06-23 17:00:53,685 - pyskl - INFO - Epoch [12][1200/3940] lr: 2.465e-02, eta: 2 days, 19:52:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9275, loss_cls: 4.3793, loss: 4.3793 +2025-06-23 17:01:38,150 - pyskl - INFO - Epoch [12][1300/3940] lr: 2.465e-02, eta: 2 days, 19:52:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 4.3464, loss: 4.3464 +2025-06-23 17:02:22,622 - pyskl - INFO - Epoch [12][1400/3940] lr: 2.465e-02, eta: 2 days, 19:51:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 4.3662, loss: 4.3662 +2025-06-23 17:03:07,253 - pyskl - INFO - Epoch [12][1500/3940] lr: 2.465e-02, eta: 2 days, 19:50:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 4.3354, loss: 4.3354 +2025-06-23 17:03:51,694 - pyskl - INFO - Epoch [12][1600/3940] lr: 2.465e-02, eta: 2 days, 19:49:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9331, loss_cls: 4.4000, loss: 4.4000 +2025-06-23 17:04:36,065 - pyskl - INFO - Epoch [12][1700/3940] lr: 2.464e-02, eta: 2 days, 19:48:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9375, loss_cls: 4.4207, loss: 4.4207 +2025-06-23 17:05:20,537 - pyskl - INFO - Epoch [12][1800/3940] lr: 2.464e-02, eta: 2 days, 19:48:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9356, loss_cls: 4.2527, loss: 4.2527 +2025-06-23 17:06:05,279 - pyskl - INFO - Epoch [12][1900/3940] lr: 2.464e-02, eta: 2 days, 19:47:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9263, loss_cls: 4.4584, loss: 4.4584 +2025-06-23 17:06:50,035 - pyskl - INFO - Epoch [12][2000/3940] lr: 2.464e-02, eta: 2 days, 19:46:43, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9487, loss_cls: 4.3068, loss: 4.3068 +2025-06-23 17:07:34,537 - pyskl - INFO - Epoch [12][2100/3940] lr: 2.464e-02, eta: 2 days, 19:45:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 4.4121, loss: 4.4121 +2025-06-23 17:08:18,953 - pyskl - INFO - Epoch [12][2200/3940] lr: 2.464e-02, eta: 2 days, 19:45:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7219, top5_acc: 0.9256, loss_cls: 4.3542, loss: 4.3542 +2025-06-23 17:09:03,407 - pyskl - INFO - Epoch [12][2300/3940] lr: 2.463e-02, eta: 2 days, 19:44:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 4.3171, loss: 4.3171 +2025-06-23 17:09:47,890 - pyskl - INFO - Epoch [12][2400/3940] lr: 2.463e-02, eta: 2 days, 19:43:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9369, loss_cls: 4.3777, loss: 4.3777 +2025-06-23 17:10:32,323 - pyskl - INFO - Epoch [12][2500/3940] lr: 2.463e-02, eta: 2 days, 19:42:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9487, loss_cls: 4.2269, loss: 4.2269 +2025-06-23 17:11:16,727 - pyskl - INFO - Epoch [12][2600/3940] lr: 2.463e-02, eta: 2 days, 19:41:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 4.3055, loss: 4.3055 +2025-06-23 17:12:01,140 - pyskl - INFO - Epoch [12][2700/3940] lr: 2.463e-02, eta: 2 days, 19:41:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9356, loss_cls: 4.2805, loss: 4.2805 +2025-06-23 17:12:45,689 - pyskl - INFO - Epoch [12][2800/3940] lr: 2.463e-02, eta: 2 days, 19:40:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9325, loss_cls: 4.3770, loss: 4.3770 +2025-06-23 17:13:30,239 - pyskl - INFO - Epoch [12][2900/3940] lr: 2.462e-02, eta: 2 days, 19:39:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9344, loss_cls: 4.3785, loss: 4.3785 +2025-06-23 17:14:14,653 - pyskl - INFO - Epoch [12][3000/3940] lr: 2.462e-02, eta: 2 days, 19:38:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9275, loss_cls: 4.4529, loss: 4.4529 +2025-06-23 17:14:59,078 - pyskl - INFO - Epoch [12][3100/3940] lr: 2.462e-02, eta: 2 days, 19:37:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9287, loss_cls: 4.3370, loss: 4.3370 +2025-06-23 17:15:43,598 - pyskl - INFO - Epoch [12][3200/3940] lr: 2.462e-02, eta: 2 days, 19:37:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7119, top5_acc: 0.9331, loss_cls: 4.3915, loss: 4.3915 +2025-06-23 17:16:28,118 - pyskl - INFO - Epoch [12][3300/3940] lr: 2.462e-02, eta: 2 days, 19:36:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9400, loss_cls: 4.4347, loss: 4.4347 +2025-06-23 17:17:12,609 - pyskl - INFO - Epoch [12][3400/3940] lr: 2.462e-02, eta: 2 days, 19:35:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9281, loss_cls: 4.5572, loss: 4.5572 +2025-06-23 17:17:56,983 - pyskl - INFO - Epoch [12][3500/3940] lr: 2.461e-02, eta: 2 days, 19:34:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9406, loss_cls: 4.2456, loss: 4.2456 +2025-06-23 17:18:41,508 - pyskl - INFO - Epoch [12][3600/3940] lr: 2.461e-02, eta: 2 days, 19:34:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9363, loss_cls: 4.3247, loss: 4.3247 +2025-06-23 17:19:26,065 - pyskl - INFO - Epoch [12][3700/3940] lr: 2.461e-02, eta: 2 days, 19:33:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9344, loss_cls: 4.3240, loss: 4.3240 +2025-06-23 17:20:10,559 - pyskl - INFO - Epoch [12][3800/3940] lr: 2.461e-02, eta: 2 days, 19:32:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 4.2778, loss: 4.2778 +2025-06-23 17:20:55,084 - pyskl - INFO - Epoch [12][3900/3940] lr: 2.461e-02, eta: 2 days, 19:31:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9319, loss_cls: 4.4523, loss: 4.4523 +2025-06-23 17:21:13,326 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-23 17:24:35,998 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:24:36,545 - pyskl - INFO - +top1_acc 0.7086 +top5_acc 0.9364 +2025-06-23 17:24:36,598 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_10.pth was removed +2025-06-23 17:24:37,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2025-06-23 17:24:37,657 - pyskl - INFO - Best top1_acc is 0.7086 at 12 epoch. +2025-06-23 17:24:37,675 - pyskl - INFO - Epoch(val) [12][3183] top1_acc: 0.7086, top5_acc: 0.9364 +2025-06-23 17:25:47,227 - pyskl - INFO - Epoch [13][100/3940] lr: 2.461e-02, eta: 2 days, 19:31:58, time: 0.695, data_time: 0.251, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 4.3322, loss: 4.3322 +2025-06-23 17:26:31,458 - pyskl - INFO - Epoch [13][200/3940] lr: 2.460e-02, eta: 2 days, 19:31:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.2342, loss: 4.2342 +2025-06-23 17:27:15,822 - pyskl - INFO - Epoch [13][300/3940] lr: 2.460e-02, eta: 2 days, 19:30:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9381, loss_cls: 4.2456, loss: 4.2456 +2025-06-23 17:28:00,249 - pyskl - INFO - Epoch [13][400/3940] lr: 2.460e-02, eta: 2 days, 19:29:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9450, loss_cls: 4.2203, loss: 4.2203 +2025-06-23 17:28:44,745 - pyskl - INFO - Epoch [13][500/3940] lr: 2.460e-02, eta: 2 days, 19:28:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9306, loss_cls: 4.3629, loss: 4.3629 +2025-06-23 17:29:29,280 - pyskl - INFO - Epoch [13][600/3940] lr: 2.460e-02, eta: 2 days, 19:27:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 4.2640, loss: 4.2640 +2025-06-23 17:30:13,601 - pyskl - INFO - Epoch [13][700/3940] lr: 2.460e-02, eta: 2 days, 19:27:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 4.3111, loss: 4.3111 +2025-06-23 17:30:57,842 - pyskl - INFO - Epoch [13][800/3940] lr: 2.459e-02, eta: 2 days, 19:26:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 4.3703, loss: 4.3703 +2025-06-23 17:31:42,210 - pyskl - INFO - Epoch [13][900/3940] lr: 2.459e-02, eta: 2 days, 19:25:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9275, loss_cls: 4.4013, loss: 4.4013 +2025-06-23 17:32:26,704 - pyskl - INFO - Epoch [13][1000/3940] lr: 2.459e-02, eta: 2 days, 19:24:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9287, loss_cls: 4.2375, loss: 4.2375 +2025-06-23 17:33:10,975 - pyskl - INFO - Epoch [13][1100/3940] lr: 2.459e-02, eta: 2 days, 19:23:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9363, loss_cls: 4.2975, loss: 4.2975 +2025-06-23 17:33:55,467 - pyskl - INFO - Epoch [13][1200/3940] lr: 2.459e-02, eta: 2 days, 19:23:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9306, loss_cls: 4.2779, loss: 4.2779 +2025-06-23 17:34:39,881 - pyskl - INFO - Epoch [13][1300/3940] lr: 2.459e-02, eta: 2 days, 19:22:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 4.2750, loss: 4.2750 +2025-06-23 17:35:24,188 - pyskl - INFO - Epoch [13][1400/3940] lr: 2.458e-02, eta: 2 days, 19:21:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 4.3481, loss: 4.3481 +2025-06-23 17:36:08,645 - pyskl - INFO - Epoch [13][1500/3940] lr: 2.458e-02, eta: 2 days, 19:20:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 4.2505, loss: 4.2505 +2025-06-23 17:36:53,039 - pyskl - INFO - Epoch [13][1600/3940] lr: 2.458e-02, eta: 2 days, 19:19:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 4.2784, loss: 4.2784 +2025-06-23 17:37:37,399 - pyskl - INFO - Epoch [13][1700/3940] lr: 2.458e-02, eta: 2 days, 19:19:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9337, loss_cls: 4.4063, loss: 4.4063 +2025-06-23 17:38:21,843 - pyskl - INFO - Epoch [13][1800/3940] lr: 2.458e-02, eta: 2 days, 19:18:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9350, loss_cls: 4.3735, loss: 4.3735 +2025-06-23 17:39:06,266 - pyskl - INFO - Epoch [13][1900/3940] lr: 2.458e-02, eta: 2 days, 19:17:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9363, loss_cls: 4.2772, loss: 4.2772 +2025-06-23 17:39:50,630 - pyskl - INFO - Epoch [13][2000/3940] lr: 2.457e-02, eta: 2 days, 19:16:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 4.3030, loss: 4.3030 +2025-06-23 17:40:35,207 - pyskl - INFO - Epoch [13][2100/3940] lr: 2.457e-02, eta: 2 days, 19:15:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 4.1262, loss: 4.1262 +2025-06-23 17:41:19,714 - pyskl - INFO - Epoch [13][2200/3940] lr: 2.457e-02, eta: 2 days, 19:15:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9387, loss_cls: 4.5516, loss: 4.5516 +2025-06-23 17:42:04,276 - pyskl - INFO - Epoch [13][2300/3940] lr: 2.457e-02, eta: 2 days, 19:14:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 4.3194, loss: 4.3194 +2025-06-23 17:42:48,822 - pyskl - INFO - Epoch [13][2400/3940] lr: 2.457e-02, eta: 2 days, 19:13:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 4.1724, loss: 4.1724 +2025-06-23 17:43:33,361 - pyskl - INFO - Epoch [13][2500/3940] lr: 2.456e-02, eta: 2 days, 19:12:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 4.2454, loss: 4.2454 +2025-06-23 17:44:17,823 - pyskl - INFO - Epoch [13][2600/3940] lr: 2.456e-02, eta: 2 days, 19:11:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 4.2010, loss: 4.2010 +2025-06-23 17:45:02,398 - pyskl - INFO - Epoch [13][2700/3940] lr: 2.456e-02, eta: 2 days, 19:11:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9406, loss_cls: 4.2103, loss: 4.2103 +2025-06-23 17:45:46,665 - pyskl - INFO - Epoch [13][2800/3940] lr: 2.456e-02, eta: 2 days, 19:10:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9413, loss_cls: 4.3098, loss: 4.3098 +2025-06-23 17:46:31,008 - pyskl - INFO - Epoch [13][2900/3940] lr: 2.456e-02, eta: 2 days, 19:09:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 4.2939, loss: 4.2939 +2025-06-23 17:47:15,478 - pyskl - INFO - Epoch [13][3000/3940] lr: 2.456e-02, eta: 2 days, 19:08:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9394, loss_cls: 4.4744, loss: 4.4744 +2025-06-23 17:47:59,960 - pyskl - INFO - Epoch [13][3100/3940] lr: 2.455e-02, eta: 2 days, 19:08:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9300, loss_cls: 4.3808, loss: 4.3808 +2025-06-23 17:48:44,428 - pyskl - INFO - Epoch [13][3200/3940] lr: 2.455e-02, eta: 2 days, 19:07:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9356, loss_cls: 4.2477, loss: 4.2477 +2025-06-23 17:49:28,975 - pyskl - INFO - Epoch [13][3300/3940] lr: 2.455e-02, eta: 2 days, 19:06:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9425, loss_cls: 4.3038, loss: 4.3038 +2025-06-23 17:50:13,360 - pyskl - INFO - Epoch [13][3400/3940] lr: 2.455e-02, eta: 2 days, 19:05:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9437, loss_cls: 4.2059, loss: 4.2059 +2025-06-23 17:50:57,830 - pyskl - INFO - Epoch [13][3500/3940] lr: 2.455e-02, eta: 2 days, 19:04:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 4.2858, loss: 4.2858 +2025-06-23 17:51:42,204 - pyskl - INFO - Epoch [13][3600/3940] lr: 2.455e-02, eta: 2 days, 19:04:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 4.3397, loss: 4.3397 +2025-06-23 17:52:26,629 - pyskl - INFO - Epoch [13][3700/3940] lr: 2.454e-02, eta: 2 days, 19:03:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9369, loss_cls: 4.2994, loss: 4.2994 +2025-06-23 17:53:11,095 - pyskl - INFO - Epoch [13][3800/3940] lr: 2.454e-02, eta: 2 days, 19:02:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9287, loss_cls: 4.4498, loss: 4.4498 +2025-06-23 17:53:55,522 - pyskl - INFO - Epoch [13][3900/3940] lr: 2.454e-02, eta: 2 days, 19:01:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 4.4206, loss: 4.4206 +2025-06-23 17:54:13,691 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-23 17:57:36,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 17:57:37,178 - pyskl - INFO - +top1_acc 0.6970 +top5_acc 0.9331 +2025-06-23 17:57:37,197 - pyskl - INFO - Epoch(val) [13][3183] top1_acc: 0.6970, top5_acc: 0.9331 +2025-06-23 17:58:47,044 - pyskl - INFO - Epoch [14][100/3940] lr: 2.454e-02, eta: 2 days, 19:01:54, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9406, loss_cls: 4.1804, loss: 4.1804 +2025-06-23 17:59:31,394 - pyskl - INFO - Epoch [14][200/3940] lr: 2.454e-02, eta: 2 days, 19:01:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9425, loss_cls: 4.2909, loss: 4.2909 +2025-06-23 18:00:15,889 - pyskl - INFO - Epoch [14][300/3940] lr: 2.453e-02, eta: 2 days, 19:00:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 4.3172, loss: 4.3172 +2025-06-23 18:01:00,319 - pyskl - INFO - Epoch [14][400/3940] lr: 2.453e-02, eta: 2 days, 18:59:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 4.2206, loss: 4.2206 +2025-06-23 18:01:44,704 - pyskl - INFO - Epoch [14][500/3940] lr: 2.453e-02, eta: 2 days, 18:58:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 4.2014, loss: 4.2014 +2025-06-23 18:02:29,129 - pyskl - INFO - Epoch [14][600/3940] lr: 2.453e-02, eta: 2 days, 18:57:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.0798, loss: 4.0798 +2025-06-23 18:03:13,436 - pyskl - INFO - Epoch [14][700/3940] lr: 2.453e-02, eta: 2 days, 18:57:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 4.2371, loss: 4.2371 +2025-06-23 18:03:57,830 - pyskl - INFO - Epoch [14][800/3940] lr: 2.453e-02, eta: 2 days, 18:56:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.1703, loss: 4.1703 +2025-06-23 18:04:42,114 - pyskl - INFO - Epoch [14][900/3940] lr: 2.452e-02, eta: 2 days, 18:55:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9400, loss_cls: 4.2245, loss: 4.2245 +2025-06-23 18:05:26,428 - pyskl - INFO - Epoch [14][1000/3940] lr: 2.452e-02, eta: 2 days, 18:54:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 4.4359, loss: 4.4359 +2025-06-23 18:06:10,792 - pyskl - INFO - Epoch [14][1100/3940] lr: 2.452e-02, eta: 2 days, 18:53:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9381, loss_cls: 4.2461, loss: 4.2461 +2025-06-23 18:06:55,188 - pyskl - INFO - Epoch [14][1200/3940] lr: 2.452e-02, eta: 2 days, 18:53:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 4.1051, loss: 4.1051 +2025-06-23 18:07:39,640 - pyskl - INFO - Epoch [14][1300/3940] lr: 2.452e-02, eta: 2 days, 18:52:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9387, loss_cls: 4.2524, loss: 4.2524 +2025-06-23 18:08:23,952 - pyskl - INFO - Epoch [14][1400/3940] lr: 2.451e-02, eta: 2 days, 18:51:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9306, loss_cls: 4.4339, loss: 4.4339 +2025-06-23 18:09:08,287 - pyskl - INFO - Epoch [14][1500/3940] lr: 2.451e-02, eta: 2 days, 18:50:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 4.3311, loss: 4.3311 +2025-06-23 18:09:52,610 - pyskl - INFO - Epoch [14][1600/3940] lr: 2.451e-02, eta: 2 days, 18:49:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 4.3258, loss: 4.3258 +2025-06-23 18:10:36,920 - pyskl - INFO - Epoch [14][1700/3940] lr: 2.451e-02, eta: 2 days, 18:49:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9444, loss_cls: 4.1758, loss: 4.1758 +2025-06-23 18:11:21,390 - pyskl - INFO - Epoch [14][1800/3940] lr: 2.451e-02, eta: 2 days, 18:48:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9356, loss_cls: 4.1532, loss: 4.1532 +2025-06-23 18:12:05,763 - pyskl - INFO - Epoch [14][1900/3940] lr: 2.450e-02, eta: 2 days, 18:47:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 4.2567, loss: 4.2567 +2025-06-23 18:12:50,310 - pyskl - INFO - Epoch [14][2000/3940] lr: 2.450e-02, eta: 2 days, 18:46:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9331, loss_cls: 4.2765, loss: 4.2765 +2025-06-23 18:13:34,762 - pyskl - INFO - Epoch [14][2100/3940] lr: 2.450e-02, eta: 2 days, 18:45:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9413, loss_cls: 4.2658, loss: 4.2658 +2025-06-23 18:14:19,147 - pyskl - INFO - Epoch [14][2200/3940] lr: 2.450e-02, eta: 2 days, 18:45:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 4.3527, loss: 4.3527 +2025-06-23 18:15:03,587 - pyskl - INFO - Epoch [14][2300/3940] lr: 2.450e-02, eta: 2 days, 18:44:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9425, loss_cls: 4.1622, loss: 4.1622 +2025-06-23 18:15:48,043 - pyskl - INFO - Epoch [14][2400/3940] lr: 2.450e-02, eta: 2 days, 18:43:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9313, loss_cls: 4.3225, loss: 4.3225 +2025-06-23 18:16:32,537 - pyskl - INFO - Epoch [14][2500/3940] lr: 2.449e-02, eta: 2 days, 18:42:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9325, loss_cls: 4.3785, loss: 4.3785 +2025-06-23 18:17:16,913 - pyskl - INFO - Epoch [14][2600/3940] lr: 2.449e-02, eta: 2 days, 18:41:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 4.2304, loss: 4.2304 +2025-06-23 18:18:01,511 - pyskl - INFO - Epoch [14][2700/3940] lr: 2.449e-02, eta: 2 days, 18:41:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9369, loss_cls: 4.3024, loss: 4.3024 +2025-06-23 18:18:45,901 - pyskl - INFO - Epoch [14][2800/3940] lr: 2.449e-02, eta: 2 days, 18:40:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9294, loss_cls: 4.2947, loss: 4.2947 +2025-06-23 18:19:30,152 - pyskl - INFO - Epoch [14][2900/3940] lr: 2.449e-02, eta: 2 days, 18:39:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 4.1668, loss: 4.1668 +2025-06-23 18:20:14,541 - pyskl - INFO - Epoch [14][3000/3940] lr: 2.448e-02, eta: 2 days, 18:38:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 4.2241, loss: 4.2241 +2025-06-23 18:20:58,868 - pyskl - INFO - Epoch [14][3100/3940] lr: 2.448e-02, eta: 2 days, 18:37:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9313, loss_cls: 4.2436, loss: 4.2436 +2025-06-23 18:21:43,132 - pyskl - INFO - Epoch [14][3200/3940] lr: 2.448e-02, eta: 2 days, 18:37:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9450, loss_cls: 4.1196, loss: 4.1196 +2025-06-23 18:22:27,379 - pyskl - INFO - Epoch [14][3300/3940] lr: 2.448e-02, eta: 2 days, 18:36:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9250, loss_cls: 4.4758, loss: 4.4758 +2025-06-23 18:23:11,716 - pyskl - INFO - Epoch [14][3400/3940] lr: 2.448e-02, eta: 2 days, 18:35:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 4.1892, loss: 4.1892 +2025-06-23 18:23:56,029 - pyskl - INFO - Epoch [14][3500/3940] lr: 2.447e-02, eta: 2 days, 18:34:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9381, loss_cls: 4.1960, loss: 4.1960 +2025-06-23 18:24:40,350 - pyskl - INFO - Epoch [14][3600/3940] lr: 2.447e-02, eta: 2 days, 18:33:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 4.2597, loss: 4.2597 +2025-06-23 18:25:24,682 - pyskl - INFO - Epoch [14][3700/3940] lr: 2.447e-02, eta: 2 days, 18:33:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9406, loss_cls: 4.2893, loss: 4.2893 +2025-06-23 18:26:09,015 - pyskl - INFO - Epoch [14][3800/3940] lr: 2.447e-02, eta: 2 days, 18:32:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9300, loss_cls: 4.2918, loss: 4.2918 +2025-06-23 18:26:53,294 - pyskl - INFO - Epoch [14][3900/3940] lr: 2.447e-02, eta: 2 days, 18:31:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9369, loss_cls: 4.2496, loss: 4.2496 +2025-06-23 18:27:11,315 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-23 18:30:33,373 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 18:30:33,835 - pyskl - INFO - +top1_acc 0.6917 +top5_acc 0.9215 +2025-06-23 18:30:33,852 - pyskl - INFO - Epoch(val) [14][3183] top1_acc: 0.6917, top5_acc: 0.9215 +2025-06-23 18:31:42,806 - pyskl - INFO - Epoch [15][100/3940] lr: 2.446e-02, eta: 2 days, 18:31:29, time: 0.689, data_time: 0.247, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9437, loss_cls: 4.1628, loss: 4.1628 +2025-06-23 18:32:27,118 - pyskl - INFO - Epoch [15][200/3940] lr: 2.446e-02, eta: 2 days, 18:30:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9325, loss_cls: 4.2945, loss: 4.2945 +2025-06-23 18:33:11,714 - pyskl - INFO - Epoch [15][300/3940] lr: 2.446e-02, eta: 2 days, 18:29:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 4.1511, loss: 4.1511 +2025-06-23 18:33:56,270 - pyskl - INFO - Epoch [15][400/3940] lr: 2.446e-02, eta: 2 days, 18:29:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 4.2062, loss: 4.2062 +2025-06-23 18:34:40,546 - pyskl - INFO - Epoch [15][500/3940] lr: 2.446e-02, eta: 2 days, 18:28:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 4.1460, loss: 4.1460 +2025-06-23 18:35:24,850 - pyskl - INFO - Epoch [15][600/3940] lr: 2.445e-02, eta: 2 days, 18:27:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9400, loss_cls: 4.1750, loss: 4.1750 +2025-06-23 18:36:09,212 - pyskl - INFO - Epoch [15][700/3940] lr: 2.445e-02, eta: 2 days, 18:26:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 4.3118, loss: 4.3118 +2025-06-23 18:36:53,431 - pyskl - INFO - Epoch [15][800/3940] lr: 2.445e-02, eta: 2 days, 18:25:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9419, loss_cls: 4.2196, loss: 4.2196 +2025-06-23 18:37:37,746 - pyskl - INFO - Epoch [15][900/3940] lr: 2.445e-02, eta: 2 days, 18:25:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9413, loss_cls: 4.1761, loss: 4.1761 +2025-06-23 18:38:21,966 - pyskl - INFO - Epoch [15][1000/3940] lr: 2.445e-02, eta: 2 days, 18:24:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9456, loss_cls: 4.0979, loss: 4.0979 +2025-06-23 18:39:06,222 - pyskl - INFO - Epoch [15][1100/3940] lr: 2.445e-02, eta: 2 days, 18:23:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 4.1031, loss: 4.1031 +2025-06-23 18:39:50,461 - pyskl - INFO - Epoch [15][1200/3940] lr: 2.444e-02, eta: 2 days, 18:22:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9369, loss_cls: 4.2694, loss: 4.2694 +2025-06-23 18:40:34,748 - pyskl - INFO - Epoch [15][1300/3940] lr: 2.444e-02, eta: 2 days, 18:21:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9481, loss_cls: 4.1751, loss: 4.1751 +2025-06-23 18:41:19,040 - pyskl - INFO - Epoch [15][1400/3940] lr: 2.444e-02, eta: 2 days, 18:21:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9513, loss_cls: 4.2110, loss: 4.2110 +2025-06-23 18:42:03,355 - pyskl - INFO - Epoch [15][1500/3940] lr: 2.444e-02, eta: 2 days, 18:20:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 4.2189, loss: 4.2189 +2025-06-23 18:42:47,624 - pyskl - INFO - Epoch [15][1600/3940] lr: 2.444e-02, eta: 2 days, 18:19:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9375, loss_cls: 4.1903, loss: 4.1903 +2025-06-23 18:43:31,933 - pyskl - INFO - Epoch [15][1700/3940] lr: 2.443e-02, eta: 2 days, 18:18:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9337, loss_cls: 4.2437, loss: 4.2437 +2025-06-23 18:44:16,170 - pyskl - INFO - Epoch [15][1800/3940] lr: 2.443e-02, eta: 2 days, 18:17:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 4.2256, loss: 4.2256 +2025-06-23 18:45:00,448 - pyskl - INFO - Epoch [15][1900/3940] lr: 2.443e-02, eta: 2 days, 18:16:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9381, loss_cls: 4.0972, loss: 4.0972 +2025-06-23 18:45:44,793 - pyskl - INFO - Epoch [15][2000/3940] lr: 2.443e-02, eta: 2 days, 18:16:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.2544, loss: 4.2544 +2025-06-23 18:46:29,044 - pyskl - INFO - Epoch [15][2100/3940] lr: 2.443e-02, eta: 2 days, 18:15:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 4.1094, loss: 4.1094 +2025-06-23 18:47:13,303 - pyskl - INFO - Epoch [15][2200/3940] lr: 2.442e-02, eta: 2 days, 18:14:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9375, loss_cls: 4.1351, loss: 4.1351 +2025-06-23 18:47:57,498 - pyskl - INFO - Epoch [15][2300/3940] lr: 2.442e-02, eta: 2 days, 18:13:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 4.1353, loss: 4.1353 +2025-06-23 18:48:41,823 - pyskl - INFO - Epoch [15][2400/3940] lr: 2.442e-02, eta: 2 days, 18:12:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.1833, loss: 4.1833 +2025-06-23 18:49:26,206 - pyskl - INFO - Epoch [15][2500/3940] lr: 2.442e-02, eta: 2 days, 18:12:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 4.2128, loss: 4.2128 +2025-06-23 18:50:10,669 - pyskl - INFO - Epoch [15][2600/3940] lr: 2.442e-02, eta: 2 days, 18:11:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 4.1802, loss: 4.1802 +2025-06-23 18:50:54,981 - pyskl - INFO - Epoch [15][2700/3940] lr: 2.441e-02, eta: 2 days, 18:10:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 4.2640, loss: 4.2640 +2025-06-23 18:51:39,322 - pyskl - INFO - Epoch [15][2800/3940] lr: 2.441e-02, eta: 2 days, 18:09:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9387, loss_cls: 4.1928, loss: 4.1928 +2025-06-23 18:52:23,811 - pyskl - INFO - Epoch [15][2900/3940] lr: 2.441e-02, eta: 2 days, 18:08:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 4.1613, loss: 4.1613 +2025-06-23 18:53:08,466 - pyskl - INFO - Epoch [15][3000/3940] lr: 2.441e-02, eta: 2 days, 18:08:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9350, loss_cls: 4.2259, loss: 4.2259 +2025-06-23 18:53:52,974 - pyskl - INFO - Epoch [15][3100/3940] lr: 2.441e-02, eta: 2 days, 18:07:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 4.1926, loss: 4.1926 +2025-06-23 18:54:37,305 - pyskl - INFO - Epoch [15][3200/3940] lr: 2.440e-02, eta: 2 days, 18:06:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 4.1019, loss: 4.1019 +2025-06-23 18:55:21,612 - pyskl - INFO - Epoch [15][3300/3940] lr: 2.440e-02, eta: 2 days, 18:05:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 4.1422, loss: 4.1422 +2025-06-23 18:56:06,275 - pyskl - INFO - Epoch [15][3400/3940] lr: 2.440e-02, eta: 2 days, 18:05:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9381, loss_cls: 4.3137, loss: 4.3137 +2025-06-23 18:56:50,878 - pyskl - INFO - Epoch [15][3500/3940] lr: 2.440e-02, eta: 2 days, 18:04:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.0900, loss: 4.0900 +2025-06-23 18:57:35,503 - pyskl - INFO - Epoch [15][3600/3940] lr: 2.440e-02, eta: 2 days, 18:03:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 4.0984, loss: 4.0984 +2025-06-23 18:58:19,826 - pyskl - INFO - Epoch [15][3700/3940] lr: 2.439e-02, eta: 2 days, 18:02:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 4.2644, loss: 4.2644 +2025-06-23 18:59:04,082 - pyskl - INFO - Epoch [15][3800/3940] lr: 2.439e-02, eta: 2 days, 18:02:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9325, loss_cls: 4.3074, loss: 4.3074 +2025-06-23 18:59:48,283 - pyskl - INFO - Epoch [15][3900/3940] lr: 2.439e-02, eta: 2 days, 18:01:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9381, loss_cls: 4.3212, loss: 4.3212 +2025-06-23 19:00:06,327 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-23 19:18:07,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 19:18:08,040 - pyskl - INFO - +top1_acc 0.7025 +top5_acc 0.9263 +2025-06-23 19:18:08,056 - pyskl - INFO - Epoch(val) [15][3183] top1_acc: 0.7025, top5_acc: 0.9263 +2025-06-23 19:19:37,141 - pyskl - INFO - Epoch [16][100/3940] lr: 2.439e-02, eta: 2 days, 18:04:07, time: 0.891, data_time: 0.247, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 4.2162, loss: 4.2162 +2025-06-23 19:20:41,414 - pyskl - INFO - Epoch [16][200/3940] lr: 2.438e-02, eta: 2 days, 18:06:17, time: 0.643, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 4.1214, loss: 4.1214 +2025-06-23 19:21:45,844 - pyskl - INFO - Epoch [16][300/3940] lr: 2.438e-02, eta: 2 days, 18:08:28, time: 0.644, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 3.9999, loss: 3.9999 +2025-06-23 19:22:50,116 - pyskl - INFO - Epoch [16][400/3940] lr: 2.438e-02, eta: 2 days, 18:10:38, time: 0.643, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 4.1971, loss: 4.1971 +2025-06-23 19:23:54,399 - pyskl - INFO - Epoch [16][500/3940] lr: 2.438e-02, eta: 2 days, 18:12:46, time: 0.643, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 4.0143, loss: 4.0143 +2025-06-23 19:24:58,705 - pyskl - INFO - Epoch [16][600/3940] lr: 2.438e-02, eta: 2 days, 18:14:55, time: 0.643, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9419, loss_cls: 4.0655, loss: 4.0655 +2025-06-23 19:26:02,940 - pyskl - INFO - Epoch [16][700/3940] lr: 2.437e-02, eta: 2 days, 18:17:02, time: 0.642, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 4.3161, loss: 4.3161 +2025-06-23 19:27:07,224 - pyskl - INFO - Epoch [16][800/3940] lr: 2.437e-02, eta: 2 days, 18:19:08, time: 0.643, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9425, loss_cls: 4.1214, loss: 4.1214 +2025-06-23 19:28:11,619 - pyskl - INFO - Epoch [16][900/3940] lr: 2.437e-02, eta: 2 days, 18:21:15, time: 0.644, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 4.2337, loss: 4.2337 +2025-06-23 19:29:15,773 - pyskl - INFO - Epoch [16][1000/3940] lr: 2.437e-02, eta: 2 days, 18:23:20, time: 0.642, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 4.2588, loss: 4.2588 +2025-06-23 19:30:20,005 - pyskl - INFO - Epoch [16][1100/3940] lr: 2.437e-02, eta: 2 days, 18:25:24, time: 0.642, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 4.0962, loss: 4.0962 +2025-06-23 19:31:24,449 - pyskl - INFO - Epoch [16][1200/3940] lr: 2.436e-02, eta: 2 days, 18:27:30, time: 0.644, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9463, loss_cls: 4.1935, loss: 4.1935 +2025-06-23 19:32:28,927 - pyskl - INFO - Epoch [16][1300/3940] lr: 2.436e-02, eta: 2 days, 18:29:35, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 3.9776, loss: 3.9776 +2025-06-23 19:33:33,370 - pyskl - INFO - Epoch [16][1400/3940] lr: 2.436e-02, eta: 2 days, 18:31:39, time: 0.644, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9375, loss_cls: 4.2437, loss: 4.2437 +2025-06-23 19:34:37,911 - pyskl - INFO - Epoch [16][1500/3940] lr: 2.436e-02, eta: 2 days, 18:33:44, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9369, loss_cls: 4.2570, loss: 4.2570 +2025-06-23 19:35:42,486 - pyskl - INFO - Epoch [16][1600/3940] lr: 2.435e-02, eta: 2 days, 18:35:48, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 4.1602, loss: 4.1602 +2025-06-23 19:36:47,027 - pyskl - INFO - Epoch [16][1700/3940] lr: 2.435e-02, eta: 2 days, 18:37:52, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9356, loss_cls: 4.2255, loss: 4.2255 +2025-06-23 19:37:51,654 - pyskl - INFO - Epoch [16][1800/3940] lr: 2.435e-02, eta: 2 days, 18:39:55, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 4.1808, loss: 4.1808 +2025-06-23 19:38:56,232 - pyskl - INFO - Epoch [16][1900/3940] lr: 2.435e-02, eta: 2 days, 18:41:58, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 4.1221, loss: 4.1221 +2025-06-23 19:40:00,839 - pyskl - INFO - Epoch [16][2000/3940] lr: 2.435e-02, eta: 2 days, 18:44:00, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 4.2691, loss: 4.2691 +2025-06-23 19:41:05,529 - pyskl - INFO - Epoch [16][2100/3940] lr: 2.434e-02, eta: 2 days, 18:46:02, time: 0.647, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9400, loss_cls: 4.1351, loss: 4.1351 +2025-06-23 19:42:10,179 - pyskl - INFO - Epoch [16][2200/3940] lr: 2.434e-02, eta: 2 days, 18:48:03, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 4.0103, loss: 4.0103 +2025-06-23 19:43:14,829 - pyskl - INFO - Epoch [16][2300/3940] lr: 2.434e-02, eta: 2 days, 18:50:04, time: 0.647, data_time: 0.000, memory: 13268, top1_acc: 0.7319, top5_acc: 0.9363, loss_cls: 4.1517, loss: 4.1517 +2025-06-23 19:44:19,558 - pyskl - INFO - Epoch [16][2400/3940] lr: 2.434e-02, eta: 2 days, 18:52:04, time: 0.647, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9469, loss_cls: 4.0552, loss: 4.0552 +2025-06-23 19:45:24,202 - pyskl - INFO - Epoch [16][2500/3940] lr: 2.434e-02, eta: 2 days, 18:54:04, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 4.2807, loss: 4.2807 +2025-06-23 19:46:28,848 - pyskl - INFO - Epoch [16][2600/3940] lr: 2.433e-02, eta: 2 days, 18:56:03, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.2050, loss: 4.2050 +2025-06-23 19:47:33,532 - pyskl - INFO - Epoch [16][2700/3940] lr: 2.433e-02, eta: 2 days, 18:58:01, time: 0.647, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9450, loss_cls: 4.1571, loss: 4.1571 +2025-06-23 19:48:38,198 - pyskl - INFO - Epoch [16][2800/3940] lr: 2.433e-02, eta: 2 days, 18:59:59, time: 0.647, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.1214, loss: 4.1214 +2025-06-23 19:49:42,742 - pyskl - INFO - Epoch [16][2900/3940] lr: 2.433e-02, eta: 2 days, 19:01:55, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 4.0967, loss: 4.0967 +2025-06-23 19:50:47,320 - pyskl - INFO - Epoch [16][3000/3940] lr: 2.433e-02, eta: 2 days, 19:03:51, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9350, loss_cls: 4.2630, loss: 4.2630 +2025-06-23 19:51:51,908 - pyskl - INFO - Epoch [16][3100/3940] lr: 2.432e-02, eta: 2 days, 19:05:46, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9369, loss_cls: 4.1443, loss: 4.1443 +2025-06-23 19:52:56,708 - pyskl - INFO - Epoch [16][3200/3940] lr: 2.432e-02, eta: 2 days, 19:07:43, time: 0.648, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9350, loss_cls: 4.3112, loss: 4.3112 +2025-06-23 19:54:01,279 - pyskl - INFO - Epoch [16][3300/3940] lr: 2.432e-02, eta: 2 days, 19:09:37, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9325, loss_cls: 4.2234, loss: 4.2234 +2025-06-23 19:55:05,866 - pyskl - INFO - Epoch [16][3400/3940] lr: 2.432e-02, eta: 2 days, 19:11:31, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9313, loss_cls: 4.3293, loss: 4.3293 +2025-06-23 19:56:10,448 - pyskl - INFO - Epoch [16][3500/3940] lr: 2.431e-02, eta: 2 days, 19:13:24, time: 0.646, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 4.3714, loss: 4.3714 +2025-06-23 19:57:14,965 - pyskl - INFO - Epoch [16][3600/3940] lr: 2.431e-02, eta: 2 days, 19:15:16, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9356, loss_cls: 4.1699, loss: 4.1699 +2025-06-23 19:58:19,466 - pyskl - INFO - Epoch [16][3700/3940] lr: 2.431e-02, eta: 2 days, 19:17:07, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9387, loss_cls: 4.1180, loss: 4.1180 +2025-06-23 19:59:23,974 - pyskl - INFO - Epoch [16][3800/3940] lr: 2.431e-02, eta: 2 days, 19:18:57, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 4.0659, loss: 4.0659 +2025-06-23 20:00:28,489 - pyskl - INFO - Epoch [16][3900/3940] lr: 2.431e-02, eta: 2 days, 19:20:48, time: 0.645, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 4.0720, loss: 4.0720 +2025-06-23 20:00:54,457 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-23 20:04:17,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:04:18,343 - pyskl - INFO - +top1_acc 0.6502 +top5_acc 0.9148 +2025-06-23 20:04:18,361 - pyskl - INFO - Epoch(val) [16][3183] top1_acc: 0.6502, top5_acc: 0.9148 +2025-06-23 20:05:29,293 - pyskl - INFO - Epoch [17][100/3940] lr: 2.430e-02, eta: 2 days, 19:20:39, time: 0.709, data_time: 0.264, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 4.1597, loss: 4.1597 +2025-06-23 20:06:13,807 - pyskl - INFO - Epoch [17][200/3940] lr: 2.430e-02, eta: 2 days, 19:19:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9400, loss_cls: 4.2240, loss: 4.2240 +2025-06-23 20:06:58,798 - pyskl - INFO - Epoch [17][300/3940] lr: 2.430e-02, eta: 2 days, 19:18:47, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 4.1352, loss: 4.1352 +2025-06-23 20:07:43,353 - pyskl - INFO - Epoch [17][400/3940] lr: 2.430e-02, eta: 2 days, 19:17:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9531, loss_cls: 4.1330, loss: 4.1330 +2025-06-23 20:08:28,058 - pyskl - INFO - Epoch [17][500/3940] lr: 2.429e-02, eta: 2 days, 19:16:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 4.0300, loss: 4.0300 +2025-06-23 20:09:12,693 - pyskl - INFO - Epoch [17][600/3940] lr: 2.429e-02, eta: 2 days, 19:15:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 4.2792, loss: 4.2792 +2025-06-23 20:09:57,233 - pyskl - INFO - Epoch [17][700/3940] lr: 2.429e-02, eta: 2 days, 19:15:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 4.2160, loss: 4.2160 +2025-06-23 20:10:41,738 - pyskl - INFO - Epoch [17][800/3940] lr: 2.429e-02, eta: 2 days, 19:14:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9437, loss_cls: 4.1676, loss: 4.1676 +2025-06-23 20:11:26,120 - pyskl - INFO - Epoch [17][900/3940] lr: 2.428e-02, eta: 2 days, 19:13:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.1376, loss: 4.1376 +2025-06-23 20:12:10,510 - pyskl - INFO - Epoch [17][1000/3940] lr: 2.428e-02, eta: 2 days, 19:12:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.1098, loss: 4.1098 +2025-06-23 20:12:54,936 - pyskl - INFO - Epoch [17][1100/3940] lr: 2.428e-02, eta: 2 days, 19:11:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9400, loss_cls: 4.1767, loss: 4.1767 +2025-06-23 20:13:39,359 - pyskl - INFO - Epoch [17][1200/3940] lr: 2.428e-02, eta: 2 days, 19:10:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9400, loss_cls: 4.0539, loss: 4.0539 +2025-06-23 20:14:23,858 - pyskl - INFO - Epoch [17][1300/3940] lr: 2.428e-02, eta: 2 days, 19:09:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 4.0619, loss: 4.0619 +2025-06-23 20:15:08,276 - pyskl - INFO - Epoch [17][1400/3940] lr: 2.427e-02, eta: 2 days, 19:08:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9387, loss_cls: 4.2597, loss: 4.2597 +2025-06-23 20:15:52,729 - pyskl - INFO - Epoch [17][1500/3940] lr: 2.427e-02, eta: 2 days, 19:07:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9337, loss_cls: 4.2168, loss: 4.2168 +2025-06-23 20:16:37,143 - pyskl - INFO - Epoch [17][1600/3940] lr: 2.427e-02, eta: 2 days, 19:06:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9431, loss_cls: 4.1041, loss: 4.1041 +2025-06-23 20:17:21,558 - pyskl - INFO - Epoch [17][1700/3940] lr: 2.427e-02, eta: 2 days, 19:05:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 4.0560, loss: 4.0560 +2025-06-23 20:18:05,882 - pyskl - INFO - Epoch [17][1800/3940] lr: 2.426e-02, eta: 2 days, 19:04:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9419, loss_cls: 4.1555, loss: 4.1555 +2025-06-23 20:18:50,342 - pyskl - INFO - Epoch [17][1900/3940] lr: 2.426e-02, eta: 2 days, 19:03:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9387, loss_cls: 4.1806, loss: 4.1806 +2025-06-23 20:19:34,781 - pyskl - INFO - Epoch [17][2000/3940] lr: 2.426e-02, eta: 2 days, 19:02:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9337, loss_cls: 4.1399, loss: 4.1399 +2025-06-23 20:20:19,098 - pyskl - INFO - Epoch [17][2100/3940] lr: 2.426e-02, eta: 2 days, 19:01:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9437, loss_cls: 4.0582, loss: 4.0582 +2025-06-23 20:21:03,535 - pyskl - INFO - Epoch [17][2200/3940] lr: 2.426e-02, eta: 2 days, 19:00:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9456, loss_cls: 4.2477, loss: 4.2477 +2025-06-23 20:21:48,019 - pyskl - INFO - Epoch [17][2300/3940] lr: 2.425e-02, eta: 2 days, 18:59:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 4.1434, loss: 4.1434 +2025-06-23 20:22:32,502 - pyskl - INFO - Epoch [17][2400/3940] lr: 2.425e-02, eta: 2 days, 18:58:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 4.1371, loss: 4.1371 +2025-06-23 20:23:16,961 - pyskl - INFO - Epoch [17][2500/3940] lr: 2.425e-02, eta: 2 days, 18:57:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.0990, loss: 4.0990 +2025-06-23 20:24:01,439 - pyskl - INFO - Epoch [17][2600/3940] lr: 2.425e-02, eta: 2 days, 18:56:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9469, loss_cls: 3.9739, loss: 3.9739 +2025-06-23 20:24:45,997 - pyskl - INFO - Epoch [17][2700/3940] lr: 2.424e-02, eta: 2 days, 18:55:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 4.1726, loss: 4.1726 +2025-06-23 20:25:30,697 - pyskl - INFO - Epoch [17][2800/3940] lr: 2.424e-02, eta: 2 days, 18:54:50, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9413, loss_cls: 4.1350, loss: 4.1350 +2025-06-23 20:26:15,138 - pyskl - INFO - Epoch [17][2900/3940] lr: 2.424e-02, eta: 2 days, 18:53:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 4.1562, loss: 4.1562 +2025-06-23 20:26:59,659 - pyskl - INFO - Epoch [17][3000/3940] lr: 2.424e-02, eta: 2 days, 18:52:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9350, loss_cls: 4.1345, loss: 4.1345 +2025-06-23 20:27:44,021 - pyskl - INFO - Epoch [17][3100/3940] lr: 2.424e-02, eta: 2 days, 18:51:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 4.1136, loss: 4.1136 +2025-06-23 20:28:28,446 - pyskl - INFO - Epoch [17][3200/3940] lr: 2.423e-02, eta: 2 days, 18:51:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 4.0513, loss: 4.0513 +2025-06-23 20:29:12,765 - pyskl - INFO - Epoch [17][3300/3940] lr: 2.423e-02, eta: 2 days, 18:50:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.1664, loss: 4.1664 +2025-06-23 20:29:57,081 - pyskl - INFO - Epoch [17][3400/3940] lr: 2.423e-02, eta: 2 days, 18:49:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 4.0912, loss: 4.0912 +2025-06-23 20:30:41,391 - pyskl - INFO - Epoch [17][3500/3940] lr: 2.423e-02, eta: 2 days, 18:48:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 4.0219, loss: 4.0219 +2025-06-23 20:31:25,827 - pyskl - INFO - Epoch [17][3600/3940] lr: 2.422e-02, eta: 2 days, 18:47:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9444, loss_cls: 4.1286, loss: 4.1286 +2025-06-23 20:32:10,187 - pyskl - INFO - Epoch [17][3700/3940] lr: 2.422e-02, eta: 2 days, 18:46:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9400, loss_cls: 4.1225, loss: 4.1225 +2025-06-23 20:32:54,594 - pyskl - INFO - Epoch [17][3800/3940] lr: 2.422e-02, eta: 2 days, 18:45:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 4.0397, loss: 4.0397 +2025-06-23 20:33:39,023 - pyskl - INFO - Epoch [17][3900/3940] lr: 2.422e-02, eta: 2 days, 18:44:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9381, loss_cls: 4.2667, loss: 4.2667 +2025-06-23 20:33:57,204 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-23 20:37:21,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 20:37:21,945 - pyskl - INFO - +top1_acc 0.6800 +top5_acc 0.9172 +2025-06-23 20:37:21,965 - pyskl - INFO - Epoch(val) [17][3183] top1_acc: 0.6800, top5_acc: 0.9172 +2025-06-23 20:38:32,885 - pyskl - INFO - Epoch [18][100/3940] lr: 2.421e-02, eta: 2 days, 18:44:07, time: 0.709, data_time: 0.262, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.1307, loss: 4.1307 +2025-06-23 20:39:17,247 - pyskl - INFO - Epoch [18][200/3940] lr: 2.421e-02, eta: 2 days, 18:43:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.1572, loss: 4.1572 +2025-06-23 20:40:01,807 - pyskl - INFO - Epoch [18][300/3940] lr: 2.421e-02, eta: 2 days, 18:42:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 3.9441, loss: 3.9441 +2025-06-23 20:40:46,284 - pyskl - INFO - Epoch [18][400/3940] lr: 2.421e-02, eta: 2 days, 18:41:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 4.1706, loss: 4.1706 +2025-06-23 20:41:30,791 - pyskl - INFO - Epoch [18][500/3940] lr: 2.420e-02, eta: 2 days, 18:40:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 3.9812, loss: 3.9812 +2025-06-23 20:42:15,362 - pyskl - INFO - Epoch [18][600/3940] lr: 2.420e-02, eta: 2 days, 18:39:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 4.0411, loss: 4.0411 +2025-06-23 20:42:59,854 - pyskl - INFO - Epoch [18][700/3940] lr: 2.420e-02, eta: 2 days, 18:38:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9394, loss_cls: 4.2038, loss: 4.2038 +2025-06-23 20:43:44,394 - pyskl - INFO - Epoch [18][800/3940] lr: 2.420e-02, eta: 2 days, 18:37:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.1097, loss: 4.1097 +2025-06-23 20:44:28,945 - pyskl - INFO - Epoch [18][900/3940] lr: 2.420e-02, eta: 2 days, 18:36:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9337, loss_cls: 4.1872, loss: 4.1872 +2025-06-23 20:45:13,423 - pyskl - INFO - Epoch [18][1000/3940] lr: 2.419e-02, eta: 2 days, 18:35:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9469, loss_cls: 4.0987, loss: 4.0987 +2025-06-23 20:45:57,867 - pyskl - INFO - Epoch [18][1100/3940] lr: 2.419e-02, eta: 2 days, 18:34:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 4.1435, loss: 4.1435 +2025-06-23 20:46:42,434 - pyskl - INFO - Epoch [18][1200/3940] lr: 2.419e-02, eta: 2 days, 18:33:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 4.0085, loss: 4.0085 +2025-06-23 20:47:26,860 - pyskl - INFO - Epoch [18][1300/3940] lr: 2.419e-02, eta: 2 days, 18:32:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.1717, loss: 4.1717 +2025-06-23 20:48:11,211 - pyskl - INFO - Epoch [18][1400/3940] lr: 2.418e-02, eta: 2 days, 18:31:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9444, loss_cls: 4.0152, loss: 4.0152 +2025-06-23 20:48:55,712 - pyskl - INFO - Epoch [18][1500/3940] lr: 2.418e-02, eta: 2 days, 18:30:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9431, loss_cls: 4.0849, loss: 4.0849 +2025-06-23 20:49:40,165 - pyskl - INFO - Epoch [18][1600/3940] lr: 2.418e-02, eta: 2 days, 18:30:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 3.9827, loss: 3.9827 +2025-06-23 20:50:24,574 - pyskl - INFO - Epoch [18][1700/3940] lr: 2.418e-02, eta: 2 days, 18:29:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9569, loss_cls: 3.8905, loss: 3.8905 +2025-06-23 20:51:09,010 - pyskl - INFO - Epoch [18][1800/3940] lr: 2.417e-02, eta: 2 days, 18:28:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9431, loss_cls: 4.2456, loss: 4.2456 +2025-06-23 20:51:53,371 - pyskl - INFO - Epoch [18][1900/3940] lr: 2.417e-02, eta: 2 days, 18:27:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 3.9647, loss: 3.9647 +2025-06-23 20:52:37,860 - pyskl - INFO - Epoch [18][2000/3940] lr: 2.417e-02, eta: 2 days, 18:26:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9331, loss_cls: 4.2999, loss: 4.2999 +2025-06-23 20:53:22,301 - pyskl - INFO - Epoch [18][2100/3940] lr: 2.417e-02, eta: 2 days, 18:25:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 4.0734, loss: 4.0734 +2025-06-23 20:54:06,797 - pyskl - INFO - Epoch [18][2200/3940] lr: 2.416e-02, eta: 2 days, 18:24:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9475, loss_cls: 4.1193, loss: 4.1193 +2025-06-23 20:54:51,279 - pyskl - INFO - Epoch [18][2300/3940] lr: 2.416e-02, eta: 2 days, 18:23:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9375, loss_cls: 4.0640, loss: 4.0640 +2025-06-23 20:55:35,844 - pyskl - INFO - Epoch [18][2400/3940] lr: 2.416e-02, eta: 2 days, 18:22:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 4.0100, loss: 4.0100 +2025-06-23 20:56:20,235 - pyskl - INFO - Epoch [18][2500/3940] lr: 2.416e-02, eta: 2 days, 18:21:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9369, loss_cls: 4.1222, loss: 4.1222 +2025-06-23 20:57:04,675 - pyskl - INFO - Epoch [18][2600/3940] lr: 2.415e-02, eta: 2 days, 18:20:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 4.3028, loss: 4.3028 +2025-06-23 20:57:49,486 - pyskl - INFO - Epoch [18][2700/3940] lr: 2.415e-02, eta: 2 days, 18:19:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.1517, loss: 4.1517 +2025-06-23 20:58:34,242 - pyskl - INFO - Epoch [18][2800/3940] lr: 2.415e-02, eta: 2 days, 18:18:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 4.1819, loss: 4.1819 +2025-06-23 20:59:18,720 - pyskl - INFO - Epoch [18][2900/3940] lr: 2.415e-02, eta: 2 days, 18:17:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 4.2131, loss: 4.2131 +2025-06-23 21:00:03,105 - pyskl - INFO - Epoch [18][3000/3940] lr: 2.415e-02, eta: 2 days, 18:17:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9356, loss_cls: 4.2214, loss: 4.2214 +2025-06-23 21:00:47,521 - pyskl - INFO - Epoch [18][3100/3940] lr: 2.414e-02, eta: 2 days, 18:16:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 4.0742, loss: 4.0742 +2025-06-23 21:01:31,876 - pyskl - INFO - Epoch [18][3200/3940] lr: 2.414e-02, eta: 2 days, 18:15:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 4.1423, loss: 4.1423 +2025-06-23 21:02:16,413 - pyskl - INFO - Epoch [18][3300/3940] lr: 2.414e-02, eta: 2 days, 18:14:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9463, loss_cls: 3.9623, loss: 3.9623 +2025-06-23 21:03:00,698 - pyskl - INFO - Epoch [18][3400/3940] lr: 2.414e-02, eta: 2 days, 18:13:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 4.1401, loss: 4.1401 +2025-06-23 21:03:45,088 - pyskl - INFO - Epoch [18][3500/3940] lr: 2.413e-02, eta: 2 days, 18:12:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9419, loss_cls: 4.0947, loss: 4.0947 +2025-06-23 21:04:29,591 - pyskl - INFO - Epoch [18][3600/3940] lr: 2.413e-02, eta: 2 days, 18:11:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 4.0925, loss: 4.0925 +2025-06-23 21:05:13,896 - pyskl - INFO - Epoch [18][3700/3940] lr: 2.413e-02, eta: 2 days, 18:10:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 4.1564, loss: 4.1564 +2025-06-23 21:05:58,252 - pyskl - INFO - Epoch [18][3800/3940] lr: 2.413e-02, eta: 2 days, 18:09:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 4.1125, loss: 4.1125 +2025-06-23 21:06:42,683 - pyskl - INFO - Epoch [18][3900/3940] lr: 2.412e-02, eta: 2 days, 18:08:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9481, loss_cls: 4.1288, loss: 4.1288 +2025-06-23 21:07:00,746 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-23 21:10:26,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:10:26,930 - pyskl - INFO - +top1_acc 0.6595 +top5_acc 0.9215 +2025-06-23 21:10:26,948 - pyskl - INFO - Epoch(val) [18][3183] top1_acc: 0.6595, top5_acc: 0.9215 +2025-06-23 21:11:37,633 - pyskl - INFO - Epoch [19][100/3940] lr: 2.412e-02, eta: 2 days, 18:08:21, time: 0.707, data_time: 0.263, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 4.0873, loss: 4.0873 +2025-06-23 21:12:22,068 - pyskl - INFO - Epoch [19][200/3940] lr: 2.412e-02, eta: 2 days, 18:07:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 3.8998, loss: 3.8998 +2025-06-23 21:13:06,459 - pyskl - INFO - Epoch [19][300/3940] lr: 2.411e-02, eta: 2 days, 18:06:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9469, loss_cls: 4.0277, loss: 4.0277 +2025-06-23 21:13:51,025 - pyskl - INFO - Epoch [19][400/3940] lr: 2.411e-02, eta: 2 days, 18:05:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 3.9709, loss: 3.9709 +2025-06-23 21:14:35,511 - pyskl - INFO - Epoch [19][500/3940] lr: 2.411e-02, eta: 2 days, 18:04:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.1093, loss: 4.1093 +2025-06-23 21:15:19,881 - pyskl - INFO - Epoch [19][600/3940] lr: 2.411e-02, eta: 2 days, 18:03:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 4.2207, loss: 4.2207 +2025-06-23 21:16:04,291 - pyskl - INFO - Epoch [19][700/3940] lr: 2.411e-02, eta: 2 days, 18:02:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 4.0774, loss: 4.0774 +2025-06-23 21:16:48,826 - pyskl - INFO - Epoch [19][800/3940] lr: 2.410e-02, eta: 2 days, 18:01:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 3.9847, loss: 3.9847 +2025-06-23 21:17:33,400 - pyskl - INFO - Epoch [19][900/3940] lr: 2.410e-02, eta: 2 days, 18:00:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9544, loss_cls: 4.0983, loss: 4.0983 +2025-06-23 21:18:17,748 - pyskl - INFO - Epoch [19][1000/3940] lr: 2.410e-02, eta: 2 days, 18:00:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9444, loss_cls: 4.1299, loss: 4.1299 +2025-06-23 21:19:02,135 - pyskl - INFO - Epoch [19][1100/3940] lr: 2.410e-02, eta: 2 days, 17:59:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 3.9454, loss: 3.9454 +2025-06-23 21:19:46,576 - pyskl - INFO - Epoch [19][1200/3940] lr: 2.409e-02, eta: 2 days, 17:58:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 3.9607, loss: 3.9607 +2025-06-23 21:20:31,015 - pyskl - INFO - Epoch [19][1300/3940] lr: 2.409e-02, eta: 2 days, 17:57:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 4.0472, loss: 4.0472 +2025-06-23 21:21:15,379 - pyskl - INFO - Epoch [19][1400/3940] lr: 2.409e-02, eta: 2 days, 17:56:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 4.0140, loss: 4.0140 +2025-06-23 21:21:59,768 - pyskl - INFO - Epoch [19][1500/3940] lr: 2.409e-02, eta: 2 days, 17:55:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 4.1692, loss: 4.1692 +2025-06-23 21:22:44,079 - pyskl - INFO - Epoch [19][1600/3940] lr: 2.408e-02, eta: 2 days, 17:54:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 4.0890, loss: 4.0890 +2025-06-23 21:23:28,443 - pyskl - INFO - Epoch [19][1700/3940] lr: 2.408e-02, eta: 2 days, 17:53:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9456, loss_cls: 4.1460, loss: 4.1460 +2025-06-23 21:24:12,758 - pyskl - INFO - Epoch [19][1800/3940] lr: 2.408e-02, eta: 2 days, 17:52:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9419, loss_cls: 4.0616, loss: 4.0616 +2025-06-23 21:24:57,131 - pyskl - INFO - Epoch [19][1900/3940] lr: 2.408e-02, eta: 2 days, 17:51:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 4.0066, loss: 4.0066 +2025-06-23 21:25:41,424 - pyskl - INFO - Epoch [19][2000/3940] lr: 2.407e-02, eta: 2 days, 17:50:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 4.0633, loss: 4.0633 +2025-06-23 21:26:25,803 - pyskl - INFO - Epoch [19][2100/3940] lr: 2.407e-02, eta: 2 days, 17:49:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 4.1588, loss: 4.1588 +2025-06-23 21:27:10,226 - pyskl - INFO - Epoch [19][2200/3940] lr: 2.407e-02, eta: 2 days, 17:48:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 4.2297, loss: 4.2297 +2025-06-23 21:27:54,459 - pyskl - INFO - Epoch [19][2300/3940] lr: 2.407e-02, eta: 2 days, 17:47:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 4.0600, loss: 4.0600 +2025-06-23 21:28:38,641 - pyskl - INFO - Epoch [19][2400/3940] lr: 2.406e-02, eta: 2 days, 17:47:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9450, loss_cls: 4.0421, loss: 4.0421 +2025-06-23 21:29:22,710 - pyskl - INFO - Epoch [19][2500/3940] lr: 2.406e-02, eta: 2 days, 17:46:03, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 4.0122, loss: 4.0122 +2025-06-23 21:30:06,998 - pyskl - INFO - Epoch [19][2600/3940] lr: 2.406e-02, eta: 2 days, 17:45:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 4.0876, loss: 4.0876 +2025-06-23 21:30:51,308 - pyskl - INFO - Epoch [19][2700/3940] lr: 2.405e-02, eta: 2 days, 17:44:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 4.0377, loss: 4.0377 +2025-06-23 21:31:35,745 - pyskl - INFO - Epoch [19][2800/3940] lr: 2.405e-02, eta: 2 days, 17:43:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 4.0354, loss: 4.0354 +2025-06-23 21:32:20,207 - pyskl - INFO - Epoch [19][2900/3940] lr: 2.405e-02, eta: 2 days, 17:42:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9331, loss_cls: 4.0839, loss: 4.0839 +2025-06-23 21:33:04,619 - pyskl - INFO - Epoch [19][3000/3940] lr: 2.405e-02, eta: 2 days, 17:41:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9469, loss_cls: 3.9907, loss: 3.9907 +2025-06-23 21:33:49,228 - pyskl - INFO - Epoch [19][3100/3940] lr: 2.404e-02, eta: 2 days, 17:40:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9400, loss_cls: 4.1284, loss: 4.1284 +2025-06-23 21:34:33,809 - pyskl - INFO - Epoch [19][3200/3940] lr: 2.404e-02, eta: 2 days, 17:39:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 4.1503, loss: 4.1503 +2025-06-23 21:35:18,357 - pyskl - INFO - Epoch [19][3300/3940] lr: 2.404e-02, eta: 2 days, 17:38:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9450, loss_cls: 4.0282, loss: 4.0282 +2025-06-23 21:36:02,782 - pyskl - INFO - Epoch [19][3400/3940] lr: 2.404e-02, eta: 2 days, 17:37:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.1620, loss: 4.1620 +2025-06-23 21:36:47,116 - pyskl - INFO - Epoch [19][3500/3940] lr: 2.403e-02, eta: 2 days, 17:36:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 3.9473, loss: 3.9473 +2025-06-23 21:37:31,426 - pyskl - INFO - Epoch [19][3600/3940] lr: 2.403e-02, eta: 2 days, 17:36:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9519, loss_cls: 4.1248, loss: 4.1248 +2025-06-23 21:38:15,935 - pyskl - INFO - Epoch [19][3700/3940] lr: 2.403e-02, eta: 2 days, 17:35:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9519, loss_cls: 3.8678, loss: 3.8678 +2025-06-23 21:39:00,405 - pyskl - INFO - Epoch [19][3800/3940] lr: 2.403e-02, eta: 2 days, 17:34:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9463, loss_cls: 4.1115, loss: 4.1115 +2025-06-23 21:39:44,977 - pyskl - INFO - Epoch [19][3900/3940] lr: 2.402e-02, eta: 2 days, 17:33:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 4.2036, loss: 4.2036 +2025-06-23 21:40:03,104 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-23 21:43:27,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 21:43:28,149 - pyskl - INFO - +top1_acc 0.6261 +top5_acc 0.9045 +2025-06-23 21:43:28,168 - pyskl - INFO - Epoch(val) [19][3183] top1_acc: 0.6261, top5_acc: 0.9045 +2025-06-23 21:44:39,545 - pyskl - INFO - Epoch [20][100/3940] lr: 2.402e-02, eta: 2 days, 17:33:04, time: 0.714, data_time: 0.269, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 4.0696, loss: 4.0696 +2025-06-23 21:45:24,199 - pyskl - INFO - Epoch [20][200/3940] lr: 2.402e-02, eta: 2 days, 17:32:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9456, loss_cls: 4.1521, loss: 4.1521 +2025-06-23 21:46:08,956 - pyskl - INFO - Epoch [20][300/3940] lr: 2.402e-02, eta: 2 days, 17:31:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9469, loss_cls: 4.0433, loss: 4.0433 +2025-06-23 21:46:53,735 - pyskl - INFO - Epoch [20][400/3940] lr: 2.401e-02, eta: 2 days, 17:30:27, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 3.9168, loss: 3.9168 +2025-06-23 21:47:38,351 - pyskl - INFO - Epoch [20][500/3940] lr: 2.401e-02, eta: 2 days, 17:29:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9519, loss_cls: 3.9889, loss: 3.9889 +2025-06-23 21:48:22,926 - pyskl - INFO - Epoch [20][600/3940] lr: 2.401e-02, eta: 2 days, 17:28:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 4.0409, loss: 4.0409 +2025-06-23 21:49:07,416 - pyskl - INFO - Epoch [20][700/3940] lr: 2.401e-02, eta: 2 days, 17:27:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 4.0072, loss: 4.0072 +2025-06-23 21:49:51,846 - pyskl - INFO - Epoch [20][800/3940] lr: 2.400e-02, eta: 2 days, 17:26:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9563, loss_cls: 3.9823, loss: 3.9823 +2025-06-23 21:50:36,166 - pyskl - INFO - Epoch [20][900/3940] lr: 2.400e-02, eta: 2 days, 17:25:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9413, loss_cls: 4.0884, loss: 4.0884 +2025-06-23 21:51:20,489 - pyskl - INFO - Epoch [20][1000/3940] lr: 2.400e-02, eta: 2 days, 17:25:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 4.0774, loss: 4.0774 +2025-06-23 21:52:04,739 - pyskl - INFO - Epoch [20][1100/3940] lr: 2.399e-02, eta: 2 days, 17:24:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9444, loss_cls: 4.0468, loss: 4.0468 +2025-06-23 21:52:49,234 - pyskl - INFO - Epoch [20][1200/3940] lr: 2.399e-02, eta: 2 days, 17:23:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 4.1413, loss: 4.1413 +2025-06-23 21:53:33,536 - pyskl - INFO - Epoch [20][1300/3940] lr: 2.399e-02, eta: 2 days, 17:22:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9494, loss_cls: 3.8995, loss: 3.8995 +2025-06-23 21:54:17,912 - pyskl - INFO - Epoch [20][1400/3940] lr: 2.399e-02, eta: 2 days, 17:21:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 3.9618, loss: 3.9618 +2025-06-23 21:55:02,245 - pyskl - INFO - Epoch [20][1500/3940] lr: 2.398e-02, eta: 2 days, 17:20:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 3.9821, loss: 3.9821 +2025-06-23 21:55:46,691 - pyskl - INFO - Epoch [20][1600/3940] lr: 2.398e-02, eta: 2 days, 17:19:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9431, loss_cls: 4.0167, loss: 4.0167 +2025-06-23 21:56:31,155 - pyskl - INFO - Epoch [20][1700/3940] lr: 2.398e-02, eta: 2 days, 17:18:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 3.9986, loss: 3.9986 +2025-06-23 21:57:15,589 - pyskl - INFO - Epoch [20][1800/3940] lr: 2.398e-02, eta: 2 days, 17:17:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9413, loss_cls: 4.1854, loss: 4.1854 +2025-06-23 21:58:00,046 - pyskl - INFO - Epoch [20][1900/3940] lr: 2.397e-02, eta: 2 days, 17:16:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.1140, loss: 4.1140 +2025-06-23 21:58:44,439 - pyskl - INFO - Epoch [20][2000/3940] lr: 2.397e-02, eta: 2 days, 17:15:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9450, loss_cls: 4.0731, loss: 4.0731 +2025-06-23 21:59:28,798 - pyskl - INFO - Epoch [20][2100/3940] lr: 2.397e-02, eta: 2 days, 17:15:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 3.9768, loss: 3.9768 +2025-06-23 22:00:13,208 - pyskl - INFO - Epoch [20][2200/3940] lr: 2.397e-02, eta: 2 days, 17:14:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 4.0107, loss: 4.0107 +2025-06-23 22:00:57,651 - pyskl - INFO - Epoch [20][2300/3940] lr: 2.396e-02, eta: 2 days, 17:13:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 4.0717, loss: 4.0717 +2025-06-23 22:01:42,095 - pyskl - INFO - Epoch [20][2400/3940] lr: 2.396e-02, eta: 2 days, 17:12:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.0194, loss: 4.0194 +2025-06-23 22:02:26,647 - pyskl - INFO - Epoch [20][2500/3940] lr: 2.396e-02, eta: 2 days, 17:11:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 4.1460, loss: 4.1460 +2025-06-23 22:03:11,319 - pyskl - INFO - Epoch [20][2600/3940] lr: 2.396e-02, eta: 2 days, 17:10:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.0757, loss: 4.0757 +2025-06-23 22:03:55,950 - pyskl - INFO - Epoch [20][2700/3940] lr: 2.395e-02, eta: 2 days, 17:09:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 4.0771, loss: 4.0771 +2025-06-23 22:04:40,490 - pyskl - INFO - Epoch [20][2800/3940] lr: 2.395e-02, eta: 2 days, 17:08:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 4.0604, loss: 4.0604 +2025-06-23 22:05:24,827 - pyskl - INFO - Epoch [20][2900/3940] lr: 2.395e-02, eta: 2 days, 17:07:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 4.0842, loss: 4.0842 +2025-06-23 22:06:09,261 - pyskl - INFO - Epoch [20][3000/3940] lr: 2.394e-02, eta: 2 days, 17:06:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 4.0317, loss: 4.0317 +2025-06-23 22:06:53,561 - pyskl - INFO - Epoch [20][3100/3940] lr: 2.394e-02, eta: 2 days, 17:06:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9387, loss_cls: 4.0618, loss: 4.0618 +2025-06-23 22:07:38,272 - pyskl - INFO - Epoch [20][3200/3940] lr: 2.394e-02, eta: 2 days, 17:05:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9344, loss_cls: 4.1127, loss: 4.1127 +2025-06-23 22:08:22,465 - pyskl - INFO - Epoch [20][3300/3940] lr: 2.394e-02, eta: 2 days, 17:04:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 4.0545, loss: 4.0545 +2025-06-23 22:09:06,811 - pyskl - INFO - Epoch [20][3400/3940] lr: 2.393e-02, eta: 2 days, 17:03:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.0472, loss: 4.0472 +2025-06-23 22:09:51,123 - pyskl - INFO - Epoch [20][3500/3940] lr: 2.393e-02, eta: 2 days, 17:02:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9475, loss_cls: 4.0673, loss: 4.0673 +2025-06-23 22:10:35,410 - pyskl - INFO - Epoch [20][3600/3940] lr: 2.393e-02, eta: 2 days, 17:01:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9400, loss_cls: 4.2118, loss: 4.2118 +2025-06-23 22:11:19,654 - pyskl - INFO - Epoch [20][3700/3940] lr: 2.393e-02, eta: 2 days, 17:00:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9475, loss_cls: 4.0436, loss: 4.0436 +2025-06-23 22:12:04,019 - pyskl - INFO - Epoch [20][3800/3940] lr: 2.392e-02, eta: 2 days, 16:59:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 4.0784, loss: 4.0784 +2025-06-23 22:12:48,384 - pyskl - INFO - Epoch [20][3900/3940] lr: 2.392e-02, eta: 2 days, 16:58:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 4.1718, loss: 4.1718 +2025-06-23 22:13:06,511 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-23 22:32:01,131 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 22:32:01,621 - pyskl - INFO - +top1_acc 0.6987 +top5_acc 0.9318 +2025-06-23 22:32:01,642 - pyskl - INFO - Epoch(val) [20][3183] top1_acc: 0.6987, top5_acc: 0.9318 +2025-06-23 22:33:11,712 - pyskl - INFO - Epoch [21][100/3940] lr: 2.392e-02, eta: 2 days, 16:58:24, time: 0.701, data_time: 0.256, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9519, loss_cls: 4.1213, loss: 4.1213 +2025-06-23 22:33:55,992 - pyskl - INFO - Epoch [21][200/3940] lr: 2.391e-02, eta: 2 days, 16:57:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 3.8341, loss: 3.8341 +2025-06-23 22:34:40,383 - pyskl - INFO - Epoch [21][300/3940] lr: 2.391e-02, eta: 2 days, 16:56:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.0548, loss: 4.0548 +2025-06-23 22:35:24,650 - pyskl - INFO - Epoch [21][400/3940] lr: 2.391e-02, eta: 2 days, 16:55:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 3.9439, loss: 3.9439 +2025-06-23 22:36:08,940 - pyskl - INFO - Epoch [21][500/3940] lr: 2.391e-02, eta: 2 days, 16:54:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 4.1218, loss: 4.1218 +2025-06-23 22:36:53,202 - pyskl - INFO - Epoch [21][600/3940] lr: 2.390e-02, eta: 2 days, 16:53:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9450, loss_cls: 4.0011, loss: 4.0011 +2025-06-23 22:37:37,603 - pyskl - INFO - Epoch [21][700/3940] lr: 2.390e-02, eta: 2 days, 16:52:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.0674, loss: 4.0674 +2025-06-23 22:38:22,370 - pyskl - INFO - Epoch [21][800/3940] lr: 2.390e-02, eta: 2 days, 16:52:06, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 4.0683, loss: 4.0683 +2025-06-23 22:39:07,060 - pyskl - INFO - Epoch [21][900/3940] lr: 2.389e-02, eta: 2 days, 16:51:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 4.1731, loss: 4.1731 +2025-06-23 22:39:51,515 - pyskl - INFO - Epoch [21][1000/3940] lr: 2.389e-02, eta: 2 days, 16:50:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.9218, loss: 3.9218 +2025-06-23 22:40:36,005 - pyskl - INFO - Epoch [21][1100/3940] lr: 2.389e-02, eta: 2 days, 16:49:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 4.0154, loss: 4.0154 +2025-06-23 22:41:20,398 - pyskl - INFO - Epoch [21][1200/3940] lr: 2.389e-02, eta: 2 days, 16:48:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9394, loss_cls: 4.0016, loss: 4.0016 +2025-06-23 22:42:04,861 - pyskl - INFO - Epoch [21][1300/3940] lr: 2.388e-02, eta: 2 days, 16:47:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9444, loss_cls: 3.9666, loss: 3.9666 +2025-06-23 22:42:49,330 - pyskl - INFO - Epoch [21][1400/3940] lr: 2.388e-02, eta: 2 days, 16:46:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 4.0790, loss: 4.0790 +2025-06-23 22:43:33,789 - pyskl - INFO - Epoch [21][1500/3940] lr: 2.388e-02, eta: 2 days, 16:45:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9444, loss_cls: 3.9409, loss: 3.9409 +2025-06-23 22:44:18,288 - pyskl - INFO - Epoch [21][1600/3940] lr: 2.388e-02, eta: 2 days, 16:45:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 3.9550, loss: 3.9550 +2025-06-23 22:45:02,787 - pyskl - INFO - Epoch [21][1700/3940] lr: 2.387e-02, eta: 2 days, 16:44:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 3.9800, loss: 3.9800 +2025-06-23 22:45:47,312 - pyskl - INFO - Epoch [21][1800/3940] lr: 2.387e-02, eta: 2 days, 16:43:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9469, loss_cls: 4.0521, loss: 4.0521 +2025-06-23 22:46:31,790 - pyskl - INFO - Epoch [21][1900/3940] lr: 2.387e-02, eta: 2 days, 16:42:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9550, loss_cls: 4.1902, loss: 4.1902 +2025-06-23 22:47:16,350 - pyskl - INFO - Epoch [21][2000/3940] lr: 2.386e-02, eta: 2 days, 16:41:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 4.0794, loss: 4.0794 +2025-06-23 22:48:00,927 - pyskl - INFO - Epoch [21][2100/3940] lr: 2.386e-02, eta: 2 days, 16:40:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 4.0806, loss: 4.0806 +2025-06-23 22:48:45,502 - pyskl - INFO - Epoch [21][2200/3940] lr: 2.386e-02, eta: 2 days, 16:39:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.0332, loss: 4.0332 +2025-06-23 22:49:29,951 - pyskl - INFO - Epoch [21][2300/3940] lr: 2.386e-02, eta: 2 days, 16:38:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9506, loss_cls: 3.9443, loss: 3.9443 +2025-06-23 22:50:14,465 - pyskl - INFO - Epoch [21][2400/3940] lr: 2.385e-02, eta: 2 days, 16:37:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 3.9792, loss: 3.9792 +2025-06-23 22:50:59,060 - pyskl - INFO - Epoch [21][2500/3940] lr: 2.385e-02, eta: 2 days, 16:37:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 4.0159, loss: 4.0159 +2025-06-23 22:51:43,669 - pyskl - INFO - Epoch [21][2600/3940] lr: 2.385e-02, eta: 2 days, 16:36:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9450, loss_cls: 3.9834, loss: 3.9834 +2025-06-23 22:52:28,190 - pyskl - INFO - Epoch [21][2700/3940] lr: 2.385e-02, eta: 2 days, 16:35:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.0353, loss: 4.0353 +2025-06-23 22:53:12,771 - pyskl - INFO - Epoch [21][2800/3940] lr: 2.384e-02, eta: 2 days, 16:34:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 4.0477, loss: 4.0477 +2025-06-23 22:53:57,258 - pyskl - INFO - Epoch [21][2900/3940] lr: 2.384e-02, eta: 2 days, 16:33:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9413, loss_cls: 4.0017, loss: 4.0017 +2025-06-23 22:54:41,823 - pyskl - INFO - Epoch [21][3000/3940] lr: 2.384e-02, eta: 2 days, 16:32:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 4.0832, loss: 4.0832 +2025-06-23 22:55:26,455 - pyskl - INFO - Epoch [21][3100/3940] lr: 2.383e-02, eta: 2 days, 16:31:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 4.0910, loss: 4.0910 +2025-06-23 22:56:11,004 - pyskl - INFO - Epoch [21][3200/3940] lr: 2.383e-02, eta: 2 days, 16:31:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9413, loss_cls: 3.9846, loss: 3.9846 +2025-06-23 22:56:55,650 - pyskl - INFO - Epoch [21][3300/3940] lr: 2.383e-02, eta: 2 days, 16:30:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 4.0462, loss: 4.0462 +2025-06-23 22:57:40,253 - pyskl - INFO - Epoch [21][3400/3940] lr: 2.383e-02, eta: 2 days, 16:29:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 3.8953, loss: 3.8953 +2025-06-23 22:58:24,942 - pyskl - INFO - Epoch [21][3500/3940] lr: 2.382e-02, eta: 2 days, 16:28:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 4.0339, loss: 4.0339 +2025-06-23 22:59:09,426 - pyskl - INFO - Epoch [21][3600/3940] lr: 2.382e-02, eta: 2 days, 16:27:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.8520, loss: 3.8520 +2025-06-23 22:59:53,970 - pyskl - INFO - Epoch [21][3700/3940] lr: 2.382e-02, eta: 2 days, 16:26:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9425, loss_cls: 4.1607, loss: 4.1607 +2025-06-23 23:00:38,457 - pyskl - INFO - Epoch [21][3800/3940] lr: 2.381e-02, eta: 2 days, 16:25:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9456, loss_cls: 4.0691, loss: 4.0691 +2025-06-23 23:01:23,021 - pyskl - INFO - Epoch [21][3900/3940] lr: 2.381e-02, eta: 2 days, 16:24:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9469, loss_cls: 4.0532, loss: 4.0532 +2025-06-23 23:01:41,400 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-23 23:05:07,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:05:07,839 - pyskl - INFO - +top1_acc 0.7223 +top5_acc 0.9411 +2025-06-23 23:05:07,892 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_12.pth was removed +2025-06-23 23:05:08,945 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2025-06-23 23:05:08,947 - pyskl - INFO - Best top1_acc is 0.7223 at 21 epoch. +2025-06-23 23:05:08,967 - pyskl - INFO - Epoch(val) [21][3183] top1_acc: 0.7223, top5_acc: 0.9411 +2025-06-23 23:06:19,469 - pyskl - INFO - Epoch [22][100/3940] lr: 2.381e-02, eta: 2 days, 16:24:33, time: 0.705, data_time: 0.259, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9319, loss_cls: 4.0694, loss: 4.0694 +2025-06-23 23:07:03,944 - pyskl - INFO - Epoch [22][200/3940] lr: 2.380e-02, eta: 2 days, 16:23:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 3.9132, loss: 3.9132 +2025-06-23 23:07:48,293 - pyskl - INFO - Epoch [22][300/3940] lr: 2.380e-02, eta: 2 days, 16:22:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 4.0969, loss: 4.0969 +2025-06-23 23:08:32,675 - pyskl - INFO - Epoch [22][400/3940] lr: 2.380e-02, eta: 2 days, 16:21:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 3.9163, loss: 3.9163 +2025-06-23 23:09:17,040 - pyskl - INFO - Epoch [22][500/3940] lr: 2.380e-02, eta: 2 days, 16:21:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 4.0583, loss: 4.0583 +2025-06-23 23:10:01,410 - pyskl - INFO - Epoch [22][600/3940] lr: 2.379e-02, eta: 2 days, 16:20:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 3.9714, loss: 3.9714 +2025-06-23 23:10:45,828 - pyskl - INFO - Epoch [22][700/3940] lr: 2.379e-02, eta: 2 days, 16:19:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9463, loss_cls: 3.9744, loss: 3.9744 +2025-06-23 23:11:30,238 - pyskl - INFO - Epoch [22][800/3940] lr: 2.379e-02, eta: 2 days, 16:18:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 3.9501, loss: 3.9501 +2025-06-23 23:12:14,677 - pyskl - INFO - Epoch [22][900/3940] lr: 2.378e-02, eta: 2 days, 16:17:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9450, loss_cls: 3.9788, loss: 3.9788 +2025-06-23 23:12:59,097 - pyskl - INFO - Epoch [22][1000/3940] lr: 2.378e-02, eta: 2 days, 16:16:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 3.9999, loss: 3.9999 +2025-06-23 23:13:43,553 - pyskl - INFO - Epoch [22][1100/3940] lr: 2.378e-02, eta: 2 days, 16:15:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.9470, loss: 3.9470 +2025-06-23 23:14:27,961 - pyskl - INFO - Epoch [22][1200/3940] lr: 2.378e-02, eta: 2 days, 16:14:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 4.0940, loss: 4.0940 +2025-06-23 23:15:12,352 - pyskl - INFO - Epoch [22][1300/3940] lr: 2.377e-02, eta: 2 days, 16:13:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 3.9392, loss: 3.9392 +2025-06-23 23:15:56,760 - pyskl - INFO - Epoch [22][1400/3940] lr: 2.377e-02, eta: 2 days, 16:13:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 4.0408, loss: 4.0408 +2025-06-23 23:16:41,447 - pyskl - INFO - Epoch [22][1500/3940] lr: 2.377e-02, eta: 2 days, 16:12:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 3.9186, loss: 3.9186 +2025-06-23 23:17:25,826 - pyskl - INFO - Epoch [22][1600/3940] lr: 2.376e-02, eta: 2 days, 16:11:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 4.1723, loss: 4.1723 +2025-06-23 23:18:10,369 - pyskl - INFO - Epoch [22][1700/3940] lr: 2.376e-02, eta: 2 days, 16:10:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 4.1042, loss: 4.1042 +2025-06-23 23:18:55,006 - pyskl - INFO - Epoch [22][1800/3940] lr: 2.376e-02, eta: 2 days, 16:09:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 4.0877, loss: 4.0877 +2025-06-23 23:19:39,684 - pyskl - INFO - Epoch [22][1900/3940] lr: 2.376e-02, eta: 2 days, 16:08:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9494, loss_cls: 3.9833, loss: 3.9833 +2025-06-23 23:20:24,290 - pyskl - INFO - Epoch [22][2000/3940] lr: 2.375e-02, eta: 2 days, 16:07:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9369, loss_cls: 4.1031, loss: 4.1031 +2025-06-23 23:21:08,926 - pyskl - INFO - Epoch [22][2100/3940] lr: 2.375e-02, eta: 2 days, 16:07:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9469, loss_cls: 4.0321, loss: 4.0321 +2025-06-23 23:21:53,629 - pyskl - INFO - Epoch [22][2200/3940] lr: 2.375e-02, eta: 2 days, 16:06:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9319, loss_cls: 4.0283, loss: 4.0283 +2025-06-23 23:22:38,264 - pyskl - INFO - Epoch [22][2300/3940] lr: 2.374e-02, eta: 2 days, 16:05:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 3.9115, loss: 3.9115 +2025-06-23 23:23:22,830 - pyskl - INFO - Epoch [22][2400/3940] lr: 2.374e-02, eta: 2 days, 16:04:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9475, loss_cls: 4.0484, loss: 4.0484 +2025-06-23 23:24:07,481 - pyskl - INFO - Epoch [22][2500/3940] lr: 2.374e-02, eta: 2 days, 16:03:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 4.0682, loss: 4.0682 +2025-06-23 23:24:52,030 - pyskl - INFO - Epoch [22][2600/3940] lr: 2.374e-02, eta: 2 days, 16:02:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9425, loss_cls: 3.9954, loss: 3.9954 +2025-06-23 23:25:36,722 - pyskl - INFO - Epoch [22][2700/3940] lr: 2.373e-02, eta: 2 days, 16:01:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.0577, loss: 4.0577 +2025-06-23 23:26:21,276 - pyskl - INFO - Epoch [22][2800/3940] lr: 2.373e-02, eta: 2 days, 16:01:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 4.0949, loss: 4.0949 +2025-06-23 23:27:05,793 - pyskl - INFO - Epoch [22][2900/3940] lr: 2.373e-02, eta: 2 days, 16:00:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9456, loss_cls: 4.0437, loss: 4.0437 +2025-06-23 23:27:50,519 - pyskl - INFO - Epoch [22][3000/3940] lr: 2.372e-02, eta: 2 days, 15:59:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 3.8414, loss: 3.8414 +2025-06-23 23:28:35,098 - pyskl - INFO - Epoch [22][3100/3940] lr: 2.372e-02, eta: 2 days, 15:58:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9444, loss_cls: 4.0649, loss: 4.0649 +2025-06-23 23:29:19,554 - pyskl - INFO - Epoch [22][3200/3940] lr: 2.372e-02, eta: 2 days, 15:57:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9513, loss_cls: 3.8662, loss: 3.8662 +2025-06-23 23:30:04,054 - pyskl - INFO - Epoch [22][3300/3940] lr: 2.372e-02, eta: 2 days, 15:56:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.0010, loss: 4.0010 +2025-06-23 23:30:48,472 - pyskl - INFO - Epoch [22][3400/3940] lr: 2.371e-02, eta: 2 days, 15:55:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 3.9615, loss: 3.9615 +2025-06-23 23:31:32,906 - pyskl - INFO - Epoch [22][3500/3940] lr: 2.371e-02, eta: 2 days, 15:54:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9475, loss_cls: 4.0418, loss: 4.0418 +2025-06-23 23:32:17,322 - pyskl - INFO - Epoch [22][3600/3940] lr: 2.371e-02, eta: 2 days, 15:54:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9356, loss_cls: 4.1166, loss: 4.1166 +2025-06-23 23:33:01,874 - pyskl - INFO - Epoch [22][3700/3940] lr: 2.370e-02, eta: 2 days, 15:53:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 4.0925, loss: 4.0925 +2025-06-23 23:33:46,342 - pyskl - INFO - Epoch [22][3800/3940] lr: 2.370e-02, eta: 2 days, 15:52:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 4.0426, loss: 4.0426 +2025-06-23 23:34:30,744 - pyskl - INFO - Epoch [22][3900/3940] lr: 2.370e-02, eta: 2 days, 15:51:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 3.9282, loss: 3.9282 +2025-06-23 23:34:48,894 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-23 23:38:14,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-23 23:38:14,820 - pyskl - INFO - +top1_acc 0.7221 +top5_acc 0.9388 +2025-06-23 23:38:14,837 - pyskl - INFO - Epoch(val) [22][3183] top1_acc: 0.7221, top5_acc: 0.9388 +2025-06-23 23:39:25,608 - pyskl - INFO - Epoch [23][100/3940] lr: 2.369e-02, eta: 2 days, 15:51:07, time: 0.708, data_time: 0.261, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 3.9257, loss: 3.9257 +2025-06-23 23:40:10,326 - pyskl - INFO - Epoch [23][200/3940] lr: 2.369e-02, eta: 2 days, 15:50:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.9516, loss: 3.9516 +2025-06-23 23:40:54,762 - pyskl - INFO - Epoch [23][300/3940] lr: 2.369e-02, eta: 2 days, 15:49:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 3.9483, loss: 3.9483 +2025-06-23 23:41:39,290 - pyskl - INFO - Epoch [23][400/3940] lr: 2.368e-02, eta: 2 days, 15:48:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 3.8983, loss: 3.8983 +2025-06-23 23:42:23,576 - pyskl - INFO - Epoch [23][500/3940] lr: 2.368e-02, eta: 2 days, 15:47:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 4.0017, loss: 4.0017 +2025-06-23 23:43:07,919 - pyskl - INFO - Epoch [23][600/3940] lr: 2.368e-02, eta: 2 days, 15:46:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 3.9687, loss: 3.9687 +2025-06-23 23:43:52,402 - pyskl - INFO - Epoch [23][700/3940] lr: 2.368e-02, eta: 2 days, 15:45:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 3.9668, loss: 3.9668 +2025-06-23 23:44:36,888 - pyskl - INFO - Epoch [23][800/3940] lr: 2.367e-02, eta: 2 days, 15:45:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 3.9166, loss: 3.9166 +2025-06-23 23:45:21,374 - pyskl - INFO - Epoch [23][900/3940] lr: 2.367e-02, eta: 2 days, 15:44:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9456, loss_cls: 4.0144, loss: 4.0144 +2025-06-23 23:46:06,319 - pyskl - INFO - Epoch [23][1000/3940] lr: 2.367e-02, eta: 2 days, 15:43:21, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 3.9525, loss: 3.9525 +2025-06-23 23:46:50,986 - pyskl - INFO - Epoch [23][1100/3940] lr: 2.366e-02, eta: 2 days, 15:42:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 4.0135, loss: 4.0135 +2025-06-23 23:47:35,878 - pyskl - INFO - Epoch [23][1200/3940] lr: 2.366e-02, eta: 2 days, 15:41:41, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 3.8174, loss: 3.8174 +2025-06-23 23:48:20,331 - pyskl - INFO - Epoch [23][1300/3940] lr: 2.366e-02, eta: 2 days, 15:40:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 3.9649, loss: 3.9649 +2025-06-23 23:49:04,979 - pyskl - INFO - Epoch [23][1400/3940] lr: 2.365e-02, eta: 2 days, 15:39:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9450, loss_cls: 4.0048, loss: 4.0048 +2025-06-23 23:49:49,602 - pyskl - INFO - Epoch [23][1500/3940] lr: 2.365e-02, eta: 2 days, 15:39:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 4.0935, loss: 4.0935 +2025-06-23 23:50:34,137 - pyskl - INFO - Epoch [23][1600/3940] lr: 2.365e-02, eta: 2 days, 15:38:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 3.9819, loss: 3.9819 +2025-06-23 23:51:18,493 - pyskl - INFO - Epoch [23][1700/3940] lr: 2.365e-02, eta: 2 days, 15:37:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 3.9660, loss: 3.9660 +2025-06-23 23:52:03,124 - pyskl - INFO - Epoch [23][1800/3940] lr: 2.364e-02, eta: 2 days, 15:36:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 4.0280, loss: 4.0280 +2025-06-23 23:52:47,819 - pyskl - INFO - Epoch [23][1900/3940] lr: 2.364e-02, eta: 2 days, 15:35:42, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9456, loss_cls: 4.0215, loss: 4.0215 +2025-06-23 23:53:32,323 - pyskl - INFO - Epoch [23][2000/3940] lr: 2.364e-02, eta: 2 days, 15:34:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 4.0318, loss: 4.0318 +2025-06-23 23:54:16,761 - pyskl - INFO - Epoch [23][2100/3940] lr: 2.363e-02, eta: 2 days, 15:33:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 4.0080, loss: 4.0080 +2025-06-23 23:55:01,109 - pyskl - INFO - Epoch [23][2200/3940] lr: 2.363e-02, eta: 2 days, 15:33:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 3.9593, loss: 3.9593 +2025-06-23 23:55:45,535 - pyskl - INFO - Epoch [23][2300/3940] lr: 2.363e-02, eta: 2 days, 15:32:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 3.9950, loss: 3.9950 +2025-06-23 23:56:30,041 - pyskl - INFO - Epoch [23][2400/3940] lr: 2.362e-02, eta: 2 days, 15:31:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 4.0270, loss: 4.0270 +2025-06-23 23:57:14,534 - pyskl - INFO - Epoch [23][2500/3940] lr: 2.362e-02, eta: 2 days, 15:30:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 4.0191, loss: 4.0191 +2025-06-23 23:57:59,072 - pyskl - INFO - Epoch [23][2600/3940] lr: 2.362e-02, eta: 2 days, 15:29:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 3.8860, loss: 3.8860 +2025-06-23 23:58:43,365 - pyskl - INFO - Epoch [23][2700/3940] lr: 2.362e-02, eta: 2 days, 15:28:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9456, loss_cls: 4.0151, loss: 4.0151 +2025-06-23 23:59:27,795 - pyskl - INFO - Epoch [23][2800/3940] lr: 2.361e-02, eta: 2 days, 15:27:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9387, loss_cls: 4.0092, loss: 4.0092 +2025-06-24 00:00:12,168 - pyskl - INFO - Epoch [23][2900/3940] lr: 2.361e-02, eta: 2 days, 15:27:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9613, loss_cls: 3.9940, loss: 3.9940 +2025-06-24 00:00:56,563 - pyskl - INFO - Epoch [23][3000/3940] lr: 2.361e-02, eta: 2 days, 15:26:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 4.0182, loss: 4.0182 +2025-06-24 00:01:40,936 - pyskl - INFO - Epoch [23][3100/3940] lr: 2.360e-02, eta: 2 days, 15:25:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.9722, loss: 3.9722 +2025-06-24 00:02:25,591 - pyskl - INFO - Epoch [23][3200/3940] lr: 2.360e-02, eta: 2 days, 15:24:28, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9406, loss_cls: 4.0759, loss: 4.0759 +2025-06-24 00:03:10,134 - pyskl - INFO - Epoch [23][3300/3940] lr: 2.360e-02, eta: 2 days, 15:23:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 3.9458, loss: 3.9458 +2025-06-24 00:03:54,580 - pyskl - INFO - Epoch [23][3400/3940] lr: 2.359e-02, eta: 2 days, 15:22:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 4.0306, loss: 4.0306 +2025-06-24 00:04:38,983 - pyskl - INFO - Epoch [23][3500/3940] lr: 2.359e-02, eta: 2 days, 15:21:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 3.9717, loss: 3.9717 +2025-06-24 00:05:23,446 - pyskl - INFO - Epoch [23][3600/3940] lr: 2.359e-02, eta: 2 days, 15:21:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9500, loss_cls: 3.9291, loss: 3.9291 +2025-06-24 00:06:07,934 - pyskl - INFO - Epoch [23][3700/3940] lr: 2.358e-02, eta: 2 days, 15:20:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9413, loss_cls: 4.0274, loss: 4.0274 +2025-06-24 00:06:52,534 - pyskl - INFO - Epoch [23][3800/3940] lr: 2.358e-02, eta: 2 days, 15:19:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9506, loss_cls: 3.9673, loss: 3.9673 +2025-06-24 00:07:36,982 - pyskl - INFO - Epoch [23][3900/3940] lr: 2.358e-02, eta: 2 days, 15:18:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 3.9334, loss: 3.9334 +2025-06-24 00:07:55,136 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-24 00:11:20,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:11:20,743 - pyskl - INFO - +top1_acc 0.7363 +top5_acc 0.9486 +2025-06-24 00:11:20,811 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_21.pth was removed +2025-06-24 00:11:21,911 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2025-06-24 00:11:21,913 - pyskl - INFO - Best top1_acc is 0.7363 at 23 epoch. +2025-06-24 00:11:21,933 - pyskl - INFO - Epoch(val) [23][3183] top1_acc: 0.7363, top5_acc: 0.9486 +2025-06-24 00:12:33,519 - pyskl - INFO - Epoch [24][100/3940] lr: 2.357e-02, eta: 2 days, 15:18:07, time: 0.716, data_time: 0.272, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 3.9839, loss: 3.9839 +2025-06-24 00:13:17,863 - pyskl - INFO - Epoch [24][200/3940] lr: 2.357e-02, eta: 2 days, 15:17:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 3.9323, loss: 3.9323 +2025-06-24 00:14:02,331 - pyskl - INFO - Epoch [24][300/3940] lr: 2.357e-02, eta: 2 days, 15:16:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.7903, loss: 3.7903 +2025-06-24 00:14:46,737 - pyskl - INFO - Epoch [24][400/3940] lr: 2.357e-02, eta: 2 days, 15:15:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 3.9852, loss: 3.9852 +2025-06-24 00:15:31,070 - pyskl - INFO - Epoch [24][500/3940] lr: 2.356e-02, eta: 2 days, 15:14:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.9109, loss: 3.9109 +2025-06-24 00:16:15,402 - pyskl - INFO - Epoch [24][600/3940] lr: 2.356e-02, eta: 2 days, 15:13:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9531, loss_cls: 4.0130, loss: 4.0130 +2025-06-24 00:16:59,855 - pyskl - INFO - Epoch [24][700/3940] lr: 2.356e-02, eta: 2 days, 15:12:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.9063, loss: 3.9063 +2025-06-24 00:17:44,470 - pyskl - INFO - Epoch [24][800/3940] lr: 2.355e-02, eta: 2 days, 15:12:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.9915, loss: 3.9915 +2025-06-24 00:18:28,847 - pyskl - INFO - Epoch [24][900/3940] lr: 2.355e-02, eta: 2 days, 15:11:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 4.1271, loss: 4.1271 +2025-06-24 00:19:13,188 - pyskl - INFO - Epoch [24][1000/3940] lr: 2.355e-02, eta: 2 days, 15:10:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9500, loss_cls: 4.0614, loss: 4.0614 +2025-06-24 00:19:57,541 - pyskl - INFO - Epoch [24][1100/3940] lr: 2.354e-02, eta: 2 days, 15:09:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9463, loss_cls: 3.9124, loss: 3.9124 +2025-06-24 00:20:41,896 - pyskl - INFO - Epoch [24][1200/3940] lr: 2.354e-02, eta: 2 days, 15:08:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 3.9777, loss: 3.9777 +2025-06-24 00:21:26,438 - pyskl - INFO - Epoch [24][1300/3940] lr: 2.354e-02, eta: 2 days, 15:07:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 4.1002, loss: 4.1002 +2025-06-24 00:22:11,056 - pyskl - INFO - Epoch [24][1400/3940] lr: 2.353e-02, eta: 2 days, 15:06:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 3.9728, loss: 3.9728 +2025-06-24 00:22:55,681 - pyskl - INFO - Epoch [24][1500/3940] lr: 2.353e-02, eta: 2 days, 15:06:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 3.9506, loss: 3.9506 +2025-06-24 00:23:40,357 - pyskl - INFO - Epoch [24][1600/3940] lr: 2.353e-02, eta: 2 days, 15:05:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 4.1030, loss: 4.1030 +2025-06-24 00:24:25,195 - pyskl - INFO - Epoch [24][1700/3940] lr: 2.352e-02, eta: 2 days, 15:04:26, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 3.9496, loss: 3.9496 +2025-06-24 00:25:09,701 - pyskl - INFO - Epoch [24][1800/3940] lr: 2.352e-02, eta: 2 days, 15:03:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9469, loss_cls: 3.9016, loss: 3.9016 +2025-06-24 00:25:54,072 - pyskl - INFO - Epoch [24][1900/3940] lr: 2.352e-02, eta: 2 days, 15:02:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 3.8795, loss: 3.8795 +2025-06-24 00:26:38,451 - pyskl - INFO - Epoch [24][2000/3940] lr: 2.352e-02, eta: 2 days, 15:01:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9500, loss_cls: 3.9463, loss: 3.9463 +2025-06-24 00:27:22,735 - pyskl - INFO - Epoch [24][2100/3940] lr: 2.351e-02, eta: 2 days, 15:00:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9487, loss_cls: 3.9764, loss: 3.9764 +2025-06-24 00:28:07,224 - pyskl - INFO - Epoch [24][2200/3940] lr: 2.351e-02, eta: 2 days, 15:00:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9444, loss_cls: 3.9486, loss: 3.9486 +2025-06-24 00:28:51,587 - pyskl - INFO - Epoch [24][2300/3940] lr: 2.351e-02, eta: 2 days, 14:59:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9394, loss_cls: 4.0971, loss: 4.0971 +2025-06-24 00:29:35,961 - pyskl - INFO - Epoch [24][2400/3940] lr: 2.350e-02, eta: 2 days, 14:58:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9481, loss_cls: 3.9724, loss: 3.9724 +2025-06-24 00:30:20,320 - pyskl - INFO - Epoch [24][2500/3940] lr: 2.350e-02, eta: 2 days, 14:57:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9406, loss_cls: 4.0436, loss: 4.0436 +2025-06-24 00:31:04,685 - pyskl - INFO - Epoch [24][2600/3940] lr: 2.350e-02, eta: 2 days, 14:56:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 3.9744, loss: 3.9744 +2025-06-24 00:31:49,107 - pyskl - INFO - Epoch [24][2700/3940] lr: 2.349e-02, eta: 2 days, 14:55:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9456, loss_cls: 3.9718, loss: 3.9718 +2025-06-24 00:32:33,440 - pyskl - INFO - Epoch [24][2800/3940] lr: 2.349e-02, eta: 2 days, 14:54:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9500, loss_cls: 3.9617, loss: 3.9617 +2025-06-24 00:33:17,803 - pyskl - INFO - Epoch [24][2900/3940] lr: 2.349e-02, eta: 2 days, 14:54:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9375, loss_cls: 3.9753, loss: 3.9753 +2025-06-24 00:34:02,184 - pyskl - INFO - Epoch [24][3000/3940] lr: 2.348e-02, eta: 2 days, 14:53:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9400, loss_cls: 3.9056, loss: 3.9056 +2025-06-24 00:34:46,592 - pyskl - INFO - Epoch [24][3100/3940] lr: 2.348e-02, eta: 2 days, 14:52:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 3.9210, loss: 3.9210 +2025-06-24 00:35:31,030 - pyskl - INFO - Epoch [24][3200/3940] lr: 2.348e-02, eta: 2 days, 14:51:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 3.9029, loss: 3.9029 +2025-06-24 00:36:15,472 - pyskl - INFO - Epoch [24][3300/3940] lr: 2.347e-02, eta: 2 days, 14:50:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9394, loss_cls: 4.0280, loss: 4.0280 +2025-06-24 00:36:59,916 - pyskl - INFO - Epoch [24][3400/3940] lr: 2.347e-02, eta: 2 days, 14:49:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.7551, loss: 3.7551 +2025-06-24 00:37:44,291 - pyskl - INFO - Epoch [24][3500/3940] lr: 2.347e-02, eta: 2 days, 14:48:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9325, loss_cls: 4.0630, loss: 4.0630 +2025-06-24 00:38:28,686 - pyskl - INFO - Epoch [24][3600/3940] lr: 2.346e-02, eta: 2 days, 14:48:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 3.9765, loss: 3.9765 +2025-06-24 00:39:13,004 - pyskl - INFO - Epoch [24][3700/3940] lr: 2.346e-02, eta: 2 days, 14:47:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 3.9779, loss: 3.9779 +2025-06-24 00:39:57,369 - pyskl - INFO - Epoch [24][3800/3940] lr: 2.346e-02, eta: 2 days, 14:46:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.8393, loss: 3.8393 +2025-06-24 00:40:41,800 - pyskl - INFO - Epoch [24][3900/3940] lr: 2.346e-02, eta: 2 days, 14:45:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 3.9201, loss: 3.9201 +2025-06-24 00:41:00,024 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-24 00:44:26,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 00:44:26,699 - pyskl - INFO - +top1_acc 0.6999 +top5_acc 0.9306 +2025-06-24 00:44:26,718 - pyskl - INFO - Epoch(val) [24][3183] top1_acc: 0.6999, top5_acc: 0.9306 +2025-06-24 00:45:37,806 - pyskl - INFO - Epoch [25][100/3940] lr: 2.345e-02, eta: 2 days, 14:45:07, time: 0.711, data_time: 0.268, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.8097, loss: 3.8097 +2025-06-24 00:46:22,315 - pyskl - INFO - Epoch [25][200/3940] lr: 2.345e-02, eta: 2 days, 14:44:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 3.9868, loss: 3.9868 +2025-06-24 00:47:07,023 - pyskl - INFO - Epoch [25][300/3940] lr: 2.344e-02, eta: 2 days, 14:43:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.8695, loss: 3.8695 +2025-06-24 00:47:51,396 - pyskl - INFO - Epoch [25][400/3940] lr: 2.344e-02, eta: 2 days, 14:42:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9406, loss_cls: 4.0354, loss: 4.0354 +2025-06-24 00:48:35,686 - pyskl - INFO - Epoch [25][500/3940] lr: 2.344e-02, eta: 2 days, 14:41:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 3.9832, loss: 3.9832 +2025-06-24 00:49:20,656 - pyskl - INFO - Epoch [25][600/3940] lr: 2.343e-02, eta: 2 days, 14:40:55, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9387, loss_cls: 4.1093, loss: 4.1093 +2025-06-24 00:50:05,120 - pyskl - INFO - Epoch [25][700/3940] lr: 2.343e-02, eta: 2 days, 14:40:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 3.9332, loss: 3.9332 +2025-06-24 00:50:49,497 - pyskl - INFO - Epoch [25][800/3940] lr: 2.343e-02, eta: 2 days, 14:39:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 3.9898, loss: 3.9898 +2025-06-24 00:51:33,848 - pyskl - INFO - Epoch [25][900/3940] lr: 2.342e-02, eta: 2 days, 14:38:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.8456, loss: 3.8456 +2025-06-24 00:52:18,482 - pyskl - INFO - Epoch [25][1000/3940] lr: 2.342e-02, eta: 2 days, 14:37:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 3.9296, loss: 3.9296 +2025-06-24 00:53:03,090 - pyskl - INFO - Epoch [25][1100/3940] lr: 2.342e-02, eta: 2 days, 14:36:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9475, loss_cls: 3.9470, loss: 3.9470 +2025-06-24 00:53:47,452 - pyskl - INFO - Epoch [25][1200/3940] lr: 2.342e-02, eta: 2 days, 14:35:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 3.8565, loss: 3.8565 +2025-06-24 00:54:31,829 - pyskl - INFO - Epoch [25][1300/3940] lr: 2.341e-02, eta: 2 days, 14:34:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 3.9526, loss: 3.9526 +2025-06-24 00:55:16,358 - pyskl - INFO - Epoch [25][1400/3940] lr: 2.341e-02, eta: 2 days, 14:34:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 4.0544, loss: 4.0544 +2025-06-24 00:56:00,842 - pyskl - INFO - Epoch [25][1500/3940] lr: 2.341e-02, eta: 2 days, 14:33:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9469, loss_cls: 4.0340, loss: 4.0340 +2025-06-24 00:56:45,273 - pyskl - INFO - Epoch [25][1600/3940] lr: 2.340e-02, eta: 2 days, 14:32:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 3.9155, loss: 3.9155 +2025-06-24 00:57:29,690 - pyskl - INFO - Epoch [25][1700/3940] lr: 2.340e-02, eta: 2 days, 14:31:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 3.9456, loss: 3.9456 +2025-06-24 00:58:14,120 - pyskl - INFO - Epoch [25][1800/3940] lr: 2.340e-02, eta: 2 days, 14:30:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9469, loss_cls: 3.8350, loss: 3.8350 +2025-06-24 00:58:58,347 - pyskl - INFO - Epoch [25][1900/3940] lr: 2.339e-02, eta: 2 days, 14:29:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9419, loss_cls: 4.0919, loss: 4.0919 +2025-06-24 00:59:42,595 - pyskl - INFO - Epoch [25][2000/3940] lr: 2.339e-02, eta: 2 days, 14:29:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 3.9442, loss: 3.9442 +2025-06-24 01:00:26,933 - pyskl - INFO - Epoch [25][2100/3940] lr: 2.339e-02, eta: 2 days, 14:28:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9487, loss_cls: 4.0476, loss: 4.0476 +2025-06-24 01:01:11,282 - pyskl - INFO - Epoch [25][2200/3940] lr: 2.338e-02, eta: 2 days, 14:27:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.8714, loss: 3.8714 +2025-06-24 01:01:55,666 - pyskl - INFO - Epoch [25][2300/3940] lr: 2.338e-02, eta: 2 days, 14:26:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9475, loss_cls: 4.0596, loss: 4.0596 +2025-06-24 01:02:40,017 - pyskl - INFO - Epoch [25][2400/3940] lr: 2.338e-02, eta: 2 days, 14:25:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 3.9105, loss: 3.9105 +2025-06-24 01:03:24,311 - pyskl - INFO - Epoch [25][2500/3940] lr: 2.337e-02, eta: 2 days, 14:24:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 4.0928, loss: 4.0928 +2025-06-24 01:04:08,635 - pyskl - INFO - Epoch [25][2600/3940] lr: 2.337e-02, eta: 2 days, 14:23:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 3.9386, loss: 3.9386 +2025-06-24 01:04:52,945 - pyskl - INFO - Epoch [25][2700/3940] lr: 2.337e-02, eta: 2 days, 14:23:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9387, loss_cls: 4.0279, loss: 4.0279 +2025-06-24 01:05:37,334 - pyskl - INFO - Epoch [25][2800/3940] lr: 2.336e-02, eta: 2 days, 14:22:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 3.9387, loss: 3.9387 +2025-06-24 01:06:21,788 - pyskl - INFO - Epoch [25][2900/3940] lr: 2.336e-02, eta: 2 days, 14:21:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 4.0289, loss: 4.0289 +2025-06-24 01:07:06,363 - pyskl - INFO - Epoch [25][3000/3940] lr: 2.336e-02, eta: 2 days, 14:20:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 3.9936, loss: 3.9936 +2025-06-24 01:07:50,713 - pyskl - INFO - Epoch [25][3100/3940] lr: 2.335e-02, eta: 2 days, 14:19:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9531, loss_cls: 3.9391, loss: 3.9391 +2025-06-24 01:08:35,035 - pyskl - INFO - Epoch [25][3200/3940] lr: 2.335e-02, eta: 2 days, 14:18:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9475, loss_cls: 3.8340, loss: 3.8340 +2025-06-24 01:09:19,423 - pyskl - INFO - Epoch [25][3300/3940] lr: 2.335e-02, eta: 2 days, 14:17:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9494, loss_cls: 3.9212, loss: 3.9212 +2025-06-24 01:10:03,751 - pyskl - INFO - Epoch [25][3400/3940] lr: 2.334e-02, eta: 2 days, 14:17:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 3.8836, loss: 3.8836 +2025-06-24 01:10:48,005 - pyskl - INFO - Epoch [25][3500/3940] lr: 2.334e-02, eta: 2 days, 14:16:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 3.9815, loss: 3.9815 +2025-06-24 01:11:32,521 - pyskl - INFO - Epoch [25][3600/3940] lr: 2.334e-02, eta: 2 days, 14:15:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9469, loss_cls: 3.8853, loss: 3.8853 +2025-06-24 01:12:17,060 - pyskl - INFO - Epoch [25][3700/3940] lr: 2.333e-02, eta: 2 days, 14:14:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 3.9203, loss: 3.9203 +2025-06-24 01:13:01,436 - pyskl - INFO - Epoch [25][3800/3940] lr: 2.333e-02, eta: 2 days, 14:13:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9431, loss_cls: 4.0243, loss: 4.0243 +2025-06-24 01:13:45,629 - pyskl - INFO - Epoch [25][3900/3940] lr: 2.333e-02, eta: 2 days, 14:12:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9463, loss_cls: 3.9302, loss: 3.9302 +2025-06-24 01:14:03,739 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-24 01:33:10,752 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 01:33:11,436 - pyskl - INFO - +top1_acc 0.6917 +top5_acc 0.9287 +2025-06-24 01:33:11,460 - pyskl - INFO - Epoch(val) [25][3183] top1_acc: 0.6917, top5_acc: 0.9287 +2025-06-24 01:34:22,665 - pyskl - INFO - Epoch [26][100/3940] lr: 2.332e-02, eta: 2 days, 14:12:22, time: 0.712, data_time: 0.267, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.9572, loss: 3.9572 +2025-06-24 01:35:07,246 - pyskl - INFO - Epoch [26][200/3940] lr: 2.332e-02, eta: 2 days, 14:11:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9444, loss_cls: 3.9526, loss: 3.9526 +2025-06-24 01:35:51,890 - pyskl - INFO - Epoch [26][300/3940] lr: 2.332e-02, eta: 2 days, 14:10:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9569, loss_cls: 3.7650, loss: 3.7650 +2025-06-24 01:36:36,458 - pyskl - INFO - Epoch [26][400/3940] lr: 2.331e-02, eta: 2 days, 14:09:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9494, loss_cls: 3.9883, loss: 3.9883 +2025-06-24 01:37:21,131 - pyskl - INFO - Epoch [26][500/3940] lr: 2.331e-02, eta: 2 days, 14:09:03, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 3.8837, loss: 3.8837 +2025-06-24 01:38:06,003 - pyskl - INFO - Epoch [26][600/3940] lr: 2.331e-02, eta: 2 days, 14:08:15, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 3.6923, loss: 3.6923 +2025-06-24 01:38:50,679 - pyskl - INFO - Epoch [26][700/3940] lr: 2.330e-02, eta: 2 days, 14:07:25, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9463, loss_cls: 4.0330, loss: 4.0330 +2025-06-24 01:39:35,267 - pyskl - INFO - Epoch [26][800/3940] lr: 2.330e-02, eta: 2 days, 14:06:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9431, loss_cls: 3.9374, loss: 3.9374 +2025-06-24 01:40:20,063 - pyskl - INFO - Epoch [26][900/3940] lr: 2.330e-02, eta: 2 days, 14:05:47, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.9187, loss: 3.9187 +2025-06-24 01:41:04,765 - pyskl - INFO - Epoch [26][1000/3940] lr: 2.329e-02, eta: 2 days, 14:04:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 3.9154, loss: 3.9154 +2025-06-24 01:41:49,365 - pyskl - INFO - Epoch [26][1100/3940] lr: 2.329e-02, eta: 2 days, 14:04:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 3.8867, loss: 3.8867 +2025-06-24 01:42:34,046 - pyskl - INFO - Epoch [26][1200/3940] lr: 2.329e-02, eta: 2 days, 14:03:18, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 3.9025, loss: 3.9025 +2025-06-24 01:43:18,626 - pyskl - INFO - Epoch [26][1300/3940] lr: 2.328e-02, eta: 2 days, 14:02:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 4.1094, loss: 4.1094 +2025-06-24 01:44:03,218 - pyskl - INFO - Epoch [26][1400/3940] lr: 2.328e-02, eta: 2 days, 14:01:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9519, loss_cls: 3.9637, loss: 3.9637 +2025-06-24 01:44:47,674 - pyskl - INFO - Epoch [26][1500/3940] lr: 2.328e-02, eta: 2 days, 14:00:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 3.8960, loss: 3.8960 +2025-06-24 01:45:32,275 - pyskl - INFO - Epoch [26][1600/3940] lr: 2.327e-02, eta: 2 days, 13:59:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9450, loss_cls: 3.9534, loss: 3.9534 +2025-06-24 01:46:16,838 - pyskl - INFO - Epoch [26][1700/3940] lr: 2.327e-02, eta: 2 days, 13:59:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 3.9741, loss: 3.9741 +2025-06-24 01:47:01,435 - pyskl - INFO - Epoch [26][1800/3940] lr: 2.327e-02, eta: 2 days, 13:58:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 4.0337, loss: 4.0337 +2025-06-24 01:47:45,804 - pyskl - INFO - Epoch [26][1900/3940] lr: 2.326e-02, eta: 2 days, 13:57:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 3.9735, loss: 3.9735 +2025-06-24 01:48:30,259 - pyskl - INFO - Epoch [26][2000/3940] lr: 2.326e-02, eta: 2 days, 13:56:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9456, loss_cls: 3.8647, loss: 3.8647 +2025-06-24 01:49:14,701 - pyskl - INFO - Epoch [26][2100/3940] lr: 2.325e-02, eta: 2 days, 13:55:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9444, loss_cls: 4.0080, loss: 4.0080 +2025-06-24 01:49:58,856 - pyskl - INFO - Epoch [26][2200/3940] lr: 2.325e-02, eta: 2 days, 13:54:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 3.8698, loss: 3.8698 +2025-06-24 01:50:43,087 - pyskl - INFO - Epoch [26][2300/3940] lr: 2.325e-02, eta: 2 days, 13:54:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9456, loss_cls: 3.9610, loss: 3.9610 +2025-06-24 01:51:27,457 - pyskl - INFO - Epoch [26][2400/3940] lr: 2.324e-02, eta: 2 days, 13:53:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 3.8990, loss: 3.8990 +2025-06-24 01:52:11,814 - pyskl - INFO - Epoch [26][2500/3940] lr: 2.324e-02, eta: 2 days, 13:52:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9450, loss_cls: 3.9910, loss: 3.9910 +2025-06-24 01:52:56,169 - pyskl - INFO - Epoch [26][2600/3940] lr: 2.324e-02, eta: 2 days, 13:51:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.8332, loss: 3.8332 +2025-06-24 01:53:40,552 - pyskl - INFO - Epoch [26][2700/3940] lr: 2.323e-02, eta: 2 days, 13:50:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.9401, loss: 3.9401 +2025-06-24 01:54:24,980 - pyskl - INFO - Epoch [26][2800/3940] lr: 2.323e-02, eta: 2 days, 13:49:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 3.9143, loss: 3.9143 +2025-06-24 01:55:09,407 - pyskl - INFO - Epoch [26][2900/3940] lr: 2.323e-02, eta: 2 days, 13:49:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 3.9038, loss: 3.9038 +2025-06-24 01:55:53,807 - pyskl - INFO - Epoch [26][3000/3940] lr: 2.322e-02, eta: 2 days, 13:48:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.8854, loss: 3.8854 +2025-06-24 01:56:38,253 - pyskl - INFO - Epoch [26][3100/3940] lr: 2.322e-02, eta: 2 days, 13:47:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 3.9325, loss: 3.9325 +2025-06-24 01:57:22,795 - pyskl - INFO - Epoch [26][3200/3940] lr: 2.322e-02, eta: 2 days, 13:46:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 3.9943, loss: 3.9943 +2025-06-24 01:58:07,280 - pyskl - INFO - Epoch [26][3300/3940] lr: 2.321e-02, eta: 2 days, 13:45:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.9278, loss: 3.9278 +2025-06-24 01:58:51,594 - pyskl - INFO - Epoch [26][3400/3940] lr: 2.321e-02, eta: 2 days, 13:44:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 4.1434, loss: 4.1434 +2025-06-24 01:59:35,973 - pyskl - INFO - Epoch [26][3500/3940] lr: 2.321e-02, eta: 2 days, 13:43:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9494, loss_cls: 3.9831, loss: 3.9831 +2025-06-24 02:00:20,518 - pyskl - INFO - Epoch [26][3600/3940] lr: 2.320e-02, eta: 2 days, 13:43:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 4.0151, loss: 4.0151 +2025-06-24 02:01:04,886 - pyskl - INFO - Epoch [26][3700/3940] lr: 2.320e-02, eta: 2 days, 13:42:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.8328, loss: 3.8328 +2025-06-24 02:01:49,056 - pyskl - INFO - Epoch [26][3800/3940] lr: 2.320e-02, eta: 2 days, 13:41:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 3.9319, loss: 3.9319 +2025-06-24 02:02:33,382 - pyskl - INFO - Epoch [26][3900/3940] lr: 2.319e-02, eta: 2 days, 13:40:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9475, loss_cls: 3.9806, loss: 3.9806 +2025-06-24 02:02:51,491 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-24 02:06:16,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:06:16,719 - pyskl - INFO - +top1_acc 0.7376 +top5_acc 0.9460 +2025-06-24 02:06:16,778 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_23.pth was removed +2025-06-24 02:06:17,873 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2025-06-24 02:06:17,875 - pyskl - INFO - Best top1_acc is 0.7376 at 26 epoch. +2025-06-24 02:06:17,895 - pyskl - INFO - Epoch(val) [26][3183] top1_acc: 0.7376, top5_acc: 0.9460 +2025-06-24 02:07:28,217 - pyskl - INFO - Epoch [27][100/3940] lr: 2.319e-02, eta: 2 days, 13:40:03, time: 0.703, data_time: 0.258, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 3.9628, loss: 3.9628 +2025-06-24 02:08:12,715 - pyskl - INFO - Epoch [27][200/3940] lr: 2.319e-02, eta: 2 days, 13:39:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 3.6877, loss: 3.6877 +2025-06-24 02:08:57,190 - pyskl - INFO - Epoch [27][300/3940] lr: 2.318e-02, eta: 2 days, 13:38:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 3.9225, loss: 3.9225 +2025-06-24 02:09:41,666 - pyskl - INFO - Epoch [27][400/3940] lr: 2.318e-02, eta: 2 days, 13:37:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 3.8432, loss: 3.8432 +2025-06-24 02:10:26,158 - pyskl - INFO - Epoch [27][500/3940] lr: 2.317e-02, eta: 2 days, 13:36:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9456, loss_cls: 3.8532, loss: 3.8532 +2025-06-24 02:11:10,544 - pyskl - INFO - Epoch [27][600/3940] lr: 2.317e-02, eta: 2 days, 13:35:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.8664, loss: 3.8664 +2025-06-24 02:11:54,849 - pyskl - INFO - Epoch [27][700/3940] lr: 2.317e-02, eta: 2 days, 13:35:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 3.9834, loss: 3.9834 +2025-06-24 02:12:39,238 - pyskl - INFO - Epoch [27][800/3940] lr: 2.316e-02, eta: 2 days, 13:34:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.7830, loss: 3.7830 +2025-06-24 02:13:23,516 - pyskl - INFO - Epoch [27][900/3940] lr: 2.316e-02, eta: 2 days, 13:33:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.7614, loss: 3.7614 +2025-06-24 02:14:07,861 - pyskl - INFO - Epoch [27][1000/3940] lr: 2.316e-02, eta: 2 days, 13:32:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9487, loss_cls: 3.9045, loss: 3.9045 +2025-06-24 02:14:52,378 - pyskl - INFO - Epoch [27][1100/3940] lr: 2.315e-02, eta: 2 days, 13:31:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9494, loss_cls: 3.8777, loss: 3.8777 +2025-06-24 02:15:36,718 - pyskl - INFO - Epoch [27][1200/3940] lr: 2.315e-02, eta: 2 days, 13:30:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 3.8970, loss: 3.8970 +2025-06-24 02:16:21,105 - pyskl - INFO - Epoch [27][1300/3940] lr: 2.315e-02, eta: 2 days, 13:29:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 3.9401, loss: 3.9401 +2025-06-24 02:17:05,609 - pyskl - INFO - Epoch [27][1400/3940] lr: 2.314e-02, eta: 2 days, 13:29:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.7102, loss: 3.7102 +2025-06-24 02:17:49,955 - pyskl - INFO - Epoch [27][1500/3940] lr: 2.314e-02, eta: 2 days, 13:28:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.9101, loss: 3.9101 +2025-06-24 02:18:34,295 - pyskl - INFO - Epoch [27][1600/3940] lr: 2.314e-02, eta: 2 days, 13:27:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9469, loss_cls: 4.0035, loss: 4.0035 +2025-06-24 02:19:18,642 - pyskl - INFO - Epoch [27][1700/3940] lr: 2.313e-02, eta: 2 days, 13:26:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.9312, loss: 3.9312 +2025-06-24 02:20:02,942 - pyskl - INFO - Epoch [27][1800/3940] lr: 2.313e-02, eta: 2 days, 13:25:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 3.8170, loss: 3.8170 +2025-06-24 02:20:47,243 - pyskl - INFO - Epoch [27][1900/3940] lr: 2.313e-02, eta: 2 days, 13:24:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.8621, loss: 3.8621 +2025-06-24 02:21:31,555 - pyskl - INFO - Epoch [27][2000/3940] lr: 2.312e-02, eta: 2 days, 13:24:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 3.9189, loss: 3.9189 +2025-06-24 02:22:15,908 - pyskl - INFO - Epoch [27][2100/3940] lr: 2.312e-02, eta: 2 days, 13:23:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 4.0228, loss: 4.0228 +2025-06-24 02:23:00,218 - pyskl - INFO - Epoch [27][2200/3940] lr: 2.312e-02, eta: 2 days, 13:22:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9406, loss_cls: 4.0274, loss: 4.0274 +2025-06-24 02:23:44,568 - pyskl - INFO - Epoch [27][2300/3940] lr: 2.311e-02, eta: 2 days, 13:21:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 3.9369, loss: 3.9369 +2025-06-24 02:24:28,996 - pyskl - INFO - Epoch [27][2400/3940] lr: 2.311e-02, eta: 2 days, 13:20:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 4.0002, loss: 4.0002 +2025-06-24 02:25:13,273 - pyskl - INFO - Epoch [27][2500/3940] lr: 2.311e-02, eta: 2 days, 13:19:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.9199, loss: 3.9199 +2025-06-24 02:25:57,479 - pyskl - INFO - Epoch [27][2600/3940] lr: 2.310e-02, eta: 2 days, 13:19:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 3.9178, loss: 3.9178 +2025-06-24 02:26:41,770 - pyskl - INFO - Epoch [27][2700/3940] lr: 2.310e-02, eta: 2 days, 13:18:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9437, loss_cls: 4.0506, loss: 4.0506 +2025-06-24 02:27:26,140 - pyskl - INFO - Epoch [27][2800/3940] lr: 2.309e-02, eta: 2 days, 13:17:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 3.9882, loss: 3.9882 +2025-06-24 02:28:10,641 - pyskl - INFO - Epoch [27][2900/3940] lr: 2.309e-02, eta: 2 days, 13:16:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9456, loss_cls: 3.9406, loss: 3.9406 +2025-06-24 02:28:55,080 - pyskl - INFO - Epoch [27][3000/3940] lr: 2.309e-02, eta: 2 days, 13:15:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 3.9679, loss: 3.9679 +2025-06-24 02:29:39,535 - pyskl - INFO - Epoch [27][3100/3940] lr: 2.308e-02, eta: 2 days, 13:14:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9444, loss_cls: 3.9607, loss: 3.9607 +2025-06-24 02:30:24,065 - pyskl - INFO - Epoch [27][3200/3940] lr: 2.308e-02, eta: 2 days, 13:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9525, loss_cls: 3.8149, loss: 3.8149 +2025-06-24 02:31:08,375 - pyskl - INFO - Epoch [27][3300/3940] lr: 2.308e-02, eta: 2 days, 13:13:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.8909, loss: 3.8909 +2025-06-24 02:31:52,711 - pyskl - INFO - Epoch [27][3400/3940] lr: 2.307e-02, eta: 2 days, 13:12:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 3.9805, loss: 3.9805 +2025-06-24 02:32:37,238 - pyskl - INFO - Epoch [27][3500/3940] lr: 2.307e-02, eta: 2 days, 13:11:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 3.8944, loss: 3.8944 +2025-06-24 02:33:21,899 - pyskl - INFO - Epoch [27][3600/3940] lr: 2.307e-02, eta: 2 days, 13:10:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.8961, loss: 3.8961 +2025-06-24 02:34:06,390 - pyskl - INFO - Epoch [27][3700/3940] lr: 2.306e-02, eta: 2 days, 13:09:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 3.9416, loss: 3.9416 +2025-06-24 02:34:50,902 - pyskl - INFO - Epoch [27][3800/3940] lr: 2.306e-02, eta: 2 days, 13:09:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 3.9018, loss: 3.9018 +2025-06-24 02:35:35,354 - pyskl - INFO - Epoch [27][3900/3940] lr: 2.306e-02, eta: 2 days, 13:08:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9500, loss_cls: 3.8789, loss: 3.8789 +2025-06-24 02:35:53,475 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-24 02:39:16,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 02:39:17,198 - pyskl - INFO - +top1_acc 0.7406 +top5_acc 0.9491 +2025-06-24 02:39:17,262 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_26.pth was removed +2025-06-24 02:39:18,307 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2025-06-24 02:39:18,309 - pyskl - INFO - Best top1_acc is 0.7406 at 27 epoch. +2025-06-24 02:39:18,326 - pyskl - INFO - Epoch(val) [27][3183] top1_acc: 0.7406, top5_acc: 0.9491 +2025-06-24 02:40:29,614 - pyskl - INFO - Epoch [28][100/3940] lr: 2.305e-02, eta: 2 days, 13:07:45, time: 0.713, data_time: 0.262, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.9365, loss: 3.9365 +2025-06-24 02:41:14,655 - pyskl - INFO - Epoch [28][200/3940] lr: 2.305e-02, eta: 2 days, 13:06:58, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 3.9120, loss: 3.9120 +2025-06-24 02:41:59,244 - pyskl - INFO - Epoch [28][300/3940] lr: 2.304e-02, eta: 2 days, 13:06:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9463, loss_cls: 3.8482, loss: 3.8482 +2025-06-24 02:42:43,649 - pyskl - INFO - Epoch [28][400/3940] lr: 2.304e-02, eta: 2 days, 13:05:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 3.8335, loss: 3.8335 +2025-06-24 02:43:28,170 - pyskl - INFO - Epoch [28][500/3940] lr: 2.304e-02, eta: 2 days, 13:04:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.7787, loss: 3.7787 +2025-06-24 02:44:12,561 - pyskl - INFO - Epoch [28][600/3940] lr: 2.303e-02, eta: 2 days, 13:03:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9487, loss_cls: 3.8485, loss: 3.8485 +2025-06-24 02:44:57,023 - pyskl - INFO - Epoch [28][700/3940] lr: 2.303e-02, eta: 2 days, 13:02:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.7854, loss: 3.7854 +2025-06-24 02:45:41,419 - pyskl - INFO - Epoch [28][800/3940] lr: 2.303e-02, eta: 2 days, 13:02:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 3.8361, loss: 3.8361 +2025-06-24 02:46:25,997 - pyskl - INFO - Epoch [28][900/3940] lr: 2.302e-02, eta: 2 days, 13:01:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9481, loss_cls: 3.9548, loss: 3.9548 +2025-06-24 02:47:10,518 - pyskl - INFO - Epoch [28][1000/3940] lr: 2.302e-02, eta: 2 days, 13:00:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9494, loss_cls: 3.9551, loss: 3.9551 +2025-06-24 02:47:55,074 - pyskl - INFO - Epoch [28][1100/3940] lr: 2.301e-02, eta: 2 days, 12:59:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 3.8436, loss: 3.8436 +2025-06-24 02:48:39,591 - pyskl - INFO - Epoch [28][1200/3940] lr: 2.301e-02, eta: 2 days, 12:58:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 4.0374, loss: 4.0374 +2025-06-24 02:49:24,094 - pyskl - INFO - Epoch [28][1300/3940] lr: 2.301e-02, eta: 2 days, 12:57:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9519, loss_cls: 3.9270, loss: 3.9270 +2025-06-24 02:50:08,626 - pyskl - INFO - Epoch [28][1400/3940] lr: 2.300e-02, eta: 2 days, 12:57:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.0201, loss: 4.0201 +2025-06-24 02:50:53,191 - pyskl - INFO - Epoch [28][1500/3940] lr: 2.300e-02, eta: 2 days, 12:56:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.7526, loss: 3.7526 +2025-06-24 02:51:37,734 - pyskl - INFO - Epoch [28][1600/3940] lr: 2.300e-02, eta: 2 days, 12:55:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.8925, loss: 3.8925 +2025-06-24 02:52:22,254 - pyskl - INFO - Epoch [28][1700/3940] lr: 2.299e-02, eta: 2 days, 12:54:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9494, loss_cls: 3.9551, loss: 3.9551 +2025-06-24 02:53:06,659 - pyskl - INFO - Epoch [28][1800/3940] lr: 2.299e-02, eta: 2 days, 12:53:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9494, loss_cls: 3.8483, loss: 3.8483 +2025-06-24 02:53:51,226 - pyskl - INFO - Epoch [28][1900/3940] lr: 2.299e-02, eta: 2 days, 12:52:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 3.9072, loss: 3.9072 +2025-06-24 02:54:35,729 - pyskl - INFO - Epoch [28][2000/3940] lr: 2.298e-02, eta: 2 days, 12:52:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 3.8840, loss: 3.8840 +2025-06-24 02:55:20,128 - pyskl - INFO - Epoch [28][2100/3940] lr: 2.298e-02, eta: 2 days, 12:51:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 3.8929, loss: 3.8929 +2025-06-24 02:56:04,534 - pyskl - INFO - Epoch [28][2200/3940] lr: 2.298e-02, eta: 2 days, 12:50:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9456, loss_cls: 3.9470, loss: 3.9470 +2025-06-24 02:56:48,796 - pyskl - INFO - Epoch [28][2300/3940] lr: 2.297e-02, eta: 2 days, 12:49:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.7788, loss: 3.7788 +2025-06-24 02:57:33,096 - pyskl - INFO - Epoch [28][2400/3940] lr: 2.297e-02, eta: 2 days, 12:48:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 3.8805, loss: 3.8805 +2025-06-24 02:58:17,377 - pyskl - INFO - Epoch [28][2500/3940] lr: 2.296e-02, eta: 2 days, 12:47:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.6818, loss: 3.6818 +2025-06-24 02:59:01,781 - pyskl - INFO - Epoch [28][2600/3940] lr: 2.296e-02, eta: 2 days, 12:47:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 3.9580, loss: 3.9580 +2025-06-24 02:59:46,153 - pyskl - INFO - Epoch [28][2700/3940] lr: 2.296e-02, eta: 2 days, 12:46:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 3.7888, loss: 3.7888 +2025-06-24 03:00:30,482 - pyskl - INFO - Epoch [28][2800/3940] lr: 2.295e-02, eta: 2 days, 12:45:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 3.9299, loss: 3.9299 +2025-06-24 03:01:14,764 - pyskl - INFO - Epoch [28][2900/3940] lr: 2.295e-02, eta: 2 days, 12:44:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9500, loss_cls: 3.8748, loss: 3.8748 +2025-06-24 03:01:59,270 - pyskl - INFO - Epoch [28][3000/3940] lr: 2.295e-02, eta: 2 days, 12:43:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9500, loss_cls: 3.9713, loss: 3.9713 +2025-06-24 03:02:43,854 - pyskl - INFO - Epoch [28][3100/3940] lr: 2.294e-02, eta: 2 days, 12:42:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 3.8628, loss: 3.8628 +2025-06-24 03:03:28,337 - pyskl - INFO - Epoch [28][3200/3940] lr: 2.294e-02, eta: 2 days, 12:42:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9406, loss_cls: 3.8839, loss: 3.8839 +2025-06-24 03:04:12,785 - pyskl - INFO - Epoch [28][3300/3940] lr: 2.294e-02, eta: 2 days, 12:41:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 3.9306, loss: 3.9306 +2025-06-24 03:04:57,194 - pyskl - INFO - Epoch [28][3400/3940] lr: 2.293e-02, eta: 2 days, 12:40:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.7942, loss: 3.7942 +2025-06-24 03:05:41,638 - pyskl - INFO - Epoch [28][3500/3940] lr: 2.293e-02, eta: 2 days, 12:39:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9450, loss_cls: 4.0636, loss: 4.0636 +2025-06-24 03:06:25,965 - pyskl - INFO - Epoch [28][3600/3940] lr: 2.292e-02, eta: 2 days, 12:38:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 3.7811, loss: 3.7811 +2025-06-24 03:07:10,274 - pyskl - INFO - Epoch [28][3700/3940] lr: 2.292e-02, eta: 2 days, 12:38:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9469, loss_cls: 3.9196, loss: 3.9196 +2025-06-24 03:07:54,633 - pyskl - INFO - Epoch [28][3800/3940] lr: 2.292e-02, eta: 2 days, 12:37:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 4.0112, loss: 4.0112 +2025-06-24 03:08:39,009 - pyskl - INFO - Epoch [28][3900/3940] lr: 2.291e-02, eta: 2 days, 12:36:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9475, loss_cls: 3.9075, loss: 3.9075 +2025-06-24 03:08:57,060 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-24 03:12:20,760 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:12:21,230 - pyskl - INFO - +top1_acc 0.7194 +top5_acc 0.9449 +2025-06-24 03:12:21,251 - pyskl - INFO - Epoch(val) [28][3183] top1_acc: 0.7194, top5_acc: 0.9449 +2025-06-24 03:13:31,770 - pyskl - INFO - Epoch [29][100/3940] lr: 2.291e-02, eta: 2 days, 12:35:47, time: 0.705, data_time: 0.260, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.7699, loss: 3.7699 +2025-06-24 03:14:16,536 - pyskl - INFO - Epoch [29][200/3940] lr: 2.290e-02, eta: 2 days, 12:34:59, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.7071, loss: 3.7071 +2025-06-24 03:15:01,002 - pyskl - INFO - Epoch [29][300/3940] lr: 2.290e-02, eta: 2 days, 12:34:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9419, loss_cls: 4.0451, loss: 4.0451 +2025-06-24 03:15:45,495 - pyskl - INFO - Epoch [29][400/3940] lr: 2.290e-02, eta: 2 days, 12:33:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.8321, loss: 3.8321 +2025-06-24 03:16:29,985 - pyskl - INFO - Epoch [29][500/3940] lr: 2.289e-02, eta: 2 days, 12:32:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 3.8634, loss: 3.8634 +2025-06-24 03:17:14,587 - pyskl - INFO - Epoch [29][600/3940] lr: 2.289e-02, eta: 2 days, 12:31:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 3.9034, loss: 3.9034 +2025-06-24 03:17:59,166 - pyskl - INFO - Epoch [29][700/3940] lr: 2.289e-02, eta: 2 days, 12:30:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 3.7939, loss: 3.7939 +2025-06-24 03:18:43,593 - pyskl - INFO - Epoch [29][800/3940] lr: 2.288e-02, eta: 2 days, 12:30:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 3.9397, loss: 3.9397 +2025-06-24 03:19:28,031 - pyskl - INFO - Epoch [29][900/3940] lr: 2.288e-02, eta: 2 days, 12:29:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 4.1184, loss: 4.1184 +2025-06-24 03:20:12,345 - pyskl - INFO - Epoch [29][1000/3940] lr: 2.287e-02, eta: 2 days, 12:28:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 3.9484, loss: 3.9484 +2025-06-24 03:20:56,632 - pyskl - INFO - Epoch [29][1100/3940] lr: 2.287e-02, eta: 2 days, 12:27:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9469, loss_cls: 4.0220, loss: 4.0220 +2025-06-24 03:21:40,969 - pyskl - INFO - Epoch [29][1200/3940] lr: 2.287e-02, eta: 2 days, 12:26:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.7850, loss: 3.7850 +2025-06-24 03:22:25,313 - pyskl - INFO - Epoch [29][1300/3940] lr: 2.286e-02, eta: 2 days, 12:25:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9463, loss_cls: 4.0296, loss: 4.0296 +2025-06-24 03:23:09,645 - pyskl - INFO - Epoch [29][1400/3940] lr: 2.286e-02, eta: 2 days, 12:25:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 3.8260, loss: 3.8260 +2025-06-24 03:23:54,040 - pyskl - INFO - Epoch [29][1500/3940] lr: 2.286e-02, eta: 2 days, 12:24:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 3.9788, loss: 3.9788 +2025-06-24 03:24:38,383 - pyskl - INFO - Epoch [29][1600/3940] lr: 2.285e-02, eta: 2 days, 12:23:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 3.8902, loss: 3.8902 +2025-06-24 03:25:22,645 - pyskl - INFO - Epoch [29][1700/3940] lr: 2.285e-02, eta: 2 days, 12:22:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9450, loss_cls: 3.9184, loss: 3.9184 +2025-06-24 03:26:07,021 - pyskl - INFO - Epoch [29][1800/3940] lr: 2.284e-02, eta: 2 days, 12:21:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 3.8990, loss: 3.8990 +2025-06-24 03:26:51,421 - pyskl - INFO - Epoch [29][1900/3940] lr: 2.284e-02, eta: 2 days, 12:20:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.8649, loss: 3.8649 +2025-06-24 03:27:35,834 - pyskl - INFO - Epoch [29][2000/3940] lr: 2.284e-02, eta: 2 days, 12:20:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.8140, loss: 3.8140 +2025-06-24 03:28:20,439 - pyskl - INFO - Epoch [29][2100/3940] lr: 2.283e-02, eta: 2 days, 12:19:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 3.9154, loss: 3.9154 +2025-06-24 03:29:04,861 - pyskl - INFO - Epoch [29][2200/3940] lr: 2.283e-02, eta: 2 days, 12:18:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9431, loss_cls: 3.9881, loss: 3.9881 +2025-06-24 03:29:49,185 - pyskl - INFO - Epoch [29][2300/3940] lr: 2.283e-02, eta: 2 days, 12:17:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 3.8601, loss: 3.8601 +2025-06-24 03:30:33,533 - pyskl - INFO - Epoch [29][2400/3940] lr: 2.282e-02, eta: 2 days, 12:16:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.7457, loss: 3.7457 +2025-06-24 03:31:17,858 - pyskl - INFO - Epoch [29][2500/3940] lr: 2.282e-02, eta: 2 days, 12:15:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9513, loss_cls: 3.8851, loss: 3.8851 +2025-06-24 03:32:02,233 - pyskl - INFO - Epoch [29][2600/3940] lr: 2.281e-02, eta: 2 days, 12:15:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 3.8300, loss: 3.8300 +2025-06-24 03:32:46,630 - pyskl - INFO - Epoch [29][2700/3940] lr: 2.281e-02, eta: 2 days, 12:14:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9469, loss_cls: 3.8478, loss: 3.8478 +2025-06-24 03:33:30,874 - pyskl - INFO - Epoch [29][2800/3940] lr: 2.281e-02, eta: 2 days, 12:13:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9425, loss_cls: 3.9377, loss: 3.9377 +2025-06-24 03:34:15,117 - pyskl - INFO - Epoch [29][2900/3940] lr: 2.280e-02, eta: 2 days, 12:12:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 3.7987, loss: 3.7987 +2025-06-24 03:34:59,615 - pyskl - INFO - Epoch [29][3000/3940] lr: 2.280e-02, eta: 2 days, 12:11:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9419, loss_cls: 3.9671, loss: 3.9671 +2025-06-24 03:35:43,946 - pyskl - INFO - Epoch [29][3100/3940] lr: 2.280e-02, eta: 2 days, 12:11:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 3.9573, loss: 3.9573 +2025-06-24 03:36:28,295 - pyskl - INFO - Epoch [29][3200/3940] lr: 2.279e-02, eta: 2 days, 12:10:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.8454, loss: 3.8454 +2025-06-24 03:37:12,612 - pyskl - INFO - Epoch [29][3300/3940] lr: 2.279e-02, eta: 2 days, 12:09:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9544, loss_cls: 3.7884, loss: 3.7884 +2025-06-24 03:37:56,946 - pyskl - INFO - Epoch [29][3400/3940] lr: 2.278e-02, eta: 2 days, 12:08:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 3.9206, loss: 3.9206 +2025-06-24 03:38:41,182 - pyskl - INFO - Epoch [29][3500/3940] lr: 2.278e-02, eta: 2 days, 12:07:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 3.8333, loss: 3.8333 +2025-06-24 03:39:25,405 - pyskl - INFO - Epoch [29][3600/3940] lr: 2.278e-02, eta: 2 days, 12:06:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 3.9282, loss: 3.9282 +2025-06-24 03:40:09,786 - pyskl - INFO - Epoch [29][3700/3940] lr: 2.277e-02, eta: 2 days, 12:06:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9494, loss_cls: 3.7867, loss: 3.7867 +2025-06-24 03:40:54,322 - pyskl - INFO - Epoch [29][3800/3940] lr: 2.277e-02, eta: 2 days, 12:05:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 3.9486, loss: 3.9486 +2025-06-24 03:41:38,655 - pyskl - INFO - Epoch [29][3900/3940] lr: 2.277e-02, eta: 2 days, 12:04:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 4.0831, loss: 4.0831 +2025-06-24 03:41:56,744 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-24 03:45:20,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 03:45:20,853 - pyskl - INFO - +top1_acc 0.6921 +top5_acc 0.9249 +2025-06-24 03:45:20,871 - pyskl - INFO - Epoch(val) [29][3183] top1_acc: 0.6921, top5_acc: 0.9249 +2025-06-24 03:46:30,902 - pyskl - INFO - Epoch [30][100/3940] lr: 2.276e-02, eta: 2 days, 12:03:47, time: 0.700, data_time: 0.257, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.8081, loss: 3.8081 +2025-06-24 03:47:15,205 - pyskl - INFO - Epoch [30][200/3940] lr: 2.276e-02, eta: 2 days, 12:02:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 3.7844, loss: 3.7844 +2025-06-24 03:47:59,414 - pyskl - INFO - Epoch [30][300/3940] lr: 2.275e-02, eta: 2 days, 12:02:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 3.8458, loss: 3.8458 +2025-06-24 03:48:43,689 - pyskl - INFO - Epoch [30][400/3940] lr: 2.275e-02, eta: 2 days, 12:01:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 3.8881, loss: 3.8881 +2025-06-24 03:49:27,958 - pyskl - INFO - Epoch [30][500/3940] lr: 2.275e-02, eta: 2 days, 12:00:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 4.0293, loss: 4.0293 +2025-06-24 03:50:12,270 - pyskl - INFO - Epoch [30][600/3940] lr: 2.274e-02, eta: 2 days, 11:59:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 3.9187, loss: 3.9187 +2025-06-24 03:50:56,649 - pyskl - INFO - Epoch [30][700/3940] lr: 2.274e-02, eta: 2 days, 11:58:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9537, loss_cls: 3.8606, loss: 3.8606 +2025-06-24 03:51:40,916 - pyskl - INFO - Epoch [30][800/3940] lr: 2.273e-02, eta: 2 days, 11:57:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9531, loss_cls: 3.9148, loss: 3.9148 +2025-06-24 03:52:25,111 - pyskl - INFO - Epoch [30][900/3940] lr: 2.273e-02, eta: 2 days, 11:57:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9381, loss_cls: 3.9565, loss: 3.9565 +2025-06-24 03:53:09,377 - pyskl - INFO - Epoch [30][1000/3940] lr: 2.273e-02, eta: 2 days, 11:56:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 3.9169, loss: 3.9169 +2025-06-24 03:53:53,615 - pyskl - INFO - Epoch [30][1100/3940] lr: 2.272e-02, eta: 2 days, 11:55:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 3.8828, loss: 3.8828 +2025-06-24 03:54:37,841 - pyskl - INFO - Epoch [30][1200/3940] lr: 2.272e-02, eta: 2 days, 11:54:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 3.8566, loss: 3.8566 +2025-06-24 03:55:22,145 - pyskl - INFO - Epoch [30][1300/3940] lr: 2.271e-02, eta: 2 days, 11:53:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 3.8261, loss: 3.8261 +2025-06-24 03:56:06,395 - pyskl - INFO - Epoch [30][1400/3940] lr: 2.271e-02, eta: 2 days, 11:52:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.7194, loss: 3.7194 +2025-06-24 03:56:50,804 - pyskl - INFO - Epoch [30][1500/3940] lr: 2.271e-02, eta: 2 days, 11:52:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 3.8845, loss: 3.8845 +2025-06-24 03:57:35,462 - pyskl - INFO - Epoch [30][1600/3940] lr: 2.270e-02, eta: 2 days, 11:51:21, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 3.9362, loss: 3.9362 +2025-06-24 03:58:19,933 - pyskl - INFO - Epoch [30][1700/3940] lr: 2.270e-02, eta: 2 days, 11:50:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.7600, loss: 3.7600 +2025-06-24 03:59:04,398 - pyskl - INFO - Epoch [30][1800/3940] lr: 2.270e-02, eta: 2 days, 11:49:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 3.8885, loss: 3.8885 +2025-06-24 03:59:48,894 - pyskl - INFO - Epoch [30][1900/3940] lr: 2.269e-02, eta: 2 days, 11:48:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 3.8931, loss: 3.8931 +2025-06-24 04:00:33,507 - pyskl - INFO - Epoch [30][2000/3940] lr: 2.269e-02, eta: 2 days, 11:48:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9437, loss_cls: 3.8814, loss: 3.8814 +2025-06-24 04:01:18,277 - pyskl - INFO - Epoch [30][2100/3940] lr: 2.268e-02, eta: 2 days, 11:47:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 3.9617, loss: 3.9617 +2025-06-24 04:02:02,740 - pyskl - INFO - Epoch [30][2200/3940] lr: 2.268e-02, eta: 2 days, 11:46:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 3.7738, loss: 3.7738 +2025-06-24 04:02:47,097 - pyskl - INFO - Epoch [30][2300/3940] lr: 2.268e-02, eta: 2 days, 11:45:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.8229, loss: 3.8229 +2025-06-24 04:03:31,381 - pyskl - INFO - Epoch [30][2400/3940] lr: 2.267e-02, eta: 2 days, 11:44:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.7285, loss: 3.7285 +2025-06-24 04:04:15,932 - pyskl - INFO - Epoch [30][2500/3940] lr: 2.267e-02, eta: 2 days, 11:44:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.8210, loss: 3.8210 +2025-06-24 04:05:00,432 - pyskl - INFO - Epoch [30][2600/3940] lr: 2.266e-02, eta: 2 days, 11:43:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9450, loss_cls: 3.8392, loss: 3.8392 +2025-06-24 04:05:44,878 - pyskl - INFO - Epoch [30][2700/3940] lr: 2.266e-02, eta: 2 days, 11:42:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 3.7494, loss: 3.7494 +2025-06-24 04:06:29,283 - pyskl - INFO - Epoch [30][2800/3940] lr: 2.266e-02, eta: 2 days, 11:41:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9437, loss_cls: 3.8650, loss: 3.8650 +2025-06-24 04:07:13,662 - pyskl - INFO - Epoch [30][2900/3940] lr: 2.265e-02, eta: 2 days, 11:40:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.8847, loss: 3.8847 +2025-06-24 04:07:58,087 - pyskl - INFO - Epoch [30][3000/3940] lr: 2.265e-02, eta: 2 days, 11:39:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9506, loss_cls: 3.9132, loss: 3.9132 +2025-06-24 04:08:42,448 - pyskl - INFO - Epoch [30][3100/3940] lr: 2.265e-02, eta: 2 days, 11:39:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 3.8778, loss: 3.8778 +2025-06-24 04:09:26,830 - pyskl - INFO - Epoch [30][3200/3940] lr: 2.264e-02, eta: 2 days, 11:38:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 4.0178, loss: 4.0178 +2025-06-24 04:10:11,241 - pyskl - INFO - Epoch [30][3300/3940] lr: 2.264e-02, eta: 2 days, 11:37:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9431, loss_cls: 3.8181, loss: 3.8181 +2025-06-24 04:10:56,002 - pyskl - INFO - Epoch [30][3400/3940] lr: 2.263e-02, eta: 2 days, 11:36:41, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 3.8681, loss: 3.8681 +2025-06-24 04:11:40,681 - pyskl - INFO - Epoch [30][3500/3940] lr: 2.263e-02, eta: 2 days, 11:35:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 3.7797, loss: 3.7797 +2025-06-24 04:12:25,240 - pyskl - INFO - Epoch [30][3600/3940] lr: 2.263e-02, eta: 2 days, 11:35:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 3.8423, loss: 3.8423 +2025-06-24 04:13:09,591 - pyskl - INFO - Epoch [30][3700/3940] lr: 2.262e-02, eta: 2 days, 11:34:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.8228, loss: 3.8228 +2025-06-24 04:13:54,049 - pyskl - INFO - Epoch [30][3800/3940] lr: 2.262e-02, eta: 2 days, 11:33:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 3.9244, loss: 3.9244 +2025-06-24 04:14:38,702 - pyskl - INFO - Epoch [30][3900/3940] lr: 2.261e-02, eta: 2 days, 11:32:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 4.0583, loss: 4.0583 +2025-06-24 04:14:56,854 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-24 04:34:00,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 04:34:01,278 - pyskl - INFO - +top1_acc 0.7441 +top5_acc 0.9488 +2025-06-24 04:34:01,354 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_27.pth was removed +2025-06-24 04:34:02,423 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. +2025-06-24 04:34:02,425 - pyskl - INFO - Best top1_acc is 0.7441 at 30 epoch. +2025-06-24 04:34:02,445 - pyskl - INFO - Epoch(val) [30][3183] top1_acc: 0.7441, top5_acc: 0.9488 +2025-06-24 04:35:13,150 - pyskl - INFO - Epoch [31][100/3940] lr: 2.261e-02, eta: 2 days, 11:32:04, time: 0.707, data_time: 0.259, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9506, loss_cls: 3.7779, loss: 3.7779 +2025-06-24 04:35:57,891 - pyskl - INFO - Epoch [31][200/3940] lr: 2.260e-02, eta: 2 days, 11:31:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.8177, loss: 3.8177 +2025-06-24 04:36:42,500 - pyskl - INFO - Epoch [31][300/3940] lr: 2.260e-02, eta: 2 days, 11:30:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.8874, loss: 3.8874 +2025-06-24 04:37:27,075 - pyskl - INFO - Epoch [31][400/3940] lr: 2.260e-02, eta: 2 days, 11:29:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 3.8518, loss: 3.8518 +2025-06-24 04:38:11,851 - pyskl - INFO - Epoch [31][500/3940] lr: 2.259e-02, eta: 2 days, 11:28:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.6196, loss: 3.6196 +2025-06-24 04:38:56,401 - pyskl - INFO - Epoch [31][600/3940] lr: 2.259e-02, eta: 2 days, 11:28:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9519, loss_cls: 3.8651, loss: 3.8651 +2025-06-24 04:39:40,999 - pyskl - INFO - Epoch [31][700/3940] lr: 2.259e-02, eta: 2 days, 11:27:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 3.9370, loss: 3.9370 +2025-06-24 04:40:25,510 - pyskl - INFO - Epoch [31][800/3940] lr: 2.258e-02, eta: 2 days, 11:26:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9513, loss_cls: 3.8089, loss: 3.8089 +2025-06-24 04:41:09,875 - pyskl - INFO - Epoch [31][900/3940] lr: 2.258e-02, eta: 2 days, 11:25:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 3.8296, loss: 3.8296 +2025-06-24 04:41:54,372 - pyskl - INFO - Epoch [31][1000/3940] lr: 2.257e-02, eta: 2 days, 11:24:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.7635, loss: 3.7635 +2025-06-24 04:42:38,637 - pyskl - INFO - Epoch [31][1100/3940] lr: 2.257e-02, eta: 2 days, 11:23:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 3.8421, loss: 3.8421 +2025-06-24 04:43:23,067 - pyskl - INFO - Epoch [31][1200/3940] lr: 2.257e-02, eta: 2 days, 11:23:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 3.9559, loss: 3.9559 +2025-06-24 04:44:07,890 - pyskl - INFO - Epoch [31][1300/3940] lr: 2.256e-02, eta: 2 days, 11:22:23, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 3.8725, loss: 3.8725 +2025-06-24 04:44:52,332 - pyskl - INFO - Epoch [31][1400/3940] lr: 2.256e-02, eta: 2 days, 11:21:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 3.8732, loss: 3.8732 +2025-06-24 04:45:36,917 - pyskl - INFO - Epoch [31][1500/3940] lr: 2.255e-02, eta: 2 days, 11:20:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 3.6882, loss: 3.6882 +2025-06-24 04:46:21,319 - pyskl - INFO - Epoch [31][1600/3940] lr: 2.255e-02, eta: 2 days, 11:19:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9431, loss_cls: 3.9903, loss: 3.9903 +2025-06-24 04:47:05,737 - pyskl - INFO - Epoch [31][1700/3940] lr: 2.255e-02, eta: 2 days, 11:19:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.7927, loss: 3.7927 +2025-06-24 04:47:50,136 - pyskl - INFO - Epoch [31][1800/3940] lr: 2.254e-02, eta: 2 days, 11:18:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9425, loss_cls: 3.8070, loss: 3.8070 +2025-06-24 04:48:34,574 - pyskl - INFO - Epoch [31][1900/3940] lr: 2.254e-02, eta: 2 days, 11:17:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 3.8036, loss: 3.8036 +2025-06-24 04:49:19,013 - pyskl - INFO - Epoch [31][2000/3940] lr: 2.253e-02, eta: 2 days, 11:16:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 3.9582, loss: 3.9582 +2025-06-24 04:50:03,347 - pyskl - INFO - Epoch [31][2100/3940] lr: 2.253e-02, eta: 2 days, 11:15:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9525, loss_cls: 3.6727, loss: 3.6727 +2025-06-24 04:50:47,665 - pyskl - INFO - Epoch [31][2200/3940] lr: 2.253e-02, eta: 2 days, 11:15:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.8147, loss: 3.8147 +2025-06-24 04:51:32,055 - pyskl - INFO - Epoch [31][2300/3940] lr: 2.252e-02, eta: 2 days, 11:14:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.7607, loss: 3.7607 +2025-06-24 04:52:16,336 - pyskl - INFO - Epoch [31][2400/3940] lr: 2.252e-02, eta: 2 days, 11:13:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9581, loss_cls: 3.7772, loss: 3.7772 +2025-06-24 04:53:00,673 - pyskl - INFO - Epoch [31][2500/3940] lr: 2.251e-02, eta: 2 days, 11:12:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 3.8121, loss: 3.8121 +2025-06-24 04:53:45,032 - pyskl - INFO - Epoch [31][2600/3940] lr: 2.251e-02, eta: 2 days, 11:11:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 3.9333, loss: 3.9333 +2025-06-24 04:54:29,414 - pyskl - INFO - Epoch [31][2700/3940] lr: 2.251e-02, eta: 2 days, 11:10:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 3.8417, loss: 3.8417 +2025-06-24 04:55:13,818 - pyskl - INFO - Epoch [31][2800/3940] lr: 2.250e-02, eta: 2 days, 11:10:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 3.8546, loss: 3.8546 +2025-06-24 04:55:58,215 - pyskl - INFO - Epoch [31][2900/3940] lr: 2.250e-02, eta: 2 days, 11:09:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9494, loss_cls: 3.8619, loss: 3.8619 +2025-06-24 04:56:42,850 - pyskl - INFO - Epoch [31][3000/3940] lr: 2.249e-02, eta: 2 days, 11:08:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.7997, loss: 3.7997 +2025-06-24 04:57:27,365 - pyskl - INFO - Epoch [31][3100/3940] lr: 2.249e-02, eta: 2 days, 11:07:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9437, loss_cls: 3.8662, loss: 3.8662 +2025-06-24 04:58:12,058 - pyskl - INFO - Epoch [31][3200/3940] lr: 2.249e-02, eta: 2 days, 11:06:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.6947, loss: 3.6947 +2025-06-24 04:58:56,574 - pyskl - INFO - Epoch [31][3300/3940] lr: 2.248e-02, eta: 2 days, 11:06:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 3.8604, loss: 3.8604 +2025-06-24 04:59:41,645 - pyskl - INFO - Epoch [31][3400/3940] lr: 2.248e-02, eta: 2 days, 11:05:21, time: 0.451, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9494, loss_cls: 3.9603, loss: 3.9603 +2025-06-24 05:00:26,177 - pyskl - INFO - Epoch [31][3500/3940] lr: 2.247e-02, eta: 2 days, 11:04:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.5808, loss: 3.5808 +2025-06-24 05:01:10,478 - pyskl - INFO - Epoch [31][3600/3940] lr: 2.247e-02, eta: 2 days, 11:03:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.8425, loss: 3.8425 +2025-06-24 05:01:55,094 - pyskl - INFO - Epoch [31][3700/3940] lr: 2.247e-02, eta: 2 days, 11:02:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.8750, loss: 3.8750 +2025-06-24 05:02:39,509 - pyskl - INFO - Epoch [31][3800/3940] lr: 2.246e-02, eta: 2 days, 11:02:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 3.9097, loss: 3.9097 +2025-06-24 05:03:23,965 - pyskl - INFO - Epoch [31][3900/3940] lr: 2.246e-02, eta: 2 days, 11:01:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9437, loss_cls: 3.8759, loss: 3.8759 +2025-06-24 05:03:42,097 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-24 05:07:05,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:07:06,257 - pyskl - INFO - +top1_acc 0.7220 +top5_acc 0.9378 +2025-06-24 05:07:06,275 - pyskl - INFO - Epoch(val) [31][3183] top1_acc: 0.7220, top5_acc: 0.9378 +2025-06-24 05:08:16,055 - pyskl - INFO - Epoch [32][100/3940] lr: 2.245e-02, eta: 2 days, 11:00:38, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 3.8408, loss: 3.8408 +2025-06-24 05:09:00,332 - pyskl - INFO - Epoch [32][200/3940] lr: 2.245e-02, eta: 2 days, 10:59:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 3.6899, loss: 3.6899 +2025-06-24 05:09:44,571 - pyskl - INFO - Epoch [32][300/3940] lr: 2.244e-02, eta: 2 days, 10:59:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 3.7692, loss: 3.7692 +2025-06-24 05:10:28,738 - pyskl - INFO - Epoch [32][400/3940] lr: 2.244e-02, eta: 2 days, 10:58:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9506, loss_cls: 3.9099, loss: 3.9099 +2025-06-24 05:11:12,962 - pyskl - INFO - Epoch [32][500/3940] lr: 2.244e-02, eta: 2 days, 10:57:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 3.7203, loss: 3.7203 +2025-06-24 05:11:57,240 - pyskl - INFO - Epoch [32][600/3940] lr: 2.243e-02, eta: 2 days, 10:56:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 3.9693, loss: 3.9693 +2025-06-24 05:12:41,441 - pyskl - INFO - Epoch [32][700/3940] lr: 2.243e-02, eta: 2 days, 10:55:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.7166, loss: 3.7166 +2025-06-24 05:13:25,732 - pyskl - INFO - Epoch [32][800/3940] lr: 2.242e-02, eta: 2 days, 10:54:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9513, loss_cls: 3.7416, loss: 3.7416 +2025-06-24 05:14:10,122 - pyskl - INFO - Epoch [32][900/3940] lr: 2.242e-02, eta: 2 days, 10:54:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9525, loss_cls: 3.9535, loss: 3.9535 +2025-06-24 05:14:54,488 - pyskl - INFO - Epoch [32][1000/3940] lr: 2.242e-02, eta: 2 days, 10:53:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 3.8362, loss: 3.8362 +2025-06-24 05:15:38,809 - pyskl - INFO - Epoch [32][1100/3940] lr: 2.241e-02, eta: 2 days, 10:52:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.8607, loss: 3.8607 +2025-06-24 05:16:23,169 - pyskl - INFO - Epoch [32][1200/3940] lr: 2.241e-02, eta: 2 days, 10:51:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.9184, loss: 3.9184 +2025-06-24 05:17:07,481 - pyskl - INFO - Epoch [32][1300/3940] lr: 2.240e-02, eta: 2 days, 10:50:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.7067, loss: 3.7067 +2025-06-24 05:17:51,853 - pyskl - INFO - Epoch [32][1400/3940] lr: 2.240e-02, eta: 2 days, 10:49:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 3.8288, loss: 3.8288 +2025-06-24 05:18:36,490 - pyskl - INFO - Epoch [32][1500/3940] lr: 2.240e-02, eta: 2 days, 10:49:11, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 3.7862, loss: 3.7862 +2025-06-24 05:19:20,933 - pyskl - INFO - Epoch [32][1600/3940] lr: 2.239e-02, eta: 2 days, 10:48:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 3.7930, loss: 3.7930 +2025-06-24 05:20:05,367 - pyskl - INFO - Epoch [32][1700/3940] lr: 2.239e-02, eta: 2 days, 10:47:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.9001, loss: 3.9001 +2025-06-24 05:20:50,005 - pyskl - INFO - Epoch [32][1800/3940] lr: 2.238e-02, eta: 2 days, 10:46:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9531, loss_cls: 3.7585, loss: 3.7585 +2025-06-24 05:21:34,607 - pyskl - INFO - Epoch [32][1900/3940] lr: 2.238e-02, eta: 2 days, 10:45:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 3.9606, loss: 3.9606 +2025-06-24 05:22:18,914 - pyskl - INFO - Epoch [32][2000/3940] lr: 2.238e-02, eta: 2 days, 10:45:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 3.7743, loss: 3.7743 +2025-06-24 05:23:03,191 - pyskl - INFO - Epoch [32][2100/3940] lr: 2.237e-02, eta: 2 days, 10:44:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9437, loss_cls: 3.9187, loss: 3.9187 +2025-06-24 05:23:47,419 - pyskl - INFO - Epoch [32][2200/3940] lr: 2.237e-02, eta: 2 days, 10:43:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.7190, loss: 3.7190 +2025-06-24 05:24:31,689 - pyskl - INFO - Epoch [32][2300/3940] lr: 2.236e-02, eta: 2 days, 10:42:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 3.8716, loss: 3.8716 +2025-06-24 05:25:16,049 - pyskl - INFO - Epoch [32][2400/3940] lr: 2.236e-02, eta: 2 days, 10:41:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9556, loss_cls: 3.9054, loss: 3.9054 +2025-06-24 05:26:00,296 - pyskl - INFO - Epoch [32][2500/3940] lr: 2.236e-02, eta: 2 days, 10:41:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.8842, loss: 3.8842 +2025-06-24 05:26:44,529 - pyskl - INFO - Epoch [32][2600/3940] lr: 2.235e-02, eta: 2 days, 10:40:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.7976, loss: 3.7976 +2025-06-24 05:27:28,821 - pyskl - INFO - Epoch [32][2700/3940] lr: 2.235e-02, eta: 2 days, 10:39:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 3.8375, loss: 3.8375 +2025-06-24 05:28:13,280 - pyskl - INFO - Epoch [32][2800/3940] lr: 2.234e-02, eta: 2 days, 10:38:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 3.9566, loss: 3.9566 +2025-06-24 05:28:57,584 - pyskl - INFO - Epoch [32][2900/3940] lr: 2.234e-02, eta: 2 days, 10:37:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 3.7666, loss: 3.7666 +2025-06-24 05:29:41,968 - pyskl - INFO - Epoch [32][3000/3940] lr: 2.233e-02, eta: 2 days, 10:36:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.6941, loss: 3.6941 +2025-06-24 05:30:26,435 - pyskl - INFO - Epoch [32][3100/3940] lr: 2.233e-02, eta: 2 days, 10:36:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9450, loss_cls: 3.8615, loss: 3.8615 +2025-06-24 05:31:10,907 - pyskl - INFO - Epoch [32][3200/3940] lr: 2.233e-02, eta: 2 days, 10:35:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9437, loss_cls: 3.9914, loss: 3.9914 +2025-06-24 05:31:55,349 - pyskl - INFO - Epoch [32][3300/3940] lr: 2.232e-02, eta: 2 days, 10:34:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 3.8291, loss: 3.8291 +2025-06-24 05:32:39,731 - pyskl - INFO - Epoch [32][3400/3940] lr: 2.232e-02, eta: 2 days, 10:33:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 3.7898, loss: 3.7898 +2025-06-24 05:33:24,102 - pyskl - INFO - Epoch [32][3500/3940] lr: 2.231e-02, eta: 2 days, 10:32:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 3.8738, loss: 3.8738 +2025-06-24 05:34:08,597 - pyskl - INFO - Epoch [32][3600/3940] lr: 2.231e-02, eta: 2 days, 10:32:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 3.7391, loss: 3.7391 +2025-06-24 05:34:53,006 - pyskl - INFO - Epoch [32][3700/3940] lr: 2.231e-02, eta: 2 days, 10:31:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9531, loss_cls: 3.7510, loss: 3.7510 +2025-06-24 05:35:37,558 - pyskl - INFO - Epoch [32][3800/3940] lr: 2.230e-02, eta: 2 days, 10:30:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9463, loss_cls: 3.8712, loss: 3.8712 +2025-06-24 05:36:22,135 - pyskl - INFO - Epoch [32][3900/3940] lr: 2.230e-02, eta: 2 days, 10:29:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.8006, loss: 3.8006 +2025-06-24 05:36:40,175 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-24 05:40:03,920 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 05:40:04,389 - pyskl - INFO - +top1_acc 0.7290 +top5_acc 0.9350 +2025-06-24 05:40:04,407 - pyskl - INFO - Epoch(val) [32][3183] top1_acc: 0.7290, top5_acc: 0.9350 +2025-06-24 05:41:14,990 - pyskl - INFO - Epoch [33][100/3940] lr: 2.229e-02, eta: 2 days, 10:29:06, time: 0.706, data_time: 0.261, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.8394, loss: 3.8394 +2025-06-24 05:41:59,383 - pyskl - INFO - Epoch [33][200/3940] lr: 2.229e-02, eta: 2 days, 10:28:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 3.7897, loss: 3.7897 +2025-06-24 05:42:43,745 - pyskl - INFO - Epoch [33][300/3940] lr: 2.228e-02, eta: 2 days, 10:27:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 3.9504, loss: 3.9504 +2025-06-24 05:43:28,046 - pyskl - INFO - Epoch [33][400/3940] lr: 2.228e-02, eta: 2 days, 10:26:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 3.6877, loss: 3.6877 +2025-06-24 05:44:12,476 - pyskl - INFO - Epoch [33][500/3940] lr: 2.228e-02, eta: 2 days, 10:25:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 3.8063, loss: 3.8063 +2025-06-24 05:44:56,670 - pyskl - INFO - Epoch [33][600/3940] lr: 2.227e-02, eta: 2 days, 10:25:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.7072, loss: 3.7072 +2025-06-24 05:45:40,855 - pyskl - INFO - Epoch [33][700/3940] lr: 2.227e-02, eta: 2 days, 10:24:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9519, loss_cls: 3.7801, loss: 3.7801 +2025-06-24 05:46:24,968 - pyskl - INFO - Epoch [33][800/3940] lr: 2.226e-02, eta: 2 days, 10:23:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 3.7381, loss: 3.7381 +2025-06-24 05:47:09,132 - pyskl - INFO - Epoch [33][900/3940] lr: 2.226e-02, eta: 2 days, 10:22:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.7323, loss: 3.7323 +2025-06-24 05:47:53,420 - pyskl - INFO - Epoch [33][1000/3940] lr: 2.225e-02, eta: 2 days, 10:21:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 3.6903, loss: 3.6903 +2025-06-24 05:48:37,584 - pyskl - INFO - Epoch [33][1100/3940] lr: 2.225e-02, eta: 2 days, 10:20:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9513, loss_cls: 3.7499, loss: 3.7499 +2025-06-24 05:49:21,819 - pyskl - INFO - Epoch [33][1200/3940] lr: 2.225e-02, eta: 2 days, 10:20:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 3.6934, loss: 3.6934 +2025-06-24 05:50:06,098 - pyskl - INFO - Epoch [33][1300/3940] lr: 2.224e-02, eta: 2 days, 10:19:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 3.7540, loss: 3.7540 +2025-06-24 05:50:50,262 - pyskl - INFO - Epoch [33][1400/3940] lr: 2.224e-02, eta: 2 days, 10:18:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9413, loss_cls: 3.8692, loss: 3.8692 +2025-06-24 05:51:34,462 - pyskl - INFO - Epoch [33][1500/3940] lr: 2.223e-02, eta: 2 days, 10:17:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.7274, loss: 3.7274 +2025-06-24 05:52:18,728 - pyskl - INFO - Epoch [33][1600/3940] lr: 2.223e-02, eta: 2 days, 10:16:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 3.8757, loss: 3.8757 +2025-06-24 05:53:03,007 - pyskl - INFO - Epoch [33][1700/3940] lr: 2.223e-02, eta: 2 days, 10:16:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9469, loss_cls: 3.8912, loss: 3.8912 +2025-06-24 05:53:47,390 - pyskl - INFO - Epoch [33][1800/3940] lr: 2.222e-02, eta: 2 days, 10:15:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 3.8435, loss: 3.8435 +2025-06-24 05:54:31,790 - pyskl - INFO - Epoch [33][1900/3940] lr: 2.222e-02, eta: 2 days, 10:14:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 3.7620, loss: 3.7620 +2025-06-24 05:55:16,190 - pyskl - INFO - Epoch [33][2000/3940] lr: 2.221e-02, eta: 2 days, 10:13:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 3.8238, loss: 3.8238 +2025-06-24 05:56:00,596 - pyskl - INFO - Epoch [33][2100/3940] lr: 2.221e-02, eta: 2 days, 10:12:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.7036, loss: 3.7036 +2025-06-24 05:56:45,041 - pyskl - INFO - Epoch [33][2200/3940] lr: 2.220e-02, eta: 2 days, 10:11:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 3.7182, loss: 3.7182 +2025-06-24 05:57:29,533 - pyskl - INFO - Epoch [33][2300/3940] lr: 2.220e-02, eta: 2 days, 10:11:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 3.7409, loss: 3.7409 +2025-06-24 05:58:14,229 - pyskl - INFO - Epoch [33][2400/3940] lr: 2.220e-02, eta: 2 days, 10:10:23, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 3.8378, loss: 3.8378 +2025-06-24 05:58:58,917 - pyskl - INFO - Epoch [33][2500/3940] lr: 2.219e-02, eta: 2 days, 10:09:36, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 3.9049, loss: 3.9049 +2025-06-24 05:59:43,402 - pyskl - INFO - Epoch [33][2600/3940] lr: 2.219e-02, eta: 2 days, 10:08:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 3.7407, loss: 3.7407 +2025-06-24 06:00:27,811 - pyskl - INFO - Epoch [33][2700/3940] lr: 2.218e-02, eta: 2 days, 10:07:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.8436, loss: 3.8436 +2025-06-24 06:01:12,194 - pyskl - INFO - Epoch [33][2800/3940] lr: 2.218e-02, eta: 2 days, 10:07:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 3.9166, loss: 3.9166 +2025-06-24 06:01:56,696 - pyskl - INFO - Epoch [33][2900/3940] lr: 2.218e-02, eta: 2 days, 10:06:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.6710, loss: 3.6710 +2025-06-24 06:02:41,069 - pyskl - INFO - Epoch [33][3000/3940] lr: 2.217e-02, eta: 2 days, 10:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 3.8668, loss: 3.8668 +2025-06-24 06:03:25,346 - pyskl - INFO - Epoch [33][3100/3940] lr: 2.217e-02, eta: 2 days, 10:04:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9506, loss_cls: 3.8428, loss: 3.8428 +2025-06-24 06:04:09,665 - pyskl - INFO - Epoch [33][3200/3940] lr: 2.216e-02, eta: 2 days, 10:03:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 3.8666, loss: 3.8666 +2025-06-24 06:04:54,026 - pyskl - INFO - Epoch [33][3300/3940] lr: 2.216e-02, eta: 2 days, 10:03:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.8836, loss: 3.8836 +2025-06-24 06:05:38,543 - pyskl - INFO - Epoch [33][3400/3940] lr: 2.215e-02, eta: 2 days, 10:02:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 3.8423, loss: 3.8423 +2025-06-24 06:06:23,001 - pyskl - INFO - Epoch [33][3500/3940] lr: 2.215e-02, eta: 2 days, 10:01:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9519, loss_cls: 3.8481, loss: 3.8481 +2025-06-24 06:07:07,510 - pyskl - INFO - Epoch [33][3600/3940] lr: 2.215e-02, eta: 2 days, 10:00:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 3.7617, loss: 3.7617 +2025-06-24 06:07:51,958 - pyskl - INFO - Epoch [33][3700/3940] lr: 2.214e-02, eta: 2 days, 9:59:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9469, loss_cls: 3.9086, loss: 3.9086 +2025-06-24 06:08:36,197 - pyskl - INFO - Epoch [33][3800/3940] lr: 2.214e-02, eta: 2 days, 9:59:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 3.9005, loss: 3.9005 +2025-06-24 06:09:20,459 - pyskl - INFO - Epoch [33][3900/3940] lr: 2.213e-02, eta: 2 days, 9:58:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.7775, loss: 3.7775 +2025-06-24 06:09:38,560 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-24 06:13:02,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:13:02,593 - pyskl - INFO - +top1_acc 0.7058 +top5_acc 0.9256 +2025-06-24 06:13:02,611 - pyskl - INFO - Epoch(val) [33][3183] top1_acc: 0.7058, top5_acc: 0.9256 +2025-06-24 06:14:13,963 - pyskl - INFO - Epoch [34][100/3940] lr: 2.213e-02, eta: 2 days, 9:57:43, time: 0.713, data_time: 0.267, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 3.8281, loss: 3.8281 +2025-06-24 06:14:58,391 - pyskl - INFO - Epoch [34][200/3940] lr: 2.212e-02, eta: 2 days, 9:56:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.8334, loss: 3.8334 +2025-06-24 06:15:42,751 - pyskl - INFO - Epoch [34][300/3940] lr: 2.212e-02, eta: 2 days, 9:56:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 3.9065, loss: 3.9065 +2025-06-24 06:16:27,032 - pyskl - INFO - Epoch [34][400/3940] lr: 2.211e-02, eta: 2 days, 9:55:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9613, loss_cls: 3.6752, loss: 3.6752 +2025-06-24 06:17:11,360 - pyskl - INFO - Epoch [34][500/3940] lr: 2.211e-02, eta: 2 days, 9:54:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 3.7627, loss: 3.7627 +2025-06-24 06:17:55,767 - pyskl - INFO - Epoch [34][600/3940] lr: 2.211e-02, eta: 2 days, 9:53:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.7701, loss: 3.7701 +2025-06-24 06:18:40,065 - pyskl - INFO - Epoch [34][700/3940] lr: 2.210e-02, eta: 2 days, 9:52:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 3.8505, loss: 3.8505 +2025-06-24 06:19:24,557 - pyskl - INFO - Epoch [34][800/3940] lr: 2.210e-02, eta: 2 days, 9:52:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.6462, loss: 3.6462 +2025-06-24 06:20:08,911 - pyskl - INFO - Epoch [34][900/3940] lr: 2.209e-02, eta: 2 days, 9:51:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 3.8269, loss: 3.8269 +2025-06-24 06:20:53,170 - pyskl - INFO - Epoch [34][1000/3940] lr: 2.209e-02, eta: 2 days, 9:50:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.6639, loss: 3.6639 +2025-06-24 06:21:37,452 - pyskl - INFO - Epoch [34][1100/3940] lr: 2.208e-02, eta: 2 days, 9:49:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.8071, loss: 3.8071 +2025-06-24 06:22:21,742 - pyskl - INFO - Epoch [34][1200/3940] lr: 2.208e-02, eta: 2 days, 9:48:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.7114, loss: 3.7114 +2025-06-24 06:23:05,995 - pyskl - INFO - Epoch [34][1300/3940] lr: 2.208e-02, eta: 2 days, 9:48:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9606, loss_cls: 3.6215, loss: 3.6215 +2025-06-24 06:23:50,441 - pyskl - INFO - Epoch [34][1400/3940] lr: 2.207e-02, eta: 2 days, 9:47:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9481, loss_cls: 3.8671, loss: 3.8671 +2025-06-24 06:24:34,796 - pyskl - INFO - Epoch [34][1500/3940] lr: 2.207e-02, eta: 2 days, 9:46:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9563, loss_cls: 3.7517, loss: 3.7517 +2025-06-24 06:25:19,165 - pyskl - INFO - Epoch [34][1600/3940] lr: 2.206e-02, eta: 2 days, 9:45:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 3.9343, loss: 3.9343 +2025-06-24 06:26:03,494 - pyskl - INFO - Epoch [34][1700/3940] lr: 2.206e-02, eta: 2 days, 9:44:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 3.8838, loss: 3.8838 +2025-06-24 06:26:47,892 - pyskl - INFO - Epoch [34][1800/3940] lr: 2.205e-02, eta: 2 days, 9:43:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9469, loss_cls: 3.7108, loss: 3.7108 +2025-06-24 06:27:32,264 - pyskl - INFO - Epoch [34][1900/3940] lr: 2.205e-02, eta: 2 days, 9:43:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.8543, loss: 3.8543 +2025-06-24 06:28:16,577 - pyskl - INFO - Epoch [34][2000/3940] lr: 2.205e-02, eta: 2 days, 9:42:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.9175, loss: 3.9175 +2025-06-24 06:29:00,902 - pyskl - INFO - Epoch [34][2100/3940] lr: 2.204e-02, eta: 2 days, 9:41:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 3.7884, loss: 3.7884 +2025-06-24 06:29:45,271 - pyskl - INFO - Epoch [34][2200/3940] lr: 2.204e-02, eta: 2 days, 9:40:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 3.8952, loss: 3.8952 +2025-06-24 06:30:29,639 - pyskl - INFO - Epoch [34][2300/3940] lr: 2.203e-02, eta: 2 days, 9:39:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9550, loss_cls: 3.8066, loss: 3.8066 +2025-06-24 06:31:13,996 - pyskl - INFO - Epoch [34][2400/3940] lr: 2.203e-02, eta: 2 days, 9:39:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9537, loss_cls: 3.8460, loss: 3.8460 +2025-06-24 06:31:58,286 - pyskl - INFO - Epoch [34][2500/3940] lr: 2.202e-02, eta: 2 days, 9:38:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.9335, loss: 3.9335 +2025-06-24 06:32:42,699 - pyskl - INFO - Epoch [34][2600/3940] lr: 2.202e-02, eta: 2 days, 9:37:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 3.8986, loss: 3.8986 +2025-06-24 06:33:27,013 - pyskl - INFO - Epoch [34][2700/3940] lr: 2.202e-02, eta: 2 days, 9:36:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.8069, loss: 3.8069 +2025-06-24 06:34:11,358 - pyskl - INFO - Epoch [34][2800/3940] lr: 2.201e-02, eta: 2 days, 9:35:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9513, loss_cls: 3.8149, loss: 3.8149 +2025-06-24 06:34:55,702 - pyskl - INFO - Epoch [34][2900/3940] lr: 2.201e-02, eta: 2 days, 9:35:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 3.7388, loss: 3.7388 +2025-06-24 06:35:40,015 - pyskl - INFO - Epoch [34][3000/3940] lr: 2.200e-02, eta: 2 days, 9:34:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.8102, loss: 3.8102 +2025-06-24 06:36:24,313 - pyskl - INFO - Epoch [34][3100/3940] lr: 2.200e-02, eta: 2 days, 9:33:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9519, loss_cls: 3.8330, loss: 3.8330 +2025-06-24 06:37:08,644 - pyskl - INFO - Epoch [34][3200/3940] lr: 2.199e-02, eta: 2 days, 9:32:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.8198, loss: 3.8198 +2025-06-24 06:37:52,962 - pyskl - INFO - Epoch [34][3300/3940] lr: 2.199e-02, eta: 2 days, 9:31:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9544, loss_cls: 3.7377, loss: 3.7377 +2025-06-24 06:38:37,273 - pyskl - INFO - Epoch [34][3400/3940] lr: 2.199e-02, eta: 2 days, 9:31:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 3.8444, loss: 3.8444 +2025-06-24 06:39:21,621 - pyskl - INFO - Epoch [34][3500/3940] lr: 2.198e-02, eta: 2 days, 9:30:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 3.9185, loss: 3.9185 +2025-06-24 06:40:05,933 - pyskl - INFO - Epoch [34][3600/3940] lr: 2.198e-02, eta: 2 days, 9:29:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.7203, loss: 3.7203 +2025-06-24 06:40:50,235 - pyskl - INFO - Epoch [34][3700/3940] lr: 2.197e-02, eta: 2 days, 9:28:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9444, loss_cls: 3.8188, loss: 3.8188 +2025-06-24 06:41:34,493 - pyskl - INFO - Epoch [34][3800/3940] lr: 2.197e-02, eta: 2 days, 9:27:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.7418, loss: 3.7418 +2025-06-24 06:42:18,836 - pyskl - INFO - Epoch [34][3900/3940] lr: 2.196e-02, eta: 2 days, 9:27:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9513, loss_cls: 3.7089, loss: 3.7089 +2025-06-24 06:42:36,986 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-24 06:46:00,999 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 06:46:01,463 - pyskl - INFO - +top1_acc 0.7331 +top5_acc 0.9425 +2025-06-24 06:46:01,481 - pyskl - INFO - Epoch(val) [34][3183] top1_acc: 0.7331, top5_acc: 0.9425 +2025-06-24 06:47:12,266 - pyskl - INFO - Epoch [35][100/3940] lr: 2.196e-02, eta: 2 days, 9:26:23, time: 0.708, data_time: 0.263, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.8142, loss: 3.8142 +2025-06-24 06:47:56,778 - pyskl - INFO - Epoch [35][200/3940] lr: 2.195e-02, eta: 2 days, 9:25:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.6203, loss: 3.6203 +2025-06-24 06:48:41,203 - pyskl - INFO - Epoch [35][300/3940] lr: 2.195e-02, eta: 2 days, 9:24:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 3.6715, loss: 3.6715 +2025-06-24 06:49:25,677 - pyskl - INFO - Epoch [35][400/3940] lr: 2.195e-02, eta: 2 days, 9:23:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9669, loss_cls: 3.8204, loss: 3.8204 +2025-06-24 06:50:10,213 - pyskl - INFO - Epoch [35][500/3940] lr: 2.194e-02, eta: 2 days, 9:23:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.6642, loss: 3.6642 +2025-06-24 06:50:54,644 - pyskl - INFO - Epoch [35][600/3940] lr: 2.194e-02, eta: 2 days, 9:22:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 3.7037, loss: 3.7037 +2025-06-24 06:51:39,129 - pyskl - INFO - Epoch [35][700/3940] lr: 2.193e-02, eta: 2 days, 9:21:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 3.7538, loss: 3.7538 +2025-06-24 06:52:23,617 - pyskl - INFO - Epoch [35][800/3940] lr: 2.193e-02, eta: 2 days, 9:20:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 3.7927, loss: 3.7927 +2025-06-24 06:53:08,045 - pyskl - INFO - Epoch [35][900/3940] lr: 2.192e-02, eta: 2 days, 9:20:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9425, loss_cls: 3.8799, loss: 3.8799 +2025-06-24 06:53:52,442 - pyskl - INFO - Epoch [35][1000/3940] lr: 2.192e-02, eta: 2 days, 9:19:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 3.8451, loss: 3.8451 +2025-06-24 06:54:36,858 - pyskl - INFO - Epoch [35][1100/3940] lr: 2.191e-02, eta: 2 days, 9:18:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.7763, loss: 3.7763 +2025-06-24 06:55:21,266 - pyskl - INFO - Epoch [35][1200/3940] lr: 2.191e-02, eta: 2 days, 9:17:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 3.7041, loss: 3.7041 +2025-06-24 06:56:05,698 - pyskl - INFO - Epoch [35][1300/3940] lr: 2.191e-02, eta: 2 days, 9:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9537, loss_cls: 3.7975, loss: 3.7975 +2025-06-24 06:56:50,068 - pyskl - INFO - Epoch [35][1400/3940] lr: 2.190e-02, eta: 2 days, 9:15:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.7742, loss: 3.7742 +2025-06-24 06:57:34,483 - pyskl - INFO - Epoch [35][1500/3940] lr: 2.190e-02, eta: 2 days, 9:15:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 3.8500, loss: 3.8500 +2025-06-24 06:58:18,870 - pyskl - INFO - Epoch [35][1600/3940] lr: 2.189e-02, eta: 2 days, 9:14:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 3.8865, loss: 3.8865 +2025-06-24 06:59:03,294 - pyskl - INFO - Epoch [35][1700/3940] lr: 2.189e-02, eta: 2 days, 9:13:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.7570, loss: 3.7570 +2025-06-24 06:59:47,642 - pyskl - INFO - Epoch [35][1800/3940] lr: 2.188e-02, eta: 2 days, 9:12:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 3.7911, loss: 3.7911 +2025-06-24 07:00:31,979 - pyskl - INFO - Epoch [35][1900/3940] lr: 2.188e-02, eta: 2 days, 9:11:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 3.8155, loss: 3.8155 +2025-06-24 07:01:16,435 - pyskl - INFO - Epoch [35][2000/3940] lr: 2.188e-02, eta: 2 days, 9:11:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.7422, loss: 3.7422 +2025-06-24 07:02:00,782 - pyskl - INFO - Epoch [35][2100/3940] lr: 2.187e-02, eta: 2 days, 9:10:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9487, loss_cls: 3.8954, loss: 3.8954 +2025-06-24 07:02:45,184 - pyskl - INFO - Epoch [35][2200/3940] lr: 2.187e-02, eta: 2 days, 9:09:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9500, loss_cls: 3.8081, loss: 3.8081 +2025-06-24 07:03:29,699 - pyskl - INFO - Epoch [35][2300/3940] lr: 2.186e-02, eta: 2 days, 9:08:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9556, loss_cls: 3.7543, loss: 3.7543 +2025-06-24 07:04:14,059 - pyskl - INFO - Epoch [35][2400/3940] lr: 2.186e-02, eta: 2 days, 9:07:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.7093, loss: 3.7093 +2025-06-24 07:04:58,432 - pyskl - INFO - Epoch [35][2500/3940] lr: 2.185e-02, eta: 2 days, 9:07:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 3.8819, loss: 3.8819 +2025-06-24 07:05:42,736 - pyskl - INFO - Epoch [35][2600/3940] lr: 2.185e-02, eta: 2 days, 9:06:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.7520, loss: 3.7520 +2025-06-24 07:06:27,163 - pyskl - INFO - Epoch [35][2700/3940] lr: 2.184e-02, eta: 2 days, 9:05:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 3.8596, loss: 3.8596 +2025-06-24 07:07:11,523 - pyskl - INFO - Epoch [35][2800/3940] lr: 2.184e-02, eta: 2 days, 9:04:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.8651, loss: 3.8651 +2025-06-24 07:07:55,859 - pyskl - INFO - Epoch [35][2900/3940] lr: 2.184e-02, eta: 2 days, 9:03:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.8240, loss: 3.8240 +2025-06-24 07:08:40,222 - pyskl - INFO - Epoch [35][3000/3940] lr: 2.183e-02, eta: 2 days, 9:03:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9569, loss_cls: 3.7476, loss: 3.7476 +2025-06-24 07:09:24,603 - pyskl - INFO - Epoch [35][3100/3940] lr: 2.183e-02, eta: 2 days, 9:02:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 3.8151, loss: 3.8151 +2025-06-24 07:10:09,239 - pyskl - INFO - Epoch [35][3200/3940] lr: 2.182e-02, eta: 2 days, 9:01:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 3.7866, loss: 3.7866 +2025-06-24 07:10:53,783 - pyskl - INFO - Epoch [35][3300/3940] lr: 2.182e-02, eta: 2 days, 9:00:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9506, loss_cls: 3.8901, loss: 3.8901 +2025-06-24 07:11:38,187 - pyskl - INFO - Epoch [35][3400/3940] lr: 2.181e-02, eta: 2 days, 8:59:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.7687, loss: 3.7687 +2025-06-24 07:12:22,909 - pyskl - INFO - Epoch [35][3500/3940] lr: 2.181e-02, eta: 2 days, 8:59:12, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 3.8061, loss: 3.8061 +2025-06-24 07:13:07,394 - pyskl - INFO - Epoch [35][3600/3940] lr: 2.180e-02, eta: 2 days, 8:58:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 3.8014, loss: 3.8014 +2025-06-24 07:13:51,790 - pyskl - INFO - Epoch [35][3700/3940] lr: 2.180e-02, eta: 2 days, 8:57:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9513, loss_cls: 3.8024, loss: 3.8024 +2025-06-24 07:14:36,162 - pyskl - INFO - Epoch [35][3800/3940] lr: 2.180e-02, eta: 2 days, 8:56:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 3.8874, loss: 3.8874 +2025-06-24 07:15:20,473 - pyskl - INFO - Epoch [35][3900/3940] lr: 2.179e-02, eta: 2 days, 8:56:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 3.8858, loss: 3.8858 +2025-06-24 07:15:38,628 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-24 07:33:38,554 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 07:33:39,028 - pyskl - INFO - +top1_acc 0.6865 +top5_acc 0.9270 +2025-06-24 07:33:39,049 - pyskl - INFO - Epoch(val) [35][3183] top1_acc: 0.6865, top5_acc: 0.9270 +2025-06-24 07:34:48,970 - pyskl - INFO - Epoch [36][100/3940] lr: 2.178e-02, eta: 2 days, 8:55:18, time: 0.699, data_time: 0.254, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.7467, loss: 3.7467 +2025-06-24 07:35:33,551 - pyskl - INFO - Epoch [36][200/3940] lr: 2.178e-02, eta: 2 days, 8:54:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 3.7452, loss: 3.7452 +2025-06-24 07:36:18,003 - pyskl - INFO - Epoch [36][300/3940] lr: 2.178e-02, eta: 2 days, 8:53:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9587, loss_cls: 3.6803, loss: 3.6803 +2025-06-24 07:37:02,393 - pyskl - INFO - Epoch [36][400/3940] lr: 2.177e-02, eta: 2 days, 8:52:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 3.7399, loss: 3.7399 +2025-06-24 07:37:46,778 - pyskl - INFO - Epoch [36][500/3940] lr: 2.177e-02, eta: 2 days, 8:52:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.7582, loss: 3.7582 +2025-06-24 07:38:31,199 - pyskl - INFO - Epoch [36][600/3940] lr: 2.176e-02, eta: 2 days, 8:51:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9537, loss_cls: 3.8179, loss: 3.8179 +2025-06-24 07:39:15,539 - pyskl - INFO - Epoch [36][700/3940] lr: 2.176e-02, eta: 2 days, 8:50:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.7267, loss: 3.7267 +2025-06-24 07:39:59,841 - pyskl - INFO - Epoch [36][800/3940] lr: 2.175e-02, eta: 2 days, 8:49:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.7174, loss: 3.7174 +2025-06-24 07:40:44,120 - pyskl - INFO - Epoch [36][900/3940] lr: 2.175e-02, eta: 2 days, 8:48:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.7558, loss: 3.7558 +2025-06-24 07:41:28,533 - pyskl - INFO - Epoch [36][1000/3940] lr: 2.174e-02, eta: 2 days, 8:48:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9519, loss_cls: 3.7474, loss: 3.7474 +2025-06-24 07:42:12,946 - pyskl - INFO - Epoch [36][1100/3940] lr: 2.174e-02, eta: 2 days, 8:47:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 3.7161, loss: 3.7161 +2025-06-24 07:42:57,441 - pyskl - INFO - Epoch [36][1200/3940] lr: 2.174e-02, eta: 2 days, 8:46:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.6263, loss: 3.6263 +2025-06-24 07:43:41,887 - pyskl - INFO - Epoch [36][1300/3940] lr: 2.173e-02, eta: 2 days, 8:45:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.8056, loss: 3.8056 +2025-06-24 07:44:26,247 - pyskl - INFO - Epoch [36][1400/3940] lr: 2.173e-02, eta: 2 days, 8:44:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9531, loss_cls: 3.8021, loss: 3.8021 +2025-06-24 07:45:10,712 - pyskl - INFO - Epoch [36][1500/3940] lr: 2.172e-02, eta: 2 days, 8:44:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 3.8079, loss: 3.8079 +2025-06-24 07:45:55,118 - pyskl - INFO - Epoch [36][1600/3940] lr: 2.172e-02, eta: 2 days, 8:43:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 3.7316, loss: 3.7316 +2025-06-24 07:46:39,477 - pyskl - INFO - Epoch [36][1700/3940] lr: 2.171e-02, eta: 2 days, 8:42:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 3.7953, loss: 3.7953 +2025-06-24 07:47:23,762 - pyskl - INFO - Epoch [36][1800/3940] lr: 2.171e-02, eta: 2 days, 8:41:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.7244, loss: 3.7244 +2025-06-24 07:48:08,085 - pyskl - INFO - Epoch [36][1900/3940] lr: 2.170e-02, eta: 2 days, 8:40:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9475, loss_cls: 3.8896, loss: 3.8896 +2025-06-24 07:48:52,479 - pyskl - INFO - Epoch [36][2000/3940] lr: 2.170e-02, eta: 2 days, 8:40:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 3.7643, loss: 3.7643 +2025-06-24 07:49:36,840 - pyskl - INFO - Epoch [36][2100/3940] lr: 2.170e-02, eta: 2 days, 8:39:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.6979, loss: 3.6979 +2025-06-24 07:50:21,172 - pyskl - INFO - Epoch [36][2200/3940] lr: 2.169e-02, eta: 2 days, 8:38:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 3.7530, loss: 3.7530 +2025-06-24 07:51:05,553 - pyskl - INFO - Epoch [36][2300/3940] lr: 2.169e-02, eta: 2 days, 8:37:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 3.7180, loss: 3.7180 +2025-06-24 07:51:49,964 - pyskl - INFO - Epoch [36][2400/3940] lr: 2.168e-02, eta: 2 days, 8:36:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.7748, loss: 3.7748 +2025-06-24 07:52:34,300 - pyskl - INFO - Epoch [36][2500/3940] lr: 2.168e-02, eta: 2 days, 8:36:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9506, loss_cls: 3.9018, loss: 3.9018 +2025-06-24 07:53:18,688 - pyskl - INFO - Epoch [36][2600/3940] lr: 2.167e-02, eta: 2 days, 8:35:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 3.6642, loss: 3.6642 +2025-06-24 07:54:03,082 - pyskl - INFO - Epoch [36][2700/3940] lr: 2.167e-02, eta: 2 days, 8:34:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 3.7998, loss: 3.7998 +2025-06-24 07:54:47,515 - pyskl - INFO - Epoch [36][2800/3940] lr: 2.166e-02, eta: 2 days, 8:33:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9513, loss_cls: 3.9117, loss: 3.9117 +2025-06-24 07:55:31,878 - pyskl - INFO - Epoch [36][2900/3940] lr: 2.166e-02, eta: 2 days, 8:32:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9481, loss_cls: 3.8836, loss: 3.8836 +2025-06-24 07:56:16,312 - pyskl - INFO - Epoch [36][3000/3940] lr: 2.165e-02, eta: 2 days, 8:32:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 3.8046, loss: 3.8046 +2025-06-24 07:57:00,621 - pyskl - INFO - Epoch [36][3100/3940] lr: 2.165e-02, eta: 2 days, 8:31:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 3.6883, loss: 3.6883 +2025-06-24 07:57:45,047 - pyskl - INFO - Epoch [36][3200/3940] lr: 2.165e-02, eta: 2 days, 8:30:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9500, loss_cls: 3.9468, loss: 3.9468 +2025-06-24 07:58:29,374 - pyskl - INFO - Epoch [36][3300/3940] lr: 2.164e-02, eta: 2 days, 8:29:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.7764, loss: 3.7764 +2025-06-24 07:59:13,839 - pyskl - INFO - Epoch [36][3400/3940] lr: 2.164e-02, eta: 2 days, 8:28:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.7625, loss: 3.7625 +2025-06-24 07:59:58,266 - pyskl - INFO - Epoch [36][3500/3940] lr: 2.163e-02, eta: 2 days, 8:28:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9531, loss_cls: 3.7179, loss: 3.7179 +2025-06-24 08:00:42,735 - pyskl - INFO - Epoch [36][3600/3940] lr: 2.163e-02, eta: 2 days, 8:27:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 3.7422, loss: 3.7422 +2025-06-24 08:01:27,423 - pyskl - INFO - Epoch [36][3700/3940] lr: 2.162e-02, eta: 2 days, 8:26:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.7054, loss: 3.7054 +2025-06-24 08:02:12,187 - pyskl - INFO - Epoch [36][3800/3940] lr: 2.162e-02, eta: 2 days, 8:25:48, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9463, loss_cls: 3.8362, loss: 3.8362 +2025-06-24 08:02:56,826 - pyskl - INFO - Epoch [36][3900/3940] lr: 2.161e-02, eta: 2 days, 8:25:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 3.8050, loss: 3.8050 +2025-06-24 08:03:15,004 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-24 08:06:40,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:06:41,069 - pyskl - INFO - +top1_acc 0.7401 +top5_acc 0.9490 +2025-06-24 08:06:41,090 - pyskl - INFO - Epoch(val) [36][3183] top1_acc: 0.7401, top5_acc: 0.9490 +2025-06-24 08:07:51,134 - pyskl - INFO - Epoch [37][100/3940] lr: 2.161e-02, eta: 2 days, 8:24:19, time: 0.700, data_time: 0.256, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 3.8530, loss: 3.8530 +2025-06-24 08:08:35,650 - pyskl - INFO - Epoch [37][200/3940] lr: 2.160e-02, eta: 2 days, 8:23:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 3.8206, loss: 3.8206 +2025-06-24 08:09:20,024 - pyskl - INFO - Epoch [37][300/3940] lr: 2.160e-02, eta: 2 days, 8:22:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.6380, loss: 3.6380 +2025-06-24 08:10:04,709 - pyskl - INFO - Epoch [37][400/3940] lr: 2.159e-02, eta: 2 days, 8:21:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9650, loss_cls: 3.5623, loss: 3.5623 +2025-06-24 08:10:49,166 - pyskl - INFO - Epoch [37][500/3940] lr: 2.159e-02, eta: 2 days, 8:21:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.7236, loss: 3.7236 +2025-06-24 08:11:33,514 - pyskl - INFO - Epoch [37][600/3940] lr: 2.158e-02, eta: 2 days, 8:20:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.7369, loss: 3.7369 +2025-06-24 08:12:17,885 - pyskl - INFO - Epoch [37][700/3940] lr: 2.158e-02, eta: 2 days, 8:19:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.7029, loss: 3.7029 +2025-06-24 08:13:02,205 - pyskl - INFO - Epoch [37][800/3940] lr: 2.158e-02, eta: 2 days, 8:18:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 3.7455, loss: 3.7455 +2025-06-24 08:13:46,538 - pyskl - INFO - Epoch [37][900/3940] lr: 2.157e-02, eta: 2 days, 8:17:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.8583, loss: 3.8583 +2025-06-24 08:14:30,948 - pyskl - INFO - Epoch [37][1000/3940] lr: 2.157e-02, eta: 2 days, 8:17:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.7801, loss: 3.7801 +2025-06-24 08:15:15,365 - pyskl - INFO - Epoch [37][1100/3940] lr: 2.156e-02, eta: 2 days, 8:16:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9500, loss_cls: 3.8376, loss: 3.8376 +2025-06-24 08:15:59,758 - pyskl - INFO - Epoch [37][1200/3940] lr: 2.156e-02, eta: 2 days, 8:15:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 3.8124, loss: 3.8124 +2025-06-24 08:16:44,072 - pyskl - INFO - Epoch [37][1300/3940] lr: 2.155e-02, eta: 2 days, 8:14:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.6856, loss: 3.6856 +2025-06-24 08:17:28,584 - pyskl - INFO - Epoch [37][1400/3940] lr: 2.155e-02, eta: 2 days, 8:13:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9537, loss_cls: 3.7964, loss: 3.7964 +2025-06-24 08:18:12,988 - pyskl - INFO - Epoch [37][1500/3940] lr: 2.154e-02, eta: 2 days, 8:13:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.7061, loss: 3.7061 +2025-06-24 08:18:57,338 - pyskl - INFO - Epoch [37][1600/3940] lr: 2.154e-02, eta: 2 days, 8:12:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9569, loss_cls: 3.7208, loss: 3.7208 +2025-06-24 08:19:41,692 - pyskl - INFO - Epoch [37][1700/3940] lr: 2.153e-02, eta: 2 days, 8:11:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.6360, loss: 3.6360 +2025-06-24 08:20:26,118 - pyskl - INFO - Epoch [37][1800/3940] lr: 2.153e-02, eta: 2 days, 8:10:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.7239, loss: 3.7239 +2025-06-24 08:21:10,458 - pyskl - INFO - Epoch [37][1900/3940] lr: 2.153e-02, eta: 2 days, 8:09:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9544, loss_cls: 3.6305, loss: 3.6305 +2025-06-24 08:21:54,777 - pyskl - INFO - Epoch [37][2000/3940] lr: 2.152e-02, eta: 2 days, 8:09:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 3.7367, loss: 3.7367 +2025-06-24 08:22:39,146 - pyskl - INFO - Epoch [37][2100/3940] lr: 2.152e-02, eta: 2 days, 8:08:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.7114, loss: 3.7114 +2025-06-24 08:23:23,521 - pyskl - INFO - Epoch [37][2200/3940] lr: 2.151e-02, eta: 2 days, 8:07:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9475, loss_cls: 3.7753, loss: 3.7753 +2025-06-24 08:24:08,117 - pyskl - INFO - Epoch [37][2300/3940] lr: 2.151e-02, eta: 2 days, 8:06:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 3.7314, loss: 3.7314 +2025-06-24 08:24:52,494 - pyskl - INFO - Epoch [37][2400/3940] lr: 2.150e-02, eta: 2 days, 8:06:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.8370, loss: 3.8370 +2025-06-24 08:25:37,153 - pyskl - INFO - Epoch [37][2500/3940] lr: 2.150e-02, eta: 2 days, 8:05:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 3.7474, loss: 3.7474 +2025-06-24 08:26:21,632 - pyskl - INFO - Epoch [37][2600/3940] lr: 2.149e-02, eta: 2 days, 8:04:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.8204, loss: 3.8204 +2025-06-24 08:27:06,165 - pyskl - INFO - Epoch [37][2700/3940] lr: 2.149e-02, eta: 2 days, 8:03:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9550, loss_cls: 3.6817, loss: 3.6817 +2025-06-24 08:27:50,715 - pyskl - INFO - Epoch [37][2800/3940] lr: 2.148e-02, eta: 2 days, 8:02:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.8283, loss: 3.8283 +2025-06-24 08:28:35,052 - pyskl - INFO - Epoch [37][2900/3940] lr: 2.148e-02, eta: 2 days, 8:02:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 3.8394, loss: 3.8394 +2025-06-24 08:29:19,625 - pyskl - INFO - Epoch [37][3000/3940] lr: 2.147e-02, eta: 2 days, 8:01:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 3.7817, loss: 3.7817 +2025-06-24 08:30:04,087 - pyskl - INFO - Epoch [37][3100/3940] lr: 2.147e-02, eta: 2 days, 8:00:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.7314, loss: 3.7314 +2025-06-24 08:30:48,538 - pyskl - INFO - Epoch [37][3200/3940] lr: 2.147e-02, eta: 2 days, 7:59:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.7715, loss: 3.7715 +2025-06-24 08:31:32,976 - pyskl - INFO - Epoch [37][3300/3940] lr: 2.146e-02, eta: 2 days, 7:58:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9487, loss_cls: 3.6855, loss: 3.6855 +2025-06-24 08:32:17,344 - pyskl - INFO - Epoch [37][3400/3940] lr: 2.146e-02, eta: 2 days, 7:58:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.6860, loss: 3.6860 +2025-06-24 08:33:01,661 - pyskl - INFO - Epoch [37][3500/3940] lr: 2.145e-02, eta: 2 days, 7:57:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9431, loss_cls: 3.9666, loss: 3.9666 +2025-06-24 08:33:46,063 - pyskl - INFO - Epoch [37][3600/3940] lr: 2.145e-02, eta: 2 days, 7:56:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.6488, loss: 3.6488 +2025-06-24 08:34:30,393 - pyskl - INFO - Epoch [37][3700/3940] lr: 2.144e-02, eta: 2 days, 7:55:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 3.7591, loss: 3.7591 +2025-06-24 08:35:14,697 - pyskl - INFO - Epoch [37][3800/3940] lr: 2.144e-02, eta: 2 days, 7:54:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 3.9118, loss: 3.9118 +2025-06-24 08:35:59,113 - pyskl - INFO - Epoch [37][3900/3940] lr: 2.143e-02, eta: 2 days, 7:54:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.7434, loss: 3.7434 +2025-06-24 08:36:17,225 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-24 08:39:40,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 08:39:40,470 - pyskl - INFO - +top1_acc 0.6778 +top5_acc 0.9184 +2025-06-24 08:39:40,487 - pyskl - INFO - Epoch(val) [37][3183] top1_acc: 0.6778, top5_acc: 0.9184 +2025-06-24 08:40:50,133 - pyskl - INFO - Epoch [38][100/3940] lr: 2.143e-02, eta: 2 days, 7:53:24, time: 0.696, data_time: 0.254, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.7757, loss: 3.7757 +2025-06-24 08:41:34,446 - pyskl - INFO - Epoch [38][200/3940] lr: 2.142e-02, eta: 2 days, 7:52:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 3.6528, loss: 3.6528 +2025-06-24 08:42:18,689 - pyskl - INFO - Epoch [38][300/3940] lr: 2.142e-02, eta: 2 days, 7:51:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 3.6015, loss: 3.6015 +2025-06-24 08:43:03,014 - pyskl - INFO - Epoch [38][400/3940] lr: 2.141e-02, eta: 2 days, 7:51:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 3.8780, loss: 3.8780 +2025-06-24 08:43:47,293 - pyskl - INFO - Epoch [38][500/3940] lr: 2.141e-02, eta: 2 days, 7:50:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9500, loss_cls: 3.7446, loss: 3.7446 +2025-06-24 08:44:31,607 - pyskl - INFO - Epoch [38][600/3940] lr: 2.140e-02, eta: 2 days, 7:49:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 3.5893, loss: 3.5893 +2025-06-24 08:45:15,883 - pyskl - INFO - Epoch [38][700/3940] lr: 2.140e-02, eta: 2 days, 7:48:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.5972, loss: 3.5972 +2025-06-24 08:46:00,204 - pyskl - INFO - Epoch [38][800/3940] lr: 2.139e-02, eta: 2 days, 7:47:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9575, loss_cls: 3.6101, loss: 3.6101 +2025-06-24 08:46:44,546 - pyskl - INFO - Epoch [38][900/3940] lr: 2.139e-02, eta: 2 days, 7:47:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 3.8043, loss: 3.8043 +2025-06-24 08:47:28,887 - pyskl - INFO - Epoch [38][1000/3940] lr: 2.138e-02, eta: 2 days, 7:46:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9519, loss_cls: 3.6722, loss: 3.6722 +2025-06-24 08:48:13,146 - pyskl - INFO - Epoch [38][1100/3940] lr: 2.138e-02, eta: 2 days, 7:45:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.6296, loss: 3.6296 +2025-06-24 08:48:57,471 - pyskl - INFO - Epoch [38][1200/3940] lr: 2.137e-02, eta: 2 days, 7:44:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.6483, loss: 3.6483 +2025-06-24 08:49:41,938 - pyskl - INFO - Epoch [38][1300/3940] lr: 2.137e-02, eta: 2 days, 7:43:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.7219, loss: 3.7219 +2025-06-24 08:50:26,368 - pyskl - INFO - Epoch [38][1400/3940] lr: 2.137e-02, eta: 2 days, 7:43:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 3.7804, loss: 3.7804 +2025-06-24 08:51:10,670 - pyskl - INFO - Epoch [38][1500/3940] lr: 2.136e-02, eta: 2 days, 7:42:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.8030, loss: 3.8030 +2025-06-24 08:51:55,050 - pyskl - INFO - Epoch [38][1600/3940] lr: 2.136e-02, eta: 2 days, 7:41:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9544, loss_cls: 3.8187, loss: 3.8187 +2025-06-24 08:52:39,578 - pyskl - INFO - Epoch [38][1700/3940] lr: 2.135e-02, eta: 2 days, 7:40:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 3.7282, loss: 3.7282 +2025-06-24 08:53:23,935 - pyskl - INFO - Epoch [38][1800/3940] lr: 2.135e-02, eta: 2 days, 7:39:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 3.6064, loss: 3.6064 +2025-06-24 08:54:08,282 - pyskl - INFO - Epoch [38][1900/3940] lr: 2.134e-02, eta: 2 days, 7:39:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 3.7163, loss: 3.7163 +2025-06-24 08:54:52,802 - pyskl - INFO - Epoch [38][2000/3940] lr: 2.134e-02, eta: 2 days, 7:38:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 3.7548, loss: 3.7548 +2025-06-24 08:55:37,554 - pyskl - INFO - Epoch [38][2100/3940] lr: 2.133e-02, eta: 2 days, 7:37:30, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.7343, loss: 3.7343 +2025-06-24 08:56:22,177 - pyskl - INFO - Epoch [38][2200/3940] lr: 2.133e-02, eta: 2 days, 7:36:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.6598, loss: 3.6598 +2025-06-24 08:57:06,508 - pyskl - INFO - Epoch [38][2300/3940] lr: 2.132e-02, eta: 2 days, 7:35:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 3.7065, loss: 3.7065 +2025-06-24 08:57:50,918 - pyskl - INFO - Epoch [38][2400/3940] lr: 2.132e-02, eta: 2 days, 7:35:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9550, loss_cls: 3.7373, loss: 3.7373 +2025-06-24 08:58:35,378 - pyskl - INFO - Epoch [38][2500/3940] lr: 2.131e-02, eta: 2 days, 7:34:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9450, loss_cls: 3.7707, loss: 3.7707 +2025-06-24 08:59:19,767 - pyskl - INFO - Epoch [38][2600/3940] lr: 2.131e-02, eta: 2 days, 7:33:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.6007, loss: 3.6007 +2025-06-24 09:00:04,257 - pyskl - INFO - Epoch [38][2700/3940] lr: 2.130e-02, eta: 2 days, 7:32:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 3.7497, loss: 3.7497 +2025-06-24 09:00:48,580 - pyskl - INFO - Epoch [38][2800/3940] lr: 2.130e-02, eta: 2 days, 7:31:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9569, loss_cls: 3.7711, loss: 3.7711 +2025-06-24 09:01:32,966 - pyskl - INFO - Epoch [38][2900/3940] lr: 2.130e-02, eta: 2 days, 7:31:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 3.7462, loss: 3.7462 +2025-06-24 09:02:17,421 - pyskl - INFO - Epoch [38][3000/3940] lr: 2.129e-02, eta: 2 days, 7:30:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 3.8127, loss: 3.8127 +2025-06-24 09:03:01,778 - pyskl - INFO - Epoch [38][3100/3940] lr: 2.129e-02, eta: 2 days, 7:29:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.7834, loss: 3.7834 +2025-06-24 09:03:46,169 - pyskl - INFO - Epoch [38][3200/3940] lr: 2.128e-02, eta: 2 days, 7:28:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.8818, loss: 3.8818 +2025-06-24 09:04:30,613 - pyskl - INFO - Epoch [38][3300/3940] lr: 2.128e-02, eta: 2 days, 7:28:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.7011, loss: 3.7011 +2025-06-24 09:05:15,031 - pyskl - INFO - Epoch [38][3400/3940] lr: 2.127e-02, eta: 2 days, 7:27:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9500, loss_cls: 3.7450, loss: 3.7450 +2025-06-24 09:05:59,642 - pyskl - INFO - Epoch [38][3500/3940] lr: 2.127e-02, eta: 2 days, 7:26:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9456, loss_cls: 3.8034, loss: 3.8034 +2025-06-24 09:06:44,080 - pyskl - INFO - Epoch [38][3600/3940] lr: 2.126e-02, eta: 2 days, 7:25:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.7770, loss: 3.7770 +2025-06-24 09:07:28,461 - pyskl - INFO - Epoch [38][3700/3940] lr: 2.126e-02, eta: 2 days, 7:24:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 3.7621, loss: 3.7621 +2025-06-24 09:08:12,785 - pyskl - INFO - Epoch [38][3800/3940] lr: 2.125e-02, eta: 2 days, 7:24:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 3.7352, loss: 3.7352 +2025-06-24 09:08:57,127 - pyskl - INFO - Epoch [38][3900/3940] lr: 2.125e-02, eta: 2 days, 7:23:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 3.6535, loss: 3.6535 +2025-06-24 09:09:15,244 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-24 09:12:40,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:12:40,599 - pyskl - INFO - +top1_acc 0.7204 +top5_acc 0.9342 +2025-06-24 09:12:40,619 - pyskl - INFO - Epoch(val) [38][3183] top1_acc: 0.7204, top5_acc: 0.9342 +2025-06-24 09:13:50,570 - pyskl - INFO - Epoch [39][100/3940] lr: 2.124e-02, eta: 2 days, 7:22:32, time: 0.699, data_time: 0.256, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9556, loss_cls: 3.6774, loss: 3.6774 +2025-06-24 09:14:35,032 - pyskl - INFO - Epoch [39][200/3940] lr: 2.124e-02, eta: 2 days, 7:21:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.6779, loss: 3.6779 +2025-06-24 09:15:19,493 - pyskl - INFO - Epoch [39][300/3940] lr: 2.123e-02, eta: 2 days, 7:20:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9494, loss_cls: 3.6961, loss: 3.6961 +2025-06-24 09:16:03,954 - pyskl - INFO - Epoch [39][400/3940] lr: 2.123e-02, eta: 2 days, 7:20:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.6155, loss: 3.6155 +2025-06-24 09:16:48,382 - pyskl - INFO - Epoch [39][500/3940] lr: 2.122e-02, eta: 2 days, 7:19:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.6019, loss: 3.6019 +2025-06-24 09:17:32,858 - pyskl - INFO - Epoch [39][600/3940] lr: 2.122e-02, eta: 2 days, 7:18:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.5965, loss: 3.5965 +2025-06-24 09:18:17,242 - pyskl - INFO - Epoch [39][700/3940] lr: 2.121e-02, eta: 2 days, 7:17:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.4831, loss: 3.4831 +2025-06-24 09:19:01,560 - pyskl - INFO - Epoch [39][800/3940] lr: 2.121e-02, eta: 2 days, 7:17:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.7701, loss: 3.7701 +2025-06-24 09:19:45,853 - pyskl - INFO - Epoch [39][900/3940] lr: 2.120e-02, eta: 2 days, 7:16:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 3.7781, loss: 3.7781 +2025-06-24 09:20:30,495 - pyskl - INFO - Epoch [39][1000/3940] lr: 2.120e-02, eta: 2 days, 7:15:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 3.7774, loss: 3.7774 +2025-06-24 09:21:14,965 - pyskl - INFO - Epoch [39][1100/3940] lr: 2.119e-02, eta: 2 days, 7:14:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 3.7372, loss: 3.7372 +2025-06-24 09:21:59,459 - pyskl - INFO - Epoch [39][1200/3940] lr: 2.119e-02, eta: 2 days, 7:13:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.7409, loss: 3.7409 +2025-06-24 09:22:43,803 - pyskl - INFO - Epoch [39][1300/3940] lr: 2.118e-02, eta: 2 days, 7:13:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 3.6470, loss: 3.6470 +2025-06-24 09:23:28,339 - pyskl - INFO - Epoch [39][1400/3940] lr: 2.118e-02, eta: 2 days, 7:12:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 3.7052, loss: 3.7052 +2025-06-24 09:24:13,277 - pyskl - INFO - Epoch [39][1500/3940] lr: 2.117e-02, eta: 2 days, 7:11:30, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9544, loss_cls: 3.6267, loss: 3.6267 +2025-06-24 09:24:57,865 - pyskl - INFO - Epoch [39][1600/3940] lr: 2.117e-02, eta: 2 days, 7:10:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 3.7052, loss: 3.7052 +2025-06-24 09:25:42,470 - pyskl - INFO - Epoch [39][1700/3940] lr: 2.116e-02, eta: 2 days, 7:09:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.8736, loss: 3.8736 +2025-06-24 09:26:26,892 - pyskl - INFO - Epoch [39][1800/3940] lr: 2.116e-02, eta: 2 days, 7:09:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9487, loss_cls: 3.6781, loss: 3.6781 +2025-06-24 09:27:11,509 - pyskl - INFO - Epoch [39][1900/3940] lr: 2.116e-02, eta: 2 days, 7:08:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 3.6324, loss: 3.6324 +2025-06-24 09:27:56,083 - pyskl - INFO - Epoch [39][2000/3940] lr: 2.115e-02, eta: 2 days, 7:07:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.6782, loss: 3.6782 +2025-06-24 09:28:40,572 - pyskl - INFO - Epoch [39][2100/3940] lr: 2.115e-02, eta: 2 days, 7:06:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 3.6072, loss: 3.6072 +2025-06-24 09:29:25,103 - pyskl - INFO - Epoch [39][2200/3940] lr: 2.114e-02, eta: 2 days, 7:06:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 3.7301, loss: 3.7301 +2025-06-24 09:30:09,774 - pyskl - INFO - Epoch [39][2300/3940] lr: 2.114e-02, eta: 2 days, 7:05:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9544, loss_cls: 3.7220, loss: 3.7220 +2025-06-24 09:30:54,149 - pyskl - INFO - Epoch [39][2400/3940] lr: 2.113e-02, eta: 2 days, 7:04:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 3.8917, loss: 3.8917 +2025-06-24 09:31:38,608 - pyskl - INFO - Epoch [39][2500/3940] lr: 2.113e-02, eta: 2 days, 7:03:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9481, loss_cls: 3.8285, loss: 3.8285 +2025-06-24 09:32:23,081 - pyskl - INFO - Epoch [39][2600/3940] lr: 2.112e-02, eta: 2 days, 7:02:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 3.6798, loss: 3.6798 +2025-06-24 09:33:07,623 - pyskl - INFO - Epoch [39][2700/3940] lr: 2.112e-02, eta: 2 days, 7:02:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 3.6671, loss: 3.6671 +2025-06-24 09:33:52,091 - pyskl - INFO - Epoch [39][2800/3940] lr: 2.111e-02, eta: 2 days, 7:01:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9525, loss_cls: 3.8478, loss: 3.8478 +2025-06-24 09:34:36,476 - pyskl - INFO - Epoch [39][2900/3940] lr: 2.111e-02, eta: 2 days, 7:00:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.6597, loss: 3.6597 +2025-06-24 09:35:20,977 - pyskl - INFO - Epoch [39][3000/3940] lr: 2.110e-02, eta: 2 days, 6:59:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.7275, loss: 3.7275 +2025-06-24 09:36:05,405 - pyskl - INFO - Epoch [39][3100/3940] lr: 2.110e-02, eta: 2 days, 6:58:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.7596, loss: 3.7596 +2025-06-24 09:36:49,834 - pyskl - INFO - Epoch [39][3200/3940] lr: 2.109e-02, eta: 2 days, 6:58:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.6651, loss: 3.6651 +2025-06-24 09:37:34,364 - pyskl - INFO - Epoch [39][3300/3940] lr: 2.109e-02, eta: 2 days, 6:57:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 3.8478, loss: 3.8478 +2025-06-24 09:38:18,762 - pyskl - INFO - Epoch [39][3400/3940] lr: 2.108e-02, eta: 2 days, 6:56:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 3.6842, loss: 3.6842 +2025-06-24 09:39:03,274 - pyskl - INFO - Epoch [39][3500/3940] lr: 2.108e-02, eta: 2 days, 6:55:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9487, loss_cls: 3.7542, loss: 3.7542 +2025-06-24 09:39:47,680 - pyskl - INFO - Epoch [39][3600/3940] lr: 2.107e-02, eta: 2 days, 6:55:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.7514, loss: 3.7514 +2025-06-24 09:40:32,137 - pyskl - INFO - Epoch [39][3700/3940] lr: 2.107e-02, eta: 2 days, 6:54:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9494, loss_cls: 3.8563, loss: 3.8563 +2025-06-24 09:41:16,634 - pyskl - INFO - Epoch [39][3800/3940] lr: 2.106e-02, eta: 2 days, 6:53:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 3.6644, loss: 3.6644 +2025-06-24 09:42:01,014 - pyskl - INFO - Epoch [39][3900/3940] lr: 2.106e-02, eta: 2 days, 6:52:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9581, loss_cls: 3.6310, loss: 3.6310 +2025-06-24 09:42:19,147 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-24 09:45:43,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 09:45:43,875 - pyskl - INFO - +top1_acc 0.7021 +top5_acc 0.9374 +2025-06-24 09:45:43,894 - pyskl - INFO - Epoch(val) [39][3183] top1_acc: 0.7021, top5_acc: 0.9374 +2025-06-24 09:46:54,054 - pyskl - INFO - Epoch [40][100/3940] lr: 2.105e-02, eta: 2 days, 6:51:55, time: 0.702, data_time: 0.257, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 3.6016, loss: 3.6016 +2025-06-24 09:47:38,466 - pyskl - INFO - Epoch [40][200/3940] lr: 2.105e-02, eta: 2 days, 6:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.6054, loss: 3.6054 +2025-06-24 09:48:22,832 - pyskl - INFO - Epoch [40][300/3940] lr: 2.104e-02, eta: 2 days, 6:50:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.7418, loss: 3.7418 +2025-06-24 09:49:07,327 - pyskl - INFO - Epoch [40][400/3940] lr: 2.104e-02, eta: 2 days, 6:49:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 3.6495, loss: 3.6495 +2025-06-24 09:49:51,631 - pyskl - INFO - Epoch [40][500/3940] lr: 2.103e-02, eta: 2 days, 6:48:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 3.7436, loss: 3.7436 +2025-06-24 09:50:35,929 - pyskl - INFO - Epoch [40][600/3940] lr: 2.103e-02, eta: 2 days, 6:47:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9544, loss_cls: 3.6562, loss: 3.6562 +2025-06-24 09:51:20,423 - pyskl - INFO - Epoch [40][700/3940] lr: 2.102e-02, eta: 2 days, 6:47:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.6245, loss: 3.6245 +2025-06-24 09:52:04,687 - pyskl - INFO - Epoch [40][800/3940] lr: 2.102e-02, eta: 2 days, 6:46:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.7667, loss: 3.7667 +2025-06-24 09:52:48,919 - pyskl - INFO - Epoch [40][900/3940] lr: 2.101e-02, eta: 2 days, 6:45:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 3.7677, loss: 3.7677 +2025-06-24 09:53:33,373 - pyskl - INFO - Epoch [40][1000/3940] lr: 2.101e-02, eta: 2 days, 6:44:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9619, loss_cls: 3.6239, loss: 3.6239 +2025-06-24 09:54:17,780 - pyskl - INFO - Epoch [40][1100/3940] lr: 2.100e-02, eta: 2 days, 6:44:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.5709, loss: 3.5709 +2025-06-24 09:55:02,151 - pyskl - INFO - Epoch [40][1200/3940] lr: 2.100e-02, eta: 2 days, 6:43:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.7904, loss: 3.7904 +2025-06-24 09:55:46,457 - pyskl - INFO - Epoch [40][1300/3940] lr: 2.099e-02, eta: 2 days, 6:42:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.7088, loss: 3.7088 +2025-06-24 09:56:30,744 - pyskl - INFO - Epoch [40][1400/3940] lr: 2.099e-02, eta: 2 days, 6:41:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 3.6289, loss: 3.6289 +2025-06-24 09:57:15,113 - pyskl - INFO - Epoch [40][1500/3940] lr: 2.098e-02, eta: 2 days, 6:40:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.6571, loss: 3.6571 +2025-06-24 09:57:59,542 - pyskl - INFO - Epoch [40][1600/3940] lr: 2.098e-02, eta: 2 days, 6:40:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 3.6285, loss: 3.6285 +2025-06-24 09:58:43,888 - pyskl - INFO - Epoch [40][1700/3940] lr: 2.097e-02, eta: 2 days, 6:39:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 3.6226, loss: 3.6226 +2025-06-24 09:59:28,255 - pyskl - INFO - Epoch [40][1800/3940] lr: 2.097e-02, eta: 2 days, 6:38:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.7405, loss: 3.7405 +2025-06-24 10:00:12,562 - pyskl - INFO - Epoch [40][1900/3940] lr: 2.096e-02, eta: 2 days, 6:37:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 3.7309, loss: 3.7309 +2025-06-24 10:00:56,843 - pyskl - INFO - Epoch [40][2000/3940] lr: 2.096e-02, eta: 2 days, 6:36:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 3.7614, loss: 3.7614 +2025-06-24 10:01:41,123 - pyskl - INFO - Epoch [40][2100/3940] lr: 2.095e-02, eta: 2 days, 6:36:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9544, loss_cls: 3.7732, loss: 3.7732 +2025-06-24 10:02:25,541 - pyskl - INFO - Epoch [40][2200/3940] lr: 2.095e-02, eta: 2 days, 6:35:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 3.7354, loss: 3.7354 +2025-06-24 10:03:09,780 - pyskl - INFO - Epoch [40][2300/3940] lr: 2.094e-02, eta: 2 days, 6:34:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9569, loss_cls: 3.6581, loss: 3.6581 +2025-06-24 10:03:53,993 - pyskl - INFO - Epoch [40][2400/3940] lr: 2.094e-02, eta: 2 days, 6:33:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 3.7696, loss: 3.7696 +2025-06-24 10:04:38,220 - pyskl - INFO - Epoch [40][2500/3940] lr: 2.094e-02, eta: 2 days, 6:32:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 3.7928, loss: 3.7928 +2025-06-24 10:05:22,462 - pyskl - INFO - Epoch [40][2600/3940] lr: 2.093e-02, eta: 2 days, 6:32:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.7813, loss: 3.7813 +2025-06-24 10:06:06,677 - pyskl - INFO - Epoch [40][2700/3940] lr: 2.093e-02, eta: 2 days, 6:31:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9531, loss_cls: 3.7755, loss: 3.7755 +2025-06-24 10:06:50,908 - pyskl - INFO - Epoch [40][2800/3940] lr: 2.092e-02, eta: 2 days, 6:30:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9469, loss_cls: 3.7944, loss: 3.7944 +2025-06-24 10:07:35,152 - pyskl - INFO - Epoch [40][2900/3940] lr: 2.092e-02, eta: 2 days, 6:29:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 3.6583, loss: 3.6583 +2025-06-24 10:08:19,481 - pyskl - INFO - Epoch [40][3000/3940] lr: 2.091e-02, eta: 2 days, 6:28:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 3.7508, loss: 3.7508 +2025-06-24 10:09:03,817 - pyskl - INFO - Epoch [40][3100/3940] lr: 2.091e-02, eta: 2 days, 6:28:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.6383, loss: 3.6383 +2025-06-24 10:09:48,171 - pyskl - INFO - Epoch [40][3200/3940] lr: 2.090e-02, eta: 2 days, 6:27:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9500, loss_cls: 3.7454, loss: 3.7454 +2025-06-24 10:10:32,496 - pyskl - INFO - Epoch [40][3300/3940] lr: 2.090e-02, eta: 2 days, 6:26:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 3.7867, loss: 3.7867 +2025-06-24 10:11:16,722 - pyskl - INFO - Epoch [40][3400/3940] lr: 2.089e-02, eta: 2 days, 6:25:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 3.7126, loss: 3.7126 +2025-06-24 10:12:01,108 - pyskl - INFO - Epoch [40][3500/3940] lr: 2.089e-02, eta: 2 days, 6:25:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 3.8068, loss: 3.8068 +2025-06-24 10:12:45,436 - pyskl - INFO - Epoch [40][3600/3940] lr: 2.088e-02, eta: 2 days, 6:24:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.7160, loss: 3.7160 +2025-06-24 10:13:29,666 - pyskl - INFO - Epoch [40][3700/3940] lr: 2.088e-02, eta: 2 days, 6:23:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9556, loss_cls: 3.6391, loss: 3.6391 +2025-06-24 10:14:13,857 - pyskl - INFO - Epoch [40][3800/3940] lr: 2.087e-02, eta: 2 days, 6:22:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 3.6704, loss: 3.6704 +2025-06-24 10:14:58,110 - pyskl - INFO - Epoch [40][3900/3940] lr: 2.087e-02, eta: 2 days, 6:21:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.6588, loss: 3.6588 +2025-06-24 10:15:16,120 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-24 10:33:12,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 10:33:13,431 - pyskl - INFO - +top1_acc 0.7380 +top5_acc 0.9508 +2025-06-24 10:33:13,451 - pyskl - INFO - Epoch(val) [40][3183] top1_acc: 0.7380, top5_acc: 0.9508 +2025-06-24 10:34:23,040 - pyskl - INFO - Epoch [41][100/3940] lr: 2.086e-02, eta: 2 days, 6:21:04, time: 0.696, data_time: 0.254, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7260, loss: 3.7260 +2025-06-24 10:35:07,281 - pyskl - INFO - Epoch [41][200/3940] lr: 2.085e-02, eta: 2 days, 6:20:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.6813, loss: 3.6813 +2025-06-24 10:35:51,619 - pyskl - INFO - Epoch [41][300/3940] lr: 2.085e-02, eta: 2 days, 6:19:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.7560, loss: 3.7560 +2025-06-24 10:36:35,998 - pyskl - INFO - Epoch [41][400/3940] lr: 2.084e-02, eta: 2 days, 6:18:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.7411, loss: 3.7411 +2025-06-24 10:37:20,314 - pyskl - INFO - Epoch [41][500/3940] lr: 2.084e-02, eta: 2 days, 6:17:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 3.5276, loss: 3.5276 +2025-06-24 10:38:04,572 - pyskl - INFO - Epoch [41][600/3940] lr: 2.083e-02, eta: 2 days, 6:17:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.6707, loss: 3.6707 +2025-06-24 10:38:49,115 - pyskl - INFO - Epoch [41][700/3940] lr: 2.083e-02, eta: 2 days, 6:16:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 3.8382, loss: 3.8382 +2025-06-24 10:39:33,503 - pyskl - INFO - Epoch [41][800/3940] lr: 2.082e-02, eta: 2 days, 6:15:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 3.6854, loss: 3.6854 +2025-06-24 10:40:17,933 - pyskl - INFO - Epoch [41][900/3940] lr: 2.082e-02, eta: 2 days, 6:14:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9531, loss_cls: 3.7478, loss: 3.7478 +2025-06-24 10:41:02,333 - pyskl - INFO - Epoch [41][1000/3940] lr: 2.081e-02, eta: 2 days, 6:13:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.6104, loss: 3.6104 +2025-06-24 10:41:46,803 - pyskl - INFO - Epoch [41][1100/3940] lr: 2.081e-02, eta: 2 days, 6:13:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 3.7732, loss: 3.7732 +2025-06-24 10:42:31,166 - pyskl - INFO - Epoch [41][1200/3940] lr: 2.080e-02, eta: 2 days, 6:12:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 3.7537, loss: 3.7537 +2025-06-24 10:43:15,572 - pyskl - INFO - Epoch [41][1300/3940] lr: 2.080e-02, eta: 2 days, 6:11:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9594, loss_cls: 3.6126, loss: 3.6126 +2025-06-24 10:44:00,163 - pyskl - INFO - Epoch [41][1400/3940] lr: 2.079e-02, eta: 2 days, 6:10:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.5920, loss: 3.5920 +2025-06-24 10:44:44,363 - pyskl - INFO - Epoch [41][1500/3940] lr: 2.079e-02, eta: 2 days, 6:10:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.6278, loss: 3.6278 +2025-06-24 10:45:28,566 - pyskl - INFO - Epoch [41][1600/3940] lr: 2.078e-02, eta: 2 days, 6:09:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9463, loss_cls: 3.8682, loss: 3.8682 +2025-06-24 10:46:12,778 - pyskl - INFO - Epoch [41][1700/3940] lr: 2.078e-02, eta: 2 days, 6:08:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9537, loss_cls: 3.5939, loss: 3.5939 +2025-06-24 10:46:56,910 - pyskl - INFO - Epoch [41][1800/3940] lr: 2.077e-02, eta: 2 days, 6:07:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9556, loss_cls: 3.6830, loss: 3.6830 +2025-06-24 10:47:41,264 - pyskl - INFO - Epoch [41][1900/3940] lr: 2.077e-02, eta: 2 days, 6:06:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 3.6794, loss: 3.6794 +2025-06-24 10:48:25,717 - pyskl - INFO - Epoch [41][2000/3940] lr: 2.076e-02, eta: 2 days, 6:06:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.5655, loss: 3.5655 +2025-06-24 10:49:09,792 - pyskl - INFO - Epoch [41][2100/3940] lr: 2.076e-02, eta: 2 days, 6:05:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 3.7217, loss: 3.7217 +2025-06-24 10:49:54,265 - pyskl - INFO - Epoch [41][2200/3940] lr: 2.075e-02, eta: 2 days, 6:04:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9506, loss_cls: 3.7178, loss: 3.7178 +2025-06-24 10:50:38,785 - pyskl - INFO - Epoch [41][2300/3940] lr: 2.075e-02, eta: 2 days, 6:03:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 3.6726, loss: 3.6726 +2025-06-24 10:51:22,938 - pyskl - INFO - Epoch [41][2400/3940] lr: 2.074e-02, eta: 2 days, 6:02:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.6270, loss: 3.6270 +2025-06-24 10:52:07,206 - pyskl - INFO - Epoch [41][2500/3940] lr: 2.074e-02, eta: 2 days, 6:02:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 3.6157, loss: 3.6157 +2025-06-24 10:52:51,485 - pyskl - INFO - Epoch [41][2600/3940] lr: 2.074e-02, eta: 2 days, 6:01:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9494, loss_cls: 3.7413, loss: 3.7413 +2025-06-24 10:53:35,671 - pyskl - INFO - Epoch [41][2700/3940] lr: 2.073e-02, eta: 2 days, 6:00:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6475, loss: 3.6475 +2025-06-24 10:54:19,910 - pyskl - INFO - Epoch [41][2800/3940] lr: 2.072e-02, eta: 2 days, 5:59:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.6734, loss: 3.6734 +2025-06-24 10:55:04,095 - pyskl - INFO - Epoch [41][2900/3940] lr: 2.072e-02, eta: 2 days, 5:58:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.5868, loss: 3.5868 +2025-06-24 10:55:48,380 - pyskl - INFO - Epoch [41][3000/3940] lr: 2.071e-02, eta: 2 days, 5:58:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 3.7772, loss: 3.7772 +2025-06-24 10:56:32,808 - pyskl - INFO - Epoch [41][3100/3940] lr: 2.071e-02, eta: 2 days, 5:57:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9513, loss_cls: 3.7849, loss: 3.7849 +2025-06-24 10:57:17,235 - pyskl - INFO - Epoch [41][3200/3940] lr: 2.070e-02, eta: 2 days, 5:56:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 3.6318, loss: 3.6318 +2025-06-24 10:58:01,726 - pyskl - INFO - Epoch [41][3300/3940] lr: 2.070e-02, eta: 2 days, 5:55:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9556, loss_cls: 3.6530, loss: 3.6530 +2025-06-24 10:58:46,170 - pyskl - INFO - Epoch [41][3400/3940] lr: 2.069e-02, eta: 2 days, 5:55:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9475, loss_cls: 3.7491, loss: 3.7491 +2025-06-24 10:59:30,719 - pyskl - INFO - Epoch [41][3500/3940] lr: 2.069e-02, eta: 2 days, 5:54:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9487, loss_cls: 3.8338, loss: 3.8338 +2025-06-24 11:00:15,180 - pyskl - INFO - Epoch [41][3600/3940] lr: 2.068e-02, eta: 2 days, 5:53:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.7357, loss: 3.7357 +2025-06-24 11:00:59,766 - pyskl - INFO - Epoch [41][3700/3940] lr: 2.068e-02, eta: 2 days, 5:52:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 3.6580, loss: 3.6580 +2025-06-24 11:01:44,159 - pyskl - INFO - Epoch [41][3800/3940] lr: 2.067e-02, eta: 2 days, 5:51:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 3.6856, loss: 3.6856 +2025-06-24 11:02:28,522 - pyskl - INFO - Epoch [41][3900/3940] lr: 2.067e-02, eta: 2 days, 5:51:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9550, loss_cls: 3.6979, loss: 3.6979 +2025-06-24 11:02:46,600 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-24 11:06:10,988 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 11:06:11,453 - pyskl - INFO - +top1_acc 0.6790 +top5_acc 0.9174 +2025-06-24 11:06:11,471 - pyskl - INFO - Epoch(val) [41][3183] top1_acc: 0.6790, top5_acc: 0.9174 +2025-06-24 11:07:21,018 - pyskl - INFO - Epoch [42][100/3940] lr: 2.066e-02, eta: 2 days, 5:50:20, time: 0.695, data_time: 0.253, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9575, loss_cls: 3.6080, loss: 3.6080 +2025-06-24 11:08:05,398 - pyskl - INFO - Epoch [42][200/3940] lr: 2.066e-02, eta: 2 days, 5:49:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9569, loss_cls: 3.6210, loss: 3.6210 +2025-06-24 11:08:49,948 - pyskl - INFO - Epoch [42][300/3940] lr: 2.065e-02, eta: 2 days, 5:48:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9581, loss_cls: 3.6590, loss: 3.6590 +2025-06-24 11:09:34,307 - pyskl - INFO - Epoch [42][400/3940] lr: 2.065e-02, eta: 2 days, 5:47:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.5762, loss: 3.5762 +2025-06-24 11:10:18,810 - pyskl - INFO - Epoch [42][500/3940] lr: 2.064e-02, eta: 2 days, 5:47:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9537, loss_cls: 3.6480, loss: 3.6480 +2025-06-24 11:11:03,307 - pyskl - INFO - Epoch [42][600/3940] lr: 2.064e-02, eta: 2 days, 5:46:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9537, loss_cls: 3.7624, loss: 3.7624 +2025-06-24 11:11:47,810 - pyskl - INFO - Epoch [42][700/3940] lr: 2.063e-02, eta: 2 days, 5:45:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9594, loss_cls: 3.6529, loss: 3.6529 +2025-06-24 11:12:32,114 - pyskl - INFO - Epoch [42][800/3940] lr: 2.063e-02, eta: 2 days, 5:44:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 3.6981, loss: 3.6981 +2025-06-24 11:13:16,444 - pyskl - INFO - Epoch [42][900/3940] lr: 2.062e-02, eta: 2 days, 5:44:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 3.6872, loss: 3.6872 +2025-06-24 11:14:00,812 - pyskl - INFO - Epoch [42][1000/3940] lr: 2.062e-02, eta: 2 days, 5:43:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.6718, loss: 3.6718 +2025-06-24 11:14:45,151 - pyskl - INFO - Epoch [42][1100/3940] lr: 2.061e-02, eta: 2 days, 5:42:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9544, loss_cls: 3.6468, loss: 3.6468 +2025-06-24 11:15:29,456 - pyskl - INFO - Epoch [42][1200/3940] lr: 2.061e-02, eta: 2 days, 5:41:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9513, loss_cls: 3.7406, loss: 3.7406 +2025-06-24 11:16:13,788 - pyskl - INFO - Epoch [42][1300/3940] lr: 2.060e-02, eta: 2 days, 5:40:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9519, loss_cls: 3.7380, loss: 3.7380 +2025-06-24 11:16:58,068 - pyskl - INFO - Epoch [42][1400/3940] lr: 2.060e-02, eta: 2 days, 5:40:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.5507, loss: 3.5507 +2025-06-24 11:17:42,433 - pyskl - INFO - Epoch [42][1500/3940] lr: 2.059e-02, eta: 2 days, 5:39:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.6327, loss: 3.6327 +2025-06-24 11:18:26,797 - pyskl - INFO - Epoch [42][1600/3940] lr: 2.059e-02, eta: 2 days, 5:38:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 3.7044, loss: 3.7044 +2025-06-24 11:19:11,163 - pyskl - INFO - Epoch [42][1700/3940] lr: 2.058e-02, eta: 2 days, 5:37:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.6679, loss: 3.6679 +2025-06-24 11:19:55,465 - pyskl - INFO - Epoch [42][1800/3940] lr: 2.058e-02, eta: 2 days, 5:36:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.6219, loss: 3.6219 +2025-06-24 11:20:39,757 - pyskl - INFO - Epoch [42][1900/3940] lr: 2.057e-02, eta: 2 days, 5:36:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.7007, loss: 3.7007 +2025-06-24 11:21:24,106 - pyskl - INFO - Epoch [42][2000/3940] lr: 2.057e-02, eta: 2 days, 5:35:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.6130, loss: 3.6130 +2025-06-24 11:22:08,382 - pyskl - INFO - Epoch [42][2100/3940] lr: 2.056e-02, eta: 2 days, 5:34:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.7351, loss: 3.7351 +2025-06-24 11:22:52,700 - pyskl - INFO - Epoch [42][2200/3940] lr: 2.056e-02, eta: 2 days, 5:33:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9531, loss_cls: 3.7990, loss: 3.7990 +2025-06-24 11:23:37,170 - pyskl - INFO - Epoch [42][2300/3940] lr: 2.055e-02, eta: 2 days, 5:33:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.7903, loss: 3.7903 +2025-06-24 11:24:21,401 - pyskl - INFO - Epoch [42][2400/3940] lr: 2.055e-02, eta: 2 days, 5:32:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.6632, loss: 3.6632 +2025-06-24 11:25:05,761 - pyskl - INFO - Epoch [42][2500/3940] lr: 2.054e-02, eta: 2 days, 5:31:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.6935, loss: 3.6935 +2025-06-24 11:25:50,053 - pyskl - INFO - Epoch [42][2600/3940] lr: 2.054e-02, eta: 2 days, 5:30:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 3.6082, loss: 3.6082 +2025-06-24 11:26:34,316 - pyskl - INFO - Epoch [42][2700/3940] lr: 2.053e-02, eta: 2 days, 5:29:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.6815, loss: 3.6815 +2025-06-24 11:27:18,519 - pyskl - INFO - Epoch [42][2800/3940] lr: 2.053e-02, eta: 2 days, 5:29:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9525, loss_cls: 3.7734, loss: 3.7734 +2025-06-24 11:28:02,672 - pyskl - INFO - Epoch [42][2900/3940] lr: 2.052e-02, eta: 2 days, 5:28:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9531, loss_cls: 3.7353, loss: 3.7353 +2025-06-24 11:28:46,927 - pyskl - INFO - Epoch [42][3000/3940] lr: 2.052e-02, eta: 2 days, 5:27:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 3.6554, loss: 3.6554 +2025-06-24 11:29:31,199 - pyskl - INFO - Epoch [42][3100/3940] lr: 2.051e-02, eta: 2 days, 5:26:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9519, loss_cls: 3.7283, loss: 3.7283 +2025-06-24 11:30:15,447 - pyskl - INFO - Epoch [42][3200/3940] lr: 2.051e-02, eta: 2 days, 5:25:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9600, loss_cls: 3.6173, loss: 3.6173 +2025-06-24 11:30:59,690 - pyskl - INFO - Epoch [42][3300/3940] lr: 2.050e-02, eta: 2 days, 5:25:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9525, loss_cls: 3.7330, loss: 3.7330 +2025-06-24 11:31:43,953 - pyskl - INFO - Epoch [42][3400/3940] lr: 2.050e-02, eta: 2 days, 5:24:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.7035, loss: 3.7035 +2025-06-24 11:32:28,312 - pyskl - INFO - Epoch [42][3500/3940] lr: 2.049e-02, eta: 2 days, 5:23:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 3.5841, loss: 3.5841 +2025-06-24 11:33:12,717 - pyskl - INFO - Epoch [42][3600/3940] lr: 2.049e-02, eta: 2 days, 5:22:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 3.7614, loss: 3.7614 +2025-06-24 11:33:57,184 - pyskl - INFO - Epoch [42][3700/3940] lr: 2.048e-02, eta: 2 days, 5:22:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6426, loss: 3.6426 +2025-06-24 11:34:41,660 - pyskl - INFO - Epoch [42][3800/3940] lr: 2.048e-02, eta: 2 days, 5:21:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.7599, loss: 3.7599 +2025-06-24 11:35:26,147 - pyskl - INFO - Epoch [42][3900/3940] lr: 2.047e-02, eta: 2 days, 5:20:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.6318, loss: 3.6318 +2025-06-24 11:35:44,254 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-24 11:39:08,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 11:39:09,219 - pyskl - INFO - +top1_acc 0.7314 +top5_acc 0.9429 +2025-06-24 11:39:09,239 - pyskl - INFO - Epoch(val) [42][3183] top1_acc: 0.7314, top5_acc: 0.9429 +2025-06-24 11:40:17,949 - pyskl - INFO - Epoch [43][100/3940] lr: 2.046e-02, eta: 2 days, 5:19:38, time: 0.687, data_time: 0.244, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9587, loss_cls: 3.5707, loss: 3.5707 +2025-06-24 11:41:02,246 - pyskl - INFO - Epoch [43][200/3940] lr: 2.046e-02, eta: 2 days, 5:18:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.5787, loss: 3.5787 +2025-06-24 11:41:46,727 - pyskl - INFO - Epoch [43][300/3940] lr: 2.045e-02, eta: 2 days, 5:18:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.7131, loss: 3.7131 +2025-06-24 11:42:30,988 - pyskl - INFO - Epoch [43][400/3940] lr: 2.045e-02, eta: 2 days, 5:17:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.7418, loss: 3.7418 +2025-06-24 11:43:15,206 - pyskl - INFO - Epoch [43][500/3940] lr: 2.044e-02, eta: 2 days, 5:16:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 3.5410, loss: 3.5410 +2025-06-24 11:43:59,565 - pyskl - INFO - Epoch [43][600/3940] lr: 2.044e-02, eta: 2 days, 5:15:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.5046, loss: 3.5046 +2025-06-24 11:44:43,790 - pyskl - INFO - Epoch [43][700/3940] lr: 2.043e-02, eta: 2 days, 5:14:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.7405, loss: 3.7405 +2025-06-24 11:45:28,036 - pyskl - INFO - Epoch [43][800/3940] lr: 2.043e-02, eta: 2 days, 5:14:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 3.6674, loss: 3.6674 +2025-06-24 11:46:12,342 - pyskl - INFO - Epoch [43][900/3940] lr: 2.042e-02, eta: 2 days, 5:13:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.5401, loss: 3.5401 +2025-06-24 11:46:56,641 - pyskl - INFO - Epoch [43][1000/3940] lr: 2.042e-02, eta: 2 days, 5:12:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 3.7154, loss: 3.7154 +2025-06-24 11:47:41,196 - pyskl - INFO - Epoch [43][1100/3940] lr: 2.041e-02, eta: 2 days, 5:11:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 3.7248, loss: 3.7248 +2025-06-24 11:48:25,873 - pyskl - INFO - Epoch [43][1200/3940] lr: 2.041e-02, eta: 2 days, 5:11:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 3.5563, loss: 3.5563 +2025-06-24 11:49:10,284 - pyskl - INFO - Epoch [43][1300/3940] lr: 2.040e-02, eta: 2 days, 5:10:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9506, loss_cls: 3.7703, loss: 3.7703 +2025-06-24 11:49:54,598 - pyskl - INFO - Epoch [43][1400/3940] lr: 2.040e-02, eta: 2 days, 5:09:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 3.6995, loss: 3.6995 +2025-06-24 11:50:38,906 - pyskl - INFO - Epoch [43][1500/3940] lr: 2.039e-02, eta: 2 days, 5:08:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9525, loss_cls: 3.6830, loss: 3.6830 +2025-06-24 11:51:23,158 - pyskl - INFO - Epoch [43][1600/3940] lr: 2.039e-02, eta: 2 days, 5:07:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9525, loss_cls: 3.6239, loss: 3.6239 +2025-06-24 11:52:07,355 - pyskl - INFO - Epoch [43][1700/3940] lr: 2.038e-02, eta: 2 days, 5:07:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 3.5501, loss: 3.5501 +2025-06-24 11:52:51,491 - pyskl - INFO - Epoch [43][1800/3940] lr: 2.038e-02, eta: 2 days, 5:06:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 3.7528, loss: 3.7528 +2025-06-24 11:53:35,792 - pyskl - INFO - Epoch [43][1900/3940] lr: 2.037e-02, eta: 2 days, 5:05:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.6502, loss: 3.6502 +2025-06-24 11:54:20,134 - pyskl - INFO - Epoch [43][2000/3940] lr: 2.037e-02, eta: 2 days, 5:04:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 3.6638, loss: 3.6638 +2025-06-24 11:55:04,550 - pyskl - INFO - Epoch [43][2100/3940] lr: 2.036e-02, eta: 2 days, 5:03:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 3.6088, loss: 3.6088 +2025-06-24 11:55:48,913 - pyskl - INFO - Epoch [43][2200/3940] lr: 2.035e-02, eta: 2 days, 5:03:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.6509, loss: 3.6509 +2025-06-24 11:56:33,218 - pyskl - INFO - Epoch [43][2300/3940] lr: 2.035e-02, eta: 2 days, 5:02:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9606, loss_cls: 3.6133, loss: 3.6133 +2025-06-24 11:57:17,558 - pyskl - INFO - Epoch [43][2400/3940] lr: 2.034e-02, eta: 2 days, 5:01:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.5401, loss: 3.5401 +2025-06-24 11:58:01,993 - pyskl - INFO - Epoch [43][2500/3940] lr: 2.034e-02, eta: 2 days, 5:00:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9556, loss_cls: 3.8074, loss: 3.8074 +2025-06-24 11:58:46,334 - pyskl - INFO - Epoch [43][2600/3940] lr: 2.033e-02, eta: 2 days, 5:00:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9513, loss_cls: 3.6324, loss: 3.6324 +2025-06-24 11:59:30,710 - pyskl - INFO - Epoch [43][2700/3940] lr: 2.033e-02, eta: 2 days, 4:59:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.6872, loss: 3.6872 +2025-06-24 12:00:15,027 - pyskl - INFO - Epoch [43][2800/3940] lr: 2.032e-02, eta: 2 days, 4:58:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 3.6898, loss: 3.6898 +2025-06-24 12:00:59,209 - pyskl - INFO - Epoch [43][2900/3940] lr: 2.032e-02, eta: 2 days, 4:57:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.7393, loss: 3.7393 +2025-06-24 12:01:43,479 - pyskl - INFO - Epoch [43][3000/3940] lr: 2.031e-02, eta: 2 days, 4:56:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.6690, loss: 3.6690 +2025-06-24 12:02:27,793 - pyskl - INFO - Epoch [43][3100/3940] lr: 2.031e-02, eta: 2 days, 4:56:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.5541, loss: 3.5541 +2025-06-24 12:03:12,151 - pyskl - INFO - Epoch [43][3200/3940] lr: 2.030e-02, eta: 2 days, 4:55:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 3.8463, loss: 3.8463 +2025-06-24 12:03:56,609 - pyskl - INFO - Epoch [43][3300/3940] lr: 2.030e-02, eta: 2 days, 4:54:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.6787, loss: 3.6787 +2025-06-24 12:04:41,038 - pyskl - INFO - Epoch [43][3400/3940] lr: 2.029e-02, eta: 2 days, 4:53:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 3.7803, loss: 3.7803 +2025-06-24 12:05:25,457 - pyskl - INFO - Epoch [43][3500/3940] lr: 2.029e-02, eta: 2 days, 4:52:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9519, loss_cls: 3.6664, loss: 3.6664 +2025-06-24 12:06:09,847 - pyskl - INFO - Epoch [43][3600/3940] lr: 2.028e-02, eta: 2 days, 4:52:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.6391, loss: 3.6391 +2025-06-24 12:06:54,325 - pyskl - INFO - Epoch [43][3700/3940] lr: 2.028e-02, eta: 2 days, 4:51:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9544, loss_cls: 3.6318, loss: 3.6318 +2025-06-24 12:07:38,762 - pyskl - INFO - Epoch [43][3800/3940] lr: 2.027e-02, eta: 2 days, 4:50:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.5849, loss: 3.5849 +2025-06-24 12:08:23,123 - pyskl - INFO - Epoch [43][3900/3940] lr: 2.027e-02, eta: 2 days, 4:49:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9556, loss_cls: 3.6109, loss: 3.6109 +2025-06-24 12:08:41,242 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-24 12:12:04,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:12:04,572 - pyskl - INFO - +top1_acc 0.7293 +top5_acc 0.9490 +2025-06-24 12:12:04,592 - pyskl - INFO - Epoch(val) [43][3183] top1_acc: 0.7293, top5_acc: 0.9490 +2025-06-24 12:13:13,738 - pyskl - INFO - Epoch [44][100/3940] lr: 2.026e-02, eta: 2 days, 4:49:01, time: 0.691, data_time: 0.250, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.6176, loss: 3.6176 +2025-06-24 12:13:57,944 - pyskl - INFO - Epoch [44][200/3940] lr: 2.025e-02, eta: 2 days, 4:48:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 3.5937, loss: 3.5937 +2025-06-24 12:14:42,152 - pyskl - INFO - Epoch [44][300/3940] lr: 2.025e-02, eta: 2 days, 4:47:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.5372, loss: 3.5372 +2025-06-24 12:15:26,507 - pyskl - INFO - Epoch [44][400/3940] lr: 2.024e-02, eta: 2 days, 4:46:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.6699, loss: 3.6699 +2025-06-24 12:16:10,779 - pyskl - INFO - Epoch [44][500/3940] lr: 2.024e-02, eta: 2 days, 4:45:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.5182, loss: 3.5182 +2025-06-24 12:16:54,900 - pyskl - INFO - Epoch [44][600/3940] lr: 2.023e-02, eta: 2 days, 4:45:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 3.6141, loss: 3.6141 +2025-06-24 12:17:39,078 - pyskl - INFO - Epoch [44][700/3940] lr: 2.023e-02, eta: 2 days, 4:44:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.5481, loss: 3.5481 +2025-06-24 12:18:23,335 - pyskl - INFO - Epoch [44][800/3940] lr: 2.022e-02, eta: 2 days, 4:43:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9644, loss_cls: 3.5565, loss: 3.5565 +2025-06-24 12:19:07,384 - pyskl - INFO - Epoch [44][900/3940] lr: 2.022e-02, eta: 2 days, 4:42:42, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 3.7068, loss: 3.7068 +2025-06-24 12:19:51,472 - pyskl - INFO - Epoch [44][1000/3940] lr: 2.021e-02, eta: 2 days, 4:41:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 3.7390, loss: 3.7390 +2025-06-24 12:20:35,688 - pyskl - INFO - Epoch [44][1100/3940] lr: 2.021e-02, eta: 2 days, 4:41:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.5758, loss: 3.5758 +2025-06-24 12:21:20,037 - pyskl - INFO - Epoch [44][1200/3940] lr: 2.020e-02, eta: 2 days, 4:40:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 3.5708, loss: 3.5708 +2025-06-24 12:22:04,424 - pyskl - INFO - Epoch [44][1300/3940] lr: 2.020e-02, eta: 2 days, 4:39:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 3.6222, loss: 3.6222 +2025-06-24 12:22:48,816 - pyskl - INFO - Epoch [44][1400/3940] lr: 2.019e-02, eta: 2 days, 4:38:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 3.5588, loss: 3.5588 +2025-06-24 12:23:33,119 - pyskl - INFO - Epoch [44][1500/3940] lr: 2.019e-02, eta: 2 days, 4:37:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 3.6636, loss: 3.6636 +2025-06-24 12:24:17,445 - pyskl - INFO - Epoch [44][1600/3940] lr: 2.018e-02, eta: 2 days, 4:37:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9550, loss_cls: 3.6275, loss: 3.6275 +2025-06-24 12:25:01,706 - pyskl - INFO - Epoch [44][1700/3940] lr: 2.018e-02, eta: 2 days, 4:36:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.6531, loss: 3.6531 +2025-06-24 12:25:46,031 - pyskl - INFO - Epoch [44][1800/3940] lr: 2.017e-02, eta: 2 days, 4:35:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 3.5478, loss: 3.5478 +2025-06-24 12:26:30,291 - pyskl - INFO - Epoch [44][1900/3940] lr: 2.017e-02, eta: 2 days, 4:34:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9531, loss_cls: 3.7394, loss: 3.7394 +2025-06-24 12:27:14,530 - pyskl - INFO - Epoch [44][2000/3940] lr: 2.016e-02, eta: 2 days, 4:34:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.7384, loss: 3.7384 +2025-06-24 12:27:58,770 - pyskl - INFO - Epoch [44][2100/3940] lr: 2.015e-02, eta: 2 days, 4:33:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.6016, loss: 3.6016 +2025-06-24 12:28:43,036 - pyskl - INFO - Epoch [44][2200/3940] lr: 2.015e-02, eta: 2 days, 4:32:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.7017, loss: 3.7017 +2025-06-24 12:29:27,315 - pyskl - INFO - Epoch [44][2300/3940] lr: 2.014e-02, eta: 2 days, 4:31:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 3.7294, loss: 3.7294 +2025-06-24 12:30:11,581 - pyskl - INFO - Epoch [44][2400/3940] lr: 2.014e-02, eta: 2 days, 4:30:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9525, loss_cls: 3.7848, loss: 3.7848 +2025-06-24 12:30:55,853 - pyskl - INFO - Epoch [44][2500/3940] lr: 2.013e-02, eta: 2 days, 4:30:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9537, loss_cls: 3.7433, loss: 3.7433 +2025-06-24 12:31:40,137 - pyskl - INFO - Epoch [44][2600/3940] lr: 2.013e-02, eta: 2 days, 4:29:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.7254, loss: 3.7254 +2025-06-24 12:32:24,539 - pyskl - INFO - Epoch [44][2700/3940] lr: 2.012e-02, eta: 2 days, 4:28:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.5161, loss: 3.5161 +2025-06-24 12:33:09,215 - pyskl - INFO - Epoch [44][2800/3940] lr: 2.012e-02, eta: 2 days, 4:27:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 3.6932, loss: 3.6932 +2025-06-24 12:33:53,617 - pyskl - INFO - Epoch [44][2900/3940] lr: 2.011e-02, eta: 2 days, 4:27:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 3.5938, loss: 3.5938 +2025-06-24 12:34:38,133 - pyskl - INFO - Epoch [44][3000/3940] lr: 2.011e-02, eta: 2 days, 4:26:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 3.7502, loss: 3.7502 +2025-06-24 12:35:22,762 - pyskl - INFO - Epoch [44][3100/3940] lr: 2.010e-02, eta: 2 days, 4:25:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.7214, loss: 3.7214 +2025-06-24 12:36:07,328 - pyskl - INFO - Epoch [44][3200/3940] lr: 2.010e-02, eta: 2 days, 4:24:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.5861, loss: 3.5861 +2025-06-24 12:36:51,967 - pyskl - INFO - Epoch [44][3300/3940] lr: 2.009e-02, eta: 2 days, 4:23:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9494, loss_cls: 3.6899, loss: 3.6899 +2025-06-24 12:37:36,412 - pyskl - INFO - Epoch [44][3400/3940] lr: 2.009e-02, eta: 2 days, 4:23:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9450, loss_cls: 3.7764, loss: 3.7764 +2025-06-24 12:38:20,732 - pyskl - INFO - Epoch [44][3500/3940] lr: 2.008e-02, eta: 2 days, 4:22:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 3.6316, loss: 3.6316 +2025-06-24 12:39:05,232 - pyskl - INFO - Epoch [44][3600/3940] lr: 2.008e-02, eta: 2 days, 4:21:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.6776, loss: 3.6776 +2025-06-24 12:39:49,608 - pyskl - INFO - Epoch [44][3700/3940] lr: 2.007e-02, eta: 2 days, 4:20:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 3.6966, loss: 3.6966 +2025-06-24 12:40:33,936 - pyskl - INFO - Epoch [44][3800/3940] lr: 2.006e-02, eta: 2 days, 4:20:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.6184, loss: 3.6184 +2025-06-24 12:41:18,247 - pyskl - INFO - Epoch [44][3900/3940] lr: 2.006e-02, eta: 2 days, 4:19:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9525, loss_cls: 3.6371, loss: 3.6371 +2025-06-24 12:41:36,317 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-24 12:44:58,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 12:44:59,253 - pyskl - INFO - +top1_acc 0.7561 +top5_acc 0.9496 +2025-06-24 12:44:59,311 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_30.pth was removed +2025-06-24 12:45:00,332 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2025-06-24 12:45:00,334 - pyskl - INFO - Best top1_acc is 0.7561 at 44 epoch. +2025-06-24 12:45:00,352 - pyskl - INFO - Epoch(val) [44][3183] top1_acc: 0.7561, top5_acc: 0.9496 +2025-06-24 12:46:09,484 - pyskl - INFO - Epoch [45][100/3940] lr: 2.005e-02, eta: 2 days, 4:18:26, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 3.6055, loss: 3.6055 +2025-06-24 12:46:53,693 - pyskl - INFO - Epoch [45][200/3940] lr: 2.005e-02, eta: 2 days, 4:17:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9594, loss_cls: 3.5391, loss: 3.5391 +2025-06-24 12:47:37,910 - pyskl - INFO - Epoch [45][300/3940] lr: 2.004e-02, eta: 2 days, 4:16:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 3.6064, loss: 3.6064 +2025-06-24 12:48:22,358 - pyskl - INFO - Epoch [45][400/3940] lr: 2.004e-02, eta: 2 days, 4:16:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.6359, loss: 3.6359 +2025-06-24 12:49:06,870 - pyskl - INFO - Epoch [45][500/3940] lr: 2.003e-02, eta: 2 days, 4:15:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.5478, loss: 3.5478 +2025-06-24 12:49:51,121 - pyskl - INFO - Epoch [45][600/3940] lr: 2.003e-02, eta: 2 days, 4:14:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.6216, loss: 3.6216 +2025-06-24 12:50:35,425 - pyskl - INFO - Epoch [45][700/3940] lr: 2.002e-02, eta: 2 days, 4:13:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.5104, loss: 3.5104 +2025-06-24 12:51:19,676 - pyskl - INFO - Epoch [45][800/3940] lr: 2.002e-02, eta: 2 days, 4:12:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9569, loss_cls: 3.6787, loss: 3.6787 +2025-06-24 12:52:04,077 - pyskl - INFO - Epoch [45][900/3940] lr: 2.001e-02, eta: 2 days, 4:12:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 3.6469, loss: 3.6469 +2025-06-24 12:52:48,365 - pyskl - INFO - Epoch [45][1000/3940] lr: 2.000e-02, eta: 2 days, 4:11:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9575, loss_cls: 3.6164, loss: 3.6164 +2025-06-24 12:53:32,725 - pyskl - INFO - Epoch [45][1100/3940] lr: 2.000e-02, eta: 2 days, 4:10:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.5771, loss: 3.5771 +2025-06-24 12:54:17,137 - pyskl - INFO - Epoch [45][1200/3940] lr: 1.999e-02, eta: 2 days, 4:09:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9513, loss_cls: 3.6487, loss: 3.6487 +2025-06-24 12:55:01,687 - pyskl - INFO - Epoch [45][1300/3940] lr: 1.999e-02, eta: 2 days, 4:09:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9625, loss_cls: 3.6638, loss: 3.6638 +2025-06-24 12:55:46,111 - pyskl - INFO - Epoch [45][1400/3940] lr: 1.998e-02, eta: 2 days, 4:08:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 3.7334, loss: 3.7334 +2025-06-24 12:56:30,485 - pyskl - INFO - Epoch [45][1500/3940] lr: 1.998e-02, eta: 2 days, 4:07:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.6268, loss: 3.6268 +2025-06-24 12:57:14,744 - pyskl - INFO - Epoch [45][1600/3940] lr: 1.997e-02, eta: 2 days, 4:06:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9544, loss_cls: 3.7758, loss: 3.7758 +2025-06-24 12:57:59,104 - pyskl - INFO - Epoch [45][1700/3940] lr: 1.997e-02, eta: 2 days, 4:05:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.5385, loss: 3.5385 +2025-06-24 12:58:43,522 - pyskl - INFO - Epoch [45][1800/3940] lr: 1.996e-02, eta: 2 days, 4:05:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 3.5441, loss: 3.5441 +2025-06-24 12:59:27,959 - pyskl - INFO - Epoch [45][1900/3940] lr: 1.996e-02, eta: 2 days, 4:04:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 3.6727, loss: 3.6727 +2025-06-24 13:00:12,217 - pyskl - INFO - Epoch [45][2000/3940] lr: 1.995e-02, eta: 2 days, 4:03:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.7429, loss: 3.7429 +2025-06-24 13:00:56,611 - pyskl - INFO - Epoch [45][2100/3940] lr: 1.995e-02, eta: 2 days, 4:02:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.6531, loss: 3.6531 +2025-06-24 13:01:41,161 - pyskl - INFO - Epoch [45][2200/3940] lr: 1.994e-02, eta: 2 days, 4:02:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.6165, loss: 3.6165 +2025-06-24 13:02:25,565 - pyskl - INFO - Epoch [45][2300/3940] lr: 1.994e-02, eta: 2 days, 4:01:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.6631, loss: 3.6631 +2025-06-24 13:03:09,866 - pyskl - INFO - Epoch [45][2400/3940] lr: 1.993e-02, eta: 2 days, 4:00:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 3.6312, loss: 3.6312 +2025-06-24 13:03:54,115 - pyskl - INFO - Epoch [45][2500/3940] lr: 1.992e-02, eta: 2 days, 3:59:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.6615, loss: 3.6615 +2025-06-24 13:04:38,354 - pyskl - INFO - Epoch [45][2600/3940] lr: 1.992e-02, eta: 2 days, 3:58:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 3.5861, loss: 3.5861 +2025-06-24 13:05:22,655 - pyskl - INFO - Epoch [45][2700/3940] lr: 1.991e-02, eta: 2 days, 3:58:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.6578, loss: 3.6578 +2025-06-24 13:06:07,113 - pyskl - INFO - Epoch [45][2800/3940] lr: 1.991e-02, eta: 2 days, 3:57:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.6943, loss: 3.6943 +2025-06-24 13:06:51,747 - pyskl - INFO - Epoch [45][2900/3940] lr: 1.990e-02, eta: 2 days, 3:56:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.5440, loss: 3.5440 +2025-06-24 13:07:36,186 - pyskl - INFO - Epoch [45][3000/3940] lr: 1.990e-02, eta: 2 days, 3:55:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 3.8234, loss: 3.8234 +2025-06-24 13:08:20,665 - pyskl - INFO - Epoch [45][3100/3940] lr: 1.989e-02, eta: 2 days, 3:55:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 3.7479, loss: 3.7479 +2025-06-24 13:09:05,068 - pyskl - INFO - Epoch [45][3200/3940] lr: 1.989e-02, eta: 2 days, 3:54:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 3.6498, loss: 3.6498 +2025-06-24 13:09:49,475 - pyskl - INFO - Epoch [45][3300/3940] lr: 1.988e-02, eta: 2 days, 3:53:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9525, loss_cls: 3.7375, loss: 3.7375 +2025-06-24 13:10:33,881 - pyskl - INFO - Epoch [45][3400/3940] lr: 1.988e-02, eta: 2 days, 3:52:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9500, loss_cls: 3.6398, loss: 3.6398 +2025-06-24 13:11:18,310 - pyskl - INFO - Epoch [45][3500/3940] lr: 1.987e-02, eta: 2 days, 3:51:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.5279, loss: 3.5279 +2025-06-24 13:12:02,712 - pyskl - INFO - Epoch [45][3600/3940] lr: 1.987e-02, eta: 2 days, 3:51:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 3.6024, loss: 3.6024 +2025-06-24 13:12:47,095 - pyskl - INFO - Epoch [45][3700/3940] lr: 1.986e-02, eta: 2 days, 3:50:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 3.6208, loss: 3.6208 +2025-06-24 13:13:31,498 - pyskl - INFO - Epoch [45][3800/3940] lr: 1.985e-02, eta: 2 days, 3:49:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.6025, loss: 3.6025 +2025-06-24 13:14:15,888 - pyskl - INFO - Epoch [45][3900/3940] lr: 1.985e-02, eta: 2 days, 3:48:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 3.6368, loss: 3.6368 +2025-06-24 13:14:33,931 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-24 13:33:04,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 13:33:05,355 - pyskl - INFO - +top1_acc 0.7018 +top5_acc 0.9302 +2025-06-24 13:33:05,375 - pyskl - INFO - Epoch(val) [45][3183] top1_acc: 0.7018, top5_acc: 0.9302 +2025-06-24 13:34:15,005 - pyskl - INFO - Epoch [46][100/3940] lr: 1.984e-02, eta: 2 days, 3:48:01, time: 0.696, data_time: 0.251, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9600, loss_cls: 3.5029, loss: 3.5029 +2025-06-24 13:34:59,293 - pyskl - INFO - Epoch [46][200/3940] lr: 1.984e-02, eta: 2 days, 3:47:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9619, loss_cls: 3.5914, loss: 3.5914 +2025-06-24 13:35:43,686 - pyskl - INFO - Epoch [46][300/3940] lr: 1.983e-02, eta: 2 days, 3:46:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.5931, loss: 3.5931 +2025-06-24 13:36:28,046 - pyskl - INFO - Epoch [46][400/3940] lr: 1.983e-02, eta: 2 days, 3:45:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9594, loss_cls: 3.5315, loss: 3.5315 +2025-06-24 13:37:12,557 - pyskl - INFO - Epoch [46][500/3940] lr: 1.982e-02, eta: 2 days, 3:44:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.5578, loss: 3.5578 +2025-06-24 13:37:56,977 - pyskl - INFO - Epoch [46][600/3940] lr: 1.982e-02, eta: 2 days, 3:44:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.5401, loss: 3.5401 +2025-06-24 13:38:41,314 - pyskl - INFO - Epoch [46][700/3940] lr: 1.981e-02, eta: 2 days, 3:43:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9550, loss_cls: 3.6657, loss: 3.6657 +2025-06-24 13:39:25,709 - pyskl - INFO - Epoch [46][800/3940] lr: 1.980e-02, eta: 2 days, 3:42:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 3.5628, loss: 3.5628 +2025-06-24 13:40:10,119 - pyskl - INFO - Epoch [46][900/3940] lr: 1.980e-02, eta: 2 days, 3:41:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9631, loss_cls: 3.4511, loss: 3.4511 +2025-06-24 13:40:54,486 - pyskl - INFO - Epoch [46][1000/3940] lr: 1.979e-02, eta: 2 days, 3:41:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 3.6372, loss: 3.6372 +2025-06-24 13:41:38,918 - pyskl - INFO - Epoch [46][1100/3940] lr: 1.979e-02, eta: 2 days, 3:40:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9563, loss_cls: 3.6081, loss: 3.6081 +2025-06-24 13:42:23,454 - pyskl - INFO - Epoch [46][1200/3940] lr: 1.978e-02, eta: 2 days, 3:39:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 3.5918, loss: 3.5918 +2025-06-24 13:43:07,927 - pyskl - INFO - Epoch [46][1300/3940] lr: 1.978e-02, eta: 2 days, 3:38:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 3.6810, loss: 3.6810 +2025-06-24 13:43:52,373 - pyskl - INFO - Epoch [46][1400/3940] lr: 1.977e-02, eta: 2 days, 3:37:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9556, loss_cls: 3.7013, loss: 3.7013 +2025-06-24 13:44:36,667 - pyskl - INFO - Epoch [46][1500/3940] lr: 1.977e-02, eta: 2 days, 3:37:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.5719, loss: 3.5719 +2025-06-24 13:45:21,108 - pyskl - INFO - Epoch [46][1600/3940] lr: 1.976e-02, eta: 2 days, 3:36:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.7534, loss: 3.7534 +2025-06-24 13:46:05,837 - pyskl - INFO - Epoch [46][1700/3940] lr: 1.976e-02, eta: 2 days, 3:35:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9544, loss_cls: 3.6028, loss: 3.6028 +2025-06-24 13:46:50,352 - pyskl - INFO - Epoch [46][1800/3940] lr: 1.975e-02, eta: 2 days, 3:34:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 3.6409, loss: 3.6409 +2025-06-24 13:47:34,768 - pyskl - INFO - Epoch [46][1900/3940] lr: 1.974e-02, eta: 2 days, 3:34:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 3.6214, loss: 3.6214 +2025-06-24 13:48:19,136 - pyskl - INFO - Epoch [46][2000/3940] lr: 1.974e-02, eta: 2 days, 3:33:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 3.6762, loss: 3.6762 +2025-06-24 13:49:03,530 - pyskl - INFO - Epoch [46][2100/3940] lr: 1.973e-02, eta: 2 days, 3:32:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.6321, loss: 3.6321 +2025-06-24 13:49:47,788 - pyskl - INFO - Epoch [46][2200/3940] lr: 1.973e-02, eta: 2 days, 3:31:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.6107, loss: 3.6107 +2025-06-24 13:50:32,053 - pyskl - INFO - Epoch [46][2300/3940] lr: 1.972e-02, eta: 2 days, 3:30:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 3.7089, loss: 3.7089 +2025-06-24 13:51:16,432 - pyskl - INFO - Epoch [46][2400/3940] lr: 1.972e-02, eta: 2 days, 3:30:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 3.6331, loss: 3.6331 +2025-06-24 13:52:00,723 - pyskl - INFO - Epoch [46][2500/3940] lr: 1.971e-02, eta: 2 days, 3:29:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9587, loss_cls: 3.6476, loss: 3.6476 +2025-06-24 13:52:44,980 - pyskl - INFO - Epoch [46][2600/3940] lr: 1.971e-02, eta: 2 days, 3:28:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9587, loss_cls: 3.6220, loss: 3.6220 +2025-06-24 13:53:29,305 - pyskl - INFO - Epoch [46][2700/3940] lr: 1.970e-02, eta: 2 days, 3:27:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9531, loss_cls: 3.6290, loss: 3.6290 +2025-06-24 13:54:13,455 - pyskl - INFO - Epoch [46][2800/3940] lr: 1.970e-02, eta: 2 days, 3:27:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 3.5267, loss: 3.5267 +2025-06-24 13:54:57,834 - pyskl - INFO - Epoch [46][2900/3940] lr: 1.969e-02, eta: 2 days, 3:26:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.5908, loss: 3.5908 +2025-06-24 13:55:42,023 - pyskl - INFO - Epoch [46][3000/3940] lr: 1.969e-02, eta: 2 days, 3:25:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.6169, loss: 3.6169 +2025-06-24 13:56:26,213 - pyskl - INFO - Epoch [46][3100/3940] lr: 1.968e-02, eta: 2 days, 3:24:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.5255, loss: 3.5255 +2025-06-24 13:57:10,539 - pyskl - INFO - Epoch [46][3200/3940] lr: 1.967e-02, eta: 2 days, 3:23:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9631, loss_cls: 3.6409, loss: 3.6409 +2025-06-24 13:57:54,811 - pyskl - INFO - Epoch [46][3300/3940] lr: 1.967e-02, eta: 2 days, 3:23:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.6416, loss: 3.6416 +2025-06-24 13:58:39,023 - pyskl - INFO - Epoch [46][3400/3940] lr: 1.966e-02, eta: 2 days, 3:22:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.5382, loss: 3.5382 +2025-06-24 13:59:23,270 - pyskl - INFO - Epoch [46][3500/3940] lr: 1.966e-02, eta: 2 days, 3:21:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 3.6220, loss: 3.6220 +2025-06-24 14:00:07,477 - pyskl - INFO - Epoch [46][3600/3940] lr: 1.965e-02, eta: 2 days, 3:20:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9556, loss_cls: 3.6265, loss: 3.6265 +2025-06-24 14:00:51,685 - pyskl - INFO - Epoch [46][3700/3940] lr: 1.965e-02, eta: 2 days, 3:19:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.6710, loss: 3.6710 +2025-06-24 14:01:36,014 - pyskl - INFO - Epoch [46][3800/3940] lr: 1.964e-02, eta: 2 days, 3:19:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 3.6926, loss: 3.6926 +2025-06-24 14:02:20,411 - pyskl - INFO - Epoch [46][3900/3940] lr: 1.964e-02, eta: 2 days, 3:18:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.5802, loss: 3.5802 +2025-06-24 14:02:38,611 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-24 14:06:02,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:06:03,420 - pyskl - INFO - +top1_acc 0.7563 +top5_acc 0.9524 +2025-06-24 14:06:03,474 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_44.pth was removed +2025-06-24 14:06:04,473 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-06-24 14:06:04,476 - pyskl - INFO - Best top1_acc is 0.7563 at 46 epoch. +2025-06-24 14:06:04,494 - pyskl - INFO - Epoch(val) [46][3183] top1_acc: 0.7563, top5_acc: 0.9524 +2025-06-24 14:07:14,199 - pyskl - INFO - Epoch [47][100/3940] lr: 1.963e-02, eta: 2 days, 3:17:36, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 3.6542, loss: 3.6542 +2025-06-24 14:07:58,536 - pyskl - INFO - Epoch [47][200/3940] lr: 1.962e-02, eta: 2 days, 3:16:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.5309, loss: 3.5309 +2025-06-24 14:08:42,914 - pyskl - INFO - Epoch [47][300/3940] lr: 1.962e-02, eta: 2 days, 3:16:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.5305, loss: 3.5305 +2025-06-24 14:09:27,121 - pyskl - INFO - Epoch [47][400/3940] lr: 1.961e-02, eta: 2 days, 3:15:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.6193, loss: 3.6193 +2025-06-24 14:10:11,377 - pyskl - INFO - Epoch [47][500/3940] lr: 1.961e-02, eta: 2 days, 3:14:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.6738, loss: 3.6738 +2025-06-24 14:10:55,645 - pyskl - INFO - Epoch [47][600/3940] lr: 1.960e-02, eta: 2 days, 3:13:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 3.5559, loss: 3.5559 +2025-06-24 14:11:39,968 - pyskl - INFO - Epoch [47][700/3940] lr: 1.960e-02, eta: 2 days, 3:12:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 3.6031, loss: 3.6031 +2025-06-24 14:12:24,184 - pyskl - INFO - Epoch [47][800/3940] lr: 1.959e-02, eta: 2 days, 3:12:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 3.6795, loss: 3.6795 +2025-06-24 14:13:08,497 - pyskl - INFO - Epoch [47][900/3940] lr: 1.958e-02, eta: 2 days, 3:11:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9531, loss_cls: 3.6773, loss: 3.6773 +2025-06-24 14:13:52,765 - pyskl - INFO - Epoch [47][1000/3940] lr: 1.958e-02, eta: 2 days, 3:10:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.4832, loss: 3.4832 +2025-06-24 14:14:37,069 - pyskl - INFO - Epoch [47][1100/3940] lr: 1.957e-02, eta: 2 days, 3:09:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9600, loss_cls: 3.5701, loss: 3.5701 +2025-06-24 14:15:21,729 - pyskl - INFO - Epoch [47][1200/3940] lr: 1.957e-02, eta: 2 days, 3:09:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 3.5567, loss: 3.5567 +2025-06-24 14:16:06,294 - pyskl - INFO - Epoch [47][1300/3940] lr: 1.956e-02, eta: 2 days, 3:08:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 3.6278, loss: 3.6278 +2025-06-24 14:16:50,748 - pyskl - INFO - Epoch [47][1400/3940] lr: 1.956e-02, eta: 2 days, 3:07:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.5636, loss: 3.5636 +2025-06-24 14:17:35,106 - pyskl - INFO - Epoch [47][1500/3940] lr: 1.955e-02, eta: 2 days, 3:06:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 3.6821, loss: 3.6821 +2025-06-24 14:18:19,459 - pyskl - INFO - Epoch [47][1600/3940] lr: 1.955e-02, eta: 2 days, 3:05:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 3.5850, loss: 3.5850 +2025-06-24 14:19:04,005 - pyskl - INFO - Epoch [47][1700/3940] lr: 1.954e-02, eta: 2 days, 3:05:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.6250, loss: 3.6250 +2025-06-24 14:19:48,467 - pyskl - INFO - Epoch [47][1800/3940] lr: 1.954e-02, eta: 2 days, 3:04:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.5362, loss: 3.5362 +2025-06-24 14:20:32,857 - pyskl - INFO - Epoch [47][1900/3940] lr: 1.953e-02, eta: 2 days, 3:03:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.5766, loss: 3.5766 +2025-06-24 14:21:17,091 - pyskl - INFO - Epoch [47][2000/3940] lr: 1.952e-02, eta: 2 days, 3:02:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 3.7207, loss: 3.7207 +2025-06-24 14:22:01,402 - pyskl - INFO - Epoch [47][2100/3940] lr: 1.952e-02, eta: 2 days, 3:02:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 3.5601, loss: 3.5601 +2025-06-24 14:22:45,795 - pyskl - INFO - Epoch [47][2200/3940] lr: 1.951e-02, eta: 2 days, 3:01:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9600, loss_cls: 3.6653, loss: 3.6653 +2025-06-24 14:23:30,232 - pyskl - INFO - Epoch [47][2300/3940] lr: 1.951e-02, eta: 2 days, 3:00:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.6190, loss: 3.6190 +2025-06-24 14:24:14,589 - pyskl - INFO - Epoch [47][2400/3940] lr: 1.950e-02, eta: 2 days, 2:59:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 3.5458, loss: 3.5458 +2025-06-24 14:24:58,902 - pyskl - INFO - Epoch [47][2500/3940] lr: 1.950e-02, eta: 2 days, 2:58:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.5906, loss: 3.5906 +2025-06-24 14:25:43,194 - pyskl - INFO - Epoch [47][2600/3940] lr: 1.949e-02, eta: 2 days, 2:58:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.4854, loss: 3.4854 +2025-06-24 14:26:27,647 - pyskl - INFO - Epoch [47][2700/3940] lr: 1.949e-02, eta: 2 days, 2:57:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9525, loss_cls: 3.5810, loss: 3.5810 +2025-06-24 14:27:12,180 - pyskl - INFO - Epoch [47][2800/3940] lr: 1.948e-02, eta: 2 days, 2:56:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9563, loss_cls: 3.5813, loss: 3.5813 +2025-06-24 14:27:56,451 - pyskl - INFO - Epoch [47][2900/3940] lr: 1.947e-02, eta: 2 days, 2:55:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 3.6854, loss: 3.6854 +2025-06-24 14:28:40,812 - pyskl - INFO - Epoch [47][3000/3940] lr: 1.947e-02, eta: 2 days, 2:55:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9556, loss_cls: 3.5961, loss: 3.5961 +2025-06-24 14:29:25,138 - pyskl - INFO - Epoch [47][3100/3940] lr: 1.946e-02, eta: 2 days, 2:54:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 3.7438, loss: 3.7438 +2025-06-24 14:30:09,444 - pyskl - INFO - Epoch [47][3200/3940] lr: 1.946e-02, eta: 2 days, 2:53:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.5359, loss: 3.5359 +2025-06-24 14:30:53,751 - pyskl - INFO - Epoch [47][3300/3940] lr: 1.945e-02, eta: 2 days, 2:52:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 3.5568, loss: 3.5568 +2025-06-24 14:31:38,025 - pyskl - INFO - Epoch [47][3400/3940] lr: 1.945e-02, eta: 2 days, 2:51:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9494, loss_cls: 3.6653, loss: 3.6653 +2025-06-24 14:32:22,542 - pyskl - INFO - Epoch [47][3500/3940] lr: 1.944e-02, eta: 2 days, 2:51:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 3.5154, loss: 3.5154 +2025-06-24 14:33:06,955 - pyskl - INFO - Epoch [47][3600/3940] lr: 1.944e-02, eta: 2 days, 2:50:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9500, loss_cls: 3.7219, loss: 3.7219 +2025-06-24 14:33:51,472 - pyskl - INFO - Epoch [47][3700/3940] lr: 1.943e-02, eta: 2 days, 2:49:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.4873, loss: 3.4873 +2025-06-24 14:34:36,043 - pyskl - INFO - Epoch [47][3800/3940] lr: 1.943e-02, eta: 2 days, 2:48:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 3.6006, loss: 3.6006 +2025-06-24 14:35:20,387 - pyskl - INFO - Epoch [47][3900/3940] lr: 1.942e-02, eta: 2 days, 2:48:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 3.8081, loss: 3.8081 +2025-06-24 14:35:38,553 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-24 14:39:03,181 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 14:39:03,654 - pyskl - INFO - +top1_acc 0.7559 +top5_acc 0.9453 +2025-06-24 14:39:03,673 - pyskl - INFO - Epoch(val) [47][3183] top1_acc: 0.7559, top5_acc: 0.9453 +2025-06-24 14:40:12,758 - pyskl - INFO - Epoch [48][100/3940] lr: 1.941e-02, eta: 2 days, 2:47:15, time: 0.691, data_time: 0.247, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9587, loss_cls: 3.6245, loss: 3.6245 +2025-06-24 14:40:57,229 - pyskl - INFO - Epoch [48][200/3940] lr: 1.941e-02, eta: 2 days, 2:46:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.6499, loss: 3.6499 +2025-06-24 14:41:41,592 - pyskl - INFO - Epoch [48][300/3940] lr: 1.940e-02, eta: 2 days, 2:45:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.5325, loss: 3.5325 +2025-06-24 14:42:26,016 - pyskl - INFO - Epoch [48][400/3940] lr: 1.940e-02, eta: 2 days, 2:44:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.5762, loss: 3.5762 +2025-06-24 14:43:10,282 - pyskl - INFO - Epoch [48][500/3940] lr: 1.939e-02, eta: 2 days, 2:44:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.5223, loss: 3.5223 +2025-06-24 14:43:54,764 - pyskl - INFO - Epoch [48][600/3940] lr: 1.938e-02, eta: 2 days, 2:43:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 3.6732, loss: 3.6732 +2025-06-24 14:44:39,378 - pyskl - INFO - Epoch [48][700/3940] lr: 1.938e-02, eta: 2 days, 2:42:36, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 3.5363, loss: 3.5363 +2025-06-24 14:45:23,616 - pyskl - INFO - Epoch [48][800/3940] lr: 1.937e-02, eta: 2 days, 2:41:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.6229, loss: 3.6229 +2025-06-24 14:46:07,958 - pyskl - INFO - Epoch [48][900/3940] lr: 1.937e-02, eta: 2 days, 2:41:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.7005, loss: 3.7005 +2025-06-24 14:46:52,345 - pyskl - INFO - Epoch [48][1000/3940] lr: 1.936e-02, eta: 2 days, 2:40:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.4657, loss: 3.4657 +2025-06-24 14:47:36,797 - pyskl - INFO - Epoch [48][1100/3940] lr: 1.936e-02, eta: 2 days, 2:39:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 3.7299, loss: 3.7299 +2025-06-24 14:48:21,119 - pyskl - INFO - Epoch [48][1200/3940] lr: 1.935e-02, eta: 2 days, 2:38:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 3.5669, loss: 3.5669 +2025-06-24 14:49:05,401 - pyskl - INFO - Epoch [48][1300/3940] lr: 1.935e-02, eta: 2 days, 2:37:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.6595, loss: 3.6595 +2025-06-24 14:49:49,704 - pyskl - INFO - Epoch [48][1400/3940] lr: 1.934e-02, eta: 2 days, 2:37:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.4907, loss: 3.4907 +2025-06-24 14:50:34,294 - pyskl - INFO - Epoch [48][1500/3940] lr: 1.933e-02, eta: 2 days, 2:36:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.6789, loss: 3.6789 +2025-06-24 14:51:18,634 - pyskl - INFO - Epoch [48][1600/3940] lr: 1.933e-02, eta: 2 days, 2:35:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.4935, loss: 3.4935 +2025-06-24 14:52:02,997 - pyskl - INFO - Epoch [48][1700/3940] lr: 1.932e-02, eta: 2 days, 2:34:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.5551, loss: 3.5551 +2025-06-24 14:52:47,286 - pyskl - INFO - Epoch [48][1800/3940] lr: 1.932e-02, eta: 2 days, 2:34:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.6112, loss: 3.6112 +2025-06-24 14:53:32,038 - pyskl - INFO - Epoch [48][1900/3940] lr: 1.931e-02, eta: 2 days, 2:33:18, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 3.5833, loss: 3.5833 +2025-06-24 14:54:16,712 - pyskl - INFO - Epoch [48][2000/3940] lr: 1.931e-02, eta: 2 days, 2:32:32, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.6714, loss: 3.6714 +2025-06-24 14:55:01,346 - pyskl - INFO - Epoch [48][2100/3940] lr: 1.930e-02, eta: 2 days, 2:31:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.6514, loss: 3.6514 +2025-06-24 14:55:45,735 - pyskl - INFO - Epoch [48][2200/3940] lr: 1.930e-02, eta: 2 days, 2:30:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 3.4861, loss: 3.4861 +2025-06-24 14:56:30,189 - pyskl - INFO - Epoch [48][2300/3940] lr: 1.929e-02, eta: 2 days, 2:30:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9581, loss_cls: 3.5722, loss: 3.5722 +2025-06-24 14:57:14,666 - pyskl - INFO - Epoch [48][2400/3940] lr: 1.928e-02, eta: 2 days, 2:29:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 3.6367, loss: 3.6367 +2025-06-24 14:57:59,084 - pyskl - INFO - Epoch [48][2500/3940] lr: 1.928e-02, eta: 2 days, 2:28:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9644, loss_cls: 3.5044, loss: 3.5044 +2025-06-24 14:58:43,424 - pyskl - INFO - Epoch [48][2600/3940] lr: 1.927e-02, eta: 2 days, 2:27:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9525, loss_cls: 3.5440, loss: 3.5440 +2025-06-24 14:59:27,822 - pyskl - INFO - Epoch [48][2700/3940] lr: 1.927e-02, eta: 2 days, 2:27:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 3.6051, loss: 3.6051 +2025-06-24 15:00:12,279 - pyskl - INFO - Epoch [48][2800/3940] lr: 1.926e-02, eta: 2 days, 2:26:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9594, loss_cls: 3.5265, loss: 3.5265 +2025-06-24 15:00:56,729 - pyskl - INFO - Epoch [48][2900/3940] lr: 1.926e-02, eta: 2 days, 2:25:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.4030, loss: 3.4030 +2025-06-24 15:01:41,255 - pyskl - INFO - Epoch [48][3000/3940] lr: 1.925e-02, eta: 2 days, 2:24:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.6935, loss: 3.6935 +2025-06-24 15:02:25,758 - pyskl - INFO - Epoch [48][3100/3940] lr: 1.924e-02, eta: 2 days, 2:24:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9525, loss_cls: 3.5639, loss: 3.5639 +2025-06-24 15:03:10,249 - pyskl - INFO - Epoch [48][3200/3940] lr: 1.924e-02, eta: 2 days, 2:23:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 3.7922, loss: 3.7922 +2025-06-24 15:03:54,765 - pyskl - INFO - Epoch [48][3300/3940] lr: 1.923e-02, eta: 2 days, 2:22:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 3.6458, loss: 3.6458 +2025-06-24 15:04:39,129 - pyskl - INFO - Epoch [48][3400/3940] lr: 1.923e-02, eta: 2 days, 2:21:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 3.6559, loss: 3.6559 +2025-06-24 15:05:23,548 - pyskl - INFO - Epoch [48][3500/3940] lr: 1.922e-02, eta: 2 days, 2:20:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.7135, loss: 3.7135 +2025-06-24 15:06:08,005 - pyskl - INFO - Epoch [48][3600/3940] lr: 1.922e-02, eta: 2 days, 2:20:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.5773, loss: 3.5773 +2025-06-24 15:06:52,384 - pyskl - INFO - Epoch [48][3700/3940] lr: 1.921e-02, eta: 2 days, 2:19:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 3.6106, loss: 3.6106 +2025-06-24 15:07:36,805 - pyskl - INFO - Epoch [48][3800/3940] lr: 1.921e-02, eta: 2 days, 2:18:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 3.7942, loss: 3.7942 +2025-06-24 15:08:21,289 - pyskl - INFO - Epoch [48][3900/3940] lr: 1.920e-02, eta: 2 days, 2:17:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9556, loss_cls: 3.6151, loss: 3.6151 +2025-06-24 15:08:39,404 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-24 15:12:02,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:12:02,794 - pyskl - INFO - +top1_acc 0.7612 +top5_acc 0.9523 +2025-06-24 15:12:02,851 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_46.pth was removed +2025-06-24 15:12:03,864 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-06-24 15:12:03,867 - pyskl - INFO - Best top1_acc is 0.7612 at 48 epoch. +2025-06-24 15:12:03,885 - pyskl - INFO - Epoch(val) [48][3183] top1_acc: 0.7612, top5_acc: 0.9523 +2025-06-24 15:13:14,190 - pyskl - INFO - Epoch [49][100/3940] lr: 1.919e-02, eta: 2 days, 2:17:03, time: 0.703, data_time: 0.259, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.5149, loss: 3.5149 +2025-06-24 15:13:58,617 - pyskl - INFO - Epoch [49][200/3940] lr: 1.919e-02, eta: 2 days, 2:16:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9625, loss_cls: 3.5779, loss: 3.5779 +2025-06-24 15:14:43,054 - pyskl - INFO - Epoch [49][300/3940] lr: 1.918e-02, eta: 2 days, 2:15:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9619, loss_cls: 3.5204, loss: 3.5204 +2025-06-24 15:15:27,416 - pyskl - INFO - Epoch [49][400/3940] lr: 1.918e-02, eta: 2 days, 2:14:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9644, loss_cls: 3.5285, loss: 3.5285 +2025-06-24 15:16:11,807 - pyskl - INFO - Epoch [49][500/3940] lr: 1.917e-02, eta: 2 days, 2:13:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.4970, loss: 3.4970 +2025-06-24 15:16:56,162 - pyskl - INFO - Epoch [49][600/3940] lr: 1.916e-02, eta: 2 days, 2:13:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 3.6285, loss: 3.6285 +2025-06-24 15:17:40,573 - pyskl - INFO - Epoch [49][700/3940] lr: 1.916e-02, eta: 2 days, 2:12:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 3.6763, loss: 3.6763 +2025-06-24 15:18:24,950 - pyskl - INFO - Epoch [49][800/3940] lr: 1.915e-02, eta: 2 days, 2:11:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.6056, loss: 3.6056 +2025-06-24 15:19:09,361 - pyskl - INFO - Epoch [49][900/3940] lr: 1.915e-02, eta: 2 days, 2:10:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 3.5609, loss: 3.5609 +2025-06-24 15:19:53,910 - pyskl - INFO - Epoch [49][1000/3940] lr: 1.914e-02, eta: 2 days, 2:10:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 3.6504, loss: 3.6504 +2025-06-24 15:20:38,397 - pyskl - INFO - Epoch [49][1100/3940] lr: 1.914e-02, eta: 2 days, 2:09:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9656, loss_cls: 3.4331, loss: 3.4331 +2025-06-24 15:21:22,826 - pyskl - INFO - Epoch [49][1200/3940] lr: 1.913e-02, eta: 2 days, 2:08:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 3.6418, loss: 3.6418 +2025-06-24 15:22:07,214 - pyskl - INFO - Epoch [49][1300/3940] lr: 1.912e-02, eta: 2 days, 2:07:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 3.5271, loss: 3.5271 +2025-06-24 15:22:51,621 - pyskl - INFO - Epoch [49][1400/3940] lr: 1.912e-02, eta: 2 days, 2:07:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 3.6729, loss: 3.6729 +2025-06-24 15:23:36,138 - pyskl - INFO - Epoch [49][1500/3940] lr: 1.911e-02, eta: 2 days, 2:06:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.5119, loss: 3.5119 +2025-06-24 15:24:20,575 - pyskl - INFO - Epoch [49][1600/3940] lr: 1.911e-02, eta: 2 days, 2:05:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.4874, loss: 3.4874 +2025-06-24 15:25:04,946 - pyskl - INFO - Epoch [49][1700/3940] lr: 1.910e-02, eta: 2 days, 2:04:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 3.5320, loss: 3.5320 +2025-06-24 15:25:49,431 - pyskl - INFO - Epoch [49][1800/3940] lr: 1.910e-02, eta: 2 days, 2:03:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 3.6617, loss: 3.6617 +2025-06-24 15:26:33,885 - pyskl - INFO - Epoch [49][1900/3940] lr: 1.909e-02, eta: 2 days, 2:03:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.4054, loss: 3.4054 +2025-06-24 15:27:18,398 - pyskl - INFO - Epoch [49][2000/3940] lr: 1.909e-02, eta: 2 days, 2:02:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.5770, loss: 3.5770 +2025-06-24 15:28:02,975 - pyskl - INFO - Epoch [49][2100/3940] lr: 1.908e-02, eta: 2 days, 2:01:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9544, loss_cls: 3.6818, loss: 3.6818 +2025-06-24 15:28:47,393 - pyskl - INFO - Epoch [49][2200/3940] lr: 1.907e-02, eta: 2 days, 2:00:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.5253, loss: 3.5253 +2025-06-24 15:29:31,757 - pyskl - INFO - Epoch [49][2300/3940] lr: 1.907e-02, eta: 2 days, 2:00:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 3.5824, loss: 3.5824 +2025-06-24 15:30:16,132 - pyskl - INFO - Epoch [49][2400/3940] lr: 1.906e-02, eta: 2 days, 1:59:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.5072, loss: 3.5072 +2025-06-24 15:31:00,541 - pyskl - INFO - Epoch [49][2500/3940] lr: 1.906e-02, eta: 2 days, 1:58:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.5287, loss: 3.5287 +2025-06-24 15:31:44,921 - pyskl - INFO - Epoch [49][2600/3940] lr: 1.905e-02, eta: 2 days, 1:57:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.4596, loss: 3.4596 +2025-06-24 15:32:29,364 - pyskl - INFO - Epoch [49][2700/3940] lr: 1.905e-02, eta: 2 days, 1:56:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 3.5580, loss: 3.5580 +2025-06-24 15:33:13,764 - pyskl - INFO - Epoch [49][2800/3940] lr: 1.904e-02, eta: 2 days, 1:56:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 3.6857, loss: 3.6857 +2025-06-24 15:33:58,184 - pyskl - INFO - Epoch [49][2900/3940] lr: 1.903e-02, eta: 2 days, 1:55:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 3.6258, loss: 3.6258 +2025-06-24 15:34:42,526 - pyskl - INFO - Epoch [49][3000/3940] lr: 1.903e-02, eta: 2 days, 1:54:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9581, loss_cls: 3.6328, loss: 3.6328 +2025-06-24 15:35:26,919 - pyskl - INFO - Epoch [49][3100/3940] lr: 1.902e-02, eta: 2 days, 1:53:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9613, loss_cls: 3.5121, loss: 3.5121 +2025-06-24 15:36:11,275 - pyskl - INFO - Epoch [49][3200/3940] lr: 1.902e-02, eta: 2 days, 1:53:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.5030, loss: 3.5030 +2025-06-24 15:36:55,582 - pyskl - INFO - Epoch [49][3300/3940] lr: 1.901e-02, eta: 2 days, 1:52:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.5447, loss: 3.5447 +2025-06-24 15:37:40,108 - pyskl - INFO - Epoch [49][3400/3940] lr: 1.901e-02, eta: 2 days, 1:51:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 3.5941, loss: 3.5941 +2025-06-24 15:38:24,472 - pyskl - INFO - Epoch [49][3500/3940] lr: 1.900e-02, eta: 2 days, 1:50:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 3.6772, loss: 3.6772 +2025-06-24 15:39:08,960 - pyskl - INFO - Epoch [49][3600/3940] lr: 1.899e-02, eta: 2 days, 1:50:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 3.6527, loss: 3.6527 +2025-06-24 15:39:53,349 - pyskl - INFO - Epoch [49][3700/3940] lr: 1.899e-02, eta: 2 days, 1:49:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 3.5530, loss: 3.5530 +2025-06-24 15:40:37,687 - pyskl - INFO - Epoch [49][3800/3940] lr: 1.898e-02, eta: 2 days, 1:48:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.6424, loss: 3.6424 +2025-06-24 15:41:22,074 - pyskl - INFO - Epoch [49][3900/3940] lr: 1.898e-02, eta: 2 days, 1:47:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9587, loss_cls: 3.6745, loss: 3.6745 +2025-06-24 15:41:40,170 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-24 15:45:03,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 15:45:03,744 - pyskl - INFO - +top1_acc 0.7443 +top5_acc 0.9460 +2025-06-24 15:45:03,762 - pyskl - INFO - Epoch(val) [49][3183] top1_acc: 0.7443, top5_acc: 0.9460 +2025-06-24 15:46:13,005 - pyskl - INFO - Epoch [50][100/3940] lr: 1.897e-02, eta: 2 days, 1:46:51, time: 0.692, data_time: 0.250, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9563, loss_cls: 3.5641, loss: 3.5641 +2025-06-24 15:46:57,168 - pyskl - INFO - Epoch [50][200/3940] lr: 1.896e-02, eta: 2 days, 1:46:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 3.5308, loss: 3.5308 +2025-06-24 15:47:41,330 - pyskl - INFO - Epoch [50][300/3940] lr: 1.896e-02, eta: 2 days, 1:45:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.5612, loss: 3.5612 +2025-06-24 15:48:25,510 - pyskl - INFO - Epoch [50][400/3940] lr: 1.895e-02, eta: 2 days, 1:44:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.5142, loss: 3.5142 +2025-06-24 15:49:09,744 - pyskl - INFO - Epoch [50][500/3940] lr: 1.895e-02, eta: 2 days, 1:43:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 3.6218, loss: 3.6218 +2025-06-24 15:49:54,024 - pyskl - INFO - Epoch [50][600/3940] lr: 1.894e-02, eta: 2 days, 1:42:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 3.5857, loss: 3.5857 +2025-06-24 15:50:38,225 - pyskl - INFO - Epoch [50][700/3940] lr: 1.894e-02, eta: 2 days, 1:42:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9563, loss_cls: 3.4503, loss: 3.4503 +2025-06-24 15:51:22,467 - pyskl - INFO - Epoch [50][800/3940] lr: 1.893e-02, eta: 2 days, 1:41:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9575, loss_cls: 3.5324, loss: 3.5324 +2025-06-24 15:52:06,691 - pyskl - INFO - Epoch [50][900/3940] lr: 1.892e-02, eta: 2 days, 1:40:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 3.4417, loss: 3.4417 +2025-06-24 15:52:50,952 - pyskl - INFO - Epoch [50][1000/3940] lr: 1.892e-02, eta: 2 days, 1:39:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.5144, loss: 3.5144 +2025-06-24 15:53:35,162 - pyskl - INFO - Epoch [50][1100/3940] lr: 1.891e-02, eta: 2 days, 1:39:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.4896, loss: 3.4896 +2025-06-24 15:54:19,489 - pyskl - INFO - Epoch [50][1200/3940] lr: 1.891e-02, eta: 2 days, 1:38:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.6221, loss: 3.6221 +2025-06-24 15:55:03,841 - pyskl - INFO - Epoch [50][1300/3940] lr: 1.890e-02, eta: 2 days, 1:37:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 3.5060, loss: 3.5060 +2025-06-24 15:55:48,269 - pyskl - INFO - Epoch [50][1400/3940] lr: 1.890e-02, eta: 2 days, 1:36:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 3.5420, loss: 3.5420 +2025-06-24 15:56:32,777 - pyskl - INFO - Epoch [50][1500/3940] lr: 1.889e-02, eta: 2 days, 1:35:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 3.6288, loss: 3.6288 +2025-06-24 15:57:17,409 - pyskl - INFO - Epoch [50][1600/3940] lr: 1.888e-02, eta: 2 days, 1:35:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 3.6124, loss: 3.6124 +2025-06-24 15:58:01,815 - pyskl - INFO - Epoch [50][1700/3940] lr: 1.888e-02, eta: 2 days, 1:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.5863, loss: 3.5863 +2025-06-24 15:58:46,163 - pyskl - INFO - Epoch [50][1800/3940] lr: 1.887e-02, eta: 2 days, 1:33:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 3.6201, loss: 3.6201 +2025-06-24 15:59:30,447 - pyskl - INFO - Epoch [50][1900/3940] lr: 1.887e-02, eta: 2 days, 1:32:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5006, loss: 3.5006 +2025-06-24 16:00:14,726 - pyskl - INFO - Epoch [50][2000/3940] lr: 1.886e-02, eta: 2 days, 1:32:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.5720, loss: 3.5720 +2025-06-24 16:00:59,088 - pyskl - INFO - Epoch [50][2100/3940] lr: 1.886e-02, eta: 2 days, 1:31:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 3.7101, loss: 3.7101 +2025-06-24 16:01:43,617 - pyskl - INFO - Epoch [50][2200/3940] lr: 1.885e-02, eta: 2 days, 1:30:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.5819, loss: 3.5819 +2025-06-24 16:02:28,140 - pyskl - INFO - Epoch [50][2300/3940] lr: 1.884e-02, eta: 2 days, 1:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9550, loss_cls: 3.4773, loss: 3.4773 +2025-06-24 16:03:12,386 - pyskl - INFO - Epoch [50][2400/3940] lr: 1.884e-02, eta: 2 days, 1:29:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 3.5240, loss: 3.5240 +2025-06-24 16:03:56,608 - pyskl - INFO - Epoch [50][2500/3940] lr: 1.883e-02, eta: 2 days, 1:28:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9544, loss_cls: 3.5098, loss: 3.5098 +2025-06-24 16:04:40,878 - pyskl - INFO - Epoch [50][2600/3940] lr: 1.883e-02, eta: 2 days, 1:27:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9581, loss_cls: 3.5384, loss: 3.5384 +2025-06-24 16:05:25,327 - pyskl - INFO - Epoch [50][2700/3940] lr: 1.882e-02, eta: 2 days, 1:26:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9525, loss_cls: 3.6505, loss: 3.6505 +2025-06-24 16:06:09,527 - pyskl - INFO - Epoch [50][2800/3940] lr: 1.882e-02, eta: 2 days, 1:25:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 3.5532, loss: 3.5532 +2025-06-24 16:06:53,827 - pyskl - INFO - Epoch [50][2900/3940] lr: 1.881e-02, eta: 2 days, 1:25:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.4246, loss: 3.4246 +2025-06-24 16:07:38,303 - pyskl - INFO - Epoch [50][3000/3940] lr: 1.880e-02, eta: 2 days, 1:24:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9550, loss_cls: 3.6035, loss: 3.6035 +2025-06-24 16:08:22,595 - pyskl - INFO - Epoch [50][3100/3940] lr: 1.880e-02, eta: 2 days, 1:23:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4470, loss: 3.4470 +2025-06-24 16:09:06,960 - pyskl - INFO - Epoch [50][3200/3940] lr: 1.879e-02, eta: 2 days, 1:22:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9613, loss_cls: 3.5515, loss: 3.5515 +2025-06-24 16:09:51,180 - pyskl - INFO - Epoch [50][3300/3940] lr: 1.879e-02, eta: 2 days, 1:22:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9600, loss_cls: 3.5835, loss: 3.5835 +2025-06-24 16:10:35,477 - pyskl - INFO - Epoch [50][3400/3940] lr: 1.878e-02, eta: 2 days, 1:21:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9469, loss_cls: 3.6068, loss: 3.6068 +2025-06-24 16:11:19,726 - pyskl - INFO - Epoch [50][3500/3940] lr: 1.878e-02, eta: 2 days, 1:20:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.5889, loss: 3.5889 +2025-06-24 16:12:04,331 - pyskl - INFO - Epoch [50][3600/3940] lr: 1.877e-02, eta: 2 days, 1:19:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.5311, loss: 3.5311 +2025-06-24 16:12:48,857 - pyskl - INFO - Epoch [50][3700/3940] lr: 1.876e-02, eta: 2 days, 1:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.6227, loss: 3.6227 +2025-06-24 16:13:33,446 - pyskl - INFO - Epoch [50][3800/3940] lr: 1.876e-02, eta: 2 days, 1:18:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.5595, loss: 3.5595 +2025-06-24 16:14:17,977 - pyskl - INFO - Epoch [50][3900/3940] lr: 1.875e-02, eta: 2 days, 1:17:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9544, loss_cls: 3.6068, loss: 3.6068 +2025-06-24 16:14:36,090 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-24 16:32:35,427 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 16:32:35,889 - pyskl - INFO - +top1_acc 0.7407 +top5_acc 0.9434 +2025-06-24 16:32:35,908 - pyskl - INFO - Epoch(val) [50][3183] top1_acc: 0.7407, top5_acc: 0.9434 +2025-06-24 16:33:45,486 - pyskl - INFO - Epoch [51][100/3940] lr: 1.874e-02, eta: 2 days, 1:16:36, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.3915, loss: 3.3915 +2025-06-24 16:34:29,787 - pyskl - INFO - Epoch [51][200/3940] lr: 1.874e-02, eta: 2 days, 1:15:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.5874, loss: 3.5874 +2025-06-24 16:35:14,076 - pyskl - INFO - Epoch [51][300/3940] lr: 1.873e-02, eta: 2 days, 1:15:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 3.5805, loss: 3.5805 +2025-06-24 16:35:58,361 - pyskl - INFO - Epoch [51][400/3940] lr: 1.873e-02, eta: 2 days, 1:14:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 3.4777, loss: 3.4777 +2025-06-24 16:36:42,717 - pyskl - INFO - Epoch [51][500/3940] lr: 1.872e-02, eta: 2 days, 1:13:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.3832, loss: 3.3832 +2025-06-24 16:37:27,089 - pyskl - INFO - Epoch [51][600/3940] lr: 1.872e-02, eta: 2 days, 1:12:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.4848, loss: 3.4848 +2025-06-24 16:38:11,440 - pyskl - INFO - Epoch [51][700/3940] lr: 1.871e-02, eta: 2 days, 1:11:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.5371, loss: 3.5371 +2025-06-24 16:38:55,813 - pyskl - INFO - Epoch [51][800/3940] lr: 1.870e-02, eta: 2 days, 1:11:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.6437, loss: 3.6437 +2025-06-24 16:39:40,087 - pyskl - INFO - Epoch [51][900/3940] lr: 1.870e-02, eta: 2 days, 1:10:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 3.4647, loss: 3.4647 +2025-06-24 16:40:24,399 - pyskl - INFO - Epoch [51][1000/3940] lr: 1.869e-02, eta: 2 days, 1:09:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.4937, loss: 3.4937 +2025-06-24 16:41:08,858 - pyskl - INFO - Epoch [51][1100/3940] lr: 1.869e-02, eta: 2 days, 1:08:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9569, loss_cls: 3.5513, loss: 3.5513 +2025-06-24 16:41:53,371 - pyskl - INFO - Epoch [51][1200/3940] lr: 1.868e-02, eta: 2 days, 1:08:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 3.6249, loss: 3.6249 +2025-06-24 16:42:37,867 - pyskl - INFO - Epoch [51][1300/3940] lr: 1.868e-02, eta: 2 days, 1:07:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.5337, loss: 3.5337 +2025-06-24 16:43:22,279 - pyskl - INFO - Epoch [51][1400/3940] lr: 1.867e-02, eta: 2 days, 1:06:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 3.6786, loss: 3.6786 +2025-06-24 16:44:06,708 - pyskl - INFO - Epoch [51][1500/3940] lr: 1.866e-02, eta: 2 days, 1:05:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9550, loss_cls: 3.5229, loss: 3.5229 +2025-06-24 16:44:51,128 - pyskl - INFO - Epoch [51][1600/3940] lr: 1.866e-02, eta: 2 days, 1:05:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 3.5112, loss: 3.5112 +2025-06-24 16:45:35,493 - pyskl - INFO - Epoch [51][1700/3940] lr: 1.865e-02, eta: 2 days, 1:04:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 3.4743, loss: 3.4743 +2025-06-24 16:46:20,137 - pyskl - INFO - Epoch [51][1800/3940] lr: 1.865e-02, eta: 2 days, 1:03:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.5760, loss: 3.5760 +2025-06-24 16:47:04,559 - pyskl - INFO - Epoch [51][1900/3940] lr: 1.864e-02, eta: 2 days, 1:02:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.5143, loss: 3.5143 +2025-06-24 16:47:49,366 - pyskl - INFO - Epoch [51][2000/3940] lr: 1.863e-02, eta: 2 days, 1:01:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 3.5633, loss: 3.5633 +2025-06-24 16:48:33,599 - pyskl - INFO - Epoch [51][2100/3940] lr: 1.863e-02, eta: 2 days, 1:01:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.6365, loss: 3.6365 +2025-06-24 16:49:17,791 - pyskl - INFO - Epoch [51][2200/3940] lr: 1.862e-02, eta: 2 days, 1:00:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9594, loss_cls: 3.6494, loss: 3.6494 +2025-06-24 16:50:02,143 - pyskl - INFO - Epoch [51][2300/3940] lr: 1.862e-02, eta: 2 days, 0:59:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.5482, loss: 3.5482 +2025-06-24 16:50:46,570 - pyskl - INFO - Epoch [51][2400/3940] lr: 1.861e-02, eta: 2 days, 0:58:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9537, loss_cls: 3.5779, loss: 3.5779 +2025-06-24 16:51:31,019 - pyskl - INFO - Epoch [51][2500/3940] lr: 1.861e-02, eta: 2 days, 0:58:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.5283, loss: 3.5283 +2025-06-24 16:52:15,442 - pyskl - INFO - Epoch [51][2600/3940] lr: 1.860e-02, eta: 2 days, 0:57:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 3.4999, loss: 3.4999 +2025-06-24 16:52:59,725 - pyskl - INFO - Epoch [51][2700/3940] lr: 1.859e-02, eta: 2 days, 0:56:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.4564, loss: 3.4564 +2025-06-24 16:53:44,038 - pyskl - INFO - Epoch [51][2800/3940] lr: 1.859e-02, eta: 2 days, 0:55:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 3.5333, loss: 3.5333 +2025-06-24 16:54:28,203 - pyskl - INFO - Epoch [51][2900/3940] lr: 1.858e-02, eta: 2 days, 0:54:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.5026, loss: 3.5026 +2025-06-24 16:55:12,452 - pyskl - INFO - Epoch [51][3000/3940] lr: 1.858e-02, eta: 2 days, 0:54:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 3.4851, loss: 3.4851 +2025-06-24 16:55:56,957 - pyskl - INFO - Epoch [51][3100/3940] lr: 1.857e-02, eta: 2 days, 0:53:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 3.4915, loss: 3.4915 +2025-06-24 16:56:41,462 - pyskl - INFO - Epoch [51][3200/3940] lr: 1.857e-02, eta: 2 days, 0:52:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 3.4840, loss: 3.4840 +2025-06-24 16:57:25,902 - pyskl - INFO - Epoch [51][3300/3940] lr: 1.856e-02, eta: 2 days, 0:51:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9519, loss_cls: 3.6619, loss: 3.6619 +2025-06-24 16:58:10,260 - pyskl - INFO - Epoch [51][3400/3940] lr: 1.855e-02, eta: 2 days, 0:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 3.7075, loss: 3.7075 +2025-06-24 16:58:54,597 - pyskl - INFO - Epoch [51][3500/3940] lr: 1.855e-02, eta: 2 days, 0:50:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9606, loss_cls: 3.4761, loss: 3.4761 +2025-06-24 16:59:38,972 - pyskl - INFO - Epoch [51][3600/3940] lr: 1.854e-02, eta: 2 days, 0:49:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 3.5631, loss: 3.5631 +2025-06-24 17:00:23,294 - pyskl - INFO - Epoch [51][3700/3940] lr: 1.854e-02, eta: 2 days, 0:48:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 3.5825, loss: 3.5825 +2025-06-24 17:01:07,867 - pyskl - INFO - Epoch [51][3800/3940] lr: 1.853e-02, eta: 2 days, 0:48:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 3.5079, loss: 3.5079 +2025-06-24 17:01:52,160 - pyskl - INFO - Epoch [51][3900/3940] lr: 1.852e-02, eta: 2 days, 0:47:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 3.5894, loss: 3.5894 +2025-06-24 17:02:10,166 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-24 17:05:34,442 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:05:34,900 - pyskl - INFO - +top1_acc 0.7490 +top5_acc 0.9436 +2025-06-24 17:05:34,919 - pyskl - INFO - Epoch(val) [51][3183] top1_acc: 0.7490, top5_acc: 0.9436 +2025-06-24 17:06:44,191 - pyskl - INFO - Epoch [52][100/3940] lr: 1.852e-02, eta: 2 days, 0:46:25, time: 0.693, data_time: 0.251, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.5232, loss: 3.5232 +2025-06-24 17:07:28,410 - pyskl - INFO - Epoch [52][200/3940] lr: 1.851e-02, eta: 2 days, 0:45:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 3.4106, loss: 3.4106 +2025-06-24 17:08:12,612 - pyskl - INFO - Epoch [52][300/3940] lr: 1.850e-02, eta: 2 days, 0:44:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 3.4201, loss: 3.4201 +2025-06-24 17:08:56,905 - pyskl - INFO - Epoch [52][400/3940] lr: 1.850e-02, eta: 2 days, 0:44:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9650, loss_cls: 3.3767, loss: 3.3767 +2025-06-24 17:09:41,195 - pyskl - INFO - Epoch [52][500/3940] lr: 1.849e-02, eta: 2 days, 0:43:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.5511, loss: 3.5511 +2025-06-24 17:10:25,647 - pyskl - INFO - Epoch [52][600/3940] lr: 1.849e-02, eta: 2 days, 0:42:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.3182, loss: 3.3182 +2025-06-24 17:11:10,279 - pyskl - INFO - Epoch [52][700/3940] lr: 1.848e-02, eta: 2 days, 0:41:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.4576, loss: 3.4576 +2025-06-24 17:11:54,862 - pyskl - INFO - Epoch [52][800/3940] lr: 1.848e-02, eta: 2 days, 0:41:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 3.3990, loss: 3.3990 +2025-06-24 17:12:39,362 - pyskl - INFO - Epoch [52][900/3940] lr: 1.847e-02, eta: 2 days, 0:40:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9550, loss_cls: 3.6674, loss: 3.6674 +2025-06-24 17:13:23,914 - pyskl - INFO - Epoch [52][1000/3940] lr: 1.846e-02, eta: 2 days, 0:39:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 3.5036, loss: 3.5036 +2025-06-24 17:14:08,420 - pyskl - INFO - Epoch [52][1100/3940] lr: 1.846e-02, eta: 2 days, 0:38:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.4768, loss: 3.4768 +2025-06-24 17:14:52,835 - pyskl - INFO - Epoch [52][1200/3940] lr: 1.845e-02, eta: 2 days, 0:37:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 3.4683, loss: 3.4683 +2025-06-24 17:15:37,263 - pyskl - INFO - Epoch [52][1300/3940] lr: 1.845e-02, eta: 2 days, 0:37:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.4900, loss: 3.4900 +2025-06-24 17:16:21,680 - pyskl - INFO - Epoch [52][1400/3940] lr: 1.844e-02, eta: 2 days, 0:36:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.5516, loss: 3.5516 +2025-06-24 17:17:06,048 - pyskl - INFO - Epoch [52][1500/3940] lr: 1.843e-02, eta: 2 days, 0:35:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9569, loss_cls: 3.4311, loss: 3.4311 +2025-06-24 17:17:50,507 - pyskl - INFO - Epoch [52][1600/3940] lr: 1.843e-02, eta: 2 days, 0:34:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9625, loss_cls: 3.5605, loss: 3.5605 +2025-06-24 17:18:34,871 - pyskl - INFO - Epoch [52][1700/3940] lr: 1.842e-02, eta: 2 days, 0:34:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9631, loss_cls: 3.4178, loss: 3.4178 +2025-06-24 17:19:19,243 - pyskl - INFO - Epoch [52][1800/3940] lr: 1.842e-02, eta: 2 days, 0:33:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.5385, loss: 3.5385 +2025-06-24 17:20:03,596 - pyskl - INFO - Epoch [52][1900/3940] lr: 1.841e-02, eta: 2 days, 0:32:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9606, loss_cls: 3.5576, loss: 3.5576 +2025-06-24 17:20:48,017 - pyskl - INFO - Epoch [52][2000/3940] lr: 1.841e-02, eta: 2 days, 0:31:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.6649, loss: 3.6649 +2025-06-24 17:21:32,474 - pyskl - INFO - Epoch [52][2100/3940] lr: 1.840e-02, eta: 2 days, 0:31:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.5824, loss: 3.5824 +2025-06-24 17:22:16,805 - pyskl - INFO - Epoch [52][2200/3940] lr: 1.839e-02, eta: 2 days, 0:30:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9575, loss_cls: 3.5555, loss: 3.5555 +2025-06-24 17:23:01,218 - pyskl - INFO - Epoch [52][2300/3940] lr: 1.839e-02, eta: 2 days, 0:29:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.5429, loss: 3.5429 +2025-06-24 17:23:45,539 - pyskl - INFO - Epoch [52][2400/3940] lr: 1.838e-02, eta: 2 days, 0:28:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.5255, loss: 3.5255 +2025-06-24 17:24:29,897 - pyskl - INFO - Epoch [52][2500/3940] lr: 1.838e-02, eta: 2 days, 0:27:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.5759, loss: 3.5759 +2025-06-24 17:25:14,315 - pyskl - INFO - Epoch [52][2600/3940] lr: 1.837e-02, eta: 2 days, 0:27:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.5851, loss: 3.5851 +2025-06-24 17:25:58,691 - pyskl - INFO - Epoch [52][2700/3940] lr: 1.836e-02, eta: 2 days, 0:26:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.5789, loss: 3.5789 +2025-06-24 17:26:43,116 - pyskl - INFO - Epoch [52][2800/3940] lr: 1.836e-02, eta: 2 days, 0:25:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9569, loss_cls: 3.5853, loss: 3.5853 +2025-06-24 17:27:27,605 - pyskl - INFO - Epoch [52][2900/3940] lr: 1.835e-02, eta: 2 days, 0:24:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 3.5466, loss: 3.5466 +2025-06-24 17:28:12,020 - pyskl - INFO - Epoch [52][3000/3940] lr: 1.835e-02, eta: 2 days, 0:24:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 3.4854, loss: 3.4854 +2025-06-24 17:28:56,336 - pyskl - INFO - Epoch [52][3100/3940] lr: 1.834e-02, eta: 2 days, 0:23:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9550, loss_cls: 3.6985, loss: 3.6985 +2025-06-24 17:29:40,734 - pyskl - INFO - Epoch [52][3200/3940] lr: 1.833e-02, eta: 2 days, 0:22:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 3.6381, loss: 3.6381 +2025-06-24 17:30:25,212 - pyskl - INFO - Epoch [52][3300/3940] lr: 1.833e-02, eta: 2 days, 0:21:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.6103, loss: 3.6103 +2025-06-24 17:31:09,749 - pyskl - INFO - Epoch [52][3400/3940] lr: 1.832e-02, eta: 2 days, 0:21:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 3.5754, loss: 3.5754 +2025-06-24 17:31:54,143 - pyskl - INFO - Epoch [52][3500/3940] lr: 1.832e-02, eta: 2 days, 0:20:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9550, loss_cls: 3.5906, loss: 3.5906 +2025-06-24 17:32:38,526 - pyskl - INFO - Epoch [52][3600/3940] lr: 1.831e-02, eta: 2 days, 0:19:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.5182, loss: 3.5182 +2025-06-24 17:33:22,892 - pyskl - INFO - Epoch [52][3700/3940] lr: 1.831e-02, eta: 2 days, 0:18:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 3.4869, loss: 3.4869 +2025-06-24 17:34:07,273 - pyskl - INFO - Epoch [52][3800/3940] lr: 1.830e-02, eta: 2 days, 0:17:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 3.6759, loss: 3.6759 +2025-06-24 17:34:51,618 - pyskl - INFO - Epoch [52][3900/3940] lr: 1.829e-02, eta: 2 days, 0:17:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9587, loss_cls: 3.6002, loss: 3.6002 +2025-06-24 17:35:09,713 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-24 17:38:33,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 17:38:33,812 - pyskl - INFO - +top1_acc 0.7537 +top5_acc 0.9461 +2025-06-24 17:38:33,830 - pyskl - INFO - Epoch(val) [52][3183] top1_acc: 0.7537, top5_acc: 0.9461 +2025-06-24 17:39:43,450 - pyskl - INFO - Epoch [53][100/3940] lr: 1.829e-02, eta: 2 days, 0:16:19, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9606, loss_cls: 3.4654, loss: 3.4654 +2025-06-24 17:40:27,790 - pyskl - INFO - Epoch [53][200/3940] lr: 1.828e-02, eta: 2 days, 0:15:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9644, loss_cls: 3.4686, loss: 3.4686 +2025-06-24 17:41:12,106 - pyskl - INFO - Epoch [53][300/3940] lr: 1.827e-02, eta: 2 days, 0:14:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.3659, loss: 3.3659 +2025-06-24 17:41:56,386 - pyskl - INFO - Epoch [53][400/3940] lr: 1.827e-02, eta: 2 days, 0:14:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9625, loss_cls: 3.4674, loss: 3.4674 +2025-06-24 17:42:40,714 - pyskl - INFO - Epoch [53][500/3940] lr: 1.826e-02, eta: 2 days, 0:13:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.4622, loss: 3.4622 +2025-06-24 17:43:25,091 - pyskl - INFO - Epoch [53][600/3940] lr: 1.826e-02, eta: 2 days, 0:12:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.4895, loss: 3.4895 +2025-06-24 17:44:09,446 - pyskl - INFO - Epoch [53][700/3940] lr: 1.825e-02, eta: 2 days, 0:11:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.3859, loss: 3.3859 +2025-06-24 17:44:53,895 - pyskl - INFO - Epoch [53][800/3940] lr: 1.824e-02, eta: 2 days, 0:10:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 3.4102, loss: 3.4102 +2025-06-24 17:45:38,232 - pyskl - INFO - Epoch [53][900/3940] lr: 1.824e-02, eta: 2 days, 0:10:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9587, loss_cls: 3.5196, loss: 3.5196 +2025-06-24 17:46:22,632 - pyskl - INFO - Epoch [53][1000/3940] lr: 1.823e-02, eta: 2 days, 0:09:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.5804, loss: 3.5804 +2025-06-24 17:47:07,139 - pyskl - INFO - Epoch [53][1100/3940] lr: 1.823e-02, eta: 2 days, 0:08:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.5435, loss: 3.5435 +2025-06-24 17:47:51,429 - pyskl - INFO - Epoch [53][1200/3940] lr: 1.822e-02, eta: 2 days, 0:07:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.4805, loss: 3.4805 +2025-06-24 17:48:35,674 - pyskl - INFO - Epoch [53][1300/3940] lr: 1.821e-02, eta: 2 days, 0:07:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.4900, loss: 3.4900 +2025-06-24 17:49:19,933 - pyskl - INFO - Epoch [53][1400/3940] lr: 1.821e-02, eta: 2 days, 0:06:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 3.5323, loss: 3.5323 +2025-06-24 17:50:04,218 - pyskl - INFO - Epoch [53][1500/3940] lr: 1.820e-02, eta: 2 days, 0:05:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.6104, loss: 3.6104 +2025-06-24 17:50:48,797 - pyskl - INFO - Epoch [53][1600/3940] lr: 1.820e-02, eta: 2 days, 0:04:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 3.5017, loss: 3.5017 +2025-06-24 17:51:33,127 - pyskl - INFO - Epoch [53][1700/3940] lr: 1.819e-02, eta: 2 days, 0:03:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.4605, loss: 3.4605 +2025-06-24 17:52:17,598 - pyskl - INFO - Epoch [53][1800/3940] lr: 1.819e-02, eta: 2 days, 0:03:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.5873, loss: 3.5873 +2025-06-24 17:53:02,076 - pyskl - INFO - Epoch [53][1900/3940] lr: 1.818e-02, eta: 2 days, 0:02:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9644, loss_cls: 3.3843, loss: 3.3843 +2025-06-24 17:53:46,375 - pyskl - INFO - Epoch [53][2000/3940] lr: 1.817e-02, eta: 2 days, 0:01:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.5041, loss: 3.5041 +2025-06-24 17:54:30,636 - pyskl - INFO - Epoch [53][2100/3940] lr: 1.817e-02, eta: 2 days, 0:00:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9606, loss_cls: 3.5547, loss: 3.5547 +2025-06-24 17:55:14,887 - pyskl - INFO - Epoch [53][2200/3940] lr: 1.816e-02, eta: 2 days, 0:00:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 3.5504, loss: 3.5504 +2025-06-24 17:55:59,276 - pyskl - INFO - Epoch [53][2300/3940] lr: 1.816e-02, eta: 1 day, 23:59:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.5003, loss: 3.5003 +2025-06-24 17:56:43,705 - pyskl - INFO - Epoch [53][2400/3940] lr: 1.815e-02, eta: 1 day, 23:58:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.3336, loss: 3.3336 +2025-06-24 17:57:28,170 - pyskl - INFO - Epoch [53][2500/3940] lr: 1.814e-02, eta: 1 day, 23:57:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9594, loss_cls: 3.5664, loss: 3.5664 +2025-06-24 17:58:12,472 - pyskl - INFO - Epoch [53][2600/3940] lr: 1.814e-02, eta: 1 day, 23:57:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.5686, loss: 3.5686 +2025-06-24 17:58:56,777 - pyskl - INFO - Epoch [53][2700/3940] lr: 1.813e-02, eta: 1 day, 23:56:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 3.5015, loss: 3.5015 +2025-06-24 17:59:41,139 - pyskl - INFO - Epoch [53][2800/3940] lr: 1.813e-02, eta: 1 day, 23:55:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 3.5566, loss: 3.5566 +2025-06-24 18:00:25,618 - pyskl - INFO - Epoch [53][2900/3940] lr: 1.812e-02, eta: 1 day, 23:54:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.5394, loss: 3.5394 +2025-06-24 18:01:09,960 - pyskl - INFO - Epoch [53][3000/3940] lr: 1.811e-02, eta: 1 day, 23:53:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9531, loss_cls: 3.6846, loss: 3.6846 +2025-06-24 18:01:54,355 - pyskl - INFO - Epoch [53][3100/3940] lr: 1.811e-02, eta: 1 day, 23:53:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.4739, loss: 3.4739 +2025-06-24 18:02:38,785 - pyskl - INFO - Epoch [53][3200/3940] lr: 1.810e-02, eta: 1 day, 23:52:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9619, loss_cls: 3.4600, loss: 3.4600 +2025-06-24 18:03:23,039 - pyskl - INFO - Epoch [53][3300/3940] lr: 1.810e-02, eta: 1 day, 23:51:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.4702, loss: 3.4702 +2025-06-24 18:04:07,373 - pyskl - INFO - Epoch [53][3400/3940] lr: 1.809e-02, eta: 1 day, 23:50:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 3.5143, loss: 3.5143 +2025-06-24 18:04:51,745 - pyskl - INFO - Epoch [53][3500/3940] lr: 1.808e-02, eta: 1 day, 23:50:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.5122, loss: 3.5122 +2025-06-24 18:05:36,029 - pyskl - INFO - Epoch [53][3600/3940] lr: 1.808e-02, eta: 1 day, 23:49:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9575, loss_cls: 3.4876, loss: 3.4876 +2025-06-24 18:06:20,364 - pyskl - INFO - Epoch [53][3700/3940] lr: 1.807e-02, eta: 1 day, 23:48:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.5984, loss: 3.5984 +2025-06-24 18:07:04,725 - pyskl - INFO - Epoch [53][3800/3940] lr: 1.807e-02, eta: 1 day, 23:47:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 3.4993, loss: 3.4993 +2025-06-24 18:07:49,153 - pyskl - INFO - Epoch [53][3900/3940] lr: 1.806e-02, eta: 1 day, 23:47:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.5031, loss: 3.5031 +2025-06-24 18:08:07,286 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-24 18:11:30,129 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:11:30,600 - pyskl - INFO - +top1_acc 0.6566 +top5_acc 0.9203 +2025-06-24 18:11:30,618 - pyskl - INFO - Epoch(val) [53][3183] top1_acc: 0.6566, top5_acc: 0.9203 +2025-06-24 18:12:40,370 - pyskl - INFO - Epoch [54][100/3940] lr: 1.805e-02, eta: 1 day, 23:46:12, time: 0.697, data_time: 0.253, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 3.4654, loss: 3.4654 +2025-06-24 18:13:24,926 - pyskl - INFO - Epoch [54][200/3940] lr: 1.805e-02, eta: 1 day, 23:45:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.4139, loss: 3.4139 +2025-06-24 18:14:09,456 - pyskl - INFO - Epoch [54][300/3940] lr: 1.804e-02, eta: 1 day, 23:44:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.3874, loss: 3.3874 +2025-06-24 18:14:53,966 - pyskl - INFO - Epoch [54][400/3940] lr: 1.803e-02, eta: 1 day, 23:43:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 3.4742, loss: 3.4742 +2025-06-24 18:15:38,429 - pyskl - INFO - Epoch [54][500/3940] lr: 1.803e-02, eta: 1 day, 23:43:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9625, loss_cls: 3.4102, loss: 3.4102 +2025-06-24 18:16:22,923 - pyskl - INFO - Epoch [54][600/3940] lr: 1.802e-02, eta: 1 day, 23:42:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.6054, loss: 3.6054 +2025-06-24 18:17:07,367 - pyskl - INFO - Epoch [54][700/3940] lr: 1.802e-02, eta: 1 day, 23:41:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.4175, loss: 3.4175 +2025-06-24 18:17:51,738 - pyskl - INFO - Epoch [54][800/3940] lr: 1.801e-02, eta: 1 day, 23:40:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 3.5193, loss: 3.5193 +2025-06-24 18:18:36,088 - pyskl - INFO - Epoch [54][900/3940] lr: 1.800e-02, eta: 1 day, 23:40:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.5723, loss: 3.5723 +2025-06-24 18:19:20,370 - pyskl - INFO - Epoch [54][1000/3940] lr: 1.800e-02, eta: 1 day, 23:39:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.5505, loss: 3.5505 +2025-06-24 18:20:04,655 - pyskl - INFO - Epoch [54][1100/3940] lr: 1.799e-02, eta: 1 day, 23:38:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.4655, loss: 3.4655 +2025-06-24 18:20:48,995 - pyskl - INFO - Epoch [54][1200/3940] lr: 1.799e-02, eta: 1 day, 23:37:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 3.4799, loss: 3.4799 +2025-06-24 18:21:33,367 - pyskl - INFO - Epoch [54][1300/3940] lr: 1.798e-02, eta: 1 day, 23:36:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.4890, loss: 3.4890 +2025-06-24 18:22:17,659 - pyskl - INFO - Epoch [54][1400/3940] lr: 1.797e-02, eta: 1 day, 23:36:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.4831, loss: 3.4831 +2025-06-24 18:23:01,890 - pyskl - INFO - Epoch [54][1500/3940] lr: 1.797e-02, eta: 1 day, 23:35:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9625, loss_cls: 3.5551, loss: 3.5551 +2025-06-24 18:23:46,261 - pyskl - INFO - Epoch [54][1600/3940] lr: 1.796e-02, eta: 1 day, 23:34:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.5166, loss: 3.5166 +2025-06-24 18:24:30,469 - pyskl - INFO - Epoch [54][1700/3940] lr: 1.796e-02, eta: 1 day, 23:33:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 3.5359, loss: 3.5359 +2025-06-24 18:25:14,755 - pyskl - INFO - Epoch [54][1800/3940] lr: 1.795e-02, eta: 1 day, 23:33:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.3491, loss: 3.3491 +2025-06-24 18:25:58,925 - pyskl - INFO - Epoch [54][1900/3940] lr: 1.794e-02, eta: 1 day, 23:32:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9531, loss_cls: 3.6886, loss: 3.6886 +2025-06-24 18:26:43,141 - pyskl - INFO - Epoch [54][2000/3940] lr: 1.794e-02, eta: 1 day, 23:31:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9594, loss_cls: 3.4988, loss: 3.4988 +2025-06-24 18:27:27,348 - pyskl - INFO - Epoch [54][2100/3940] lr: 1.793e-02, eta: 1 day, 23:30:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 3.5761, loss: 3.5761 +2025-06-24 18:28:11,543 - pyskl - INFO - Epoch [54][2200/3940] lr: 1.793e-02, eta: 1 day, 23:30:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.5278, loss: 3.5278 +2025-06-24 18:28:55,722 - pyskl - INFO - Epoch [54][2300/3940] lr: 1.792e-02, eta: 1 day, 23:29:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9575, loss_cls: 3.5111, loss: 3.5111 +2025-06-24 18:29:39,891 - pyskl - INFO - Epoch [54][2400/3940] lr: 1.791e-02, eta: 1 day, 23:28:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 3.4723, loss: 3.4723 +2025-06-24 18:30:24,149 - pyskl - INFO - Epoch [54][2500/3940] lr: 1.791e-02, eta: 1 day, 23:27:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9569, loss_cls: 3.5251, loss: 3.5251 +2025-06-24 18:31:08,290 - pyskl - INFO - Epoch [54][2600/3940] lr: 1.790e-02, eta: 1 day, 23:26:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 3.6359, loss: 3.6359 +2025-06-24 18:31:52,573 - pyskl - INFO - Epoch [54][2700/3940] lr: 1.790e-02, eta: 1 day, 23:26:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 3.5652, loss: 3.5652 +2025-06-24 18:32:36,821 - pyskl - INFO - Epoch [54][2800/3940] lr: 1.789e-02, eta: 1 day, 23:25:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.2081, loss: 3.2081 +2025-06-24 18:33:21,042 - pyskl - INFO - Epoch [54][2900/3940] lr: 1.788e-02, eta: 1 day, 23:24:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.4474, loss: 3.4474 +2025-06-24 18:34:05,265 - pyskl - INFO - Epoch [54][3000/3940] lr: 1.788e-02, eta: 1 day, 23:23:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.3736, loss: 3.3736 +2025-06-24 18:34:49,516 - pyskl - INFO - Epoch [54][3100/3940] lr: 1.787e-02, eta: 1 day, 23:23:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.5027, loss: 3.5027 +2025-06-24 18:35:33,774 - pyskl - INFO - Epoch [54][3200/3940] lr: 1.787e-02, eta: 1 day, 23:22:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.5335, loss: 3.5335 +2025-06-24 18:36:18,107 - pyskl - INFO - Epoch [54][3300/3940] lr: 1.786e-02, eta: 1 day, 23:21:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 3.5355, loss: 3.5355 +2025-06-24 18:37:02,316 - pyskl - INFO - Epoch [54][3400/3940] lr: 1.785e-02, eta: 1 day, 23:20:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 3.5080, loss: 3.5080 +2025-06-24 18:37:46,551 - pyskl - INFO - Epoch [54][3500/3940] lr: 1.785e-02, eta: 1 day, 23:19:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 3.5535, loss: 3.5535 +2025-06-24 18:38:30,913 - pyskl - INFO - Epoch [54][3600/3940] lr: 1.784e-02, eta: 1 day, 23:19:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9606, loss_cls: 3.5246, loss: 3.5246 +2025-06-24 18:39:15,104 - pyskl - INFO - Epoch [54][3700/3940] lr: 1.784e-02, eta: 1 day, 23:18:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6675, loss: 3.6675 +2025-06-24 18:39:59,330 - pyskl - INFO - Epoch [54][3800/3940] lr: 1.783e-02, eta: 1 day, 23:17:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9600, loss_cls: 3.4622, loss: 3.4622 +2025-06-24 18:40:43,618 - pyskl - INFO - Epoch [54][3900/3940] lr: 1.782e-02, eta: 1 day, 23:16:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 3.5132, loss: 3.5132 +2025-06-24 18:41:01,623 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-24 18:44:25,085 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 18:44:25,550 - pyskl - INFO - +top1_acc 0.7329 +top5_acc 0.9434 +2025-06-24 18:44:25,568 - pyskl - INFO - Epoch(val) [54][3183] top1_acc: 0.7329, top5_acc: 0.9434 +2025-06-24 18:45:36,036 - pyskl - INFO - Epoch [55][100/3940] lr: 1.782e-02, eta: 1 day, 23:16:04, time: 0.705, data_time: 0.261, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.4863, loss: 3.4863 +2025-06-24 18:46:20,416 - pyskl - INFO - Epoch [55][200/3940] lr: 1.781e-02, eta: 1 day, 23:15:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.3610, loss: 3.3610 +2025-06-24 18:47:04,957 - pyskl - INFO - Epoch [55][300/3940] lr: 1.780e-02, eta: 1 day, 23:14:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.4496, loss: 3.4496 +2025-06-24 18:47:49,257 - pyskl - INFO - Epoch [55][400/3940] lr: 1.780e-02, eta: 1 day, 23:13:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.3606, loss: 3.3606 +2025-06-24 18:48:33,466 - pyskl - INFO - Epoch [55][500/3940] lr: 1.779e-02, eta: 1 day, 23:12:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9619, loss_cls: 3.4487, loss: 3.4487 +2025-06-24 18:49:17,832 - pyskl - INFO - Epoch [55][600/3940] lr: 1.779e-02, eta: 1 day, 23:12:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9656, loss_cls: 3.5000, loss: 3.5000 +2025-06-24 18:50:02,005 - pyskl - INFO - Epoch [55][700/3940] lr: 1.778e-02, eta: 1 day, 23:11:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.6098, loss: 3.6098 +2025-06-24 18:50:46,196 - pyskl - INFO - Epoch [55][800/3940] lr: 1.777e-02, eta: 1 day, 23:10:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.5020, loss: 3.5020 +2025-06-24 18:51:30,355 - pyskl - INFO - Epoch [55][900/3940] lr: 1.777e-02, eta: 1 day, 23:09:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.4017, loss: 3.4017 +2025-06-24 18:52:14,490 - pyskl - INFO - Epoch [55][1000/3940] lr: 1.776e-02, eta: 1 day, 23:09:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.3111, loss: 3.3111 +2025-06-24 18:52:58,667 - pyskl - INFO - Epoch [55][1100/3940] lr: 1.776e-02, eta: 1 day, 23:08:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.4038, loss: 3.4038 +2025-06-24 18:53:42,839 - pyskl - INFO - Epoch [55][1200/3940] lr: 1.775e-02, eta: 1 day, 23:07:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.5389, loss: 3.5389 +2025-06-24 18:54:26,886 - pyskl - INFO - Epoch [55][1300/3940] lr: 1.774e-02, eta: 1 day, 23:06:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9600, loss_cls: 3.4888, loss: 3.4888 +2025-06-24 18:55:11,241 - pyskl - INFO - Epoch [55][1400/3940] lr: 1.774e-02, eta: 1 day, 23:06:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.5132, loss: 3.5132 +2025-06-24 18:55:55,850 - pyskl - INFO - Epoch [55][1500/3940] lr: 1.773e-02, eta: 1 day, 23:05:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9613, loss_cls: 3.4937, loss: 3.4937 +2025-06-24 18:56:40,469 - pyskl - INFO - Epoch [55][1600/3940] lr: 1.773e-02, eta: 1 day, 23:04:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.5195, loss: 3.5195 +2025-06-24 18:57:25,013 - pyskl - INFO - Epoch [55][1700/3940] lr: 1.772e-02, eta: 1 day, 23:03:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.5362, loss: 3.5362 +2025-06-24 18:58:09,426 - pyskl - INFO - Epoch [55][1800/3940] lr: 1.771e-02, eta: 1 day, 23:02:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.5038, loss: 3.5038 +2025-06-24 18:58:53,846 - pyskl - INFO - Epoch [55][1900/3940] lr: 1.771e-02, eta: 1 day, 23:02:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.4348, loss: 3.4348 +2025-06-24 18:59:38,317 - pyskl - INFO - Epoch [55][2000/3940] lr: 1.770e-02, eta: 1 day, 23:01:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.4387, loss: 3.4387 +2025-06-24 19:00:22,694 - pyskl - INFO - Epoch [55][2100/3940] lr: 1.770e-02, eta: 1 day, 23:00:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 3.4299, loss: 3.4299 +2025-06-24 19:01:07,037 - pyskl - INFO - Epoch [55][2200/3940] lr: 1.769e-02, eta: 1 day, 22:59:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9500, loss_cls: 3.4851, loss: 3.4851 +2025-06-24 19:01:51,297 - pyskl - INFO - Epoch [55][2300/3940] lr: 1.768e-02, eta: 1 day, 22:59:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.5326, loss: 3.5326 +2025-06-24 19:02:35,736 - pyskl - INFO - Epoch [55][2400/3940] lr: 1.768e-02, eta: 1 day, 22:58:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9594, loss_cls: 3.5758, loss: 3.5758 +2025-06-24 19:03:20,122 - pyskl - INFO - Epoch [55][2500/3940] lr: 1.767e-02, eta: 1 day, 22:57:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9600, loss_cls: 3.5231, loss: 3.5231 +2025-06-24 19:04:04,535 - pyskl - INFO - Epoch [55][2600/3940] lr: 1.767e-02, eta: 1 day, 22:56:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9613, loss_cls: 3.5672, loss: 3.5672 +2025-06-24 19:04:48,945 - pyskl - INFO - Epoch [55][2700/3940] lr: 1.766e-02, eta: 1 day, 22:56:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 3.5812, loss: 3.5812 +2025-06-24 19:05:33,347 - pyskl - INFO - Epoch [55][2800/3940] lr: 1.765e-02, eta: 1 day, 22:55:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9619, loss_cls: 3.5507, loss: 3.5507 +2025-06-24 19:06:17,943 - pyskl - INFO - Epoch [55][2900/3940] lr: 1.765e-02, eta: 1 day, 22:54:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9619, loss_cls: 3.4425, loss: 3.4425 +2025-06-24 19:07:02,369 - pyskl - INFO - Epoch [55][3000/3940] lr: 1.764e-02, eta: 1 day, 22:53:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.5190, loss: 3.5190 +2025-06-24 19:07:46,970 - pyskl - INFO - Epoch [55][3100/3940] lr: 1.764e-02, eta: 1 day, 22:53:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9631, loss_cls: 3.3638, loss: 3.3638 +2025-06-24 19:08:31,354 - pyskl - INFO - Epoch [55][3200/3940] lr: 1.763e-02, eta: 1 day, 22:52:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9594, loss_cls: 3.3797, loss: 3.3797 +2025-06-24 19:09:15,730 - pyskl - INFO - Epoch [55][3300/3940] lr: 1.762e-02, eta: 1 day, 22:51:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9537, loss_cls: 3.5317, loss: 3.5317 +2025-06-24 19:10:00,118 - pyskl - INFO - Epoch [55][3400/3940] lr: 1.762e-02, eta: 1 day, 22:50:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 3.4466, loss: 3.4466 +2025-06-24 19:10:44,275 - pyskl - INFO - Epoch [55][3500/3940] lr: 1.761e-02, eta: 1 day, 22:49:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.5081, loss: 3.5081 +2025-06-24 19:11:28,800 - pyskl - INFO - Epoch [55][3600/3940] lr: 1.760e-02, eta: 1 day, 22:49:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.4003, loss: 3.4003 +2025-06-24 19:12:13,374 - pyskl - INFO - Epoch [55][3700/3940] lr: 1.760e-02, eta: 1 day, 22:48:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 3.4721, loss: 3.4721 +2025-06-24 19:12:57,908 - pyskl - INFO - Epoch [55][3800/3940] lr: 1.759e-02, eta: 1 day, 22:47:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 3.5238, loss: 3.5238 +2025-06-24 19:13:42,289 - pyskl - INFO - Epoch [55][3900/3940] lr: 1.759e-02, eta: 1 day, 22:46:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 3.6013, loss: 3.6013 +2025-06-24 19:14:00,489 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-24 19:32:47,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 19:32:47,932 - pyskl - INFO - +top1_acc 0.7729 +top5_acc 0.9584 +2025-06-24 19:32:47,994 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_48.pth was removed +2025-06-24 19:32:49,092 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2025-06-24 19:32:49,095 - pyskl - INFO - Best top1_acc is 0.7729 at 55 epoch. +2025-06-24 19:32:49,116 - pyskl - INFO - Epoch(val) [55][3183] top1_acc: 0.7729, top5_acc: 0.9584 +2025-06-24 19:33:58,557 - pyskl - INFO - Epoch [56][100/3940] lr: 1.758e-02, eta: 1 day, 22:46:01, time: 0.694, data_time: 0.251, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 3.3940, loss: 3.3940 +2025-06-24 19:34:42,861 - pyskl - INFO - Epoch [56][200/3940] lr: 1.757e-02, eta: 1 day, 22:45:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.4675, loss: 3.4675 +2025-06-24 19:35:27,218 - pyskl - INFO - Epoch [56][300/3940] lr: 1.757e-02, eta: 1 day, 22:44:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 3.3994, loss: 3.3994 +2025-06-24 19:36:11,584 - pyskl - INFO - Epoch [56][400/3940] lr: 1.756e-02, eta: 1 day, 22:43:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.4247, loss: 3.4247 +2025-06-24 19:36:55,925 - pyskl - INFO - Epoch [56][500/3940] lr: 1.755e-02, eta: 1 day, 22:42:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 3.4286, loss: 3.4286 +2025-06-24 19:37:40,211 - pyskl - INFO - Epoch [56][600/3940] lr: 1.755e-02, eta: 1 day, 22:42:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.3887, loss: 3.3887 +2025-06-24 19:38:24,582 - pyskl - INFO - Epoch [56][700/3940] lr: 1.754e-02, eta: 1 day, 22:41:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.4718, loss: 3.4718 +2025-06-24 19:39:08,978 - pyskl - INFO - Epoch [56][800/3940] lr: 1.754e-02, eta: 1 day, 22:40:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9613, loss_cls: 3.4660, loss: 3.4660 +2025-06-24 19:39:53,264 - pyskl - INFO - Epoch [56][900/3940] lr: 1.753e-02, eta: 1 day, 22:39:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.6472, loss: 3.6472 +2025-06-24 19:40:37,742 - pyskl - INFO - Epoch [56][1000/3940] lr: 1.752e-02, eta: 1 day, 22:39:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.5226, loss: 3.5226 +2025-06-24 19:41:22,193 - pyskl - INFO - Epoch [56][1100/3940] lr: 1.752e-02, eta: 1 day, 22:38:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 3.4285, loss: 3.4285 +2025-06-24 19:42:06,527 - pyskl - INFO - Epoch [56][1200/3940] lr: 1.751e-02, eta: 1 day, 22:37:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.4900, loss: 3.4900 +2025-06-24 19:42:50,800 - pyskl - INFO - Epoch [56][1300/3940] lr: 1.751e-02, eta: 1 day, 22:36:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9587, loss_cls: 3.4976, loss: 3.4976 +2025-06-24 19:43:35,243 - pyskl - INFO - Epoch [56][1400/3940] lr: 1.750e-02, eta: 1 day, 22:36:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.3425, loss: 3.3425 +2025-06-24 19:44:19,651 - pyskl - INFO - Epoch [56][1500/3940] lr: 1.749e-02, eta: 1 day, 22:35:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9613, loss_cls: 3.4061, loss: 3.4061 +2025-06-24 19:45:03,953 - pyskl - INFO - Epoch [56][1600/3940] lr: 1.749e-02, eta: 1 day, 22:34:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.4188, loss: 3.4188 +2025-06-24 19:45:48,258 - pyskl - INFO - Epoch [56][1700/3940] lr: 1.748e-02, eta: 1 day, 22:33:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.4748, loss: 3.4748 +2025-06-24 19:46:32,559 - pyskl - INFO - Epoch [56][1800/3940] lr: 1.747e-02, eta: 1 day, 22:32:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.5010, loss: 3.5010 +2025-06-24 19:47:16,898 - pyskl - INFO - Epoch [56][1900/3940] lr: 1.747e-02, eta: 1 day, 22:32:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.3770, loss: 3.3770 +2025-06-24 19:48:01,248 - pyskl - INFO - Epoch [56][2000/3940] lr: 1.746e-02, eta: 1 day, 22:31:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.5887, loss: 3.5887 +2025-06-24 19:48:45,557 - pyskl - INFO - Epoch [56][2100/3940] lr: 1.746e-02, eta: 1 day, 22:30:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 3.4271, loss: 3.4271 +2025-06-24 19:49:29,902 - pyskl - INFO - Epoch [56][2200/3940] lr: 1.745e-02, eta: 1 day, 22:29:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 3.5303, loss: 3.5303 +2025-06-24 19:50:14,119 - pyskl - INFO - Epoch [56][2300/3940] lr: 1.744e-02, eta: 1 day, 22:29:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.4674, loss: 3.4674 +2025-06-24 19:50:58,404 - pyskl - INFO - Epoch [56][2400/3940] lr: 1.744e-02, eta: 1 day, 22:28:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9556, loss_cls: 3.4653, loss: 3.4653 +2025-06-24 19:51:42,684 - pyskl - INFO - Epoch [56][2500/3940] lr: 1.743e-02, eta: 1 day, 22:27:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9631, loss_cls: 3.5387, loss: 3.5387 +2025-06-24 19:52:26,912 - pyskl - INFO - Epoch [56][2600/3940] lr: 1.743e-02, eta: 1 day, 22:26:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.4798, loss: 3.4798 +2025-06-24 19:53:11,149 - pyskl - INFO - Epoch [56][2700/3940] lr: 1.742e-02, eta: 1 day, 22:26:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.3513, loss: 3.3513 +2025-06-24 19:53:55,395 - pyskl - INFO - Epoch [56][2800/3940] lr: 1.741e-02, eta: 1 day, 22:25:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.4081, loss: 3.4081 +2025-06-24 19:54:39,628 - pyskl - INFO - Epoch [56][2900/3940] lr: 1.741e-02, eta: 1 day, 22:24:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.5202, loss: 3.5202 +2025-06-24 19:55:23,963 - pyskl - INFO - Epoch [56][3000/3940] lr: 1.740e-02, eta: 1 day, 22:23:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9531, loss_cls: 3.6377, loss: 3.6377 +2025-06-24 19:56:08,239 - pyskl - INFO - Epoch [56][3100/3940] lr: 1.740e-02, eta: 1 day, 22:22:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.5759, loss: 3.5759 +2025-06-24 19:56:52,471 - pyskl - INFO - Epoch [56][3200/3940] lr: 1.739e-02, eta: 1 day, 22:22:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.3960, loss: 3.3960 +2025-06-24 19:57:36,658 - pyskl - INFO - Epoch [56][3300/3940] lr: 1.738e-02, eta: 1 day, 22:21:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.4278, loss: 3.4278 +2025-06-24 19:58:20,818 - pyskl - INFO - Epoch [56][3400/3940] lr: 1.738e-02, eta: 1 day, 22:20:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.5499, loss: 3.5499 +2025-06-24 19:59:05,070 - pyskl - INFO - Epoch [56][3500/3940] lr: 1.737e-02, eta: 1 day, 22:19:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.5922, loss: 3.5922 +2025-06-24 19:59:49,350 - pyskl - INFO - Epoch [56][3600/3940] lr: 1.736e-02, eta: 1 day, 22:19:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.3748, loss: 3.3748 +2025-06-24 20:00:33,705 - pyskl - INFO - Epoch [56][3700/3940] lr: 1.736e-02, eta: 1 day, 22:18:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9619, loss_cls: 3.5162, loss: 3.5162 +2025-06-24 20:01:17,945 - pyskl - INFO - Epoch [56][3800/3940] lr: 1.735e-02, eta: 1 day, 22:17:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.5264, loss: 3.5264 +2025-06-24 20:02:02,305 - pyskl - INFO - Epoch [56][3900/3940] lr: 1.735e-02, eta: 1 day, 22:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 3.4489, loss: 3.4489 +2025-06-24 20:02:20,405 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-24 20:05:44,800 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:05:45,268 - pyskl - INFO - +top1_acc 0.7260 +top5_acc 0.9419 +2025-06-24 20:05:45,288 - pyskl - INFO - Epoch(val) [56][3183] top1_acc: 0.7260, top5_acc: 0.9419 +2025-06-24 20:06:55,057 - pyskl - INFO - Epoch [57][100/3940] lr: 1.734e-02, eta: 1 day, 22:15:56, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.3915, loss: 3.3915 +2025-06-24 20:07:39,239 - pyskl - INFO - Epoch [57][200/3940] lr: 1.733e-02, eta: 1 day, 22:15:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 3.5691, loss: 3.5691 +2025-06-24 20:08:23,441 - pyskl - INFO - Epoch [57][300/3940] lr: 1.733e-02, eta: 1 day, 22:14:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.2950, loss: 3.2950 +2025-06-24 20:09:07,794 - pyskl - INFO - Epoch [57][400/3940] lr: 1.732e-02, eta: 1 day, 22:13:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9594, loss_cls: 3.4887, loss: 3.4887 +2025-06-24 20:09:52,137 - pyskl - INFO - Epoch [57][500/3940] lr: 1.731e-02, eta: 1 day, 22:12:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.5809, loss: 3.5809 +2025-06-24 20:10:36,385 - pyskl - INFO - Epoch [57][600/3940] lr: 1.731e-02, eta: 1 day, 22:12:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.3993, loss: 3.3993 +2025-06-24 20:11:20,587 - pyskl - INFO - Epoch [57][700/3940] lr: 1.730e-02, eta: 1 day, 22:11:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.5014, loss: 3.5014 +2025-06-24 20:12:04,800 - pyskl - INFO - Epoch [57][800/3940] lr: 1.729e-02, eta: 1 day, 22:10:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.4258, loss: 3.4258 +2025-06-24 20:12:49,134 - pyskl - INFO - Epoch [57][900/3940] lr: 1.729e-02, eta: 1 day, 22:09:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9600, loss_cls: 3.5080, loss: 3.5080 +2025-06-24 20:13:33,662 - pyskl - INFO - Epoch [57][1000/3940] lr: 1.728e-02, eta: 1 day, 22:09:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 3.5040, loss: 3.5040 +2025-06-24 20:14:18,098 - pyskl - INFO - Epoch [57][1100/3940] lr: 1.728e-02, eta: 1 day, 22:08:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9637, loss_cls: 3.4444, loss: 3.4444 +2025-06-24 20:15:02,452 - pyskl - INFO - Epoch [57][1200/3940] lr: 1.727e-02, eta: 1 day, 22:07:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.3556, loss: 3.3556 +2025-06-24 20:15:46,751 - pyskl - INFO - Epoch [57][1300/3940] lr: 1.726e-02, eta: 1 day, 22:06:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9631, loss_cls: 3.3032, loss: 3.3032 +2025-06-24 20:16:31,126 - pyskl - INFO - Epoch [57][1400/3940] lr: 1.726e-02, eta: 1 day, 22:05:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.4091, loss: 3.4091 +2025-06-24 20:17:15,430 - pyskl - INFO - Epoch [57][1500/3940] lr: 1.725e-02, eta: 1 day, 22:05:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.4078, loss: 3.4078 +2025-06-24 20:17:59,773 - pyskl - INFO - Epoch [57][1600/3940] lr: 1.725e-02, eta: 1 day, 22:04:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9644, loss_cls: 3.3524, loss: 3.3524 +2025-06-24 20:18:44,170 - pyskl - INFO - Epoch [57][1700/3940] lr: 1.724e-02, eta: 1 day, 22:03:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.3842, loss: 3.3842 +2025-06-24 20:19:28,588 - pyskl - INFO - Epoch [57][1800/3940] lr: 1.723e-02, eta: 1 day, 22:02:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.5319, loss: 3.5319 +2025-06-24 20:20:12,905 - pyskl - INFO - Epoch [57][1900/3940] lr: 1.723e-02, eta: 1 day, 22:02:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.4735, loss: 3.4735 +2025-06-24 20:20:57,287 - pyskl - INFO - Epoch [57][2000/3940] lr: 1.722e-02, eta: 1 day, 22:01:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.4952, loss: 3.4952 +2025-06-24 20:21:41,744 - pyskl - INFO - Epoch [57][2100/3940] lr: 1.722e-02, eta: 1 day, 22:00:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9650, loss_cls: 3.3069, loss: 3.3069 +2025-06-24 20:22:26,082 - pyskl - INFO - Epoch [57][2200/3940] lr: 1.721e-02, eta: 1 day, 21:59:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9569, loss_cls: 3.5885, loss: 3.5885 +2025-06-24 20:23:10,382 - pyskl - INFO - Epoch [57][2300/3940] lr: 1.720e-02, eta: 1 day, 21:59:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.4949, loss: 3.4949 +2025-06-24 20:23:54,682 - pyskl - INFO - Epoch [57][2400/3940] lr: 1.720e-02, eta: 1 day, 21:58:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.3991, loss: 3.3991 +2025-06-24 20:24:39,030 - pyskl - INFO - Epoch [57][2500/3940] lr: 1.719e-02, eta: 1 day, 21:57:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9600, loss_cls: 3.5226, loss: 3.5226 +2025-06-24 20:25:23,296 - pyskl - INFO - Epoch [57][2600/3940] lr: 1.718e-02, eta: 1 day, 21:56:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9550, loss_cls: 3.4646, loss: 3.4646 +2025-06-24 20:26:07,581 - pyskl - INFO - Epoch [57][2700/3940] lr: 1.718e-02, eta: 1 day, 21:55:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.5012, loss: 3.5012 +2025-06-24 20:26:51,901 - pyskl - INFO - Epoch [57][2800/3940] lr: 1.717e-02, eta: 1 day, 21:55:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9594, loss_cls: 3.4675, loss: 3.4675 +2025-06-24 20:27:36,120 - pyskl - INFO - Epoch [57][2900/3940] lr: 1.717e-02, eta: 1 day, 21:54:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 3.4420, loss: 3.4420 +2025-06-24 20:28:20,379 - pyskl - INFO - Epoch [57][3000/3940] lr: 1.716e-02, eta: 1 day, 21:53:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.4714, loss: 3.4714 +2025-06-24 20:29:04,632 - pyskl - INFO - Epoch [57][3100/3940] lr: 1.715e-02, eta: 1 day, 21:52:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.3563, loss: 3.3563 +2025-06-24 20:29:48,993 - pyskl - INFO - Epoch [57][3200/3940] lr: 1.715e-02, eta: 1 day, 21:52:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.5760, loss: 3.5760 +2025-06-24 20:30:33,419 - pyskl - INFO - Epoch [57][3300/3940] lr: 1.714e-02, eta: 1 day, 21:51:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5094, loss: 3.5094 +2025-06-24 20:31:17,818 - pyskl - INFO - Epoch [57][3400/3940] lr: 1.713e-02, eta: 1 day, 21:50:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 3.5285, loss: 3.5285 +2025-06-24 20:32:02,361 - pyskl - INFO - Epoch [57][3500/3940] lr: 1.713e-02, eta: 1 day, 21:49:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.5126, loss: 3.5126 +2025-06-24 20:32:46,768 - pyskl - INFO - Epoch [57][3600/3940] lr: 1.712e-02, eta: 1 day, 21:49:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.3560, loss: 3.3560 +2025-06-24 20:33:31,237 - pyskl - INFO - Epoch [57][3700/3940] lr: 1.712e-02, eta: 1 day, 21:48:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 3.5012, loss: 3.5012 +2025-06-24 20:34:15,542 - pyskl - INFO - Epoch [57][3800/3940] lr: 1.711e-02, eta: 1 day, 21:47:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9669, loss_cls: 3.3950, loss: 3.3950 +2025-06-24 20:34:59,864 - pyskl - INFO - Epoch [57][3900/3940] lr: 1.710e-02, eta: 1 day, 21:46:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.4186, loss: 3.4186 +2025-06-24 20:35:17,806 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-24 20:38:40,734 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 20:38:41,203 - pyskl - INFO - +top1_acc 0.7341 +top5_acc 0.9392 +2025-06-24 20:38:41,223 - pyskl - INFO - Epoch(val) [57][3183] top1_acc: 0.7341, top5_acc: 0.9392 +2025-06-24 20:39:50,867 - pyskl - INFO - Epoch [58][100/3940] lr: 1.710e-02, eta: 1 day, 21:45:54, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 3.3868, loss: 3.3868 +2025-06-24 20:40:35,185 - pyskl - INFO - Epoch [58][200/3940] lr: 1.709e-02, eta: 1 day, 21:45:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 3.3477, loss: 3.3477 +2025-06-24 20:41:19,573 - pyskl - INFO - Epoch [58][300/3940] lr: 1.708e-02, eta: 1 day, 21:44:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 3.5019, loss: 3.5019 +2025-06-24 20:42:04,102 - pyskl - INFO - Epoch [58][400/3940] lr: 1.708e-02, eta: 1 day, 21:43:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.2802, loss: 3.2802 +2025-06-24 20:42:48,528 - pyskl - INFO - Epoch [58][500/3940] lr: 1.707e-02, eta: 1 day, 21:42:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.4468, loss: 3.4468 +2025-06-24 20:43:32,958 - pyskl - INFO - Epoch [58][600/3940] lr: 1.706e-02, eta: 1 day, 21:42:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 3.4594, loss: 3.4594 +2025-06-24 20:44:17,673 - pyskl - INFO - Epoch [58][700/3940] lr: 1.706e-02, eta: 1 day, 21:41:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.4039, loss: 3.4039 +2025-06-24 20:45:02,299 - pyskl - INFO - Epoch [58][800/3940] lr: 1.705e-02, eta: 1 day, 21:40:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.4017, loss: 3.4017 +2025-06-24 20:45:46,788 - pyskl - INFO - Epoch [58][900/3940] lr: 1.705e-02, eta: 1 day, 21:39:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9575, loss_cls: 3.4833, loss: 3.4833 +2025-06-24 20:46:31,261 - pyskl - INFO - Epoch [58][1000/3940] lr: 1.704e-02, eta: 1 day, 21:39:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.4121, loss: 3.4121 +2025-06-24 20:47:15,666 - pyskl - INFO - Epoch [58][1100/3940] lr: 1.703e-02, eta: 1 day, 21:38:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.6365, loss: 3.6365 +2025-06-24 20:48:00,127 - pyskl - INFO - Epoch [58][1200/3940] lr: 1.703e-02, eta: 1 day, 21:37:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.4555, loss: 3.4555 +2025-06-24 20:48:44,566 - pyskl - INFO - Epoch [58][1300/3940] lr: 1.702e-02, eta: 1 day, 21:36:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 3.4647, loss: 3.4647 +2025-06-24 20:49:28,840 - pyskl - INFO - Epoch [58][1400/3940] lr: 1.701e-02, eta: 1 day, 21:35:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9637, loss_cls: 3.3155, loss: 3.3155 +2025-06-24 20:50:13,075 - pyskl - INFO - Epoch [58][1500/3940] lr: 1.701e-02, eta: 1 day, 21:35:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9644, loss_cls: 3.3628, loss: 3.3628 +2025-06-24 20:50:57,297 - pyskl - INFO - Epoch [58][1600/3940] lr: 1.700e-02, eta: 1 day, 21:34:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9600, loss_cls: 3.5261, loss: 3.5261 +2025-06-24 20:51:41,607 - pyskl - INFO - Epoch [58][1700/3940] lr: 1.700e-02, eta: 1 day, 21:33:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 3.4175, loss: 3.4175 +2025-06-24 20:52:25,876 - pyskl - INFO - Epoch [58][1800/3940] lr: 1.699e-02, eta: 1 day, 21:32:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.2594, loss: 3.2594 +2025-06-24 20:53:10,110 - pyskl - INFO - Epoch [58][1900/3940] lr: 1.698e-02, eta: 1 day, 21:32:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.3634, loss: 3.3634 +2025-06-24 20:53:54,333 - pyskl - INFO - Epoch [58][2000/3940] lr: 1.698e-02, eta: 1 day, 21:31:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9569, loss_cls: 3.5003, loss: 3.5003 +2025-06-24 20:54:38,697 - pyskl - INFO - Epoch [58][2100/3940] lr: 1.697e-02, eta: 1 day, 21:30:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.4343, loss: 3.4343 +2025-06-24 20:55:23,043 - pyskl - INFO - Epoch [58][2200/3940] lr: 1.697e-02, eta: 1 day, 21:29:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.4951, loss: 3.4951 +2025-06-24 20:56:07,391 - pyskl - INFO - Epoch [58][2300/3940] lr: 1.696e-02, eta: 1 day, 21:29:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 3.4814, loss: 3.4814 +2025-06-24 20:56:51,677 - pyskl - INFO - Epoch [58][2400/3940] lr: 1.695e-02, eta: 1 day, 21:28:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9575, loss_cls: 3.5577, loss: 3.5577 +2025-06-24 20:57:35,980 - pyskl - INFO - Epoch [58][2500/3940] lr: 1.695e-02, eta: 1 day, 21:27:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4074, loss: 3.4074 +2025-06-24 20:58:20,270 - pyskl - INFO - Epoch [58][2600/3940] lr: 1.694e-02, eta: 1 day, 21:26:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 3.3833, loss: 3.3833 +2025-06-24 20:59:04,580 - pyskl - INFO - Epoch [58][2700/3940] lr: 1.693e-02, eta: 1 day, 21:26:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.5103, loss: 3.5103 +2025-06-24 20:59:48,925 - pyskl - INFO - Epoch [58][2800/3940] lr: 1.693e-02, eta: 1 day, 21:25:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.4906, loss: 3.4906 +2025-06-24 21:00:33,372 - pyskl - INFO - Epoch [58][2900/3940] lr: 1.692e-02, eta: 1 day, 21:24:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.4118, loss: 3.4118 +2025-06-24 21:01:17,972 - pyskl - INFO - Epoch [58][3000/3940] lr: 1.692e-02, eta: 1 day, 21:23:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 3.4132, loss: 3.4132 +2025-06-24 21:02:02,470 - pyskl - INFO - Epoch [58][3100/3940] lr: 1.691e-02, eta: 1 day, 21:22:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 3.4363, loss: 3.4363 +2025-06-24 21:02:46,997 - pyskl - INFO - Epoch [58][3200/3940] lr: 1.690e-02, eta: 1 day, 21:22:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.4662, loss: 3.4662 +2025-06-24 21:03:31,401 - pyskl - INFO - Epoch [58][3300/3940] lr: 1.690e-02, eta: 1 day, 21:21:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.4369, loss: 3.4369 +2025-06-24 21:04:15,896 - pyskl - INFO - Epoch [58][3400/3940] lr: 1.689e-02, eta: 1 day, 21:20:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9650, loss_cls: 3.4235, loss: 3.4235 +2025-06-24 21:05:00,412 - pyskl - INFO - Epoch [58][3500/3940] lr: 1.688e-02, eta: 1 day, 21:19:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.4148, loss: 3.4148 +2025-06-24 21:05:44,731 - pyskl - INFO - Epoch [58][3600/3940] lr: 1.688e-02, eta: 1 day, 21:19:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.4807, loss: 3.4807 +2025-06-24 21:06:28,997 - pyskl - INFO - Epoch [58][3700/3940] lr: 1.687e-02, eta: 1 day, 21:18:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.3754, loss: 3.3754 +2025-06-24 21:07:13,236 - pyskl - INFO - Epoch [58][3800/3940] lr: 1.687e-02, eta: 1 day, 21:17:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 3.4511, loss: 3.4511 +2025-06-24 21:07:57,822 - pyskl - INFO - Epoch [58][3900/3940] lr: 1.686e-02, eta: 1 day, 21:16:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.6294, loss: 3.6294 +2025-06-24 21:08:15,991 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-24 21:11:40,378 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:11:40,846 - pyskl - INFO - +top1_acc 0.7730 +top5_acc 0.9520 +2025-06-24 21:11:40,903 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_55.pth was removed +2025-06-24 21:11:41,921 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2025-06-24 21:11:41,923 - pyskl - INFO - Best top1_acc is 0.7730 at 58 epoch. +2025-06-24 21:11:41,947 - pyskl - INFO - Epoch(val) [58][3183] top1_acc: 0.7730, top5_acc: 0.9520 +2025-06-24 21:12:51,174 - pyskl - INFO - Epoch [59][100/3940] lr: 1.685e-02, eta: 1 day, 21:15:57, time: 0.692, data_time: 0.250, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.3877, loss: 3.3877 +2025-06-24 21:13:35,474 - pyskl - INFO - Epoch [59][200/3940] lr: 1.684e-02, eta: 1 day, 21:15:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 3.4444, loss: 3.4444 +2025-06-24 21:14:19,719 - pyskl - INFO - Epoch [59][300/3940] lr: 1.684e-02, eta: 1 day, 21:14:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.3292, loss: 3.3292 +2025-06-24 21:15:03,886 - pyskl - INFO - Epoch [59][400/3940] lr: 1.683e-02, eta: 1 day, 21:13:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9644, loss_cls: 3.3129, loss: 3.3129 +2025-06-24 21:15:48,054 - pyskl - INFO - Epoch [59][500/3940] lr: 1.683e-02, eta: 1 day, 21:12:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 3.3014, loss: 3.3014 +2025-06-24 21:16:32,231 - pyskl - INFO - Epoch [59][600/3940] lr: 1.682e-02, eta: 1 day, 21:12:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.4072, loss: 3.4072 +2025-06-24 21:17:16,455 - pyskl - INFO - Epoch [59][700/3940] lr: 1.681e-02, eta: 1 day, 21:11:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9650, loss_cls: 3.4427, loss: 3.4427 +2025-06-24 21:18:00,773 - pyskl - INFO - Epoch [59][800/3940] lr: 1.681e-02, eta: 1 day, 21:10:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.3402, loss: 3.3402 +2025-06-24 21:18:45,004 - pyskl - INFO - Epoch [59][900/3940] lr: 1.680e-02, eta: 1 day, 21:09:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.6229, loss: 3.6229 +2025-06-24 21:19:29,201 - pyskl - INFO - Epoch [59][1000/3940] lr: 1.679e-02, eta: 1 day, 21:09:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9650, loss_cls: 3.3951, loss: 3.3951 +2025-06-24 21:20:13,390 - pyskl - INFO - Epoch [59][1100/3940] lr: 1.679e-02, eta: 1 day, 21:08:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 3.4572, loss: 3.4572 +2025-06-24 21:20:57,510 - pyskl - INFO - Epoch [59][1200/3940] lr: 1.678e-02, eta: 1 day, 21:07:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.4651, loss: 3.4651 +2025-06-24 21:21:41,693 - pyskl - INFO - Epoch [59][1300/3940] lr: 1.678e-02, eta: 1 day, 21:06:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9637, loss_cls: 3.3294, loss: 3.3294 +2025-06-24 21:22:25,869 - pyskl - INFO - Epoch [59][1400/3940] lr: 1.677e-02, eta: 1 day, 21:05:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 3.5472, loss: 3.5472 +2025-06-24 21:23:10,034 - pyskl - INFO - Epoch [59][1500/3940] lr: 1.676e-02, eta: 1 day, 21:05:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9569, loss_cls: 3.5105, loss: 3.5105 +2025-06-24 21:23:54,215 - pyskl - INFO - Epoch [59][1600/3940] lr: 1.676e-02, eta: 1 day, 21:04:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3381, loss: 3.3381 +2025-06-24 21:24:38,420 - pyskl - INFO - Epoch [59][1700/3940] lr: 1.675e-02, eta: 1 day, 21:03:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 3.4079, loss: 3.4079 +2025-06-24 21:25:22,677 - pyskl - INFO - Epoch [59][1800/3940] lr: 1.674e-02, eta: 1 day, 21:02:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.3708, loss: 3.3708 +2025-06-24 21:26:06,940 - pyskl - INFO - Epoch [59][1900/3940] lr: 1.674e-02, eta: 1 day, 21:02:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 3.6226, loss: 3.6226 +2025-06-24 21:26:51,159 - pyskl - INFO - Epoch [59][2000/3940] lr: 1.673e-02, eta: 1 day, 21:01:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 3.4080, loss: 3.4080 +2025-06-24 21:27:35,420 - pyskl - INFO - Epoch [59][2100/3940] lr: 1.673e-02, eta: 1 day, 21:00:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 3.3416, loss: 3.3416 +2025-06-24 21:28:19,651 - pyskl - INFO - Epoch [59][2200/3940] lr: 1.672e-02, eta: 1 day, 20:59:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.5390, loss: 3.5390 +2025-06-24 21:29:03,906 - pyskl - INFO - Epoch [59][2300/3940] lr: 1.671e-02, eta: 1 day, 20:59:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.4534, loss: 3.4534 +2025-06-24 21:29:48,104 - pyskl - INFO - Epoch [59][2400/3940] lr: 1.671e-02, eta: 1 day, 20:58:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9587, loss_cls: 3.5456, loss: 3.5456 +2025-06-24 21:30:32,422 - pyskl - INFO - Epoch [59][2500/3940] lr: 1.670e-02, eta: 1 day, 20:57:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 3.4265, loss: 3.4265 +2025-06-24 21:31:16,895 - pyskl - INFO - Epoch [59][2600/3940] lr: 1.669e-02, eta: 1 day, 20:56:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 3.5043, loss: 3.5043 +2025-06-24 21:32:01,212 - pyskl - INFO - Epoch [59][2700/3940] lr: 1.669e-02, eta: 1 day, 20:55:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9613, loss_cls: 3.4045, loss: 3.4045 +2025-06-24 21:32:45,609 - pyskl - INFO - Epoch [59][2800/3940] lr: 1.668e-02, eta: 1 day, 20:55:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 3.4617, loss: 3.4617 +2025-06-24 21:33:30,108 - pyskl - INFO - Epoch [59][2900/3940] lr: 1.668e-02, eta: 1 day, 20:54:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9631, loss_cls: 3.3236, loss: 3.3236 +2025-06-24 21:34:14,496 - pyskl - INFO - Epoch [59][3000/3940] lr: 1.667e-02, eta: 1 day, 20:53:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 3.4730, loss: 3.4730 +2025-06-24 21:34:58,824 - pyskl - INFO - Epoch [59][3100/3940] lr: 1.666e-02, eta: 1 day, 20:52:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 3.4162, loss: 3.4162 +2025-06-24 21:35:43,003 - pyskl - INFO - Epoch [59][3200/3940] lr: 1.666e-02, eta: 1 day, 20:52:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9631, loss_cls: 3.4277, loss: 3.4277 +2025-06-24 21:36:27,615 - pyskl - INFO - Epoch [59][3300/3940] lr: 1.665e-02, eta: 1 day, 20:51:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.3763, loss: 3.3763 +2025-06-24 21:37:11,732 - pyskl - INFO - Epoch [59][3400/3940] lr: 1.664e-02, eta: 1 day, 20:50:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.5706, loss: 3.5706 +2025-06-24 21:37:55,848 - pyskl - INFO - Epoch [59][3500/3940] lr: 1.664e-02, eta: 1 day, 20:49:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 3.3848, loss: 3.3848 +2025-06-24 21:38:40,254 - pyskl - INFO - Epoch [59][3600/3940] lr: 1.663e-02, eta: 1 day, 20:49:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.4100, loss: 3.4100 +2025-06-24 21:39:24,381 - pyskl - INFO - Epoch [59][3700/3940] lr: 1.663e-02, eta: 1 day, 20:48:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 3.3944, loss: 3.3944 +2025-06-24 21:40:08,542 - pyskl - INFO - Epoch [59][3800/3940] lr: 1.662e-02, eta: 1 day, 20:47:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 3.4458, loss: 3.4458 +2025-06-24 21:40:52,503 - pyskl - INFO - Epoch [59][3900/3940] lr: 1.661e-02, eta: 1 day, 20:46:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.3103, loss: 3.3103 +2025-06-24 21:41:10,464 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-24 21:44:33,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 21:44:34,169 - pyskl - INFO - +top1_acc 0.7543 +top5_acc 0.9513 +2025-06-24 21:44:34,186 - pyskl - INFO - Epoch(val) [59][3183] top1_acc: 0.7543, top5_acc: 0.9513 +2025-06-24 21:45:43,874 - pyskl - INFO - Epoch [60][100/3940] lr: 1.660e-02, eta: 1 day, 20:45:53, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.3942, loss: 3.3942 +2025-06-24 21:46:28,215 - pyskl - INFO - Epoch [60][200/3940] lr: 1.660e-02, eta: 1 day, 20:45:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9650, loss_cls: 3.4301, loss: 3.4301 +2025-06-24 21:47:12,469 - pyskl - INFO - Epoch [60][300/3940] lr: 1.659e-02, eta: 1 day, 20:44:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.4486, loss: 3.4486 +2025-06-24 21:47:56,764 - pyskl - INFO - Epoch [60][400/3940] lr: 1.659e-02, eta: 1 day, 20:43:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.4393, loss: 3.4393 +2025-06-24 21:48:41,094 - pyskl - INFO - Epoch [60][500/3940] lr: 1.658e-02, eta: 1 day, 20:42:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.3229, loss: 3.3229 +2025-06-24 21:49:25,578 - pyskl - INFO - Epoch [60][600/3940] lr: 1.657e-02, eta: 1 day, 20:42:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9569, loss_cls: 3.3326, loss: 3.3326 +2025-06-24 21:50:10,038 - pyskl - INFO - Epoch [60][700/3940] lr: 1.657e-02, eta: 1 day, 20:41:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.2541, loss: 3.2541 +2025-06-24 21:50:54,498 - pyskl - INFO - Epoch [60][800/3940] lr: 1.656e-02, eta: 1 day, 20:40:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.3408, loss: 3.3408 +2025-06-24 21:51:38,907 - pyskl - INFO - Epoch [60][900/3940] lr: 1.655e-02, eta: 1 day, 20:39:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 3.5084, loss: 3.5084 +2025-06-24 21:52:23,323 - pyskl - INFO - Epoch [60][1000/3940] lr: 1.655e-02, eta: 1 day, 20:39:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9656, loss_cls: 3.3103, loss: 3.3103 +2025-06-24 21:53:07,861 - pyskl - INFO - Epoch [60][1100/3940] lr: 1.654e-02, eta: 1 day, 20:38:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9613, loss_cls: 3.3992, loss: 3.3992 +2025-06-24 21:53:52,281 - pyskl - INFO - Epoch [60][1200/3940] lr: 1.654e-02, eta: 1 day, 20:37:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.1906, loss: 3.1906 +2025-06-24 21:54:36,713 - pyskl - INFO - Epoch [60][1300/3940] lr: 1.653e-02, eta: 1 day, 20:36:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 3.4280, loss: 3.4280 +2025-06-24 21:55:21,085 - pyskl - INFO - Epoch [60][1400/3940] lr: 1.652e-02, eta: 1 day, 20:35:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.3932, loss: 3.3932 +2025-06-24 21:56:05,447 - pyskl - INFO - Epoch [60][1500/3940] lr: 1.652e-02, eta: 1 day, 20:35:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.4383, loss: 3.4383 +2025-06-24 21:56:49,773 - pyskl - INFO - Epoch [60][1600/3940] lr: 1.651e-02, eta: 1 day, 20:34:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 3.4100, loss: 3.4100 +2025-06-24 21:57:34,091 - pyskl - INFO - Epoch [60][1700/3940] lr: 1.650e-02, eta: 1 day, 20:33:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9631, loss_cls: 3.3879, loss: 3.3879 +2025-06-24 21:58:18,610 - pyskl - INFO - Epoch [60][1800/3940] lr: 1.650e-02, eta: 1 day, 20:32:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 3.5908, loss: 3.5908 +2025-06-24 21:59:03,095 - pyskl - INFO - Epoch [60][1900/3940] lr: 1.649e-02, eta: 1 day, 20:32:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.5177, loss: 3.5177 +2025-06-24 21:59:47,472 - pyskl - INFO - Epoch [60][2000/3940] lr: 1.649e-02, eta: 1 day, 20:31:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9513, loss_cls: 3.5073, loss: 3.5073 +2025-06-24 22:00:31,998 - pyskl - INFO - Epoch [60][2100/3940] lr: 1.648e-02, eta: 1 day, 20:30:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 3.4447, loss: 3.4447 +2025-06-24 22:01:16,477 - pyskl - INFO - Epoch [60][2200/3940] lr: 1.647e-02, eta: 1 day, 20:29:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.3784, loss: 3.3784 +2025-06-24 22:02:01,221 - pyskl - INFO - Epoch [60][2300/3940] lr: 1.647e-02, eta: 1 day, 20:29:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.3572, loss: 3.3572 +2025-06-24 22:02:45,676 - pyskl - INFO - Epoch [60][2400/3940] lr: 1.646e-02, eta: 1 day, 20:28:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.4696, loss: 3.4696 +2025-06-24 22:03:30,017 - pyskl - INFO - Epoch [60][2500/3940] lr: 1.645e-02, eta: 1 day, 20:27:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.3380, loss: 3.3380 +2025-06-24 22:04:14,355 - pyskl - INFO - Epoch [60][2600/3940] lr: 1.645e-02, eta: 1 day, 20:26:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 3.2489, loss: 3.2489 +2025-06-24 22:04:58,624 - pyskl - INFO - Epoch [60][2700/3940] lr: 1.644e-02, eta: 1 day, 20:26:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.3864, loss: 3.3864 +2025-06-24 22:05:43,084 - pyskl - INFO - Epoch [60][2800/3940] lr: 1.643e-02, eta: 1 day, 20:25:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.5048, loss: 3.5048 +2025-06-24 22:06:27,400 - pyskl - INFO - Epoch [60][2900/3940] lr: 1.643e-02, eta: 1 day, 20:24:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9619, loss_cls: 3.4770, loss: 3.4770 +2025-06-24 22:07:11,667 - pyskl - INFO - Epoch [60][3000/3940] lr: 1.642e-02, eta: 1 day, 20:23:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9606, loss_cls: 3.3872, loss: 3.3872 +2025-06-24 22:07:56,024 - pyskl - INFO - Epoch [60][3100/3940] lr: 1.642e-02, eta: 1 day, 20:22:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.3893, loss: 3.3893 +2025-06-24 22:08:40,285 - pyskl - INFO - Epoch [60][3200/3940] lr: 1.641e-02, eta: 1 day, 20:22:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 3.4786, loss: 3.4786 +2025-06-24 22:09:24,590 - pyskl - INFO - Epoch [60][3300/3940] lr: 1.640e-02, eta: 1 day, 20:21:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.5302, loss: 3.5302 +2025-06-24 22:10:08,864 - pyskl - INFO - Epoch [60][3400/3940] lr: 1.640e-02, eta: 1 day, 20:20:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.4203, loss: 3.4203 +2025-06-24 22:10:53,229 - pyskl - INFO - Epoch [60][3500/3940] lr: 1.639e-02, eta: 1 day, 20:19:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.4216, loss: 3.4216 +2025-06-24 22:11:37,656 - pyskl - INFO - Epoch [60][3600/3940] lr: 1.638e-02, eta: 1 day, 20:19:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 3.4492, loss: 3.4492 +2025-06-24 22:12:22,024 - pyskl - INFO - Epoch [60][3700/3940] lr: 1.638e-02, eta: 1 day, 20:18:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 3.5205, loss: 3.5205 +2025-06-24 22:13:06,318 - pyskl - INFO - Epoch [60][3800/3940] lr: 1.637e-02, eta: 1 day, 20:17:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.4895, loss: 3.4895 +2025-06-24 22:13:50,603 - pyskl - INFO - Epoch [60][3900/3940] lr: 1.637e-02, eta: 1 day, 20:16:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 3.4313, loss: 3.4313 +2025-06-24 22:14:08,659 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-24 22:31:54,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 22:31:54,677 - pyskl - INFO - +top1_acc 0.7708 +top5_acc 0.9560 +2025-06-24 22:31:54,695 - pyskl - INFO - Epoch(val) [60][3183] top1_acc: 0.7708, top5_acc: 0.9560 +2025-06-24 22:33:04,279 - pyskl - INFO - Epoch [61][100/3940] lr: 1.636e-02, eta: 1 day, 20:15:59, time: 0.696, data_time: 0.254, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.4435, loss: 3.4435 +2025-06-24 22:33:48,505 - pyskl - INFO - Epoch [61][200/3940] lr: 1.635e-02, eta: 1 day, 20:15:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.2871, loss: 3.2871 +2025-06-24 22:34:32,755 - pyskl - INFO - Epoch [61][300/3940] lr: 1.634e-02, eta: 1 day, 20:14:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.2147, loss: 3.2147 +2025-06-24 22:35:16,992 - pyskl - INFO - Epoch [61][400/3940] lr: 1.634e-02, eta: 1 day, 20:13:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 3.2057, loss: 3.2057 +2025-06-24 22:36:01,230 - pyskl - INFO - Epoch [61][500/3940] lr: 1.633e-02, eta: 1 day, 20:12:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.2522, loss: 3.2522 +2025-06-24 22:36:45,493 - pyskl - INFO - Epoch [61][600/3940] lr: 1.632e-02, eta: 1 day, 20:12:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.3936, loss: 3.3936 +2025-06-24 22:37:29,752 - pyskl - INFO - Epoch [61][700/3940] lr: 1.632e-02, eta: 1 day, 20:11:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 3.3931, loss: 3.3931 +2025-06-24 22:38:14,038 - pyskl - INFO - Epoch [61][800/3940] lr: 1.631e-02, eta: 1 day, 20:10:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9581, loss_cls: 3.3907, loss: 3.3907 +2025-06-24 22:38:58,272 - pyskl - INFO - Epoch [61][900/3940] lr: 1.631e-02, eta: 1 day, 20:09:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9619, loss_cls: 3.3723, loss: 3.3723 +2025-06-24 22:39:42,544 - pyskl - INFO - Epoch [61][1000/3940] lr: 1.630e-02, eta: 1 day, 20:09:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.3843, loss: 3.3843 +2025-06-24 22:40:26,837 - pyskl - INFO - Epoch [61][1100/3940] lr: 1.629e-02, eta: 1 day, 20:08:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 3.4608, loss: 3.4608 +2025-06-24 22:41:11,062 - pyskl - INFO - Epoch [61][1200/3940] lr: 1.629e-02, eta: 1 day, 20:07:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9631, loss_cls: 3.3945, loss: 3.3945 +2025-06-24 22:41:55,354 - pyskl - INFO - Epoch [61][1300/3940] lr: 1.628e-02, eta: 1 day, 20:06:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9606, loss_cls: 3.4906, loss: 3.4906 +2025-06-24 22:42:39,789 - pyskl - INFO - Epoch [61][1400/3940] lr: 1.627e-02, eta: 1 day, 20:06:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.3940, loss: 3.3940 +2025-06-24 22:43:24,035 - pyskl - INFO - Epoch [61][1500/3940] lr: 1.627e-02, eta: 1 day, 20:05:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9613, loss_cls: 3.4795, loss: 3.4795 +2025-06-24 22:44:08,353 - pyskl - INFO - Epoch [61][1600/3940] lr: 1.626e-02, eta: 1 day, 20:04:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.3057, loss: 3.3057 +2025-06-24 22:44:52,695 - pyskl - INFO - Epoch [61][1700/3940] lr: 1.626e-02, eta: 1 day, 20:03:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.2744, loss: 3.2744 +2025-06-24 22:45:37,049 - pyskl - INFO - Epoch [61][1800/3940] lr: 1.625e-02, eta: 1 day, 20:02:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 3.4878, loss: 3.4878 +2025-06-24 22:46:21,394 - pyskl - INFO - Epoch [61][1900/3940] lr: 1.624e-02, eta: 1 day, 20:02:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.3809, loss: 3.3809 +2025-06-24 22:47:05,772 - pyskl - INFO - Epoch [61][2000/3940] lr: 1.624e-02, eta: 1 day, 20:01:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 3.4193, loss: 3.4193 +2025-06-24 22:47:50,115 - pyskl - INFO - Epoch [61][2100/3940] lr: 1.623e-02, eta: 1 day, 20:00:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9650, loss_cls: 3.2876, loss: 3.2876 +2025-06-24 22:48:34,518 - pyskl - INFO - Epoch [61][2200/3940] lr: 1.622e-02, eta: 1 day, 19:59:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9656, loss_cls: 3.3285, loss: 3.3285 +2025-06-24 22:49:18,902 - pyskl - INFO - Epoch [61][2300/3940] lr: 1.622e-02, eta: 1 day, 19:59:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 3.4742, loss: 3.4742 +2025-06-24 22:50:03,255 - pyskl - INFO - Epoch [61][2400/3940] lr: 1.621e-02, eta: 1 day, 19:58:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9637, loss_cls: 3.5162, loss: 3.5162 +2025-06-24 22:50:47,758 - pyskl - INFO - Epoch [61][2500/3940] lr: 1.620e-02, eta: 1 day, 19:57:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.3314, loss: 3.3314 +2025-06-24 22:51:32,234 - pyskl - INFO - Epoch [61][2600/3940] lr: 1.620e-02, eta: 1 day, 19:56:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.4674, loss: 3.4674 +2025-06-24 22:52:16,773 - pyskl - INFO - Epoch [61][2700/3940] lr: 1.619e-02, eta: 1 day, 19:56:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.4597, loss: 3.4597 +2025-06-24 22:53:01,293 - pyskl - INFO - Epoch [61][2800/3940] lr: 1.619e-02, eta: 1 day, 19:55:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.2255, loss: 3.2255 +2025-06-24 22:53:45,738 - pyskl - INFO - Epoch [61][2900/3940] lr: 1.618e-02, eta: 1 day, 19:54:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 3.4140, loss: 3.4140 +2025-06-24 22:54:30,084 - pyskl - INFO - Epoch [61][3000/3940] lr: 1.617e-02, eta: 1 day, 19:53:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9625, loss_cls: 3.4235, loss: 3.4235 +2025-06-24 22:55:14,639 - pyskl - INFO - Epoch [61][3100/3940] lr: 1.617e-02, eta: 1 day, 19:53:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 3.4171, loss: 3.4171 +2025-06-24 22:55:59,441 - pyskl - INFO - Epoch [61][3200/3940] lr: 1.616e-02, eta: 1 day, 19:52:19, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.3094, loss: 3.3094 +2025-06-24 22:56:43,733 - pyskl - INFO - Epoch [61][3300/3940] lr: 1.615e-02, eta: 1 day, 19:51:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.4855, loss: 3.4855 +2025-06-24 22:57:28,218 - pyskl - INFO - Epoch [61][3400/3940] lr: 1.615e-02, eta: 1 day, 19:50:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 3.3627, loss: 3.3627 +2025-06-24 22:58:12,573 - pyskl - INFO - Epoch [61][3500/3940] lr: 1.614e-02, eta: 1 day, 19:50:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 3.4313, loss: 3.4313 +2025-06-24 22:58:57,000 - pyskl - INFO - Epoch [61][3600/3940] lr: 1.613e-02, eta: 1 day, 19:49:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9581, loss_cls: 3.5156, loss: 3.5156 +2025-06-24 22:59:41,361 - pyskl - INFO - Epoch [61][3700/3940] lr: 1.613e-02, eta: 1 day, 19:48:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9575, loss_cls: 3.4317, loss: 3.4317 +2025-06-24 23:00:25,675 - pyskl - INFO - Epoch [61][3800/3940] lr: 1.612e-02, eta: 1 day, 19:47:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9606, loss_cls: 3.3803, loss: 3.3803 +2025-06-24 23:01:10,192 - pyskl - INFO - Epoch [61][3900/3940] lr: 1.612e-02, eta: 1 day, 19:46:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 3.4345, loss: 3.4345 +2025-06-24 23:01:28,226 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-24 23:04:50,854 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:04:51,319 - pyskl - INFO - +top1_acc 0.7647 +top5_acc 0.9534 +2025-06-24 23:04:51,337 - pyskl - INFO - Epoch(val) [61][3183] top1_acc: 0.7647, top5_acc: 0.9534 +2025-06-24 23:06:01,080 - pyskl - INFO - Epoch [62][100/3940] lr: 1.611e-02, eta: 1 day, 19:46:05, time: 0.697, data_time: 0.255, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.3670, loss: 3.3670 +2025-06-24 23:06:45,473 - pyskl - INFO - Epoch [62][200/3940] lr: 1.610e-02, eta: 1 day, 19:45:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 3.3952, loss: 3.3952 +2025-06-24 23:07:30,036 - pyskl - INFO - Epoch [62][300/3940] lr: 1.609e-02, eta: 1 day, 19:44:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.2575, loss: 3.2575 +2025-06-24 23:08:14,423 - pyskl - INFO - Epoch [62][400/3940] lr: 1.609e-02, eta: 1 day, 19:43:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9625, loss_cls: 3.3920, loss: 3.3920 +2025-06-24 23:08:58,727 - pyskl - INFO - Epoch [62][500/3940] lr: 1.608e-02, eta: 1 day, 19:43:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.3628, loss: 3.3628 +2025-06-24 23:09:43,048 - pyskl - INFO - Epoch [62][600/3940] lr: 1.607e-02, eta: 1 day, 19:42:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9625, loss_cls: 3.4419, loss: 3.4419 +2025-06-24 23:10:27,290 - pyskl - INFO - Epoch [62][700/3940] lr: 1.607e-02, eta: 1 day, 19:41:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.2867, loss: 3.2867 +2025-06-24 23:11:11,755 - pyskl - INFO - Epoch [62][800/3940] lr: 1.606e-02, eta: 1 day, 19:40:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 3.2463, loss: 3.2463 +2025-06-24 23:11:56,314 - pyskl - INFO - Epoch [62][900/3940] lr: 1.606e-02, eta: 1 day, 19:40:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 3.4115, loss: 3.4115 +2025-06-24 23:12:40,574 - pyskl - INFO - Epoch [62][1000/3940] lr: 1.605e-02, eta: 1 day, 19:39:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.3521, loss: 3.3521 +2025-06-24 23:13:24,841 - pyskl - INFO - Epoch [62][1100/3940] lr: 1.604e-02, eta: 1 day, 19:38:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 3.4334, loss: 3.4334 +2025-06-24 23:14:09,149 - pyskl - INFO - Epoch [62][1200/3940] lr: 1.604e-02, eta: 1 day, 19:37:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.3546, loss: 3.3546 +2025-06-24 23:14:53,575 - pyskl - INFO - Epoch [62][1300/3940] lr: 1.603e-02, eta: 1 day, 19:36:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 3.3472, loss: 3.3472 +2025-06-24 23:15:38,001 - pyskl - INFO - Epoch [62][1400/3940] lr: 1.602e-02, eta: 1 day, 19:36:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 3.3434, loss: 3.3434 +2025-06-24 23:16:22,434 - pyskl - INFO - Epoch [62][1500/3940] lr: 1.602e-02, eta: 1 day, 19:35:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9675, loss_cls: 3.2285, loss: 3.2285 +2025-06-24 23:17:06,827 - pyskl - INFO - Epoch [62][1600/3940] lr: 1.601e-02, eta: 1 day, 19:34:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9663, loss_cls: 3.3300, loss: 3.3300 +2025-06-24 23:17:51,283 - pyskl - INFO - Epoch [62][1700/3940] lr: 1.600e-02, eta: 1 day, 19:33:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.4512, loss: 3.4512 +2025-06-24 23:18:35,833 - pyskl - INFO - Epoch [62][1800/3940] lr: 1.600e-02, eta: 1 day, 19:33:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.3124, loss: 3.3124 +2025-06-24 23:19:20,351 - pyskl - INFO - Epoch [62][1900/3940] lr: 1.599e-02, eta: 1 day, 19:32:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.3374, loss: 3.3374 +2025-06-24 23:20:04,894 - pyskl - INFO - Epoch [62][2000/3940] lr: 1.599e-02, eta: 1 day, 19:31:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.2424, loss: 3.2424 +2025-06-24 23:20:49,471 - pyskl - INFO - Epoch [62][2100/3940] lr: 1.598e-02, eta: 1 day, 19:30:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.3704, loss: 3.3704 +2025-06-24 23:21:33,786 - pyskl - INFO - Epoch [62][2200/3940] lr: 1.597e-02, eta: 1 day, 19:30:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.4100, loss: 3.4100 +2025-06-24 23:22:18,100 - pyskl - INFO - Epoch [62][2300/3940] lr: 1.597e-02, eta: 1 day, 19:29:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9587, loss_cls: 3.3746, loss: 3.3746 +2025-06-24 23:23:02,540 - pyskl - INFO - Epoch [62][2400/3940] lr: 1.596e-02, eta: 1 day, 19:28:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 3.3309, loss: 3.3309 +2025-06-24 23:23:46,892 - pyskl - INFO - Epoch [62][2500/3940] lr: 1.595e-02, eta: 1 day, 19:27:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4014, loss: 3.4014 +2025-06-24 23:24:31,414 - pyskl - INFO - Epoch [62][2600/3940] lr: 1.595e-02, eta: 1 day, 19:27:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9675, loss_cls: 3.2520, loss: 3.2520 +2025-06-24 23:25:15,844 - pyskl - INFO - Epoch [62][2700/3940] lr: 1.594e-02, eta: 1 day, 19:26:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 3.3890, loss: 3.3890 +2025-06-24 23:26:00,263 - pyskl - INFO - Epoch [62][2800/3940] lr: 1.593e-02, eta: 1 day, 19:25:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9637, loss_cls: 3.4284, loss: 3.4284 +2025-06-24 23:26:44,732 - pyskl - INFO - Epoch [62][2900/3940] lr: 1.593e-02, eta: 1 day, 19:24:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.4133, loss: 3.4133 +2025-06-24 23:27:29,214 - pyskl - INFO - Epoch [62][3000/3940] lr: 1.592e-02, eta: 1 day, 19:24:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.4978, loss: 3.4978 +2025-06-24 23:28:13,665 - pyskl - INFO - Epoch [62][3100/3940] lr: 1.592e-02, eta: 1 day, 19:23:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 3.5251, loss: 3.5251 +2025-06-24 23:28:58,075 - pyskl - INFO - Epoch [62][3200/3940] lr: 1.591e-02, eta: 1 day, 19:22:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.5839, loss: 3.5839 +2025-06-24 23:29:42,399 - pyskl - INFO - Epoch [62][3300/3940] lr: 1.590e-02, eta: 1 day, 19:21:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 3.3887, loss: 3.3887 +2025-06-24 23:30:26,737 - pyskl - INFO - Epoch [62][3400/3940] lr: 1.590e-02, eta: 1 day, 19:20:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 3.3781, loss: 3.3781 +2025-06-24 23:31:11,070 - pyskl - INFO - Epoch [62][3500/3940] lr: 1.589e-02, eta: 1 day, 19:20:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.3887, loss: 3.3887 +2025-06-24 23:31:55,341 - pyskl - INFO - Epoch [62][3600/3940] lr: 1.588e-02, eta: 1 day, 19:19:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9644, loss_cls: 3.3637, loss: 3.3637 +2025-06-24 23:32:39,710 - pyskl - INFO - Epoch [62][3700/3940] lr: 1.588e-02, eta: 1 day, 19:18:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9569, loss_cls: 3.5042, loss: 3.5042 +2025-06-24 23:33:24,110 - pyskl - INFO - Epoch [62][3800/3940] lr: 1.587e-02, eta: 1 day, 19:17:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.1927, loss: 3.1927 +2025-06-24 23:34:08,491 - pyskl - INFO - Epoch [62][3900/3940] lr: 1.586e-02, eta: 1 day, 19:17:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.3874, loss: 3.3874 +2025-06-24 23:34:26,632 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-24 23:37:49,541 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-24 23:37:50,012 - pyskl - INFO - +top1_acc 0.7308 +top5_acc 0.9349 +2025-06-24 23:37:50,033 - pyskl - INFO - Epoch(val) [62][3183] top1_acc: 0.7308, top5_acc: 0.9349 +2025-06-24 23:39:00,332 - pyskl - INFO - Epoch [63][100/3940] lr: 1.586e-02, eta: 1 day, 19:16:16, time: 0.703, data_time: 0.258, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9744, loss_cls: 3.1863, loss: 3.1863 +2025-06-24 23:39:44,788 - pyskl - INFO - Epoch [63][200/3940] lr: 1.585e-02, eta: 1 day, 19:15:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.2846, loss: 3.2846 +2025-06-24 23:40:29,213 - pyskl - INFO - Epoch [63][300/3940] lr: 1.584e-02, eta: 1 day, 19:14:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 3.2814, loss: 3.2814 +2025-06-24 23:41:13,688 - pyskl - INFO - Epoch [63][400/3940] lr: 1.584e-02, eta: 1 day, 19:13:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.2929, loss: 3.2929 +2025-06-24 23:41:58,182 - pyskl - INFO - Epoch [63][500/3940] lr: 1.583e-02, eta: 1 day, 19:13:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.3795, loss: 3.3795 +2025-06-24 23:42:42,680 - pyskl - INFO - Epoch [63][600/3940] lr: 1.582e-02, eta: 1 day, 19:12:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.4154, loss: 3.4154 +2025-06-24 23:43:27,170 - pyskl - INFO - Epoch [63][700/3940] lr: 1.582e-02, eta: 1 day, 19:11:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 3.2893, loss: 3.2893 +2025-06-24 23:44:11,722 - pyskl - INFO - Epoch [63][800/3940] lr: 1.581e-02, eta: 1 day, 19:10:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9625, loss_cls: 3.5026, loss: 3.5026 +2025-06-24 23:44:56,245 - pyskl - INFO - Epoch [63][900/3940] lr: 1.580e-02, eta: 1 day, 19:10:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.5576, loss: 3.5576 +2025-06-24 23:45:40,684 - pyskl - INFO - Epoch [63][1000/3940] lr: 1.580e-02, eta: 1 day, 19:09:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.2932, loss: 3.2932 +2025-06-24 23:46:25,117 - pyskl - INFO - Epoch [63][1100/3940] lr: 1.579e-02, eta: 1 day, 19:08:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9656, loss_cls: 3.2427, loss: 3.2427 +2025-06-24 23:47:09,626 - pyskl - INFO - Epoch [63][1200/3940] lr: 1.578e-02, eta: 1 day, 19:07:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 3.4264, loss: 3.4264 +2025-06-24 23:47:54,135 - pyskl - INFO - Epoch [63][1300/3940] lr: 1.578e-02, eta: 1 day, 19:07:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.3377, loss: 3.3377 +2025-06-24 23:48:38,758 - pyskl - INFO - Epoch [63][1400/3940] lr: 1.577e-02, eta: 1 day, 19:06:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.3115, loss: 3.3115 +2025-06-24 23:49:23,342 - pyskl - INFO - Epoch [63][1500/3940] lr: 1.577e-02, eta: 1 day, 19:05:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 3.3086, loss: 3.3086 +2025-06-24 23:50:07,849 - pyskl - INFO - Epoch [63][1600/3940] lr: 1.576e-02, eta: 1 day, 19:04:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 3.3310, loss: 3.3310 +2025-06-24 23:50:52,347 - pyskl - INFO - Epoch [63][1700/3940] lr: 1.575e-02, eta: 1 day, 19:04:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.3525, loss: 3.3525 +2025-06-24 23:51:36,894 - pyskl - INFO - Epoch [63][1800/3940] lr: 1.575e-02, eta: 1 day, 19:03:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 3.4974, loss: 3.4974 +2025-06-24 23:52:21,212 - pyskl - INFO - Epoch [63][1900/3940] lr: 1.574e-02, eta: 1 day, 19:02:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9569, loss_cls: 3.4443, loss: 3.4443 +2025-06-24 23:53:05,520 - pyskl - INFO - Epoch [63][2000/3940] lr: 1.573e-02, eta: 1 day, 19:01:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.2432, loss: 3.2432 +2025-06-24 23:53:49,792 - pyskl - INFO - Epoch [63][2100/3940] lr: 1.573e-02, eta: 1 day, 19:01:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9675, loss_cls: 3.1212, loss: 3.1212 +2025-06-24 23:54:34,025 - pyskl - INFO - Epoch [63][2200/3940] lr: 1.572e-02, eta: 1 day, 19:00:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 3.3919, loss: 3.3919 +2025-06-24 23:55:18,311 - pyskl - INFO - Epoch [63][2300/3940] lr: 1.571e-02, eta: 1 day, 18:59:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.3070, loss: 3.3070 +2025-06-24 23:56:02,696 - pyskl - INFO - Epoch [63][2400/3940] lr: 1.571e-02, eta: 1 day, 18:58:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 3.2559, loss: 3.2559 +2025-06-24 23:56:47,090 - pyskl - INFO - Epoch [63][2500/3940] lr: 1.570e-02, eta: 1 day, 18:58:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.3826, loss: 3.3826 +2025-06-24 23:57:31,714 - pyskl - INFO - Epoch [63][2600/3940] lr: 1.569e-02, eta: 1 day, 18:57:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 3.2941, loss: 3.2941 +2025-06-24 23:58:16,431 - pyskl - INFO - Epoch [63][2700/3940] lr: 1.569e-02, eta: 1 day, 18:56:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.3356, loss: 3.3356 +2025-06-24 23:59:01,163 - pyskl - INFO - Epoch [63][2800/3940] lr: 1.568e-02, eta: 1 day, 18:55:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 3.3950, loss: 3.3950 +2025-06-24 23:59:45,600 - pyskl - INFO - Epoch [63][2900/3940] lr: 1.568e-02, eta: 1 day, 18:54:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.3696, loss: 3.3696 +2025-06-25 00:00:30,018 - pyskl - INFO - Epoch [63][3000/3940] lr: 1.567e-02, eta: 1 day, 18:54:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.3473, loss: 3.3473 +2025-06-25 00:01:14,371 - pyskl - INFO - Epoch [63][3100/3940] lr: 1.566e-02, eta: 1 day, 18:53:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 3.3140, loss: 3.3140 +2025-06-25 00:01:58,725 - pyskl - INFO - Epoch [63][3200/3940] lr: 1.566e-02, eta: 1 day, 18:52:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 3.2511, loss: 3.2511 +2025-06-25 00:02:43,201 - pyskl - INFO - Epoch [63][3300/3940] lr: 1.565e-02, eta: 1 day, 18:51:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9613, loss_cls: 3.4701, loss: 3.4701 +2025-06-25 00:03:27,645 - pyskl - INFO - Epoch [63][3400/3940] lr: 1.564e-02, eta: 1 day, 18:51:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9563, loss_cls: 3.4559, loss: 3.4559 +2025-06-25 00:04:12,116 - pyskl - INFO - Epoch [63][3500/3940] lr: 1.564e-02, eta: 1 day, 18:50:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.4712, loss: 3.4712 +2025-06-25 00:04:56,583 - pyskl - INFO - Epoch [63][3600/3940] lr: 1.563e-02, eta: 1 day, 18:49:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.3927, loss: 3.3927 +2025-06-25 00:05:40,985 - pyskl - INFO - Epoch [63][3700/3940] lr: 1.562e-02, eta: 1 day, 18:48:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 3.3675, loss: 3.3675 +2025-06-25 00:06:25,508 - pyskl - INFO - Epoch [63][3800/3940] lr: 1.562e-02, eta: 1 day, 18:48:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.4196, loss: 3.4196 +2025-06-25 00:07:09,853 - pyskl - INFO - Epoch [63][3900/3940] lr: 1.561e-02, eta: 1 day, 18:47:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.5582, loss: 3.5582 +2025-06-25 00:07:28,088 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-25 00:10:51,514 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:10:51,987 - pyskl - INFO - +top1_acc 0.7216 +top5_acc 0.9384 +2025-06-25 00:10:52,007 - pyskl - INFO - Epoch(val) [63][3183] top1_acc: 0.7216, top5_acc: 0.9384 +2025-06-25 00:12:02,100 - pyskl - INFO - Epoch [64][100/3940] lr: 1.560e-02, eta: 1 day, 18:46:30, time: 0.701, data_time: 0.256, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9762, loss_cls: 3.2853, loss: 3.2853 +2025-06-25 00:12:46,427 - pyskl - INFO - Epoch [64][200/3940] lr: 1.560e-02, eta: 1 day, 18:45:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.2910, loss: 3.2910 +2025-06-25 00:13:30,884 - pyskl - INFO - Epoch [64][300/3940] lr: 1.559e-02, eta: 1 day, 18:44:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 3.3233, loss: 3.3233 +2025-06-25 00:14:15,228 - pyskl - INFO - Epoch [64][400/3940] lr: 1.558e-02, eta: 1 day, 18:44:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 3.2456, loss: 3.2456 +2025-06-25 00:14:59,588 - pyskl - INFO - Epoch [64][500/3940] lr: 1.558e-02, eta: 1 day, 18:43:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 3.2552, loss: 3.2552 +2025-06-25 00:15:43,905 - pyskl - INFO - Epoch [64][600/3940] lr: 1.557e-02, eta: 1 day, 18:42:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 3.4488, loss: 3.4488 +2025-06-25 00:16:28,206 - pyskl - INFO - Epoch [64][700/3940] lr: 1.556e-02, eta: 1 day, 18:41:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.3190, loss: 3.3190 +2025-06-25 00:17:12,389 - pyskl - INFO - Epoch [64][800/3940] lr: 1.556e-02, eta: 1 day, 18:41:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 3.2678, loss: 3.2678 +2025-06-25 00:17:56,744 - pyskl - INFO - Epoch [64][900/3940] lr: 1.555e-02, eta: 1 day, 18:40:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.3059, loss: 3.3059 +2025-06-25 00:18:41,008 - pyskl - INFO - Epoch [64][1000/3940] lr: 1.554e-02, eta: 1 day, 18:39:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.3346, loss: 3.3346 +2025-06-25 00:19:25,240 - pyskl - INFO - Epoch [64][1100/3940] lr: 1.554e-02, eta: 1 day, 18:38:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.3302, loss: 3.3302 +2025-06-25 00:20:09,562 - pyskl - INFO - Epoch [64][1200/3940] lr: 1.553e-02, eta: 1 day, 18:38:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.3971, loss: 3.3971 +2025-06-25 00:20:53,879 - pyskl - INFO - Epoch [64][1300/3940] lr: 1.552e-02, eta: 1 day, 18:37:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9625, loss_cls: 3.2970, loss: 3.2970 +2025-06-25 00:21:38,104 - pyskl - INFO - Epoch [64][1400/3940] lr: 1.552e-02, eta: 1 day, 18:36:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.3099, loss: 3.3099 +2025-06-25 00:22:22,529 - pyskl - INFO - Epoch [64][1500/3940] lr: 1.551e-02, eta: 1 day, 18:35:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.3507, loss: 3.3507 +2025-06-25 00:23:06,790 - pyskl - INFO - Epoch [64][1600/3940] lr: 1.551e-02, eta: 1 day, 18:35:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 3.2998, loss: 3.2998 +2025-06-25 00:23:51,077 - pyskl - INFO - Epoch [64][1700/3940] lr: 1.550e-02, eta: 1 day, 18:34:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 3.4101, loss: 3.4101 +2025-06-25 00:24:35,308 - pyskl - INFO - Epoch [64][1800/3940] lr: 1.549e-02, eta: 1 day, 18:33:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.3052, loss: 3.3052 +2025-06-25 00:25:19,543 - pyskl - INFO - Epoch [64][1900/3940] lr: 1.549e-02, eta: 1 day, 18:32:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 3.3273, loss: 3.3273 +2025-06-25 00:26:03,971 - pyskl - INFO - Epoch [64][2000/3940] lr: 1.548e-02, eta: 1 day, 18:32:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 3.3367, loss: 3.3367 +2025-06-25 00:26:48,264 - pyskl - INFO - Epoch [64][2100/3940] lr: 1.547e-02, eta: 1 day, 18:31:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.2359, loss: 3.2359 +2025-06-25 00:27:32,630 - pyskl - INFO - Epoch [64][2200/3940] lr: 1.547e-02, eta: 1 day, 18:30:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9625, loss_cls: 3.2711, loss: 3.2711 +2025-06-25 00:28:17,076 - pyskl - INFO - Epoch [64][2300/3940] lr: 1.546e-02, eta: 1 day, 18:29:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.3159, loss: 3.3159 +2025-06-25 00:29:01,432 - pyskl - INFO - Epoch [64][2400/3940] lr: 1.545e-02, eta: 1 day, 18:28:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.3780, loss: 3.3780 +2025-06-25 00:29:45,868 - pyskl - INFO - Epoch [64][2500/3940] lr: 1.545e-02, eta: 1 day, 18:28:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.3811, loss: 3.3811 +2025-06-25 00:30:30,422 - pyskl - INFO - Epoch [64][2600/3940] lr: 1.544e-02, eta: 1 day, 18:27:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9600, loss_cls: 3.5015, loss: 3.5015 +2025-06-25 00:31:14,993 - pyskl - INFO - Epoch [64][2700/3940] lr: 1.543e-02, eta: 1 day, 18:26:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.4809, loss: 3.4809 +2025-06-25 00:31:59,493 - pyskl - INFO - Epoch [64][2800/3940] lr: 1.543e-02, eta: 1 day, 18:25:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 3.4976, loss: 3.4976 +2025-06-25 00:32:44,055 - pyskl - INFO - Epoch [64][2900/3940] lr: 1.542e-02, eta: 1 day, 18:25:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.2699, loss: 3.2699 +2025-06-25 00:33:28,537 - pyskl - INFO - Epoch [64][3000/3940] lr: 1.542e-02, eta: 1 day, 18:24:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.3572, loss: 3.3572 +2025-06-25 00:34:12,945 - pyskl - INFO - Epoch [64][3100/3940] lr: 1.541e-02, eta: 1 day, 18:23:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.2810, loss: 3.2810 +2025-06-25 00:34:57,284 - pyskl - INFO - Epoch [64][3200/3940] lr: 1.540e-02, eta: 1 day, 18:22:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 3.3640, loss: 3.3640 +2025-06-25 00:35:41,754 - pyskl - INFO - Epoch [64][3300/3940] lr: 1.540e-02, eta: 1 day, 18:22:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.2809, loss: 3.2809 +2025-06-25 00:36:26,197 - pyskl - INFO - Epoch [64][3400/3940] lr: 1.539e-02, eta: 1 day, 18:21:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.2130, loss: 3.2130 +2025-06-25 00:37:10,504 - pyskl - INFO - Epoch [64][3500/3940] lr: 1.538e-02, eta: 1 day, 18:20:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 3.4062, loss: 3.4062 +2025-06-25 00:37:54,861 - pyskl - INFO - Epoch [64][3600/3940] lr: 1.538e-02, eta: 1 day, 18:19:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 3.3945, loss: 3.3945 +2025-06-25 00:38:39,216 - pyskl - INFO - Epoch [64][3700/3940] lr: 1.537e-02, eta: 1 day, 18:19:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.3983, loss: 3.3983 +2025-06-25 00:39:23,607 - pyskl - INFO - Epoch [64][3800/3940] lr: 1.536e-02, eta: 1 day, 18:18:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 3.5560, loss: 3.5560 +2025-06-25 00:40:07,945 - pyskl - INFO - Epoch [64][3900/3940] lr: 1.536e-02, eta: 1 day, 18:17:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9606, loss_cls: 3.3790, loss: 3.3790 +2025-06-25 00:40:26,171 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-25 00:43:49,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 00:43:49,933 - pyskl - INFO - +top1_acc 0.7737 +top5_acc 0.9573 +2025-06-25 00:43:49,991 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_58.pth was removed +2025-06-25 00:43:51,096 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2025-06-25 00:43:51,099 - pyskl - INFO - Best top1_acc is 0.7737 at 64 epoch. +2025-06-25 00:43:51,118 - pyskl - INFO - Epoch(val) [64][3183] top1_acc: 0.7737, top5_acc: 0.9573 +2025-06-25 00:45:01,361 - pyskl - INFO - Epoch [65][100/3940] lr: 1.535e-02, eta: 1 day, 18:16:40, time: 0.702, data_time: 0.258, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.4019, loss: 3.4019 +2025-06-25 00:45:45,785 - pyskl - INFO - Epoch [65][200/3940] lr: 1.534e-02, eta: 1 day, 18:15:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9637, loss_cls: 3.3661, loss: 3.3661 +2025-06-25 00:46:30,275 - pyskl - INFO - Epoch [65][300/3940] lr: 1.534e-02, eta: 1 day, 18:15:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 3.2535, loss: 3.2535 +2025-06-25 00:47:14,666 - pyskl - INFO - Epoch [65][400/3940] lr: 1.533e-02, eta: 1 day, 18:14:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.3947, loss: 3.3947 +2025-06-25 00:47:59,008 - pyskl - INFO - Epoch [65][500/3940] lr: 1.532e-02, eta: 1 day, 18:13:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.3399, loss: 3.3399 +2025-06-25 00:48:43,415 - pyskl - INFO - Epoch [65][600/3940] lr: 1.532e-02, eta: 1 day, 18:12:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.2832, loss: 3.2832 +2025-06-25 00:49:27,871 - pyskl - INFO - Epoch [65][700/3940] lr: 1.531e-02, eta: 1 day, 18:12:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.2888, loss: 3.2888 +2025-06-25 00:50:12,224 - pyskl - INFO - Epoch [65][800/3940] lr: 1.530e-02, eta: 1 day, 18:11:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.3719, loss: 3.3719 +2025-06-25 00:50:56,552 - pyskl - INFO - Epoch [65][900/3940] lr: 1.530e-02, eta: 1 day, 18:10:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9594, loss_cls: 3.3467, loss: 3.3467 +2025-06-25 00:51:40,955 - pyskl - INFO - Epoch [65][1000/3940] lr: 1.529e-02, eta: 1 day, 18:09:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.3881, loss: 3.3881 +2025-06-25 00:52:25,365 - pyskl - INFO - Epoch [65][1100/3940] lr: 1.528e-02, eta: 1 day, 18:09:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.2710, loss: 3.2710 +2025-06-25 00:53:09,915 - pyskl - INFO - Epoch [65][1200/3940] lr: 1.528e-02, eta: 1 day, 18:08:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.3663, loss: 3.3663 +2025-06-25 00:53:54,328 - pyskl - INFO - Epoch [65][1300/3940] lr: 1.527e-02, eta: 1 day, 18:07:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.4341, loss: 3.4341 +2025-06-25 00:54:38,726 - pyskl - INFO - Epoch [65][1400/3940] lr: 1.526e-02, eta: 1 day, 18:06:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.1888, loss: 3.1888 +2025-06-25 00:55:23,053 - pyskl - INFO - Epoch [65][1500/3940] lr: 1.526e-02, eta: 1 day, 18:06:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 3.3301, loss: 3.3301 +2025-06-25 00:56:07,406 - pyskl - INFO - Epoch [65][1600/3940] lr: 1.525e-02, eta: 1 day, 18:05:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9637, loss_cls: 3.3511, loss: 3.3511 +2025-06-25 00:56:51,699 - pyskl - INFO - Epoch [65][1700/3940] lr: 1.524e-02, eta: 1 day, 18:04:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9631, loss_cls: 3.2940, loss: 3.2940 +2025-06-25 00:57:36,006 - pyskl - INFO - Epoch [65][1800/3940] lr: 1.524e-02, eta: 1 day, 18:03:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.3396, loss: 3.3396 +2025-06-25 00:58:20,323 - pyskl - INFO - Epoch [65][1900/3940] lr: 1.523e-02, eta: 1 day, 18:02:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 3.3145, loss: 3.3145 +2025-06-25 00:59:04,662 - pyskl - INFO - Epoch [65][2000/3940] lr: 1.522e-02, eta: 1 day, 18:02:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.3387, loss: 3.3387 +2025-06-25 00:59:48,986 - pyskl - INFO - Epoch [65][2100/3940] lr: 1.522e-02, eta: 1 day, 18:01:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.4188, loss: 3.4188 +2025-06-25 01:00:33,252 - pyskl - INFO - Epoch [65][2200/3940] lr: 1.521e-02, eta: 1 day, 18:00:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 3.4418, loss: 3.4418 +2025-06-25 01:01:17,536 - pyskl - INFO - Epoch [65][2300/3940] lr: 1.521e-02, eta: 1 day, 17:59:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.3152, loss: 3.3152 +2025-06-25 01:02:01,778 - pyskl - INFO - Epoch [65][2400/3940] lr: 1.520e-02, eta: 1 day, 17:59:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9637, loss_cls: 3.3973, loss: 3.3973 +2025-06-25 01:02:46,074 - pyskl - INFO - Epoch [65][2500/3940] lr: 1.519e-02, eta: 1 day, 17:58:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.2917, loss: 3.2917 +2025-06-25 01:03:30,433 - pyskl - INFO - Epoch [65][2600/3940] lr: 1.519e-02, eta: 1 day, 17:57:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 3.2179, loss: 3.2179 +2025-06-25 01:04:14,805 - pyskl - INFO - Epoch [65][2700/3940] lr: 1.518e-02, eta: 1 day, 17:56:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.2855, loss: 3.2855 +2025-06-25 01:04:59,322 - pyskl - INFO - Epoch [65][2800/3940] lr: 1.517e-02, eta: 1 day, 17:56:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 3.2927, loss: 3.2927 +2025-06-25 01:05:43,963 - pyskl - INFO - Epoch [65][2900/3940] lr: 1.517e-02, eta: 1 day, 17:55:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.2493, loss: 3.2493 +2025-06-25 01:06:28,380 - pyskl - INFO - Epoch [65][3000/3940] lr: 1.516e-02, eta: 1 day, 17:54:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9550, loss_cls: 3.4751, loss: 3.4751 +2025-06-25 01:07:12,934 - pyskl - INFO - Epoch [65][3100/3940] lr: 1.515e-02, eta: 1 day, 17:53:50, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.3603, loss: 3.3603 +2025-06-25 01:07:57,338 - pyskl - INFO - Epoch [65][3200/3940] lr: 1.515e-02, eta: 1 day, 17:53:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 3.2456, loss: 3.2456 +2025-06-25 01:08:41,819 - pyskl - INFO - Epoch [65][3300/3940] lr: 1.514e-02, eta: 1 day, 17:52:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.4922, loss: 3.4922 +2025-06-25 01:09:26,237 - pyskl - INFO - Epoch [65][3400/3940] lr: 1.513e-02, eta: 1 day, 17:51:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.2842, loss: 3.2842 +2025-06-25 01:10:10,751 - pyskl - INFO - Epoch [65][3500/3940] lr: 1.513e-02, eta: 1 day, 17:50:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 3.4367, loss: 3.4367 +2025-06-25 01:10:55,349 - pyskl - INFO - Epoch [65][3600/3940] lr: 1.512e-02, eta: 1 day, 17:50:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9700, loss_cls: 3.1598, loss: 3.1598 +2025-06-25 01:11:39,820 - pyskl - INFO - Epoch [65][3700/3940] lr: 1.511e-02, eta: 1 day, 17:49:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9656, loss_cls: 3.2749, loss: 3.2749 +2025-06-25 01:12:24,137 - pyskl - INFO - Epoch [65][3800/3940] lr: 1.511e-02, eta: 1 day, 17:48:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.2447, loss: 3.2447 +2025-06-25 01:13:08,467 - pyskl - INFO - Epoch [65][3900/3940] lr: 1.510e-02, eta: 1 day, 17:47:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9625, loss_cls: 3.3244, loss: 3.3244 +2025-06-25 01:13:26,591 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-25 01:31:28,404 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 01:31:28,879 - pyskl - INFO - +top1_acc 0.7753 +top5_acc 0.9572 +2025-06-25 01:31:28,937 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_64.pth was removed +2025-06-25 01:31:29,991 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2025-06-25 01:31:29,994 - pyskl - INFO - Best top1_acc is 0.7753 at 65 epoch. +2025-06-25 01:31:30,013 - pyskl - INFO - Epoch(val) [65][3183] top1_acc: 0.7753, top5_acc: 0.9572 +2025-06-25 01:32:39,735 - pyskl - INFO - Epoch [66][100/3940] lr: 1.509e-02, eta: 1 day, 17:46:52, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 3.2159, loss: 3.2159 +2025-06-25 01:33:24,084 - pyskl - INFO - Epoch [66][200/3940] lr: 1.509e-02, eta: 1 day, 17:46:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.2477, loss: 3.2477 +2025-06-25 01:34:08,509 - pyskl - INFO - Epoch [66][300/3940] lr: 1.508e-02, eta: 1 day, 17:45:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9688, loss_cls: 3.2006, loss: 3.2006 +2025-06-25 01:34:52,832 - pyskl - INFO - Epoch [66][400/3940] lr: 1.507e-02, eta: 1 day, 17:44:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.1632, loss: 3.1632 +2025-06-25 01:35:37,192 - pyskl - INFO - Epoch [66][500/3940] lr: 1.507e-02, eta: 1 day, 17:43:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.1709, loss: 3.1709 +2025-06-25 01:36:21,646 - pyskl - INFO - Epoch [66][600/3940] lr: 1.506e-02, eta: 1 day, 17:43:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.2435, loss: 3.2435 +2025-06-25 01:37:05,940 - pyskl - INFO - Epoch [66][700/3940] lr: 1.505e-02, eta: 1 day, 17:42:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.2066, loss: 3.2066 +2025-06-25 01:37:50,304 - pyskl - INFO - Epoch [66][800/3940] lr: 1.505e-02, eta: 1 day, 17:41:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 3.3870, loss: 3.3870 +2025-06-25 01:38:34,783 - pyskl - INFO - Epoch [66][900/3940] lr: 1.504e-02, eta: 1 day, 17:40:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 3.2097, loss: 3.2097 +2025-06-25 01:39:19,209 - pyskl - INFO - Epoch [66][1000/3940] lr: 1.503e-02, eta: 1 day, 17:40:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.3391, loss: 3.3391 +2025-06-25 01:40:03,650 - pyskl - INFO - Epoch [66][1100/3940] lr: 1.503e-02, eta: 1 day, 17:39:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9606, loss_cls: 3.3177, loss: 3.3177 +2025-06-25 01:40:48,035 - pyskl - INFO - Epoch [66][1200/3940] lr: 1.502e-02, eta: 1 day, 17:38:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 3.3083, loss: 3.3083 +2025-06-25 01:41:32,397 - pyskl - INFO - Epoch [66][1300/3940] lr: 1.501e-02, eta: 1 day, 17:37:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.3291, loss: 3.3291 +2025-06-25 01:42:16,766 - pyskl - INFO - Epoch [66][1400/3940] lr: 1.501e-02, eta: 1 day, 17:36:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 3.2102, loss: 3.2102 +2025-06-25 01:43:01,189 - pyskl - INFO - Epoch [66][1500/3940] lr: 1.500e-02, eta: 1 day, 17:36:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 3.3353, loss: 3.3353 +2025-06-25 01:43:45,608 - pyskl - INFO - Epoch [66][1600/3940] lr: 1.499e-02, eta: 1 day, 17:35:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 3.2137, loss: 3.2137 +2025-06-25 01:44:29,899 - pyskl - INFO - Epoch [66][1700/3940] lr: 1.499e-02, eta: 1 day, 17:34:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9613, loss_cls: 3.4456, loss: 3.4456 +2025-06-25 01:45:14,295 - pyskl - INFO - Epoch [66][1800/3940] lr: 1.498e-02, eta: 1 day, 17:33:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9656, loss_cls: 3.2185, loss: 3.2185 +2025-06-25 01:45:58,600 - pyskl - INFO - Epoch [66][1900/3940] lr: 1.498e-02, eta: 1 day, 17:33:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.2690, loss: 3.2690 +2025-06-25 01:46:42,706 - pyskl - INFO - Epoch [66][2000/3940] lr: 1.497e-02, eta: 1 day, 17:32:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.3645, loss: 3.3645 +2025-06-25 01:47:26,974 - pyskl - INFO - Epoch [66][2100/3940] lr: 1.496e-02, eta: 1 day, 17:31:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.2452, loss: 3.2452 +2025-06-25 01:48:11,266 - pyskl - INFO - Epoch [66][2200/3940] lr: 1.496e-02, eta: 1 day, 17:30:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.2554, loss: 3.2554 +2025-06-25 01:48:55,486 - pyskl - INFO - Epoch [66][2300/3940] lr: 1.495e-02, eta: 1 day, 17:30:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 3.3735, loss: 3.3735 +2025-06-25 01:49:39,834 - pyskl - INFO - Epoch [66][2400/3940] lr: 1.494e-02, eta: 1 day, 17:29:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9556, loss_cls: 3.3383, loss: 3.3383 +2025-06-25 01:50:24,287 - pyskl - INFO - Epoch [66][2500/3940] lr: 1.494e-02, eta: 1 day, 17:28:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.3947, loss: 3.3947 +2025-06-25 01:51:08,733 - pyskl - INFO - Epoch [66][2600/3940] lr: 1.493e-02, eta: 1 day, 17:27:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 3.3263, loss: 3.3263 +2025-06-25 01:51:53,246 - pyskl - INFO - Epoch [66][2700/3940] lr: 1.492e-02, eta: 1 day, 17:27:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 3.3966, loss: 3.3966 +2025-06-25 01:52:37,749 - pyskl - INFO - Epoch [66][2800/3940] lr: 1.492e-02, eta: 1 day, 17:26:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.3743, loss: 3.3743 +2025-06-25 01:53:22,165 - pyskl - INFO - Epoch [66][2900/3940] lr: 1.491e-02, eta: 1 day, 17:25:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 3.3116, loss: 3.3116 +2025-06-25 01:54:06,530 - pyskl - INFO - Epoch [66][3000/3940] lr: 1.490e-02, eta: 1 day, 17:24:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.2900, loss: 3.2900 +2025-06-25 01:54:50,763 - pyskl - INFO - Epoch [66][3100/3940] lr: 1.490e-02, eta: 1 day, 17:24:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9606, loss_cls: 3.3887, loss: 3.3887 +2025-06-25 01:55:35,090 - pyskl - INFO - Epoch [66][3200/3940] lr: 1.489e-02, eta: 1 day, 17:23:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9637, loss_cls: 3.3968, loss: 3.3968 +2025-06-25 01:56:19,398 - pyskl - INFO - Epoch [66][3300/3940] lr: 1.488e-02, eta: 1 day, 17:22:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9644, loss_cls: 3.2885, loss: 3.2885 +2025-06-25 01:57:03,674 - pyskl - INFO - Epoch [66][3400/3940] lr: 1.488e-02, eta: 1 day, 17:21:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.3699, loss: 3.3699 +2025-06-25 01:57:48,030 - pyskl - INFO - Epoch [66][3500/3940] lr: 1.487e-02, eta: 1 day, 17:21:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 3.2721, loss: 3.2721 +2025-06-25 01:58:32,324 - pyskl - INFO - Epoch [66][3600/3940] lr: 1.486e-02, eta: 1 day, 17:20:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9581, loss_cls: 3.4482, loss: 3.4482 +2025-06-25 01:59:16,762 - pyskl - INFO - Epoch [66][3700/3940] lr: 1.486e-02, eta: 1 day, 17:19:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 3.2850, loss: 3.2850 +2025-06-25 02:00:01,050 - pyskl - INFO - Epoch [66][3800/3940] lr: 1.485e-02, eta: 1 day, 17:18:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9613, loss_cls: 3.3583, loss: 3.3583 +2025-06-25 02:00:45,338 - pyskl - INFO - Epoch [66][3900/3940] lr: 1.484e-02, eta: 1 day, 17:17:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.1808, loss: 3.1808 +2025-06-25 02:01:03,379 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-25 02:04:26,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:04:27,109 - pyskl - INFO - +top1_acc 0.7346 +top5_acc 0.9422 +2025-06-25 02:04:27,127 - pyskl - INFO - Epoch(val) [66][3183] top1_acc: 0.7346, top5_acc: 0.9422 +2025-06-25 02:05:37,454 - pyskl - INFO - Epoch [67][100/3940] lr: 1.484e-02, eta: 1 day, 17:17:04, time: 0.703, data_time: 0.259, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9606, loss_cls: 3.2552, loss: 3.2552 +2025-06-25 02:06:21,876 - pyskl - INFO - Epoch [67][200/3940] lr: 1.483e-02, eta: 1 day, 17:16:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.2699, loss: 3.2699 +2025-06-25 02:07:06,319 - pyskl - INFO - Epoch [67][300/3940] lr: 1.482e-02, eta: 1 day, 17:15:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.1886, loss: 3.1886 +2025-06-25 02:07:50,764 - pyskl - INFO - Epoch [67][400/3940] lr: 1.482e-02, eta: 1 day, 17:14:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 3.2889, loss: 3.2889 +2025-06-25 02:08:35,223 - pyskl - INFO - Epoch [67][500/3940] lr: 1.481e-02, eta: 1 day, 17:14:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9669, loss_cls: 3.2067, loss: 3.2067 +2025-06-25 02:09:19,811 - pyskl - INFO - Epoch [67][600/3940] lr: 1.480e-02, eta: 1 day, 17:13:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1508, loss: 3.1508 +2025-06-25 02:10:04,332 - pyskl - INFO - Epoch [67][700/3940] lr: 1.480e-02, eta: 1 day, 17:12:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.2882, loss: 3.2882 +2025-06-25 02:10:48,754 - pyskl - INFO - Epoch [67][800/3940] lr: 1.479e-02, eta: 1 day, 17:11:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 3.1609, loss: 3.1609 +2025-06-25 02:11:33,117 - pyskl - INFO - Epoch [67][900/3940] lr: 1.478e-02, eta: 1 day, 17:11:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 3.3283, loss: 3.3283 +2025-06-25 02:12:17,462 - pyskl - INFO - Epoch [67][1000/3940] lr: 1.478e-02, eta: 1 day, 17:10:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.1770, loss: 3.1770 +2025-06-25 02:13:01,763 - pyskl - INFO - Epoch [67][1100/3940] lr: 1.477e-02, eta: 1 day, 17:09:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.2305, loss: 3.2305 +2025-06-25 02:13:46,043 - pyskl - INFO - Epoch [67][1200/3940] lr: 1.476e-02, eta: 1 day, 17:08:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9650, loss_cls: 3.3224, loss: 3.3224 +2025-06-25 02:14:30,276 - pyskl - INFO - Epoch [67][1300/3940] lr: 1.476e-02, eta: 1 day, 17:07:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.2764, loss: 3.2764 +2025-06-25 02:15:14,541 - pyskl - INFO - Epoch [67][1400/3940] lr: 1.475e-02, eta: 1 day, 17:07:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.3522, loss: 3.3522 +2025-06-25 02:15:58,732 - pyskl - INFO - Epoch [67][1500/3940] lr: 1.474e-02, eta: 1 day, 17:06:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9669, loss_cls: 3.1935, loss: 3.1935 +2025-06-25 02:16:42,942 - pyskl - INFO - Epoch [67][1600/3940] lr: 1.474e-02, eta: 1 day, 17:05:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 3.3795, loss: 3.3795 +2025-06-25 02:17:27,207 - pyskl - INFO - Epoch [67][1700/3940] lr: 1.473e-02, eta: 1 day, 17:04:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.2970, loss: 3.2970 +2025-06-25 02:18:11,470 - pyskl - INFO - Epoch [67][1800/3940] lr: 1.472e-02, eta: 1 day, 17:04:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9650, loss_cls: 3.3004, loss: 3.3004 +2025-06-25 02:18:55,789 - pyskl - INFO - Epoch [67][1900/3940] lr: 1.472e-02, eta: 1 day, 17:03:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.2099, loss: 3.2099 +2025-06-25 02:19:40,036 - pyskl - INFO - Epoch [67][2000/3940] lr: 1.471e-02, eta: 1 day, 17:02:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.3029, loss: 3.3029 +2025-06-25 02:20:24,334 - pyskl - INFO - Epoch [67][2100/3940] lr: 1.471e-02, eta: 1 day, 17:01:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.3139, loss: 3.3139 +2025-06-25 02:21:08,721 - pyskl - INFO - Epoch [67][2200/3940] lr: 1.470e-02, eta: 1 day, 17:01:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9650, loss_cls: 3.2703, loss: 3.2703 +2025-06-25 02:21:53,081 - pyskl - INFO - Epoch [67][2300/3940] lr: 1.469e-02, eta: 1 day, 17:00:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.3118, loss: 3.3118 +2025-06-25 02:22:37,503 - pyskl - INFO - Epoch [67][2400/3940] lr: 1.469e-02, eta: 1 day, 16:59:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9681, loss_cls: 3.2000, loss: 3.2000 +2025-06-25 02:23:21,807 - pyskl - INFO - Epoch [67][2500/3940] lr: 1.468e-02, eta: 1 day, 16:58:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 3.1907, loss: 3.1907 +2025-06-25 02:24:06,194 - pyskl - INFO - Epoch [67][2600/3940] lr: 1.467e-02, eta: 1 day, 16:58:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 3.3683, loss: 3.3683 +2025-06-25 02:24:50,515 - pyskl - INFO - Epoch [67][2700/3940] lr: 1.467e-02, eta: 1 day, 16:57:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9644, loss_cls: 3.3627, loss: 3.3627 +2025-06-25 02:25:34,923 - pyskl - INFO - Epoch [67][2800/3940] lr: 1.466e-02, eta: 1 day, 16:56:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 3.3212, loss: 3.3212 +2025-06-25 02:26:19,301 - pyskl - INFO - Epoch [67][2900/3940] lr: 1.465e-02, eta: 1 day, 16:55:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9619, loss_cls: 3.4186, loss: 3.4186 +2025-06-25 02:27:03,624 - pyskl - INFO - Epoch [67][3000/3940] lr: 1.465e-02, eta: 1 day, 16:55:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 3.1519, loss: 3.1519 +2025-06-25 02:27:47,990 - pyskl - INFO - Epoch [67][3100/3940] lr: 1.464e-02, eta: 1 day, 16:54:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.3676, loss: 3.3676 +2025-06-25 02:28:32,404 - pyskl - INFO - Epoch [67][3200/3940] lr: 1.463e-02, eta: 1 day, 16:53:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.1299, loss: 3.1299 +2025-06-25 02:29:16,765 - pyskl - INFO - Epoch [67][3300/3940] lr: 1.463e-02, eta: 1 day, 16:52:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.3040, loss: 3.3040 +2025-06-25 02:30:01,209 - pyskl - INFO - Epoch [67][3400/3940] lr: 1.462e-02, eta: 1 day, 16:51:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.3008, loss: 3.3008 +2025-06-25 02:30:45,584 - pyskl - INFO - Epoch [67][3500/3940] lr: 1.461e-02, eta: 1 day, 16:51:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9675, loss_cls: 3.2504, loss: 3.2504 +2025-06-25 02:31:29,952 - pyskl - INFO - Epoch [67][3600/3940] lr: 1.461e-02, eta: 1 day, 16:50:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9669, loss_cls: 3.2946, loss: 3.2946 +2025-06-25 02:32:14,311 - pyskl - INFO - Epoch [67][3700/3940] lr: 1.460e-02, eta: 1 day, 16:49:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9669, loss_cls: 3.3344, loss: 3.3344 +2025-06-25 02:32:58,719 - pyskl - INFO - Epoch [67][3800/3940] lr: 1.459e-02, eta: 1 day, 16:48:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9600, loss_cls: 3.2800, loss: 3.2800 +2025-06-25 02:33:43,010 - pyskl - INFO - Epoch [67][3900/3940] lr: 1.459e-02, eta: 1 day, 16:48:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9637, loss_cls: 3.3541, loss: 3.3541 +2025-06-25 02:34:01,127 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-25 02:37:24,047 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 02:37:24,634 - pyskl - INFO - +top1_acc 0.7645 +top5_acc 0.9599 +2025-06-25 02:37:24,652 - pyskl - INFO - Epoch(val) [67][3183] top1_acc: 0.7645, top5_acc: 0.9599 +2025-06-25 02:38:34,565 - pyskl - INFO - Epoch [68][100/3940] lr: 1.458e-02, eta: 1 day, 16:47:16, time: 0.699, data_time: 0.255, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.1486, loss: 3.1486 +2025-06-25 02:39:18,830 - pyskl - INFO - Epoch [68][200/3940] lr: 1.457e-02, eta: 1 day, 16:46:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.2303, loss: 3.2303 +2025-06-25 02:40:03,135 - pyskl - INFO - Epoch [68][300/3940] lr: 1.457e-02, eta: 1 day, 16:45:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.1743, loss: 3.1743 +2025-06-25 02:40:47,561 - pyskl - INFO - Epoch [68][400/3940] lr: 1.456e-02, eta: 1 day, 16:44:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 3.2818, loss: 3.2818 +2025-06-25 02:41:32,091 - pyskl - INFO - Epoch [68][500/3940] lr: 1.455e-02, eta: 1 day, 16:44:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 3.2220, loss: 3.2220 +2025-06-25 02:42:16,448 - pyskl - INFO - Epoch [68][600/3940] lr: 1.455e-02, eta: 1 day, 16:43:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 3.3222, loss: 3.3222 +2025-06-25 02:43:00,679 - pyskl - INFO - Epoch [68][700/3940] lr: 1.454e-02, eta: 1 day, 16:42:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.1804, loss: 3.1804 +2025-06-25 02:43:44,890 - pyskl - INFO - Epoch [68][800/3940] lr: 1.453e-02, eta: 1 day, 16:41:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 3.2608, loss: 3.2608 +2025-06-25 02:44:29,161 - pyskl - INFO - Epoch [68][900/3940] lr: 1.453e-02, eta: 1 day, 16:41:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9600, loss_cls: 3.4095, loss: 3.4095 +2025-06-25 02:45:13,397 - pyskl - INFO - Epoch [68][1000/3940] lr: 1.452e-02, eta: 1 day, 16:40:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.2795, loss: 3.2795 +2025-06-25 02:45:57,652 - pyskl - INFO - Epoch [68][1100/3940] lr: 1.451e-02, eta: 1 day, 16:39:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9675, loss_cls: 3.2342, loss: 3.2342 +2025-06-25 02:46:41,868 - pyskl - INFO - Epoch [68][1200/3940] lr: 1.451e-02, eta: 1 day, 16:38:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.3890, loss: 3.3890 +2025-06-25 02:47:26,294 - pyskl - INFO - Epoch [68][1300/3940] lr: 1.450e-02, eta: 1 day, 16:38:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.2642, loss: 3.2642 +2025-06-25 02:48:10,623 - pyskl - INFO - Epoch [68][1400/3940] lr: 1.449e-02, eta: 1 day, 16:37:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9650, loss_cls: 3.1819, loss: 3.1819 +2025-06-25 02:48:54,990 - pyskl - INFO - Epoch [68][1500/3940] lr: 1.449e-02, eta: 1 day, 16:36:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 3.3113, loss: 3.3113 +2025-06-25 02:49:39,253 - pyskl - INFO - Epoch [68][1600/3940] lr: 1.448e-02, eta: 1 day, 16:35:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 3.1691, loss: 3.1691 +2025-06-25 02:50:23,545 - pyskl - INFO - Epoch [68][1700/3940] lr: 1.447e-02, eta: 1 day, 16:35:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1806, loss: 3.1806 +2025-06-25 02:51:07,970 - pyskl - INFO - Epoch [68][1800/3940] lr: 1.447e-02, eta: 1 day, 16:34:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.2673, loss: 3.2673 +2025-06-25 02:51:52,270 - pyskl - INFO - Epoch [68][1900/3940] lr: 1.446e-02, eta: 1 day, 16:33:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.1689, loss: 3.1689 +2025-06-25 02:52:36,589 - pyskl - INFO - Epoch [68][2000/3940] lr: 1.445e-02, eta: 1 day, 16:32:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9681, loss_cls: 3.2514, loss: 3.2514 +2025-06-25 02:53:20,945 - pyskl - INFO - Epoch [68][2100/3940] lr: 1.445e-02, eta: 1 day, 16:32:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 3.2622, loss: 3.2622 +2025-06-25 02:54:05,348 - pyskl - INFO - Epoch [68][2200/3940] lr: 1.444e-02, eta: 1 day, 16:31:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.4372, loss: 3.4372 +2025-06-25 02:54:49,705 - pyskl - INFO - Epoch [68][2300/3940] lr: 1.443e-02, eta: 1 day, 16:30:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.2496, loss: 3.2496 +2025-06-25 02:55:34,026 - pyskl - INFO - Epoch [68][2400/3940] lr: 1.443e-02, eta: 1 day, 16:29:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.2072, loss: 3.2072 +2025-06-25 02:56:18,285 - pyskl - INFO - Epoch [68][2500/3940] lr: 1.442e-02, eta: 1 day, 16:29:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 3.3077, loss: 3.3077 +2025-06-25 02:57:02,622 - pyskl - INFO - Epoch [68][2600/3940] lr: 1.441e-02, eta: 1 day, 16:28:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 3.2312, loss: 3.2312 +2025-06-25 02:57:46,835 - pyskl - INFO - Epoch [68][2700/3940] lr: 1.441e-02, eta: 1 day, 16:27:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 3.4010, loss: 3.4010 +2025-06-25 02:58:31,098 - pyskl - INFO - Epoch [68][2800/3940] lr: 1.440e-02, eta: 1 day, 16:26:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9681, loss_cls: 3.2255, loss: 3.2255 +2025-06-25 02:59:15,640 - pyskl - INFO - Epoch [68][2900/3940] lr: 1.439e-02, eta: 1 day, 16:25:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 3.2733, loss: 3.2733 +2025-06-25 03:00:00,027 - pyskl - INFO - Epoch [68][3000/3940] lr: 1.439e-02, eta: 1 day, 16:25:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9619, loss_cls: 3.2985, loss: 3.2985 +2025-06-25 03:00:44,178 - pyskl - INFO - Epoch [68][3100/3940] lr: 1.438e-02, eta: 1 day, 16:24:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.3384, loss: 3.3384 +2025-06-25 03:01:28,423 - pyskl - INFO - Epoch [68][3200/3940] lr: 1.437e-02, eta: 1 day, 16:23:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1647, loss: 3.1647 +2025-06-25 03:02:12,558 - pyskl - INFO - Epoch [68][3300/3940] lr: 1.437e-02, eta: 1 day, 16:22:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.2921, loss: 3.2921 +2025-06-25 03:02:56,680 - pyskl - INFO - Epoch [68][3400/3940] lr: 1.436e-02, eta: 1 day, 16:22:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9631, loss_cls: 3.2791, loss: 3.2791 +2025-06-25 03:03:40,797 - pyskl - INFO - Epoch [68][3500/3940] lr: 1.436e-02, eta: 1 day, 16:21:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 3.2949, loss: 3.2949 +2025-06-25 03:04:24,961 - pyskl - INFO - Epoch [68][3600/3940] lr: 1.435e-02, eta: 1 day, 16:20:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 3.3290, loss: 3.3290 +2025-06-25 03:05:09,076 - pyskl - INFO - Epoch [68][3700/3940] lr: 1.434e-02, eta: 1 day, 16:19:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 3.3467, loss: 3.3467 +2025-06-25 03:05:53,177 - pyskl - INFO - Epoch [68][3800/3940] lr: 1.434e-02, eta: 1 day, 16:19:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.2023, loss: 3.2023 +2025-06-25 03:06:37,434 - pyskl - INFO - Epoch [68][3900/3940] lr: 1.433e-02, eta: 1 day, 16:18:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.3256, loss: 3.3256 +2025-06-25 03:06:55,459 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-25 03:10:20,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:10:21,328 - pyskl - INFO - +top1_acc 0.6764 +top5_acc 0.9171 +2025-06-25 03:10:21,345 - pyskl - INFO - Epoch(val) [68][3183] top1_acc: 0.6764, top5_acc: 0.9171 +2025-06-25 03:11:31,455 - pyskl - INFO - Epoch [69][100/3940] lr: 1.432e-02, eta: 1 day, 16:17:26, time: 0.701, data_time: 0.258, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 3.2063, loss: 3.2063 +2025-06-25 03:12:15,792 - pyskl - INFO - Epoch [69][200/3940] lr: 1.431e-02, eta: 1 day, 16:16:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9719, loss_cls: 3.2954, loss: 3.2954 +2025-06-25 03:13:00,239 - pyskl - INFO - Epoch [69][300/3940] lr: 1.431e-02, eta: 1 day, 16:15:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.2048, loss: 3.2048 +2025-06-25 03:13:44,821 - pyskl - INFO - Epoch [69][400/3940] lr: 1.430e-02, eta: 1 day, 16:15:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.2645, loss: 3.2645 +2025-06-25 03:14:29,310 - pyskl - INFO - Epoch [69][500/3940] lr: 1.429e-02, eta: 1 day, 16:14:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 3.1841, loss: 3.1841 +2025-06-25 03:15:13,708 - pyskl - INFO - Epoch [69][600/3940] lr: 1.429e-02, eta: 1 day, 16:13:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.2503, loss: 3.2503 +2025-06-25 03:15:58,022 - pyskl - INFO - Epoch [69][700/3940] lr: 1.428e-02, eta: 1 day, 16:12:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9675, loss_cls: 3.2847, loss: 3.2847 +2025-06-25 03:16:42,478 - pyskl - INFO - Epoch [69][800/3940] lr: 1.427e-02, eta: 1 day, 16:12:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 3.2937, loss: 3.2937 +2025-06-25 03:17:26,836 - pyskl - INFO - Epoch [69][900/3940] lr: 1.427e-02, eta: 1 day, 16:11:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9637, loss_cls: 3.4188, loss: 3.4188 +2025-06-25 03:18:11,222 - pyskl - INFO - Epoch [69][1000/3940] lr: 1.426e-02, eta: 1 day, 16:10:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9681, loss_cls: 3.2028, loss: 3.2028 +2025-06-25 03:18:55,485 - pyskl - INFO - Epoch [69][1100/3940] lr: 1.425e-02, eta: 1 day, 16:09:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.3537, loss: 3.3537 +2025-06-25 03:19:39,835 - pyskl - INFO - Epoch [69][1200/3940] lr: 1.425e-02, eta: 1 day, 16:09:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 3.2805, loss: 3.2805 +2025-06-25 03:20:24,138 - pyskl - INFO - Epoch [69][1300/3940] lr: 1.424e-02, eta: 1 day, 16:08:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.2926, loss: 3.2926 +2025-06-25 03:21:08,414 - pyskl - INFO - Epoch [69][1400/3940] lr: 1.423e-02, eta: 1 day, 16:07:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.2591, loss: 3.2591 +2025-06-25 03:21:52,686 - pyskl - INFO - Epoch [69][1500/3940] lr: 1.423e-02, eta: 1 day, 16:06:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9688, loss_cls: 3.2769, loss: 3.2769 +2025-06-25 03:22:37,016 - pyskl - INFO - Epoch [69][1600/3940] lr: 1.422e-02, eta: 1 day, 16:06:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9688, loss_cls: 3.3211, loss: 3.3211 +2025-06-25 03:23:21,290 - pyskl - INFO - Epoch [69][1700/3940] lr: 1.421e-02, eta: 1 day, 16:05:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.2200, loss: 3.2200 +2025-06-25 03:24:05,573 - pyskl - INFO - Epoch [69][1800/3940] lr: 1.421e-02, eta: 1 day, 16:04:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 3.3048, loss: 3.3048 +2025-06-25 03:24:49,872 - pyskl - INFO - Epoch [69][1900/3940] lr: 1.420e-02, eta: 1 day, 16:03:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.2866, loss: 3.2866 +2025-06-25 03:25:34,181 - pyskl - INFO - Epoch [69][2000/3940] lr: 1.419e-02, eta: 1 day, 16:03:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9738, loss_cls: 3.1025, loss: 3.1025 +2025-06-25 03:26:18,692 - pyskl - INFO - Epoch [69][2100/3940] lr: 1.419e-02, eta: 1 day, 16:02:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.2529, loss: 3.2529 +2025-06-25 03:27:03,170 - pyskl - INFO - Epoch [69][2200/3940] lr: 1.418e-02, eta: 1 day, 16:01:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 3.2557, loss: 3.2557 +2025-06-25 03:27:47,652 - pyskl - INFO - Epoch [69][2300/3940] lr: 1.417e-02, eta: 1 day, 16:00:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.2641, loss: 3.2641 +2025-06-25 03:28:31,946 - pyskl - INFO - Epoch [69][2400/3940] lr: 1.417e-02, eta: 1 day, 15:59:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.1757, loss: 3.1757 +2025-06-25 03:29:16,219 - pyskl - INFO - Epoch [69][2500/3940] lr: 1.416e-02, eta: 1 day, 15:59:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 3.2643, loss: 3.2643 +2025-06-25 03:30:00,580 - pyskl - INFO - Epoch [69][2600/3940] lr: 1.416e-02, eta: 1 day, 15:58:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9625, loss_cls: 3.2650, loss: 3.2650 +2025-06-25 03:30:45,010 - pyskl - INFO - Epoch [69][2700/3940] lr: 1.415e-02, eta: 1 day, 15:57:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 3.2682, loss: 3.2682 +2025-06-25 03:31:29,490 - pyskl - INFO - Epoch [69][2800/3940] lr: 1.414e-02, eta: 1 day, 15:56:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 3.1031, loss: 3.1031 +2025-06-25 03:32:13,913 - pyskl - INFO - Epoch [69][2900/3940] lr: 1.414e-02, eta: 1 day, 15:56:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9637, loss_cls: 3.2807, loss: 3.2807 +2025-06-25 03:32:58,368 - pyskl - INFO - Epoch [69][3000/3940] lr: 1.413e-02, eta: 1 day, 15:55:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 3.2097, loss: 3.2097 +2025-06-25 03:33:42,790 - pyskl - INFO - Epoch [69][3100/3940] lr: 1.412e-02, eta: 1 day, 15:54:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1984, loss: 3.1984 +2025-06-25 03:34:27,210 - pyskl - INFO - Epoch [69][3200/3940] lr: 1.412e-02, eta: 1 day, 15:53:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.2276, loss: 3.2276 +2025-06-25 03:35:11,616 - pyskl - INFO - Epoch [69][3300/3940] lr: 1.411e-02, eta: 1 day, 15:53:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.4163, loss: 3.4163 +2025-06-25 03:35:56,041 - pyskl - INFO - Epoch [69][3400/3940] lr: 1.410e-02, eta: 1 day, 15:52:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 3.3191, loss: 3.3191 +2025-06-25 03:36:40,517 - pyskl - INFO - Epoch [69][3500/3940] lr: 1.410e-02, eta: 1 day, 15:51:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.3385, loss: 3.3385 +2025-06-25 03:37:24,846 - pyskl - INFO - Epoch [69][3600/3940] lr: 1.409e-02, eta: 1 day, 15:50:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 3.2000, loss: 3.2000 +2025-06-25 03:38:09,072 - pyskl - INFO - Epoch [69][3700/3940] lr: 1.408e-02, eta: 1 day, 15:50:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 3.2727, loss: 3.2727 +2025-06-25 03:38:53,348 - pyskl - INFO - Epoch [69][3800/3940] lr: 1.408e-02, eta: 1 day, 15:49:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.4857, loss: 3.4857 +2025-06-25 03:39:37,560 - pyskl - INFO - Epoch [69][3900/3940] lr: 1.407e-02, eta: 1 day, 15:48:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.3781, loss: 3.3781 +2025-06-25 03:39:55,661 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-25 03:43:19,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 03:43:20,288 - pyskl - INFO - +top1_acc 0.7332 +top5_acc 0.9355 +2025-06-25 03:43:20,308 - pyskl - INFO - Epoch(val) [69][3183] top1_acc: 0.7332, top5_acc: 0.9355 +2025-06-25 03:44:30,281 - pyskl - INFO - Epoch [70][100/3940] lr: 1.406e-02, eta: 1 day, 15:47:41, time: 0.700, data_time: 0.253, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9619, loss_cls: 3.1932, loss: 3.1932 +2025-06-25 03:45:14,778 - pyskl - INFO - Epoch [70][200/3940] lr: 1.405e-02, eta: 1 day, 15:46:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 3.1100, loss: 3.1100 +2025-06-25 03:45:59,186 - pyskl - INFO - Epoch [70][300/3940] lr: 1.405e-02, eta: 1 day, 15:46:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1757, loss: 3.1757 +2025-06-25 03:46:43,575 - pyskl - INFO - Epoch [70][400/3940] lr: 1.404e-02, eta: 1 day, 15:45:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 3.1742, loss: 3.1742 +2025-06-25 03:47:27,945 - pyskl - INFO - Epoch [70][500/3940] lr: 1.403e-02, eta: 1 day, 15:44:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.1533, loss: 3.1533 +2025-06-25 03:48:12,415 - pyskl - INFO - Epoch [70][600/3940] lr: 1.403e-02, eta: 1 day, 15:43:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.0734, loss: 3.0734 +2025-06-25 03:48:56,958 - pyskl - INFO - Epoch [70][700/3940] lr: 1.402e-02, eta: 1 day, 15:43:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 3.2941, loss: 3.2941 +2025-06-25 03:49:41,497 - pyskl - INFO - Epoch [70][800/3940] lr: 1.401e-02, eta: 1 day, 15:42:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2531, loss: 3.2531 +2025-06-25 03:50:25,913 - pyskl - INFO - Epoch [70][900/3940] lr: 1.401e-02, eta: 1 day, 15:41:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.3969, loss: 3.3969 +2025-06-25 03:51:10,307 - pyskl - INFO - Epoch [70][1000/3940] lr: 1.400e-02, eta: 1 day, 15:40:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9563, loss_cls: 3.3870, loss: 3.3870 +2025-06-25 03:51:54,747 - pyskl - INFO - Epoch [70][1100/3940] lr: 1.399e-02, eta: 1 day, 15:40:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.2208, loss: 3.2208 +2025-06-25 03:52:39,305 - pyskl - INFO - Epoch [70][1200/3940] lr: 1.399e-02, eta: 1 day, 15:39:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.2468, loss: 3.2468 +2025-06-25 03:53:23,676 - pyskl - INFO - Epoch [70][1300/3940] lr: 1.398e-02, eta: 1 day, 15:38:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9606, loss_cls: 3.2871, loss: 3.2871 +2025-06-25 03:54:08,042 - pyskl - INFO - Epoch [70][1400/3940] lr: 1.397e-02, eta: 1 day, 15:37:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.2280, loss: 3.2280 +2025-06-25 03:54:52,420 - pyskl - INFO - Epoch [70][1500/3940] lr: 1.397e-02, eta: 1 day, 15:37:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9700, loss_cls: 3.2219, loss: 3.2219 +2025-06-25 03:55:36,698 - pyskl - INFO - Epoch [70][1600/3940] lr: 1.396e-02, eta: 1 day, 15:36:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.1973, loss: 3.1973 +2025-06-25 03:56:21,023 - pyskl - INFO - Epoch [70][1700/3940] lr: 1.395e-02, eta: 1 day, 15:35:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9644, loss_cls: 3.1542, loss: 3.1542 +2025-06-25 03:57:05,278 - pyskl - INFO - Epoch [70][1800/3940] lr: 1.395e-02, eta: 1 day, 15:34:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9712, loss_cls: 3.0375, loss: 3.0375 +2025-06-25 03:57:49,605 - pyskl - INFO - Epoch [70][1900/3940] lr: 1.394e-02, eta: 1 day, 15:34:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.2444, loss: 3.2444 +2025-06-25 03:58:33,932 - pyskl - INFO - Epoch [70][2000/3940] lr: 1.393e-02, eta: 1 day, 15:33:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.1957, loss: 3.1957 +2025-06-25 03:59:18,230 - pyskl - INFO - Epoch [70][2100/3940] lr: 1.393e-02, eta: 1 day, 15:32:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 3.3271, loss: 3.3271 +2025-06-25 04:00:02,522 - pyskl - INFO - Epoch [70][2200/3940] lr: 1.392e-02, eta: 1 day, 15:31:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 3.3228, loss: 3.3228 +2025-06-25 04:00:46,861 - pyskl - INFO - Epoch [70][2300/3940] lr: 1.391e-02, eta: 1 day, 15:31:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 3.2060, loss: 3.2060 +2025-06-25 04:01:31,480 - pyskl - INFO - Epoch [70][2400/3940] lr: 1.391e-02, eta: 1 day, 15:30:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.2906, loss: 3.2906 +2025-06-25 04:02:15,888 - pyskl - INFO - Epoch [70][2500/3940] lr: 1.390e-02, eta: 1 day, 15:29:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9688, loss_cls: 3.1422, loss: 3.1422 +2025-06-25 04:03:00,335 - pyskl - INFO - Epoch [70][2600/3940] lr: 1.390e-02, eta: 1 day, 15:28:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.1543, loss: 3.1543 +2025-06-25 04:03:44,681 - pyskl - INFO - Epoch [70][2700/3940] lr: 1.389e-02, eta: 1 day, 15:27:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.1550, loss: 3.1550 +2025-06-25 04:04:29,103 - pyskl - INFO - Epoch [70][2800/3940] lr: 1.388e-02, eta: 1 day, 15:27:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 3.1528, loss: 3.1528 +2025-06-25 04:05:13,445 - pyskl - INFO - Epoch [70][2900/3940] lr: 1.388e-02, eta: 1 day, 15:26:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.2773, loss: 3.2773 +2025-06-25 04:05:57,709 - pyskl - INFO - Epoch [70][3000/3940] lr: 1.387e-02, eta: 1 day, 15:25:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9625, loss_cls: 3.2516, loss: 3.2516 +2025-06-25 04:06:42,033 - pyskl - INFO - Epoch [70][3100/3940] lr: 1.386e-02, eta: 1 day, 15:24:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 3.2832, loss: 3.2832 +2025-06-25 04:07:26,336 - pyskl - INFO - Epoch [70][3200/3940] lr: 1.386e-02, eta: 1 day, 15:24:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9619, loss_cls: 3.3167, loss: 3.3167 +2025-06-25 04:08:10,616 - pyskl - INFO - Epoch [70][3300/3940] lr: 1.385e-02, eta: 1 day, 15:23:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.2647, loss: 3.2647 +2025-06-25 04:08:55,000 - pyskl - INFO - Epoch [70][3400/3940] lr: 1.384e-02, eta: 1 day, 15:22:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.3760, loss: 3.3760 +2025-06-25 04:09:39,330 - pyskl - INFO - Epoch [70][3500/3940] lr: 1.384e-02, eta: 1 day, 15:21:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.3327, loss: 3.3327 +2025-06-25 04:10:23,665 - pyskl - INFO - Epoch [70][3600/3940] lr: 1.383e-02, eta: 1 day, 15:21:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 3.3353, loss: 3.3353 +2025-06-25 04:11:07,951 - pyskl - INFO - Epoch [70][3700/3940] lr: 1.382e-02, eta: 1 day, 15:20:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.3138, loss: 3.3138 +2025-06-25 04:11:52,218 - pyskl - INFO - Epoch [70][3800/3940] lr: 1.382e-02, eta: 1 day, 15:19:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9681, loss_cls: 3.2521, loss: 3.2521 +2025-06-25 04:12:36,454 - pyskl - INFO - Epoch [70][3900/3940] lr: 1.381e-02, eta: 1 day, 15:18:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.1610, loss: 3.1610 +2025-06-25 04:12:54,481 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-25 04:31:09,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 04:31:09,852 - pyskl - INFO - +top1_acc 0.7811 +top5_acc 0.9613 +2025-06-25 04:31:09,910 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_65.pth was removed +2025-06-25 04:31:10,968 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2025-06-25 04:31:10,970 - pyskl - INFO - Best top1_acc is 0.7811 at 70 epoch. +2025-06-25 04:31:10,989 - pyskl - INFO - Epoch(val) [70][3183] top1_acc: 0.7811, top5_acc: 0.9613 +2025-06-25 04:32:20,626 - pyskl - INFO - Epoch [71][100/3940] lr: 1.380e-02, eta: 1 day, 15:17:57, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.1401, loss: 3.1401 +2025-06-25 04:33:04,847 - pyskl - INFO - Epoch [71][200/3940] lr: 1.379e-02, eta: 1 day, 15:17:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.1404, loss: 3.1404 +2025-06-25 04:33:49,024 - pyskl - INFO - Epoch [71][300/3940] lr: 1.379e-02, eta: 1 day, 15:16:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 3.0703, loss: 3.0703 +2025-06-25 04:34:33,254 - pyskl - INFO - Epoch [71][400/3940] lr: 1.378e-02, eta: 1 day, 15:15:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.2092, loss: 3.2092 +2025-06-25 04:35:17,552 - pyskl - INFO - Epoch [71][500/3940] lr: 1.377e-02, eta: 1 day, 15:14:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.1820, loss: 3.1820 +2025-06-25 04:36:01,865 - pyskl - INFO - Epoch [71][600/3940] lr: 1.377e-02, eta: 1 day, 15:14:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 3.2107, loss: 3.2107 +2025-06-25 04:36:46,362 - pyskl - INFO - Epoch [71][700/3940] lr: 1.376e-02, eta: 1 day, 15:13:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.0928, loss: 3.0928 +2025-06-25 04:37:30,742 - pyskl - INFO - Epoch [71][800/3940] lr: 1.375e-02, eta: 1 day, 15:12:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 3.1613, loss: 3.1613 +2025-06-25 04:38:15,295 - pyskl - INFO - Epoch [71][900/3940] lr: 1.375e-02, eta: 1 day, 15:11:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0734, loss: 3.0734 +2025-06-25 04:38:59,670 - pyskl - INFO - Epoch [71][1000/3940] lr: 1.374e-02, eta: 1 day, 15:11:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9725, loss_cls: 2.9892, loss: 2.9892 +2025-06-25 04:39:44,031 - pyskl - INFO - Epoch [71][1100/3940] lr: 1.373e-02, eta: 1 day, 15:10:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.3130, loss: 3.3130 +2025-06-25 04:40:28,393 - pyskl - INFO - Epoch [71][1200/3940] lr: 1.373e-02, eta: 1 day, 15:09:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.1732, loss: 3.1732 +2025-06-25 04:41:12,705 - pyskl - INFO - Epoch [71][1300/3940] lr: 1.372e-02, eta: 1 day, 15:08:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 3.1816, loss: 3.1816 +2025-06-25 04:41:57,006 - pyskl - INFO - Epoch [71][1400/3940] lr: 1.371e-02, eta: 1 day, 15:08:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2672, loss: 3.2672 +2025-06-25 04:42:41,508 - pyskl - INFO - Epoch [71][1500/3940] lr: 1.371e-02, eta: 1 day, 15:07:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.1846, loss: 3.1846 +2025-06-25 04:43:25,969 - pyskl - INFO - Epoch [71][1600/3940] lr: 1.370e-02, eta: 1 day, 15:06:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.3155, loss: 3.3155 +2025-06-25 04:44:10,283 - pyskl - INFO - Epoch [71][1700/3940] lr: 1.369e-02, eta: 1 day, 15:05:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 3.1889, loss: 3.1889 +2025-06-25 04:44:54,798 - pyskl - INFO - Epoch [71][1800/3940] lr: 1.369e-02, eta: 1 day, 15:05:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.2695, loss: 3.2695 +2025-06-25 04:45:39,234 - pyskl - INFO - Epoch [71][1900/3940] lr: 1.368e-02, eta: 1 day, 15:04:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.1331, loss: 3.1331 +2025-06-25 04:46:23,597 - pyskl - INFO - Epoch [71][2000/3940] lr: 1.367e-02, eta: 1 day, 15:03:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.1983, loss: 3.1983 +2025-06-25 04:47:08,104 - pyskl - INFO - Epoch [71][2100/3940] lr: 1.367e-02, eta: 1 day, 15:02:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9650, loss_cls: 3.1944, loss: 3.1944 +2025-06-25 04:47:52,777 - pyskl - INFO - Epoch [71][2200/3940] lr: 1.366e-02, eta: 1 day, 15:02:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9656, loss_cls: 3.2682, loss: 3.2682 +2025-06-25 04:48:37,144 - pyskl - INFO - Epoch [71][2300/3940] lr: 1.365e-02, eta: 1 day, 15:01:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 3.2695, loss: 3.2695 +2025-06-25 04:49:21,564 - pyskl - INFO - Epoch [71][2400/3940] lr: 1.365e-02, eta: 1 day, 15:00:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.1471, loss: 3.1471 +2025-06-25 04:50:05,928 - pyskl - INFO - Epoch [71][2500/3940] lr: 1.364e-02, eta: 1 day, 14:59:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 3.2290, loss: 3.2290 +2025-06-25 04:50:50,549 - pyskl - INFO - Epoch [71][2600/3940] lr: 1.363e-02, eta: 1 day, 14:59:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.2580, loss: 3.2580 +2025-06-25 04:51:35,190 - pyskl - INFO - Epoch [71][2700/3940] lr: 1.363e-02, eta: 1 day, 14:58:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 3.1642, loss: 3.1642 +2025-06-25 04:52:19,874 - pyskl - INFO - Epoch [71][2800/3940] lr: 1.362e-02, eta: 1 day, 14:57:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1710, loss: 3.1710 +2025-06-25 04:53:04,435 - pyskl - INFO - Epoch [71][2900/3940] lr: 1.361e-02, eta: 1 day, 14:56:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.2401, loss: 3.2401 +2025-06-25 04:53:48,878 - pyskl - INFO - Epoch [71][3000/3940] lr: 1.361e-02, eta: 1 day, 14:55:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.3527, loss: 3.3527 +2025-06-25 04:54:33,348 - pyskl - INFO - Epoch [71][3100/3940] lr: 1.360e-02, eta: 1 day, 14:55:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.2323, loss: 3.2323 +2025-06-25 04:55:17,810 - pyskl - INFO - Epoch [71][3200/3940] lr: 1.360e-02, eta: 1 day, 14:54:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9663, loss_cls: 3.3070, loss: 3.3070 +2025-06-25 04:56:02,406 - pyskl - INFO - Epoch [71][3300/3940] lr: 1.359e-02, eta: 1 day, 14:53:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.1910, loss: 3.1910 +2025-06-25 04:56:46,776 - pyskl - INFO - Epoch [71][3400/3940] lr: 1.358e-02, eta: 1 day, 14:52:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.2278, loss: 3.2278 +2025-06-25 04:57:31,326 - pyskl - INFO - Epoch [71][3500/3940] lr: 1.358e-02, eta: 1 day, 14:52:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.2776, loss: 3.2776 +2025-06-25 04:58:15,716 - pyskl - INFO - Epoch [71][3600/3940] lr: 1.357e-02, eta: 1 day, 14:51:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 3.1852, loss: 3.1852 +2025-06-25 04:58:59,927 - pyskl - INFO - Epoch [71][3700/3940] lr: 1.356e-02, eta: 1 day, 14:50:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 3.1222, loss: 3.1222 +2025-06-25 04:59:44,287 - pyskl - INFO - Epoch [71][3800/3940] lr: 1.356e-02, eta: 1 day, 14:49:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 3.3551, loss: 3.3551 +2025-06-25 05:00:28,549 - pyskl - INFO - Epoch [71][3900/3940] lr: 1.355e-02, eta: 1 day, 14:49:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.0705, loss: 3.0705 +2025-06-25 05:00:46,582 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-25 05:04:09,630 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 05:04:10,097 - pyskl - INFO - +top1_acc 0.7448 +top5_acc 0.9453 +2025-06-25 05:04:10,115 - pyskl - INFO - Epoch(val) [71][3183] top1_acc: 0.7448, top5_acc: 0.9453 +2025-06-25 05:05:19,849 - pyskl - INFO - Epoch [72][100/3940] lr: 1.354e-02, eta: 1 day, 14:48:15, time: 0.697, data_time: 0.255, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 3.1317, loss: 3.1317 +2025-06-25 05:06:04,025 - pyskl - INFO - Epoch [72][200/3940] lr: 1.353e-02, eta: 1 day, 14:47:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 3.1195, loss: 3.1195 +2025-06-25 05:06:48,225 - pyskl - INFO - Epoch [72][300/3940] lr: 1.353e-02, eta: 1 day, 14:46:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.2480, loss: 3.2480 +2025-06-25 05:07:32,396 - pyskl - INFO - Epoch [72][400/3940] lr: 1.352e-02, eta: 1 day, 14:45:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.1263, loss: 3.1263 +2025-06-25 05:08:16,687 - pyskl - INFO - Epoch [72][500/3940] lr: 1.351e-02, eta: 1 day, 14:45:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.1773, loss: 3.1773 +2025-06-25 05:09:01,093 - pyskl - INFO - Epoch [72][600/3940] lr: 1.351e-02, eta: 1 day, 14:44:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9831, loss_cls: 3.1077, loss: 3.1077 +2025-06-25 05:09:45,444 - pyskl - INFO - Epoch [72][700/3940] lr: 1.350e-02, eta: 1 day, 14:43:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 3.1494, loss: 3.1494 +2025-06-25 05:10:29,764 - pyskl - INFO - Epoch [72][800/3940] lr: 1.349e-02, eta: 1 day, 14:42:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 3.3283, loss: 3.3283 +2025-06-25 05:11:14,086 - pyskl - INFO - Epoch [72][900/3940] lr: 1.349e-02, eta: 1 day, 14:42:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 3.2210, loss: 3.2210 +2025-06-25 05:11:58,390 - pyskl - INFO - Epoch [72][1000/3940] lr: 1.348e-02, eta: 1 day, 14:41:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.1315, loss: 3.1315 +2025-06-25 05:12:42,666 - pyskl - INFO - Epoch [72][1100/3940] lr: 1.347e-02, eta: 1 day, 14:40:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 3.1906, loss: 3.1906 +2025-06-25 05:13:26,965 - pyskl - INFO - Epoch [72][1200/3940] lr: 1.347e-02, eta: 1 day, 14:39:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.2502, loss: 3.2502 +2025-06-25 05:14:11,379 - pyskl - INFO - Epoch [72][1300/3940] lr: 1.346e-02, eta: 1 day, 14:39:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 3.1571, loss: 3.1571 +2025-06-25 05:14:55,713 - pyskl - INFO - Epoch [72][1400/3940] lr: 1.345e-02, eta: 1 day, 14:38:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.0528, loss: 3.0528 +2025-06-25 05:15:40,004 - pyskl - INFO - Epoch [72][1500/3940] lr: 1.345e-02, eta: 1 day, 14:37:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.0332, loss: 3.0332 +2025-06-25 05:16:24,240 - pyskl - INFO - Epoch [72][1600/3940] lr: 1.344e-02, eta: 1 day, 14:36:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9637, loss_cls: 3.1485, loss: 3.1485 +2025-06-25 05:17:08,473 - pyskl - INFO - Epoch [72][1700/3940] lr: 1.343e-02, eta: 1 day, 14:36:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 3.2371, loss: 3.2371 +2025-06-25 05:17:52,792 - pyskl - INFO - Epoch [72][1800/3940] lr: 1.343e-02, eta: 1 day, 14:35:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.2705, loss: 3.2705 +2025-06-25 05:18:37,205 - pyskl - INFO - Epoch [72][1900/3940] lr: 1.342e-02, eta: 1 day, 14:34:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9669, loss_cls: 3.1581, loss: 3.1581 +2025-06-25 05:19:21,614 - pyskl - INFO - Epoch [72][2000/3940] lr: 1.341e-02, eta: 1 day, 14:33:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.1401, loss: 3.1401 +2025-06-25 05:20:05,963 - pyskl - INFO - Epoch [72][2100/3940] lr: 1.341e-02, eta: 1 day, 14:33:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 3.2828, loss: 3.2828 +2025-06-25 05:20:50,387 - pyskl - INFO - Epoch [72][2200/3940] lr: 1.340e-02, eta: 1 day, 14:32:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9637, loss_cls: 3.2819, loss: 3.2819 +2025-06-25 05:21:34,695 - pyskl - INFO - Epoch [72][2300/3940] lr: 1.339e-02, eta: 1 day, 14:31:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9688, loss_cls: 3.1935, loss: 3.1935 +2025-06-25 05:22:18,987 - pyskl - INFO - Epoch [72][2400/3940] lr: 1.339e-02, eta: 1 day, 14:30:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.1517, loss: 3.1517 +2025-06-25 05:23:03,261 - pyskl - INFO - Epoch [72][2500/3940] lr: 1.338e-02, eta: 1 day, 14:30:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 3.2953, loss: 3.2953 +2025-06-25 05:23:47,507 - pyskl - INFO - Epoch [72][2600/3940] lr: 1.337e-02, eta: 1 day, 14:29:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.1446, loss: 3.1446 +2025-06-25 05:24:31,845 - pyskl - INFO - Epoch [72][2700/3940] lr: 1.337e-02, eta: 1 day, 14:28:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.2309, loss: 3.2309 +2025-06-25 05:25:16,332 - pyskl - INFO - Epoch [72][2800/3940] lr: 1.336e-02, eta: 1 day, 14:27:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.1909, loss: 3.1909 +2025-06-25 05:26:00,707 - pyskl - INFO - Epoch [72][2900/3940] lr: 1.335e-02, eta: 1 day, 14:27:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9681, loss_cls: 3.1918, loss: 3.1918 +2025-06-25 05:26:45,032 - pyskl - INFO - Epoch [72][3000/3940] lr: 1.335e-02, eta: 1 day, 14:26:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 3.2003, loss: 3.2003 +2025-06-25 05:27:29,472 - pyskl - INFO - Epoch [72][3100/3940] lr: 1.334e-02, eta: 1 day, 14:25:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 3.3136, loss: 3.3136 +2025-06-25 05:28:13,761 - pyskl - INFO - Epoch [72][3200/3940] lr: 1.333e-02, eta: 1 day, 14:24:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 3.0629, loss: 3.0629 +2025-06-25 05:28:58,182 - pyskl - INFO - Epoch [72][3300/3940] lr: 1.333e-02, eta: 1 day, 14:23:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.1987, loss: 3.1987 +2025-06-25 05:29:42,572 - pyskl - INFO - Epoch [72][3400/3940] lr: 1.332e-02, eta: 1 day, 14:23:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9650, loss_cls: 3.2579, loss: 3.2579 +2025-06-25 05:30:26,993 - pyskl - INFO - Epoch [72][3500/3940] lr: 1.331e-02, eta: 1 day, 14:22:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9675, loss_cls: 3.2249, loss: 3.2249 +2025-06-25 05:31:11,511 - pyskl - INFO - Epoch [72][3600/3940] lr: 1.331e-02, eta: 1 day, 14:21:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.1626, loss: 3.1626 +2025-06-25 05:31:56,022 - pyskl - INFO - Epoch [72][3700/3940] lr: 1.330e-02, eta: 1 day, 14:20:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 3.3281, loss: 3.3281 +2025-06-25 05:32:40,432 - pyskl - INFO - Epoch [72][3800/3940] lr: 1.329e-02, eta: 1 day, 14:20:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9600, loss_cls: 3.2615, loss: 3.2615 +2025-06-25 05:33:24,931 - pyskl - INFO - Epoch [72][3900/3940] lr: 1.329e-02, eta: 1 day, 14:19:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 3.3362, loss: 3.3362 +2025-06-25 05:33:42,947 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-25 05:37:07,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 05:37:08,347 - pyskl - INFO - +top1_acc 0.7821 +top5_acc 0.9570 +2025-06-25 05:37:08,406 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_70.pth was removed +2025-06-25 05:37:09,468 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2025-06-25 05:37:09,470 - pyskl - INFO - Best top1_acc is 0.7821 at 72 epoch. +2025-06-25 05:37:09,488 - pyskl - INFO - Epoch(val) [72][3183] top1_acc: 0.7821, top5_acc: 0.9570 +2025-06-25 05:38:18,983 - pyskl - INFO - Epoch [73][100/3940] lr: 1.328e-02, eta: 1 day, 14:18:31, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9681, loss_cls: 3.0314, loss: 3.0314 +2025-06-25 05:39:03,250 - pyskl - INFO - Epoch [73][200/3940] lr: 1.327e-02, eta: 1 day, 14:17:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 3.3218, loss: 3.3218 +2025-06-25 05:39:47,509 - pyskl - INFO - Epoch [73][300/3940] lr: 1.327e-02, eta: 1 day, 14:16:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 3.1374, loss: 3.1374 +2025-06-25 05:40:31,869 - pyskl - INFO - Epoch [73][400/3940] lr: 1.326e-02, eta: 1 day, 14:16:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 3.1279, loss: 3.1279 +2025-06-25 05:41:16,187 - pyskl - INFO - Epoch [73][500/3940] lr: 1.325e-02, eta: 1 day, 14:15:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.0733, loss: 3.0733 +2025-06-25 05:42:00,433 - pyskl - INFO - Epoch [73][600/3940] lr: 1.325e-02, eta: 1 day, 14:14:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.1040, loss: 3.1040 +2025-06-25 05:42:44,640 - pyskl - INFO - Epoch [73][700/3940] lr: 1.324e-02, eta: 1 day, 14:13:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.2507, loss: 3.2507 +2025-06-25 05:43:28,908 - pyskl - INFO - Epoch [73][800/3940] lr: 1.323e-02, eta: 1 day, 14:13:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9712, loss_cls: 3.1358, loss: 3.1358 +2025-06-25 05:44:13,153 - pyskl - INFO - Epoch [73][900/3940] lr: 1.323e-02, eta: 1 day, 14:12:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.0740, loss: 3.0740 +2025-06-25 05:44:57,391 - pyskl - INFO - Epoch [73][1000/3940] lr: 1.322e-02, eta: 1 day, 14:11:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.1468, loss: 3.1468 +2025-06-25 05:45:41,726 - pyskl - INFO - Epoch [73][1100/3940] lr: 1.321e-02, eta: 1 day, 14:10:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.2461, loss: 3.2461 +2025-06-25 05:46:25,919 - pyskl - INFO - Epoch [73][1200/3940] lr: 1.321e-02, eta: 1 day, 14:10:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.1130, loss: 3.1130 +2025-06-25 05:47:10,153 - pyskl - INFO - Epoch [73][1300/3940] lr: 1.320e-02, eta: 1 day, 14:09:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 3.1279, loss: 3.1279 +2025-06-25 05:47:54,388 - pyskl - INFO - Epoch [73][1400/3940] lr: 1.319e-02, eta: 1 day, 14:08:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9675, loss_cls: 3.2046, loss: 3.2046 +2025-06-25 05:48:38,773 - pyskl - INFO - Epoch [73][1500/3940] lr: 1.319e-02, eta: 1 day, 14:07:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.0720, loss: 3.0720 +2025-06-25 05:49:23,321 - pyskl - INFO - Epoch [73][1600/3940] lr: 1.318e-02, eta: 1 day, 14:07:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9681, loss_cls: 3.2738, loss: 3.2738 +2025-06-25 05:50:07,659 - pyskl - INFO - Epoch [73][1700/3940] lr: 1.317e-02, eta: 1 day, 14:06:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 3.2804, loss: 3.2804 +2025-06-25 05:50:51,994 - pyskl - INFO - Epoch [73][1800/3940] lr: 1.317e-02, eta: 1 day, 14:05:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.2975, loss: 3.2975 +2025-06-25 05:51:36,334 - pyskl - INFO - Epoch [73][1900/3940] lr: 1.316e-02, eta: 1 day, 14:04:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 3.2735, loss: 3.2735 +2025-06-25 05:52:20,650 - pyskl - INFO - Epoch [73][2000/3940] lr: 1.315e-02, eta: 1 day, 14:04:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.1968, loss: 3.1968 +2025-06-25 05:53:04,946 - pyskl - INFO - Epoch [73][2100/3940] lr: 1.315e-02, eta: 1 day, 14:03:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 3.3011, loss: 3.3011 +2025-06-25 05:53:49,197 - pyskl - INFO - Epoch [73][2200/3940] lr: 1.314e-02, eta: 1 day, 14:02:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.2005, loss: 3.2005 +2025-06-25 05:54:33,451 - pyskl - INFO - Epoch [73][2300/3940] lr: 1.313e-02, eta: 1 day, 14:01:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.3303, loss: 3.3303 +2025-06-25 05:55:17,783 - pyskl - INFO - Epoch [73][2400/3940] lr: 1.313e-02, eta: 1 day, 14:01:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9694, loss_cls: 3.1775, loss: 3.1775 +2025-06-25 05:56:02,108 - pyskl - INFO - Epoch [73][2500/3940] lr: 1.312e-02, eta: 1 day, 14:00:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 3.1606, loss: 3.1606 +2025-06-25 05:56:46,410 - pyskl - INFO - Epoch [73][2600/3940] lr: 1.311e-02, eta: 1 day, 13:59:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 3.0727, loss: 3.0727 +2025-06-25 05:57:30,693 - pyskl - INFO - Epoch [73][2700/3940] lr: 1.311e-02, eta: 1 day, 13:58:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 3.1868, loss: 3.1868 +2025-06-25 05:58:15,091 - pyskl - INFO - Epoch [73][2800/3940] lr: 1.310e-02, eta: 1 day, 13:58:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.2963, loss: 3.2963 +2025-06-25 05:58:59,579 - pyskl - INFO - Epoch [73][2900/3940] lr: 1.309e-02, eta: 1 day, 13:57:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.2300, loss: 3.2300 +2025-06-25 05:59:44,073 - pyskl - INFO - Epoch [73][3000/3940] lr: 1.309e-02, eta: 1 day, 13:56:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 3.2456, loss: 3.2456 +2025-06-25 06:00:28,579 - pyskl - INFO - Epoch [73][3100/3940] lr: 1.308e-02, eta: 1 day, 13:55:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 3.1877, loss: 3.1877 +2025-06-25 06:01:12,935 - pyskl - INFO - Epoch [73][3200/3940] lr: 1.307e-02, eta: 1 day, 13:55:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 3.1153, loss: 3.1153 +2025-06-25 06:01:57,449 - pyskl - INFO - Epoch [73][3300/3940] lr: 1.307e-02, eta: 1 day, 13:54:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.1914, loss: 3.1914 +2025-06-25 06:02:41,904 - pyskl - INFO - Epoch [73][3400/3940] lr: 1.306e-02, eta: 1 day, 13:53:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9688, loss_cls: 3.1320, loss: 3.1320 +2025-06-25 06:03:26,284 - pyskl - INFO - Epoch [73][3500/3940] lr: 1.305e-02, eta: 1 day, 13:52:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.2477, loss: 3.2477 +2025-06-25 06:04:10,791 - pyskl - INFO - Epoch [73][3600/3940] lr: 1.305e-02, eta: 1 day, 13:51:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.2216, loss: 3.2216 +2025-06-25 06:04:55,592 - pyskl - INFO - Epoch [73][3700/3940] lr: 1.304e-02, eta: 1 day, 13:51:14, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.1700, loss: 3.1700 +2025-06-25 06:05:39,964 - pyskl - INFO - Epoch [73][3800/3940] lr: 1.303e-02, eta: 1 day, 13:50:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.0803, loss: 3.0803 +2025-06-25 06:06:24,259 - pyskl - INFO - Epoch [73][3900/3940] lr: 1.303e-02, eta: 1 day, 13:49:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 3.2927, loss: 3.2927 +2025-06-25 06:06:42,429 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-25 06:10:05,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:10:06,312 - pyskl - INFO - +top1_acc 0.7726 +top5_acc 0.9552 +2025-06-25 06:10:06,331 - pyskl - INFO - Epoch(val) [73][3183] top1_acc: 0.7726, top5_acc: 0.9552 +2025-06-25 06:11:15,890 - pyskl - INFO - Epoch [74][100/3940] lr: 1.302e-02, eta: 1 day, 13:48:47, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.1911, loss: 3.1911 +2025-06-25 06:12:00,237 - pyskl - INFO - Epoch [74][200/3940] lr: 1.301e-02, eta: 1 day, 13:48:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.1489, loss: 3.1489 +2025-06-25 06:12:44,553 - pyskl - INFO - Epoch [74][300/3940] lr: 1.300e-02, eta: 1 day, 13:47:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.0996, loss: 3.0996 +2025-06-25 06:13:28,889 - pyskl - INFO - Epoch [74][400/3940] lr: 1.300e-02, eta: 1 day, 13:46:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 3.1824, loss: 3.1824 +2025-06-25 06:14:13,191 - pyskl - INFO - Epoch [74][500/3940] lr: 1.299e-02, eta: 1 day, 13:45:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9619, loss_cls: 3.2205, loss: 3.2205 +2025-06-25 06:14:57,525 - pyskl - INFO - Epoch [74][600/3940] lr: 1.298e-02, eta: 1 day, 13:45:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9688, loss_cls: 3.1722, loss: 3.1722 +2025-06-25 06:15:41,829 - pyskl - INFO - Epoch [74][700/3940] lr: 1.298e-02, eta: 1 day, 13:44:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9681, loss_cls: 3.1809, loss: 3.1809 +2025-06-25 06:16:26,132 - pyskl - INFO - Epoch [74][800/3940] lr: 1.297e-02, eta: 1 day, 13:43:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9738, loss_cls: 3.0641, loss: 3.0641 +2025-06-25 06:17:10,452 - pyskl - INFO - Epoch [74][900/3940] lr: 1.296e-02, eta: 1 day, 13:42:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9675, loss_cls: 3.1248, loss: 3.1248 +2025-06-25 06:17:54,729 - pyskl - INFO - Epoch [74][1000/3940] lr: 1.296e-02, eta: 1 day, 13:41:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 3.0117, loss: 3.0117 +2025-06-25 06:18:39,112 - pyskl - INFO - Epoch [74][1100/3940] lr: 1.295e-02, eta: 1 day, 13:41:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9700, loss_cls: 3.0534, loss: 3.0534 +2025-06-25 06:19:23,512 - pyskl - INFO - Epoch [74][1200/3940] lr: 1.294e-02, eta: 1 day, 13:40:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.1223, loss: 3.1223 +2025-06-25 06:20:07,916 - pyskl - INFO - Epoch [74][1300/3940] lr: 1.294e-02, eta: 1 day, 13:39:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.2218, loss: 3.2218 +2025-06-25 06:20:52,335 - pyskl - INFO - Epoch [74][1400/3940] lr: 1.293e-02, eta: 1 day, 13:38:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.0934, loss: 3.0934 +2025-06-25 06:21:36,841 - pyskl - INFO - Epoch [74][1500/3940] lr: 1.292e-02, eta: 1 day, 13:38:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.1688, loss: 3.1688 +2025-06-25 06:22:21,208 - pyskl - INFO - Epoch [74][1600/3940] lr: 1.292e-02, eta: 1 day, 13:37:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 3.2276, loss: 3.2276 +2025-06-25 06:23:05,531 - pyskl - INFO - Epoch [74][1700/3940] lr: 1.291e-02, eta: 1 day, 13:36:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 3.2531, loss: 3.2531 +2025-06-25 06:23:49,887 - pyskl - INFO - Epoch [74][1800/3940] lr: 1.290e-02, eta: 1 day, 13:35:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0362, loss: 3.0362 +2025-06-25 06:24:34,279 - pyskl - INFO - Epoch [74][1900/3940] lr: 1.290e-02, eta: 1 day, 13:35:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 3.2016, loss: 3.2016 +2025-06-25 06:25:18,644 - pyskl - INFO - Epoch [74][2000/3940] lr: 1.289e-02, eta: 1 day, 13:34:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 3.2325, loss: 3.2325 +2025-06-25 06:26:03,076 - pyskl - INFO - Epoch [74][2100/3940] lr: 1.288e-02, eta: 1 day, 13:33:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 3.2505, loss: 3.2505 +2025-06-25 06:26:47,451 - pyskl - INFO - Epoch [74][2200/3940] lr: 1.288e-02, eta: 1 day, 13:32:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.2680, loss: 3.2680 +2025-06-25 06:27:31,915 - pyskl - INFO - Epoch [74][2300/3940] lr: 1.287e-02, eta: 1 day, 13:32:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.2553, loss: 3.2553 +2025-06-25 06:28:16,558 - pyskl - INFO - Epoch [74][2400/3940] lr: 1.286e-02, eta: 1 day, 13:31:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.1595, loss: 3.1595 +2025-06-25 06:29:01,264 - pyskl - INFO - Epoch [74][2500/3940] lr: 1.286e-02, eta: 1 day, 13:30:38, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9681, loss_cls: 3.1352, loss: 3.1352 +2025-06-25 06:29:45,968 - pyskl - INFO - Epoch [74][2600/3940] lr: 1.285e-02, eta: 1 day, 13:29:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 3.2038, loss: 3.2038 +2025-06-25 06:30:30,455 - pyskl - INFO - Epoch [74][2700/3940] lr: 1.284e-02, eta: 1 day, 13:29:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9694, loss_cls: 3.2188, loss: 3.2188 +2025-06-25 06:31:14,931 - pyskl - INFO - Epoch [74][2800/3940] lr: 1.284e-02, eta: 1 day, 13:28:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9688, loss_cls: 3.1166, loss: 3.1166 +2025-06-25 06:31:59,504 - pyskl - INFO - Epoch [74][2900/3940] lr: 1.283e-02, eta: 1 day, 13:27:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 3.1789, loss: 3.1789 +2025-06-25 06:32:44,010 - pyskl - INFO - Epoch [74][3000/3940] lr: 1.282e-02, eta: 1 day, 13:26:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9688, loss_cls: 3.2042, loss: 3.2042 +2025-06-25 06:33:28,397 - pyskl - INFO - Epoch [74][3100/3940] lr: 1.282e-02, eta: 1 day, 13:26:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9694, loss_cls: 3.0322, loss: 3.0322 +2025-06-25 06:34:12,795 - pyskl - INFO - Epoch [74][3200/3940] lr: 1.281e-02, eta: 1 day, 13:25:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.1411, loss: 3.1411 +2025-06-25 06:34:57,165 - pyskl - INFO - Epoch [74][3300/3940] lr: 1.280e-02, eta: 1 day, 13:24:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 3.1576, loss: 3.1576 +2025-06-25 06:35:41,614 - pyskl - INFO - Epoch [74][3400/3940] lr: 1.280e-02, eta: 1 day, 13:23:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 3.1605, loss: 3.1605 +2025-06-25 06:36:26,309 - pyskl - INFO - Epoch [74][3500/3940] lr: 1.279e-02, eta: 1 day, 13:23:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 3.0591, loss: 3.0591 +2025-06-25 06:37:10,805 - pyskl - INFO - Epoch [74][3600/3940] lr: 1.278e-02, eta: 1 day, 13:22:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 3.2497, loss: 3.2497 +2025-06-25 06:37:55,279 - pyskl - INFO - Epoch [74][3700/3940] lr: 1.278e-02, eta: 1 day, 13:21:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9760, loss: 2.9760 +2025-06-25 06:38:39,727 - pyskl - INFO - Epoch [74][3800/3940] lr: 1.277e-02, eta: 1 day, 13:20:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1128, loss: 3.1128 +2025-06-25 06:39:24,127 - pyskl - INFO - Epoch [74][3900/3940] lr: 1.276e-02, eta: 1 day, 13:20:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.1611, loss: 3.1611 +2025-06-25 06:39:42,161 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-25 06:43:05,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 06:43:05,655 - pyskl - INFO - +top1_acc 0.7891 +top5_acc 0.9604 +2025-06-25 06:43:05,713 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_72.pth was removed +2025-06-25 06:43:06,780 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-06-25 06:43:06,782 - pyskl - INFO - Best top1_acc is 0.7891 at 74 epoch. +2025-06-25 06:43:06,801 - pyskl - INFO - Epoch(val) [74][3183] top1_acc: 0.7891, top5_acc: 0.9604 +2025-06-25 06:44:16,681 - pyskl - INFO - Epoch [75][100/3940] lr: 1.276e-02, eta: 1 day, 13:19:08, time: 0.699, data_time: 0.255, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 3.0100, loss: 3.0100 +2025-06-25 06:45:01,008 - pyskl - INFO - Epoch [75][200/3940] lr: 1.275e-02, eta: 1 day, 13:18:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 3.0247, loss: 3.0247 +2025-06-25 06:45:45,316 - pyskl - INFO - Epoch [75][300/3940] lr: 1.274e-02, eta: 1 day, 13:17:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 3.1285, loss: 3.1285 +2025-06-25 06:46:29,615 - pyskl - INFO - Epoch [75][400/3940] lr: 1.274e-02, eta: 1 day, 13:16:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 3.0649, loss: 3.0649 +2025-06-25 06:47:13,938 - pyskl - INFO - Epoch [75][500/3940] lr: 1.273e-02, eta: 1 day, 13:16:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 3.0832, loss: 3.0832 +2025-06-25 06:47:58,361 - pyskl - INFO - Epoch [75][600/3940] lr: 1.272e-02, eta: 1 day, 13:15:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.0160, loss: 3.0160 +2025-06-25 06:48:42,778 - pyskl - INFO - Epoch [75][700/3940] lr: 1.272e-02, eta: 1 day, 13:14:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 3.0775, loss: 3.0775 +2025-06-25 06:49:27,222 - pyskl - INFO - Epoch [75][800/3940] lr: 1.271e-02, eta: 1 day, 13:13:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9650, loss_cls: 3.2391, loss: 3.2391 +2025-06-25 06:50:11,675 - pyskl - INFO - Epoch [75][900/3940] lr: 1.270e-02, eta: 1 day, 13:13:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 3.1827, loss: 3.1827 +2025-06-25 06:50:56,088 - pyskl - INFO - Epoch [75][1000/3940] lr: 1.270e-02, eta: 1 day, 13:12:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.0959, loss: 3.0959 +2025-06-25 06:51:40,479 - pyskl - INFO - Epoch [75][1100/3940] lr: 1.269e-02, eta: 1 day, 13:11:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.1602, loss: 3.1602 +2025-06-25 06:52:24,901 - pyskl - INFO - Epoch [75][1200/3940] lr: 1.268e-02, eta: 1 day, 13:10:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 3.1294, loss: 3.1294 +2025-06-25 06:53:09,507 - pyskl - INFO - Epoch [75][1300/3940] lr: 1.268e-02, eta: 1 day, 13:10:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.1647, loss: 3.1647 +2025-06-25 06:53:53,843 - pyskl - INFO - Epoch [75][1400/3940] lr: 1.267e-02, eta: 1 day, 13:09:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 3.0961, loss: 3.0961 +2025-06-25 06:54:38,268 - pyskl - INFO - Epoch [75][1500/3940] lr: 1.266e-02, eta: 1 day, 13:08:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.1392, loss: 3.1392 +2025-06-25 06:55:22,712 - pyskl - INFO - Epoch [75][1600/3940] lr: 1.266e-02, eta: 1 day, 13:07:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 3.2269, loss: 3.2269 +2025-06-25 06:56:07,112 - pyskl - INFO - Epoch [75][1700/3940] lr: 1.265e-02, eta: 1 day, 13:07:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.0842, loss: 3.0842 +2025-06-25 06:56:51,688 - pyskl - INFO - Epoch [75][1800/3940] lr: 1.264e-02, eta: 1 day, 13:06:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 3.1325, loss: 3.1325 +2025-06-25 06:57:36,233 - pyskl - INFO - Epoch [75][1900/3940] lr: 1.264e-02, eta: 1 day, 13:05:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.1765, loss: 3.1765 +2025-06-25 06:58:20,593 - pyskl - INFO - Epoch [75][2000/3940] lr: 1.263e-02, eta: 1 day, 13:04:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.0166, loss: 3.0166 +2025-06-25 06:59:04,909 - pyskl - INFO - Epoch [75][2100/3940] lr: 1.262e-02, eta: 1 day, 13:04:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.1521, loss: 3.1521 +2025-06-25 06:59:49,310 - pyskl - INFO - Epoch [75][2200/3940] lr: 1.262e-02, eta: 1 day, 13:03:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9669, loss_cls: 3.1058, loss: 3.1058 +2025-06-25 07:00:33,664 - pyskl - INFO - Epoch [75][2300/3940] lr: 1.261e-02, eta: 1 day, 13:02:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.1086, loss: 3.1086 +2025-06-25 07:01:18,289 - pyskl - INFO - Epoch [75][2400/3940] lr: 1.260e-02, eta: 1 day, 13:01:45, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 3.1054, loss: 3.1054 +2025-06-25 07:02:02,735 - pyskl - INFO - Epoch [75][2500/3940] lr: 1.260e-02, eta: 1 day, 13:01:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.1161, loss: 3.1161 +2025-06-25 07:02:47,248 - pyskl - INFO - Epoch [75][2600/3940] lr: 1.259e-02, eta: 1 day, 13:00:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.1391, loss: 3.1391 +2025-06-25 07:03:31,562 - pyskl - INFO - Epoch [75][2700/3940] lr: 1.258e-02, eta: 1 day, 12:59:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.2919, loss: 3.2919 +2025-06-25 07:04:15,893 - pyskl - INFO - Epoch [75][2800/3940] lr: 1.258e-02, eta: 1 day, 12:58:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 3.1686, loss: 3.1686 +2025-06-25 07:05:00,253 - pyskl - INFO - Epoch [75][2900/3940] lr: 1.257e-02, eta: 1 day, 12:57:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9756, loss_cls: 3.0406, loss: 3.0406 +2025-06-25 07:05:44,552 - pyskl - INFO - Epoch [75][3000/3940] lr: 1.256e-02, eta: 1 day, 12:57:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.0125, loss: 3.0125 +2025-06-25 07:06:28,942 - pyskl - INFO - Epoch [75][3100/3940] lr: 1.256e-02, eta: 1 day, 12:56:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.0967, loss: 3.0967 +2025-06-25 07:07:13,316 - pyskl - INFO - Epoch [75][3200/3940] lr: 1.255e-02, eta: 1 day, 12:55:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9688, loss_cls: 3.1223, loss: 3.1223 +2025-06-25 07:07:57,808 - pyskl - INFO - Epoch [75][3300/3940] lr: 1.254e-02, eta: 1 day, 12:54:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 3.1300, loss: 3.1300 +2025-06-25 07:08:42,194 - pyskl - INFO - Epoch [75][3400/3940] lr: 1.254e-02, eta: 1 day, 12:54:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9688, loss_cls: 3.1770, loss: 3.1770 +2025-06-25 07:09:26,482 - pyskl - INFO - Epoch [75][3500/3940] lr: 1.253e-02, eta: 1 day, 12:53:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.1991, loss: 3.1991 +2025-06-25 07:10:10,927 - pyskl - INFO - Epoch [75][3600/3940] lr: 1.252e-02, eta: 1 day, 12:52:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 3.1112, loss: 3.1112 +2025-06-25 07:10:55,281 - pyskl - INFO - Epoch [75][3700/3940] lr: 1.252e-02, eta: 1 day, 12:51:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.1614, loss: 3.1614 +2025-06-25 07:11:39,739 - pyskl - INFO - Epoch [75][3800/3940] lr: 1.251e-02, eta: 1 day, 12:51:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 3.2620, loss: 3.2620 +2025-06-25 07:12:24,160 - pyskl - INFO - Epoch [75][3900/3940] lr: 1.250e-02, eta: 1 day, 12:50:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.2219, loss: 3.2219 +2025-06-25 07:12:42,213 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-25 07:30:52,257 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 07:30:52,721 - pyskl - INFO - +top1_acc 0.7933 +top5_acc 0.9659 +2025-06-25 07:30:52,780 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_74.pth was removed +2025-06-25 07:30:53,828 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2025-06-25 07:30:53,830 - pyskl - INFO - Best top1_acc is 0.7933 at 75 epoch. +2025-06-25 07:30:53,848 - pyskl - INFO - Epoch(val) [75][3183] top1_acc: 0.7933, top5_acc: 0.9659 +2025-06-25 07:32:02,949 - pyskl - INFO - Epoch [76][100/3940] lr: 1.249e-02, eta: 1 day, 12:49:28, time: 0.691, data_time: 0.249, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.0462, loss: 3.0462 +2025-06-25 07:32:47,283 - pyskl - INFO - Epoch [76][200/3940] lr: 1.249e-02, eta: 1 day, 12:48:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.0258, loss: 3.0258 +2025-06-25 07:33:31,560 - pyskl - INFO - Epoch [76][300/3940] lr: 1.248e-02, eta: 1 day, 12:47:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.0851, loss: 3.0851 +2025-06-25 07:34:15,948 - pyskl - INFO - Epoch [76][400/3940] lr: 1.247e-02, eta: 1 day, 12:47:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 3.0336, loss: 3.0336 +2025-06-25 07:35:00,378 - pyskl - INFO - Epoch [76][500/3940] lr: 1.247e-02, eta: 1 day, 12:46:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9738, loss_cls: 2.9278, loss: 2.9278 +2025-06-25 07:35:44,833 - pyskl - INFO - Epoch [76][600/3940] lr: 1.246e-02, eta: 1 day, 12:45:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 3.1015, loss: 3.1015 +2025-06-25 07:36:29,284 - pyskl - INFO - Epoch [76][700/3940] lr: 1.245e-02, eta: 1 day, 12:44:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.2816, loss: 3.2816 +2025-06-25 07:37:13,614 - pyskl - INFO - Epoch [76][800/3940] lr: 1.245e-02, eta: 1 day, 12:44:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 3.0463, loss: 3.0463 +2025-06-25 07:37:58,089 - pyskl - INFO - Epoch [76][900/3940] lr: 1.244e-02, eta: 1 day, 12:43:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9669, loss_cls: 3.0978, loss: 3.0978 +2025-06-25 07:38:42,478 - pyskl - INFO - Epoch [76][1000/3940] lr: 1.243e-02, eta: 1 day, 12:42:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.1374, loss: 3.1374 +2025-06-25 07:39:26,864 - pyskl - INFO - Epoch [76][1100/3940] lr: 1.243e-02, eta: 1 day, 12:41:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.1190, loss: 3.1190 +2025-06-25 07:40:11,179 - pyskl - INFO - Epoch [76][1200/3940] lr: 1.242e-02, eta: 1 day, 12:41:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 3.2012, loss: 3.2012 +2025-06-25 07:40:55,732 - pyskl - INFO - Epoch [76][1300/3940] lr: 1.241e-02, eta: 1 day, 12:40:24, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.1236, loss: 3.1236 +2025-06-25 07:41:40,335 - pyskl - INFO - Epoch [76][1400/3940] lr: 1.241e-02, eta: 1 day, 12:39:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9625, loss_cls: 3.2630, loss: 3.2630 +2025-06-25 07:42:24,884 - pyskl - INFO - Epoch [76][1500/3940] lr: 1.240e-02, eta: 1 day, 12:38:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 3.0871, loss: 3.0871 +2025-06-25 07:43:09,401 - pyskl - INFO - Epoch [76][1600/3940] lr: 1.239e-02, eta: 1 day, 12:38:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 2.9753, loss: 2.9753 +2025-06-25 07:43:53,763 - pyskl - INFO - Epoch [76][1700/3940] lr: 1.239e-02, eta: 1 day, 12:37:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.2146, loss: 3.2146 +2025-06-25 07:44:38,032 - pyskl - INFO - Epoch [76][1800/3940] lr: 1.238e-02, eta: 1 day, 12:36:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.1357, loss: 3.1357 +2025-06-25 07:45:22,397 - pyskl - INFO - Epoch [76][1900/3940] lr: 1.237e-02, eta: 1 day, 12:35:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9719, loss_cls: 3.0585, loss: 3.0585 +2025-06-25 07:46:07,065 - pyskl - INFO - Epoch [76][2000/3940] lr: 1.237e-02, eta: 1 day, 12:35:07, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.1257, loss: 3.1257 +2025-06-25 07:46:51,675 - pyskl - INFO - Epoch [76][2100/3940] lr: 1.236e-02, eta: 1 day, 12:34:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.1568, loss: 3.1568 +2025-06-25 07:47:36,127 - pyskl - INFO - Epoch [76][2200/3940] lr: 1.235e-02, eta: 1 day, 12:33:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.1368, loss: 3.1368 +2025-06-25 07:48:20,603 - pyskl - INFO - Epoch [76][2300/3940] lr: 1.235e-02, eta: 1 day, 12:32:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9688, loss_cls: 3.1133, loss: 3.1133 +2025-06-25 07:49:05,018 - pyskl - INFO - Epoch [76][2400/3940] lr: 1.234e-02, eta: 1 day, 12:32:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.1458, loss: 3.1458 +2025-06-25 07:49:49,299 - pyskl - INFO - Epoch [76][2500/3940] lr: 1.233e-02, eta: 1 day, 12:31:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 3.0267, loss: 3.0267 +2025-06-25 07:50:33,603 - pyskl - INFO - Epoch [76][2600/3940] lr: 1.233e-02, eta: 1 day, 12:30:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.1801, loss: 3.1801 +2025-06-25 07:51:18,005 - pyskl - INFO - Epoch [76][2700/3940] lr: 1.232e-02, eta: 1 day, 12:29:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.1969, loss: 3.1969 +2025-06-25 07:52:02,380 - pyskl - INFO - Epoch [76][2800/3940] lr: 1.231e-02, eta: 1 day, 12:29:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9694, loss_cls: 3.1004, loss: 3.1004 +2025-06-25 07:52:46,850 - pyskl - INFO - Epoch [76][2900/3940] lr: 1.231e-02, eta: 1 day, 12:28:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.1916, loss: 3.1916 +2025-06-25 07:53:31,293 - pyskl - INFO - Epoch [76][3000/3940] lr: 1.230e-02, eta: 1 day, 12:27:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.2143, loss: 3.2143 +2025-06-25 07:54:15,734 - pyskl - INFO - Epoch [76][3100/3940] lr: 1.229e-02, eta: 1 day, 12:26:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 3.2002, loss: 3.2002 +2025-06-25 07:55:00,151 - pyskl - INFO - Epoch [76][3200/3940] lr: 1.229e-02, eta: 1 day, 12:26:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9694, loss_cls: 3.1399, loss: 3.1399 +2025-06-25 07:55:44,523 - pyskl - INFO - Epoch [76][3300/3940] lr: 1.228e-02, eta: 1 day, 12:25:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 3.0936, loss: 3.0936 +2025-06-25 07:56:29,062 - pyskl - INFO - Epoch [76][3400/3940] lr: 1.227e-02, eta: 1 day, 12:24:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9625, loss_cls: 3.2974, loss: 3.2974 +2025-06-25 07:57:13,577 - pyskl - INFO - Epoch [76][3500/3940] lr: 1.227e-02, eta: 1 day, 12:23:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.1979, loss: 3.1979 +2025-06-25 07:57:58,005 - pyskl - INFO - Epoch [76][3600/3940] lr: 1.226e-02, eta: 1 day, 12:23:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.1194, loss: 3.1194 +2025-06-25 07:58:42,426 - pyskl - INFO - Epoch [76][3700/3940] lr: 1.225e-02, eta: 1 day, 12:22:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.3127, loss: 3.3127 +2025-06-25 07:59:26,909 - pyskl - INFO - Epoch [76][3800/3940] lr: 1.225e-02, eta: 1 day, 12:21:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 3.1713, loss: 3.1713 +2025-06-25 08:00:11,298 - pyskl - INFO - Epoch [76][3900/3940] lr: 1.224e-02, eta: 1 day, 12:20:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9688, loss_cls: 3.1646, loss: 3.1646 +2025-06-25 08:00:29,323 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-25 08:03:53,801 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 08:03:54,263 - pyskl - INFO - +top1_acc 0.7851 +top5_acc 0.9614 +2025-06-25 08:03:54,280 - pyskl - INFO - Epoch(val) [76][3183] top1_acc: 0.7851, top5_acc: 0.9614 +2025-06-25 08:05:04,124 - pyskl - INFO - Epoch [77][100/3940] lr: 1.223e-02, eta: 1 day, 12:19:50, time: 0.698, data_time: 0.252, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9738, loss_cls: 3.0070, loss: 3.0070 +2025-06-25 08:05:48,902 - pyskl - INFO - Epoch [77][200/3940] lr: 1.222e-02, eta: 1 day, 12:19:05, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 2.9172, loss: 2.9172 +2025-06-25 08:06:33,553 - pyskl - INFO - Epoch [77][300/3940] lr: 1.222e-02, eta: 1 day, 12:18:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 3.0682, loss: 3.0682 +2025-06-25 08:07:18,088 - pyskl - INFO - Epoch [77][400/3940] lr: 1.221e-02, eta: 1 day, 12:17:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.0989, loss: 3.0989 +2025-06-25 08:08:02,606 - pyskl - INFO - Epoch [77][500/3940] lr: 1.221e-02, eta: 1 day, 12:16:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9681, loss_cls: 3.0133, loss: 3.0133 +2025-06-25 08:08:47,128 - pyskl - INFO - Epoch [77][600/3940] lr: 1.220e-02, eta: 1 day, 12:16:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.1263, loss: 3.1263 +2025-06-25 08:09:31,529 - pyskl - INFO - Epoch [77][700/3940] lr: 1.219e-02, eta: 1 day, 12:15:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9694, loss_cls: 3.1198, loss: 3.1198 +2025-06-25 08:10:15,901 - pyskl - INFO - Epoch [77][800/3940] lr: 1.219e-02, eta: 1 day, 12:14:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 3.0160, loss: 3.0160 +2025-06-25 08:11:00,279 - pyskl - INFO - Epoch [77][900/3940] lr: 1.218e-02, eta: 1 day, 12:13:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 3.1739, loss: 3.1739 +2025-06-25 08:11:44,621 - pyskl - INFO - Epoch [77][1000/3940] lr: 1.217e-02, eta: 1 day, 12:13:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.0848, loss: 3.0848 +2025-06-25 08:12:29,059 - pyskl - INFO - Epoch [77][1100/3940] lr: 1.217e-02, eta: 1 day, 12:12:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9738, loss_cls: 2.9711, loss: 2.9711 +2025-06-25 08:13:13,614 - pyskl - INFO - Epoch [77][1200/3940] lr: 1.216e-02, eta: 1 day, 12:11:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 3.0458, loss: 3.0458 +2025-06-25 08:13:58,118 - pyskl - INFO - Epoch [77][1300/3940] lr: 1.215e-02, eta: 1 day, 12:10:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 3.1271, loss: 3.1271 +2025-06-25 08:14:42,581 - pyskl - INFO - Epoch [77][1400/3940] lr: 1.215e-02, eta: 1 day, 12:10:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.0674, loss: 3.0674 +2025-06-25 08:15:27,078 - pyskl - INFO - Epoch [77][1500/3940] lr: 1.214e-02, eta: 1 day, 12:09:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.1446, loss: 3.1446 +2025-06-25 08:16:11,622 - pyskl - INFO - Epoch [77][1600/3940] lr: 1.213e-02, eta: 1 day, 12:08:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.1419, loss: 3.1419 +2025-06-25 08:16:55,993 - pyskl - INFO - Epoch [77][1700/3940] lr: 1.213e-02, eta: 1 day, 12:07:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9706, loss_cls: 3.1099, loss: 3.1099 +2025-06-25 08:17:40,347 - pyskl - INFO - Epoch [77][1800/3940] lr: 1.212e-02, eta: 1 day, 12:07:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 3.1689, loss: 3.1689 +2025-06-25 08:18:24,627 - pyskl - INFO - Epoch [77][1900/3940] lr: 1.211e-02, eta: 1 day, 12:06:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 3.1838, loss: 3.1838 +2025-06-25 08:19:08,834 - pyskl - INFO - Epoch [77][2000/3940] lr: 1.211e-02, eta: 1 day, 12:05:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.0664, loss: 3.0664 +2025-06-25 08:19:53,086 - pyskl - INFO - Epoch [77][2100/3940] lr: 1.210e-02, eta: 1 day, 12:04:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.0090, loss: 3.0090 +2025-06-25 08:20:37,361 - pyskl - INFO - Epoch [77][2200/3940] lr: 1.209e-02, eta: 1 day, 12:03:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 3.0664, loss: 3.0664 +2025-06-25 08:21:21,734 - pyskl - INFO - Epoch [77][2300/3940] lr: 1.209e-02, eta: 1 day, 12:03:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9700, loss_cls: 3.0237, loss: 3.0237 +2025-06-25 08:22:06,092 - pyskl - INFO - Epoch [77][2400/3940] lr: 1.208e-02, eta: 1 day, 12:02:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 3.2115, loss: 3.2115 +2025-06-25 08:22:50,387 - pyskl - INFO - Epoch [77][2500/3940] lr: 1.207e-02, eta: 1 day, 12:01:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 3.0705, loss: 3.0705 +2025-06-25 08:23:34,723 - pyskl - INFO - Epoch [77][2600/3940] lr: 1.207e-02, eta: 1 day, 12:00:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.0643, loss: 3.0643 +2025-06-25 08:24:18,961 - pyskl - INFO - Epoch [77][2700/3940] lr: 1.206e-02, eta: 1 day, 12:00:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 3.1355, loss: 3.1355 +2025-06-25 08:25:03,186 - pyskl - INFO - Epoch [77][2800/3940] lr: 1.205e-02, eta: 1 day, 11:59:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9712, loss_cls: 3.0967, loss: 3.0967 +2025-06-25 08:25:47,406 - pyskl - INFO - Epoch [77][2900/3940] lr: 1.205e-02, eta: 1 day, 11:58:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.1316, loss: 3.1316 +2025-06-25 08:26:31,749 - pyskl - INFO - Epoch [77][3000/3940] lr: 1.204e-02, eta: 1 day, 11:57:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9725, loss_cls: 3.1372, loss: 3.1372 +2025-06-25 08:27:16,021 - pyskl - INFO - Epoch [77][3100/3940] lr: 1.203e-02, eta: 1 day, 11:57:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9619, loss_cls: 3.2070, loss: 3.2070 +2025-06-25 08:28:00,325 - pyskl - INFO - Epoch [77][3200/3940] lr: 1.203e-02, eta: 1 day, 11:56:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9731, loss_cls: 2.9244, loss: 2.9244 +2025-06-25 08:28:44,615 - pyskl - INFO - Epoch [77][3300/3940] lr: 1.202e-02, eta: 1 day, 11:55:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.1133, loss: 3.1133 +2025-06-25 08:29:28,962 - pyskl - INFO - Epoch [77][3400/3940] lr: 1.201e-02, eta: 1 day, 11:54:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 3.1093, loss: 3.1093 +2025-06-25 08:30:13,223 - pyskl - INFO - Epoch [77][3500/3940] lr: 1.201e-02, eta: 1 day, 11:54:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 3.0871, loss: 3.0871 +2025-06-25 08:30:57,456 - pyskl - INFO - Epoch [77][3600/3940] lr: 1.200e-02, eta: 1 day, 11:53:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.2299, loss: 3.2299 +2025-06-25 08:31:41,748 - pyskl - INFO - Epoch [77][3700/3940] lr: 1.199e-02, eta: 1 day, 11:52:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9669, loss_cls: 3.0853, loss: 3.0853 +2025-06-25 08:32:26,020 - pyskl - INFO - Epoch [77][3800/3940] lr: 1.199e-02, eta: 1 day, 11:51:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.1541, loss: 3.1541 +2025-06-25 08:33:10,416 - pyskl - INFO - Epoch [77][3900/3940] lr: 1.198e-02, eta: 1 day, 11:51:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9681, loss_cls: 3.1311, loss: 3.1311 +2025-06-25 08:33:28,574 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-25 08:36:51,520 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 08:36:51,978 - pyskl - INFO - +top1_acc 0.7223 +top5_acc 0.9338 +2025-06-25 08:36:51,995 - pyskl - INFO - Epoch(val) [77][3183] top1_acc: 0.7223, top5_acc: 0.9338 +2025-06-25 08:38:01,538 - pyskl - INFO - Epoch [78][100/3940] lr: 1.197e-02, eta: 1 day, 11:50:10, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 3.1025, loss: 3.1025 +2025-06-25 08:38:45,894 - pyskl - INFO - Epoch [78][200/3940] lr: 1.196e-02, eta: 1 day, 11:49:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 3.0867, loss: 3.0867 +2025-06-25 08:39:30,254 - pyskl - INFO - Epoch [78][300/3940] lr: 1.196e-02, eta: 1 day, 11:48:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.9518, loss: 2.9518 +2025-06-25 08:40:14,665 - pyskl - INFO - Epoch [78][400/3940] lr: 1.195e-02, eta: 1 day, 11:47:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 3.0693, loss: 3.0693 +2025-06-25 08:40:59,124 - pyskl - INFO - Epoch [78][500/3940] lr: 1.194e-02, eta: 1 day, 11:47:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 3.0411, loss: 3.0411 +2025-06-25 08:41:43,609 - pyskl - INFO - Epoch [78][600/3940] lr: 1.194e-02, eta: 1 day, 11:46:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.0916, loss: 3.0916 +2025-06-25 08:42:28,086 - pyskl - INFO - Epoch [78][700/3940] lr: 1.193e-02, eta: 1 day, 11:45:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9700, loss_cls: 3.0255, loss: 3.0255 +2025-06-25 08:43:12,508 - pyskl - INFO - Epoch [78][800/3940] lr: 1.192e-02, eta: 1 day, 11:44:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 3.0229, loss: 3.0229 +2025-06-25 08:43:56,920 - pyskl - INFO - Epoch [78][900/3940] lr: 1.192e-02, eta: 1 day, 11:44:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9675, loss_cls: 3.1199, loss: 3.1199 +2025-06-25 08:44:41,297 - pyskl - INFO - Epoch [78][1000/3940] lr: 1.191e-02, eta: 1 day, 11:43:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 2.9520, loss: 2.9520 +2025-06-25 08:45:25,796 - pyskl - INFO - Epoch [78][1100/3940] lr: 1.190e-02, eta: 1 day, 11:42:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 3.2200, loss: 3.2200 +2025-06-25 08:46:10,130 - pyskl - INFO - Epoch [78][1200/3940] lr: 1.190e-02, eta: 1 day, 11:41:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9688, loss_cls: 3.1063, loss: 3.1063 +2025-06-25 08:46:54,604 - pyskl - INFO - Epoch [78][1300/3940] lr: 1.189e-02, eta: 1 day, 11:41:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.1538, loss: 3.1538 +2025-06-25 08:47:39,006 - pyskl - INFO - Epoch [78][1400/3940] lr: 1.188e-02, eta: 1 day, 11:40:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9712, loss_cls: 3.0658, loss: 3.0658 +2025-06-25 08:48:23,470 - pyskl - INFO - Epoch [78][1500/3940] lr: 1.188e-02, eta: 1 day, 11:39:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.0915, loss: 3.0915 +2025-06-25 08:49:07,768 - pyskl - INFO - Epoch [78][1600/3940] lr: 1.187e-02, eta: 1 day, 11:38:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 3.2213, loss: 3.2213 +2025-06-25 08:49:52,194 - pyskl - INFO - Epoch [78][1700/3940] lr: 1.186e-02, eta: 1 day, 11:38:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 3.0323, loss: 3.0323 +2025-06-25 08:50:36,536 - pyskl - INFO - Epoch [78][1800/3940] lr: 1.186e-02, eta: 1 day, 11:37:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0682, loss: 3.0682 +2025-06-25 08:51:20,922 - pyskl - INFO - Epoch [78][1900/3940] lr: 1.185e-02, eta: 1 day, 11:36:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 3.1141, loss: 3.1141 +2025-06-25 08:52:05,326 - pyskl - INFO - Epoch [78][2000/3940] lr: 1.184e-02, eta: 1 day, 11:35:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.0533, loss: 3.0533 +2025-06-25 08:52:49,612 - pyskl - INFO - Epoch [78][2100/3940] lr: 1.184e-02, eta: 1 day, 11:35:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9700, loss_cls: 3.0831, loss: 3.0831 +2025-06-25 08:53:34,059 - pyskl - INFO - Epoch [78][2200/3940] lr: 1.183e-02, eta: 1 day, 11:34:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.2478, loss: 3.2478 +2025-06-25 08:54:18,432 - pyskl - INFO - Epoch [78][2300/3940] lr: 1.182e-02, eta: 1 day, 11:33:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.0697, loss: 3.0697 +2025-06-25 08:55:02,761 - pyskl - INFO - Epoch [78][2400/3940] lr: 1.182e-02, eta: 1 day, 11:32:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9725, loss_cls: 3.0561, loss: 3.0561 +2025-06-25 08:55:47,115 - pyskl - INFO - Epoch [78][2500/3940] lr: 1.181e-02, eta: 1 day, 11:32:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9637, loss_cls: 3.1433, loss: 3.1433 +2025-06-25 08:56:31,653 - pyskl - INFO - Epoch [78][2600/3940] lr: 1.180e-02, eta: 1 day, 11:31:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.0955, loss: 3.0955 +2025-06-25 08:57:16,118 - pyskl - INFO - Epoch [78][2700/3940] lr: 1.180e-02, eta: 1 day, 11:30:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9712, loss_cls: 3.0600, loss: 3.0600 +2025-06-25 08:58:00,493 - pyskl - INFO - Epoch [78][2800/3940] lr: 1.179e-02, eta: 1 day, 11:29:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 3.1059, loss: 3.1059 +2025-06-25 08:58:44,851 - pyskl - INFO - Epoch [78][2900/3940] lr: 1.178e-02, eta: 1 day, 11:29:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 3.0905, loss: 3.0905 +2025-06-25 08:59:29,202 - pyskl - INFO - Epoch [78][3000/3940] lr: 1.178e-02, eta: 1 day, 11:28:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.0561, loss: 3.0561 +2025-06-25 09:00:13,625 - pyskl - INFO - Epoch [78][3100/3940] lr: 1.177e-02, eta: 1 day, 11:27:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9806, loss: 2.9806 +2025-06-25 09:00:58,002 - pyskl - INFO - Epoch [78][3200/3940] lr: 1.176e-02, eta: 1 day, 11:26:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9694, loss_cls: 3.1686, loss: 3.1686 +2025-06-25 09:01:42,396 - pyskl - INFO - Epoch [78][3300/3940] lr: 1.176e-02, eta: 1 day, 11:26:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.0260, loss: 3.0260 +2025-06-25 09:02:26,748 - pyskl - INFO - Epoch [78][3400/3940] lr: 1.175e-02, eta: 1 day, 11:25:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.8920, loss: 2.8920 +2025-06-25 09:03:11,226 - pyskl - INFO - Epoch [78][3500/3940] lr: 1.174e-02, eta: 1 day, 11:24:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9663, loss_cls: 3.1622, loss: 3.1622 +2025-06-25 09:03:55,670 - pyskl - INFO - Epoch [78][3600/3940] lr: 1.174e-02, eta: 1 day, 11:23:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 3.0771, loss: 3.0771 +2025-06-25 09:04:40,056 - pyskl - INFO - Epoch [78][3700/3940] lr: 1.173e-02, eta: 1 day, 11:23:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 3.0052, loss: 3.0052 +2025-06-25 09:05:24,455 - pyskl - INFO - Epoch [78][3800/3940] lr: 1.172e-02, eta: 1 day, 11:22:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 3.1052, loss: 3.1052 +2025-06-25 09:06:08,832 - pyskl - INFO - Epoch [78][3900/3940] lr: 1.172e-02, eta: 1 day, 11:21:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.2865, loss: 3.2865 +2025-06-25 09:06:26,915 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-25 09:09:50,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:09:50,971 - pyskl - INFO - +top1_acc 0.7888 +top5_acc 0.9601 +2025-06-25 09:09:50,989 - pyskl - INFO - Epoch(val) [78][3183] top1_acc: 0.7888, top5_acc: 0.9601 +2025-06-25 09:11:01,480 - pyskl - INFO - Epoch [79][100/3940] lr: 1.171e-02, eta: 1 day, 11:20:33, time: 0.705, data_time: 0.260, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 3.0036, loss: 3.0036 +2025-06-25 09:11:45,881 - pyskl - INFO - Epoch [79][200/3940] lr: 1.170e-02, eta: 1 day, 11:19:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 3.0207, loss: 3.0207 +2025-06-25 09:12:30,264 - pyskl - INFO - Epoch [79][300/3940] lr: 1.170e-02, eta: 1 day, 11:19:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.9307, loss: 2.9307 +2025-06-25 09:13:14,722 - pyskl - INFO - Epoch [79][400/3940] lr: 1.169e-02, eta: 1 day, 11:18:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.8945, loss: 2.8945 +2025-06-25 09:13:59,190 - pyskl - INFO - Epoch [79][500/3940] lr: 1.168e-02, eta: 1 day, 11:17:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.9459, loss: 2.9459 +2025-06-25 09:14:43,686 - pyskl - INFO - Epoch [79][600/3940] lr: 1.168e-02, eta: 1 day, 11:16:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9681, loss_cls: 3.0753, loss: 3.0753 +2025-06-25 09:15:28,179 - pyskl - INFO - Epoch [79][700/3940] lr: 1.167e-02, eta: 1 day, 11:16:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.9667, loss: 2.9667 +2025-06-25 09:16:12,713 - pyskl - INFO - Epoch [79][800/3940] lr: 1.166e-02, eta: 1 day, 11:15:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.9569, loss: 2.9569 +2025-06-25 09:16:57,218 - pyskl - INFO - Epoch [79][900/3940] lr: 1.166e-02, eta: 1 day, 11:14:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.0583, loss: 3.0583 +2025-06-25 09:17:41,675 - pyskl - INFO - Epoch [79][1000/3940] lr: 1.165e-02, eta: 1 day, 11:13:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.0137, loss: 3.0137 +2025-06-25 09:18:26,276 - pyskl - INFO - Epoch [79][1100/3940] lr: 1.164e-02, eta: 1 day, 11:13:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 3.0381, loss: 3.0381 +2025-06-25 09:19:10,870 - pyskl - INFO - Epoch [79][1200/3940] lr: 1.164e-02, eta: 1 day, 11:12:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 2.9586, loss: 2.9586 +2025-06-25 09:19:55,294 - pyskl - INFO - Epoch [79][1300/3940] lr: 1.163e-02, eta: 1 day, 11:11:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0335, loss: 3.0335 +2025-06-25 09:20:39,697 - pyskl - INFO - Epoch [79][1400/3940] lr: 1.162e-02, eta: 1 day, 11:10:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.1965, loss: 3.1965 +2025-06-25 09:21:24,285 - pyskl - INFO - Epoch [79][1500/3940] lr: 1.162e-02, eta: 1 day, 11:10:00, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.0594, loss: 3.0594 +2025-06-25 09:22:08,667 - pyskl - INFO - Epoch [79][1600/3940] lr: 1.161e-02, eta: 1 day, 11:09:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.1685, loss: 3.1685 +2025-06-25 09:22:52,979 - pyskl - INFO - Epoch [79][1700/3940] lr: 1.160e-02, eta: 1 day, 11:08:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 3.0549, loss: 3.0549 +2025-06-25 09:23:37,358 - pyskl - INFO - Epoch [79][1800/3940] lr: 1.160e-02, eta: 1 day, 11:07:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.9076, loss: 2.9076 +2025-06-25 09:24:21,755 - pyskl - INFO - Epoch [79][1900/3940] lr: 1.159e-02, eta: 1 day, 11:06:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.9651, loss: 2.9651 +2025-06-25 09:25:06,123 - pyskl - INFO - Epoch [79][2000/3940] lr: 1.158e-02, eta: 1 day, 11:06:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 3.1398, loss: 3.1398 +2025-06-25 09:25:50,446 - pyskl - INFO - Epoch [79][2100/3940] lr: 1.158e-02, eta: 1 day, 11:05:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 3.1403, loss: 3.1403 +2025-06-25 09:26:35,011 - pyskl - INFO - Epoch [79][2200/3940] lr: 1.157e-02, eta: 1 day, 11:04:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.0998, loss: 3.0998 +2025-06-25 09:27:19,757 - pyskl - INFO - Epoch [79][2300/3940] lr: 1.156e-02, eta: 1 day, 11:03:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9663, loss_cls: 3.0939, loss: 3.0939 +2025-06-25 09:28:04,451 - pyskl - INFO - Epoch [79][2400/3940] lr: 1.156e-02, eta: 1 day, 11:03:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.1523, loss: 3.1523 +2025-06-25 09:28:48,894 - pyskl - INFO - Epoch [79][2500/3940] lr: 1.155e-02, eta: 1 day, 11:02:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9688, loss_cls: 3.1458, loss: 3.1458 +2025-06-25 09:29:33,271 - pyskl - INFO - Epoch [79][2600/3940] lr: 1.154e-02, eta: 1 day, 11:01:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9675, loss_cls: 3.0041, loss: 3.0041 +2025-06-25 09:30:17,698 - pyskl - INFO - Epoch [79][2700/3940] lr: 1.154e-02, eta: 1 day, 11:00:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.0420, loss: 3.0420 +2025-06-25 09:31:02,072 - pyskl - INFO - Epoch [79][2800/3940] lr: 1.153e-02, eta: 1 day, 11:00:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 3.0351, loss: 3.0351 +2025-06-25 09:31:46,437 - pyskl - INFO - Epoch [79][2900/3940] lr: 1.152e-02, eta: 1 day, 10:59:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9694, loss_cls: 3.0812, loss: 3.0812 +2025-06-25 09:32:30,783 - pyskl - INFO - Epoch [79][3000/3940] lr: 1.152e-02, eta: 1 day, 10:58:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9706, loss_cls: 3.0592, loss: 3.0592 +2025-06-25 09:33:15,105 - pyskl - INFO - Epoch [79][3100/3940] lr: 1.151e-02, eta: 1 day, 10:57:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.0954, loss: 3.0954 +2025-06-25 09:33:59,490 - pyskl - INFO - Epoch [79][3200/3940] lr: 1.150e-02, eta: 1 day, 10:57:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9631, loss_cls: 3.1456, loss: 3.1456 +2025-06-25 09:34:44,057 - pyskl - INFO - Epoch [79][3300/3940] lr: 1.150e-02, eta: 1 day, 10:56:26, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 3.0599, loss: 3.0599 +2025-06-25 09:35:28,413 - pyskl - INFO - Epoch [79][3400/3940] lr: 1.149e-02, eta: 1 day, 10:55:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.1260, loss: 3.1260 +2025-06-25 09:36:12,990 - pyskl - INFO - Epoch [79][3500/3940] lr: 1.148e-02, eta: 1 day, 10:54:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.1022, loss: 3.1022 +2025-06-25 09:36:57,341 - pyskl - INFO - Epoch [79][3600/3940] lr: 1.148e-02, eta: 1 day, 10:54:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.1189, loss: 3.1189 +2025-06-25 09:37:41,866 - pyskl - INFO - Epoch [79][3700/3940] lr: 1.147e-02, eta: 1 day, 10:53:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 3.1910, loss: 3.1910 +2025-06-25 09:38:26,263 - pyskl - INFO - Epoch [79][3800/3940] lr: 1.146e-02, eta: 1 day, 10:52:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 2.9894, loss: 2.9894 +2025-06-25 09:39:10,829 - pyskl - INFO - Epoch [79][3900/3940] lr: 1.146e-02, eta: 1 day, 10:51:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 3.1487, loss: 3.1487 +2025-06-25 09:39:29,086 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-25 09:42:52,389 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 09:42:52,869 - pyskl - INFO - +top1_acc 0.7815 +top5_acc 0.9617 +2025-06-25 09:42:52,890 - pyskl - INFO - Epoch(val) [79][3183] top1_acc: 0.7815, top5_acc: 0.9617 +2025-06-25 09:44:03,086 - pyskl - INFO - Epoch [80][100/3940] lr: 1.145e-02, eta: 1 day, 10:50:58, time: 0.702, data_time: 0.259, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.1483, loss: 3.1483 +2025-06-25 09:44:47,481 - pyskl - INFO - Epoch [80][200/3940] lr: 1.144e-02, eta: 1 day, 10:50:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.9948, loss: 2.9948 +2025-06-25 09:45:31,995 - pyskl - INFO - Epoch [80][300/3940] lr: 1.143e-02, eta: 1 day, 10:49:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 3.0432, loss: 3.0432 +2025-06-25 09:46:16,327 - pyskl - INFO - Epoch [80][400/3940] lr: 1.143e-02, eta: 1 day, 10:48:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.1472, loss: 3.1472 +2025-06-25 09:47:00,696 - pyskl - INFO - Epoch [80][500/3940] lr: 1.142e-02, eta: 1 day, 10:47:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.9725, loss: 2.9725 +2025-06-25 09:47:45,035 - pyskl - INFO - Epoch [80][600/3940] lr: 1.141e-02, eta: 1 day, 10:47:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.1494, loss: 3.1494 +2025-06-25 09:48:29,354 - pyskl - INFO - Epoch [80][700/3940] lr: 1.141e-02, eta: 1 day, 10:46:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9663, loss_cls: 3.0994, loss: 3.0994 +2025-06-25 09:49:13,767 - pyskl - INFO - Epoch [80][800/3940] lr: 1.140e-02, eta: 1 day, 10:45:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 2.9489, loss: 2.9489 +2025-06-25 09:49:58,059 - pyskl - INFO - Epoch [80][900/3940] lr: 1.139e-02, eta: 1 day, 10:44:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.0147, loss: 3.0147 +2025-06-25 09:50:42,447 - pyskl - INFO - Epoch [80][1000/3940] lr: 1.139e-02, eta: 1 day, 10:44:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.8934, loss: 2.8934 +2025-06-25 09:51:26,698 - pyskl - INFO - Epoch [80][1100/3940] lr: 1.138e-02, eta: 1 day, 10:43:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 3.0566, loss: 3.0566 +2025-06-25 09:52:10,971 - pyskl - INFO - Epoch [80][1200/3940] lr: 1.137e-02, eta: 1 day, 10:42:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 3.0180, loss: 3.0180 +2025-06-25 09:52:55,239 - pyskl - INFO - Epoch [80][1300/3940] lr: 1.137e-02, eta: 1 day, 10:41:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.9114, loss: 2.9114 +2025-06-25 09:53:39,557 - pyskl - INFO - Epoch [80][1400/3940] lr: 1.136e-02, eta: 1 day, 10:41:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 2.9959, loss: 2.9959 +2025-06-25 09:54:23,722 - pyskl - INFO - Epoch [80][1500/3940] lr: 1.135e-02, eta: 1 day, 10:40:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9681, loss_cls: 3.0751, loss: 3.0751 +2025-06-25 09:55:08,029 - pyskl - INFO - Epoch [80][1600/3940] lr: 1.135e-02, eta: 1 day, 10:39:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 3.0604, loss: 3.0604 +2025-06-25 09:55:52,227 - pyskl - INFO - Epoch [80][1700/3940] lr: 1.134e-02, eta: 1 day, 10:38:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 3.0458, loss: 3.0458 +2025-06-25 09:56:36,293 - pyskl - INFO - Epoch [80][1800/3940] lr: 1.133e-02, eta: 1 day, 10:38:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 3.1009, loss: 3.1009 +2025-06-25 09:57:20,334 - pyskl - INFO - Epoch [80][1900/3940] lr: 1.133e-02, eta: 1 day, 10:37:21, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9844, loss_cls: 3.0572, loss: 3.0572 +2025-06-25 09:58:04,424 - pyskl - INFO - Epoch [80][2000/3940] lr: 1.132e-02, eta: 1 day, 10:36:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.1045, loss: 3.1045 +2025-06-25 09:58:48,425 - pyskl - INFO - Epoch [80][2100/3940] lr: 1.132e-02, eta: 1 day, 10:35:50, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 2.9961, loss: 2.9961 +2025-06-25 09:59:32,494 - pyskl - INFO - Epoch [80][2200/3940] lr: 1.131e-02, eta: 1 day, 10:35:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 3.0356, loss: 3.0356 +2025-06-25 10:00:16,703 - pyskl - INFO - Epoch [80][2300/3940] lr: 1.130e-02, eta: 1 day, 10:34:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 3.0348, loss: 3.0348 +2025-06-25 10:01:00,940 - pyskl - INFO - Epoch [80][2400/3940] lr: 1.130e-02, eta: 1 day, 10:33:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.9746, loss: 2.9746 +2025-06-25 10:01:45,074 - pyskl - INFO - Epoch [80][2500/3940] lr: 1.129e-02, eta: 1 day, 10:32:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.0675, loss: 3.0675 +2025-06-25 10:02:29,643 - pyskl - INFO - Epoch [80][2600/3940] lr: 1.128e-02, eta: 1 day, 10:32:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.9853, loss: 2.9853 +2025-06-25 10:03:14,215 - pyskl - INFO - Epoch [80][2700/3940] lr: 1.128e-02, eta: 1 day, 10:31:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 3.0611, loss: 3.0611 +2025-06-25 10:03:58,811 - pyskl - INFO - Epoch [80][2800/3940] lr: 1.127e-02, eta: 1 day, 10:30:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9685, loss: 2.9685 +2025-06-25 10:04:43,295 - pyskl - INFO - Epoch [80][2900/3940] lr: 1.126e-02, eta: 1 day, 10:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 3.0745, loss: 3.0745 +2025-06-25 10:05:27,907 - pyskl - INFO - Epoch [80][3000/3940] lr: 1.126e-02, eta: 1 day, 10:29:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 3.0230, loss: 3.0230 +2025-06-25 10:06:12,474 - pyskl - INFO - Epoch [80][3100/3940] lr: 1.125e-02, eta: 1 day, 10:28:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9706, loss_cls: 3.0921, loss: 3.0921 +2025-06-25 10:06:56,775 - pyskl - INFO - Epoch [80][3200/3940] lr: 1.124e-02, eta: 1 day, 10:27:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.0694, loss: 3.0694 +2025-06-25 10:07:41,042 - pyskl - INFO - Epoch [80][3300/3940] lr: 1.124e-02, eta: 1 day, 10:26:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9669, loss_cls: 3.0757, loss: 3.0757 +2025-06-25 10:08:25,366 - pyskl - INFO - Epoch [80][3400/3940] lr: 1.123e-02, eta: 1 day, 10:26:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9600, loss_cls: 3.1164, loss: 3.1164 +2025-06-25 10:09:10,011 - pyskl - INFO - Epoch [80][3500/3940] lr: 1.122e-02, eta: 1 day, 10:25:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 2.9910, loss: 2.9910 +2025-06-25 10:09:54,866 - pyskl - INFO - Epoch [80][3600/3940] lr: 1.122e-02, eta: 1 day, 10:24:32, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 3.1120, loss: 3.1120 +2025-06-25 10:10:39,513 - pyskl - INFO - Epoch [80][3700/3940] lr: 1.121e-02, eta: 1 day, 10:23:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 3.1684, loss: 3.1684 +2025-06-25 10:11:23,908 - pyskl - INFO - Epoch [80][3800/3940] lr: 1.120e-02, eta: 1 day, 10:23:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 2.9379, loss: 2.9379 +2025-06-25 10:12:08,157 - pyskl - INFO - Epoch [80][3900/3940] lr: 1.120e-02, eta: 1 day, 10:22:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 3.0010, loss: 3.0010 +2025-06-25 10:12:26,215 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-25 10:31:23,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 10:31:24,292 - pyskl - INFO - +top1_acc 0.7641 +top5_acc 0.9543 +2025-06-25 10:31:24,309 - pyskl - INFO - Epoch(val) [80][3183] top1_acc: 0.7641, top5_acc: 0.9543 +2025-06-25 10:32:33,749 - pyskl - INFO - Epoch [81][100/3940] lr: 1.119e-02, eta: 1 day, 10:21:19, time: 0.694, data_time: 0.252, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 3.0433, loss: 3.0433 +2025-06-25 10:33:17,966 - pyskl - INFO - Epoch [81][200/3940] lr: 1.118e-02, eta: 1 day, 10:20:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 2.9908, loss: 2.9908 +2025-06-25 10:34:02,188 - pyskl - INFO - Epoch [81][300/3940] lr: 1.117e-02, eta: 1 day, 10:19:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 2.8986, loss: 2.8986 +2025-06-25 10:34:46,411 - pyskl - INFO - Epoch [81][400/3940] lr: 1.117e-02, eta: 1 day, 10:19:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 3.0053, loss: 3.0053 +2025-06-25 10:35:30,772 - pyskl - INFO - Epoch [81][500/3940] lr: 1.116e-02, eta: 1 day, 10:18:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.9661, loss: 2.9661 +2025-06-25 10:36:15,157 - pyskl - INFO - Epoch [81][600/3940] lr: 1.115e-02, eta: 1 day, 10:17:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.9588, loss: 2.9588 +2025-06-25 10:36:59,526 - pyskl - INFO - Epoch [81][700/3940] lr: 1.115e-02, eta: 1 day, 10:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9719, loss_cls: 3.0593, loss: 3.0593 +2025-06-25 10:37:43,859 - pyskl - INFO - Epoch [81][800/3940] lr: 1.114e-02, eta: 1 day, 10:16:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.0163, loss: 3.0163 +2025-06-25 10:38:28,547 - pyskl - INFO - Epoch [81][900/3940] lr: 1.113e-02, eta: 1 day, 10:15:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 3.0676, loss: 3.0676 +2025-06-25 10:39:13,033 - pyskl - INFO - Epoch [81][1000/3940] lr: 1.113e-02, eta: 1 day, 10:14:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9719, loss_cls: 3.1070, loss: 3.1070 +2025-06-25 10:39:57,209 - pyskl - INFO - Epoch [81][1100/3940] lr: 1.112e-02, eta: 1 day, 10:13:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.0429, loss: 3.0429 +2025-06-25 10:40:41,417 - pyskl - INFO - Epoch [81][1200/3940] lr: 1.111e-02, eta: 1 day, 10:13:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 2.9969, loss: 2.9969 +2025-06-25 10:41:25,673 - pyskl - INFO - Epoch [81][1300/3940] lr: 1.111e-02, eta: 1 day, 10:12:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 2.9497, loss: 2.9497 +2025-06-25 10:42:09,915 - pyskl - INFO - Epoch [81][1400/3940] lr: 1.110e-02, eta: 1 day, 10:11:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.0186, loss: 3.0186 +2025-06-25 10:42:54,144 - pyskl - INFO - Epoch [81][1500/3940] lr: 1.109e-02, eta: 1 day, 10:10:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 2.9322, loss: 2.9322 +2025-06-25 10:43:38,412 - pyskl - INFO - Epoch [81][1600/3940] lr: 1.109e-02, eta: 1 day, 10:09:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 2.9958, loss: 2.9958 +2025-06-25 10:44:22,858 - pyskl - INFO - Epoch [81][1700/3940] lr: 1.108e-02, eta: 1 day, 10:09:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 2.9507, loss: 2.9507 +2025-06-25 10:45:07,252 - pyskl - INFO - Epoch [81][1800/3940] lr: 1.107e-02, eta: 1 day, 10:08:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 2.9574, loss: 2.9574 +2025-06-25 10:45:51,648 - pyskl - INFO - Epoch [81][1900/3940] lr: 1.107e-02, eta: 1 day, 10:07:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.0666, loss: 3.0666 +2025-06-25 10:46:35,981 - pyskl - INFO - Epoch [81][2000/3940] lr: 1.106e-02, eta: 1 day, 10:06:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 3.0653, loss: 3.0653 +2025-06-25 10:47:20,268 - pyskl - INFO - Epoch [81][2100/3940] lr: 1.105e-02, eta: 1 day, 10:06:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.1064, loss: 3.1064 +2025-06-25 10:48:04,601 - pyskl - INFO - Epoch [81][2200/3940] lr: 1.105e-02, eta: 1 day, 10:05:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.0706, loss: 3.0706 +2025-06-25 10:48:48,945 - pyskl - INFO - Epoch [81][2300/3940] lr: 1.104e-02, eta: 1 day, 10:04:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.1242, loss: 3.1242 +2025-06-25 10:49:33,294 - pyskl - INFO - Epoch [81][2400/3940] lr: 1.103e-02, eta: 1 day, 10:03:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.9925, loss: 2.9925 +2025-06-25 10:50:17,685 - pyskl - INFO - Epoch [81][2500/3940] lr: 1.103e-02, eta: 1 day, 10:03:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.9852, loss: 2.9852 +2025-06-25 10:51:01,958 - pyskl - INFO - Epoch [81][2600/3940] lr: 1.102e-02, eta: 1 day, 10:02:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 3.0868, loss: 3.0868 +2025-06-25 10:51:46,260 - pyskl - INFO - Epoch [81][2700/3940] lr: 1.102e-02, eta: 1 day, 10:01:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 3.0042, loss: 3.0042 +2025-06-25 10:52:30,649 - pyskl - INFO - Epoch [81][2800/3940] lr: 1.101e-02, eta: 1 day, 10:00:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.9385, loss: 2.9385 +2025-06-25 10:53:14,848 - pyskl - INFO - Epoch [81][2900/3940] lr: 1.100e-02, eta: 1 day, 10:00:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9706, loss_cls: 3.1485, loss: 3.1485 +2025-06-25 10:53:59,097 - pyskl - INFO - Epoch [81][3000/3940] lr: 1.100e-02, eta: 1 day, 9:59:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9669, loss_cls: 3.0018, loss: 3.0018 +2025-06-25 10:54:43,280 - pyskl - INFO - Epoch [81][3100/3940] lr: 1.099e-02, eta: 1 day, 9:58:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 3.1320, loss: 3.1320 +2025-06-25 10:55:27,573 - pyskl - INFO - Epoch [81][3200/3940] lr: 1.098e-02, eta: 1 day, 9:57:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 2.9550, loss: 2.9550 +2025-06-25 10:56:11,871 - pyskl - INFO - Epoch [81][3300/3940] lr: 1.098e-02, eta: 1 day, 9:57:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 3.1277, loss: 3.1277 +2025-06-25 10:56:56,179 - pyskl - INFO - Epoch [81][3400/3940] lr: 1.097e-02, eta: 1 day, 9:56:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9706, loss_cls: 2.9650, loss: 2.9650 +2025-06-25 10:57:40,518 - pyskl - INFO - Epoch [81][3500/3940] lr: 1.096e-02, eta: 1 day, 9:55:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 2.9938, loss: 2.9938 +2025-06-25 10:58:24,852 - pyskl - INFO - Epoch [81][3600/3940] lr: 1.096e-02, eta: 1 day, 9:54:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.0104, loss: 3.0104 +2025-06-25 10:59:09,176 - pyskl - INFO - Epoch [81][3700/3940] lr: 1.095e-02, eta: 1 day, 9:54:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 3.0797, loss: 3.0797 +2025-06-25 10:59:53,500 - pyskl - INFO - Epoch [81][3800/3940] lr: 1.094e-02, eta: 1 day, 9:53:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9669, loss_cls: 3.0576, loss: 3.0576 +2025-06-25 11:00:37,930 - pyskl - INFO - Epoch [81][3900/3940] lr: 1.094e-02, eta: 1 day, 9:52:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9700, loss_cls: 2.9845, loss: 2.9845 +2025-06-25 11:00:56,034 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-25 11:04:21,401 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:04:21,879 - pyskl - INFO - +top1_acc 0.7851 +top5_acc 0.9605 +2025-06-25 11:04:21,898 - pyskl - INFO - Epoch(val) [81][3183] top1_acc: 0.7851, top5_acc: 0.9605 +2025-06-25 11:05:31,754 - pyskl - INFO - Epoch [82][100/3940] lr: 1.093e-02, eta: 1 day, 9:51:40, time: 0.698, data_time: 0.252, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.8766, loss: 2.8766 +2025-06-25 11:06:16,346 - pyskl - INFO - Epoch [82][200/3940] lr: 1.092e-02, eta: 1 day, 9:50:55, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.9380, loss: 2.9380 +2025-06-25 11:07:00,752 - pyskl - INFO - Epoch [82][300/3940] lr: 1.091e-02, eta: 1 day, 9:50:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 2.8320, loss: 2.8320 +2025-06-25 11:07:44,951 - pyskl - INFO - Epoch [82][400/3940] lr: 1.091e-02, eta: 1 day, 9:49:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.9020, loss: 2.9020 +2025-06-25 11:08:29,270 - pyskl - INFO - Epoch [82][500/3940] lr: 1.090e-02, eta: 1 day, 9:48:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9762, loss_cls: 2.9731, loss: 2.9731 +2025-06-25 11:09:13,620 - pyskl - INFO - Epoch [82][600/3940] lr: 1.089e-02, eta: 1 day, 9:47:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.9661, loss: 2.9661 +2025-06-25 11:09:57,848 - pyskl - INFO - Epoch [82][700/3940] lr: 1.089e-02, eta: 1 day, 9:47:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 2.9332, loss: 2.9332 +2025-06-25 11:10:41,999 - pyskl - INFO - Epoch [82][800/3940] lr: 1.088e-02, eta: 1 day, 9:46:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 3.0680, loss: 3.0680 +2025-06-25 11:11:26,396 - pyskl - INFO - Epoch [82][900/3940] lr: 1.087e-02, eta: 1 day, 9:45:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 2.9527, loss: 2.9527 +2025-06-25 11:12:10,724 - pyskl - INFO - Epoch [82][1000/3940] lr: 1.087e-02, eta: 1 day, 9:44:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9681, loss_cls: 3.0990, loss: 3.0990 +2025-06-25 11:12:55,101 - pyskl - INFO - Epoch [82][1100/3940] lr: 1.086e-02, eta: 1 day, 9:44:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 2.9683, loss: 2.9683 +2025-06-25 11:13:39,443 - pyskl - INFO - Epoch [82][1200/3940] lr: 1.085e-02, eta: 1 day, 9:43:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 3.0632, loss: 3.0632 +2025-06-25 11:14:23,712 - pyskl - INFO - Epoch [82][1300/3940] lr: 1.085e-02, eta: 1 day, 9:42:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 2.9981, loss: 2.9981 +2025-06-25 11:15:08,026 - pyskl - INFO - Epoch [82][1400/3940] lr: 1.084e-02, eta: 1 day, 9:41:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 3.0291, loss: 3.0291 +2025-06-25 11:15:52,341 - pyskl - INFO - Epoch [82][1500/3940] lr: 1.083e-02, eta: 1 day, 9:41:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 3.0353, loss: 3.0353 +2025-06-25 11:16:36,792 - pyskl - INFO - Epoch [82][1600/3940] lr: 1.083e-02, eta: 1 day, 9:40:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.0275, loss: 3.0275 +2025-06-25 11:17:21,102 - pyskl - INFO - Epoch [82][1700/3940] lr: 1.082e-02, eta: 1 day, 9:39:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 2.9311, loss: 2.9311 +2025-06-25 11:18:05,384 - pyskl - INFO - Epoch [82][1800/3940] lr: 1.081e-02, eta: 1 day, 9:38:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 3.0868, loss: 3.0868 +2025-06-25 11:18:49,685 - pyskl - INFO - Epoch [82][1900/3940] lr: 1.081e-02, eta: 1 day, 9:38:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 2.9487, loss: 2.9487 +2025-06-25 11:19:34,014 - pyskl - INFO - Epoch [82][2000/3940] lr: 1.080e-02, eta: 1 day, 9:37:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9731, loss_cls: 2.9672, loss: 2.9672 +2025-06-25 11:20:18,346 - pyskl - INFO - Epoch [82][2100/3940] lr: 1.080e-02, eta: 1 day, 9:36:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9688, loss_cls: 3.0117, loss: 3.0117 +2025-06-25 11:21:02,819 - pyskl - INFO - Epoch [82][2200/3940] lr: 1.079e-02, eta: 1 day, 9:35:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9637, loss_cls: 3.0325, loss: 3.0325 +2025-06-25 11:21:47,073 - pyskl - INFO - Epoch [82][2300/3940] lr: 1.078e-02, eta: 1 day, 9:35:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.8450, loss: 2.8450 +2025-06-25 11:22:31,314 - pyskl - INFO - Epoch [82][2400/3940] lr: 1.078e-02, eta: 1 day, 9:34:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9731, loss_cls: 3.0530, loss: 3.0530 +2025-06-25 11:23:15,598 - pyskl - INFO - Epoch [82][2500/3940] lr: 1.077e-02, eta: 1 day, 9:33:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.0142, loss: 3.0142 +2025-06-25 11:23:59,854 - pyskl - INFO - Epoch [82][2600/3940] lr: 1.076e-02, eta: 1 day, 9:32:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 3.0130, loss: 3.0130 +2025-06-25 11:24:44,479 - pyskl - INFO - Epoch [82][2700/3940] lr: 1.076e-02, eta: 1 day, 9:32:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.0820, loss: 3.0820 +2025-06-25 11:25:29,087 - pyskl - INFO - Epoch [82][2800/3940] lr: 1.075e-02, eta: 1 day, 9:31:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 3.0545, loss: 3.0545 +2025-06-25 11:26:13,516 - pyskl - INFO - Epoch [82][2900/3940] lr: 1.074e-02, eta: 1 day, 9:30:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9675, loss_cls: 3.0377, loss: 3.0377 +2025-06-25 11:26:57,820 - pyskl - INFO - Epoch [82][3000/3940] lr: 1.074e-02, eta: 1 day, 9:29:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.8862, loss: 2.8862 +2025-06-25 11:27:42,046 - pyskl - INFO - Epoch [82][3100/3940] lr: 1.073e-02, eta: 1 day, 9:29:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.0774, loss: 3.0774 +2025-06-25 11:28:26,276 - pyskl - INFO - Epoch [82][3200/3940] lr: 1.072e-02, eta: 1 day, 9:28:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.0618, loss: 3.0618 +2025-06-25 11:29:10,522 - pyskl - INFO - Epoch [82][3300/3940] lr: 1.072e-02, eta: 1 day, 9:27:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9610, loss: 2.9610 +2025-06-25 11:29:54,822 - pyskl - INFO - Epoch [82][3400/3940] lr: 1.071e-02, eta: 1 day, 9:26:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 3.0951, loss: 3.0951 +2025-06-25 11:30:39,108 - pyskl - INFO - Epoch [82][3500/3940] lr: 1.070e-02, eta: 1 day, 9:26:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9694, loss_cls: 3.0368, loss: 3.0368 +2025-06-25 11:31:23,321 - pyskl - INFO - Epoch [82][3600/3940] lr: 1.070e-02, eta: 1 day, 9:25:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.0450, loss: 3.0450 +2025-06-25 11:32:07,578 - pyskl - INFO - Epoch [82][3700/3940] lr: 1.069e-02, eta: 1 day, 9:24:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 3.0418, loss: 3.0418 +2025-06-25 11:32:51,893 - pyskl - INFO - Epoch [82][3800/3940] lr: 1.068e-02, eta: 1 day, 9:23:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 3.0410, loss: 3.0410 +2025-06-25 11:33:36,238 - pyskl - INFO - Epoch [82][3900/3940] lr: 1.068e-02, eta: 1 day, 9:22:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.1030, loss: 3.1030 +2025-06-25 11:33:54,400 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-25 11:37:17,433 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 11:37:17,892 - pyskl - INFO - +top1_acc 0.7803 +top5_acc 0.9564 +2025-06-25 11:37:17,909 - pyskl - INFO - Epoch(val) [82][3183] top1_acc: 0.7803, top5_acc: 0.9564 +2025-06-25 11:38:27,243 - pyskl - INFO - Epoch [83][100/3940] lr: 1.067e-02, eta: 1 day, 9:22:01, time: 0.693, data_time: 0.249, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.0930, loss: 3.0930 +2025-06-25 11:39:11,753 - pyskl - INFO - Epoch [83][200/3940] lr: 1.066e-02, eta: 1 day, 9:21:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9775, loss_cls: 2.9418, loss: 2.9418 +2025-06-25 11:39:56,283 - pyskl - INFO - Epoch [83][300/3940] lr: 1.065e-02, eta: 1 day, 9:20:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 2.9726, loss: 2.9726 +2025-06-25 11:40:40,685 - pyskl - INFO - Epoch [83][400/3940] lr: 1.065e-02, eta: 1 day, 9:19:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.9353, loss: 2.9353 +2025-06-25 11:41:25,064 - pyskl - INFO - Epoch [83][500/3940] lr: 1.064e-02, eta: 1 day, 9:19:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.8770, loss: 2.8770 +2025-06-25 11:42:09,479 - pyskl - INFO - Epoch [83][600/3940] lr: 1.063e-02, eta: 1 day, 9:18:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 2.8950, loss: 2.8950 +2025-06-25 11:42:53,869 - pyskl - INFO - Epoch [83][700/3940] lr: 1.063e-02, eta: 1 day, 9:17:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.7858, loss: 2.7858 +2025-06-25 11:43:38,249 - pyskl - INFO - Epoch [83][800/3940] lr: 1.062e-02, eta: 1 day, 9:16:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.8421, loss: 2.8421 +2025-06-25 11:44:22,682 - pyskl - INFO - Epoch [83][900/3940] lr: 1.061e-02, eta: 1 day, 9:16:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 3.0335, loss: 3.0335 +2025-06-25 11:45:07,133 - pyskl - INFO - Epoch [83][1000/3940] lr: 1.061e-02, eta: 1 day, 9:15:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 3.0477, loss: 3.0477 +2025-06-25 11:45:51,577 - pyskl - INFO - Epoch [83][1100/3940] lr: 1.060e-02, eta: 1 day, 9:14:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.0330, loss: 3.0330 +2025-06-25 11:46:36,050 - pyskl - INFO - Epoch [83][1200/3940] lr: 1.060e-02, eta: 1 day, 9:13:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.8307, loss: 2.8307 +2025-06-25 11:47:20,408 - pyskl - INFO - Epoch [83][1300/3940] lr: 1.059e-02, eta: 1 day, 9:12:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9669, loss_cls: 3.1282, loss: 3.1282 +2025-06-25 11:48:04,797 - pyskl - INFO - Epoch [83][1400/3940] lr: 1.058e-02, eta: 1 day, 9:12:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.9101, loss: 2.9101 +2025-06-25 11:48:49,170 - pyskl - INFO - Epoch [83][1500/3940] lr: 1.058e-02, eta: 1 day, 9:11:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9675, loss_cls: 2.9535, loss: 2.9535 +2025-06-25 11:49:33,493 - pyskl - INFO - Epoch [83][1600/3940] lr: 1.057e-02, eta: 1 day, 9:10:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9166, loss: 2.9166 +2025-06-25 11:50:17,867 - pyskl - INFO - Epoch [83][1700/3940] lr: 1.056e-02, eta: 1 day, 9:09:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 2.9581, loss: 2.9581 +2025-06-25 11:51:02,264 - pyskl - INFO - Epoch [83][1800/3940] lr: 1.056e-02, eta: 1 day, 9:09:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.9492, loss: 2.9492 +2025-06-25 11:51:46,666 - pyskl - INFO - Epoch [83][1900/3940] lr: 1.055e-02, eta: 1 day, 9:08:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.0313, loss: 3.0313 +2025-06-25 11:52:31,136 - pyskl - INFO - Epoch [83][2000/3940] lr: 1.054e-02, eta: 1 day, 9:07:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9762, loss_cls: 2.8273, loss: 2.8273 +2025-06-25 11:53:15,695 - pyskl - INFO - Epoch [83][2100/3940] lr: 1.054e-02, eta: 1 day, 9:06:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.0220, loss: 3.0220 +2025-06-25 11:54:00,207 - pyskl - INFO - Epoch [83][2200/3940] lr: 1.053e-02, eta: 1 day, 9:06:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 2.8671, loss: 2.8671 +2025-06-25 11:54:44,675 - pyskl - INFO - Epoch [83][2300/3940] lr: 1.052e-02, eta: 1 day, 9:05:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9719, loss_cls: 2.9762, loss: 2.9762 +2025-06-25 11:55:29,056 - pyskl - INFO - Epoch [83][2400/3940] lr: 1.052e-02, eta: 1 day, 9:04:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 3.0222, loss: 3.0222 +2025-06-25 11:56:13,462 - pyskl - INFO - Epoch [83][2500/3940] lr: 1.051e-02, eta: 1 day, 9:03:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9750, loss_cls: 2.9843, loss: 2.9843 +2025-06-25 11:56:57,874 - pyskl - INFO - Epoch [83][2600/3940] lr: 1.050e-02, eta: 1 day, 9:03:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.9564, loss: 2.9564 +2025-06-25 11:57:42,262 - pyskl - INFO - Epoch [83][2700/3940] lr: 1.050e-02, eta: 1 day, 9:02:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 2.9296, loss: 2.9296 +2025-06-25 11:58:26,694 - pyskl - INFO - Epoch [83][2800/3940] lr: 1.049e-02, eta: 1 day, 9:01:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 3.0020, loss: 3.0020 +2025-06-25 11:59:11,222 - pyskl - INFO - Epoch [83][2900/3940] lr: 1.048e-02, eta: 1 day, 9:00:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 2.9400, loss: 2.9400 +2025-06-25 11:59:55,527 - pyskl - INFO - Epoch [83][3000/3940] lr: 1.048e-02, eta: 1 day, 9:00:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9706, loss_cls: 3.0179, loss: 3.0179 +2025-06-25 12:00:39,822 - pyskl - INFO - Epoch [83][3100/3940] lr: 1.047e-02, eta: 1 day, 8:59:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9712, loss_cls: 3.0792, loss: 3.0792 +2025-06-25 12:01:24,145 - pyskl - INFO - Epoch [83][3200/3940] lr: 1.046e-02, eta: 1 day, 8:58:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9719, loss_cls: 2.9634, loss: 2.9634 +2025-06-25 12:02:08,389 - pyskl - INFO - Epoch [83][3300/3940] lr: 1.046e-02, eta: 1 day, 8:57:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.0461, loss: 3.0461 +2025-06-25 12:02:52,739 - pyskl - INFO - Epoch [83][3400/3940] lr: 1.045e-02, eta: 1 day, 8:57:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 3.0956, loss: 3.0956 +2025-06-25 12:03:37,041 - pyskl - INFO - Epoch [83][3500/3940] lr: 1.044e-02, eta: 1 day, 8:56:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 3.1295, loss: 3.1295 +2025-06-25 12:04:21,503 - pyskl - INFO - Epoch [83][3600/3940] lr: 1.044e-02, eta: 1 day, 8:55:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.9829, loss: 2.9829 +2025-06-25 12:05:05,780 - pyskl - INFO - Epoch [83][3700/3940] lr: 1.043e-02, eta: 1 day, 8:54:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 3.0547, loss: 3.0547 +2025-06-25 12:05:50,059 - pyskl - INFO - Epoch [83][3800/3940] lr: 1.042e-02, eta: 1 day, 8:54:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 2.9946, loss: 2.9946 +2025-06-25 12:06:34,458 - pyskl - INFO - Epoch [83][3900/3940] lr: 1.042e-02, eta: 1 day, 8:53:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9712, loss_cls: 2.9932, loss: 2.9932 +2025-06-25 12:06:52,642 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-25 12:10:15,776 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:10:16,246 - pyskl - INFO - +top1_acc 0.7938 +top5_acc 0.9631 +2025-06-25 12:10:16,306 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_75.pth was removed +2025-06-25 12:10:17,405 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2025-06-25 12:10:17,408 - pyskl - INFO - Best top1_acc is 0.7938 at 83 epoch. +2025-06-25 12:10:17,427 - pyskl - INFO - Epoch(val) [83][3183] top1_acc: 0.7938, top5_acc: 0.9631 +2025-06-25 12:11:27,100 - pyskl - INFO - Epoch [84][100/3940] lr: 1.041e-02, eta: 1 day, 8:52:26, time: 0.697, data_time: 0.252, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.8865, loss: 2.8865 +2025-06-25 12:12:11,546 - pyskl - INFO - Epoch [84][200/3940] lr: 1.040e-02, eta: 1 day, 8:51:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.9472, loss: 2.9472 +2025-06-25 12:12:55,777 - pyskl - INFO - Epoch [84][300/3940] lr: 1.040e-02, eta: 1 day, 8:50:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.8961, loss: 2.8961 +2025-06-25 12:13:40,385 - pyskl - INFO - Epoch [84][400/3940] lr: 1.039e-02, eta: 1 day, 8:50:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 3.0301, loss: 3.0301 +2025-06-25 12:14:24,789 - pyskl - INFO - Epoch [84][500/3940] lr: 1.038e-02, eta: 1 day, 8:49:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9568, loss: 2.9568 +2025-06-25 12:15:09,089 - pyskl - INFO - Epoch [84][600/3940] lr: 1.038e-02, eta: 1 day, 8:48:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 3.0011, loss: 3.0011 +2025-06-25 12:15:53,316 - pyskl - INFO - Epoch [84][700/3940] lr: 1.037e-02, eta: 1 day, 8:47:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 2.8988, loss: 2.8988 +2025-06-25 12:16:37,638 - pyskl - INFO - Epoch [84][800/3940] lr: 1.036e-02, eta: 1 day, 8:47:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 2.9919, loss: 2.9919 +2025-06-25 12:17:21,866 - pyskl - INFO - Epoch [84][900/3940] lr: 1.036e-02, eta: 1 day, 8:46:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9744, loss_cls: 2.9716, loss: 2.9716 +2025-06-25 12:18:06,090 - pyskl - INFO - Epoch [84][1000/3940] lr: 1.035e-02, eta: 1 day, 8:45:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9579, loss: 2.9579 +2025-06-25 12:18:50,326 - pyskl - INFO - Epoch [84][1100/3940] lr: 1.034e-02, eta: 1 day, 8:44:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.8916, loss: 2.8916 +2025-06-25 12:19:34,533 - pyskl - INFO - Epoch [84][1200/3940] lr: 1.034e-02, eta: 1 day, 8:44:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9706, loss_cls: 3.0250, loss: 3.0250 +2025-06-25 12:20:18,761 - pyskl - INFO - Epoch [84][1300/3940] lr: 1.033e-02, eta: 1 day, 8:43:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 2.9690, loss: 2.9690 +2025-06-25 12:21:02,969 - pyskl - INFO - Epoch [84][1400/3940] lr: 1.032e-02, eta: 1 day, 8:42:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 3.0369, loss: 3.0369 +2025-06-25 12:21:47,209 - pyskl - INFO - Epoch [84][1500/3940] lr: 1.032e-02, eta: 1 day, 8:41:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9965, loss: 2.9965 +2025-06-25 12:22:31,445 - pyskl - INFO - Epoch [84][1600/3940] lr: 1.031e-02, eta: 1 day, 8:41:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 3.0011, loss: 3.0011 +2025-06-25 12:23:15,642 - pyskl - INFO - Epoch [84][1700/3940] lr: 1.030e-02, eta: 1 day, 8:40:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9694, loss_cls: 2.9921, loss: 2.9921 +2025-06-25 12:23:59,859 - pyskl - INFO - Epoch [84][1800/3940] lr: 1.030e-02, eta: 1 day, 8:39:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.9095, loss: 2.9095 +2025-06-25 12:24:44,212 - pyskl - INFO - Epoch [84][1900/3940] lr: 1.029e-02, eta: 1 day, 8:38:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.9446, loss: 2.9446 +2025-06-25 12:25:28,575 - pyskl - INFO - Epoch [84][2000/3940] lr: 1.028e-02, eta: 1 day, 8:38:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.8598, loss: 2.8598 +2025-06-25 12:26:13,384 - pyskl - INFO - Epoch [84][2100/3940] lr: 1.028e-02, eta: 1 day, 8:37:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 2.9155, loss: 2.9155 +2025-06-25 12:26:57,726 - pyskl - INFO - Epoch [84][2200/3940] lr: 1.027e-02, eta: 1 day, 8:36:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.0495, loss: 3.0495 +2025-06-25 12:27:42,112 - pyskl - INFO - Epoch [84][2300/3940] lr: 1.026e-02, eta: 1 day, 8:35:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9731, loss_cls: 2.9885, loss: 2.9885 +2025-06-25 12:28:26,693 - pyskl - INFO - Epoch [84][2400/3940] lr: 1.026e-02, eta: 1 day, 8:35:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.0118, loss: 3.0118 +2025-06-25 12:29:11,153 - pyskl - INFO - Epoch [84][2500/3940] lr: 1.025e-02, eta: 1 day, 8:34:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 3.0264, loss: 3.0264 +2025-06-25 12:29:55,514 - pyskl - INFO - Epoch [84][2600/3940] lr: 1.025e-02, eta: 1 day, 8:33:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.0452, loss: 3.0452 +2025-06-25 12:30:39,856 - pyskl - INFO - Epoch [84][2700/3940] lr: 1.024e-02, eta: 1 day, 8:32:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.8833, loss: 2.8833 +2025-06-25 12:31:24,131 - pyskl - INFO - Epoch [84][2800/3940] lr: 1.023e-02, eta: 1 day, 8:32:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 2.9851, loss: 2.9851 +2025-06-25 12:32:08,478 - pyskl - INFO - Epoch [84][2900/3940] lr: 1.023e-02, eta: 1 day, 8:31:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 3.0059, loss: 3.0059 +2025-06-25 12:32:52,820 - pyskl - INFO - Epoch [84][3000/3940] lr: 1.022e-02, eta: 1 day, 8:30:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 3.0051, loss: 3.0051 +2025-06-25 12:33:37,275 - pyskl - INFO - Epoch [84][3100/3940] lr: 1.021e-02, eta: 1 day, 8:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 3.0574, loss: 3.0574 +2025-06-25 12:34:21,592 - pyskl - INFO - Epoch [84][3200/3940] lr: 1.021e-02, eta: 1 day, 8:29:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.0155, loss: 3.0155 +2025-06-25 12:35:05,740 - pyskl - INFO - Epoch [84][3300/3940] lr: 1.020e-02, eta: 1 day, 8:28:18, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.9191, loss: 2.9191 +2025-06-25 12:35:49,787 - pyskl - INFO - Epoch [84][3400/3940] lr: 1.019e-02, eta: 1 day, 8:27:32, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.8244, loss: 2.8244 +2025-06-25 12:36:33,890 - pyskl - INFO - Epoch [84][3500/3940] lr: 1.019e-02, eta: 1 day, 8:26:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 3.0174, loss: 3.0174 +2025-06-25 12:37:17,992 - pyskl - INFO - Epoch [84][3600/3940] lr: 1.018e-02, eta: 1 day, 8:26:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9725, loss_cls: 3.0214, loss: 3.0214 +2025-06-25 12:38:02,170 - pyskl - INFO - Epoch [84][3700/3940] lr: 1.017e-02, eta: 1 day, 8:25:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 2.9380, loss: 2.9380 +2025-06-25 12:38:46,369 - pyskl - INFO - Epoch [84][3800/3940] lr: 1.017e-02, eta: 1 day, 8:24:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 2.9904, loss: 2.9904 +2025-06-25 12:39:30,458 - pyskl - INFO - Epoch [84][3900/3940] lr: 1.016e-02, eta: 1 day, 8:23:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.0099, loss: 3.0099 +2025-06-25 12:39:48,495 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-25 12:43:11,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 12:43:12,042 - pyskl - INFO - +top1_acc 0.8102 +top5_acc 0.9656 +2025-06-25 12:43:12,102 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_83.pth was removed +2025-06-25 12:43:13,171 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2025-06-25 12:43:13,173 - pyskl - INFO - Best top1_acc is 0.8102 at 84 epoch. +2025-06-25 12:43:13,192 - pyskl - INFO - Epoch(val) [84][3183] top1_acc: 0.8102, top5_acc: 0.9656 +2025-06-25 12:44:22,743 - pyskl - INFO - Epoch [85][100/3940] lr: 1.015e-02, eta: 1 day, 8:22:48, time: 0.695, data_time: 0.254, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8811, loss: 2.8811 +2025-06-25 12:45:07,081 - pyskl - INFO - Epoch [85][200/3940] lr: 1.014e-02, eta: 1 day, 8:22:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 2.9168, loss: 2.9168 +2025-06-25 12:45:51,386 - pyskl - INFO - Epoch [85][300/3940] lr: 1.014e-02, eta: 1 day, 8:21:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.9493, loss: 2.9493 +2025-06-25 12:46:35,674 - pyskl - INFO - Epoch [85][400/3940] lr: 1.013e-02, eta: 1 day, 8:20:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.9755, loss: 2.9755 +2025-06-25 12:47:20,095 - pyskl - INFO - Epoch [85][500/3940] lr: 1.013e-02, eta: 1 day, 8:19:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9750, loss_cls: 2.9272, loss: 2.9272 +2025-06-25 12:48:04,484 - pyskl - INFO - Epoch [85][600/3940] lr: 1.012e-02, eta: 1 day, 8:19:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9744, loss_cls: 2.9163, loss: 2.9163 +2025-06-25 12:48:48,821 - pyskl - INFO - Epoch [85][700/3940] lr: 1.011e-02, eta: 1 day, 8:18:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.9450, loss: 2.9450 +2025-06-25 12:49:33,413 - pyskl - INFO - Epoch [85][800/3940] lr: 1.011e-02, eta: 1 day, 8:17:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.9223, loss: 2.9223 +2025-06-25 12:50:17,982 - pyskl - INFO - Epoch [85][900/3940] lr: 1.010e-02, eta: 1 day, 8:16:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 2.9829, loss: 2.9829 +2025-06-25 12:51:02,483 - pyskl - INFO - Epoch [85][1000/3940] lr: 1.009e-02, eta: 1 day, 8:16:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 2.9078, loss: 2.9078 +2025-06-25 12:51:46,875 - pyskl - INFO - Epoch [85][1100/3940] lr: 1.009e-02, eta: 1 day, 8:15:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.9844, loss: 2.9844 +2025-06-25 12:52:31,386 - pyskl - INFO - Epoch [85][1200/3940] lr: 1.008e-02, eta: 1 day, 8:14:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.0516, loss: 3.0516 +2025-06-25 12:53:16,014 - pyskl - INFO - Epoch [85][1300/3940] lr: 1.007e-02, eta: 1 day, 8:13:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.9592, loss: 2.9592 +2025-06-25 12:54:00,565 - pyskl - INFO - Epoch [85][1400/3940] lr: 1.007e-02, eta: 1 day, 8:13:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 2.9180, loss: 2.9180 +2025-06-25 12:54:45,136 - pyskl - INFO - Epoch [85][1500/3940] lr: 1.006e-02, eta: 1 day, 8:12:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 2.9155, loss: 2.9155 +2025-06-25 12:55:30,106 - pyskl - INFO - Epoch [85][1600/3940] lr: 1.005e-02, eta: 1 day, 8:11:31, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 2.9464, loss: 2.9464 +2025-06-25 12:56:14,591 - pyskl - INFO - Epoch [85][1700/3940] lr: 1.005e-02, eta: 1 day, 8:10:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9775, loss_cls: 2.8086, loss: 2.8086 +2025-06-25 12:56:58,995 - pyskl - INFO - Epoch [85][1800/3940] lr: 1.004e-02, eta: 1 day, 8:10:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.8460, loss: 2.8460 +2025-06-25 12:57:43,433 - pyskl - INFO - Epoch [85][1900/3940] lr: 1.003e-02, eta: 1 day, 8:09:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.8652, loss: 2.8652 +2025-06-25 12:58:27,803 - pyskl - INFO - Epoch [85][2000/3940] lr: 1.003e-02, eta: 1 day, 8:08:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 2.8775, loss: 2.8775 +2025-06-25 12:59:12,114 - pyskl - INFO - Epoch [85][2100/3940] lr: 1.002e-02, eta: 1 day, 8:07:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.9284, loss: 2.9284 +2025-06-25 12:59:56,323 - pyskl - INFO - Epoch [85][2200/3940] lr: 1.001e-02, eta: 1 day, 8:07:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9712, loss_cls: 3.0332, loss: 3.0332 +2025-06-25 13:00:40,691 - pyskl - INFO - Epoch [85][2300/3940] lr: 1.001e-02, eta: 1 day, 8:06:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 2.9337, loss: 2.9337 +2025-06-25 13:01:24,893 - pyskl - INFO - Epoch [85][2400/3940] lr: 1.000e-02, eta: 1 day, 8:05:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 3.0210, loss: 3.0210 +2025-06-25 13:02:09,250 - pyskl - INFO - Epoch [85][2500/3940] lr: 9.995e-03, eta: 1 day, 8:04:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8907, loss: 2.8907 +2025-06-25 13:02:53,598 - pyskl - INFO - Epoch [85][2600/3940] lr: 9.988e-03, eta: 1 day, 8:03:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9694, loss_cls: 3.0074, loss: 3.0074 +2025-06-25 13:03:37,914 - pyskl - INFO - Epoch [85][2700/3940] lr: 9.982e-03, eta: 1 day, 8:03:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9738, loss_cls: 2.9769, loss: 2.9769 +2025-06-25 13:04:22,262 - pyskl - INFO - Epoch [85][2800/3940] lr: 9.975e-03, eta: 1 day, 8:02:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.9125, loss: 2.9125 +2025-06-25 13:05:06,543 - pyskl - INFO - Epoch [85][2900/3940] lr: 9.969e-03, eta: 1 day, 8:01:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9656, loss_cls: 2.9626, loss: 2.9626 +2025-06-25 13:05:50,824 - pyskl - INFO - Epoch [85][3000/3940] lr: 9.962e-03, eta: 1 day, 8:00:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9731, loss_cls: 2.9196, loss: 2.9196 +2025-06-25 13:06:35,177 - pyskl - INFO - Epoch [85][3100/3940] lr: 9.956e-03, eta: 1 day, 8:00:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9656, loss_cls: 3.0130, loss: 3.0130 +2025-06-25 13:07:19,468 - pyskl - INFO - Epoch [85][3200/3940] lr: 9.949e-03, eta: 1 day, 7:59:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 2.8611, loss: 2.8611 +2025-06-25 13:08:03,935 - pyskl - INFO - Epoch [85][3300/3940] lr: 9.943e-03, eta: 1 day, 7:58:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 2.8361, loss: 2.8361 +2025-06-25 13:08:48,321 - pyskl - INFO - Epoch [85][3400/3940] lr: 9.936e-03, eta: 1 day, 7:57:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 2.8705, loss: 2.8705 +2025-06-25 13:09:32,846 - pyskl - INFO - Epoch [85][3500/3940] lr: 9.930e-03, eta: 1 day, 7:57:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9712, loss_cls: 2.9884, loss: 2.9884 +2025-06-25 13:10:17,232 - pyskl - INFO - Epoch [85][3600/3940] lr: 9.923e-03, eta: 1 day, 7:56:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 3.0160, loss: 3.0160 +2025-06-25 13:11:01,609 - pyskl - INFO - Epoch [85][3700/3940] lr: 9.917e-03, eta: 1 day, 7:55:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.8855, loss: 2.8855 +2025-06-25 13:11:45,917 - pyskl - INFO - Epoch [85][3800/3940] lr: 9.910e-03, eta: 1 day, 7:54:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 3.0247, loss: 3.0247 +2025-06-25 13:12:30,311 - pyskl - INFO - Epoch [85][3900/3940] lr: 9.904e-03, eta: 1 day, 7:54:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 2.9442, loss: 2.9442 +2025-06-25 13:12:48,387 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-25 13:30:36,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 13:30:37,294 - pyskl - INFO - +top1_acc 0.7846 +top5_acc 0.9567 +2025-06-25 13:30:37,315 - pyskl - INFO - Epoch(val) [85][3183] top1_acc: 0.7846, top5_acc: 0.9567 +2025-06-25 13:31:46,975 - pyskl - INFO - Epoch [86][100/3940] lr: 9.895e-03, eta: 1 day, 7:53:14, time: 0.697, data_time: 0.255, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8434, loss: 2.8434 +2025-06-25 13:32:31,176 - pyskl - INFO - Epoch [86][200/3940] lr: 9.888e-03, eta: 1 day, 7:52:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 2.8699, loss: 2.8699 +2025-06-25 13:33:15,454 - pyskl - INFO - Epoch [86][300/3940] lr: 9.882e-03, eta: 1 day, 7:51:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.9181, loss: 2.9181 +2025-06-25 13:33:59,694 - pyskl - INFO - Epoch [86][400/3940] lr: 9.875e-03, eta: 1 day, 7:50:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.8834, loss: 2.8834 +2025-06-25 13:34:43,898 - pyskl - INFO - Epoch [86][500/3940] lr: 9.869e-03, eta: 1 day, 7:50:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8925, loss: 2.8925 +2025-06-25 13:35:28,104 - pyskl - INFO - Epoch [86][600/3940] lr: 9.862e-03, eta: 1 day, 7:49:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 3.0138, loss: 3.0138 +2025-06-25 13:36:12,467 - pyskl - INFO - Epoch [86][700/3940] lr: 9.856e-03, eta: 1 day, 7:48:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9248, loss: 2.9248 +2025-06-25 13:36:56,869 - pyskl - INFO - Epoch [86][800/3940] lr: 9.849e-03, eta: 1 day, 7:47:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 2.9981, loss: 2.9981 +2025-06-25 13:37:41,438 - pyskl - INFO - Epoch [86][900/3940] lr: 9.843e-03, eta: 1 day, 7:47:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9744, loss_cls: 2.9388, loss: 2.9388 +2025-06-25 13:38:25,775 - pyskl - INFO - Epoch [86][1000/3940] lr: 9.836e-03, eta: 1 day, 7:46:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.9131, loss: 2.9131 +2025-06-25 13:39:10,053 - pyskl - INFO - Epoch [86][1100/3940] lr: 9.830e-03, eta: 1 day, 7:45:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.8684, loss: 2.8684 +2025-06-25 13:39:54,182 - pyskl - INFO - Epoch [86][1200/3940] lr: 9.823e-03, eta: 1 day, 7:44:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9750, loss_cls: 2.7614, loss: 2.7614 +2025-06-25 13:40:38,371 - pyskl - INFO - Epoch [86][1300/3940] lr: 9.817e-03, eta: 1 day, 7:44:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.8318, loss: 2.8318 +2025-06-25 13:41:22,566 - pyskl - INFO - Epoch [86][1400/3940] lr: 9.810e-03, eta: 1 day, 7:43:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.8541, loss: 2.8541 +2025-06-25 13:42:06,800 - pyskl - INFO - Epoch [86][1500/3940] lr: 9.804e-03, eta: 1 day, 7:42:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.9060, loss: 2.9060 +2025-06-25 13:42:51,047 - pyskl - INFO - Epoch [86][1600/3940] lr: 9.797e-03, eta: 1 day, 7:41:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.8523, loss: 2.8523 +2025-06-25 13:43:35,296 - pyskl - INFO - Epoch [86][1700/3940] lr: 9.791e-03, eta: 1 day, 7:41:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 2.9993, loss: 2.9993 +2025-06-25 13:44:19,546 - pyskl - INFO - Epoch [86][1800/3940] lr: 9.784e-03, eta: 1 day, 7:40:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.9055, loss: 2.9055 +2025-06-25 13:45:03,813 - pyskl - INFO - Epoch [86][1900/3940] lr: 9.778e-03, eta: 1 day, 7:39:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.8954, loss: 2.8954 +2025-06-25 13:45:48,175 - pyskl - INFO - Epoch [86][2000/3940] lr: 9.771e-03, eta: 1 day, 7:38:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.8748, loss: 2.8748 +2025-06-25 13:46:32,402 - pyskl - INFO - Epoch [86][2100/3940] lr: 9.765e-03, eta: 1 day, 7:38:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.9507, loss: 2.9507 +2025-06-25 13:47:16,749 - pyskl - INFO - Epoch [86][2200/3940] lr: 9.758e-03, eta: 1 day, 7:37:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9688, loss_cls: 2.9615, loss: 2.9615 +2025-06-25 13:48:00,979 - pyskl - INFO - Epoch [86][2300/3940] lr: 9.752e-03, eta: 1 day, 7:36:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.8262, loss: 2.8262 +2025-06-25 13:48:45,197 - pyskl - INFO - Epoch [86][2400/3940] lr: 9.745e-03, eta: 1 day, 7:35:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 2.8896, loss: 2.8896 +2025-06-25 13:49:29,543 - pyskl - INFO - Epoch [86][2500/3940] lr: 9.739e-03, eta: 1 day, 7:35:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 3.0763, loss: 3.0763 +2025-06-25 13:50:13,875 - pyskl - INFO - Epoch [86][2600/3940] lr: 9.732e-03, eta: 1 day, 7:34:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9700, loss_cls: 2.9377, loss: 2.9377 +2025-06-25 13:50:58,384 - pyskl - INFO - Epoch [86][2700/3940] lr: 9.726e-03, eta: 1 day, 7:33:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9725, loss_cls: 2.9269, loss: 2.9269 +2025-06-25 13:51:42,765 - pyskl - INFO - Epoch [86][2800/3940] lr: 9.719e-03, eta: 1 day, 7:32:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 2.9477, loss: 2.9477 +2025-06-25 13:52:27,273 - pyskl - INFO - Epoch [86][2900/3940] lr: 9.713e-03, eta: 1 day, 7:32:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 3.0499, loss: 3.0499 +2025-06-25 13:53:11,739 - pyskl - INFO - Epoch [86][3000/3940] lr: 9.707e-03, eta: 1 day, 7:31:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 2.9473, loss: 2.9473 +2025-06-25 13:53:56,068 - pyskl - INFO - Epoch [86][3100/3940] lr: 9.700e-03, eta: 1 day, 7:30:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 2.9910, loss: 2.9910 +2025-06-25 13:54:40,519 - pyskl - INFO - Epoch [86][3200/3940] lr: 9.694e-03, eta: 1 day, 7:29:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9681, loss_cls: 2.9802, loss: 2.9802 +2025-06-25 13:55:24,838 - pyskl - INFO - Epoch [86][3300/3940] lr: 9.687e-03, eta: 1 day, 7:29:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 2.9338, loss: 2.9338 +2025-06-25 13:56:09,202 - pyskl - INFO - Epoch [86][3400/3940] lr: 9.681e-03, eta: 1 day, 7:28:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.8944, loss: 2.8944 +2025-06-25 13:56:53,686 - pyskl - INFO - Epoch [86][3500/3940] lr: 9.674e-03, eta: 1 day, 7:27:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 3.0330, loss: 3.0330 +2025-06-25 13:57:38,026 - pyskl - INFO - Epoch [86][3600/3940] lr: 9.668e-03, eta: 1 day, 7:26:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 2.8935, loss: 2.8935 +2025-06-25 13:58:22,368 - pyskl - INFO - Epoch [86][3700/3940] lr: 9.661e-03, eta: 1 day, 7:26:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8083, loss: 2.8083 +2025-06-25 13:59:06,701 - pyskl - INFO - Epoch [86][3800/3940] lr: 9.655e-03, eta: 1 day, 7:25:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 2.9305, loss: 2.9305 +2025-06-25 13:59:51,009 - pyskl - INFO - Epoch [86][3900/3940] lr: 9.648e-03, eta: 1 day, 7:24:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.9831, loss: 2.9831 +2025-06-25 14:00:09,099 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-25 14:03:31,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:03:32,377 - pyskl - INFO - +top1_acc 0.6727 +top5_acc 0.8966 +2025-06-25 14:03:32,398 - pyskl - INFO - Epoch(val) [86][3183] top1_acc: 0.6727, top5_acc: 0.8966 +2025-06-25 14:04:42,203 - pyskl - INFO - Epoch [87][100/3940] lr: 9.639e-03, eta: 1 day, 7:23:37, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9227, loss: 2.9227 +2025-06-25 14:05:26,513 - pyskl - INFO - Epoch [87][200/3940] lr: 9.633e-03, eta: 1 day, 7:22:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 2.8232, loss: 2.8232 +2025-06-25 14:06:11,090 - pyskl - INFO - Epoch [87][300/3940] lr: 9.626e-03, eta: 1 day, 7:22:07, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9725, loss_cls: 2.9248, loss: 2.9248 +2025-06-25 14:06:55,441 - pyskl - INFO - Epoch [87][400/3940] lr: 9.620e-03, eta: 1 day, 7:21:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8412, loss: 2.8412 +2025-06-25 14:07:39,745 - pyskl - INFO - Epoch [87][500/3940] lr: 9.613e-03, eta: 1 day, 7:20:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9744, loss_cls: 2.7898, loss: 2.7898 +2025-06-25 14:08:24,194 - pyskl - INFO - Epoch [87][600/3940] lr: 9.607e-03, eta: 1 day, 7:19:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.0117, loss: 3.0117 +2025-06-25 14:09:08,608 - pyskl - INFO - Epoch [87][700/3940] lr: 9.600e-03, eta: 1 day, 7:19:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.9509, loss: 2.9509 +2025-06-25 14:09:52,968 - pyskl - INFO - Epoch [87][800/3940] lr: 9.594e-03, eta: 1 day, 7:18:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.8801, loss: 2.8801 +2025-06-25 14:10:37,382 - pyskl - INFO - Epoch [87][900/3940] lr: 9.587e-03, eta: 1 day, 7:17:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9688, loss_cls: 2.9348, loss: 2.9348 +2025-06-25 14:11:21,948 - pyskl - INFO - Epoch [87][1000/3940] lr: 9.581e-03, eta: 1 day, 7:16:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8647, loss: 2.8647 +2025-06-25 14:12:06,323 - pyskl - INFO - Epoch [87][1100/3940] lr: 9.575e-03, eta: 1 day, 7:16:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.9365, loss: 2.9365 +2025-06-25 14:12:50,736 - pyskl - INFO - Epoch [87][1200/3940] lr: 9.568e-03, eta: 1 day, 7:15:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9744, loss_cls: 2.8431, loss: 2.8431 +2025-06-25 14:13:35,114 - pyskl - INFO - Epoch [87][1300/3940] lr: 9.562e-03, eta: 1 day, 7:14:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.7589, loss: 2.7589 +2025-06-25 14:14:19,456 - pyskl - INFO - Epoch [87][1400/3940] lr: 9.555e-03, eta: 1 day, 7:13:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.8444, loss: 2.8444 +2025-06-25 14:15:03,850 - pyskl - INFO - Epoch [87][1500/3940] lr: 9.549e-03, eta: 1 day, 7:13:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9725, loss_cls: 2.8721, loss: 2.8721 +2025-06-25 14:15:48,198 - pyskl - INFO - Epoch [87][1600/3940] lr: 9.542e-03, eta: 1 day, 7:12:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.9090, loss: 2.9090 +2025-06-25 14:16:32,498 - pyskl - INFO - Epoch [87][1700/3940] lr: 9.536e-03, eta: 1 day, 7:11:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8601, loss: 2.8601 +2025-06-25 14:17:16,806 - pyskl - INFO - Epoch [87][1800/3940] lr: 9.529e-03, eta: 1 day, 7:10:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 2.7639, loss: 2.7639 +2025-06-25 14:18:01,099 - pyskl - INFO - Epoch [87][1900/3940] lr: 9.523e-03, eta: 1 day, 7:10:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 2.9568, loss: 2.9568 +2025-06-25 14:18:45,363 - pyskl - INFO - Epoch [87][2000/3940] lr: 9.516e-03, eta: 1 day, 7:09:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.9577, loss: 2.9577 +2025-06-25 14:19:29,664 - pyskl - INFO - Epoch [87][2100/3940] lr: 9.510e-03, eta: 1 day, 7:08:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.9321, loss: 2.9321 +2025-06-25 14:20:13,958 - pyskl - INFO - Epoch [87][2200/3940] lr: 9.504e-03, eta: 1 day, 7:07:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9725, loss_cls: 2.9196, loss: 2.9196 +2025-06-25 14:20:58,277 - pyskl - INFO - Epoch [87][2300/3940] lr: 9.497e-03, eta: 1 day, 7:07:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.8252, loss: 2.8252 +2025-06-25 14:21:42,710 - pyskl - INFO - Epoch [87][2400/3940] lr: 9.491e-03, eta: 1 day, 7:06:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.9609, loss: 2.9609 +2025-06-25 14:22:27,104 - pyskl - INFO - Epoch [87][2500/3940] lr: 9.484e-03, eta: 1 day, 7:05:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.0803, loss: 3.0803 +2025-06-25 14:23:11,542 - pyskl - INFO - Epoch [87][2600/3940] lr: 9.478e-03, eta: 1 day, 7:04:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 2.8692, loss: 2.8692 +2025-06-25 14:23:55,905 - pyskl - INFO - Epoch [87][2700/3940] lr: 9.471e-03, eta: 1 day, 7:04:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 2.8603, loss: 2.8603 +2025-06-25 14:24:40,340 - pyskl - INFO - Epoch [87][2800/3940] lr: 9.465e-03, eta: 1 day, 7:03:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.8974, loss: 2.8974 +2025-06-25 14:25:24,668 - pyskl - INFO - Epoch [87][2900/3940] lr: 9.458e-03, eta: 1 day, 7:02:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.8899, loss: 2.8899 +2025-06-25 14:26:08,907 - pyskl - INFO - Epoch [87][3000/3940] lr: 9.452e-03, eta: 1 day, 7:01:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8281, loss: 2.8281 +2025-06-25 14:26:53,122 - pyskl - INFO - Epoch [87][3100/3940] lr: 9.446e-03, eta: 1 day, 7:01:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 2.9396, loss: 2.9396 +2025-06-25 14:27:37,377 - pyskl - INFO - Epoch [87][3200/3940] lr: 9.439e-03, eta: 1 day, 7:00:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 3.0123, loss: 3.0123 +2025-06-25 14:28:21,552 - pyskl - INFO - Epoch [87][3300/3940] lr: 9.433e-03, eta: 1 day, 6:59:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 2.9587, loss: 2.9587 +2025-06-25 14:29:05,869 - pyskl - INFO - Epoch [87][3400/3940] lr: 9.426e-03, eta: 1 day, 6:58:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 2.8508, loss: 2.8508 +2025-06-25 14:29:50,121 - pyskl - INFO - Epoch [87][3500/3940] lr: 9.420e-03, eta: 1 day, 6:58:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 2.8586, loss: 2.8586 +2025-06-25 14:30:34,373 - pyskl - INFO - Epoch [87][3600/3940] lr: 9.413e-03, eta: 1 day, 6:57:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.8103, loss: 2.8103 +2025-06-25 14:31:18,688 - pyskl - INFO - Epoch [87][3700/3940] lr: 9.407e-03, eta: 1 day, 6:56:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9769, loss_cls: 2.8269, loss: 2.8269 +2025-06-25 14:32:02,977 - pyskl - INFO - Epoch [87][3800/3940] lr: 9.400e-03, eta: 1 day, 6:55:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.9307, loss: 2.9307 +2025-06-25 14:32:47,266 - pyskl - INFO - Epoch [87][3900/3940] lr: 9.394e-03, eta: 1 day, 6:55:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8385, loss: 2.8385 +2025-06-25 14:33:05,381 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-25 14:36:28,995 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 14:36:29,469 - pyskl - INFO - +top1_acc 0.7862 +top5_acc 0.9589 +2025-06-25 14:36:29,488 - pyskl - INFO - Epoch(val) [87][3183] top1_acc: 0.7862, top5_acc: 0.9589 +2025-06-25 14:37:39,731 - pyskl - INFO - Epoch [88][100/3940] lr: 9.385e-03, eta: 1 day, 6:54:02, time: 0.702, data_time: 0.257, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.9059, loss: 2.9059 +2025-06-25 14:38:24,019 - pyskl - INFO - Epoch [88][200/3940] lr: 9.379e-03, eta: 1 day, 6:53:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.8070, loss: 2.8070 +2025-06-25 14:39:08,627 - pyskl - INFO - Epoch [88][300/3940] lr: 9.372e-03, eta: 1 day, 6:52:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.8720, loss: 2.8720 +2025-06-25 14:39:53,215 - pyskl - INFO - Epoch [88][400/3940] lr: 9.366e-03, eta: 1 day, 6:51:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 2.8244, loss: 2.8244 +2025-06-25 14:40:37,915 - pyskl - INFO - Epoch [88][500/3940] lr: 9.359e-03, eta: 1 day, 6:51:02, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 2.7574, loss: 2.7574 +2025-06-25 14:41:22,480 - pyskl - INFO - Epoch [88][600/3940] lr: 9.353e-03, eta: 1 day, 6:50:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9744, loss_cls: 2.8940, loss: 2.8940 +2025-06-25 14:42:06,991 - pyskl - INFO - Epoch [88][700/3940] lr: 9.346e-03, eta: 1 day, 6:49:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.7793, loss: 2.7793 +2025-06-25 14:42:51,262 - pyskl - INFO - Epoch [88][800/3940] lr: 9.340e-03, eta: 1 day, 6:48:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.8145, loss: 2.8145 +2025-06-25 14:43:35,640 - pyskl - INFO - Epoch [88][900/3940] lr: 9.334e-03, eta: 1 day, 6:48:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.8184, loss: 2.8184 +2025-06-25 14:44:19,991 - pyskl - INFO - Epoch [88][1000/3940] lr: 9.327e-03, eta: 1 day, 6:47:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.8523, loss: 2.8523 +2025-06-25 14:45:04,364 - pyskl - INFO - Epoch [88][1100/3940] lr: 9.321e-03, eta: 1 day, 6:46:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.6676, loss: 2.6676 +2025-06-25 14:45:48,742 - pyskl - INFO - Epoch [88][1200/3940] lr: 9.314e-03, eta: 1 day, 6:45:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9762, loss_cls: 2.7444, loss: 2.7444 +2025-06-25 14:46:33,116 - pyskl - INFO - Epoch [88][1300/3940] lr: 9.308e-03, eta: 1 day, 6:45:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.8838, loss: 2.8838 +2025-06-25 14:47:17,443 - pyskl - INFO - Epoch [88][1400/3940] lr: 9.301e-03, eta: 1 day, 6:44:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.8643, loss: 2.8643 +2025-06-25 14:48:01,728 - pyskl - INFO - Epoch [88][1500/3940] lr: 9.295e-03, eta: 1 day, 6:43:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9788, loss_cls: 2.7818, loss: 2.7818 +2025-06-25 14:48:46,026 - pyskl - INFO - Epoch [88][1600/3940] lr: 9.289e-03, eta: 1 day, 6:42:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9700, loss_cls: 2.9754, loss: 2.9754 +2025-06-25 14:49:30,423 - pyskl - INFO - Epoch [88][1700/3940] lr: 9.282e-03, eta: 1 day, 6:42:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7904, loss: 2.7904 +2025-06-25 14:50:14,693 - pyskl - INFO - Epoch [88][1800/3940] lr: 9.276e-03, eta: 1 day, 6:41:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 2.8670, loss: 2.8670 +2025-06-25 14:50:59,005 - pyskl - INFO - Epoch [88][1900/3940] lr: 9.269e-03, eta: 1 day, 6:40:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9712, loss_cls: 2.9161, loss: 2.9161 +2025-06-25 14:51:43,328 - pyskl - INFO - Epoch [88][2000/3940] lr: 9.263e-03, eta: 1 day, 6:39:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 2.8655, loss: 2.8655 +2025-06-25 14:52:27,706 - pyskl - INFO - Epoch [88][2100/3940] lr: 9.256e-03, eta: 1 day, 6:38:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.7689, loss: 2.7689 +2025-06-25 14:53:12,082 - pyskl - INFO - Epoch [88][2200/3940] lr: 9.250e-03, eta: 1 day, 6:38:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.9788, loss: 2.9788 +2025-06-25 14:53:56,503 - pyskl - INFO - Epoch [88][2300/3940] lr: 9.244e-03, eta: 1 day, 6:37:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8970, loss: 2.8970 +2025-06-25 14:54:40,955 - pyskl - INFO - Epoch [88][2400/3940] lr: 9.237e-03, eta: 1 day, 6:36:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8339, loss: 2.8339 +2025-06-25 14:55:25,384 - pyskl - INFO - Epoch [88][2500/3940] lr: 9.231e-03, eta: 1 day, 6:35:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8201, loss: 2.8201 +2025-06-25 14:56:09,836 - pyskl - INFO - Epoch [88][2600/3940] lr: 9.224e-03, eta: 1 day, 6:35:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.8968, loss: 2.8968 +2025-06-25 14:56:54,440 - pyskl - INFO - Epoch [88][2700/3940] lr: 9.218e-03, eta: 1 day, 6:34:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9700, loss_cls: 3.0845, loss: 3.0845 +2025-06-25 14:57:38,937 - pyskl - INFO - Epoch [88][2800/3940] lr: 9.212e-03, eta: 1 day, 6:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 2.9518, loss: 2.9518 +2025-06-25 14:58:23,373 - pyskl - INFO - Epoch [88][2900/3940] lr: 9.205e-03, eta: 1 day, 6:32:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9719, loss_cls: 2.9369, loss: 2.9369 +2025-06-25 14:59:07,728 - pyskl - INFO - Epoch [88][3000/3940] lr: 9.199e-03, eta: 1 day, 6:32:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 3.0082, loss: 3.0082 +2025-06-25 14:59:52,141 - pyskl - INFO - Epoch [88][3100/3940] lr: 9.192e-03, eta: 1 day, 6:31:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 2.9023, loss: 2.9023 +2025-06-25 15:00:36,764 - pyskl - INFO - Epoch [88][3200/3940] lr: 9.186e-03, eta: 1 day, 6:30:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.8587, loss: 2.8587 +2025-06-25 15:01:21,137 - pyskl - INFO - Epoch [88][3300/3940] lr: 9.180e-03, eta: 1 day, 6:29:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.9531, loss: 2.9531 +2025-06-25 15:02:05,520 - pyskl - INFO - Epoch [88][3400/3940] lr: 9.173e-03, eta: 1 day, 6:29:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.8075, loss: 2.8075 +2025-06-25 15:02:49,870 - pyskl - INFO - Epoch [88][3500/3940] lr: 9.167e-03, eta: 1 day, 6:28:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9700, loss_cls: 2.9091, loss: 2.9091 +2025-06-25 15:03:34,138 - pyskl - INFO - Epoch [88][3600/3940] lr: 9.160e-03, eta: 1 day, 6:27:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.8175, loss: 2.8175 +2025-06-25 15:04:18,373 - pyskl - INFO - Epoch [88][3700/3940] lr: 9.154e-03, eta: 1 day, 6:26:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.8013, loss: 2.8013 +2025-06-25 15:05:02,667 - pyskl - INFO - Epoch [88][3800/3940] lr: 9.148e-03, eta: 1 day, 6:26:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9490, loss: 2.9490 +2025-06-25 15:05:46,937 - pyskl - INFO - Epoch [88][3900/3940] lr: 9.141e-03, eta: 1 day, 6:25:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.7205, loss: 2.7205 +2025-06-25 15:06:05,070 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-25 15:09:29,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:09:30,411 - pyskl - INFO - +top1_acc 0.7928 +top5_acc 0.9642 +2025-06-25 15:09:30,430 - pyskl - INFO - Epoch(val) [88][3183] top1_acc: 0.7928, top5_acc: 0.9642 +2025-06-25 15:10:40,640 - pyskl - INFO - Epoch [89][100/3940] lr: 9.132e-03, eta: 1 day, 6:24:30, time: 0.702, data_time: 0.258, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.7308, loss: 2.7308 +2025-06-25 15:11:24,958 - pyskl - INFO - Epoch [89][200/3940] lr: 9.126e-03, eta: 1 day, 6:23:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.8068, loss: 2.8068 +2025-06-25 15:12:09,631 - pyskl - INFO - Epoch [89][300/3940] lr: 9.119e-03, eta: 1 day, 6:22:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 2.8944, loss: 2.8944 +2025-06-25 15:12:54,097 - pyskl - INFO - Epoch [89][400/3940] lr: 9.113e-03, eta: 1 day, 6:22:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.7648, loss: 2.7648 +2025-06-25 15:13:38,562 - pyskl - INFO - Epoch [89][500/3940] lr: 9.107e-03, eta: 1 day, 6:21:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.8223, loss: 2.8223 +2025-06-25 15:14:23,072 - pyskl - INFO - Epoch [89][600/3940] lr: 9.100e-03, eta: 1 day, 6:20:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7024, loss: 2.7024 +2025-06-25 15:15:07,499 - pyskl - INFO - Epoch [89][700/3940] lr: 9.094e-03, eta: 1 day, 6:19:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.8437, loss: 2.8437 +2025-06-25 15:15:51,962 - pyskl - INFO - Epoch [89][800/3940] lr: 9.087e-03, eta: 1 day, 6:19:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.7647, loss: 2.7647 +2025-06-25 15:16:36,481 - pyskl - INFO - Epoch [89][900/3940] lr: 9.081e-03, eta: 1 day, 6:18:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.8097, loss: 2.8097 +2025-06-25 15:17:21,110 - pyskl - INFO - Epoch [89][1000/3940] lr: 9.075e-03, eta: 1 day, 6:17:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 2.8215, loss: 2.8215 +2025-06-25 15:18:05,854 - pyskl - INFO - Epoch [89][1100/3940] lr: 9.068e-03, eta: 1 day, 6:16:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 2.9370, loss: 2.9370 +2025-06-25 15:18:50,536 - pyskl - INFO - Epoch [89][1200/3940] lr: 9.062e-03, eta: 1 day, 6:16:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9794, loss_cls: 2.7271, loss: 2.7271 +2025-06-25 15:19:35,089 - pyskl - INFO - Epoch [89][1300/3940] lr: 9.055e-03, eta: 1 day, 6:15:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.8002, loss: 2.8002 +2025-06-25 15:20:19,604 - pyskl - INFO - Epoch [89][1400/3940] lr: 9.049e-03, eta: 1 day, 6:14:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 2.7610, loss: 2.7610 +2025-06-25 15:21:04,193 - pyskl - INFO - Epoch [89][1500/3940] lr: 9.043e-03, eta: 1 day, 6:13:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.8401, loss: 2.8401 +2025-06-25 15:21:48,599 - pyskl - INFO - Epoch [89][1600/3940] lr: 9.036e-03, eta: 1 day, 6:13:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.8327, loss: 2.8327 +2025-06-25 15:22:33,067 - pyskl - INFO - Epoch [89][1700/3940] lr: 9.030e-03, eta: 1 day, 6:12:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.8409, loss: 2.8409 +2025-06-25 15:23:17,475 - pyskl - INFO - Epoch [89][1800/3940] lr: 9.024e-03, eta: 1 day, 6:11:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.8961, loss: 2.8961 +2025-06-25 15:24:01,891 - pyskl - INFO - Epoch [89][1900/3940] lr: 9.017e-03, eta: 1 day, 6:10:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 2.9313, loss: 2.9313 +2025-06-25 15:24:46,146 - pyskl - INFO - Epoch [89][2000/3940] lr: 9.011e-03, eta: 1 day, 6:10:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.9049, loss: 2.9049 +2025-06-25 15:25:30,355 - pyskl - INFO - Epoch [89][2100/3940] lr: 9.004e-03, eta: 1 day, 6:09:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 2.9188, loss: 2.9188 +2025-06-25 15:26:14,600 - pyskl - INFO - Epoch [89][2200/3940] lr: 8.998e-03, eta: 1 day, 6:08:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.7563, loss: 2.7563 +2025-06-25 15:26:58,814 - pyskl - INFO - Epoch [89][2300/3940] lr: 8.992e-03, eta: 1 day, 6:07:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 2.8414, loss: 2.8414 +2025-06-25 15:27:43,062 - pyskl - INFO - Epoch [89][2400/3940] lr: 8.985e-03, eta: 1 day, 6:07:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8521, loss: 2.8521 +2025-06-25 15:28:27,309 - pyskl - INFO - Epoch [89][2500/3940] lr: 8.979e-03, eta: 1 day, 6:06:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 2.8094, loss: 2.8094 +2025-06-25 15:29:11,570 - pyskl - INFO - Epoch [89][2600/3940] lr: 8.972e-03, eta: 1 day, 6:05:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.9185, loss: 2.9185 +2025-06-25 15:29:55,786 - pyskl - INFO - Epoch [89][2700/3940] lr: 8.966e-03, eta: 1 day, 6:04:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 2.9003, loss: 2.9003 +2025-06-25 15:30:40,067 - pyskl - INFO - Epoch [89][2800/3940] lr: 8.960e-03, eta: 1 day, 6:04:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9719, loss_cls: 2.8891, loss: 2.8891 +2025-06-25 15:31:24,338 - pyskl - INFO - Epoch [89][2900/3940] lr: 8.953e-03, eta: 1 day, 6:03:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.9067, loss: 2.9067 +2025-06-25 15:32:08,546 - pyskl - INFO - Epoch [89][3000/3940] lr: 8.947e-03, eta: 1 day, 6:02:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.8498, loss: 2.8498 +2025-06-25 15:32:52,945 - pyskl - INFO - Epoch [89][3100/3940] lr: 8.941e-03, eta: 1 day, 6:01:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 2.8537, loss: 2.8537 +2025-06-25 15:33:37,365 - pyskl - INFO - Epoch [89][3200/3940] lr: 8.934e-03, eta: 1 day, 6:01:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9762, loss_cls: 2.7903, loss: 2.7903 +2025-06-25 15:34:21,660 - pyskl - INFO - Epoch [89][3300/3940] lr: 8.928e-03, eta: 1 day, 6:00:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9712, loss_cls: 2.8649, loss: 2.8649 +2025-06-25 15:35:05,985 - pyskl - INFO - Epoch [89][3400/3940] lr: 8.922e-03, eta: 1 day, 5:59:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9744, loss_cls: 2.8778, loss: 2.8778 +2025-06-25 15:35:50,262 - pyskl - INFO - Epoch [89][3500/3940] lr: 8.915e-03, eta: 1 day, 5:58:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.9131, loss: 2.9131 +2025-06-25 15:36:34,700 - pyskl - INFO - Epoch [89][3600/3940] lr: 8.909e-03, eta: 1 day, 5:58:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 2.8023, loss: 2.8023 +2025-06-25 15:37:19,048 - pyskl - INFO - Epoch [89][3700/3940] lr: 8.902e-03, eta: 1 day, 5:57:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 2.8991, loss: 2.8991 +2025-06-25 15:38:03,398 - pyskl - INFO - Epoch [89][3800/3940] lr: 8.896e-03, eta: 1 day, 5:56:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.8336, loss: 2.8336 +2025-06-25 15:38:47,707 - pyskl - INFO - Epoch [89][3900/3940] lr: 8.890e-03, eta: 1 day, 5:55:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 2.8577, loss: 2.8577 +2025-06-25 15:39:05,786 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-25 15:42:29,843 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 15:42:30,312 - pyskl - INFO - +top1_acc 0.7872 +top5_acc 0.9594 +2025-06-25 15:42:30,332 - pyskl - INFO - Epoch(val) [89][3183] top1_acc: 0.7872, top5_acc: 0.9594 +2025-06-25 15:43:40,201 - pyskl - INFO - Epoch [90][100/3940] lr: 8.881e-03, eta: 1 day, 5:54:57, time: 0.699, data_time: 0.256, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 2.8031, loss: 2.8031 +2025-06-25 15:44:24,503 - pyskl - INFO - Epoch [90][200/3940] lr: 8.874e-03, eta: 1 day, 5:54:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.8678, loss: 2.8678 +2025-06-25 15:45:08,923 - pyskl - INFO - Epoch [90][300/3940] lr: 8.868e-03, eta: 1 day, 5:53:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8220, loss: 2.8220 +2025-06-25 15:45:53,327 - pyskl - INFO - Epoch [90][400/3940] lr: 8.862e-03, eta: 1 day, 5:52:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.7342, loss: 2.7342 +2025-06-25 15:46:37,720 - pyskl - INFO - Epoch [90][500/3940] lr: 8.855e-03, eta: 1 day, 5:51:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.5784, loss: 2.5784 +2025-06-25 15:47:21,999 - pyskl - INFO - Epoch [90][600/3940] lr: 8.849e-03, eta: 1 day, 5:51:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.8612, loss: 2.8612 +2025-06-25 15:48:06,281 - pyskl - INFO - Epoch [90][700/3940] lr: 8.843e-03, eta: 1 day, 5:50:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.8171, loss: 2.8171 +2025-06-25 15:48:50,552 - pyskl - INFO - Epoch [90][800/3940] lr: 8.836e-03, eta: 1 day, 5:49:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.8172, loss: 2.8172 +2025-06-25 15:49:34,845 - pyskl - INFO - Epoch [90][900/3940] lr: 8.830e-03, eta: 1 day, 5:48:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.8083, loss: 2.8083 +2025-06-25 15:50:19,136 - pyskl - INFO - Epoch [90][1000/3940] lr: 8.824e-03, eta: 1 day, 5:48:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.8578, loss: 2.8578 +2025-06-25 15:51:03,411 - pyskl - INFO - Epoch [90][1100/3940] lr: 8.817e-03, eta: 1 day, 5:47:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9744, loss_cls: 2.8402, loss: 2.8402 +2025-06-25 15:51:47,590 - pyskl - INFO - Epoch [90][1200/3940] lr: 8.811e-03, eta: 1 day, 5:46:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 2.8281, loss: 2.8281 +2025-06-25 15:52:31,825 - pyskl - INFO - Epoch [90][1300/3940] lr: 8.805e-03, eta: 1 day, 5:45:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.8338, loss: 2.8338 +2025-06-25 15:53:16,109 - pyskl - INFO - Epoch [90][1400/3940] lr: 8.798e-03, eta: 1 day, 5:45:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.8150, loss: 2.8150 +2025-06-25 15:54:00,368 - pyskl - INFO - Epoch [90][1500/3940] lr: 8.792e-03, eta: 1 day, 5:44:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7953, loss: 2.7953 +2025-06-25 15:54:44,595 - pyskl - INFO - Epoch [90][1600/3940] lr: 8.786e-03, eta: 1 day, 5:43:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8856, loss: 2.8856 +2025-06-25 15:55:28,847 - pyskl - INFO - Epoch [90][1700/3940] lr: 8.779e-03, eta: 1 day, 5:42:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.7514, loss: 2.7514 +2025-06-25 15:56:13,090 - pyskl - INFO - Epoch [90][1800/3940] lr: 8.773e-03, eta: 1 day, 5:42:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9750, loss_cls: 2.8714, loss: 2.8714 +2025-06-25 15:56:57,304 - pyskl - INFO - Epoch [90][1900/3940] lr: 8.766e-03, eta: 1 day, 5:41:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.8978, loss: 2.8978 +2025-06-25 15:57:41,616 - pyskl - INFO - Epoch [90][2000/3940] lr: 8.760e-03, eta: 1 day, 5:40:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.7409, loss: 2.7409 +2025-06-25 15:58:25,990 - pyskl - INFO - Epoch [90][2100/3940] lr: 8.754e-03, eta: 1 day, 5:39:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9731, loss_cls: 2.7819, loss: 2.7819 +2025-06-25 15:59:10,360 - pyskl - INFO - Epoch [90][2200/3940] lr: 8.747e-03, eta: 1 day, 5:39:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.9037, loss: 2.9037 +2025-06-25 15:59:54,706 - pyskl - INFO - Epoch [90][2300/3940] lr: 8.741e-03, eta: 1 day, 5:38:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.7145, loss: 2.7145 +2025-06-25 16:00:38,971 - pyskl - INFO - Epoch [90][2400/3940] lr: 8.735e-03, eta: 1 day, 5:37:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9756, loss_cls: 2.7608, loss: 2.7608 +2025-06-25 16:01:23,229 - pyskl - INFO - Epoch [90][2500/3940] lr: 8.728e-03, eta: 1 day, 5:36:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9706, loss_cls: 2.8816, loss: 2.8816 +2025-06-25 16:02:07,651 - pyskl - INFO - Epoch [90][2600/3940] lr: 8.722e-03, eta: 1 day, 5:36:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.8136, loss: 2.8136 +2025-06-25 16:02:51,979 - pyskl - INFO - Epoch [90][2700/3940] lr: 8.716e-03, eta: 1 day, 5:35:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.7140, loss: 2.7140 +2025-06-25 16:03:36,229 - pyskl - INFO - Epoch [90][2800/3940] lr: 8.709e-03, eta: 1 day, 5:34:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9644, loss_cls: 3.0173, loss: 3.0173 +2025-06-25 16:04:20,441 - pyskl - INFO - Epoch [90][2900/3940] lr: 8.703e-03, eta: 1 day, 5:33:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.7975, loss: 2.7975 +2025-06-25 16:05:04,670 - pyskl - INFO - Epoch [90][3000/3940] lr: 8.697e-03, eta: 1 day, 5:33:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.7823, loss: 2.7823 +2025-06-25 16:05:48,831 - pyskl - INFO - Epoch [90][3100/3940] lr: 8.690e-03, eta: 1 day, 5:32:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.8500, loss: 2.8500 +2025-06-25 16:06:32,967 - pyskl - INFO - Epoch [90][3200/3940] lr: 8.684e-03, eta: 1 day, 5:31:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.7470, loss: 2.7470 +2025-06-25 16:07:17,149 - pyskl - INFO - Epoch [90][3300/3940] lr: 8.678e-03, eta: 1 day, 5:30:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.7849, loss: 2.7849 +2025-06-25 16:08:01,639 - pyskl - INFO - Epoch [90][3400/3940] lr: 8.671e-03, eta: 1 day, 5:30:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 2.6983, loss: 2.6983 +2025-06-25 16:08:46,029 - pyskl - INFO - Epoch [90][3500/3940] lr: 8.665e-03, eta: 1 day, 5:29:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 2.8107, loss: 2.8107 +2025-06-25 16:09:30,361 - pyskl - INFO - Epoch [90][3600/3940] lr: 8.659e-03, eta: 1 day, 5:28:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.8220, loss: 2.8220 +2025-06-25 16:10:14,765 - pyskl - INFO - Epoch [90][3700/3940] lr: 8.653e-03, eta: 1 day, 5:27:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 2.8888, loss: 2.8888 +2025-06-25 16:10:59,200 - pyskl - INFO - Epoch [90][3800/3940] lr: 8.646e-03, eta: 1 day, 5:27:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.9262, loss: 2.9262 +2025-06-25 16:11:43,689 - pyskl - INFO - Epoch [90][3900/3940] lr: 8.640e-03, eta: 1 day, 5:26:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 2.9008, loss: 2.9008 +2025-06-25 16:12:01,866 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-25 16:30:34,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 16:30:35,079 - pyskl - INFO - +top1_acc 0.7884 +top5_acc 0.9595 +2025-06-25 16:30:35,097 - pyskl - INFO - Epoch(val) [90][3183] top1_acc: 0.7884, top5_acc: 0.9595 +2025-06-25 16:31:44,361 - pyskl - INFO - Epoch [91][100/3940] lr: 8.631e-03, eta: 1 day, 5:25:21, time: 0.693, data_time: 0.251, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.8771, loss: 2.8771 +2025-06-25 16:32:28,577 - pyskl - INFO - Epoch [91][200/3940] lr: 8.625e-03, eta: 1 day, 5:24:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 2.7544, loss: 2.7544 +2025-06-25 16:33:12,836 - pyskl - INFO - Epoch [91][300/3940] lr: 8.618e-03, eta: 1 day, 5:23:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9800, loss_cls: 2.6784, loss: 2.6784 +2025-06-25 16:33:57,057 - pyskl - INFO - Epoch [91][400/3940] lr: 8.612e-03, eta: 1 day, 5:23:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9750, loss_cls: 2.7609, loss: 2.7609 +2025-06-25 16:34:41,606 - pyskl - INFO - Epoch [91][500/3940] lr: 8.606e-03, eta: 1 day, 5:22:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.7641, loss: 2.7641 +2025-06-25 16:35:25,910 - pyskl - INFO - Epoch [91][600/3940] lr: 8.599e-03, eta: 1 day, 5:21:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.7540, loss: 2.7540 +2025-06-25 16:36:10,247 - pyskl - INFO - Epoch [91][700/3940] lr: 8.593e-03, eta: 1 day, 5:20:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 2.7403, loss: 2.7403 +2025-06-25 16:36:54,627 - pyskl - INFO - Epoch [91][800/3940] lr: 8.587e-03, eta: 1 day, 5:20:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.8324, loss: 2.8324 +2025-06-25 16:37:38,991 - pyskl - INFO - Epoch [91][900/3940] lr: 8.581e-03, eta: 1 day, 5:19:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 2.9329, loss: 2.9329 +2025-06-25 16:38:23,422 - pyskl - INFO - Epoch [91][1000/3940] lr: 8.574e-03, eta: 1 day, 5:18:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9756, loss_cls: 2.8192, loss: 2.8192 +2025-06-25 16:39:07,834 - pyskl - INFO - Epoch [91][1100/3940] lr: 8.568e-03, eta: 1 day, 5:17:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 2.8554, loss: 2.8554 +2025-06-25 16:39:52,249 - pyskl - INFO - Epoch [91][1200/3940] lr: 8.562e-03, eta: 1 day, 5:17:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7326, loss: 2.7326 +2025-06-25 16:40:36,608 - pyskl - INFO - Epoch [91][1300/3940] lr: 8.555e-03, eta: 1 day, 5:16:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.9134, loss: 2.9134 +2025-06-25 16:41:20,926 - pyskl - INFO - Epoch [91][1400/3940] lr: 8.549e-03, eta: 1 day, 5:15:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9769, loss_cls: 2.7288, loss: 2.7288 +2025-06-25 16:42:05,272 - pyskl - INFO - Epoch [91][1500/3940] lr: 8.543e-03, eta: 1 day, 5:14:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.7642, loss: 2.7642 +2025-06-25 16:42:49,682 - pyskl - INFO - Epoch [91][1600/3940] lr: 8.536e-03, eta: 1 day, 5:14:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.8174, loss: 2.8174 +2025-06-25 16:43:34,096 - pyskl - INFO - Epoch [91][1700/3940] lr: 8.530e-03, eta: 1 day, 5:13:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.8306, loss: 2.8306 +2025-06-25 16:44:18,309 - pyskl - INFO - Epoch [91][1800/3940] lr: 8.524e-03, eta: 1 day, 5:12:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.7949, loss: 2.7949 +2025-06-25 16:45:02,685 - pyskl - INFO - Epoch [91][1900/3940] lr: 8.517e-03, eta: 1 day, 5:11:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 2.8843, loss: 2.8843 +2025-06-25 16:45:47,019 - pyskl - INFO - Epoch [91][2000/3940] lr: 8.511e-03, eta: 1 day, 5:11:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9775, loss_cls: 2.7487, loss: 2.7487 +2025-06-25 16:46:31,290 - pyskl - INFO - Epoch [91][2100/3940] lr: 8.505e-03, eta: 1 day, 5:10:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.8562, loss: 2.8562 +2025-06-25 16:47:15,748 - pyskl - INFO - Epoch [91][2200/3940] lr: 8.499e-03, eta: 1 day, 5:09:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.8323, loss: 2.8323 +2025-06-25 16:48:00,084 - pyskl - INFO - Epoch [91][2300/3940] lr: 8.492e-03, eta: 1 day, 5:08:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.7783, loss: 2.7783 +2025-06-25 16:48:44,390 - pyskl - INFO - Epoch [91][2400/3940] lr: 8.486e-03, eta: 1 day, 5:08:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.7448, loss: 2.7448 +2025-06-25 16:49:28,654 - pyskl - INFO - Epoch [91][2500/3940] lr: 8.480e-03, eta: 1 day, 5:07:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.8505, loss: 2.8505 +2025-06-25 16:50:12,833 - pyskl - INFO - Epoch [91][2600/3940] lr: 8.473e-03, eta: 1 day, 5:06:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.6740, loss: 2.6740 +2025-06-25 16:50:57,127 - pyskl - INFO - Epoch [91][2700/3940] lr: 8.467e-03, eta: 1 day, 5:05:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9719, loss_cls: 2.9213, loss: 2.9213 +2025-06-25 16:51:41,371 - pyskl - INFO - Epoch [91][2800/3940] lr: 8.461e-03, eta: 1 day, 5:05:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 2.9034, loss: 2.9034 +2025-06-25 16:52:25,617 - pyskl - INFO - Epoch [91][2900/3940] lr: 8.455e-03, eta: 1 day, 5:04:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 2.7397, loss: 2.7397 +2025-06-25 16:53:09,801 - pyskl - INFO - Epoch [91][3000/3940] lr: 8.448e-03, eta: 1 day, 5:03:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.6300, loss: 2.6300 +2025-06-25 16:53:54,081 - pyskl - INFO - Epoch [91][3100/3940] lr: 8.442e-03, eta: 1 day, 5:02:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8473, loss: 2.8473 +2025-06-25 16:54:38,338 - pyskl - INFO - Epoch [91][3200/3940] lr: 8.436e-03, eta: 1 day, 5:02:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9235, loss: 2.9235 +2025-06-25 16:55:22,614 - pyskl - INFO - Epoch [91][3300/3940] lr: 8.429e-03, eta: 1 day, 5:01:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 2.8398, loss: 2.8398 +2025-06-25 16:56:06,894 - pyskl - INFO - Epoch [91][3400/3940] lr: 8.423e-03, eta: 1 day, 5:00:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.8069, loss: 2.8069 +2025-06-25 16:56:51,154 - pyskl - INFO - Epoch [91][3500/3940] lr: 8.417e-03, eta: 1 day, 4:59:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9738, loss_cls: 2.7566, loss: 2.7566 +2025-06-25 16:57:35,458 - pyskl - INFO - Epoch [91][3600/3940] lr: 8.411e-03, eta: 1 day, 4:59:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9756, loss_cls: 2.8328, loss: 2.8328 +2025-06-25 16:58:19,704 - pyskl - INFO - Epoch [91][3700/3940] lr: 8.404e-03, eta: 1 day, 4:58:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 2.8007, loss: 2.8007 +2025-06-25 16:59:04,076 - pyskl - INFO - Epoch [91][3800/3940] lr: 8.398e-03, eta: 1 day, 4:57:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9719, loss_cls: 2.7748, loss: 2.7748 +2025-06-25 16:59:48,364 - pyskl - INFO - Epoch [91][3900/3940] lr: 8.392e-03, eta: 1 day, 4:56:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.7882, loss: 2.7882 +2025-06-25 17:00:06,422 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-25 17:03:30,798 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:03:31,256 - pyskl - INFO - +top1_acc 0.7936 +top5_acc 0.9624 +2025-06-25 17:03:31,274 - pyskl - INFO - Epoch(val) [91][3183] top1_acc: 0.7936, top5_acc: 0.9624 +2025-06-25 17:04:41,374 - pyskl - INFO - Epoch [92][100/3940] lr: 8.383e-03, eta: 1 day, 4:55:47, time: 0.701, data_time: 0.257, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.7007, loss: 2.7007 +2025-06-25 17:05:25,822 - pyskl - INFO - Epoch [92][200/3940] lr: 8.377e-03, eta: 1 day, 4:55:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.7700, loss: 2.7700 +2025-06-25 17:06:10,229 - pyskl - INFO - Epoch [92][300/3940] lr: 8.370e-03, eta: 1 day, 4:54:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.6786, loss: 2.6786 +2025-06-25 17:06:54,562 - pyskl - INFO - Epoch [92][400/3940] lr: 8.364e-03, eta: 1 day, 4:53:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.8507, loss: 2.8507 +2025-06-25 17:07:39,092 - pyskl - INFO - Epoch [92][500/3940] lr: 8.358e-03, eta: 1 day, 4:52:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.7848, loss: 2.7848 +2025-06-25 17:08:23,514 - pyskl - INFO - Epoch [92][600/3940] lr: 8.352e-03, eta: 1 day, 4:52:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 2.7383, loss: 2.7383 +2025-06-25 17:09:08,138 - pyskl - INFO - Epoch [92][700/3940] lr: 8.345e-03, eta: 1 day, 4:51:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9769, loss_cls: 2.6998, loss: 2.6998 +2025-06-25 17:09:52,722 - pyskl - INFO - Epoch [92][800/3940] lr: 8.339e-03, eta: 1 day, 4:50:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 2.7769, loss: 2.7769 +2025-06-25 17:10:37,353 - pyskl - INFO - Epoch [92][900/3940] lr: 8.333e-03, eta: 1 day, 4:49:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.8993, loss: 2.8993 +2025-06-25 17:11:21,933 - pyskl - INFO - Epoch [92][1000/3940] lr: 8.327e-03, eta: 1 day, 4:49:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.9090, loss: 2.9090 +2025-06-25 17:12:06,441 - pyskl - INFO - Epoch [92][1100/3940] lr: 8.320e-03, eta: 1 day, 4:48:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 2.7370, loss: 2.7370 +2025-06-25 17:12:50,994 - pyskl - INFO - Epoch [92][1200/3940] lr: 8.314e-03, eta: 1 day, 4:47:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.7490, loss: 2.7490 +2025-06-25 17:13:35,545 - pyskl - INFO - Epoch [92][1300/3940] lr: 8.308e-03, eta: 1 day, 4:46:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6888, loss: 2.6888 +2025-06-25 17:14:20,023 - pyskl - INFO - Epoch [92][1400/3940] lr: 8.301e-03, eta: 1 day, 4:46:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7166, loss: 2.7166 +2025-06-25 17:15:04,423 - pyskl - INFO - Epoch [92][1500/3940] lr: 8.295e-03, eta: 1 day, 4:45:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 2.8093, loss: 2.8093 +2025-06-25 17:15:48,766 - pyskl - INFO - Epoch [92][1600/3940] lr: 8.289e-03, eta: 1 day, 4:44:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.8640, loss: 2.8640 +2025-06-25 17:16:33,249 - pyskl - INFO - Epoch [92][1700/3940] lr: 8.283e-03, eta: 1 day, 4:43:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.7639, loss: 2.7639 +2025-06-25 17:17:17,588 - pyskl - INFO - Epoch [92][1800/3940] lr: 8.276e-03, eta: 1 day, 4:43:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 2.7324, loss: 2.7324 +2025-06-25 17:18:01,907 - pyskl - INFO - Epoch [92][1900/3940] lr: 8.270e-03, eta: 1 day, 4:42:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9731, loss_cls: 2.7785, loss: 2.7785 +2025-06-25 17:18:46,317 - pyskl - INFO - Epoch [92][2000/3940] lr: 8.264e-03, eta: 1 day, 4:41:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.8088, loss: 2.8088 +2025-06-25 17:19:30,711 - pyskl - INFO - Epoch [92][2100/3940] lr: 8.258e-03, eta: 1 day, 4:40:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 2.7629, loss: 2.7629 +2025-06-25 17:20:15,238 - pyskl - INFO - Epoch [92][2200/3940] lr: 8.251e-03, eta: 1 day, 4:40:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 2.8446, loss: 2.8446 +2025-06-25 17:20:59,725 - pyskl - INFO - Epoch [92][2300/3940] lr: 8.245e-03, eta: 1 day, 4:39:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 2.7873, loss: 2.7873 +2025-06-25 17:21:44,153 - pyskl - INFO - Epoch [92][2400/3940] lr: 8.239e-03, eta: 1 day, 4:38:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.6843, loss: 2.6843 +2025-06-25 17:22:28,549 - pyskl - INFO - Epoch [92][2500/3940] lr: 8.233e-03, eta: 1 day, 4:37:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9762, loss_cls: 2.9245, loss: 2.9245 +2025-06-25 17:23:12,943 - pyskl - INFO - Epoch [92][2600/3940] lr: 8.226e-03, eta: 1 day, 4:37:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.7565, loss: 2.7565 +2025-06-25 17:23:57,320 - pyskl - INFO - Epoch [92][2700/3940] lr: 8.220e-03, eta: 1 day, 4:36:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 2.8690, loss: 2.8690 +2025-06-25 17:24:41,838 - pyskl - INFO - Epoch [92][2800/3940] lr: 8.214e-03, eta: 1 day, 4:35:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 2.6684, loss: 2.6684 +2025-06-25 17:25:26,474 - pyskl - INFO - Epoch [92][2900/3940] lr: 8.208e-03, eta: 1 day, 4:34:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.7542, loss: 2.7542 +2025-06-25 17:26:11,054 - pyskl - INFO - Epoch [92][3000/3940] lr: 8.202e-03, eta: 1 day, 4:34:01, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9762, loss_cls: 2.7255, loss: 2.7255 +2025-06-25 17:26:55,604 - pyskl - INFO - Epoch [92][3100/3940] lr: 8.195e-03, eta: 1 day, 4:33:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 2.8306, loss: 2.8306 +2025-06-25 17:27:40,160 - pyskl - INFO - Epoch [92][3200/3940] lr: 8.189e-03, eta: 1 day, 4:32:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9775, loss_cls: 2.7127, loss: 2.7127 +2025-06-25 17:28:24,581 - pyskl - INFO - Epoch [92][3300/3940] lr: 8.183e-03, eta: 1 day, 4:31:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8599, loss: 2.8599 +2025-06-25 17:29:09,011 - pyskl - INFO - Epoch [92][3400/3940] lr: 8.177e-03, eta: 1 day, 4:31:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.8939, loss: 2.8939 +2025-06-25 17:29:53,413 - pyskl - INFO - Epoch [92][3500/3940] lr: 8.170e-03, eta: 1 day, 4:30:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9756, loss_cls: 2.7637, loss: 2.7637 +2025-06-25 17:30:37,768 - pyskl - INFO - Epoch [92][3600/3940] lr: 8.164e-03, eta: 1 day, 4:29:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.7989, loss: 2.7989 +2025-06-25 17:31:22,174 - pyskl - INFO - Epoch [92][3700/3940] lr: 8.158e-03, eta: 1 day, 4:28:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.8085, loss: 2.8085 +2025-06-25 17:32:06,468 - pyskl - INFO - Epoch [92][3800/3940] lr: 8.152e-03, eta: 1 day, 4:28:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.7680, loss: 2.7680 +2025-06-25 17:32:50,790 - pyskl - INFO - Epoch [92][3900/3940] lr: 8.145e-03, eta: 1 day, 4:27:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.7607, loss: 2.7607 +2025-06-25 17:33:08,939 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-25 17:36:31,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 17:36:31,907 - pyskl - INFO - +top1_acc 0.8026 +top5_acc 0.9616 +2025-06-25 17:36:31,925 - pyskl - INFO - Epoch(val) [92][3183] top1_acc: 0.8026, top5_acc: 0.9616 +2025-06-25 17:37:41,405 - pyskl - INFO - Epoch [93][100/3940] lr: 8.137e-03, eta: 1 day, 4:26:17, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.7421, loss: 2.7421 +2025-06-25 17:38:25,706 - pyskl - INFO - Epoch [93][200/3940] lr: 8.130e-03, eta: 1 day, 4:25:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.7041, loss: 2.7041 +2025-06-25 17:39:10,067 - pyskl - INFO - Epoch [93][300/3940] lr: 8.124e-03, eta: 1 day, 4:24:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.6884, loss: 2.6884 +2025-06-25 17:39:54,483 - pyskl - INFO - Epoch [93][400/3940] lr: 8.118e-03, eta: 1 day, 4:24:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7373, loss: 2.7373 +2025-06-25 17:40:38,817 - pyskl - INFO - Epoch [93][500/3940] lr: 8.112e-03, eta: 1 day, 4:23:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.6697, loss: 2.6697 +2025-06-25 17:41:23,206 - pyskl - INFO - Epoch [93][600/3940] lr: 8.106e-03, eta: 1 day, 4:22:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 2.7689, loss: 2.7689 +2025-06-25 17:42:07,618 - pyskl - INFO - Epoch [93][700/3940] lr: 8.099e-03, eta: 1 day, 4:21:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.6259, loss: 2.6259 +2025-06-25 17:42:52,031 - pyskl - INFO - Epoch [93][800/3940] lr: 8.093e-03, eta: 1 day, 4:21:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9806, loss_cls: 2.6474, loss: 2.6474 +2025-06-25 17:43:36,525 - pyskl - INFO - Epoch [93][900/3940] lr: 8.087e-03, eta: 1 day, 4:20:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9738, loss_cls: 2.7524, loss: 2.7524 +2025-06-25 17:44:20,938 - pyskl - INFO - Epoch [93][1000/3940] lr: 8.081e-03, eta: 1 day, 4:19:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9781, loss_cls: 2.6404, loss: 2.6404 +2025-06-25 17:45:05,418 - pyskl - INFO - Epoch [93][1100/3940] lr: 8.074e-03, eta: 1 day, 4:18:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 2.8176, loss: 2.8176 +2025-06-25 17:45:49,868 - pyskl - INFO - Epoch [93][1200/3940] lr: 8.068e-03, eta: 1 day, 4:18:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.6549, loss: 2.6549 +2025-06-25 17:46:34,331 - pyskl - INFO - Epoch [93][1300/3940] lr: 8.062e-03, eta: 1 day, 4:17:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.7308, loss: 2.7308 +2025-06-25 17:47:18,807 - pyskl - INFO - Epoch [93][1400/3940] lr: 8.056e-03, eta: 1 day, 4:16:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.6957, loss: 2.6957 +2025-06-25 17:48:03,238 - pyskl - INFO - Epoch [93][1500/3940] lr: 8.050e-03, eta: 1 day, 4:15:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 2.8418, loss: 2.8418 +2025-06-25 17:48:47,698 - pyskl - INFO - Epoch [93][1600/3940] lr: 8.043e-03, eta: 1 day, 4:15:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 2.7629, loss: 2.7629 +2025-06-25 17:49:32,364 - pyskl - INFO - Epoch [93][1700/3940] lr: 8.037e-03, eta: 1 day, 4:14:16, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9806, loss_cls: 2.7584, loss: 2.7584 +2025-06-25 17:50:17,184 - pyskl - INFO - Epoch [93][1800/3940] lr: 8.031e-03, eta: 1 day, 4:13:31, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9762, loss_cls: 2.8363, loss: 2.8363 +2025-06-25 17:51:01,786 - pyskl - INFO - Epoch [93][1900/3940] lr: 8.025e-03, eta: 1 day, 4:12:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.6655, loss: 2.6655 +2025-06-25 17:51:46,262 - pyskl - INFO - Epoch [93][2000/3940] lr: 8.019e-03, eta: 1 day, 4:12:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 2.7858, loss: 2.7858 +2025-06-25 17:52:30,675 - pyskl - INFO - Epoch [93][2100/3940] lr: 8.012e-03, eta: 1 day, 4:11:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.7543, loss: 2.7543 +2025-06-25 17:53:15,159 - pyskl - INFO - Epoch [93][2200/3940] lr: 8.006e-03, eta: 1 day, 4:10:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 2.8403, loss: 2.8403 +2025-06-25 17:53:59,752 - pyskl - INFO - Epoch [93][2300/3940] lr: 8.000e-03, eta: 1 day, 4:09:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 2.7354, loss: 2.7354 +2025-06-25 17:54:44,185 - pyskl - INFO - Epoch [93][2400/3940] lr: 7.994e-03, eta: 1 day, 4:09:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 2.7137, loss: 2.7137 +2025-06-25 17:55:28,618 - pyskl - INFO - Epoch [93][2500/3940] lr: 7.988e-03, eta: 1 day, 4:08:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9750, loss_cls: 2.7674, loss: 2.7674 +2025-06-25 17:56:13,155 - pyskl - INFO - Epoch [93][2600/3940] lr: 7.981e-03, eta: 1 day, 4:07:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9769, loss_cls: 2.6799, loss: 2.6799 +2025-06-25 17:56:57,538 - pyskl - INFO - Epoch [93][2700/3940] lr: 7.975e-03, eta: 1 day, 4:06:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8014, loss: 2.8014 +2025-06-25 17:57:41,997 - pyskl - INFO - Epoch [93][2800/3940] lr: 7.969e-03, eta: 1 day, 4:06:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 2.7705, loss: 2.7705 +2025-06-25 17:58:26,357 - pyskl - INFO - Epoch [93][2900/3940] lr: 7.963e-03, eta: 1 day, 4:05:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.7285, loss: 2.7285 +2025-06-25 17:59:10,704 - pyskl - INFO - Epoch [93][3000/3940] lr: 7.957e-03, eta: 1 day, 4:04:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9712, loss_cls: 2.9140, loss: 2.9140 +2025-06-25 17:59:55,090 - pyskl - INFO - Epoch [93][3100/3940] lr: 7.950e-03, eta: 1 day, 4:03:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 2.8330, loss: 2.8330 +2025-06-25 18:00:39,492 - pyskl - INFO - Epoch [93][3200/3940] lr: 7.944e-03, eta: 1 day, 4:03:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.6779, loss: 2.6779 +2025-06-25 18:01:23,892 - pyskl - INFO - Epoch [93][3300/3940] lr: 7.938e-03, eta: 1 day, 4:02:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 2.8361, loss: 2.8361 +2025-06-25 18:02:08,219 - pyskl - INFO - Epoch [93][3400/3940] lr: 7.932e-03, eta: 1 day, 4:01:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9769, loss_cls: 2.7405, loss: 2.7405 +2025-06-25 18:02:52,585 - pyskl - INFO - Epoch [93][3500/3940] lr: 7.926e-03, eta: 1 day, 4:00:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.8158, loss: 2.8158 +2025-06-25 18:03:37,068 - pyskl - INFO - Epoch [93][3600/3940] lr: 7.920e-03, eta: 1 day, 4:00:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.7057, loss: 2.7057 +2025-06-25 18:04:21,447 - pyskl - INFO - Epoch [93][3700/3940] lr: 7.913e-03, eta: 1 day, 3:59:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 2.9071, loss: 2.9071 +2025-06-25 18:05:05,829 - pyskl - INFO - Epoch [93][3800/3940] lr: 7.907e-03, eta: 1 day, 3:58:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 2.8549, loss: 2.8549 +2025-06-25 18:05:50,310 - pyskl - INFO - Epoch [93][3900/3940] lr: 7.901e-03, eta: 1 day, 3:57:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.8594, loss: 2.8594 +2025-06-25 18:06:08,500 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-25 18:09:32,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:09:33,294 - pyskl - INFO - +top1_acc 0.7980 +top5_acc 0.9657 +2025-06-25 18:09:33,314 - pyskl - INFO - Epoch(val) [93][3183] top1_acc: 0.7980, top5_acc: 0.9657 +2025-06-25 18:10:43,106 - pyskl - INFO - Epoch [94][100/3940] lr: 7.892e-03, eta: 1 day, 3:56:47, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.6229, loss: 2.6229 +2025-06-25 18:11:27,303 - pyskl - INFO - Epoch [94][200/3940] lr: 7.886e-03, eta: 1 day, 3:56:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 2.6208, loss: 2.6208 +2025-06-25 18:12:11,545 - pyskl - INFO - Epoch [94][300/3940] lr: 7.880e-03, eta: 1 day, 3:55:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.6838, loss: 2.6838 +2025-06-25 18:12:55,837 - pyskl - INFO - Epoch [94][400/3940] lr: 7.874e-03, eta: 1 day, 3:54:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.6061, loss: 2.6061 +2025-06-25 18:13:40,108 - pyskl - INFO - Epoch [94][500/3940] lr: 7.868e-03, eta: 1 day, 3:53:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.6202, loss: 2.6202 +2025-06-25 18:14:24,514 - pyskl - INFO - Epoch [94][600/3940] lr: 7.861e-03, eta: 1 day, 3:53:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 2.6812, loss: 2.6812 +2025-06-25 18:15:08,936 - pyskl - INFO - Epoch [94][700/3940] lr: 7.855e-03, eta: 1 day, 3:52:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7932, loss: 2.7932 +2025-06-25 18:15:53,278 - pyskl - INFO - Epoch [94][800/3940] lr: 7.849e-03, eta: 1 day, 3:51:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.7267, loss: 2.7267 +2025-06-25 18:16:37,576 - pyskl - INFO - Epoch [94][900/3940] lr: 7.843e-03, eta: 1 day, 3:50:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 2.7878, loss: 2.7878 +2025-06-25 18:17:21,911 - pyskl - INFO - Epoch [94][1000/3940] lr: 7.837e-03, eta: 1 day, 3:50:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6948, loss: 2.6948 +2025-06-25 18:18:06,394 - pyskl - INFO - Epoch [94][1100/3940] lr: 7.831e-03, eta: 1 day, 3:49:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9756, loss_cls: 2.8267, loss: 2.8267 +2025-06-25 18:18:50,711 - pyskl - INFO - Epoch [94][1200/3940] lr: 7.824e-03, eta: 1 day, 3:48:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9781, loss_cls: 2.7961, loss: 2.7961 +2025-06-25 18:19:34,993 - pyskl - INFO - Epoch [94][1300/3940] lr: 7.818e-03, eta: 1 day, 3:47:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.7020, loss: 2.7020 +2025-06-25 18:20:19,211 - pyskl - INFO - Epoch [94][1400/3940] lr: 7.812e-03, eta: 1 day, 3:47:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6095, loss: 2.6095 +2025-06-25 18:21:03,439 - pyskl - INFO - Epoch [94][1500/3940] lr: 7.806e-03, eta: 1 day, 3:46:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.7294, loss: 2.7294 +2025-06-25 18:21:47,661 - pyskl - INFO - Epoch [94][1600/3940] lr: 7.800e-03, eta: 1 day, 3:45:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9775, loss_cls: 2.7081, loss: 2.7081 +2025-06-25 18:22:31,846 - pyskl - INFO - Epoch [94][1700/3940] lr: 7.794e-03, eta: 1 day, 3:44:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.6780, loss: 2.6780 +2025-06-25 18:23:16,051 - pyskl - INFO - Epoch [94][1800/3940] lr: 7.788e-03, eta: 1 day, 3:43:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 2.6988, loss: 2.6988 +2025-06-25 18:24:00,353 - pyskl - INFO - Epoch [94][1900/3940] lr: 7.781e-03, eta: 1 day, 3:43:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.6996, loss: 2.6996 +2025-06-25 18:24:44,613 - pyskl - INFO - Epoch [94][2000/3940] lr: 7.775e-03, eta: 1 day, 3:42:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.7131, loss: 2.7131 +2025-06-25 18:25:28,865 - pyskl - INFO - Epoch [94][2100/3940] lr: 7.769e-03, eta: 1 day, 3:41:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.7703, loss: 2.7703 +2025-06-25 18:26:13,062 - pyskl - INFO - Epoch [94][2200/3940] lr: 7.763e-03, eta: 1 day, 3:40:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 2.7061, loss: 2.7061 +2025-06-25 18:26:57,549 - pyskl - INFO - Epoch [94][2300/3940] lr: 7.757e-03, eta: 1 day, 3:40:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9700, loss_cls: 2.9408, loss: 2.9408 +2025-06-25 18:27:42,169 - pyskl - INFO - Epoch [94][2400/3940] lr: 7.751e-03, eta: 1 day, 3:39:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9781, loss_cls: 2.7580, loss: 2.7580 +2025-06-25 18:28:26,618 - pyskl - INFO - Epoch [94][2500/3940] lr: 7.744e-03, eta: 1 day, 3:38:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.7304, loss: 2.7304 +2025-06-25 18:29:10,873 - pyskl - INFO - Epoch [94][2600/3940] lr: 7.738e-03, eta: 1 day, 3:37:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.6708, loss: 2.6708 +2025-06-25 18:29:55,026 - pyskl - INFO - Epoch [94][2700/3940] lr: 7.732e-03, eta: 1 day, 3:37:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.7261, loss: 2.7261 +2025-06-25 18:30:39,226 - pyskl - INFO - Epoch [94][2800/3940] lr: 7.726e-03, eta: 1 day, 3:36:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.8644, loss: 2.8644 +2025-06-25 18:31:23,424 - pyskl - INFO - Epoch [94][2900/3940] lr: 7.720e-03, eta: 1 day, 3:35:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 2.7994, loss: 2.7994 +2025-06-25 18:32:07,646 - pyskl - INFO - Epoch [94][3000/3940] lr: 7.714e-03, eta: 1 day, 3:34:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 2.7542, loss: 2.7542 +2025-06-25 18:32:51,847 - pyskl - INFO - Epoch [94][3100/3940] lr: 7.708e-03, eta: 1 day, 3:34:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 2.8382, loss: 2.8382 +2025-06-25 18:33:36,050 - pyskl - INFO - Epoch [94][3200/3940] lr: 7.701e-03, eta: 1 day, 3:33:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 2.7666, loss: 2.7666 +2025-06-25 18:34:20,282 - pyskl - INFO - Epoch [94][3300/3940] lr: 7.695e-03, eta: 1 day, 3:32:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.6399, loss: 2.6399 +2025-06-25 18:35:04,577 - pyskl - INFO - Epoch [94][3400/3940] lr: 7.689e-03, eta: 1 day, 3:31:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.6670, loss: 2.6670 +2025-06-25 18:35:48,886 - pyskl - INFO - Epoch [94][3500/3940] lr: 7.683e-03, eta: 1 day, 3:31:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7120, loss: 2.7120 +2025-06-25 18:36:33,140 - pyskl - INFO - Epoch [94][3600/3940] lr: 7.677e-03, eta: 1 day, 3:30:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.6584, loss: 2.6584 +2025-06-25 18:37:17,308 - pyskl - INFO - Epoch [94][3700/3940] lr: 7.671e-03, eta: 1 day, 3:29:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.7792, loss: 2.7792 +2025-06-25 18:38:01,544 - pyskl - INFO - Epoch [94][3800/3940] lr: 7.665e-03, eta: 1 day, 3:28:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7486, loss: 2.7486 +2025-06-25 18:38:45,689 - pyskl - INFO - Epoch [94][3900/3940] lr: 7.659e-03, eta: 1 day, 3:28:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 2.6473, loss: 2.6473 +2025-06-25 18:39:03,733 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-25 18:42:27,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 18:42:27,479 - pyskl - INFO - +top1_acc 0.7737 +top5_acc 0.9515 +2025-06-25 18:42:27,498 - pyskl - INFO - Epoch(val) [94][3183] top1_acc: 0.7737, top5_acc: 0.9515 +2025-06-25 18:43:37,734 - pyskl - INFO - Epoch [95][100/3940] lr: 7.650e-03, eta: 1 day, 3:27:13, time: 0.702, data_time: 0.257, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6989, loss: 2.6989 +2025-06-25 18:44:22,345 - pyskl - INFO - Epoch [95][200/3940] lr: 7.644e-03, eta: 1 day, 3:26:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6510, loss: 2.6510 +2025-06-25 18:45:06,915 - pyskl - INFO - Epoch [95][300/3940] lr: 7.638e-03, eta: 1 day, 3:25:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.6858, loss: 2.6858 +2025-06-25 18:45:51,107 - pyskl - INFO - Epoch [95][400/3940] lr: 7.632e-03, eta: 1 day, 3:24:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.6731, loss: 2.6731 +2025-06-25 18:46:35,414 - pyskl - INFO - Epoch [95][500/3940] lr: 7.626e-03, eta: 1 day, 3:24:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9825, loss_cls: 2.5165, loss: 2.5165 +2025-06-25 18:47:19,941 - pyskl - INFO - Epoch [95][600/3940] lr: 7.619e-03, eta: 1 day, 3:23:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.6842, loss: 2.6842 +2025-06-25 18:48:04,335 - pyskl - INFO - Epoch [95][700/3940] lr: 7.613e-03, eta: 1 day, 3:22:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.7614, loss: 2.7614 +2025-06-25 18:48:48,704 - pyskl - INFO - Epoch [95][800/3940] lr: 7.607e-03, eta: 1 day, 3:21:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.7582, loss: 2.7582 +2025-06-25 18:49:33,221 - pyskl - INFO - Epoch [95][900/3940] lr: 7.601e-03, eta: 1 day, 3:21:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 2.7490, loss: 2.7490 +2025-06-25 18:50:17,654 - pyskl - INFO - Epoch [95][1000/3940] lr: 7.595e-03, eta: 1 day, 3:20:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 2.6439, loss: 2.6439 +2025-06-25 18:51:02,042 - pyskl - INFO - Epoch [95][1100/3940] lr: 7.589e-03, eta: 1 day, 3:19:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9794, loss_cls: 2.6725, loss: 2.6725 +2025-06-25 18:51:46,507 - pyskl - INFO - Epoch [95][1200/3940] lr: 7.583e-03, eta: 1 day, 3:18:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.8384, loss: 2.8384 +2025-06-25 18:52:30,869 - pyskl - INFO - Epoch [95][1300/3940] lr: 7.577e-03, eta: 1 day, 3:18:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.6101, loss: 2.6101 +2025-06-25 18:53:15,405 - pyskl - INFO - Epoch [95][1400/3940] lr: 7.570e-03, eta: 1 day, 3:17:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.6688, loss: 2.6688 +2025-06-25 18:54:00,125 - pyskl - INFO - Epoch [95][1500/3940] lr: 7.564e-03, eta: 1 day, 3:16:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 2.5688, loss: 2.5688 +2025-06-25 18:54:44,869 - pyskl - INFO - Epoch [95][1600/3940] lr: 7.558e-03, eta: 1 day, 3:15:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.6371, loss: 2.6371 +2025-06-25 18:55:29,628 - pyskl - INFO - Epoch [95][1700/3940] lr: 7.552e-03, eta: 1 day, 3:15:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.7146, loss: 2.7146 +2025-06-25 18:56:14,139 - pyskl - INFO - Epoch [95][1800/3940] lr: 7.546e-03, eta: 1 day, 3:14:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.6292, loss: 2.6292 +2025-06-25 18:56:58,606 - pyskl - INFO - Epoch [95][1900/3940] lr: 7.540e-03, eta: 1 day, 3:13:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7149, loss: 2.7149 +2025-06-25 18:57:43,138 - pyskl - INFO - Epoch [95][2000/3940] lr: 7.534e-03, eta: 1 day, 3:12:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.6980, loss: 2.6980 +2025-06-25 18:58:27,526 - pyskl - INFO - Epoch [95][2100/3940] lr: 7.528e-03, eta: 1 day, 3:12:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7069, loss: 2.7069 +2025-06-25 18:59:11,937 - pyskl - INFO - Epoch [95][2200/3940] lr: 7.522e-03, eta: 1 day, 3:11:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.8248, loss: 2.8248 +2025-06-25 18:59:56,672 - pyskl - INFO - Epoch [95][2300/3940] lr: 7.516e-03, eta: 1 day, 3:10:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.6777, loss: 2.6777 +2025-06-25 19:00:41,306 - pyskl - INFO - Epoch [95][2400/3940] lr: 7.510e-03, eta: 1 day, 3:09:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.6881, loss: 2.6881 +2025-06-25 19:01:25,692 - pyskl - INFO - Epoch [95][2500/3940] lr: 7.503e-03, eta: 1 day, 3:09:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.7922, loss: 2.7922 +2025-06-25 19:02:10,226 - pyskl - INFO - Epoch [95][2600/3940] lr: 7.497e-03, eta: 1 day, 3:08:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9788, loss_cls: 2.6796, loss: 2.6796 +2025-06-25 19:02:54,707 - pyskl - INFO - Epoch [95][2700/3940] lr: 7.491e-03, eta: 1 day, 3:07:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.6620, loss: 2.6620 +2025-06-25 19:03:39,289 - pyskl - INFO - Epoch [95][2800/3940] lr: 7.485e-03, eta: 1 day, 3:06:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.7385, loss: 2.7385 +2025-06-25 19:04:23,735 - pyskl - INFO - Epoch [95][2900/3940] lr: 7.479e-03, eta: 1 day, 3:06:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9750, loss_cls: 2.7273, loss: 2.7273 +2025-06-25 19:05:08,089 - pyskl - INFO - Epoch [95][3000/3940] lr: 7.473e-03, eta: 1 day, 3:05:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.7082, loss: 2.7082 +2025-06-25 19:05:52,437 - pyskl - INFO - Epoch [95][3100/3940] lr: 7.467e-03, eta: 1 day, 3:04:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.7381, loss: 2.7381 +2025-06-25 19:06:36,866 - pyskl - INFO - Epoch [95][3200/3940] lr: 7.461e-03, eta: 1 day, 3:03:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.7256, loss: 2.7256 +2025-06-25 19:07:21,223 - pyskl - INFO - Epoch [95][3300/3940] lr: 7.455e-03, eta: 1 day, 3:03:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 2.7701, loss: 2.7701 +2025-06-25 19:08:05,585 - pyskl - INFO - Epoch [95][3400/3940] lr: 7.449e-03, eta: 1 day, 3:02:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.7442, loss: 2.7442 +2025-06-25 19:08:49,950 - pyskl - INFO - Epoch [95][3500/3940] lr: 7.443e-03, eta: 1 day, 3:01:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5983, loss: 2.5983 +2025-06-25 19:09:34,369 - pyskl - INFO - Epoch [95][3600/3940] lr: 7.436e-03, eta: 1 day, 3:00:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6916, loss: 2.6916 +2025-06-25 19:10:19,104 - pyskl - INFO - Epoch [95][3700/3940] lr: 7.430e-03, eta: 1 day, 3:00:13, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9794, loss_cls: 2.7328, loss: 2.7328 +2025-06-25 19:11:03,665 - pyskl - INFO - Epoch [95][3800/3940] lr: 7.424e-03, eta: 1 day, 2:59:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.8842, loss: 2.8842 +2025-06-25 19:11:48,197 - pyskl - INFO - Epoch [95][3900/3940] lr: 7.418e-03, eta: 1 day, 2:58:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9731, loss_cls: 2.6832, loss: 2.6832 +2025-06-25 19:12:06,503 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-25 19:31:27,694 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 19:31:28,267 - pyskl - INFO - +top1_acc 0.8191 +top5_acc 0.9711 +2025-06-25 19:31:28,332 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_84.pth was removed +2025-06-25 19:31:29,479 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2025-06-25 19:31:29,481 - pyskl - INFO - Best top1_acc is 0.8191 at 95 epoch. +2025-06-25 19:31:29,509 - pyskl - INFO - Epoch(val) [95][3183] top1_acc: 0.8191, top5_acc: 0.9711 +2025-06-25 19:32:41,515 - pyskl - INFO - Epoch [96][100/3940] lr: 7.410e-03, eta: 1 day, 2:57:46, time: 0.720, data_time: 0.273, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.5642, loss: 2.5642 +2025-06-25 19:33:26,193 - pyskl - INFO - Epoch [96][200/3940] lr: 7.404e-03, eta: 1 day, 2:57:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6878, loss: 2.6878 +2025-06-25 19:34:10,665 - pyskl - INFO - Epoch [96][300/3940] lr: 7.398e-03, eta: 1 day, 2:56:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.6167, loss: 2.6167 +2025-06-25 19:34:55,278 - pyskl - INFO - Epoch [96][400/3940] lr: 7.392e-03, eta: 1 day, 2:55:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.5225, loss: 2.5225 +2025-06-25 19:35:39,869 - pyskl - INFO - Epoch [96][500/3940] lr: 7.386e-03, eta: 1 day, 2:54:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.6740, loss: 2.6740 +2025-06-25 19:36:24,269 - pyskl - INFO - Epoch [96][600/3940] lr: 7.379e-03, eta: 1 day, 2:54:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.7955, loss: 2.7955 +2025-06-25 19:37:08,723 - pyskl - INFO - Epoch [96][700/3940] lr: 7.373e-03, eta: 1 day, 2:53:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9775, loss_cls: 2.7239, loss: 2.7239 +2025-06-25 19:37:53,218 - pyskl - INFO - Epoch [96][800/3940] lr: 7.367e-03, eta: 1 day, 2:52:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9794, loss_cls: 2.7158, loss: 2.7158 +2025-06-25 19:38:37,625 - pyskl - INFO - Epoch [96][900/3940] lr: 7.361e-03, eta: 1 day, 2:51:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9744, loss_cls: 2.8266, loss: 2.8266 +2025-06-25 19:39:22,065 - pyskl - INFO - Epoch [96][1000/3940] lr: 7.355e-03, eta: 1 day, 2:51:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9819, loss_cls: 2.5770, loss: 2.5770 +2025-06-25 19:40:06,587 - pyskl - INFO - Epoch [96][1100/3940] lr: 7.349e-03, eta: 1 day, 2:50:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.5491, loss: 2.5491 +2025-06-25 19:40:51,012 - pyskl - INFO - Epoch [96][1200/3940] lr: 7.343e-03, eta: 1 day, 2:49:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.5802, loss: 2.5802 +2025-06-25 19:41:35,383 - pyskl - INFO - Epoch [96][1300/3940] lr: 7.337e-03, eta: 1 day, 2:48:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.6777, loss: 2.6777 +2025-06-25 19:42:19,752 - pyskl - INFO - Epoch [96][1400/3940] lr: 7.331e-03, eta: 1 day, 2:48:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9738, loss_cls: 2.8056, loss: 2.8056 +2025-06-25 19:43:04,077 - pyskl - INFO - Epoch [96][1500/3940] lr: 7.325e-03, eta: 1 day, 2:47:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.6589, loss: 2.6589 +2025-06-25 19:43:48,467 - pyskl - INFO - Epoch [96][1600/3940] lr: 7.319e-03, eta: 1 day, 2:46:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7234, loss: 2.7234 +2025-06-25 19:44:32,819 - pyskl - INFO - Epoch [96][1700/3940] lr: 7.313e-03, eta: 1 day, 2:45:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 2.7077, loss: 2.7077 +2025-06-25 19:45:17,245 - pyskl - INFO - Epoch [96][1800/3940] lr: 7.307e-03, eta: 1 day, 2:45:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.6964, loss: 2.6964 +2025-06-25 19:46:01,606 - pyskl - INFO - Epoch [96][1900/3940] lr: 7.301e-03, eta: 1 day, 2:44:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.7128, loss: 2.7128 +2025-06-25 19:46:46,025 - pyskl - INFO - Epoch [96][2000/3940] lr: 7.295e-03, eta: 1 day, 2:43:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.7325, loss: 2.7325 +2025-06-25 19:47:30,401 - pyskl - INFO - Epoch [96][2100/3940] lr: 7.289e-03, eta: 1 day, 2:42:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9769, loss_cls: 2.7312, loss: 2.7312 +2025-06-25 19:48:14,678 - pyskl - INFO - Epoch [96][2200/3940] lr: 7.283e-03, eta: 1 day, 2:42:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9769, loss_cls: 2.7721, loss: 2.7721 +2025-06-25 19:48:58,960 - pyskl - INFO - Epoch [96][2300/3940] lr: 7.277e-03, eta: 1 day, 2:41:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 2.7129, loss: 2.7129 +2025-06-25 19:49:43,408 - pyskl - INFO - Epoch [96][2400/3940] lr: 7.271e-03, eta: 1 day, 2:40:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 2.6428, loss: 2.6428 +2025-06-25 19:50:27,749 - pyskl - INFO - Epoch [96][2500/3940] lr: 7.265e-03, eta: 1 day, 2:39:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9762, loss_cls: 2.7028, loss: 2.7028 +2025-06-25 19:51:12,036 - pyskl - INFO - Epoch [96][2600/3940] lr: 7.259e-03, eta: 1 day, 2:39:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.6242, loss: 2.6242 +2025-06-25 19:51:56,400 - pyskl - INFO - Epoch [96][2700/3940] lr: 7.252e-03, eta: 1 day, 2:38:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.6544, loss: 2.6544 +2025-06-25 19:52:40,771 - pyskl - INFO - Epoch [96][2800/3940] lr: 7.246e-03, eta: 1 day, 2:37:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 2.8424, loss: 2.8424 +2025-06-25 19:53:25,097 - pyskl - INFO - Epoch [96][2900/3940] lr: 7.240e-03, eta: 1 day, 2:36:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 2.7271, loss: 2.7271 +2025-06-25 19:54:09,549 - pyskl - INFO - Epoch [96][3000/3940] lr: 7.234e-03, eta: 1 day, 2:35:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.6316, loss: 2.6316 +2025-06-25 19:54:53,921 - pyskl - INFO - Epoch [96][3100/3940] lr: 7.228e-03, eta: 1 day, 2:35:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.6437, loss: 2.6437 +2025-06-25 19:55:38,289 - pyskl - INFO - Epoch [96][3200/3940] lr: 7.222e-03, eta: 1 day, 2:34:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.6926, loss: 2.6926 +2025-06-25 19:56:22,750 - pyskl - INFO - Epoch [96][3300/3940] lr: 7.216e-03, eta: 1 day, 2:33:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.7029, loss: 2.7029 +2025-06-25 19:57:07,265 - pyskl - INFO - Epoch [96][3400/3940] lr: 7.210e-03, eta: 1 day, 2:32:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.7283, loss: 2.7283 +2025-06-25 19:57:51,769 - pyskl - INFO - Epoch [96][3500/3940] lr: 7.204e-03, eta: 1 day, 2:32:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9812, loss_cls: 2.7386, loss: 2.7386 +2025-06-25 19:58:36,380 - pyskl - INFO - Epoch [96][3600/3940] lr: 7.198e-03, eta: 1 day, 2:31:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.7746, loss: 2.7746 +2025-06-25 19:59:20,699 - pyskl - INFO - Epoch [96][3700/3940] lr: 7.192e-03, eta: 1 day, 2:30:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.6129, loss: 2.6129 +2025-06-25 20:00:05,047 - pyskl - INFO - Epoch [96][3800/3940] lr: 7.186e-03, eta: 1 day, 2:29:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9756, loss_cls: 2.5902, loss: 2.5902 +2025-06-25 20:00:49,316 - pyskl - INFO - Epoch [96][3900/3940] lr: 7.180e-03, eta: 1 day, 2:29:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 2.6562, loss: 2.6562 +2025-06-25 20:01:07,695 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-25 20:04:31,310 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:04:31,779 - pyskl - INFO - +top1_acc 0.8270 +top5_acc 0.9736 +2025-06-25 20:04:31,842 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_95.pth was removed +2025-06-25 20:04:32,914 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2025-06-25 20:04:32,916 - pyskl - INFO - Best top1_acc is 0.8270 at 96 epoch. +2025-06-25 20:04:32,934 - pyskl - INFO - Epoch(val) [96][3183] top1_acc: 0.8270, top5_acc: 0.9736 +2025-06-25 20:05:42,876 - pyskl - INFO - Epoch [97][100/3940] lr: 7.172e-03, eta: 1 day, 2:28:15, time: 0.699, data_time: 0.255, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 2.7270, loss: 2.7270 +2025-06-25 20:06:27,334 - pyskl - INFO - Epoch [97][200/3940] lr: 7.166e-03, eta: 1 day, 2:27:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.4831, loss: 2.4831 +2025-06-25 20:07:12,006 - pyskl - INFO - Epoch [97][300/3940] lr: 7.160e-03, eta: 1 day, 2:26:46, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 2.5188, loss: 2.5188 +2025-06-25 20:07:56,420 - pyskl - INFO - Epoch [97][400/3940] lr: 7.154e-03, eta: 1 day, 2:26:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.6164, loss: 2.6164 +2025-06-25 20:08:40,827 - pyskl - INFO - Epoch [97][500/3940] lr: 7.148e-03, eta: 1 day, 2:25:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.6382, loss: 2.6382 +2025-06-25 20:09:25,338 - pyskl - INFO - Epoch [97][600/3940] lr: 7.142e-03, eta: 1 day, 2:24:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.6458, loss: 2.6458 +2025-06-25 20:10:09,686 - pyskl - INFO - Epoch [97][700/3940] lr: 7.136e-03, eta: 1 day, 2:23:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 2.6410, loss: 2.6410 +2025-06-25 20:10:53,953 - pyskl - INFO - Epoch [97][800/3940] lr: 7.130e-03, eta: 1 day, 2:23:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9844, loss_cls: 2.4620, loss: 2.4620 +2025-06-25 20:11:38,226 - pyskl - INFO - Epoch [97][900/3940] lr: 7.124e-03, eta: 1 day, 2:22:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.7232, loss: 2.7232 +2025-06-25 20:12:22,548 - pyskl - INFO - Epoch [97][1000/3940] lr: 7.118e-03, eta: 1 day, 2:21:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 2.7259, loss: 2.7259 +2025-06-25 20:13:06,926 - pyskl - INFO - Epoch [97][1100/3940] lr: 7.112e-03, eta: 1 day, 2:20:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.8073, loss: 2.8073 +2025-06-25 20:13:51,203 - pyskl - INFO - Epoch [97][1200/3940] lr: 7.106e-03, eta: 1 day, 2:20:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 2.7480, loss: 2.7480 +2025-06-25 20:14:35,496 - pyskl - INFO - Epoch [97][1300/3940] lr: 7.100e-03, eta: 1 day, 2:19:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6659, loss: 2.6659 +2025-06-25 20:15:19,746 - pyskl - INFO - Epoch [97][1400/3940] lr: 7.094e-03, eta: 1 day, 2:18:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.6089, loss: 2.6089 +2025-06-25 20:16:03,995 - pyskl - INFO - Epoch [97][1500/3940] lr: 7.088e-03, eta: 1 day, 2:17:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.6395, loss: 2.6395 +2025-06-25 20:16:48,240 - pyskl - INFO - Epoch [97][1600/3940] lr: 7.082e-03, eta: 1 day, 2:16:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 2.7692, loss: 2.7692 +2025-06-25 20:17:32,570 - pyskl - INFO - Epoch [97][1700/3940] lr: 7.076e-03, eta: 1 day, 2:16:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 2.8399, loss: 2.8399 +2025-06-25 20:18:16,857 - pyskl - INFO - Epoch [97][1800/3940] lr: 7.070e-03, eta: 1 day, 2:15:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7484, loss: 2.7484 +2025-06-25 20:19:01,054 - pyskl - INFO - Epoch [97][1900/3940] lr: 7.064e-03, eta: 1 day, 2:14:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.6882, loss: 2.6882 +2025-06-25 20:19:45,077 - pyskl - INFO - Epoch [97][2000/3940] lr: 7.058e-03, eta: 1 day, 2:13:59, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9812, loss_cls: 2.5484, loss: 2.5484 +2025-06-25 20:20:29,308 - pyskl - INFO - Epoch [97][2100/3940] lr: 7.052e-03, eta: 1 day, 2:13:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.5492, loss: 2.5492 +2025-06-25 20:21:13,493 - pyskl - INFO - Epoch [97][2200/3940] lr: 7.046e-03, eta: 1 day, 2:12:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6942, loss: 2.6942 +2025-06-25 20:21:57,759 - pyskl - INFO - Epoch [97][2300/3940] lr: 7.040e-03, eta: 1 day, 2:11:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.6312, loss: 2.6312 +2025-06-25 20:22:42,026 - pyskl - INFO - Epoch [97][2400/3940] lr: 7.034e-03, eta: 1 day, 2:10:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 2.5610, loss: 2.5610 +2025-06-25 20:23:26,208 - pyskl - INFO - Epoch [97][2500/3940] lr: 7.028e-03, eta: 1 day, 2:10:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 2.7527, loss: 2.7527 +2025-06-25 20:24:10,460 - pyskl - INFO - Epoch [97][2600/3940] lr: 7.022e-03, eta: 1 day, 2:09:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 2.6670, loss: 2.6670 +2025-06-25 20:24:54,719 - pyskl - INFO - Epoch [97][2700/3940] lr: 7.016e-03, eta: 1 day, 2:08:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.6809, loss: 2.6809 +2025-06-25 20:25:38,998 - pyskl - INFO - Epoch [97][2800/3940] lr: 7.010e-03, eta: 1 day, 2:07:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.6679, loss: 2.6679 +2025-06-25 20:26:23,282 - pyskl - INFO - Epoch [97][2900/3940] lr: 7.004e-03, eta: 1 day, 2:07:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.6506, loss: 2.6506 +2025-06-25 20:27:07,611 - pyskl - INFO - Epoch [97][3000/3940] lr: 6.998e-03, eta: 1 day, 2:06:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 2.6349, loss: 2.6349 +2025-06-25 20:27:52,262 - pyskl - INFO - Epoch [97][3100/3940] lr: 6.992e-03, eta: 1 day, 2:05:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 2.6723, loss: 2.6723 +2025-06-25 20:28:36,758 - pyskl - INFO - Epoch [97][3200/3940] lr: 6.986e-03, eta: 1 day, 2:04:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.6921, loss: 2.6921 +2025-06-25 20:29:21,138 - pyskl - INFO - Epoch [97][3300/3940] lr: 6.980e-03, eta: 1 day, 2:04:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.7287, loss: 2.7287 +2025-06-25 20:30:05,622 - pyskl - INFO - Epoch [97][3400/3940] lr: 6.974e-03, eta: 1 day, 2:03:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.7618, loss: 2.7618 +2025-06-25 20:30:49,916 - pyskl - INFO - Epoch [97][3500/3940] lr: 6.968e-03, eta: 1 day, 2:02:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 2.7907, loss: 2.7907 +2025-06-25 20:31:34,573 - pyskl - INFO - Epoch [97][3600/3940] lr: 6.962e-03, eta: 1 day, 2:01:58, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9719, loss_cls: 2.7198, loss: 2.7198 +2025-06-25 20:32:19,087 - pyskl - INFO - Epoch [97][3700/3940] lr: 6.956e-03, eta: 1 day, 2:01:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 2.7010, loss: 2.7010 +2025-06-25 20:33:03,490 - pyskl - INFO - Epoch [97][3800/3940] lr: 6.950e-03, eta: 1 day, 2:00:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6783, loss: 2.6783 +2025-06-25 20:33:47,788 - pyskl - INFO - Epoch [97][3900/3940] lr: 6.945e-03, eta: 1 day, 1:59:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9794, loss_cls: 2.6499, loss: 2.6499 +2025-06-25 20:34:05,904 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-25 20:37:28,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 20:37:29,423 - pyskl - INFO - +top1_acc 0.8206 +top5_acc 0.9704 +2025-06-25 20:37:29,443 - pyskl - INFO - Epoch(val) [97][3183] top1_acc: 0.8206, top5_acc: 0.9704 +2025-06-25 20:38:39,605 - pyskl - INFO - Epoch [98][100/3940] lr: 6.936e-03, eta: 1 day, 1:58:44, time: 0.702, data_time: 0.259, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7089, loss: 2.7089 +2025-06-25 20:39:23,835 - pyskl - INFO - Epoch [98][200/3940] lr: 6.930e-03, eta: 1 day, 1:57:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5997, loss: 2.5997 +2025-06-25 20:40:08,117 - pyskl - INFO - Epoch [98][300/3940] lr: 6.924e-03, eta: 1 day, 1:57:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.6678, loss: 2.6678 +2025-06-25 20:40:52,436 - pyskl - INFO - Epoch [98][400/3940] lr: 6.918e-03, eta: 1 day, 1:56:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.6192, loss: 2.6192 +2025-06-25 20:41:36,723 - pyskl - INFO - Epoch [98][500/3940] lr: 6.912e-03, eta: 1 day, 1:55:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.5784, loss: 2.5784 +2025-06-25 20:42:20,960 - pyskl - INFO - Epoch [98][600/3940] lr: 6.906e-03, eta: 1 day, 1:54:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.5509, loss: 2.5509 +2025-06-25 20:43:05,254 - pyskl - INFO - Epoch [98][700/3940] lr: 6.900e-03, eta: 1 day, 1:54:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 2.5594, loss: 2.5594 +2025-06-25 20:43:49,518 - pyskl - INFO - Epoch [98][800/3940] lr: 6.895e-03, eta: 1 day, 1:53:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.5973, loss: 2.5973 +2025-06-25 20:44:33,741 - pyskl - INFO - Epoch [98][900/3940] lr: 6.889e-03, eta: 1 day, 1:52:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9762, loss_cls: 2.6030, loss: 2.6030 +2025-06-25 20:45:17,956 - pyskl - INFO - Epoch [98][1000/3940] lr: 6.883e-03, eta: 1 day, 1:51:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7152, loss: 2.7152 +2025-06-25 20:46:02,086 - pyskl - INFO - Epoch [98][1100/3940] lr: 6.877e-03, eta: 1 day, 1:51:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7220, loss: 2.7220 +2025-06-25 20:46:46,197 - pyskl - INFO - Epoch [98][1200/3940] lr: 6.871e-03, eta: 1 day, 1:50:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.6334, loss: 2.6334 +2025-06-25 20:47:30,384 - pyskl - INFO - Epoch [98][1300/3940] lr: 6.865e-03, eta: 1 day, 1:49:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.7710, loss: 2.7710 +2025-06-25 20:48:14,711 - pyskl - INFO - Epoch [98][1400/3940] lr: 6.859e-03, eta: 1 day, 1:48:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 2.5958, loss: 2.5958 +2025-06-25 20:48:58,945 - pyskl - INFO - Epoch [98][1500/3940] lr: 6.853e-03, eta: 1 day, 1:48:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9819, loss_cls: 2.5932, loss: 2.5932 +2025-06-25 20:49:43,160 - pyskl - INFO - Epoch [98][1600/3940] lr: 6.847e-03, eta: 1 day, 1:47:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6154, loss: 2.6154 +2025-06-25 20:50:27,430 - pyskl - INFO - Epoch [98][1700/3940] lr: 6.841e-03, eta: 1 day, 1:46:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.6353, loss: 2.6353 +2025-06-25 20:51:11,817 - pyskl - INFO - Epoch [98][1800/3940] lr: 6.835e-03, eta: 1 day, 1:45:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.7518, loss: 2.7518 +2025-06-25 20:51:56,027 - pyskl - INFO - Epoch [98][1900/3940] lr: 6.829e-03, eta: 1 day, 1:45:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9756, loss_cls: 2.7618, loss: 2.7618 +2025-06-25 20:52:40,435 - pyskl - INFO - Epoch [98][2000/3940] lr: 6.823e-03, eta: 1 day, 1:44:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7607, loss: 2.7607 +2025-06-25 20:53:24,739 - pyskl - INFO - Epoch [98][2100/3940] lr: 6.817e-03, eta: 1 day, 1:43:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 2.7565, loss: 2.7565 +2025-06-25 20:54:09,144 - pyskl - INFO - Epoch [98][2200/3940] lr: 6.812e-03, eta: 1 day, 1:42:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9788, loss_cls: 2.5817, loss: 2.5817 +2025-06-25 20:54:53,395 - pyskl - INFO - Epoch [98][2300/3940] lr: 6.806e-03, eta: 1 day, 1:42:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.4867, loss: 2.4867 +2025-06-25 20:55:37,654 - pyskl - INFO - Epoch [98][2400/3940] lr: 6.800e-03, eta: 1 day, 1:41:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.6787, loss: 2.6787 +2025-06-25 20:56:21,874 - pyskl - INFO - Epoch [98][2500/3940] lr: 6.794e-03, eta: 1 day, 1:40:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.6624, loss: 2.6624 +2025-06-25 20:57:06,152 - pyskl - INFO - Epoch [98][2600/3940] lr: 6.788e-03, eta: 1 day, 1:39:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.5477, loss: 2.5477 +2025-06-25 20:57:50,453 - pyskl - INFO - Epoch [98][2700/3940] lr: 6.782e-03, eta: 1 day, 1:39:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.5681, loss: 2.5681 +2025-06-25 20:58:34,850 - pyskl - INFO - Epoch [98][2800/3940] lr: 6.776e-03, eta: 1 day, 1:38:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.6846, loss: 2.6846 +2025-06-25 20:59:19,195 - pyskl - INFO - Epoch [98][2900/3940] lr: 6.770e-03, eta: 1 day, 1:37:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.8376, loss: 2.8376 +2025-06-25 21:00:03,626 - pyskl - INFO - Epoch [98][3000/3940] lr: 6.764e-03, eta: 1 day, 1:36:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9794, loss_cls: 2.6399, loss: 2.6399 +2025-06-25 21:00:48,220 - pyskl - INFO - Epoch [98][3100/3940] lr: 6.758e-03, eta: 1 day, 1:36:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.5079, loss: 2.5079 +2025-06-25 21:01:32,571 - pyskl - INFO - Epoch [98][3200/3940] lr: 6.752e-03, eta: 1 day, 1:35:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.6483, loss: 2.6483 +2025-06-25 21:02:17,010 - pyskl - INFO - Epoch [98][3300/3940] lr: 6.747e-03, eta: 1 day, 1:34:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.6181, loss: 2.6181 +2025-06-25 21:03:01,416 - pyskl - INFO - Epoch [98][3400/3940] lr: 6.741e-03, eta: 1 day, 1:33:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9794, loss_cls: 2.6857, loss: 2.6857 +2025-06-25 21:03:45,836 - pyskl - INFO - Epoch [98][3500/3940] lr: 6.735e-03, eta: 1 day, 1:33:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.6527, loss: 2.6527 +2025-06-25 21:04:30,265 - pyskl - INFO - Epoch [98][3600/3940] lr: 6.729e-03, eta: 1 day, 1:32:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.7401, loss: 2.7401 +2025-06-25 21:05:14,676 - pyskl - INFO - Epoch [98][3700/3940] lr: 6.723e-03, eta: 1 day, 1:31:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.6493, loss: 2.6493 +2025-06-25 21:05:59,141 - pyskl - INFO - Epoch [98][3800/3940] lr: 6.717e-03, eta: 1 day, 1:30:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.6347, loss: 2.6347 +2025-06-25 21:06:43,491 - pyskl - INFO - Epoch [98][3900/3940] lr: 6.711e-03, eta: 1 day, 1:30:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9806, loss_cls: 2.6274, loss: 2.6274 +2025-06-25 21:07:01,537 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-25 21:10:26,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:10:27,114 - pyskl - INFO - +top1_acc 0.8134 +top5_acc 0.9661 +2025-06-25 21:10:27,135 - pyskl - INFO - Epoch(val) [98][3183] top1_acc: 0.8134, top5_acc: 0.9661 +2025-06-25 21:11:37,089 - pyskl - INFO - Epoch [99][100/3940] lr: 6.703e-03, eta: 1 day, 1:29:12, time: 0.699, data_time: 0.257, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.6402, loss: 2.6402 +2025-06-25 21:12:21,461 - pyskl - INFO - Epoch [99][200/3940] lr: 6.697e-03, eta: 1 day, 1:28:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 2.5259, loss: 2.5259 +2025-06-25 21:13:05,816 - pyskl - INFO - Epoch [99][300/3940] lr: 6.691e-03, eta: 1 day, 1:27:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 2.4865, loss: 2.4865 +2025-06-25 21:13:50,308 - pyskl - INFO - Epoch [99][400/3940] lr: 6.685e-03, eta: 1 day, 1:26:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9794, loss_cls: 2.6837, loss: 2.6837 +2025-06-25 21:14:34,688 - pyskl - INFO - Epoch [99][500/3940] lr: 6.679e-03, eta: 1 day, 1:26:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.4583, loss: 2.4583 +2025-06-25 21:15:19,213 - pyskl - INFO - Epoch [99][600/3940] lr: 6.674e-03, eta: 1 day, 1:25:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.5662, loss: 2.5662 +2025-06-25 21:16:03,611 - pyskl - INFO - Epoch [99][700/3940] lr: 6.668e-03, eta: 1 day, 1:24:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4673, loss: 2.4673 +2025-06-25 21:16:48,119 - pyskl - INFO - Epoch [99][800/3940] lr: 6.662e-03, eta: 1 day, 1:23:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 2.6039, loss: 2.6039 +2025-06-25 21:17:32,440 - pyskl - INFO - Epoch [99][900/3940] lr: 6.656e-03, eta: 1 day, 1:23:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9769, loss_cls: 2.6906, loss: 2.6906 +2025-06-25 21:18:16,801 - pyskl - INFO - Epoch [99][1000/3940] lr: 6.650e-03, eta: 1 day, 1:22:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9788, loss_cls: 2.6183, loss: 2.6183 +2025-06-25 21:19:01,314 - pyskl - INFO - Epoch [99][1100/3940] lr: 6.644e-03, eta: 1 day, 1:21:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.6438, loss: 2.6438 +2025-06-25 21:19:45,751 - pyskl - INFO - Epoch [99][1200/3940] lr: 6.638e-03, eta: 1 day, 1:20:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.5287, loss: 2.5287 +2025-06-25 21:20:30,154 - pyskl - INFO - Epoch [99][1300/3940] lr: 6.632e-03, eta: 1 day, 1:20:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.5919, loss: 2.5919 +2025-06-25 21:21:14,639 - pyskl - INFO - Epoch [99][1400/3940] lr: 6.627e-03, eta: 1 day, 1:19:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9769, loss_cls: 2.6725, loss: 2.6725 +2025-06-25 21:21:59,005 - pyskl - INFO - Epoch [99][1500/3940] lr: 6.621e-03, eta: 1 day, 1:18:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 2.5384, loss: 2.5384 +2025-06-25 21:22:43,448 - pyskl - INFO - Epoch [99][1600/3940] lr: 6.615e-03, eta: 1 day, 1:17:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.6160, loss: 2.6160 +2025-06-25 21:23:27,893 - pyskl - INFO - Epoch [99][1700/3940] lr: 6.609e-03, eta: 1 day, 1:17:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.5891, loss: 2.5891 +2025-06-25 21:24:12,356 - pyskl - INFO - Epoch [99][1800/3940] lr: 6.603e-03, eta: 1 day, 1:16:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.5788, loss: 2.5788 +2025-06-25 21:24:56,674 - pyskl - INFO - Epoch [99][1900/3940] lr: 6.597e-03, eta: 1 day, 1:15:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.5157, loss: 2.5157 +2025-06-25 21:25:41,022 - pyskl - INFO - Epoch [99][2000/3940] lr: 6.591e-03, eta: 1 day, 1:14:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.7320, loss: 2.7320 +2025-06-25 21:26:25,430 - pyskl - INFO - Epoch [99][2100/3940] lr: 6.586e-03, eta: 1 day, 1:14:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.6606, loss: 2.6606 +2025-06-25 21:27:09,789 - pyskl - INFO - Epoch [99][2200/3940] lr: 6.580e-03, eta: 1 day, 1:13:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9800, loss_cls: 2.5888, loss: 2.5888 +2025-06-25 21:27:54,084 - pyskl - INFO - Epoch [99][2300/3940] lr: 6.574e-03, eta: 1 day, 1:12:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.7016, loss: 2.7016 +2025-06-25 21:28:38,433 - pyskl - INFO - Epoch [99][2400/3940] lr: 6.568e-03, eta: 1 day, 1:11:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 2.7199, loss: 2.7199 +2025-06-25 21:29:22,792 - pyskl - INFO - Epoch [99][2500/3940] lr: 6.562e-03, eta: 1 day, 1:11:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 2.6630, loss: 2.6630 +2025-06-25 21:30:07,166 - pyskl - INFO - Epoch [99][2600/3940] lr: 6.556e-03, eta: 1 day, 1:10:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 2.7200, loss: 2.7200 +2025-06-25 21:30:51,921 - pyskl - INFO - Epoch [99][2700/3940] lr: 6.550e-03, eta: 1 day, 1:09:42, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.6353, loss: 2.6353 +2025-06-25 21:31:36,509 - pyskl - INFO - Epoch [99][2800/3940] lr: 6.545e-03, eta: 1 day, 1:08:57, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9744, loss_cls: 2.6914, loss: 2.6914 +2025-06-25 21:32:20,842 - pyskl - INFO - Epoch [99][2900/3940] lr: 6.539e-03, eta: 1 day, 1:08:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.4998, loss: 2.4998 +2025-06-25 21:33:05,248 - pyskl - INFO - Epoch [99][3000/3940] lr: 6.533e-03, eta: 1 day, 1:07:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.6168, loss: 2.6168 +2025-06-25 21:33:49,603 - pyskl - INFO - Epoch [99][3100/3940] lr: 6.527e-03, eta: 1 day, 1:06:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.6685, loss: 2.6685 +2025-06-25 21:34:34,010 - pyskl - INFO - Epoch [99][3200/3940] lr: 6.521e-03, eta: 1 day, 1:05:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.4698, loss: 2.4698 +2025-06-25 21:35:18,474 - pyskl - INFO - Epoch [99][3300/3940] lr: 6.515e-03, eta: 1 day, 1:05:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.7076, loss: 2.7076 +2025-06-25 21:36:02,848 - pyskl - INFO - Epoch [99][3400/3940] lr: 6.510e-03, eta: 1 day, 1:04:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.5754, loss: 2.5754 +2025-06-25 21:36:47,156 - pyskl - INFO - Epoch [99][3500/3940] lr: 6.504e-03, eta: 1 day, 1:03:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.7010, loss: 2.7010 +2025-06-25 21:37:31,504 - pyskl - INFO - Epoch [99][3600/3940] lr: 6.498e-03, eta: 1 day, 1:02:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.5838, loss: 2.5838 +2025-06-25 21:38:15,894 - pyskl - INFO - Epoch [99][3700/3940] lr: 6.492e-03, eta: 1 day, 1:02:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.5840, loss: 2.5840 +2025-06-25 21:39:00,258 - pyskl - INFO - Epoch [99][3800/3940] lr: 6.486e-03, eta: 1 day, 1:01:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 2.6501, loss: 2.6501 +2025-06-25 21:39:44,592 - pyskl - INFO - Epoch [99][3900/3940] lr: 6.480e-03, eta: 1 day, 1:00:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 2.6058, loss: 2.6058 +2025-06-25 21:40:02,649 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-25 21:43:26,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 21:43:26,764 - pyskl - INFO - +top1_acc 0.8207 +top5_acc 0.9698 +2025-06-25 21:43:26,784 - pyskl - INFO - Epoch(val) [99][3183] top1_acc: 0.8207, top5_acc: 0.9698 +2025-06-25 21:44:38,059 - pyskl - INFO - Epoch [100][100/3940] lr: 6.472e-03, eta: 1 day, 0:59:44, time: 0.713, data_time: 0.270, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.5322, loss: 2.5322 +2025-06-25 21:45:22,309 - pyskl - INFO - Epoch [100][200/3940] lr: 6.466e-03, eta: 1 day, 0:58:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9838, loss_cls: 2.4728, loss: 2.4728 +2025-06-25 21:46:06,694 - pyskl - INFO - Epoch [100][300/3940] lr: 6.461e-03, eta: 1 day, 0:58:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.5419, loss: 2.5419 +2025-06-25 21:46:51,239 - pyskl - INFO - Epoch [100][400/3940] lr: 6.455e-03, eta: 1 day, 0:57:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.6268, loss: 2.6268 +2025-06-25 21:47:35,591 - pyskl - INFO - Epoch [100][500/3940] lr: 6.449e-03, eta: 1 day, 0:56:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.5699, loss: 2.5699 +2025-06-25 21:48:19,933 - pyskl - INFO - Epoch [100][600/3940] lr: 6.443e-03, eta: 1 day, 0:55:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 2.5933, loss: 2.5933 +2025-06-25 21:49:04,316 - pyskl - INFO - Epoch [100][700/3940] lr: 6.437e-03, eta: 1 day, 0:55:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.5555, loss: 2.5555 +2025-06-25 21:49:48,564 - pyskl - INFO - Epoch [100][800/3940] lr: 6.432e-03, eta: 1 day, 0:54:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.5465, loss: 2.5465 +2025-06-25 21:50:32,916 - pyskl - INFO - Epoch [100][900/3940] lr: 6.426e-03, eta: 1 day, 0:53:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9806, loss_cls: 2.5750, loss: 2.5750 +2025-06-25 21:51:17,188 - pyskl - INFO - Epoch [100][1000/3940] lr: 6.420e-03, eta: 1 day, 0:52:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 2.4912, loss: 2.4912 +2025-06-25 21:52:01,556 - pyskl - INFO - Epoch [100][1100/3940] lr: 6.414e-03, eta: 1 day, 0:52:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9819, loss_cls: 2.4922, loss: 2.4922 +2025-06-25 21:52:45,840 - pyskl - INFO - Epoch [100][1200/3940] lr: 6.408e-03, eta: 1 day, 0:51:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.4953, loss: 2.4953 +2025-06-25 21:53:30,078 - pyskl - INFO - Epoch [100][1300/3940] lr: 6.403e-03, eta: 1 day, 0:50:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.5053, loss: 2.5053 +2025-06-25 21:54:14,460 - pyskl - INFO - Epoch [100][1400/3940] lr: 6.397e-03, eta: 1 day, 0:49:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.5872, loss: 2.5872 +2025-06-25 21:54:58,854 - pyskl - INFO - Epoch [100][1500/3940] lr: 6.391e-03, eta: 1 day, 0:49:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9838, loss_cls: 2.4546, loss: 2.4546 +2025-06-25 21:55:43,307 - pyskl - INFO - Epoch [100][1600/3940] lr: 6.385e-03, eta: 1 day, 0:48:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 2.6293, loss: 2.6293 +2025-06-25 21:56:27,586 - pyskl - INFO - Epoch [100][1700/3940] lr: 6.379e-03, eta: 1 day, 0:47:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9919, loss_cls: 2.5900, loss: 2.5900 +2025-06-25 21:57:11,924 - pyskl - INFO - Epoch [100][1800/3940] lr: 6.374e-03, eta: 1 day, 0:46:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.5573, loss: 2.5573 +2025-06-25 21:57:56,272 - pyskl - INFO - Epoch [100][1900/3940] lr: 6.368e-03, eta: 1 day, 0:46:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.5367, loss: 2.5367 +2025-06-25 21:58:40,661 - pyskl - INFO - Epoch [100][2000/3940] lr: 6.362e-03, eta: 1 day, 0:45:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.6374, loss: 2.6374 +2025-06-25 21:59:25,153 - pyskl - INFO - Epoch [100][2100/3940] lr: 6.356e-03, eta: 1 day, 0:44:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.6244, loss: 2.6244 +2025-06-25 22:00:09,759 - pyskl - INFO - Epoch [100][2200/3940] lr: 6.350e-03, eta: 1 day, 0:43:58, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 2.5391, loss: 2.5391 +2025-06-25 22:00:54,104 - pyskl - INFO - Epoch [100][2300/3940] lr: 6.345e-03, eta: 1 day, 0:43:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.5460, loss: 2.5460 +2025-06-25 22:01:38,573 - pyskl - INFO - Epoch [100][2400/3940] lr: 6.339e-03, eta: 1 day, 0:42:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.5862, loss: 2.5862 +2025-06-25 22:02:22,891 - pyskl - INFO - Epoch [100][2500/3940] lr: 6.333e-03, eta: 1 day, 0:41:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.6535, loss: 2.6535 +2025-06-25 22:03:06,877 - pyskl - INFO - Epoch [100][2600/3940] lr: 6.327e-03, eta: 1 day, 0:40:58, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5334, loss: 2.5334 +2025-06-25 22:03:51,140 - pyskl - INFO - Epoch [100][2700/3940] lr: 6.322e-03, eta: 1 day, 0:40:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9788, loss_cls: 2.6367, loss: 2.6367 +2025-06-25 22:04:35,324 - pyskl - INFO - Epoch [100][2800/3940] lr: 6.316e-03, eta: 1 day, 0:39:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 2.5701, loss: 2.5701 +2025-06-25 22:05:19,624 - pyskl - INFO - Epoch [100][2900/3940] lr: 6.310e-03, eta: 1 day, 0:38:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 2.6775, loss: 2.6775 +2025-06-25 22:06:03,922 - pyskl - INFO - Epoch [100][3000/3940] lr: 6.304e-03, eta: 1 day, 0:37:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 2.6395, loss: 2.6395 +2025-06-25 22:06:48,345 - pyskl - INFO - Epoch [100][3100/3940] lr: 6.298e-03, eta: 1 day, 0:37:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.5579, loss: 2.5579 +2025-06-25 22:07:32,913 - pyskl - INFO - Epoch [100][3200/3940] lr: 6.293e-03, eta: 1 day, 0:36:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.6337, loss: 2.6337 +2025-06-25 22:08:17,150 - pyskl - INFO - Epoch [100][3300/3940] lr: 6.287e-03, eta: 1 day, 0:35:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.6388, loss: 2.6388 +2025-06-25 22:09:01,435 - pyskl - INFO - Epoch [100][3400/3940] lr: 6.281e-03, eta: 1 day, 0:34:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 2.7448, loss: 2.7448 +2025-06-25 22:09:45,970 - pyskl - INFO - Epoch [100][3500/3940] lr: 6.275e-03, eta: 1 day, 0:34:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6276, loss: 2.6276 +2025-06-25 22:10:30,554 - pyskl - INFO - Epoch [100][3600/3940] lr: 6.270e-03, eta: 1 day, 0:33:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6425, loss: 2.6425 +2025-06-25 22:11:14,951 - pyskl - INFO - Epoch [100][3700/3940] lr: 6.264e-03, eta: 1 day, 0:32:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.5441, loss: 2.5441 +2025-06-25 22:11:59,199 - pyskl - INFO - Epoch [100][3800/3940] lr: 6.258e-03, eta: 1 day, 0:31:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9831, loss_cls: 2.5565, loss: 2.5565 +2025-06-25 22:12:43,579 - pyskl - INFO - Epoch [100][3900/3940] lr: 6.252e-03, eta: 1 day, 0:31:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.7364, loss: 2.7364 +2025-06-25 22:13:01,806 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-25 22:31:08,457 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 22:31:08,928 - pyskl - INFO - +top1_acc 0.8058 +top5_acc 0.9679 +2025-06-25 22:31:08,948 - pyskl - INFO - Epoch(val) [100][3183] top1_acc: 0.8058, top5_acc: 0.9679 +2025-06-25 22:32:18,183 - pyskl - INFO - Epoch [101][100/3940] lr: 6.244e-03, eta: 1 day, 0:30:13, time: 0.692, data_time: 0.251, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 2.6093, loss: 2.6093 +2025-06-25 22:33:02,410 - pyskl - INFO - Epoch [101][200/3940] lr: 6.239e-03, eta: 1 day, 0:29:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.4888, loss: 2.4888 +2025-06-25 22:33:46,651 - pyskl - INFO - Epoch [101][300/3940] lr: 6.233e-03, eta: 1 day, 0:28:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.4874, loss: 2.4874 +2025-06-25 22:34:30,852 - pyskl - INFO - Epoch [101][400/3940] lr: 6.227e-03, eta: 1 day, 0:27:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.5328, loss: 2.5328 +2025-06-25 22:35:15,208 - pyskl - INFO - Epoch [101][500/3940] lr: 6.221e-03, eta: 1 day, 0:27:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 2.5487, loss: 2.5487 +2025-06-25 22:35:59,423 - pyskl - INFO - Epoch [101][600/3940] lr: 6.216e-03, eta: 1 day, 0:26:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.5735, loss: 2.5735 +2025-06-25 22:36:43,672 - pyskl - INFO - Epoch [101][700/3940] lr: 6.210e-03, eta: 1 day, 0:25:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 2.5364, loss: 2.5364 +2025-06-25 22:37:27,919 - pyskl - INFO - Epoch [101][800/3940] lr: 6.204e-03, eta: 1 day, 0:24:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.4709, loss: 2.4709 +2025-06-25 22:38:12,260 - pyskl - INFO - Epoch [101][900/3940] lr: 6.198e-03, eta: 1 day, 0:24:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9800, loss_cls: 2.5989, loss: 2.5989 +2025-06-25 22:38:56,625 - pyskl - INFO - Epoch [101][1000/3940] lr: 6.193e-03, eta: 1 day, 0:23:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5861, loss: 2.5861 +2025-06-25 22:39:41,257 - pyskl - INFO - Epoch [101][1100/3940] lr: 6.187e-03, eta: 1 day, 0:22:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 2.5868, loss: 2.5868 +2025-06-25 22:40:25,640 - pyskl - INFO - Epoch [101][1200/3940] lr: 6.181e-03, eta: 1 day, 0:21:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.4877, loss: 2.4877 +2025-06-25 22:41:09,961 - pyskl - INFO - Epoch [101][1300/3940] lr: 6.175e-03, eta: 1 day, 0:21:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.4982, loss: 2.4982 +2025-06-25 22:41:54,173 - pyskl - INFO - Epoch [101][1400/3940] lr: 6.170e-03, eta: 1 day, 0:20:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9806, loss_cls: 2.5601, loss: 2.5601 +2025-06-25 22:42:38,567 - pyskl - INFO - Epoch [101][1500/3940] lr: 6.164e-03, eta: 1 day, 0:19:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 2.5704, loss: 2.5704 +2025-06-25 22:43:23,464 - pyskl - INFO - Epoch [101][1600/3940] lr: 6.158e-03, eta: 1 day, 0:18:58, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 2.4894, loss: 2.4894 +2025-06-25 22:44:08,076 - pyskl - INFO - Epoch [101][1700/3940] lr: 6.152e-03, eta: 1 day, 0:18:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.5335, loss: 2.5335 +2025-06-25 22:44:52,471 - pyskl - INFO - Epoch [101][1800/3940] lr: 6.147e-03, eta: 1 day, 0:17:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 2.4733, loss: 2.4733 +2025-06-25 22:45:36,913 - pyskl - INFO - Epoch [101][1900/3940] lr: 6.141e-03, eta: 1 day, 0:16:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.5182, loss: 2.5182 +2025-06-25 22:46:21,293 - pyskl - INFO - Epoch [101][2000/3940] lr: 6.135e-03, eta: 1 day, 0:15:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5570, loss: 2.5570 +2025-06-25 22:47:05,750 - pyskl - INFO - Epoch [101][2100/3940] lr: 6.130e-03, eta: 1 day, 0:15:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5735, loss: 2.5735 +2025-06-25 22:47:50,248 - pyskl - INFO - Epoch [101][2200/3940] lr: 6.124e-03, eta: 1 day, 0:14:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.7637, loss: 2.7637 +2025-06-25 22:48:34,752 - pyskl - INFO - Epoch [101][2300/3940] lr: 6.118e-03, eta: 1 day, 0:13:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4409, loss: 2.4409 +2025-06-25 22:49:19,262 - pyskl - INFO - Epoch [101][2400/3940] lr: 6.112e-03, eta: 1 day, 0:12:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.4489, loss: 2.4489 +2025-06-25 22:50:03,718 - pyskl - INFO - Epoch [101][2500/3940] lr: 6.107e-03, eta: 1 day, 0:12:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.4876, loss: 2.4876 +2025-06-25 22:50:48,315 - pyskl - INFO - Epoch [101][2600/3940] lr: 6.101e-03, eta: 1 day, 0:11:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9794, loss_cls: 2.5333, loss: 2.5333 +2025-06-25 22:51:33,107 - pyskl - INFO - Epoch [101][2700/3940] lr: 6.095e-03, eta: 1 day, 0:10:44, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9769, loss_cls: 2.5889, loss: 2.5889 +2025-06-25 22:52:17,826 - pyskl - INFO - Epoch [101][2800/3940] lr: 6.090e-03, eta: 1 day, 0:09:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 2.6737, loss: 2.6737 +2025-06-25 22:53:02,438 - pyskl - INFO - Epoch [101][2900/3940] lr: 6.084e-03, eta: 1 day, 0:09:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.6293, loss: 2.6293 +2025-06-25 22:53:46,810 - pyskl - INFO - Epoch [101][3000/3940] lr: 6.078e-03, eta: 1 day, 0:08:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.5401, loss: 2.5401 +2025-06-25 22:54:31,257 - pyskl - INFO - Epoch [101][3100/3940] lr: 6.073e-03, eta: 1 day, 0:07:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6503, loss: 2.6503 +2025-06-25 22:55:15,645 - pyskl - INFO - Epoch [101][3200/3940] lr: 6.067e-03, eta: 1 day, 0:06:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.4948, loss: 2.4948 +2025-06-25 22:55:59,999 - pyskl - INFO - Epoch [101][3300/3940] lr: 6.061e-03, eta: 1 day, 0:06:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.5217, loss: 2.5217 +2025-06-25 22:56:44,303 - pyskl - INFO - Epoch [101][3400/3940] lr: 6.055e-03, eta: 1 day, 0:05:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.6799, loss: 2.6799 +2025-06-25 22:57:28,626 - pyskl - INFO - Epoch [101][3500/3940] lr: 6.050e-03, eta: 1 day, 0:04:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9794, loss_cls: 2.6196, loss: 2.6196 +2025-06-25 22:58:12,937 - pyskl - INFO - Epoch [101][3600/3940] lr: 6.044e-03, eta: 1 day, 0:03:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 2.6172, loss: 2.6172 +2025-06-25 22:58:57,226 - pyskl - INFO - Epoch [101][3700/3940] lr: 6.038e-03, eta: 1 day, 0:03:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.5282, loss: 2.5282 +2025-06-25 22:59:41,572 - pyskl - INFO - Epoch [101][3800/3940] lr: 6.033e-03, eta: 1 day, 0:02:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 2.6310, loss: 2.6310 +2025-06-25 23:00:25,935 - pyskl - INFO - Epoch [101][3900/3940] lr: 6.027e-03, eta: 1 day, 0:01:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5995, loss: 2.5995 +2025-06-25 23:00:43,993 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-25 23:04:07,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:04:08,233 - pyskl - INFO - +top1_acc 0.7986 +top5_acc 0.9602 +2025-06-25 23:04:08,254 - pyskl - INFO - Epoch(val) [101][3183] top1_acc: 0.7986, top5_acc: 0.9602 +2025-06-25 23:05:18,238 - pyskl - INFO - Epoch [102][100/3940] lr: 6.019e-03, eta: 1 day, 0:00:44, time: 0.700, data_time: 0.258, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.4879, loss: 2.4879 +2025-06-25 23:06:02,484 - pyskl - INFO - Epoch [102][200/3940] lr: 6.013e-03, eta: 23:59:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4945, loss: 2.4945 +2025-06-25 23:06:46,745 - pyskl - INFO - Epoch [102][300/3940] lr: 6.008e-03, eta: 23:59:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.4388, loss: 2.4388 +2025-06-25 23:07:30,913 - pyskl - INFO - Epoch [102][400/3940] lr: 6.002e-03, eta: 23:58:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4113, loss: 2.4113 +2025-06-25 23:08:15,186 - pyskl - INFO - Epoch [102][500/3940] lr: 5.996e-03, eta: 23:57:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.5248, loss: 2.5248 +2025-06-25 23:08:59,625 - pyskl - INFO - Epoch [102][600/3940] lr: 5.991e-03, eta: 23:56:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 2.4722, loss: 2.4722 +2025-06-25 23:09:43,979 - pyskl - INFO - Epoch [102][700/3940] lr: 5.985e-03, eta: 23:56:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.4127, loss: 2.4127 +2025-06-25 23:10:28,302 - pyskl - INFO - Epoch [102][800/3940] lr: 5.979e-03, eta: 23:55:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.5190, loss: 2.5190 +2025-06-25 23:11:12,576 - pyskl - INFO - Epoch [102][900/3940] lr: 5.974e-03, eta: 23:54:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9788, loss_cls: 2.5633, loss: 2.5633 +2025-06-25 23:11:56,772 - pyskl - INFO - Epoch [102][1000/3940] lr: 5.968e-03, eta: 23:53:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.4736, loss: 2.4736 +2025-06-25 23:12:41,267 - pyskl - INFO - Epoch [102][1100/3940] lr: 5.962e-03, eta: 23:53:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.4540, loss: 2.4540 +2025-06-25 23:13:25,549 - pyskl - INFO - Epoch [102][1200/3940] lr: 5.957e-03, eta: 23:52:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.5748, loss: 2.5748 +2025-06-25 23:14:09,778 - pyskl - INFO - Epoch [102][1300/3940] lr: 5.951e-03, eta: 23:51:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.5351, loss: 2.5351 +2025-06-25 23:14:53,952 - pyskl - INFO - Epoch [102][1400/3940] lr: 5.945e-03, eta: 23:50:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.3987, loss: 2.3987 +2025-06-25 23:15:38,154 - pyskl - INFO - Epoch [102][1500/3940] lr: 5.940e-03, eta: 23:50:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.5213, loss: 2.5213 +2025-06-25 23:16:22,375 - pyskl - INFO - Epoch [102][1600/3940] lr: 5.934e-03, eta: 23:49:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 2.5944, loss: 2.5944 +2025-06-25 23:17:06,651 - pyskl - INFO - Epoch [102][1700/3940] lr: 5.928e-03, eta: 23:48:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.5234, loss: 2.5234 +2025-06-25 23:17:50,926 - pyskl - INFO - Epoch [102][1800/3940] lr: 5.923e-03, eta: 23:47:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.5240, loss: 2.5240 +2025-06-25 23:18:35,203 - pyskl - INFO - Epoch [102][1900/3940] lr: 5.917e-03, eta: 23:47:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5262, loss: 2.5262 +2025-06-25 23:19:19,554 - pyskl - INFO - Epoch [102][2000/3940] lr: 5.911e-03, eta: 23:46:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.4724, loss: 2.4724 +2025-06-25 23:20:03,900 - pyskl - INFO - Epoch [102][2100/3940] lr: 5.906e-03, eta: 23:45:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 2.5998, loss: 2.5998 +2025-06-25 23:20:48,170 - pyskl - INFO - Epoch [102][2200/3940] lr: 5.900e-03, eta: 23:44:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5536, loss: 2.5536 +2025-06-25 23:21:32,508 - pyskl - INFO - Epoch [102][2300/3940] lr: 5.894e-03, eta: 23:44:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.4708, loss: 2.4708 +2025-06-25 23:22:16,777 - pyskl - INFO - Epoch [102][2400/3940] lr: 5.889e-03, eta: 23:43:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.4634, loss: 2.4634 +2025-06-25 23:23:01,010 - pyskl - INFO - Epoch [102][2500/3940] lr: 5.883e-03, eta: 23:42:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9788, loss_cls: 2.5754, loss: 2.5754 +2025-06-25 23:23:45,226 - pyskl - INFO - Epoch [102][2600/3940] lr: 5.878e-03, eta: 23:41:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.5890, loss: 2.5890 +2025-06-25 23:24:29,476 - pyskl - INFO - Epoch [102][2700/3940] lr: 5.872e-03, eta: 23:41:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 2.5786, loss: 2.5786 +2025-06-25 23:25:13,814 - pyskl - INFO - Epoch [102][2800/3940] lr: 5.866e-03, eta: 23:40:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.6453, loss: 2.6453 +2025-06-25 23:25:58,465 - pyskl - INFO - Epoch [102][2900/3940] lr: 5.861e-03, eta: 23:39:43, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 2.5930, loss: 2.5930 +2025-06-25 23:26:42,871 - pyskl - INFO - Epoch [102][3000/3940] lr: 5.855e-03, eta: 23:38:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.5022, loss: 2.5022 +2025-06-25 23:27:27,243 - pyskl - INFO - Epoch [102][3100/3940] lr: 5.849e-03, eta: 23:38:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 2.5962, loss: 2.5962 +2025-06-25 23:28:11,629 - pyskl - INFO - Epoch [102][3200/3940] lr: 5.844e-03, eta: 23:37:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.5275, loss: 2.5275 +2025-06-25 23:28:56,144 - pyskl - INFO - Epoch [102][3300/3940] lr: 5.838e-03, eta: 23:36:43, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.5645, loss: 2.5645 +2025-06-25 23:29:40,543 - pyskl - INFO - Epoch [102][3400/3940] lr: 5.833e-03, eta: 23:35:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9769, loss_cls: 2.6277, loss: 2.6277 +2025-06-25 23:30:25,173 - pyskl - INFO - Epoch [102][3500/3940] lr: 5.827e-03, eta: 23:35:14, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 2.5535, loss: 2.5535 +2025-06-25 23:31:09,517 - pyskl - INFO - Epoch [102][3600/3940] lr: 5.821e-03, eta: 23:34:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.5074, loss: 2.5074 +2025-06-25 23:31:53,835 - pyskl - INFO - Epoch [102][3700/3940] lr: 5.816e-03, eta: 23:33:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 2.5017, loss: 2.5017 +2025-06-25 23:32:38,198 - pyskl - INFO - Epoch [102][3800/3940] lr: 5.810e-03, eta: 23:32:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.4956, loss: 2.4956 +2025-06-25 23:33:22,533 - pyskl - INFO - Epoch [102][3900/3940] lr: 5.804e-03, eta: 23:32:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.5187, loss: 2.5187 +2025-06-25 23:33:40,627 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-25 23:37:03,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-25 23:37:04,091 - pyskl - INFO - +top1_acc 0.7504 +top5_acc 0.9457 +2025-06-25 23:37:04,109 - pyskl - INFO - Epoch(val) [102][3183] top1_acc: 0.7504, top5_acc: 0.9457 +2025-06-25 23:38:14,006 - pyskl - INFO - Epoch [103][100/3940] lr: 5.797e-03, eta: 23:31:14, time: 0.699, data_time: 0.256, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.5911, loss: 2.5911 +2025-06-25 23:38:58,370 - pyskl - INFO - Epoch [103][200/3940] lr: 5.791e-03, eta: 23:30:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.4225, loss: 2.4225 +2025-06-25 23:39:42,669 - pyskl - INFO - Epoch [103][300/3940] lr: 5.785e-03, eta: 23:29:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5461, loss: 2.5461 +2025-06-25 23:40:26,999 - pyskl - INFO - Epoch [103][400/3940] lr: 5.780e-03, eta: 23:28:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 2.4746, loss: 2.4746 +2025-06-25 23:41:11,371 - pyskl - INFO - Epoch [103][500/3940] lr: 5.774e-03, eta: 23:28:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.4792, loss: 2.4792 +2025-06-25 23:41:55,769 - pyskl - INFO - Epoch [103][600/3940] lr: 5.769e-03, eta: 23:27:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.4901, loss: 2.4901 +2025-06-25 23:42:40,060 - pyskl - INFO - Epoch [103][700/3940] lr: 5.763e-03, eta: 23:26:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.5529, loss: 2.5529 +2025-06-25 23:43:24,359 - pyskl - INFO - Epoch [103][800/3940] lr: 5.757e-03, eta: 23:25:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 2.5104, loss: 2.5104 +2025-06-25 23:44:08,529 - pyskl - INFO - Epoch [103][900/3940] lr: 5.752e-03, eta: 23:25:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 2.4961, loss: 2.4961 +2025-06-25 23:44:52,712 - pyskl - INFO - Epoch [103][1000/3940] lr: 5.746e-03, eta: 23:24:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.4591, loss: 2.4591 +2025-06-25 23:45:36,901 - pyskl - INFO - Epoch [103][1100/3940] lr: 5.741e-03, eta: 23:23:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9812, loss_cls: 2.5062, loss: 2.5062 +2025-06-25 23:46:21,201 - pyskl - INFO - Epoch [103][1200/3940] lr: 5.735e-03, eta: 23:22:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6197, loss: 2.6197 +2025-06-25 23:47:05,609 - pyskl - INFO - Epoch [103][1300/3940] lr: 5.729e-03, eta: 23:22:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.4015, loss: 2.4015 +2025-06-25 23:47:49,971 - pyskl - INFO - Epoch [103][1400/3940] lr: 5.724e-03, eta: 23:21:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.4011, loss: 2.4011 +2025-06-25 23:48:34,495 - pyskl - INFO - Epoch [103][1500/3940] lr: 5.718e-03, eta: 23:20:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.4864, loss: 2.4864 +2025-06-25 23:49:18,855 - pyskl - INFO - Epoch [103][1600/3940] lr: 5.713e-03, eta: 23:19:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.3456, loss: 2.3456 +2025-06-25 23:50:03,277 - pyskl - INFO - Epoch [103][1700/3940] lr: 5.707e-03, eta: 23:19:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.5260, loss: 2.5260 +2025-06-25 23:50:47,662 - pyskl - INFO - Epoch [103][1800/3940] lr: 5.702e-03, eta: 23:18:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.5696, loss: 2.5696 +2025-06-25 23:51:32,075 - pyskl - INFO - Epoch [103][1900/3940] lr: 5.696e-03, eta: 23:17:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5467, loss: 2.5467 +2025-06-25 23:52:16,452 - pyskl - INFO - Epoch [103][2000/3940] lr: 5.690e-03, eta: 23:16:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.4840, loss: 2.4840 +2025-06-25 23:53:00,790 - pyskl - INFO - Epoch [103][2100/3940] lr: 5.685e-03, eta: 23:16:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 2.4917, loss: 2.4917 +2025-06-25 23:53:45,215 - pyskl - INFO - Epoch [103][2200/3940] lr: 5.679e-03, eta: 23:15:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4585, loss: 2.4585 +2025-06-25 23:54:29,650 - pyskl - INFO - Epoch [103][2300/3940] lr: 5.674e-03, eta: 23:14:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.5463, loss: 2.5463 +2025-06-25 23:55:14,046 - pyskl - INFO - Epoch [103][2400/3940] lr: 5.668e-03, eta: 23:13:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.4071, loss: 2.4071 +2025-06-25 23:55:58,391 - pyskl - INFO - Epoch [103][2500/3940] lr: 5.663e-03, eta: 23:13:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.4652, loss: 2.4652 +2025-06-25 23:56:42,569 - pyskl - INFO - Epoch [103][2600/3940] lr: 5.657e-03, eta: 23:12:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.4947, loss: 2.4947 +2025-06-25 23:57:26,794 - pyskl - INFO - Epoch [103][2700/3940] lr: 5.651e-03, eta: 23:11:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.5411, loss: 2.5411 +2025-06-25 23:58:10,971 - pyskl - INFO - Epoch [103][2800/3940] lr: 5.646e-03, eta: 23:10:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.5963, loss: 2.5963 +2025-06-25 23:58:55,194 - pyskl - INFO - Epoch [103][2900/3940] lr: 5.640e-03, eta: 23:10:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.5593, loss: 2.5593 +2025-06-25 23:59:39,396 - pyskl - INFO - Epoch [103][3000/3940] lr: 5.635e-03, eta: 23:09:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9794, loss_cls: 2.5181, loss: 2.5181 +2025-06-26 00:00:23,652 - pyskl - INFO - Epoch [103][3100/3940] lr: 5.629e-03, eta: 23:08:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.5220, loss: 2.5220 +2025-06-26 00:01:08,042 - pyskl - INFO - Epoch [103][3200/3940] lr: 5.624e-03, eta: 23:07:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.5523, loss: 2.5523 +2025-06-26 00:01:52,425 - pyskl - INFO - Epoch [103][3300/3940] lr: 5.618e-03, eta: 23:07:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.4974, loss: 2.4974 +2025-06-26 00:02:36,707 - pyskl - INFO - Epoch [103][3400/3940] lr: 5.613e-03, eta: 23:06:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.4743, loss: 2.4743 +2025-06-26 00:03:21,013 - pyskl - INFO - Epoch [103][3500/3940] lr: 5.607e-03, eta: 23:05:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.5351, loss: 2.5351 +2025-06-26 00:04:05,318 - pyskl - INFO - Epoch [103][3600/3940] lr: 5.601e-03, eta: 23:04:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.5196, loss: 2.5196 +2025-06-26 00:04:49,750 - pyskl - INFO - Epoch [103][3700/3940] lr: 5.596e-03, eta: 23:04:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 2.5937, loss: 2.5937 +2025-06-26 00:05:34,131 - pyskl - INFO - Epoch [103][3800/3940] lr: 5.590e-03, eta: 23:03:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.5550, loss: 2.5550 +2025-06-26 00:06:18,532 - pyskl - INFO - Epoch [103][3900/3940] lr: 5.585e-03, eta: 23:02:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.6445, loss: 2.6445 +2025-06-26 00:06:36,645 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-26 00:10:00,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 00:10:00,781 - pyskl - INFO - +top1_acc 0.8156 +top5_acc 0.9701 +2025-06-26 00:10:00,799 - pyskl - INFO - Epoch(val) [103][3183] top1_acc: 0.8156, top5_acc: 0.9701 +2025-06-26 00:11:09,842 - pyskl - INFO - Epoch [104][100/3940] lr: 5.577e-03, eta: 23:01:44, time: 0.690, data_time: 0.249, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.3222, loss: 2.3222 +2025-06-26 00:11:54,048 - pyskl - INFO - Epoch [104][200/3940] lr: 5.572e-03, eta: 23:00:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.4293, loss: 2.4293 +2025-06-26 00:12:38,250 - pyskl - INFO - Epoch [104][300/3940] lr: 5.566e-03, eta: 23:00:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.4361, loss: 2.4361 +2025-06-26 00:13:22,492 - pyskl - INFO - Epoch [104][400/3940] lr: 5.561e-03, eta: 22:59:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4921, loss: 2.4921 +2025-06-26 00:14:06,716 - pyskl - INFO - Epoch [104][500/3940] lr: 5.555e-03, eta: 22:58:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9862, loss_cls: 2.3254, loss: 2.3254 +2025-06-26 00:14:50,988 - pyskl - INFO - Epoch [104][600/3940] lr: 5.549e-03, eta: 22:57:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.4472, loss: 2.4472 +2025-06-26 00:15:35,248 - pyskl - INFO - Epoch [104][700/3940] lr: 5.544e-03, eta: 22:57:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.4921, loss: 2.4921 +2025-06-26 00:16:19,562 - pyskl - INFO - Epoch [104][800/3940] lr: 5.538e-03, eta: 22:56:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.4060, loss: 2.4060 +2025-06-26 00:17:03,939 - pyskl - INFO - Epoch [104][900/3940] lr: 5.533e-03, eta: 22:55:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.4991, loss: 2.4991 +2025-06-26 00:17:48,326 - pyskl - INFO - Epoch [104][1000/3940] lr: 5.527e-03, eta: 22:54:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 2.4877, loss: 2.4877 +2025-06-26 00:18:32,625 - pyskl - INFO - Epoch [104][1100/3940] lr: 5.522e-03, eta: 22:54:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.4946, loss: 2.4946 +2025-06-26 00:19:16,957 - pyskl - INFO - Epoch [104][1200/3940] lr: 5.516e-03, eta: 22:53:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.4862, loss: 2.4862 +2025-06-26 00:20:01,186 - pyskl - INFO - Epoch [104][1300/3940] lr: 5.511e-03, eta: 22:52:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.4215, loss: 2.4215 +2025-06-26 00:20:45,444 - pyskl - INFO - Epoch [104][1400/3940] lr: 5.505e-03, eta: 22:51:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.4864, loss: 2.4864 +2025-06-26 00:21:29,646 - pyskl - INFO - Epoch [104][1500/3940] lr: 5.500e-03, eta: 22:51:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 2.4136, loss: 2.4136 +2025-06-26 00:22:13,993 - pyskl - INFO - Epoch [104][1600/3940] lr: 5.494e-03, eta: 22:50:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.4031, loss: 2.4031 +2025-06-26 00:22:58,383 - pyskl - INFO - Epoch [104][1700/3940] lr: 5.489e-03, eta: 22:49:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4181, loss: 2.4181 +2025-06-26 00:23:42,774 - pyskl - INFO - Epoch [104][1800/3940] lr: 5.483e-03, eta: 22:48:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.3951, loss: 2.3951 +2025-06-26 00:24:27,163 - pyskl - INFO - Epoch [104][1900/3940] lr: 5.478e-03, eta: 22:48:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5054, loss: 2.5054 +2025-06-26 00:25:11,456 - pyskl - INFO - Epoch [104][2000/3940] lr: 5.472e-03, eta: 22:47:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.4613, loss: 2.4613 +2025-06-26 00:25:55,965 - pyskl - INFO - Epoch [104][2100/3940] lr: 5.467e-03, eta: 22:46:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.4638, loss: 2.4638 +2025-06-26 00:26:40,527 - pyskl - INFO - Epoch [104][2200/3940] lr: 5.461e-03, eta: 22:45:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.5508, loss: 2.5508 +2025-06-26 00:27:24,915 - pyskl - INFO - Epoch [104][2300/3940] lr: 5.456e-03, eta: 22:45:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4744, loss: 2.4744 +2025-06-26 00:28:09,336 - pyskl - INFO - Epoch [104][2400/3940] lr: 5.450e-03, eta: 22:44:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4931, loss: 2.4931 +2025-06-26 00:28:53,736 - pyskl - INFO - Epoch [104][2500/3940] lr: 5.445e-03, eta: 22:43:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.5549, loss: 2.5549 +2025-06-26 00:29:38,162 - pyskl - INFO - Epoch [104][2600/3940] lr: 5.439e-03, eta: 22:42:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9844, loss_cls: 2.4346, loss: 2.4346 +2025-06-26 00:30:22,562 - pyskl - INFO - Epoch [104][2700/3940] lr: 5.434e-03, eta: 22:42:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.4631, loss: 2.4631 +2025-06-26 00:31:07,016 - pyskl - INFO - Epoch [104][2800/3940] lr: 5.428e-03, eta: 22:41:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 2.5303, loss: 2.5303 +2025-06-26 00:31:51,368 - pyskl - INFO - Epoch [104][2900/3940] lr: 5.423e-03, eta: 22:40:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.5234, loss: 2.5234 +2025-06-26 00:32:35,719 - pyskl - INFO - Epoch [104][3000/3940] lr: 5.418e-03, eta: 22:39:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.4720, loss: 2.4720 +2025-06-26 00:33:20,117 - pyskl - INFO - Epoch [104][3100/3940] lr: 5.412e-03, eta: 22:39:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.3787, loss: 2.3787 +2025-06-26 00:34:04,450 - pyskl - INFO - Epoch [104][3200/3940] lr: 5.407e-03, eta: 22:38:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 2.6090, loss: 2.6090 +2025-06-26 00:34:48,802 - pyskl - INFO - Epoch [104][3300/3940] lr: 5.401e-03, eta: 22:37:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.4872, loss: 2.4872 +2025-06-26 00:35:33,252 - pyskl - INFO - Epoch [104][3400/3940] lr: 5.396e-03, eta: 22:36:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9812, loss_cls: 2.4674, loss: 2.4674 +2025-06-26 00:36:17,566 - pyskl - INFO - Epoch [104][3500/3940] lr: 5.390e-03, eta: 22:36:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.4754, loss: 2.4754 +2025-06-26 00:37:01,784 - pyskl - INFO - Epoch [104][3600/3940] lr: 5.385e-03, eta: 22:35:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 2.5280, loss: 2.5280 +2025-06-26 00:37:45,992 - pyskl - INFO - Epoch [104][3700/3940] lr: 5.379e-03, eta: 22:34:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.5102, loss: 2.5102 +2025-06-26 00:38:30,204 - pyskl - INFO - Epoch [104][3800/3940] lr: 5.374e-03, eta: 22:33:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9812, loss_cls: 2.4640, loss: 2.4640 +2025-06-26 00:39:14,505 - pyskl - INFO - Epoch [104][3900/3940] lr: 5.368e-03, eta: 22:33:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 2.4142, loss: 2.4142 +2025-06-26 00:39:32,559 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-26 00:42:55,925 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 00:42:56,390 - pyskl - INFO - +top1_acc 0.7955 +top5_acc 0.9632 +2025-06-26 00:42:56,410 - pyskl - INFO - Epoch(val) [104][3183] top1_acc: 0.7955, top5_acc: 0.9632 +2025-06-26 00:44:06,146 - pyskl - INFO - Epoch [105][100/3940] lr: 5.361e-03, eta: 22:32:14, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.4140, loss: 2.4140 +2025-06-26 00:44:50,421 - pyskl - INFO - Epoch [105][200/3940] lr: 5.355e-03, eta: 22:31:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4911, loss: 2.4911 +2025-06-26 00:45:34,740 - pyskl - INFO - Epoch [105][300/3940] lr: 5.350e-03, eta: 22:30:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9838, loss_cls: 2.4118, loss: 2.4118 +2025-06-26 00:46:19,175 - pyskl - INFO - Epoch [105][400/3940] lr: 5.344e-03, eta: 22:29:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.4628, loss: 2.4628 +2025-06-26 00:47:03,600 - pyskl - INFO - Epoch [105][500/3940] lr: 5.339e-03, eta: 22:29:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.4272, loss: 2.4272 +2025-06-26 00:47:48,009 - pyskl - INFO - Epoch [105][600/3940] lr: 5.333e-03, eta: 22:28:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.4593, loss: 2.4593 +2025-06-26 00:48:32,391 - pyskl - INFO - Epoch [105][700/3940] lr: 5.328e-03, eta: 22:27:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.3712, loss: 2.3712 +2025-06-26 00:49:16,766 - pyskl - INFO - Epoch [105][800/3940] lr: 5.323e-03, eta: 22:27:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9800, loss_cls: 2.4551, loss: 2.4551 +2025-06-26 00:50:00,974 - pyskl - INFO - Epoch [105][900/3940] lr: 5.317e-03, eta: 22:26:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.3822, loss: 2.3822 +2025-06-26 00:50:45,235 - pyskl - INFO - Epoch [105][1000/3940] lr: 5.312e-03, eta: 22:25:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.5279, loss: 2.5279 +2025-06-26 00:51:29,770 - pyskl - INFO - Epoch [105][1100/3940] lr: 5.306e-03, eta: 22:24:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.4997, loss: 2.4997 +2025-06-26 00:52:14,528 - pyskl - INFO - Epoch [105][1200/3940] lr: 5.301e-03, eta: 22:24:00, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.4108, loss: 2.4108 +2025-06-26 00:52:59,148 - pyskl - INFO - Epoch [105][1300/3940] lr: 5.295e-03, eta: 22:23:15, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.4044, loss: 2.4044 +2025-06-26 00:53:43,592 - pyskl - INFO - Epoch [105][1400/3940] lr: 5.290e-03, eta: 22:22:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.4243, loss: 2.4243 +2025-06-26 00:54:28,048 - pyskl - INFO - Epoch [105][1500/3940] lr: 5.285e-03, eta: 22:21:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 2.4003, loss: 2.4003 +2025-06-26 00:55:12,509 - pyskl - INFO - Epoch [105][1600/3940] lr: 5.279e-03, eta: 22:21:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 2.4115, loss: 2.4115 +2025-06-26 00:55:56,789 - pyskl - INFO - Epoch [105][1700/3940] lr: 5.274e-03, eta: 22:20:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.3995, loss: 2.3995 +2025-06-26 00:56:41,088 - pyskl - INFO - Epoch [105][1800/3940] lr: 5.268e-03, eta: 22:19:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.4812, loss: 2.4812 +2025-06-26 00:57:25,389 - pyskl - INFO - Epoch [105][1900/3940] lr: 5.263e-03, eta: 22:18:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.4441, loss: 2.4441 +2025-06-26 00:58:09,689 - pyskl - INFO - Epoch [105][2000/3940] lr: 5.257e-03, eta: 22:18:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.3175, loss: 2.3175 +2025-06-26 00:58:54,061 - pyskl - INFO - Epoch [105][2100/3940] lr: 5.252e-03, eta: 22:17:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 2.3636, loss: 2.3636 +2025-06-26 00:59:38,401 - pyskl - INFO - Epoch [105][2200/3940] lr: 5.247e-03, eta: 22:16:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.5557, loss: 2.5557 +2025-06-26 01:00:22,799 - pyskl - INFO - Epoch [105][2300/3940] lr: 5.241e-03, eta: 22:15:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 2.4455, loss: 2.4455 +2025-06-26 01:01:07,150 - pyskl - INFO - Epoch [105][2400/3940] lr: 5.236e-03, eta: 22:15:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.4835, loss: 2.4835 +2025-06-26 01:01:51,597 - pyskl - INFO - Epoch [105][2500/3940] lr: 5.230e-03, eta: 22:14:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.4455, loss: 2.4455 +2025-06-26 01:02:36,036 - pyskl - INFO - Epoch [105][2600/3940] lr: 5.225e-03, eta: 22:13:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.4035, loss: 2.4035 +2025-06-26 01:03:20,464 - pyskl - INFO - Epoch [105][2700/3940] lr: 5.220e-03, eta: 22:12:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 2.4609, loss: 2.4609 +2025-06-26 01:04:04,988 - pyskl - INFO - Epoch [105][2800/3940] lr: 5.214e-03, eta: 22:12:01, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.3718, loss: 2.3718 +2025-06-26 01:04:49,428 - pyskl - INFO - Epoch [105][2900/3940] lr: 5.209e-03, eta: 22:11:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 2.4833, loss: 2.4833 +2025-06-26 01:05:33,924 - pyskl - INFO - Epoch [105][3000/3940] lr: 5.203e-03, eta: 22:10:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9800, loss_cls: 2.4917, loss: 2.4917 +2025-06-26 01:06:18,388 - pyskl - INFO - Epoch [105][3100/3940] lr: 5.198e-03, eta: 22:09:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9806, loss_cls: 2.4866, loss: 2.4866 +2025-06-26 01:07:02,813 - pyskl - INFO - Epoch [105][3200/3940] lr: 5.193e-03, eta: 22:09:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.3969, loss: 2.3969 +2025-06-26 01:07:47,179 - pyskl - INFO - Epoch [105][3300/3940] lr: 5.187e-03, eta: 22:08:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.5728, loss: 2.5728 +2025-06-26 01:08:31,595 - pyskl - INFO - Epoch [105][3400/3940] lr: 5.182e-03, eta: 22:07:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.6243, loss: 2.6243 +2025-06-26 01:09:16,080 - pyskl - INFO - Epoch [105][3500/3940] lr: 5.176e-03, eta: 22:06:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.3817, loss: 2.3817 +2025-06-26 01:10:00,530 - pyskl - INFO - Epoch [105][3600/3940] lr: 5.171e-03, eta: 22:06:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9831, loss_cls: 2.4289, loss: 2.4289 +2025-06-26 01:10:44,915 - pyskl - INFO - Epoch [105][3700/3940] lr: 5.166e-03, eta: 22:05:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.4441, loss: 2.4441 +2025-06-26 01:11:29,341 - pyskl - INFO - Epoch [105][3800/3940] lr: 5.160e-03, eta: 22:04:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.4471, loss: 2.4471 +2025-06-26 01:12:13,774 - pyskl - INFO - Epoch [105][3900/3940] lr: 5.155e-03, eta: 22:03:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.5248, loss: 2.5248 +2025-06-26 01:12:31,855 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-26 01:31:42,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 01:31:43,015 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9642 +2025-06-26 01:31:43,035 - pyskl - INFO - Epoch(val) [105][3183] top1_acc: 0.8101, top5_acc: 0.9642 +2025-06-26 01:32:52,804 - pyskl - INFO - Epoch [106][100/3940] lr: 5.147e-03, eta: 22:02:47, time: 0.698, data_time: 0.253, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.4024, loss: 2.4024 +2025-06-26 01:33:37,305 - pyskl - INFO - Epoch [106][200/3940] lr: 5.142e-03, eta: 22:02:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9950, loss_cls: 2.2877, loss: 2.2877 +2025-06-26 01:34:21,867 - pyskl - INFO - Epoch [106][300/3940] lr: 5.137e-03, eta: 22:01:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 2.3858, loss: 2.3858 +2025-06-26 01:35:06,289 - pyskl - INFO - Epoch [106][400/3940] lr: 5.131e-03, eta: 22:00:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.4665, loss: 2.4665 +2025-06-26 01:35:50,479 - pyskl - INFO - Epoch [106][500/3940] lr: 5.126e-03, eta: 21:59:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.3953, loss: 2.3953 +2025-06-26 01:36:34,767 - pyskl - INFO - Epoch [106][600/3940] lr: 5.121e-03, eta: 21:59:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 2.4021, loss: 2.4021 +2025-06-26 01:37:19,078 - pyskl - INFO - Epoch [106][700/3940] lr: 5.115e-03, eta: 21:58:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.2916, loss: 2.2916 +2025-06-26 01:38:03,426 - pyskl - INFO - Epoch [106][800/3940] lr: 5.110e-03, eta: 21:57:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.4800, loss: 2.4800 +2025-06-26 01:38:47,698 - pyskl - INFO - Epoch [106][900/3940] lr: 5.104e-03, eta: 21:56:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4956, loss: 2.4956 +2025-06-26 01:39:32,287 - pyskl - INFO - Epoch [106][1000/3940] lr: 5.099e-03, eta: 21:56:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 2.4327, loss: 2.4327 +2025-06-26 01:40:16,747 - pyskl - INFO - Epoch [106][1100/3940] lr: 5.094e-03, eta: 21:55:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.3707, loss: 2.3707 +2025-06-26 01:41:01,514 - pyskl - INFO - Epoch [106][1200/3940] lr: 5.088e-03, eta: 21:54:32, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9856, loss_cls: 2.2939, loss: 2.2939 +2025-06-26 01:41:45,915 - pyskl - INFO - Epoch [106][1300/3940] lr: 5.083e-03, eta: 21:53:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 2.3966, loss: 2.3966 +2025-06-26 01:42:30,276 - pyskl - INFO - Epoch [106][1400/3940] lr: 5.078e-03, eta: 21:53:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3942, loss: 2.3942 +2025-06-26 01:43:14,665 - pyskl - INFO - Epoch [106][1500/3940] lr: 5.072e-03, eta: 21:52:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5183, loss: 2.5183 +2025-06-26 01:43:59,001 - pyskl - INFO - Epoch [106][1600/3940] lr: 5.067e-03, eta: 21:51:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.3921, loss: 2.3921 +2025-06-26 01:44:43,346 - pyskl - INFO - Epoch [106][1700/3940] lr: 5.062e-03, eta: 21:50:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.4045, loss: 2.4045 +2025-06-26 01:45:27,622 - pyskl - INFO - Epoch [106][1800/3940] lr: 5.056e-03, eta: 21:50:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 2.3048, loss: 2.3048 +2025-06-26 01:46:11,900 - pyskl - INFO - Epoch [106][1900/3940] lr: 5.051e-03, eta: 21:49:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4433, loss: 2.4433 +2025-06-26 01:46:56,201 - pyskl - INFO - Epoch [106][2000/3940] lr: 5.046e-03, eta: 21:48:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.4386, loss: 2.4386 +2025-06-26 01:47:40,501 - pyskl - INFO - Epoch [106][2100/3940] lr: 5.040e-03, eta: 21:47:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.3866, loss: 2.3866 +2025-06-26 01:48:24,812 - pyskl - INFO - Epoch [106][2200/3940] lr: 5.035e-03, eta: 21:47:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.4621, loss: 2.4621 +2025-06-26 01:49:09,166 - pyskl - INFO - Epoch [106][2300/3940] lr: 5.030e-03, eta: 21:46:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.4172, loss: 2.4172 +2025-06-26 01:49:53,660 - pyskl - INFO - Epoch [106][2400/3940] lr: 5.024e-03, eta: 21:45:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.3988, loss: 2.3988 +2025-06-26 01:50:38,243 - pyskl - INFO - Epoch [106][2500/3940] lr: 5.019e-03, eta: 21:44:48, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9806, loss_cls: 2.5258, loss: 2.5258 +2025-06-26 01:51:22,560 - pyskl - INFO - Epoch [106][2600/3940] lr: 5.014e-03, eta: 21:44:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 2.3630, loss: 2.3630 +2025-06-26 01:52:06,918 - pyskl - INFO - Epoch [106][2700/3940] lr: 5.008e-03, eta: 21:43:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.5222, loss: 2.5222 +2025-06-26 01:52:51,173 - pyskl - INFO - Epoch [106][2800/3940] lr: 5.003e-03, eta: 21:42:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.4615, loss: 2.4615 +2025-06-26 01:53:35,468 - pyskl - INFO - Epoch [106][2900/3940] lr: 4.998e-03, eta: 21:41:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.3952, loss: 2.3952 +2025-06-26 01:54:19,878 - pyskl - INFO - Epoch [106][3000/3940] lr: 4.992e-03, eta: 21:41:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4010, loss: 2.4010 +2025-06-26 01:55:04,216 - pyskl - INFO - Epoch [106][3100/3940] lr: 4.987e-03, eta: 21:40:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.4175, loss: 2.4175 +2025-06-26 01:55:48,577 - pyskl - INFO - Epoch [106][3200/3940] lr: 4.982e-03, eta: 21:39:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 2.3787, loss: 2.3787 +2025-06-26 01:56:32,953 - pyskl - INFO - Epoch [106][3300/3940] lr: 4.976e-03, eta: 21:38:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.4671, loss: 2.4671 +2025-06-26 01:57:17,275 - pyskl - INFO - Epoch [106][3400/3940] lr: 4.971e-03, eta: 21:38:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.4578, loss: 2.4578 +2025-06-26 01:58:01,672 - pyskl - INFO - Epoch [106][3500/3940] lr: 4.966e-03, eta: 21:37:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9819, loss_cls: 2.4454, loss: 2.4454 +2025-06-26 01:58:46,075 - pyskl - INFO - Epoch [106][3600/3940] lr: 4.961e-03, eta: 21:36:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 2.4003, loss: 2.4003 +2025-06-26 01:59:30,414 - pyskl - INFO - Epoch [106][3700/3940] lr: 4.955e-03, eta: 21:35:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.4871, loss: 2.4871 +2025-06-26 02:00:14,762 - pyskl - INFO - Epoch [106][3800/3940] lr: 4.950e-03, eta: 21:35:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.4907, loss: 2.4907 +2025-06-26 02:00:59,307 - pyskl - INFO - Epoch [106][3900/3940] lr: 4.945e-03, eta: 21:34:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 2.4417, loss: 2.4417 +2025-06-26 02:01:17,449 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-26 02:04:41,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:04:42,439 - pyskl - INFO - +top1_acc 0.8112 +top5_acc 0.9632 +2025-06-26 02:04:42,460 - pyskl - INFO - Epoch(val) [106][3183] top1_acc: 0.8112, top5_acc: 0.9632 +2025-06-26 02:05:51,859 - pyskl - INFO - Epoch [107][100/3940] lr: 4.937e-03, eta: 21:33:18, time: 0.694, data_time: 0.250, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.4361, loss: 2.4361 +2025-06-26 02:06:36,099 - pyskl - INFO - Epoch [107][200/3940] lr: 4.932e-03, eta: 21:32:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.3148, loss: 2.3148 +2025-06-26 02:07:20,795 - pyskl - INFO - Epoch [107][300/3940] lr: 4.927e-03, eta: 21:31:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3609, loss: 2.3609 +2025-06-26 02:08:05,247 - pyskl - INFO - Epoch [107][400/3940] lr: 4.921e-03, eta: 21:31:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.3683, loss: 2.3683 +2025-06-26 02:08:49,635 - pyskl - INFO - Epoch [107][500/3940] lr: 4.916e-03, eta: 21:30:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.3024, loss: 2.3024 +2025-06-26 02:09:34,207 - pyskl - INFO - Epoch [107][600/3940] lr: 4.911e-03, eta: 21:29:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.4173, loss: 2.4173 +2025-06-26 02:10:18,750 - pyskl - INFO - Epoch [107][700/3940] lr: 4.906e-03, eta: 21:28:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9962, loss_cls: 2.3348, loss: 2.3348 +2025-06-26 02:11:03,194 - pyskl - INFO - Epoch [107][800/3940] lr: 4.900e-03, eta: 21:28:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.3431, loss: 2.3431 +2025-06-26 02:11:47,791 - pyskl - INFO - Epoch [107][900/3940] lr: 4.895e-03, eta: 21:27:19, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9856, loss_cls: 2.3855, loss: 2.3855 +2025-06-26 02:12:32,162 - pyskl - INFO - Epoch [107][1000/3940] lr: 4.890e-03, eta: 21:26:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.3448, loss: 2.3448 +2025-06-26 02:13:16,509 - pyskl - INFO - Epoch [107][1100/3940] lr: 4.884e-03, eta: 21:25:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.2923, loss: 2.2923 +2025-06-26 02:14:00,876 - pyskl - INFO - Epoch [107][1200/3940] lr: 4.879e-03, eta: 21:25:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.4385, loss: 2.4385 +2025-06-26 02:14:45,262 - pyskl - INFO - Epoch [107][1300/3940] lr: 4.874e-03, eta: 21:24:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.4423, loss: 2.4423 +2025-06-26 02:15:29,630 - pyskl - INFO - Epoch [107][1400/3940] lr: 4.869e-03, eta: 21:23:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.3662, loss: 2.3662 +2025-06-26 02:16:14,030 - pyskl - INFO - Epoch [107][1500/3940] lr: 4.863e-03, eta: 21:22:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9838, loss_cls: 2.4394, loss: 2.4394 +2025-06-26 02:16:58,426 - pyskl - INFO - Epoch [107][1600/3940] lr: 4.858e-03, eta: 21:22:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 2.4485, loss: 2.4485 +2025-06-26 02:17:42,782 - pyskl - INFO - Epoch [107][1700/3940] lr: 4.853e-03, eta: 21:21:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.3172, loss: 2.3172 +2025-06-26 02:18:27,283 - pyskl - INFO - Epoch [107][1800/3940] lr: 4.848e-03, eta: 21:20:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.4542, loss: 2.4542 +2025-06-26 02:19:11,666 - pyskl - INFO - Epoch [107][1900/3940] lr: 4.842e-03, eta: 21:19:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9825, loss_cls: 2.3274, loss: 2.3274 +2025-06-26 02:19:56,125 - pyskl - INFO - Epoch [107][2000/3940] lr: 4.837e-03, eta: 21:19:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.3572, loss: 2.3572 +2025-06-26 02:20:40,485 - pyskl - INFO - Epoch [107][2100/3940] lr: 4.832e-03, eta: 21:18:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 2.4623, loss: 2.4623 +2025-06-26 02:21:24,865 - pyskl - INFO - Epoch [107][2200/3940] lr: 4.827e-03, eta: 21:17:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.4656, loss: 2.4656 +2025-06-26 02:22:09,192 - pyskl - INFO - Epoch [107][2300/3940] lr: 4.821e-03, eta: 21:16:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.3706, loss: 2.3706 +2025-06-26 02:22:53,542 - pyskl - INFO - Epoch [107][2400/3940] lr: 4.816e-03, eta: 21:16:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.3430, loss: 2.3430 +2025-06-26 02:23:37,925 - pyskl - INFO - Epoch [107][2500/3940] lr: 4.811e-03, eta: 21:15:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9838, loss_cls: 2.4433, loss: 2.4433 +2025-06-26 02:24:22,262 - pyskl - INFO - Epoch [107][2600/3940] lr: 4.806e-03, eta: 21:14:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.4853, loss: 2.4853 +2025-06-26 02:25:06,618 - pyskl - INFO - Epoch [107][2700/3940] lr: 4.800e-03, eta: 21:13:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.4635, loss: 2.4635 +2025-06-26 02:25:51,008 - pyskl - INFO - Epoch [107][2800/3940] lr: 4.795e-03, eta: 21:13:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.4974, loss: 2.4974 +2025-06-26 02:26:35,314 - pyskl - INFO - Epoch [107][2900/3940] lr: 4.790e-03, eta: 21:12:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.3362, loss: 2.3362 +2025-06-26 02:27:19,651 - pyskl - INFO - Epoch [107][3000/3940] lr: 4.785e-03, eta: 21:11:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.3520, loss: 2.3520 +2025-06-26 02:28:04,008 - pyskl - INFO - Epoch [107][3100/3940] lr: 4.780e-03, eta: 21:10:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.4440, loss: 2.4440 +2025-06-26 02:28:48,400 - pyskl - INFO - Epoch [107][3200/3940] lr: 4.774e-03, eta: 21:10:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9869, loss_cls: 2.3615, loss: 2.3615 +2025-06-26 02:29:32,782 - pyskl - INFO - Epoch [107][3300/3940] lr: 4.769e-03, eta: 21:09:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.3431, loss: 2.3431 +2025-06-26 02:30:17,175 - pyskl - INFO - Epoch [107][3400/3940] lr: 4.764e-03, eta: 21:08:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.3307, loss: 2.3307 +2025-06-26 02:31:01,656 - pyskl - INFO - Epoch [107][3500/3940] lr: 4.759e-03, eta: 21:07:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.3997, loss: 2.3997 +2025-06-26 02:31:46,145 - pyskl - INFO - Epoch [107][3600/3940] lr: 4.753e-03, eta: 21:07:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3485, loss: 2.3485 +2025-06-26 02:32:30,634 - pyskl - INFO - Epoch [107][3700/3940] lr: 4.748e-03, eta: 21:06:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.3740, loss: 2.3740 +2025-06-26 02:33:15,032 - pyskl - INFO - Epoch [107][3800/3940] lr: 4.743e-03, eta: 21:05:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4081, loss: 2.4081 +2025-06-26 02:33:59,614 - pyskl - INFO - Epoch [107][3900/3940] lr: 4.738e-03, eta: 21:04:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.4480, loss: 2.4480 +2025-06-26 02:34:17,647 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-26 02:37:40,601 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 02:37:41,069 - pyskl - INFO - +top1_acc 0.8275 +top5_acc 0.9689 +2025-06-26 02:37:41,128 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_96.pth was removed +2025-06-26 02:37:42,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2025-06-26 02:37:42,200 - pyskl - INFO - Best top1_acc is 0.8275 at 107 epoch. +2025-06-26 02:37:42,219 - pyskl - INFO - Epoch(val) [107][3183] top1_acc: 0.8275, top5_acc: 0.9689 +2025-06-26 02:38:51,722 - pyskl - INFO - Epoch [108][100/3940] lr: 4.730e-03, eta: 21:03:51, time: 0.695, data_time: 0.254, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.4220, loss: 2.4220 +2025-06-26 02:39:35,909 - pyskl - INFO - Epoch [108][200/3940] lr: 4.725e-03, eta: 21:03:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.4200, loss: 2.4200 +2025-06-26 02:40:20,050 - pyskl - INFO - Epoch [108][300/3940] lr: 4.720e-03, eta: 21:02:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.3546, loss: 2.3546 +2025-06-26 02:41:04,266 - pyskl - INFO - Epoch [108][400/3940] lr: 4.715e-03, eta: 21:01:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3128, loss: 2.3128 +2025-06-26 02:41:48,488 - pyskl - INFO - Epoch [108][500/3940] lr: 4.710e-03, eta: 21:00:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.2089, loss: 2.2089 +2025-06-26 02:42:32,737 - pyskl - INFO - Epoch [108][600/3940] lr: 4.704e-03, eta: 21:00:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.3343, loss: 2.3343 +2025-06-26 02:43:16,867 - pyskl - INFO - Epoch [108][700/3940] lr: 4.699e-03, eta: 20:59:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.3696, loss: 2.3696 +2025-06-26 02:44:01,035 - pyskl - INFO - Epoch [108][800/3940] lr: 4.694e-03, eta: 20:58:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3213, loss: 2.3213 +2025-06-26 02:44:45,225 - pyskl - INFO - Epoch [108][900/3940] lr: 4.689e-03, eta: 20:57:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.4091, loss: 2.4091 +2025-06-26 02:45:29,343 - pyskl - INFO - Epoch [108][1000/3940] lr: 4.684e-03, eta: 20:57:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4208, loss: 2.4208 +2025-06-26 02:46:13,867 - pyskl - INFO - Epoch [108][1100/3940] lr: 4.679e-03, eta: 20:56:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.4687, loss: 2.4687 +2025-06-26 02:46:57,985 - pyskl - INFO - Epoch [108][1200/3940] lr: 4.673e-03, eta: 20:55:35, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 2.4104, loss: 2.4104 +2025-06-26 02:47:42,085 - pyskl - INFO - Epoch [108][1300/3940] lr: 4.668e-03, eta: 20:54:50, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.2439, loss: 2.2439 +2025-06-26 02:48:26,184 - pyskl - INFO - Epoch [108][1400/3940] lr: 4.663e-03, eta: 20:54:05, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.3468, loss: 2.3468 +2025-06-26 02:49:10,595 - pyskl - INFO - Epoch [108][1500/3940] lr: 4.658e-03, eta: 20:53:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9825, loss_cls: 2.4391, loss: 2.4391 +2025-06-26 02:49:54,936 - pyskl - INFO - Epoch [108][1600/3940] lr: 4.653e-03, eta: 20:52:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 2.3923, loss: 2.3923 +2025-06-26 02:50:39,240 - pyskl - INFO - Epoch [108][1700/3940] lr: 4.647e-03, eta: 20:51:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 2.2452, loss: 2.2452 +2025-06-26 02:51:23,524 - pyskl - INFO - Epoch [108][1800/3940] lr: 4.642e-03, eta: 20:51:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.4606, loss: 2.4606 +2025-06-26 02:52:07,750 - pyskl - INFO - Epoch [108][1900/3940] lr: 4.637e-03, eta: 20:50:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.3384, loss: 2.3384 +2025-06-26 02:52:52,005 - pyskl - INFO - Epoch [108][2000/3940] lr: 4.632e-03, eta: 20:49:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 2.3234, loss: 2.3234 +2025-06-26 02:53:36,308 - pyskl - INFO - Epoch [108][2100/3940] lr: 4.627e-03, eta: 20:48:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3662, loss: 2.3662 +2025-06-26 02:54:20,845 - pyskl - INFO - Epoch [108][2200/3940] lr: 4.622e-03, eta: 20:48:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9812, loss_cls: 2.4846, loss: 2.4846 +2025-06-26 02:55:05,201 - pyskl - INFO - Epoch [108][2300/3940] lr: 4.617e-03, eta: 20:47:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.3646, loss: 2.3646 +2025-06-26 02:55:49,474 - pyskl - INFO - Epoch [108][2400/3940] lr: 4.611e-03, eta: 20:46:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.3599, loss: 2.3599 +2025-06-26 02:56:33,657 - pyskl - INFO - Epoch [108][2500/3940] lr: 4.606e-03, eta: 20:45:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.3416, loss: 2.3416 +2025-06-26 02:57:17,826 - pyskl - INFO - Epoch [108][2600/3940] lr: 4.601e-03, eta: 20:45:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.3644, loss: 2.3644 +2025-06-26 02:58:01,973 - pyskl - INFO - Epoch [108][2700/3940] lr: 4.596e-03, eta: 20:44:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.3618, loss: 2.3618 +2025-06-26 02:58:46,193 - pyskl - INFO - Epoch [108][2800/3940] lr: 4.591e-03, eta: 20:43:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9788, loss_cls: 2.4244, loss: 2.4244 +2025-06-26 02:59:30,442 - pyskl - INFO - Epoch [108][2900/3940] lr: 4.586e-03, eta: 20:42:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9838, loss_cls: 2.3436, loss: 2.3436 +2025-06-26 03:00:14,885 - pyskl - INFO - Epoch [108][3000/3940] lr: 4.580e-03, eta: 20:42:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.3904, loss: 2.3904 +2025-06-26 03:00:59,316 - pyskl - INFO - Epoch [108][3100/3940] lr: 4.575e-03, eta: 20:41:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.4460, loss: 2.4460 +2025-06-26 03:01:43,819 - pyskl - INFO - Epoch [108][3200/3940] lr: 4.570e-03, eta: 20:40:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9844, loss_cls: 2.4373, loss: 2.4373 +2025-06-26 03:02:28,043 - pyskl - INFO - Epoch [108][3300/3940] lr: 4.565e-03, eta: 20:39:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.4324, loss: 2.4324 +2025-06-26 03:03:12,189 - pyskl - INFO - Epoch [108][3400/3940] lr: 4.560e-03, eta: 20:39:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.3816, loss: 2.3816 +2025-06-26 03:03:56,434 - pyskl - INFO - Epoch [108][3500/3940] lr: 4.555e-03, eta: 20:38:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.4468, loss: 2.4468 +2025-06-26 03:04:40,702 - pyskl - INFO - Epoch [108][3600/3940] lr: 4.550e-03, eta: 20:37:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9844, loss_cls: 2.3235, loss: 2.3235 +2025-06-26 03:05:25,133 - pyskl - INFO - Epoch [108][3700/3940] lr: 4.545e-03, eta: 20:36:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.2056, loss: 2.2056 +2025-06-26 03:06:09,500 - pyskl - INFO - Epoch [108][3800/3940] lr: 4.539e-03, eta: 20:36:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.4546, loss: 2.4546 +2025-06-26 03:06:53,953 - pyskl - INFO - Epoch [108][3900/3940] lr: 4.534e-03, eta: 20:35:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 2.4164, loss: 2.4164 +2025-06-26 03:07:12,123 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-26 03:10:35,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:10:36,163 - pyskl - INFO - +top1_acc 0.8335 +top5_acc 0.9714 +2025-06-26 03:10:36,220 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_107.pth was removed +2025-06-26 03:10:37,257 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-06-26 03:10:37,259 - pyskl - INFO - Best top1_acc is 0.8335 at 108 epoch. +2025-06-26 03:10:37,276 - pyskl - INFO - Epoch(val) [108][3183] top1_acc: 0.8335, top5_acc: 0.9714 +2025-06-26 03:11:46,547 - pyskl - INFO - Epoch [109][100/3940] lr: 4.527e-03, eta: 20:34:21, time: 0.693, data_time: 0.250, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.2656, loss: 2.2656 +2025-06-26 03:12:30,787 - pyskl - INFO - Epoch [109][200/3940] lr: 4.522e-03, eta: 20:33:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.2564, loss: 2.2564 +2025-06-26 03:13:15,049 - pyskl - INFO - Epoch [109][300/3940] lr: 4.517e-03, eta: 20:32:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2675, loss: 2.2675 +2025-06-26 03:13:59,340 - pyskl - INFO - Epoch [109][400/3940] lr: 4.512e-03, eta: 20:32:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9844, loss_cls: 2.4053, loss: 2.4053 +2025-06-26 03:14:43,587 - pyskl - INFO - Epoch [109][500/3940] lr: 4.507e-03, eta: 20:31:21, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.2580, loss: 2.2580 +2025-06-26 03:15:27,883 - pyskl - INFO - Epoch [109][600/3940] lr: 4.502e-03, eta: 20:30:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.2918, loss: 2.2918 +2025-06-26 03:16:12,388 - pyskl - INFO - Epoch [109][700/3940] lr: 4.496e-03, eta: 20:29:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3441, loss: 2.3441 +2025-06-26 03:16:56,730 - pyskl - INFO - Epoch [109][800/3940] lr: 4.491e-03, eta: 20:29:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 2.3115, loss: 2.3115 +2025-06-26 03:17:41,092 - pyskl - INFO - Epoch [109][900/3940] lr: 4.486e-03, eta: 20:28:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9831, loss_cls: 2.4039, loss: 2.4039 +2025-06-26 03:18:25,442 - pyskl - INFO - Epoch [109][1000/3940] lr: 4.481e-03, eta: 20:27:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 2.4226, loss: 2.4226 +2025-06-26 03:19:09,737 - pyskl - INFO - Epoch [109][1100/3940] lr: 4.476e-03, eta: 20:26:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.3612, loss: 2.3612 +2025-06-26 03:19:53,971 - pyskl - INFO - Epoch [109][1200/3940] lr: 4.471e-03, eta: 20:26:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.2814, loss: 2.2814 +2025-06-26 03:20:38,273 - pyskl - INFO - Epoch [109][1300/3940] lr: 4.466e-03, eta: 20:25:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.3335, loss: 2.3335 +2025-06-26 03:21:22,566 - pyskl - INFO - Epoch [109][1400/3940] lr: 4.461e-03, eta: 20:24:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4067, loss: 2.4067 +2025-06-26 03:22:06,833 - pyskl - INFO - Epoch [109][1500/3940] lr: 4.456e-03, eta: 20:23:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.3533, loss: 2.3533 +2025-06-26 03:22:51,242 - pyskl - INFO - Epoch [109][1600/3940] lr: 4.451e-03, eta: 20:23:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.2707, loss: 2.2707 +2025-06-26 03:23:35,563 - pyskl - INFO - Epoch [109][1700/3940] lr: 4.446e-03, eta: 20:22:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3393, loss: 2.3393 +2025-06-26 03:24:19,828 - pyskl - INFO - Epoch [109][1800/3940] lr: 4.440e-03, eta: 20:21:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.2037, loss: 2.2037 +2025-06-26 03:25:04,045 - pyskl - INFO - Epoch [109][1900/3940] lr: 4.435e-03, eta: 20:20:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.3364, loss: 2.3364 +2025-06-26 03:25:48,415 - pyskl - INFO - Epoch [109][2000/3940] lr: 4.430e-03, eta: 20:20:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9844, loss_cls: 2.4122, loss: 2.4122 +2025-06-26 03:26:32,750 - pyskl - INFO - Epoch [109][2100/3940] lr: 4.425e-03, eta: 20:19:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.3002, loss: 2.3002 +2025-06-26 03:27:17,122 - pyskl - INFO - Epoch [109][2200/3940] lr: 4.420e-03, eta: 20:18:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2577, loss: 2.2577 +2025-06-26 03:28:01,395 - pyskl - INFO - Epoch [109][2300/3940] lr: 4.415e-03, eta: 20:17:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 2.3378, loss: 2.3378 +2025-06-26 03:28:45,615 - pyskl - INFO - Epoch [109][2400/3940] lr: 4.410e-03, eta: 20:17:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.3059, loss: 2.3059 +2025-06-26 03:29:29,769 - pyskl - INFO - Epoch [109][2500/3940] lr: 4.405e-03, eta: 20:16:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.3836, loss: 2.3836 +2025-06-26 03:30:14,070 - pyskl - INFO - Epoch [109][2600/3940] lr: 4.400e-03, eta: 20:15:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2512, loss: 2.2512 +2025-06-26 03:30:58,322 - pyskl - INFO - Epoch [109][2700/3940] lr: 4.395e-03, eta: 20:14:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 2.2743, loss: 2.2743 +2025-06-26 03:31:42,651 - pyskl - INFO - Epoch [109][2800/3940] lr: 4.390e-03, eta: 20:14:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 2.2663, loss: 2.2663 +2025-06-26 03:32:27,167 - pyskl - INFO - Epoch [109][2900/3940] lr: 4.385e-03, eta: 20:13:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 2.3988, loss: 2.3988 +2025-06-26 03:33:11,674 - pyskl - INFO - Epoch [109][3000/3940] lr: 4.380e-03, eta: 20:12:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.3373, loss: 2.3373 +2025-06-26 03:33:56,008 - pyskl - INFO - Epoch [109][3100/3940] lr: 4.375e-03, eta: 20:11:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.2282, loss: 2.2282 +2025-06-26 03:34:40,342 - pyskl - INFO - Epoch [109][3200/3940] lr: 4.370e-03, eta: 20:11:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.3068, loss: 2.3068 +2025-06-26 03:35:24,775 - pyskl - INFO - Epoch [109][3300/3940] lr: 4.365e-03, eta: 20:10:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.3567, loss: 2.3567 +2025-06-26 03:36:09,195 - pyskl - INFO - Epoch [109][3400/3940] lr: 4.359e-03, eta: 20:09:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.2702, loss: 2.2702 +2025-06-26 03:36:53,656 - pyskl - INFO - Epoch [109][3500/3940] lr: 4.354e-03, eta: 20:08:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.4656, loss: 2.4656 +2025-06-26 03:37:37,919 - pyskl - INFO - Epoch [109][3600/3940] lr: 4.349e-03, eta: 20:08:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.2837, loss: 2.2837 +2025-06-26 03:38:22,298 - pyskl - INFO - Epoch [109][3700/3940] lr: 4.344e-03, eta: 20:07:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.3945, loss: 2.3945 +2025-06-26 03:39:06,532 - pyskl - INFO - Epoch [109][3800/3940] lr: 4.339e-03, eta: 20:06:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9850, loss_cls: 2.3800, loss: 2.3800 +2025-06-26 03:39:50,723 - pyskl - INFO - Epoch [109][3900/3940] lr: 4.334e-03, eta: 20:05:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 2.3390, loss: 2.3390 +2025-06-26 03:40:08,779 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-26 03:43:31,538 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 03:43:32,004 - pyskl - INFO - +top1_acc 0.8286 +top5_acc 0.9711 +2025-06-26 03:43:32,021 - pyskl - INFO - Epoch(val) [109][3183] top1_acc: 0.8286, top5_acc: 0.9711 +2025-06-26 03:44:41,843 - pyskl - INFO - Epoch [110][100/3940] lr: 4.327e-03, eta: 20:04:53, time: 0.698, data_time: 0.254, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.1908, loss: 2.1908 +2025-06-26 03:45:26,193 - pyskl - INFO - Epoch [110][200/3940] lr: 4.322e-03, eta: 20:04:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.3480, loss: 2.3480 +2025-06-26 03:46:10,584 - pyskl - INFO - Epoch [110][300/3940] lr: 4.317e-03, eta: 20:03:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.2003, loss: 2.2003 +2025-06-26 03:46:55,122 - pyskl - INFO - Epoch [110][400/3940] lr: 4.312e-03, eta: 20:02:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2363, loss: 2.2363 +2025-06-26 03:47:39,783 - pyskl - INFO - Epoch [110][500/3940] lr: 4.307e-03, eta: 20:01:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 2.1611, loss: 2.1611 +2025-06-26 03:48:24,348 - pyskl - INFO - Epoch [110][600/3940] lr: 4.302e-03, eta: 20:01:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.3816, loss: 2.3816 +2025-06-26 03:49:08,699 - pyskl - INFO - Epoch [110][700/3940] lr: 4.297e-03, eta: 20:00:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.4211, loss: 2.4211 +2025-06-26 03:49:52,979 - pyskl - INFO - Epoch [110][800/3940] lr: 4.292e-03, eta: 19:59:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 2.3319, loss: 2.3319 +2025-06-26 03:50:37,397 - pyskl - INFO - Epoch [110][900/3940] lr: 4.287e-03, eta: 19:58:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 2.3032, loss: 2.3032 +2025-06-26 03:51:21,911 - pyskl - INFO - Epoch [110][1000/3940] lr: 4.282e-03, eta: 19:58:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9875, loss_cls: 2.3015, loss: 2.3015 +2025-06-26 03:52:06,274 - pyskl - INFO - Epoch [110][1100/3940] lr: 4.277e-03, eta: 19:57:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3063, loss: 2.3063 +2025-06-26 03:52:50,686 - pyskl - INFO - Epoch [110][1200/3940] lr: 4.272e-03, eta: 19:56:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.2470, loss: 2.2470 +2025-06-26 03:53:35,262 - pyskl - INFO - Epoch [110][1300/3940] lr: 4.267e-03, eta: 19:55:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 2.2794, loss: 2.2794 +2025-06-26 03:54:19,791 - pyskl - INFO - Epoch [110][1400/3940] lr: 4.262e-03, eta: 19:55:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 2.3745, loss: 2.3745 +2025-06-26 03:55:04,208 - pyskl - INFO - Epoch [110][1500/3940] lr: 4.257e-03, eta: 19:54:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 2.3226, loss: 2.3226 +2025-06-26 03:55:48,559 - pyskl - INFO - Epoch [110][1600/3940] lr: 4.252e-03, eta: 19:53:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 2.3524, loss: 2.3524 +2025-06-26 03:56:32,868 - pyskl - INFO - Epoch [110][1700/3940] lr: 4.247e-03, eta: 19:52:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9888, loss_cls: 2.2124, loss: 2.2124 +2025-06-26 03:57:17,184 - pyskl - INFO - Epoch [110][1800/3940] lr: 4.242e-03, eta: 19:52:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9875, loss_cls: 2.2604, loss: 2.2604 +2025-06-26 03:58:01,471 - pyskl - INFO - Epoch [110][1900/3940] lr: 4.237e-03, eta: 19:51:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 2.2498, loss: 2.2498 +2025-06-26 03:58:45,786 - pyskl - INFO - Epoch [110][2000/3940] lr: 4.232e-03, eta: 19:50:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.3082, loss: 2.3082 +2025-06-26 03:59:30,071 - pyskl - INFO - Epoch [110][2100/3940] lr: 4.227e-03, eta: 19:49:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 2.3228, loss: 2.3228 +2025-06-26 04:00:14,347 - pyskl - INFO - Epoch [110][2200/3940] lr: 4.222e-03, eta: 19:49:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.4426, loss: 2.4426 +2025-06-26 04:00:58,653 - pyskl - INFO - Epoch [110][2300/3940] lr: 4.217e-03, eta: 19:48:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 2.2862, loss: 2.2862 +2025-06-26 04:01:42,973 - pyskl - INFO - Epoch [110][2400/3940] lr: 4.212e-03, eta: 19:47:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 2.2702, loss: 2.2702 +2025-06-26 04:02:27,461 - pyskl - INFO - Epoch [110][2500/3940] lr: 4.207e-03, eta: 19:46:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2197, loss: 2.2197 +2025-06-26 04:03:11,959 - pyskl - INFO - Epoch [110][2600/3940] lr: 4.202e-03, eta: 19:46:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3031, loss: 2.3031 +2025-06-26 04:03:56,376 - pyskl - INFO - Epoch [110][2700/3940] lr: 4.197e-03, eta: 19:45:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.3684, loss: 2.3684 +2025-06-26 04:04:40,755 - pyskl - INFO - Epoch [110][2800/3940] lr: 4.192e-03, eta: 19:44:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 2.3760, loss: 2.3760 +2025-06-26 04:05:25,206 - pyskl - INFO - Epoch [110][2900/3940] lr: 4.187e-03, eta: 19:43:55, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.2501, loss: 2.2501 +2025-06-26 04:06:09,602 - pyskl - INFO - Epoch [110][3000/3940] lr: 4.182e-03, eta: 19:43:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9825, loss_cls: 2.4443, loss: 2.4443 +2025-06-26 04:06:53,765 - pyskl - INFO - Epoch [110][3100/3940] lr: 4.177e-03, eta: 19:42:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 2.2605, loss: 2.2605 +2025-06-26 04:07:38,083 - pyskl - INFO - Epoch [110][3200/3940] lr: 4.173e-03, eta: 19:41:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.3111, loss: 2.3111 +2025-06-26 04:08:22,414 - pyskl - INFO - Epoch [110][3300/3940] lr: 4.168e-03, eta: 19:40:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 2.2900, loss: 2.2900 +2025-06-26 04:09:06,848 - pyskl - INFO - Epoch [110][3400/3940] lr: 4.163e-03, eta: 19:40:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 2.3049, loss: 2.3049 +2025-06-26 04:09:51,151 - pyskl - INFO - Epoch [110][3500/3940] lr: 4.158e-03, eta: 19:39:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.2963, loss: 2.2963 +2025-06-26 04:10:35,469 - pyskl - INFO - Epoch [110][3600/3940] lr: 4.153e-03, eta: 19:38:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.3211, loss: 2.3211 +2025-06-26 04:11:19,786 - pyskl - INFO - Epoch [110][3700/3940] lr: 4.148e-03, eta: 19:37:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.3123, loss: 2.3123 +2025-06-26 04:12:04,316 - pyskl - INFO - Epoch [110][3800/3940] lr: 4.143e-03, eta: 19:37:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.3514, loss: 2.3514 +2025-06-26 04:12:48,768 - pyskl - INFO - Epoch [110][3900/3940] lr: 4.138e-03, eta: 19:36:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.3255, loss: 2.3255 +2025-06-26 04:13:06,900 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-26 04:32:04,312 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 04:32:04,792 - pyskl - INFO - +top1_acc 0.8424 +top5_acc 0.9745 +2025-06-26 04:32:04,852 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_108.pth was removed +2025-06-26 04:32:05,926 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-26 04:32:05,929 - pyskl - INFO - Best top1_acc is 0.8424 at 110 epoch. +2025-06-26 04:32:05,947 - pyskl - INFO - Epoch(val) [110][3183] top1_acc: 0.8424, top5_acc: 0.9745 +2025-06-26 04:33:15,710 - pyskl - INFO - Epoch [111][100/3940] lr: 4.131e-03, eta: 19:35:25, time: 0.698, data_time: 0.255, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.2113, loss: 2.2113 +2025-06-26 04:34:00,009 - pyskl - INFO - Epoch [111][200/3940] lr: 4.126e-03, eta: 19:34:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2421, loss: 2.2421 +2025-06-26 04:34:44,416 - pyskl - INFO - Epoch [111][300/3940] lr: 4.121e-03, eta: 19:33:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 2.1420, loss: 2.1420 +2025-06-26 04:35:28,756 - pyskl - INFO - Epoch [111][400/3940] lr: 4.116e-03, eta: 19:33:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.1053, loss: 2.1053 +2025-06-26 04:36:13,091 - pyskl - INFO - Epoch [111][500/3940] lr: 4.111e-03, eta: 19:32:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 2.3274, loss: 2.3274 +2025-06-26 04:36:57,474 - pyskl - INFO - Epoch [111][600/3940] lr: 4.106e-03, eta: 19:31:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.1751, loss: 2.1751 +2025-06-26 04:37:41,846 - pyskl - INFO - Epoch [111][700/3940] lr: 4.101e-03, eta: 19:30:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9862, loss_cls: 2.1965, loss: 2.1965 +2025-06-26 04:38:26,191 - pyskl - INFO - Epoch [111][800/3940] lr: 4.096e-03, eta: 19:30:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2444, loss: 2.2444 +2025-06-26 04:39:10,521 - pyskl - INFO - Epoch [111][900/3940] lr: 4.092e-03, eta: 19:29:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.4004, loss: 2.4004 +2025-06-26 04:39:54,959 - pyskl - INFO - Epoch [111][1000/3940] lr: 4.087e-03, eta: 19:28:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9869, loss_cls: 2.2145, loss: 2.2145 +2025-06-26 04:40:39,374 - pyskl - INFO - Epoch [111][1100/3940] lr: 4.082e-03, eta: 19:27:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.3277, loss: 2.3277 +2025-06-26 04:41:23,649 - pyskl - INFO - Epoch [111][1200/3940] lr: 4.077e-03, eta: 19:27:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.1844, loss: 2.1844 +2025-06-26 04:42:08,136 - pyskl - INFO - Epoch [111][1300/3940] lr: 4.072e-03, eta: 19:26:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3411, loss: 2.3411 +2025-06-26 04:42:52,544 - pyskl - INFO - Epoch [111][1400/3940] lr: 4.067e-03, eta: 19:25:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.2868, loss: 2.2868 +2025-06-26 04:43:37,288 - pyskl - INFO - Epoch [111][1500/3940] lr: 4.062e-03, eta: 19:24:57, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.3061, loss: 2.3061 +2025-06-26 04:44:21,736 - pyskl - INFO - Epoch [111][1600/3940] lr: 4.057e-03, eta: 19:24:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.2783, loss: 2.2783 +2025-06-26 04:45:06,099 - pyskl - INFO - Epoch [111][1700/3940] lr: 4.052e-03, eta: 19:23:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.2743, loss: 2.2743 +2025-06-26 04:45:50,398 - pyskl - INFO - Epoch [111][1800/3940] lr: 4.047e-03, eta: 19:22:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.2876, loss: 2.2876 +2025-06-26 04:46:34,628 - pyskl - INFO - Epoch [111][1900/3940] lr: 4.043e-03, eta: 19:21:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.3191, loss: 2.3191 +2025-06-26 04:47:19,058 - pyskl - INFO - Epoch [111][2000/3940] lr: 4.038e-03, eta: 19:21:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.3859, loss: 2.3859 +2025-06-26 04:48:03,510 - pyskl - INFO - Epoch [111][2100/3940] lr: 4.033e-03, eta: 19:20:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.2913, loss: 2.2913 +2025-06-26 04:48:47,847 - pyskl - INFO - Epoch [111][2200/3940] lr: 4.028e-03, eta: 19:19:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.2709, loss: 2.2709 +2025-06-26 04:49:32,272 - pyskl - INFO - Epoch [111][2300/3940] lr: 4.023e-03, eta: 19:18:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3186, loss: 2.3186 +2025-06-26 04:50:16,823 - pyskl - INFO - Epoch [111][2400/3940] lr: 4.018e-03, eta: 19:18:12, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.2961, loss: 2.2961 +2025-06-26 04:51:01,188 - pyskl - INFO - Epoch [111][2500/3940] lr: 4.013e-03, eta: 19:17:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.1865, loss: 2.1865 +2025-06-26 04:51:45,783 - pyskl - INFO - Epoch [111][2600/3940] lr: 4.008e-03, eta: 19:16:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.2605, loss: 2.2605 +2025-06-26 04:52:30,124 - pyskl - INFO - Epoch [111][2700/3940] lr: 4.003e-03, eta: 19:15:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9856, loss_cls: 2.3089, loss: 2.3089 +2025-06-26 04:53:14,513 - pyskl - INFO - Epoch [111][2800/3940] lr: 3.999e-03, eta: 19:15:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2820, loss: 2.2820 +2025-06-26 04:53:58,872 - pyskl - INFO - Epoch [111][2900/3940] lr: 3.994e-03, eta: 19:14:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.3057, loss: 2.3057 +2025-06-26 04:54:43,271 - pyskl - INFO - Epoch [111][3000/3940] lr: 3.989e-03, eta: 19:13:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 2.3167, loss: 2.3167 +2025-06-26 04:55:27,621 - pyskl - INFO - Epoch [111][3100/3940] lr: 3.984e-03, eta: 19:12:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 2.3606, loss: 2.3606 +2025-06-26 04:56:12,000 - pyskl - INFO - Epoch [111][3200/3940] lr: 3.979e-03, eta: 19:12:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.3232, loss: 2.3232 +2025-06-26 04:56:56,323 - pyskl - INFO - Epoch [111][3300/3940] lr: 3.974e-03, eta: 19:11:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.2609, loss: 2.2609 +2025-06-26 04:57:40,696 - pyskl - INFO - Epoch [111][3400/3940] lr: 3.969e-03, eta: 19:10:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.3947, loss: 2.3947 +2025-06-26 04:58:25,019 - pyskl - INFO - Epoch [111][3500/3940] lr: 3.965e-03, eta: 19:09:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 2.3111, loss: 2.3111 +2025-06-26 04:59:09,506 - pyskl - INFO - Epoch [111][3600/3940] lr: 3.960e-03, eta: 19:09:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.2415, loss: 2.2415 +2025-06-26 04:59:53,750 - pyskl - INFO - Epoch [111][3700/3940] lr: 3.955e-03, eta: 19:08:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9862, loss_cls: 2.2741, loss: 2.2741 +2025-06-26 05:00:38,081 - pyskl - INFO - Epoch [111][3800/3940] lr: 3.950e-03, eta: 19:07:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 2.3669, loss: 2.3669 +2025-06-26 05:01:22,698 - pyskl - INFO - Epoch [111][3900/3940] lr: 3.945e-03, eta: 19:06:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 2.3016, loss: 2.3016 +2025-06-26 05:01:40,901 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-26 05:05:06,043 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 05:05:06,517 - pyskl - INFO - +top1_acc 0.8183 +top5_acc 0.9623 +2025-06-26 05:05:06,538 - pyskl - INFO - Epoch(val) [111][3183] top1_acc: 0.8183, top5_acc: 0.9623 +2025-06-26 05:06:15,922 - pyskl - INFO - Epoch [112][100/3940] lr: 3.938e-03, eta: 19:05:58, time: 0.694, data_time: 0.251, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 2.2413, loss: 2.2413 +2025-06-26 05:07:00,276 - pyskl - INFO - Epoch [112][200/3940] lr: 3.934e-03, eta: 19:05:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 2.2006, loss: 2.2006 +2025-06-26 05:07:44,655 - pyskl - INFO - Epoch [112][300/3940] lr: 3.929e-03, eta: 19:04:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.2575, loss: 2.2575 +2025-06-26 05:08:29,020 - pyskl - INFO - Epoch [112][400/3940] lr: 3.924e-03, eta: 19:03:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.2709, loss: 2.2709 +2025-06-26 05:09:13,438 - pyskl - INFO - Epoch [112][500/3940] lr: 3.919e-03, eta: 19:02:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.3302, loss: 2.3302 +2025-06-26 05:09:58,150 - pyskl - INFO - Epoch [112][600/3940] lr: 3.914e-03, eta: 19:02:14, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.1348, loss: 2.1348 +2025-06-26 05:10:42,483 - pyskl - INFO - Epoch [112][700/3940] lr: 3.909e-03, eta: 19:01:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.2457, loss: 2.2457 +2025-06-26 05:11:26,909 - pyskl - INFO - Epoch [112][800/3940] lr: 3.905e-03, eta: 19:00:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.2090, loss: 2.2090 +2025-06-26 05:12:11,529 - pyskl - INFO - Epoch [112][900/3940] lr: 3.900e-03, eta: 18:59:59, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.2334, loss: 2.2334 +2025-06-26 05:12:55,923 - pyskl - INFO - Epoch [112][1000/3940] lr: 3.895e-03, eta: 18:59:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.2518, loss: 2.2518 +2025-06-26 05:13:40,544 - pyskl - INFO - Epoch [112][1100/3940] lr: 3.890e-03, eta: 18:58:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.2092, loss: 2.2092 +2025-06-26 05:14:25,025 - pyskl - INFO - Epoch [112][1200/3940] lr: 3.885e-03, eta: 18:57:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.3413, loss: 2.3413 +2025-06-26 05:15:09,444 - pyskl - INFO - Epoch [112][1300/3940] lr: 3.880e-03, eta: 18:57:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9875, loss_cls: 2.2592, loss: 2.2592 +2025-06-26 05:15:53,760 - pyskl - INFO - Epoch [112][1400/3940] lr: 3.876e-03, eta: 18:56:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9862, loss_cls: 2.2270, loss: 2.2270 +2025-06-26 05:16:38,150 - pyskl - INFO - Epoch [112][1500/3940] lr: 3.871e-03, eta: 18:55:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.1544, loss: 2.1544 +2025-06-26 05:17:22,563 - pyskl - INFO - Epoch [112][1600/3940] lr: 3.866e-03, eta: 18:54:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.3475, loss: 2.3475 +2025-06-26 05:18:06,917 - pyskl - INFO - Epoch [112][1700/3940] lr: 3.861e-03, eta: 18:54:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.1958, loss: 2.1958 +2025-06-26 05:18:51,455 - pyskl - INFO - Epoch [112][1800/3940] lr: 3.856e-03, eta: 18:53:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.2627, loss: 2.2627 +2025-06-26 05:19:35,875 - pyskl - INFO - Epoch [112][1900/3940] lr: 3.852e-03, eta: 18:52:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 2.2788, loss: 2.2788 +2025-06-26 05:20:20,224 - pyskl - INFO - Epoch [112][2000/3940] lr: 3.847e-03, eta: 18:51:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.3398, loss: 2.3398 +2025-06-26 05:21:04,618 - pyskl - INFO - Epoch [112][2100/3940] lr: 3.842e-03, eta: 18:51:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.2855, loss: 2.2855 +2025-06-26 05:21:48,931 - pyskl - INFO - Epoch [112][2200/3940] lr: 3.837e-03, eta: 18:50:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 2.2683, loss: 2.2683 +2025-06-26 05:22:33,245 - pyskl - INFO - Epoch [112][2300/3940] lr: 3.832e-03, eta: 18:49:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.2910, loss: 2.2910 +2025-06-26 05:23:17,588 - pyskl - INFO - Epoch [112][2400/3940] lr: 3.828e-03, eta: 18:48:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2334, loss: 2.2334 +2025-06-26 05:24:01,976 - pyskl - INFO - Epoch [112][2500/3940] lr: 3.823e-03, eta: 18:48:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.1972, loss: 2.1972 +2025-06-26 05:24:46,351 - pyskl - INFO - Epoch [112][2600/3940] lr: 3.818e-03, eta: 18:47:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.2014, loss: 2.2014 +2025-06-26 05:25:30,778 - pyskl - INFO - Epoch [112][2700/3940] lr: 3.813e-03, eta: 18:46:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.1782, loss: 2.1782 +2025-06-26 05:26:15,016 - pyskl - INFO - Epoch [112][2800/3940] lr: 3.809e-03, eta: 18:45:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.3362, loss: 2.3362 +2025-06-26 05:26:59,275 - pyskl - INFO - Epoch [112][2900/3940] lr: 3.804e-03, eta: 18:45:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 2.3802, loss: 2.3802 +2025-06-26 05:27:43,612 - pyskl - INFO - Epoch [112][3000/3940] lr: 3.799e-03, eta: 18:44:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.3525, loss: 2.3525 +2025-06-26 05:28:28,077 - pyskl - INFO - Epoch [112][3100/3940] lr: 3.794e-03, eta: 18:43:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 2.2449, loss: 2.2449 +2025-06-26 05:29:12,405 - pyskl - INFO - Epoch [112][3200/3940] lr: 3.789e-03, eta: 18:42:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 2.3106, loss: 2.3106 +2025-06-26 05:29:56,677 - pyskl - INFO - Epoch [112][3300/3940] lr: 3.785e-03, eta: 18:42:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 2.3176, loss: 2.3176 +2025-06-26 05:30:41,266 - pyskl - INFO - Epoch [112][3400/3940] lr: 3.780e-03, eta: 18:41:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3249, loss: 2.3249 +2025-06-26 05:31:25,820 - pyskl - INFO - Epoch [112][3500/3940] lr: 3.775e-03, eta: 18:40:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 2.3286, loss: 2.3286 +2025-06-26 05:32:10,141 - pyskl - INFO - Epoch [112][3600/3940] lr: 3.770e-03, eta: 18:39:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.1196, loss: 2.1196 +2025-06-26 05:32:54,446 - pyskl - INFO - Epoch [112][3700/3940] lr: 3.766e-03, eta: 18:39:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.2226, loss: 2.2226 +2025-06-26 05:33:38,760 - pyskl - INFO - Epoch [112][3800/3940] lr: 3.761e-03, eta: 18:38:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.3063, loss: 2.3063 +2025-06-26 05:34:23,101 - pyskl - INFO - Epoch [112][3900/3940] lr: 3.756e-03, eta: 18:37:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9856, loss_cls: 2.2833, loss: 2.2833 +2025-06-26 05:34:41,134 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-26 05:38:04,083 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 05:38:04,547 - pyskl - INFO - +top1_acc 0.7966 +top5_acc 0.9599 +2025-06-26 05:38:04,564 - pyskl - INFO - Epoch(val) [112][3183] top1_acc: 0.7966, top5_acc: 0.9599 +2025-06-26 05:39:14,119 - pyskl - INFO - Epoch [113][100/3940] lr: 3.750e-03, eta: 18:36:32, time: 0.695, data_time: 0.253, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.2635, loss: 2.2635 +2025-06-26 05:39:58,353 - pyskl - INFO - Epoch [113][200/3940] lr: 3.745e-03, eta: 18:35:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0534, loss: 2.0534 +2025-06-26 05:40:42,764 - pyskl - INFO - Epoch [113][300/3940] lr: 3.740e-03, eta: 18:35:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.1833, loss: 2.1833 +2025-06-26 05:41:27,270 - pyskl - INFO - Epoch [113][400/3940] lr: 3.735e-03, eta: 18:34:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.2207, loss: 2.2207 +2025-06-26 05:42:11,719 - pyskl - INFO - Epoch [113][500/3940] lr: 3.731e-03, eta: 18:33:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.1365, loss: 2.1365 +2025-06-26 05:42:56,573 - pyskl - INFO - Epoch [113][600/3940] lr: 3.726e-03, eta: 18:32:47, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.2246, loss: 2.2246 +2025-06-26 05:43:41,029 - pyskl - INFO - Epoch [113][700/3940] lr: 3.721e-03, eta: 18:32:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 2.1897, loss: 2.1897 +2025-06-26 05:44:25,573 - pyskl - INFO - Epoch [113][800/3940] lr: 3.716e-03, eta: 18:31:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.1987, loss: 2.1987 +2025-06-26 05:45:10,167 - pyskl - INFO - Epoch [113][900/3940] lr: 3.712e-03, eta: 18:30:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.2929, loss: 2.2929 +2025-06-26 05:45:54,620 - pyskl - INFO - Epoch [113][1000/3940] lr: 3.707e-03, eta: 18:29:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.2773, loss: 2.2773 +2025-06-26 05:46:39,156 - pyskl - INFO - Epoch [113][1100/3940] lr: 3.702e-03, eta: 18:29:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.1046, loss: 2.1046 +2025-06-26 05:47:23,798 - pyskl - INFO - Epoch [113][1200/3940] lr: 3.697e-03, eta: 18:28:18, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.2113, loss: 2.2113 +2025-06-26 05:48:08,322 - pyskl - INFO - Epoch [113][1300/3940] lr: 3.693e-03, eta: 18:27:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1460, loss: 2.1460 +2025-06-26 05:48:52,792 - pyskl - INFO - Epoch [113][1400/3940] lr: 3.688e-03, eta: 18:26:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 2.2596, loss: 2.2596 +2025-06-26 05:49:37,291 - pyskl - INFO - Epoch [113][1500/3940] lr: 3.683e-03, eta: 18:26:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.2442, loss: 2.2442 +2025-06-26 05:50:21,603 - pyskl - INFO - Epoch [113][1600/3940] lr: 3.679e-03, eta: 18:25:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1870, loss: 2.1870 +2025-06-26 05:51:05,900 - pyskl - INFO - Epoch [113][1700/3940] lr: 3.674e-03, eta: 18:24:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2851, loss: 2.2851 +2025-06-26 05:51:50,230 - pyskl - INFO - Epoch [113][1800/3940] lr: 3.669e-03, eta: 18:23:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2337, loss: 2.2337 +2025-06-26 05:52:34,642 - pyskl - INFO - Epoch [113][1900/3940] lr: 3.665e-03, eta: 18:23:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 2.2315, loss: 2.2315 +2025-06-26 05:53:19,171 - pyskl - INFO - Epoch [113][2000/3940] lr: 3.660e-03, eta: 18:22:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 2.1006, loss: 2.1006 +2025-06-26 05:54:03,742 - pyskl - INFO - Epoch [113][2100/3940] lr: 3.655e-03, eta: 18:21:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.1884, loss: 2.1884 +2025-06-26 05:54:48,146 - pyskl - INFO - Epoch [113][2200/3940] lr: 3.650e-03, eta: 18:20:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.2369, loss: 2.2369 +2025-06-26 05:55:32,544 - pyskl - INFO - Epoch [113][2300/3940] lr: 3.646e-03, eta: 18:20:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 2.2487, loss: 2.2487 +2025-06-26 05:56:16,967 - pyskl - INFO - Epoch [113][2400/3940] lr: 3.641e-03, eta: 18:19:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 2.2384, loss: 2.2384 +2025-06-26 05:57:01,308 - pyskl - INFO - Epoch [113][2500/3940] lr: 3.636e-03, eta: 18:18:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.2509, loss: 2.2509 +2025-06-26 05:57:45,562 - pyskl - INFO - Epoch [113][2600/3940] lr: 3.632e-03, eta: 18:17:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 2.2133, loss: 2.2133 +2025-06-26 05:58:29,836 - pyskl - INFO - Epoch [113][2700/3940] lr: 3.627e-03, eta: 18:17:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 2.2590, loss: 2.2590 +2025-06-26 05:59:14,072 - pyskl - INFO - Epoch [113][2800/3940] lr: 3.622e-03, eta: 18:16:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.2353, loss: 2.2353 +2025-06-26 05:59:58,271 - pyskl - INFO - Epoch [113][2900/3940] lr: 3.618e-03, eta: 18:15:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.3020, loss: 2.3020 +2025-06-26 06:00:42,573 - pyskl - INFO - Epoch [113][3000/3940] lr: 3.613e-03, eta: 18:14:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.2458, loss: 2.2458 +2025-06-26 06:01:26,921 - pyskl - INFO - Epoch [113][3100/3940] lr: 3.608e-03, eta: 18:14:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.2352, loss: 2.2352 +2025-06-26 06:02:11,418 - pyskl - INFO - Epoch [113][3200/3940] lr: 3.604e-03, eta: 18:13:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1826, loss: 2.1826 +2025-06-26 06:02:55,651 - pyskl - INFO - Epoch [113][3300/3940] lr: 3.599e-03, eta: 18:12:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3497, loss: 2.3497 +2025-06-26 06:03:39,994 - pyskl - INFO - Epoch [113][3400/3940] lr: 3.594e-03, eta: 18:11:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.2928, loss: 2.2928 +2025-06-26 06:04:24,389 - pyskl - INFO - Epoch [113][3500/3940] lr: 3.590e-03, eta: 18:11:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.3114, loss: 2.3114 +2025-06-26 06:05:08,711 - pyskl - INFO - Epoch [113][3600/3940] lr: 3.585e-03, eta: 18:10:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 2.1871, loss: 2.1871 +2025-06-26 06:05:53,023 - pyskl - INFO - Epoch [113][3700/3940] lr: 3.580e-03, eta: 18:09:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.2530, loss: 2.2530 +2025-06-26 06:06:37,370 - pyskl - INFO - Epoch [113][3800/3940] lr: 3.576e-03, eta: 18:08:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2510, loss: 2.2510 +2025-06-26 06:07:21,688 - pyskl - INFO - Epoch [113][3900/3940] lr: 3.571e-03, eta: 18:08:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.2629, loss: 2.2629 +2025-06-26 06:07:39,645 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-26 06:11:04,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:11:04,853 - pyskl - INFO - +top1_acc 0.8097 +top5_acc 0.9647 +2025-06-26 06:11:04,874 - pyskl - INFO - Epoch(val) [113][3183] top1_acc: 0.8097, top5_acc: 0.9647 +2025-06-26 06:12:14,517 - pyskl - INFO - Epoch [114][100/3940] lr: 3.564e-03, eta: 18:07:05, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 2.1662, loss: 2.1662 +2025-06-26 06:12:59,079 - pyskl - INFO - Epoch [114][200/3940] lr: 3.560e-03, eta: 18:06:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 2.1148, loss: 2.1148 +2025-06-26 06:13:43,592 - pyskl - INFO - Epoch [114][300/3940] lr: 3.555e-03, eta: 18:05:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9831, loss_cls: 2.2529, loss: 2.2529 +2025-06-26 06:14:28,109 - pyskl - INFO - Epoch [114][400/3940] lr: 3.551e-03, eta: 18:04:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 2.0349, loss: 2.0349 +2025-06-26 06:15:12,846 - pyskl - INFO - Epoch [114][500/3940] lr: 3.546e-03, eta: 18:04:06, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9900, loss_cls: 2.1458, loss: 2.1458 +2025-06-26 06:15:57,384 - pyskl - INFO - Epoch [114][600/3940] lr: 3.541e-03, eta: 18:03:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.1657, loss: 2.1657 +2025-06-26 06:16:41,712 - pyskl - INFO - Epoch [114][700/3940] lr: 3.537e-03, eta: 18:02:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9888, loss_cls: 2.1729, loss: 2.1729 +2025-06-26 06:17:26,147 - pyskl - INFO - Epoch [114][800/3940] lr: 3.532e-03, eta: 18:01:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.1762, loss: 2.1762 +2025-06-26 06:18:10,544 - pyskl - INFO - Epoch [114][900/3940] lr: 3.527e-03, eta: 18:01:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.2289, loss: 2.2289 +2025-06-26 06:18:55,081 - pyskl - INFO - Epoch [114][1000/3940] lr: 3.523e-03, eta: 18:00:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 2.1392, loss: 2.1392 +2025-06-26 06:19:39,805 - pyskl - INFO - Epoch [114][1100/3940] lr: 3.518e-03, eta: 17:59:37, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1553, loss: 2.1553 +2025-06-26 06:20:24,239 - pyskl - INFO - Epoch [114][1200/3940] lr: 3.514e-03, eta: 17:58:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.2648, loss: 2.2648 +2025-06-26 06:21:08,767 - pyskl - INFO - Epoch [114][1300/3940] lr: 3.509e-03, eta: 17:58:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9825, loss_cls: 2.2655, loss: 2.2655 +2025-06-26 06:21:53,299 - pyskl - INFO - Epoch [114][1400/3940] lr: 3.504e-03, eta: 17:57:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 2.2466, loss: 2.2466 +2025-06-26 06:22:37,852 - pyskl - INFO - Epoch [114][1500/3940] lr: 3.500e-03, eta: 17:56:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 2.1072, loss: 2.1072 +2025-06-26 06:23:22,282 - pyskl - INFO - Epoch [114][1600/3940] lr: 3.495e-03, eta: 17:55:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1522, loss: 2.1522 +2025-06-26 06:24:06,769 - pyskl - INFO - Epoch [114][1700/3940] lr: 3.490e-03, eta: 17:55:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.1198, loss: 2.1198 +2025-06-26 06:24:51,106 - pyskl - INFO - Epoch [114][1800/3940] lr: 3.486e-03, eta: 17:54:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1727, loss: 2.1727 +2025-06-26 06:25:35,584 - pyskl - INFO - Epoch [114][1900/3940] lr: 3.481e-03, eta: 17:53:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.0489, loss: 2.0489 +2025-06-26 06:26:20,260 - pyskl - INFO - Epoch [114][2000/3940] lr: 3.477e-03, eta: 17:52:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.1853, loss: 2.1853 +2025-06-26 06:27:04,961 - pyskl - INFO - Epoch [114][2100/3940] lr: 3.472e-03, eta: 17:52:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.1052, loss: 2.1052 +2025-06-26 06:27:49,600 - pyskl - INFO - Epoch [114][2200/3940] lr: 3.467e-03, eta: 17:51:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 2.2302, loss: 2.2302 +2025-06-26 06:28:34,285 - pyskl - INFO - Epoch [114][2300/3940] lr: 3.463e-03, eta: 17:50:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.2110, loss: 2.2110 +2025-06-26 06:29:18,982 - pyskl - INFO - Epoch [114][2400/3940] lr: 3.458e-03, eta: 17:49:54, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.1234, loss: 2.1234 +2025-06-26 06:30:03,552 - pyskl - INFO - Epoch [114][2500/3940] lr: 3.454e-03, eta: 17:49:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.1408, loss: 2.1408 +2025-06-26 06:30:47,975 - pyskl - INFO - Epoch [114][2600/3940] lr: 3.449e-03, eta: 17:48:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9862, loss_cls: 2.1971, loss: 2.1971 +2025-06-26 06:31:32,424 - pyskl - INFO - Epoch [114][2700/3940] lr: 3.445e-03, eta: 17:47:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.1515, loss: 2.1515 +2025-06-26 06:32:16,952 - pyskl - INFO - Epoch [114][2800/3940] lr: 3.440e-03, eta: 17:46:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.1700, loss: 2.1700 +2025-06-26 06:33:01,501 - pyskl - INFO - Epoch [114][2900/3940] lr: 3.435e-03, eta: 17:46:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1821, loss: 2.1821 +2025-06-26 06:33:46,051 - pyskl - INFO - Epoch [114][3000/3940] lr: 3.431e-03, eta: 17:45:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9862, loss_cls: 2.1324, loss: 2.1324 +2025-06-26 06:34:30,678 - pyskl - INFO - Epoch [114][3100/3940] lr: 3.426e-03, eta: 17:44:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9850, loss_cls: 2.2773, loss: 2.2773 +2025-06-26 06:35:15,379 - pyskl - INFO - Epoch [114][3200/3940] lr: 3.422e-03, eta: 17:43:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 2.1595, loss: 2.1595 +2025-06-26 06:35:59,701 - pyskl - INFO - Epoch [114][3300/3940] lr: 3.417e-03, eta: 17:43:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.2724, loss: 2.2724 +2025-06-26 06:36:43,896 - pyskl - INFO - Epoch [114][3400/3940] lr: 3.413e-03, eta: 17:42:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 2.2470, loss: 2.2470 +2025-06-26 06:37:28,219 - pyskl - INFO - Epoch [114][3500/3940] lr: 3.408e-03, eta: 17:41:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.0481, loss: 2.0481 +2025-06-26 06:38:12,560 - pyskl - INFO - Epoch [114][3600/3940] lr: 3.403e-03, eta: 17:40:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 2.1732, loss: 2.1732 +2025-06-26 06:38:56,930 - pyskl - INFO - Epoch [114][3700/3940] lr: 3.399e-03, eta: 17:40:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.1960, loss: 2.1960 +2025-06-26 06:39:41,292 - pyskl - INFO - Epoch [114][3800/3940] lr: 3.394e-03, eta: 17:39:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2644, loss: 2.2644 +2025-06-26 06:40:25,763 - pyskl - INFO - Epoch [114][3900/3940] lr: 3.390e-03, eta: 17:38:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2013, loss: 2.2013 +2025-06-26 06:40:43,763 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-26 06:44:07,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 06:44:07,505 - pyskl - INFO - +top1_acc 0.8310 +top5_acc 0.9721 +2025-06-26 06:44:07,526 - pyskl - INFO - Epoch(val) [114][3183] top1_acc: 0.8310, top5_acc: 0.9721 +2025-06-26 06:45:17,682 - pyskl - INFO - Epoch [115][100/3940] lr: 3.383e-03, eta: 17:37:40, time: 0.701, data_time: 0.257, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9900, loss_cls: 2.0753, loss: 2.0753 +2025-06-26 06:46:02,131 - pyskl - INFO - Epoch [115][200/3940] lr: 3.379e-03, eta: 17:36:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 2.1010, loss: 2.1010 +2025-06-26 06:46:46,602 - pyskl - INFO - Epoch [115][300/3940] lr: 3.374e-03, eta: 17:36:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 2.1010, loss: 2.1010 +2025-06-26 06:47:31,064 - pyskl - INFO - Epoch [115][400/3940] lr: 3.370e-03, eta: 17:35:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.1119, loss: 2.1119 +2025-06-26 06:48:15,747 - pyskl - INFO - Epoch [115][500/3940] lr: 3.365e-03, eta: 17:34:41, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 2.0825, loss: 2.0825 +2025-06-26 06:49:00,228 - pyskl - INFO - Epoch [115][600/3940] lr: 3.361e-03, eta: 17:33:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.0790, loss: 2.0790 +2025-06-26 06:49:44,621 - pyskl - INFO - Epoch [115][700/3940] lr: 3.356e-03, eta: 17:33:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1015, loss: 2.1015 +2025-06-26 06:50:29,044 - pyskl - INFO - Epoch [115][800/3940] lr: 3.352e-03, eta: 17:32:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.0887, loss: 2.0887 +2025-06-26 06:51:13,407 - pyskl - INFO - Epoch [115][900/3940] lr: 3.347e-03, eta: 17:31:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9869, loss_cls: 2.2727, loss: 2.2727 +2025-06-26 06:51:57,763 - pyskl - INFO - Epoch [115][1000/3940] lr: 3.343e-03, eta: 17:30:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9981, loss_cls: 2.0513, loss: 2.0513 +2025-06-26 06:52:42,142 - pyskl - INFO - Epoch [115][1100/3940] lr: 3.338e-03, eta: 17:30:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9881, loss_cls: 2.1895, loss: 2.1895 +2025-06-26 06:53:26,610 - pyskl - INFO - Epoch [115][1200/3940] lr: 3.334e-03, eta: 17:29:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.0976, loss: 2.0976 +2025-06-26 06:54:11,056 - pyskl - INFO - Epoch [115][1300/3940] lr: 3.329e-03, eta: 17:28:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1474, loss: 2.1474 +2025-06-26 06:54:55,579 - pyskl - INFO - Epoch [115][1400/3940] lr: 3.325e-03, eta: 17:27:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1725, loss: 2.1725 +2025-06-26 06:55:39,998 - pyskl - INFO - Epoch [115][1500/3940] lr: 3.320e-03, eta: 17:27:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.1490, loss: 2.1490 +2025-06-26 06:56:24,372 - pyskl - INFO - Epoch [115][1600/3940] lr: 3.315e-03, eta: 17:26:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2467, loss: 2.2467 +2025-06-26 06:57:08,761 - pyskl - INFO - Epoch [115][1700/3940] lr: 3.311e-03, eta: 17:25:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9862, loss_cls: 2.1508, loss: 2.1508 +2025-06-26 06:57:53,213 - pyskl - INFO - Epoch [115][1800/3940] lr: 3.306e-03, eta: 17:24:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9881, loss_cls: 2.2323, loss: 2.2323 +2025-06-26 06:58:37,525 - pyskl - INFO - Epoch [115][1900/3940] lr: 3.302e-03, eta: 17:24:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.0568, loss: 2.0568 +2025-06-26 06:59:21,863 - pyskl - INFO - Epoch [115][2000/3940] lr: 3.297e-03, eta: 17:23:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1388, loss: 2.1388 +2025-06-26 07:00:06,259 - pyskl - INFO - Epoch [115][2100/3940] lr: 3.293e-03, eta: 17:22:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 2.1463, loss: 2.1463 +2025-06-26 07:00:50,642 - pyskl - INFO - Epoch [115][2200/3940] lr: 3.288e-03, eta: 17:21:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.2549, loss: 2.2549 +2025-06-26 07:01:35,099 - pyskl - INFO - Epoch [115][2300/3940] lr: 3.284e-03, eta: 17:21:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.1158, loss: 2.1158 +2025-06-26 07:02:19,654 - pyskl - INFO - Epoch [115][2400/3940] lr: 3.280e-03, eta: 17:20:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1160, loss: 2.1160 +2025-06-26 07:03:03,994 - pyskl - INFO - Epoch [115][2500/3940] lr: 3.275e-03, eta: 17:19:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9850, loss_cls: 2.2377, loss: 2.2377 +2025-06-26 07:03:48,322 - pyskl - INFO - Epoch [115][2600/3940] lr: 3.271e-03, eta: 17:18:58, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1678, loss: 2.1678 +2025-06-26 07:04:32,616 - pyskl - INFO - Epoch [115][2700/3940] lr: 3.266e-03, eta: 17:18:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.2536, loss: 2.2536 +2025-06-26 07:05:16,869 - pyskl - INFO - Epoch [115][2800/3940] lr: 3.262e-03, eta: 17:17:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.1775, loss: 2.1775 +2025-06-26 07:06:01,247 - pyskl - INFO - Epoch [115][2900/3940] lr: 3.257e-03, eta: 17:16:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.1097, loss: 2.1097 +2025-06-26 07:06:45,553 - pyskl - INFO - Epoch [115][3000/3940] lr: 3.253e-03, eta: 17:15:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.1858, loss: 2.1858 +2025-06-26 07:07:29,905 - pyskl - INFO - Epoch [115][3100/3940] lr: 3.248e-03, eta: 17:15:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 2.2038, loss: 2.2038 +2025-06-26 07:08:14,146 - pyskl - INFO - Epoch [115][3200/3940] lr: 3.244e-03, eta: 17:14:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.1580, loss: 2.1580 +2025-06-26 07:08:58,450 - pyskl - INFO - Epoch [115][3300/3940] lr: 3.239e-03, eta: 17:13:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9881, loss_cls: 2.1622, loss: 2.1622 +2025-06-26 07:09:42,743 - pyskl - INFO - Epoch [115][3400/3940] lr: 3.235e-03, eta: 17:12:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.1795, loss: 2.1795 +2025-06-26 07:10:27,124 - pyskl - INFO - Epoch [115][3500/3940] lr: 3.230e-03, eta: 17:12:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.2315, loss: 2.2315 +2025-06-26 07:11:11,392 - pyskl - INFO - Epoch [115][3600/3940] lr: 3.226e-03, eta: 17:11:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1173, loss: 2.1173 +2025-06-26 07:11:55,679 - pyskl - INFO - Epoch [115][3700/3940] lr: 3.221e-03, eta: 17:10:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9856, loss_cls: 2.2029, loss: 2.2029 +2025-06-26 07:12:40,333 - pyskl - INFO - Epoch [115][3800/3940] lr: 3.217e-03, eta: 17:09:59, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 2.1651, loss: 2.1651 +2025-06-26 07:13:24,811 - pyskl - INFO - Epoch [115][3900/3940] lr: 3.213e-03, eta: 17:09:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.1245, loss: 2.1245 +2025-06-26 07:13:43,106 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-26 07:31:23,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 07:31:23,959 - pyskl - INFO - +top1_acc 0.8202 +top5_acc 0.9669 +2025-06-26 07:31:23,977 - pyskl - INFO - Epoch(val) [115][3183] top1_acc: 0.8202, top5_acc: 0.9669 +2025-06-26 07:32:34,040 - pyskl - INFO - Epoch [116][100/3940] lr: 3.206e-03, eta: 17:08:14, time: 0.701, data_time: 0.258, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 2.1590, loss: 2.1590 +2025-06-26 07:33:18,238 - pyskl - INFO - Epoch [116][200/3940] lr: 3.202e-03, eta: 17:07:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.0308, loss: 2.0308 +2025-06-26 07:34:02,546 - pyskl - INFO - Epoch [116][300/3940] lr: 3.197e-03, eta: 17:06:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 2.0834, loss: 2.0834 +2025-06-26 07:34:46,860 - pyskl - INFO - Epoch [116][400/3940] lr: 3.193e-03, eta: 17:05:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.0883, loss: 2.0883 +2025-06-26 07:35:31,123 - pyskl - INFO - Epoch [116][500/3940] lr: 3.189e-03, eta: 17:05:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.0347, loss: 2.0347 +2025-06-26 07:36:15,309 - pyskl - INFO - Epoch [116][600/3940] lr: 3.184e-03, eta: 17:04:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 2.0470, loss: 2.0470 +2025-06-26 07:36:59,631 - pyskl - INFO - Epoch [116][700/3940] lr: 3.180e-03, eta: 17:03:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.1641, loss: 2.1641 +2025-06-26 07:37:43,989 - pyskl - INFO - Epoch [116][800/3940] lr: 3.175e-03, eta: 17:03:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.1647, loss: 2.1647 +2025-06-26 07:38:28,233 - pyskl - INFO - Epoch [116][900/3940] lr: 3.171e-03, eta: 17:02:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 2.1063, loss: 2.1063 +2025-06-26 07:39:12,576 - pyskl - INFO - Epoch [116][1000/3940] lr: 3.166e-03, eta: 17:01:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9881, loss_cls: 2.1078, loss: 2.1078 +2025-06-26 07:39:56,817 - pyskl - INFO - Epoch [116][1100/3940] lr: 3.162e-03, eta: 17:00:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 2.0962, loss: 2.0962 +2025-06-26 07:40:41,079 - pyskl - INFO - Epoch [116][1200/3940] lr: 3.158e-03, eta: 17:00:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9900, loss_cls: 2.1212, loss: 2.1212 +2025-06-26 07:41:25,273 - pyskl - INFO - Epoch [116][1300/3940] lr: 3.153e-03, eta: 16:59:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.0671, loss: 2.0671 +2025-06-26 07:42:09,537 - pyskl - INFO - Epoch [116][1400/3940] lr: 3.149e-03, eta: 16:58:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9881, loss_cls: 2.0909, loss: 2.0909 +2025-06-26 07:42:53,837 - pyskl - INFO - Epoch [116][1500/3940] lr: 3.144e-03, eta: 16:57:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 2.0502, loss: 2.0502 +2025-06-26 07:43:38,220 - pyskl - INFO - Epoch [116][1600/3940] lr: 3.140e-03, eta: 16:57:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 2.0536, loss: 2.0536 +2025-06-26 07:44:22,549 - pyskl - INFO - Epoch [116][1700/3940] lr: 3.136e-03, eta: 16:56:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.0494, loss: 2.0494 +2025-06-26 07:45:06,941 - pyskl - INFO - Epoch [116][1800/3940] lr: 3.131e-03, eta: 16:55:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.1651, loss: 2.1651 +2025-06-26 07:45:51,589 - pyskl - INFO - Epoch [116][1900/3940] lr: 3.127e-03, eta: 16:54:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9869, loss_cls: 2.1322, loss: 2.1322 +2025-06-26 07:46:36,025 - pyskl - INFO - Epoch [116][2000/3940] lr: 3.122e-03, eta: 16:54:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.1744, loss: 2.1744 +2025-06-26 07:47:20,578 - pyskl - INFO - Epoch [116][2100/3940] lr: 3.118e-03, eta: 16:53:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 2.0547, loss: 2.0547 +2025-06-26 07:48:04,924 - pyskl - INFO - Epoch [116][2200/3940] lr: 3.114e-03, eta: 16:52:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9888, loss_cls: 2.1540, loss: 2.1540 +2025-06-26 07:48:49,180 - pyskl - INFO - Epoch [116][2300/3940] lr: 3.109e-03, eta: 16:51:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.1238, loss: 2.1238 +2025-06-26 07:49:33,576 - pyskl - INFO - Epoch [116][2400/3940] lr: 3.105e-03, eta: 16:51:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 2.0878, loss: 2.0878 +2025-06-26 07:50:18,028 - pyskl - INFO - Epoch [116][2500/3940] lr: 3.100e-03, eta: 16:50:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.1849, loss: 2.1849 +2025-06-26 07:51:02,424 - pyskl - INFO - Epoch [116][2600/3940] lr: 3.096e-03, eta: 16:49:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0832, loss: 2.0832 +2025-06-26 07:51:46,822 - pyskl - INFO - Epoch [116][2700/3940] lr: 3.092e-03, eta: 16:48:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.1476, loss: 2.1476 +2025-06-26 07:52:31,120 - pyskl - INFO - Epoch [116][2800/3940] lr: 3.087e-03, eta: 16:48:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.1987, loss: 2.1987 +2025-06-26 07:53:15,500 - pyskl - INFO - Epoch [116][2900/3940] lr: 3.083e-03, eta: 16:47:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9875, loss_cls: 2.0967, loss: 2.0967 +2025-06-26 07:53:59,833 - pyskl - INFO - Epoch [116][3000/3940] lr: 3.079e-03, eta: 16:46:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1747, loss: 2.1747 +2025-06-26 07:54:44,218 - pyskl - INFO - Epoch [116][3100/3940] lr: 3.074e-03, eta: 16:45:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9950, loss_cls: 2.2094, loss: 2.2094 +2025-06-26 07:55:28,502 - pyskl - INFO - Epoch [116][3200/3940] lr: 3.070e-03, eta: 16:45:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 2.2102, loss: 2.2102 +2025-06-26 07:56:12,827 - pyskl - INFO - Epoch [116][3300/3940] lr: 3.065e-03, eta: 16:44:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.1188, loss: 2.1188 +2025-06-26 07:56:57,169 - pyskl - INFO - Epoch [116][3400/3940] lr: 3.061e-03, eta: 16:43:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.1887, loss: 2.1887 +2025-06-26 07:57:41,562 - pyskl - INFO - Epoch [116][3500/3940] lr: 3.057e-03, eta: 16:42:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 2.1030, loss: 2.1030 +2025-06-26 07:58:25,993 - pyskl - INFO - Epoch [116][3600/3940] lr: 3.052e-03, eta: 16:42:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.1609, loss: 2.1609 +2025-06-26 07:59:10,414 - pyskl - INFO - Epoch [116][3700/3940] lr: 3.048e-03, eta: 16:41:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9862, loss_cls: 2.0970, loss: 2.0970 +2025-06-26 07:59:54,922 - pyskl - INFO - Epoch [116][3800/3940] lr: 3.044e-03, eta: 16:40:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.1698, loss: 2.1698 +2025-06-26 08:00:38,952 - pyskl - INFO - Epoch [116][3900/3940] lr: 3.039e-03, eta: 16:39:48, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.0688, loss: 2.0688 +2025-06-26 08:00:57,082 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-26 08:04:22,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 08:04:22,677 - pyskl - INFO - +top1_acc 0.8036 +top5_acc 0.9651 +2025-06-26 08:04:22,697 - pyskl - INFO - Epoch(val) [116][3183] top1_acc: 0.8036, top5_acc: 0.9651 +2025-06-26 08:05:32,169 - pyskl - INFO - Epoch [117][100/3940] lr: 3.033e-03, eta: 16:38:47, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.1377, loss: 2.1377 +2025-06-26 08:06:16,358 - pyskl - INFO - Epoch [117][200/3940] lr: 3.029e-03, eta: 16:38:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0464, loss: 2.0464 +2025-06-26 08:07:00,589 - pyskl - INFO - Epoch [117][300/3940] lr: 3.025e-03, eta: 16:37:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 2.0065, loss: 2.0065 +2025-06-26 08:07:44,930 - pyskl - INFO - Epoch [117][400/3940] lr: 3.020e-03, eta: 16:36:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0874, loss: 2.0874 +2025-06-26 08:08:29,336 - pyskl - INFO - Epoch [117][500/3940] lr: 3.016e-03, eta: 16:35:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.9839, loss: 1.9839 +2025-06-26 08:09:13,701 - pyskl - INFO - Epoch [117][600/3940] lr: 3.012e-03, eta: 16:35:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9881, loss_cls: 2.0464, loss: 2.0464 +2025-06-26 08:09:58,139 - pyskl - INFO - Epoch [117][700/3940] lr: 3.007e-03, eta: 16:34:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.9960, loss: 1.9960 +2025-06-26 08:10:42,437 - pyskl - INFO - Epoch [117][800/3940] lr: 3.003e-03, eta: 16:33:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.1459, loss: 2.1459 +2025-06-26 08:11:26,727 - pyskl - INFO - Epoch [117][900/3940] lr: 2.999e-03, eta: 16:32:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 2.0160, loss: 2.0160 +2025-06-26 08:12:11,080 - pyskl - INFO - Epoch [117][1000/3940] lr: 2.994e-03, eta: 16:32:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.0114, loss: 2.0114 +2025-06-26 08:12:55,469 - pyskl - INFO - Epoch [117][1100/3940] lr: 2.990e-03, eta: 16:31:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.1821, loss: 2.1821 +2025-06-26 08:13:40,105 - pyskl - INFO - Epoch [117][1200/3940] lr: 2.986e-03, eta: 16:30:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.0972, loss: 2.0972 +2025-06-26 08:14:24,598 - pyskl - INFO - Epoch [117][1300/3940] lr: 2.981e-03, eta: 16:29:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0709, loss: 2.0709 +2025-06-26 08:15:08,955 - pyskl - INFO - Epoch [117][1400/3940] lr: 2.977e-03, eta: 16:29:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9888, loss_cls: 2.0366, loss: 2.0366 +2025-06-26 08:15:53,361 - pyskl - INFO - Epoch [117][1500/3940] lr: 2.973e-03, eta: 16:28:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.1139, loss: 2.1139 +2025-06-26 08:16:37,748 - pyskl - INFO - Epoch [117][1600/3940] lr: 2.968e-03, eta: 16:27:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.1769, loss: 2.1769 +2025-06-26 08:17:22,099 - pyskl - INFO - Epoch [117][1700/3940] lr: 2.964e-03, eta: 16:26:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 2.0355, loss: 2.0355 +2025-06-26 08:18:06,444 - pyskl - INFO - Epoch [117][1800/3940] lr: 2.960e-03, eta: 16:26:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 2.1460, loss: 2.1460 +2025-06-26 08:18:50,731 - pyskl - INFO - Epoch [117][1900/3940] lr: 2.956e-03, eta: 16:25:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.0662, loss: 2.0662 +2025-06-26 08:19:35,141 - pyskl - INFO - Epoch [117][2000/3940] lr: 2.951e-03, eta: 16:24:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.0153, loss: 2.0153 +2025-06-26 08:20:19,569 - pyskl - INFO - Epoch [117][2100/3940] lr: 2.947e-03, eta: 16:23:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 2.0035, loss: 2.0035 +2025-06-26 08:21:04,030 - pyskl - INFO - Epoch [117][2200/3940] lr: 2.943e-03, eta: 16:23:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.1568, loss: 2.1568 +2025-06-26 08:21:48,330 - pyskl - INFO - Epoch [117][2300/3940] lr: 2.938e-03, eta: 16:22:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.1676, loss: 2.1676 +2025-06-26 08:22:32,516 - pyskl - INFO - Epoch [117][2400/3940] lr: 2.934e-03, eta: 16:21:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.1118, loss: 2.1118 +2025-06-26 08:23:16,880 - pyskl - INFO - Epoch [117][2500/3940] lr: 2.930e-03, eta: 16:20:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.1085, loss: 2.1085 +2025-06-26 08:24:01,199 - pyskl - INFO - Epoch [117][2600/3940] lr: 2.926e-03, eta: 16:20:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.0762, loss: 2.0762 +2025-06-26 08:24:45,667 - pyskl - INFO - Epoch [117][2700/3940] lr: 2.921e-03, eta: 16:19:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.0697, loss: 2.0697 +2025-06-26 08:25:29,993 - pyskl - INFO - Epoch [117][2800/3940] lr: 2.917e-03, eta: 16:18:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.0989, loss: 2.0989 +2025-06-26 08:26:14,269 - pyskl - INFO - Epoch [117][2900/3940] lr: 2.913e-03, eta: 16:17:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.1815, loss: 2.1815 +2025-06-26 08:26:58,599 - pyskl - INFO - Epoch [117][3000/3940] lr: 2.909e-03, eta: 16:17:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1152, loss: 2.1152 +2025-06-26 08:27:43,041 - pyskl - INFO - Epoch [117][3100/3940] lr: 2.904e-03, eta: 16:16:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 2.1005, loss: 2.1005 +2025-06-26 08:28:27,437 - pyskl - INFO - Epoch [117][3200/3940] lr: 2.900e-03, eta: 16:15:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.1838, loss: 2.1838 +2025-06-26 08:29:11,895 - pyskl - INFO - Epoch [117][3300/3940] lr: 2.896e-03, eta: 16:14:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.1813, loss: 2.1813 +2025-06-26 08:29:56,502 - pyskl - INFO - Epoch [117][3400/3940] lr: 2.892e-03, eta: 16:14:06, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.1202, loss: 2.1202 +2025-06-26 08:30:40,981 - pyskl - INFO - Epoch [117][3500/3940] lr: 2.887e-03, eta: 16:13:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 2.1055, loss: 2.1055 +2025-06-26 08:31:25,352 - pyskl - INFO - Epoch [117][3600/3940] lr: 2.883e-03, eta: 16:12:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1040, loss: 2.1040 +2025-06-26 08:32:09,640 - pyskl - INFO - Epoch [117][3700/3940] lr: 2.879e-03, eta: 16:11:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 2.0605, loss: 2.0605 +2025-06-26 08:32:53,957 - pyskl - INFO - Epoch [117][3800/3940] lr: 2.875e-03, eta: 16:11:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 2.1226, loss: 2.1226 +2025-06-26 08:33:38,309 - pyskl - INFO - Epoch [117][3900/3940] lr: 2.870e-03, eta: 16:10:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 2.1300, loss: 2.1300 +2025-06-26 08:33:56,364 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-26 08:37:19,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 08:37:20,322 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9744 +2025-06-26 08:37:20,383 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_110.pth was removed +2025-06-26 08:37:21,451 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2025-06-26 08:37:21,454 - pyskl - INFO - Best top1_acc is 0.8471 at 117 epoch. +2025-06-26 08:37:21,472 - pyskl - INFO - Epoch(val) [117][3183] top1_acc: 0.8471, top5_acc: 0.9744 +2025-06-26 08:38:31,843 - pyskl - INFO - Epoch [118][100/3940] lr: 2.864e-03, eta: 16:09:21, time: 0.704, data_time: 0.261, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9919, loss_cls: 1.9935, loss: 1.9935 +2025-06-26 08:39:16,162 - pyskl - INFO - Epoch [118][200/3940] lr: 2.860e-03, eta: 16:08:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 2.0848, loss: 2.0848 +2025-06-26 08:40:00,517 - pyskl - INFO - Epoch [118][300/3940] lr: 2.856e-03, eta: 16:07:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.9863, loss: 1.9863 +2025-06-26 08:40:44,873 - pyskl - INFO - Epoch [118][400/3940] lr: 2.852e-03, eta: 16:07:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.0573, loss: 2.0573 +2025-06-26 08:41:29,030 - pyskl - INFO - Epoch [118][500/3940] lr: 2.847e-03, eta: 16:06:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9919, loss_cls: 1.9352, loss: 1.9352 +2025-06-26 08:42:13,347 - pyskl - INFO - Epoch [118][600/3940] lr: 2.843e-03, eta: 16:05:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9925, loss_cls: 2.0157, loss: 2.0157 +2025-06-26 08:42:57,600 - pyskl - INFO - Epoch [118][700/3940] lr: 2.839e-03, eta: 16:04:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 2.0025, loss: 2.0025 +2025-06-26 08:43:42,028 - pyskl - INFO - Epoch [118][800/3940] lr: 2.835e-03, eta: 16:04:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.1214, loss: 2.1214 +2025-06-26 08:44:26,330 - pyskl - INFO - Epoch [118][900/3940] lr: 2.831e-03, eta: 16:03:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0753, loss: 2.0753 +2025-06-26 08:45:10,603 - pyskl - INFO - Epoch [118][1000/3940] lr: 2.826e-03, eta: 16:02:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 1.9407, loss: 1.9407 +2025-06-26 08:45:54,847 - pyskl - INFO - Epoch [118][1100/3940] lr: 2.822e-03, eta: 16:01:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 2.0253, loss: 2.0253 +2025-06-26 08:46:39,121 - pyskl - INFO - Epoch [118][1200/3940] lr: 2.818e-03, eta: 16:01:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 2.0542, loss: 2.0542 +2025-06-26 08:47:23,698 - pyskl - INFO - Epoch [118][1300/3940] lr: 2.814e-03, eta: 16:00:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.9871, loss: 1.9871 +2025-06-26 08:48:07,969 - pyskl - INFO - Epoch [118][1400/3940] lr: 2.810e-03, eta: 15:59:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.9982, loss: 1.9982 +2025-06-26 08:48:52,265 - pyskl - INFO - Epoch [118][1500/3940] lr: 2.805e-03, eta: 15:58:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9772, loss: 1.9772 +2025-06-26 08:49:36,569 - pyskl - INFO - Epoch [118][1600/3940] lr: 2.801e-03, eta: 15:58:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9906, loss_cls: 2.0564, loss: 2.0564 +2025-06-26 08:50:20,872 - pyskl - INFO - Epoch [118][1700/3940] lr: 2.797e-03, eta: 15:57:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.0638, loss: 2.0638 +2025-06-26 08:51:05,272 - pyskl - INFO - Epoch [118][1800/3940] lr: 2.793e-03, eta: 15:56:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0705, loss: 2.0705 +2025-06-26 08:51:49,735 - pyskl - INFO - Epoch [118][1900/3940] lr: 2.789e-03, eta: 15:55:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 2.0402, loss: 2.0402 +2025-06-26 08:52:33,968 - pyskl - INFO - Epoch [118][2000/3940] lr: 2.784e-03, eta: 15:55:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.1464, loss: 2.1464 +2025-06-26 08:53:18,186 - pyskl - INFO - Epoch [118][2100/3940] lr: 2.780e-03, eta: 15:54:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.0408, loss: 2.0408 +2025-06-26 08:54:02,446 - pyskl - INFO - Epoch [118][2200/3940] lr: 2.776e-03, eta: 15:53:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.1018, loss: 2.1018 +2025-06-26 08:54:46,703 - pyskl - INFO - Epoch [118][2300/3940] lr: 2.772e-03, eta: 15:52:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 2.1206, loss: 2.1206 +2025-06-26 08:55:30,976 - pyskl - INFO - Epoch [118][2400/3940] lr: 2.768e-03, eta: 15:52:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 2.0159, loss: 2.0159 +2025-06-26 08:56:15,404 - pyskl - INFO - Epoch [118][2500/3940] lr: 2.764e-03, eta: 15:51:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 2.1482, loss: 2.1482 +2025-06-26 08:57:00,117 - pyskl - INFO - Epoch [118][2600/3940] lr: 2.759e-03, eta: 15:50:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9888, loss_cls: 2.1318, loss: 2.1318 +2025-06-26 08:57:44,886 - pyskl - INFO - Epoch [118][2700/3940] lr: 2.755e-03, eta: 15:49:54, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0563, loss: 2.0563 +2025-06-26 08:58:29,738 - pyskl - INFO - Epoch [118][2800/3940] lr: 2.751e-03, eta: 15:49:10, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.1343, loss: 2.1343 +2025-06-26 08:59:14,668 - pyskl - INFO - Epoch [118][2900/3940] lr: 2.747e-03, eta: 15:48:25, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.9856, loss: 1.9856 +2025-06-26 08:59:59,492 - pyskl - INFO - Epoch [118][3000/3940] lr: 2.743e-03, eta: 15:47:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.0606, loss: 2.0606 +2025-06-26 09:00:44,209 - pyskl - INFO - Epoch [118][3100/3940] lr: 2.739e-03, eta: 15:46:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.0566, loss: 2.0566 +2025-06-26 09:01:28,943 - pyskl - INFO - Epoch [118][3200/3940] lr: 2.734e-03, eta: 15:46:11, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.1561, loss: 2.1561 +2025-06-26 09:02:13,671 - pyskl - INFO - Epoch [118][3300/3940] lr: 2.730e-03, eta: 15:45:26, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.0200, loss: 2.0200 +2025-06-26 09:02:58,292 - pyskl - INFO - Epoch [118][3400/3940] lr: 2.726e-03, eta: 15:44:41, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 2.0512, loss: 2.0512 +2025-06-26 09:03:43,012 - pyskl - INFO - Epoch [118][3500/3940] lr: 2.722e-03, eta: 15:43:56, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0246, loss: 2.0246 +2025-06-26 09:04:27,983 - pyskl - INFO - Epoch [118][3600/3940] lr: 2.718e-03, eta: 15:43:12, time: 0.450, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 2.0467, loss: 2.0467 +2025-06-26 09:05:12,562 - pyskl - INFO - Epoch [118][3700/3940] lr: 2.714e-03, eta: 15:42:27, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.0475, loss: 2.0475 +2025-06-26 09:05:57,191 - pyskl - INFO - Epoch [118][3800/3940] lr: 2.710e-03, eta: 15:41:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 2.1861, loss: 2.1861 +2025-06-26 09:06:41,977 - pyskl - INFO - Epoch [118][3900/3940] lr: 2.706e-03, eta: 15:40:57, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9894, loss_cls: 2.1480, loss: 2.1480 +2025-06-26 09:07:00,405 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-26 09:10:24,975 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:10:25,461 - pyskl - INFO - +top1_acc 0.8416 +top5_acc 0.9723 +2025-06-26 09:10:25,489 - pyskl - INFO - Epoch(val) [118][3183] top1_acc: 0.8416, top5_acc: 0.9723 +2025-06-26 09:11:35,483 - pyskl - INFO - Epoch [119][100/3940] lr: 2.700e-03, eta: 15:39:57, time: 0.700, data_time: 0.257, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.9962, loss: 1.9962 +2025-06-26 09:12:19,936 - pyskl - INFO - Epoch [119][200/3940] lr: 2.696e-03, eta: 15:39:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9779, loss: 1.9779 +2025-06-26 09:13:04,651 - pyskl - INFO - Epoch [119][300/3940] lr: 2.692e-03, eta: 15:38:27, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 1.9833, loss: 1.9833 +2025-06-26 09:13:49,300 - pyskl - INFO - Epoch [119][400/3940] lr: 2.687e-03, eta: 15:37:42, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.0264, loss: 2.0264 +2025-06-26 09:14:33,816 - pyskl - INFO - Epoch [119][500/3940] lr: 2.683e-03, eta: 15:36:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 1.9583, loss: 1.9583 +2025-06-26 09:15:17,921 - pyskl - INFO - Epoch [119][600/3940] lr: 2.679e-03, eta: 15:36:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9912, loss_cls: 2.0069, loss: 2.0069 +2025-06-26 09:16:02,445 - pyskl - INFO - Epoch [119][700/3940] lr: 2.675e-03, eta: 15:35:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0041, loss: 2.0041 +2025-06-26 09:16:47,038 - pyskl - INFO - Epoch [119][800/3940] lr: 2.671e-03, eta: 15:34:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 2.0096, loss: 2.0096 +2025-06-26 09:17:31,431 - pyskl - INFO - Epoch [119][900/3940] lr: 2.667e-03, eta: 15:33:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.1383, loss: 2.1383 +2025-06-26 09:18:15,759 - pyskl - INFO - Epoch [119][1000/3940] lr: 2.663e-03, eta: 15:33:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 1.9695, loss: 1.9695 +2025-06-26 09:19:00,093 - pyskl - INFO - Epoch [119][1100/3940] lr: 2.659e-03, eta: 15:32:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.9999, loss: 1.9999 +2025-06-26 09:19:44,666 - pyskl - INFO - Epoch [119][1200/3940] lr: 2.655e-03, eta: 15:31:43, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 1.9726, loss: 1.9726 +2025-06-26 09:20:29,157 - pyskl - INFO - Epoch [119][1300/3940] lr: 2.650e-03, eta: 15:30:58, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.9694, loss: 1.9694 +2025-06-26 09:21:13,485 - pyskl - INFO - Epoch [119][1400/3940] lr: 2.646e-03, eta: 15:30:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 1.9890, loss: 1.9890 +2025-06-26 09:21:57,902 - pyskl - INFO - Epoch [119][1500/3940] lr: 2.642e-03, eta: 15:29:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9912, loss_cls: 1.9871, loss: 1.9871 +2025-06-26 09:22:42,312 - pyskl - INFO - Epoch [119][1600/3940] lr: 2.638e-03, eta: 15:28:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.0793, loss: 2.0793 +2025-06-26 09:23:26,628 - pyskl - INFO - Epoch [119][1700/3940] lr: 2.634e-03, eta: 15:27:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0252, loss: 2.0252 +2025-06-26 09:24:10,846 - pyskl - INFO - Epoch [119][1800/3940] lr: 2.630e-03, eta: 15:27:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9931, loss_cls: 1.9643, loss: 1.9643 +2025-06-26 09:24:55,124 - pyskl - INFO - Epoch [119][1900/3940] lr: 2.626e-03, eta: 15:26:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9888, loss_cls: 2.0637, loss: 2.0637 +2025-06-26 09:25:39,442 - pyskl - INFO - Epoch [119][2000/3940] lr: 2.622e-03, eta: 15:25:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 2.0299, loss: 2.0299 +2025-06-26 09:26:23,763 - pyskl - INFO - Epoch [119][2100/3940] lr: 2.618e-03, eta: 15:24:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9894, loss_cls: 2.0125, loss: 2.0125 +2025-06-26 09:27:08,203 - pyskl - INFO - Epoch [119][2200/3940] lr: 2.614e-03, eta: 15:24:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.0551, loss: 2.0551 +2025-06-26 09:27:52,760 - pyskl - INFO - Epoch [119][2300/3940] lr: 2.610e-03, eta: 15:23:30, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 2.0407, loss: 2.0407 +2025-06-26 09:28:37,423 - pyskl - INFO - Epoch [119][2400/3940] lr: 2.606e-03, eta: 15:22:45, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8876, loss: 1.8876 +2025-06-26 09:29:22,083 - pyskl - INFO - Epoch [119][2500/3940] lr: 2.602e-03, eta: 15:22:00, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 2.0815, loss: 2.0815 +2025-06-26 09:30:06,789 - pyskl - INFO - Epoch [119][2600/3940] lr: 2.598e-03, eta: 15:21:15, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 2.0221, loss: 2.0221 +2025-06-26 09:30:51,334 - pyskl - INFO - Epoch [119][2700/3940] lr: 2.593e-03, eta: 15:20:30, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.0211, loss: 2.0211 +2025-06-26 09:31:36,099 - pyskl - INFO - Epoch [119][2800/3940] lr: 2.589e-03, eta: 15:19:46, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 2.0793, loss: 2.0793 +2025-06-26 09:32:20,859 - pyskl - INFO - Epoch [119][2900/3940] lr: 2.585e-03, eta: 15:19:01, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.0942, loss: 2.0942 +2025-06-26 09:33:05,431 - pyskl - INFO - Epoch [119][3000/3940] lr: 2.581e-03, eta: 15:18:16, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9912, loss_cls: 2.0144, loss: 2.0144 +2025-06-26 09:33:49,756 - pyskl - INFO - Epoch [119][3100/3940] lr: 2.577e-03, eta: 15:17:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.9722, loss: 1.9722 +2025-06-26 09:34:34,207 - pyskl - INFO - Epoch [119][3200/3940] lr: 2.573e-03, eta: 15:16:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 2.1672, loss: 2.1672 +2025-06-26 09:35:18,657 - pyskl - INFO - Epoch [119][3300/3940] lr: 2.569e-03, eta: 15:16:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.0151, loss: 2.0151 +2025-06-26 09:36:03,070 - pyskl - INFO - Epoch [119][3400/3940] lr: 2.565e-03, eta: 15:15:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.9569, loss: 1.9569 +2025-06-26 09:36:47,501 - pyskl - INFO - Epoch [119][3500/3940] lr: 2.561e-03, eta: 15:14:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.0749, loss: 2.0749 +2025-06-26 09:37:32,168 - pyskl - INFO - Epoch [119][3600/3940] lr: 2.557e-03, eta: 15:13:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.1292, loss: 2.1292 +2025-06-26 09:38:16,551 - pyskl - INFO - Epoch [119][3700/3940] lr: 2.553e-03, eta: 15:13:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.9722, loss: 1.9722 +2025-06-26 09:39:01,039 - pyskl - INFO - Epoch [119][3800/3940] lr: 2.549e-03, eta: 15:12:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 2.0714, loss: 2.0714 +2025-06-26 09:39:45,443 - pyskl - INFO - Epoch [119][3900/3940] lr: 2.545e-03, eta: 15:11:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 1.9817, loss: 1.9817 +2025-06-26 09:40:03,569 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-26 09:43:27,625 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 09:43:28,103 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9746 +2025-06-26 09:43:28,174 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_117.pth was removed +2025-06-26 09:43:29,334 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-06-26 09:43:29,336 - pyskl - INFO - Best top1_acc is 0.8471 at 119 epoch. +2025-06-26 09:43:29,358 - pyskl - INFO - Epoch(val) [119][3183] top1_acc: 0.8471, top5_acc: 0.9746 +2025-06-26 09:44:39,101 - pyskl - INFO - Epoch [120][100/3940] lr: 2.539e-03, eta: 15:10:32, time: 0.697, data_time: 0.255, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.0205, loss: 2.0205 +2025-06-26 09:45:23,392 - pyskl - INFO - Epoch [120][200/3940] lr: 2.535e-03, eta: 15:09:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.9532, loss: 1.9532 +2025-06-26 09:46:07,755 - pyskl - INFO - Epoch [120][300/3940] lr: 2.531e-03, eta: 15:09:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.9020, loss: 1.9020 +2025-06-26 09:46:52,191 - pyskl - INFO - Epoch [120][400/3940] lr: 2.527e-03, eta: 15:08:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.9934, loss: 1.9934 +2025-06-26 09:47:36,626 - pyskl - INFO - Epoch [120][500/3940] lr: 2.523e-03, eta: 15:07:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.9511, loss: 1.9511 +2025-06-26 09:48:21,004 - pyskl - INFO - Epoch [120][600/3940] lr: 2.519e-03, eta: 15:06:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9630, loss: 1.9630 +2025-06-26 09:49:05,340 - pyskl - INFO - Epoch [120][700/3940] lr: 2.515e-03, eta: 15:06:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.9726, loss: 1.9726 +2025-06-26 09:49:49,689 - pyskl - INFO - Epoch [120][800/3940] lr: 2.511e-03, eta: 15:05:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.9723, loss: 1.9723 +2025-06-26 09:50:33,953 - pyskl - INFO - Epoch [120][900/3940] lr: 2.507e-03, eta: 15:04:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.0343, loss: 2.0343 +2025-06-26 09:51:18,158 - pyskl - INFO - Epoch [120][1000/3940] lr: 2.503e-03, eta: 15:03:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 2.0038, loss: 2.0038 +2025-06-26 09:52:02,407 - pyskl - INFO - Epoch [120][1100/3940] lr: 2.499e-03, eta: 15:03:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 1.9818, loss: 1.9818 +2025-06-26 09:52:46,570 - pyskl - INFO - Epoch [120][1200/3940] lr: 2.495e-03, eta: 15:02:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.9737, loss: 1.9737 +2025-06-26 09:53:30,890 - pyskl - INFO - Epoch [120][1300/3940] lr: 2.491e-03, eta: 15:01:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.9361, loss: 1.9361 +2025-06-26 09:54:15,188 - pyskl - INFO - Epoch [120][1400/3940] lr: 2.487e-03, eta: 15:00:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 2.0299, loss: 2.0299 +2025-06-26 09:54:59,617 - pyskl - INFO - Epoch [120][1500/3940] lr: 2.483e-03, eta: 15:00:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 1.9649, loss: 1.9649 +2025-06-26 09:55:43,969 - pyskl - INFO - Epoch [120][1600/3940] lr: 2.479e-03, eta: 14:59:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9698, loss: 1.9698 +2025-06-26 09:56:28,290 - pyskl - INFO - Epoch [120][1700/3940] lr: 2.476e-03, eta: 14:58:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.0068, loss: 2.0068 +2025-06-26 09:57:12,577 - pyskl - INFO - Epoch [120][1800/3940] lr: 2.472e-03, eta: 14:57:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0012, loss: 2.0012 +2025-06-26 09:57:56,842 - pyskl - INFO - Epoch [120][1900/3940] lr: 2.468e-03, eta: 14:57:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9169, loss: 1.9169 +2025-06-26 09:58:41,247 - pyskl - INFO - Epoch [120][2000/3940] lr: 2.464e-03, eta: 14:56:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 2.0012, loss: 2.0012 +2025-06-26 09:59:25,857 - pyskl - INFO - Epoch [120][2100/3940] lr: 2.460e-03, eta: 14:55:34, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 1.9376, loss: 1.9376 +2025-06-26 10:00:10,506 - pyskl - INFO - Epoch [120][2200/3940] lr: 2.456e-03, eta: 14:54:49, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 2.0032, loss: 2.0032 +2025-06-26 10:00:54,924 - pyskl - INFO - Epoch [120][2300/3940] lr: 2.452e-03, eta: 14:54:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 1.9906, loss: 1.9906 +2025-06-26 10:01:39,540 - pyskl - INFO - Epoch [120][2400/3940] lr: 2.448e-03, eta: 14:53:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.8888, loss: 1.8888 +2025-06-26 10:02:24,011 - pyskl - INFO - Epoch [120][2500/3940] lr: 2.444e-03, eta: 14:52:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9900, loss_cls: 1.9883, loss: 1.9883 +2025-06-26 10:03:08,367 - pyskl - INFO - Epoch [120][2600/3940] lr: 2.440e-03, eta: 14:51:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9483, loss: 1.9483 +2025-06-26 10:03:52,749 - pyskl - INFO - Epoch [120][2700/3940] lr: 2.436e-03, eta: 14:51:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9900, loss_cls: 2.0053, loss: 2.0053 +2025-06-26 10:04:37,184 - pyskl - INFO - Epoch [120][2800/3940] lr: 2.432e-03, eta: 14:50:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.0680, loss: 2.0680 +2025-06-26 10:05:21,719 - pyskl - INFO - Epoch [120][2900/3940] lr: 2.428e-03, eta: 14:49:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0288, loss: 2.0288 +2025-06-26 10:06:06,232 - pyskl - INFO - Epoch [120][3000/3940] lr: 2.424e-03, eta: 14:48:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.0511, loss: 2.0511 +2025-06-26 10:06:50,728 - pyskl - INFO - Epoch [120][3100/3940] lr: 2.420e-03, eta: 14:48:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.9769, loss: 1.9769 +2025-06-26 10:07:35,156 - pyskl - INFO - Epoch [120][3200/3940] lr: 2.416e-03, eta: 14:47:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.9449, loss: 1.9449 +2025-06-26 10:08:19,595 - pyskl - INFO - Epoch [120][3300/3940] lr: 2.412e-03, eta: 14:46:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.9846, loss: 1.9846 +2025-06-26 10:09:04,096 - pyskl - INFO - Epoch [120][3400/3940] lr: 2.408e-03, eta: 14:45:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.0830, loss: 2.0830 +2025-06-26 10:09:48,625 - pyskl - INFO - Epoch [120][3500/3940] lr: 2.405e-03, eta: 14:45:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 2.0126, loss: 2.0126 +2025-06-26 10:10:32,988 - pyskl - INFO - Epoch [120][3600/3940] lr: 2.401e-03, eta: 14:44:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 1.9721, loss: 1.9721 +2025-06-26 10:11:17,374 - pyskl - INFO - Epoch [120][3700/3940] lr: 2.397e-03, eta: 14:43:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.0690, loss: 2.0690 +2025-06-26 10:12:01,874 - pyskl - INFO - Epoch [120][3800/3940] lr: 2.393e-03, eta: 14:42:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.0551, loss: 2.0551 +2025-06-26 10:12:46,110 - pyskl - INFO - Epoch [120][3900/3940] lr: 2.389e-03, eta: 14:42:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.9213, loss: 1.9213 +2025-06-26 10:13:04,161 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-26 10:31:48,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 10:31:49,441 - pyskl - INFO - +top1_acc 0.8178 +top5_acc 0.9621 +2025-06-26 10:31:49,462 - pyskl - INFO - Epoch(val) [120][3183] top1_acc: 0.8178, top5_acc: 0.9621 +2025-06-26 10:32:59,267 - pyskl - INFO - Epoch [121][100/3940] lr: 2.383e-03, eta: 14:41:06, time: 0.698, data_time: 0.253, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9919, loss_cls: 1.9051, loss: 1.9051 +2025-06-26 10:33:43,546 - pyskl - INFO - Epoch [121][200/3940] lr: 2.380e-03, eta: 14:40:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 1.9024, loss: 1.9024 +2025-06-26 10:34:27,878 - pyskl - INFO - Epoch [121][300/3940] lr: 2.376e-03, eta: 14:39:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 1.8975, loss: 1.8975 +2025-06-26 10:35:12,201 - pyskl - INFO - Epoch [121][400/3940] lr: 2.372e-03, eta: 14:38:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.8467, loss: 1.8467 +2025-06-26 10:35:56,581 - pyskl - INFO - Epoch [121][500/3940] lr: 2.368e-03, eta: 14:38:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.8895, loss: 1.8895 +2025-06-26 10:36:40,927 - pyskl - INFO - Epoch [121][600/3940] lr: 2.364e-03, eta: 14:37:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9931, loss_cls: 1.8943, loss: 1.8943 +2025-06-26 10:37:25,284 - pyskl - INFO - Epoch [121][700/3940] lr: 2.360e-03, eta: 14:36:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9229, loss: 1.9229 +2025-06-26 10:38:09,899 - pyskl - INFO - Epoch [121][800/3940] lr: 2.356e-03, eta: 14:35:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9931, loss_cls: 1.9391, loss: 1.9391 +2025-06-26 10:38:54,367 - pyskl - INFO - Epoch [121][900/3940] lr: 2.352e-03, eta: 14:35:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.0864, loss: 2.0864 +2025-06-26 10:39:38,707 - pyskl - INFO - Epoch [121][1000/3940] lr: 2.348e-03, eta: 14:34:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9318, loss: 1.9318 +2025-06-26 10:40:23,081 - pyskl - INFO - Epoch [121][1100/3940] lr: 2.345e-03, eta: 14:33:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9869, loss_cls: 2.0951, loss: 2.0951 +2025-06-26 10:41:07,445 - pyskl - INFO - Epoch [121][1200/3940] lr: 2.341e-03, eta: 14:32:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9931, loss_cls: 1.9696, loss: 1.9696 +2025-06-26 10:41:51,823 - pyskl - INFO - Epoch [121][1300/3940] lr: 2.337e-03, eta: 14:32:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9557, loss: 1.9557 +2025-06-26 10:42:36,172 - pyskl - INFO - Epoch [121][1400/3940] lr: 2.333e-03, eta: 14:31:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9925, loss_cls: 1.9113, loss: 1.9113 +2025-06-26 10:43:20,445 - pyskl - INFO - Epoch [121][1500/3940] lr: 2.329e-03, eta: 14:30:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.9228, loss: 1.9228 +2025-06-26 10:44:04,712 - pyskl - INFO - Epoch [121][1600/3940] lr: 2.325e-03, eta: 14:29:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9919, loss_cls: 2.0248, loss: 2.0248 +2025-06-26 10:44:48,991 - pyskl - INFO - Epoch [121][1700/3940] lr: 2.321e-03, eta: 14:29:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.9612, loss: 1.9612 +2025-06-26 10:45:33,339 - pyskl - INFO - Epoch [121][1800/3940] lr: 2.317e-03, eta: 14:28:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 2.0409, loss: 2.0409 +2025-06-26 10:46:17,648 - pyskl - INFO - Epoch [121][1900/3940] lr: 2.314e-03, eta: 14:27:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9881, loss_cls: 2.0723, loss: 2.0723 +2025-06-26 10:47:01,941 - pyskl - INFO - Epoch [121][2000/3940] lr: 2.310e-03, eta: 14:26:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 2.0480, loss: 2.0480 +2025-06-26 10:47:46,279 - pyskl - INFO - Epoch [121][2100/3940] lr: 2.306e-03, eta: 14:26:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.9412, loss: 1.9412 +2025-06-26 10:48:30,678 - pyskl - INFO - Epoch [121][2200/3940] lr: 2.302e-03, eta: 14:25:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 1.9060, loss: 1.9060 +2025-06-26 10:49:14,975 - pyskl - INFO - Epoch [121][2300/3940] lr: 2.298e-03, eta: 14:24:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9714, loss: 1.9714 +2025-06-26 10:49:59,132 - pyskl - INFO - Epoch [121][2400/3940] lr: 2.294e-03, eta: 14:23:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.0031, loss: 2.0031 +2025-06-26 10:50:43,395 - pyskl - INFO - Epoch [121][2500/3940] lr: 2.291e-03, eta: 14:23:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.9760, loss: 1.9760 +2025-06-26 10:51:27,718 - pyskl - INFO - Epoch [121][2600/3940] lr: 2.287e-03, eta: 14:22:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.9278, loss: 1.9278 +2025-06-26 10:52:11,955 - pyskl - INFO - Epoch [121][2700/3940] lr: 2.283e-03, eta: 14:21:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.9866, loss: 1.9866 +2025-06-26 10:52:56,260 - pyskl - INFO - Epoch [121][2800/3940] lr: 2.279e-03, eta: 14:20:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 2.0008, loss: 2.0008 +2025-06-26 10:53:40,495 - pyskl - INFO - Epoch [121][2900/3940] lr: 2.275e-03, eta: 14:20:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8687, loss: 1.8687 +2025-06-26 10:54:24,701 - pyskl - INFO - Epoch [121][3000/3940] lr: 2.271e-03, eta: 14:19:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.9965, loss: 1.9965 +2025-06-26 10:55:08,976 - pyskl - INFO - Epoch [121][3100/3940] lr: 2.268e-03, eta: 14:18:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.9060, loss: 1.9060 +2025-06-26 10:55:53,203 - pyskl - INFO - Epoch [121][3200/3940] lr: 2.264e-03, eta: 14:17:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.9352, loss: 1.9352 +2025-06-26 10:56:37,407 - pyskl - INFO - Epoch [121][3300/3940] lr: 2.260e-03, eta: 14:17:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 1.9838, loss: 1.9838 +2025-06-26 10:57:21,611 - pyskl - INFO - Epoch [121][3400/3940] lr: 2.256e-03, eta: 14:16:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.9937, loss: 1.9937 +2025-06-26 10:58:05,859 - pyskl - INFO - Epoch [121][3500/3940] lr: 2.252e-03, eta: 14:15:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.9756, loss: 1.9756 +2025-06-26 10:58:50,117 - pyskl - INFO - Epoch [121][3600/3940] lr: 2.249e-03, eta: 14:14:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 1.9567, loss: 1.9567 +2025-06-26 10:59:34,370 - pyskl - INFO - Epoch [121][3700/3940] lr: 2.245e-03, eta: 14:14:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8685, loss: 1.8685 +2025-06-26 11:00:18,615 - pyskl - INFO - Epoch [121][3800/3940] lr: 2.241e-03, eta: 14:13:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 1.9526, loss: 1.9526 +2025-06-26 11:01:02,860 - pyskl - INFO - Epoch [121][3900/3940] lr: 2.237e-03, eta: 14:12:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9912, loss_cls: 1.9546, loss: 1.9546 +2025-06-26 11:01:20,901 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-26 11:04:44,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 11:04:44,524 - pyskl - INFO - +top1_acc 0.8432 +top5_acc 0.9712 +2025-06-26 11:04:44,544 - pyskl - INFO - Epoch(val) [121][3183] top1_acc: 0.8432, top5_acc: 0.9712 +2025-06-26 11:05:54,238 - pyskl - INFO - Epoch [122][100/3940] lr: 2.232e-03, eta: 14:11:40, time: 0.697, data_time: 0.251, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9161, loss: 1.9161 +2025-06-26 11:06:38,654 - pyskl - INFO - Epoch [122][200/3940] lr: 2.228e-03, eta: 14:10:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9925, loss_cls: 1.8659, loss: 1.8659 +2025-06-26 11:07:23,071 - pyskl - INFO - Epoch [122][300/3940] lr: 2.224e-03, eta: 14:10:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8652, loss: 1.8652 +2025-06-26 11:08:07,425 - pyskl - INFO - Epoch [122][400/3940] lr: 2.221e-03, eta: 14:09:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 1.9453, loss: 1.9453 +2025-06-26 11:08:51,744 - pyskl - INFO - Epoch [122][500/3940] lr: 2.217e-03, eta: 14:08:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.8730, loss: 1.8730 +2025-06-26 11:09:36,104 - pyskl - INFO - Epoch [122][600/3940] lr: 2.213e-03, eta: 14:07:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.9455, loss: 1.9455 +2025-06-26 11:10:20,477 - pyskl - INFO - Epoch [122][700/3940] lr: 2.209e-03, eta: 14:07:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.8680, loss: 1.8680 +2025-06-26 11:11:04,849 - pyskl - INFO - Epoch [122][800/3940] lr: 2.205e-03, eta: 14:06:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.9217, loss: 1.9217 +2025-06-26 11:11:49,365 - pyskl - INFO - Epoch [122][900/3940] lr: 2.202e-03, eta: 14:05:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 1.9013, loss: 1.9013 +2025-06-26 11:12:33,801 - pyskl - INFO - Epoch [122][1000/3940] lr: 2.198e-03, eta: 14:04:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9295, loss: 1.9295 +2025-06-26 11:13:18,260 - pyskl - INFO - Epoch [122][1100/3940] lr: 2.194e-03, eta: 14:04:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 1.9707, loss: 1.9707 +2025-06-26 11:14:02,652 - pyskl - INFO - Epoch [122][1200/3940] lr: 2.190e-03, eta: 14:03:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.9225, loss: 1.9225 +2025-06-26 11:14:47,026 - pyskl - INFO - Epoch [122][1300/3940] lr: 2.187e-03, eta: 14:02:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9919, loss_cls: 1.9127, loss: 1.9127 +2025-06-26 11:15:31,272 - pyskl - INFO - Epoch [122][1400/3940] lr: 2.183e-03, eta: 14:01:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9919, loss_cls: 1.9265, loss: 1.9265 +2025-06-26 11:16:15,617 - pyskl - INFO - Epoch [122][1500/3940] lr: 2.179e-03, eta: 14:01:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 1.9067, loss: 1.9067 +2025-06-26 11:16:59,918 - pyskl - INFO - Epoch [122][1600/3940] lr: 2.175e-03, eta: 14:00:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 1.9710, loss: 1.9710 +2025-06-26 11:17:44,189 - pyskl - INFO - Epoch [122][1700/3940] lr: 2.172e-03, eta: 13:59:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.0310, loss: 2.0310 +2025-06-26 11:18:28,573 - pyskl - INFO - Epoch [122][1800/3940] lr: 2.168e-03, eta: 13:58:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.8782, loss: 1.8782 +2025-06-26 11:19:13,033 - pyskl - INFO - Epoch [122][1900/3940] lr: 2.164e-03, eta: 13:58:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 1.9069, loss: 1.9069 +2025-06-26 11:19:57,427 - pyskl - INFO - Epoch [122][2000/3940] lr: 2.160e-03, eta: 13:57:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9299, loss: 1.9299 +2025-06-26 11:20:41,819 - pyskl - INFO - Epoch [122][2100/3940] lr: 2.157e-03, eta: 13:56:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9659, loss: 1.9659 +2025-06-26 11:21:26,194 - pyskl - INFO - Epoch [122][2200/3940] lr: 2.153e-03, eta: 13:55:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8687, loss: 1.8687 +2025-06-26 11:22:10,654 - pyskl - INFO - Epoch [122][2300/3940] lr: 2.149e-03, eta: 13:55:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 1.8684, loss: 1.8684 +2025-06-26 11:22:54,985 - pyskl - INFO - Epoch [122][2400/3940] lr: 2.145e-03, eta: 13:54:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9931, loss_cls: 1.8828, loss: 1.8828 +2025-06-26 11:23:39,354 - pyskl - INFO - Epoch [122][2500/3940] lr: 2.142e-03, eta: 13:53:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9224, loss: 1.9224 +2025-06-26 11:24:23,706 - pyskl - INFO - Epoch [122][2600/3940] lr: 2.138e-03, eta: 13:52:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.8963, loss: 1.8963 +2025-06-26 11:25:07,995 - pyskl - INFO - Epoch [122][2700/3940] lr: 2.134e-03, eta: 13:52:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 1.9606, loss: 1.9606 +2025-06-26 11:25:52,591 - pyskl - INFO - Epoch [122][2800/3940] lr: 2.131e-03, eta: 13:51:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8785, loss: 1.8785 +2025-06-26 11:26:37,075 - pyskl - INFO - Epoch [122][2900/3940] lr: 2.127e-03, eta: 13:50:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.9901, loss: 1.9901 +2025-06-26 11:27:21,395 - pyskl - INFO - Epoch [122][3000/3940] lr: 2.123e-03, eta: 13:49:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9906, loss_cls: 1.8960, loss: 1.8960 +2025-06-26 11:28:05,730 - pyskl - INFO - Epoch [122][3100/3940] lr: 2.120e-03, eta: 13:49:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.9570, loss: 1.9570 +2025-06-26 11:28:50,114 - pyskl - INFO - Epoch [122][3200/3940] lr: 2.116e-03, eta: 13:48:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9919, loss_cls: 1.9505, loss: 1.9505 +2025-06-26 11:29:34,513 - pyskl - INFO - Epoch [122][3300/3940] lr: 2.112e-03, eta: 13:47:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.8357, loss: 1.8357 +2025-06-26 11:30:18,833 - pyskl - INFO - Epoch [122][3400/3940] lr: 2.108e-03, eta: 13:47:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.9214, loss: 1.9214 +2025-06-26 11:31:03,243 - pyskl - INFO - Epoch [122][3500/3940] lr: 2.105e-03, eta: 13:46:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9925, loss_cls: 1.9291, loss: 1.9291 +2025-06-26 11:31:47,628 - pyskl - INFO - Epoch [122][3600/3940] lr: 2.101e-03, eta: 13:45:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.9449, loss: 1.9449 +2025-06-26 11:32:31,921 - pyskl - INFO - Epoch [122][3700/3940] lr: 2.097e-03, eta: 13:44:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 1.9543, loss: 1.9543 +2025-06-26 11:33:16,230 - pyskl - INFO - Epoch [122][3800/3940] lr: 2.094e-03, eta: 13:44:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9900, loss_cls: 1.9379, loss: 1.9379 +2025-06-26 11:34:00,486 - pyskl - INFO - Epoch [122][3900/3940] lr: 2.090e-03, eta: 13:43:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 1.8370, loss: 1.8370 +2025-06-26 11:34:18,538 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-26 11:37:42,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 11:37:42,633 - pyskl - INFO - +top1_acc 0.8445 +top5_acc 0.9671 +2025-06-26 11:37:42,653 - pyskl - INFO - Epoch(val) [122][3183] top1_acc: 0.8445, top5_acc: 0.9671 +2025-06-26 11:38:52,420 - pyskl - INFO - Epoch [123][100/3940] lr: 2.085e-03, eta: 13:42:15, time: 0.698, data_time: 0.253, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.8195, loss: 1.8195 +2025-06-26 11:39:36,820 - pyskl - INFO - Epoch [123][200/3940] lr: 2.081e-03, eta: 13:41:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.8674, loss: 1.8674 +2025-06-26 11:40:21,218 - pyskl - INFO - Epoch [123][300/3940] lr: 2.078e-03, eta: 13:40:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 1.8444, loss: 1.8444 +2025-06-26 11:41:05,525 - pyskl - INFO - Epoch [123][400/3940] lr: 2.074e-03, eta: 13:40:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8752, loss: 1.8752 +2025-06-26 11:41:49,802 - pyskl - INFO - Epoch [123][500/3940] lr: 2.070e-03, eta: 13:39:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8544, loss: 1.8544 +2025-06-26 11:42:34,165 - pyskl - INFO - Epoch [123][600/3940] lr: 2.067e-03, eta: 13:38:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.8289, loss: 1.8289 +2025-06-26 11:43:18,427 - pyskl - INFO - Epoch [123][700/3940] lr: 2.063e-03, eta: 13:37:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.8687, loss: 1.8687 +2025-06-26 11:44:02,680 - pyskl - INFO - Epoch [123][800/3940] lr: 2.059e-03, eta: 13:37:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 1.9490, loss: 1.9490 +2025-06-26 11:44:46,918 - pyskl - INFO - Epoch [123][900/3940] lr: 2.056e-03, eta: 13:36:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 1.8896, loss: 1.8896 +2025-06-26 11:45:31,157 - pyskl - INFO - Epoch [123][1000/3940] lr: 2.052e-03, eta: 13:35:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.8528, loss: 1.8528 +2025-06-26 11:46:15,358 - pyskl - INFO - Epoch [123][1100/3940] lr: 2.048e-03, eta: 13:34:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.8766, loss: 1.8766 +2025-06-26 11:46:59,538 - pyskl - INFO - Epoch [123][1200/3940] lr: 2.045e-03, eta: 13:34:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.8996, loss: 1.8996 +2025-06-26 11:47:43,821 - pyskl - INFO - Epoch [123][1300/3940] lr: 2.041e-03, eta: 13:33:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.9155, loss: 1.9155 +2025-06-26 11:48:28,178 - pyskl - INFO - Epoch [123][1400/3940] lr: 2.037e-03, eta: 13:32:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.9034, loss: 1.9034 +2025-06-26 11:49:12,474 - pyskl - INFO - Epoch [123][1500/3940] lr: 2.034e-03, eta: 13:31:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8422, loss: 1.8422 +2025-06-26 11:49:56,803 - pyskl - INFO - Epoch [123][1600/3940] lr: 2.030e-03, eta: 13:31:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9919, loss_cls: 1.9209, loss: 1.9209 +2025-06-26 11:50:41,270 - pyskl - INFO - Epoch [123][1700/3940] lr: 2.026e-03, eta: 13:30:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 1.8911, loss: 1.8911 +2025-06-26 11:51:25,571 - pyskl - INFO - Epoch [123][1800/3940] lr: 2.023e-03, eta: 13:29:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.8693, loss: 1.8693 +2025-06-26 11:52:09,889 - pyskl - INFO - Epoch [123][1900/3940] lr: 2.019e-03, eta: 13:28:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.9074, loss: 1.9074 +2025-06-26 11:52:54,231 - pyskl - INFO - Epoch [123][2000/3940] lr: 2.016e-03, eta: 13:28:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.8988, loss: 1.8988 +2025-06-26 11:53:38,537 - pyskl - INFO - Epoch [123][2100/3940] lr: 2.012e-03, eta: 13:27:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.9236, loss: 1.9236 +2025-06-26 11:54:22,762 - pyskl - INFO - Epoch [123][2200/3940] lr: 2.008e-03, eta: 13:26:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9925, loss_cls: 1.8925, loss: 1.8925 +2025-06-26 11:55:07,047 - pyskl - INFO - Epoch [123][2300/3940] lr: 2.005e-03, eta: 13:25:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.8989, loss: 1.8989 +2025-06-26 11:55:51,340 - pyskl - INFO - Epoch [123][2400/3940] lr: 2.001e-03, eta: 13:25:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 1.8554, loss: 1.8554 +2025-06-26 11:56:35,703 - pyskl - INFO - Epoch [123][2500/3940] lr: 1.998e-03, eta: 13:24:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.9409, loss: 1.9409 +2025-06-26 11:57:19,917 - pyskl - INFO - Epoch [123][2600/3940] lr: 1.994e-03, eta: 13:23:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.0335, loss: 2.0335 +2025-06-26 11:58:04,196 - pyskl - INFO - Epoch [123][2700/3940] lr: 1.990e-03, eta: 13:22:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.8868, loss: 1.8868 +2025-06-26 11:58:48,441 - pyskl - INFO - Epoch [123][2800/3940] lr: 1.987e-03, eta: 13:22:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.8869, loss: 1.8869 +2025-06-26 11:59:32,661 - pyskl - INFO - Epoch [123][2900/3940] lr: 1.983e-03, eta: 13:21:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 1.9388, loss: 1.9388 +2025-06-26 12:00:16,890 - pyskl - INFO - Epoch [123][3000/3940] lr: 1.980e-03, eta: 13:20:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.8896, loss: 1.8896 +2025-06-26 12:01:00,924 - pyskl - INFO - Epoch [123][3100/3940] lr: 1.976e-03, eta: 13:19:49, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.8458, loss: 1.8458 +2025-06-26 12:01:45,075 - pyskl - INFO - Epoch [123][3200/3940] lr: 1.972e-03, eta: 13:19:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.8357, loss: 1.8357 +2025-06-26 12:02:29,236 - pyskl - INFO - Epoch [123][3300/3940] lr: 1.969e-03, eta: 13:18:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.8900, loss: 1.8900 +2025-06-26 12:03:13,468 - pyskl - INFO - Epoch [123][3400/3940] lr: 1.965e-03, eta: 13:17:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.8831, loss: 1.8831 +2025-06-26 12:03:57,677 - pyskl - INFO - Epoch [123][3500/3940] lr: 1.962e-03, eta: 13:16:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.8956, loss: 1.8956 +2025-06-26 12:04:41,844 - pyskl - INFO - Epoch [123][3600/3940] lr: 1.958e-03, eta: 13:16:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.8153, loss: 1.8153 +2025-06-26 12:05:25,982 - pyskl - INFO - Epoch [123][3700/3940] lr: 1.954e-03, eta: 13:15:19, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8293, loss: 1.8293 +2025-06-26 12:06:10,283 - pyskl - INFO - Epoch [123][3800/3940] lr: 1.951e-03, eta: 13:14:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.9212, loss: 1.9212 +2025-06-26 12:06:54,693 - pyskl - INFO - Epoch [123][3900/3940] lr: 1.947e-03, eta: 13:13:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.9683, loss: 1.9683 +2025-06-26 12:07:12,719 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-26 12:10:37,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:10:37,624 - pyskl - INFO - +top1_acc 0.8361 +top5_acc 0.9731 +2025-06-26 12:10:37,642 - pyskl - INFO - Epoch(val) [123][3183] top1_acc: 0.8361, top5_acc: 0.9731 +2025-06-26 12:11:47,193 - pyskl - INFO - Epoch [124][100/3940] lr: 1.942e-03, eta: 13:12:48, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.8429, loss: 1.8429 +2025-06-26 12:12:31,551 - pyskl - INFO - Epoch [124][200/3940] lr: 1.939e-03, eta: 13:12:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.8248, loss: 1.8248 +2025-06-26 12:13:15,878 - pyskl - INFO - Epoch [124][300/3940] lr: 1.935e-03, eta: 13:11:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.7950, loss: 1.7950 +2025-06-26 12:14:00,213 - pyskl - INFO - Epoch [124][400/3940] lr: 1.932e-03, eta: 13:10:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 1.8398, loss: 1.8398 +2025-06-26 12:14:44,522 - pyskl - INFO - Epoch [124][500/3940] lr: 1.928e-03, eta: 13:09:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.8121, loss: 1.8121 +2025-06-26 12:15:28,871 - pyskl - INFO - Epoch [124][600/3940] lr: 1.925e-03, eta: 13:09:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7702, loss: 1.7702 +2025-06-26 12:16:13,311 - pyskl - INFO - Epoch [124][700/3940] lr: 1.921e-03, eta: 13:08:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9944, loss_cls: 1.8958, loss: 1.8958 +2025-06-26 12:16:57,858 - pyskl - INFO - Epoch [124][800/3940] lr: 1.918e-03, eta: 13:07:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 1.9129, loss: 1.9129 +2025-06-26 12:17:42,254 - pyskl - INFO - Epoch [124][900/3940] lr: 1.914e-03, eta: 13:06:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.8939, loss: 1.8939 +2025-06-26 12:18:26,728 - pyskl - INFO - Epoch [124][1000/3940] lr: 1.910e-03, eta: 13:06:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 1.8665, loss: 1.8665 +2025-06-26 12:19:11,231 - pyskl - INFO - Epoch [124][1100/3940] lr: 1.907e-03, eta: 13:05:20, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.9053, loss: 1.9053 +2025-06-26 12:19:55,794 - pyskl - INFO - Epoch [124][1200/3940] lr: 1.903e-03, eta: 13:04:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 1.8128, loss: 1.8128 +2025-06-26 12:20:40,234 - pyskl - INFO - Epoch [124][1300/3940] lr: 1.900e-03, eta: 13:03:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.9192, loss: 1.9192 +2025-06-26 12:21:24,745 - pyskl - INFO - Epoch [124][1400/3940] lr: 1.896e-03, eta: 13:03:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.8010, loss: 1.8010 +2025-06-26 12:22:09,320 - pyskl - INFO - Epoch [124][1500/3940] lr: 1.893e-03, eta: 13:02:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.8013, loss: 1.8013 +2025-06-26 12:22:53,801 - pyskl - INFO - Epoch [124][1600/3940] lr: 1.889e-03, eta: 13:01:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.8080, loss: 1.8080 +2025-06-26 12:23:38,436 - pyskl - INFO - Epoch [124][1700/3940] lr: 1.886e-03, eta: 13:00:51, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.8126, loss: 1.8126 +2025-06-26 12:24:22,859 - pyskl - INFO - Epoch [124][1800/3940] lr: 1.882e-03, eta: 13:00:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 1.7882, loss: 1.7882 +2025-06-26 12:25:07,231 - pyskl - INFO - Epoch [124][1900/3940] lr: 1.879e-03, eta: 12:59:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8515, loss: 1.8515 +2025-06-26 12:25:51,657 - pyskl - INFO - Epoch [124][2000/3940] lr: 1.875e-03, eta: 12:58:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.8565, loss: 1.8565 +2025-06-26 12:26:36,042 - pyskl - INFO - Epoch [124][2100/3940] lr: 1.872e-03, eta: 12:57:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.7726, loss: 1.7726 +2025-06-26 12:27:20,377 - pyskl - INFO - Epoch [124][2200/3940] lr: 1.868e-03, eta: 12:57:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7339, loss: 1.7339 +2025-06-26 12:28:04,870 - pyskl - INFO - Epoch [124][2300/3940] lr: 1.865e-03, eta: 12:56:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7912, loss: 1.7912 +2025-06-26 12:28:49,305 - pyskl - INFO - Epoch [124][2400/3940] lr: 1.861e-03, eta: 12:55:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9938, loss_cls: 1.8602, loss: 1.8602 +2025-06-26 12:29:33,789 - pyskl - INFO - Epoch [124][2500/3940] lr: 1.858e-03, eta: 12:54:53, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8375, loss: 1.8375 +2025-06-26 12:30:18,433 - pyskl - INFO - Epoch [124][2600/3940] lr: 1.854e-03, eta: 12:54:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.7553, loss: 1.7553 +2025-06-26 12:31:02,940 - pyskl - INFO - Epoch [124][2700/3940] lr: 1.851e-03, eta: 12:53:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 1.9364, loss: 1.9364 +2025-06-26 12:31:47,482 - pyskl - INFO - Epoch [124][2800/3940] lr: 1.847e-03, eta: 12:52:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.9001, loss: 1.9001 +2025-06-26 12:32:32,120 - pyskl - INFO - Epoch [124][2900/3940] lr: 1.844e-03, eta: 12:51:53, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.0041, loss: 2.0041 +2025-06-26 12:33:16,897 - pyskl - INFO - Epoch [124][3000/3940] lr: 1.840e-03, eta: 12:51:09, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.8553, loss: 1.8553 +2025-06-26 12:34:01,610 - pyskl - INFO - Epoch [124][3100/3940] lr: 1.837e-03, eta: 12:50:24, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9931, loss_cls: 1.8673, loss: 1.8673 +2025-06-26 12:34:46,078 - pyskl - INFO - Epoch [124][3200/3940] lr: 1.834e-03, eta: 12:49:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.8419, loss: 1.8419 +2025-06-26 12:35:30,549 - pyskl - INFO - Epoch [124][3300/3940] lr: 1.830e-03, eta: 12:48:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.8548, loss: 1.8548 +2025-06-26 12:36:15,111 - pyskl - INFO - Epoch [124][3400/3940] lr: 1.827e-03, eta: 12:48:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 1.8679, loss: 1.8679 +2025-06-26 12:36:59,603 - pyskl - INFO - Epoch [124][3500/3940] lr: 1.823e-03, eta: 12:47:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.8312, loss: 1.8312 +2025-06-26 12:37:44,373 - pyskl - INFO - Epoch [124][3600/3940] lr: 1.820e-03, eta: 12:46:40, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.8383, loss: 1.8383 +2025-06-26 12:38:29,226 - pyskl - INFO - Epoch [124][3700/3940] lr: 1.816e-03, eta: 12:45:55, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.9104, loss: 1.9104 +2025-06-26 12:39:13,741 - pyskl - INFO - Epoch [124][3800/3940] lr: 1.813e-03, eta: 12:45:10, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9912, loss_cls: 1.9012, loss: 1.9012 +2025-06-26 12:39:58,126 - pyskl - INFO - Epoch [124][3900/3940] lr: 1.809e-03, eta: 12:44:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.8579, loss: 1.8579 +2025-06-26 12:40:16,225 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-26 12:43:39,478 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 12:43:39,945 - pyskl - INFO - +top1_acc 0.8303 +top5_acc 0.9639 +2025-06-26 12:43:39,965 - pyskl - INFO - Epoch(val) [124][3183] top1_acc: 0.8303, top5_acc: 0.9639 +2025-06-26 12:44:49,710 - pyskl - INFO - Epoch [125][100/3940] lr: 1.805e-03, eta: 12:43:24, time: 0.697, data_time: 0.255, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9944, loss_cls: 1.7627, loss: 1.7627 +2025-06-26 12:45:33,997 - pyskl - INFO - Epoch [125][200/3940] lr: 1.801e-03, eta: 12:42:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9944, loss_cls: 1.7579, loss: 1.7579 +2025-06-26 12:46:18,315 - pyskl - INFO - Epoch [125][300/3940] lr: 1.798e-03, eta: 12:41:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7918, loss: 1.7918 +2025-06-26 12:47:02,570 - pyskl - INFO - Epoch [125][400/3940] lr: 1.794e-03, eta: 12:41:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.6671, loss: 1.6671 +2025-06-26 12:47:46,912 - pyskl - INFO - Epoch [125][500/3940] lr: 1.791e-03, eta: 12:40:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.7782, loss: 1.7782 +2025-06-26 12:48:31,365 - pyskl - INFO - Epoch [125][600/3940] lr: 1.787e-03, eta: 12:39:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.7887, loss: 1.7887 +2025-06-26 12:49:15,682 - pyskl - INFO - Epoch [125][700/3940] lr: 1.784e-03, eta: 12:38:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.7469, loss: 1.7469 +2025-06-26 12:50:00,016 - pyskl - INFO - Epoch [125][800/3940] lr: 1.781e-03, eta: 12:38:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 1.8287, loss: 1.8287 +2025-06-26 12:50:44,535 - pyskl - INFO - Epoch [125][900/3940] lr: 1.777e-03, eta: 12:37:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9950, loss_cls: 1.8505, loss: 1.8505 +2025-06-26 12:51:29,033 - pyskl - INFO - Epoch [125][1000/3940] lr: 1.774e-03, eta: 12:36:41, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8329, loss: 1.8329 +2025-06-26 12:52:13,655 - pyskl - INFO - Epoch [125][1100/3940] lr: 1.770e-03, eta: 12:35:56, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.8219, loss: 1.8219 +2025-06-26 12:52:58,134 - pyskl - INFO - Epoch [125][1200/3940] lr: 1.767e-03, eta: 12:35:11, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 1.8046, loss: 1.8046 +2025-06-26 12:53:42,526 - pyskl - INFO - Epoch [125][1300/3940] lr: 1.763e-03, eta: 12:34:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.8189, loss: 1.8189 +2025-06-26 12:54:27,026 - pyskl - INFO - Epoch [125][1400/3940] lr: 1.760e-03, eta: 12:33:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8502, loss: 1.8502 +2025-06-26 12:55:11,435 - pyskl - INFO - Epoch [125][1500/3940] lr: 1.757e-03, eta: 12:32:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9938, loss_cls: 1.8055, loss: 1.8055 +2025-06-26 12:55:55,730 - pyskl - INFO - Epoch [125][1600/3940] lr: 1.753e-03, eta: 12:32:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.7973, loss: 1.7973 +2025-06-26 12:56:40,046 - pyskl - INFO - Epoch [125][1700/3940] lr: 1.750e-03, eta: 12:31:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 1.7702, loss: 1.7702 +2025-06-26 12:57:24,362 - pyskl - INFO - Epoch [125][1800/3940] lr: 1.747e-03, eta: 12:30:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8136, loss: 1.8136 +2025-06-26 12:58:08,600 - pyskl - INFO - Epoch [125][1900/3940] lr: 1.743e-03, eta: 12:29:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 1.7729, loss: 1.7729 +2025-06-26 12:58:53,173 - pyskl - INFO - Epoch [125][2000/3940] lr: 1.740e-03, eta: 12:29:13, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.8077, loss: 1.8077 +2025-06-26 12:59:37,753 - pyskl - INFO - Epoch [125][2100/3940] lr: 1.736e-03, eta: 12:28:28, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 1.8174, loss: 1.8174 +2025-06-26 13:00:22,117 - pyskl - INFO - Epoch [125][2200/3940] lr: 1.733e-03, eta: 12:27:43, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8039, loss: 1.8039 +2025-06-26 13:01:06,311 - pyskl - INFO - Epoch [125][2300/3940] lr: 1.730e-03, eta: 12:26:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 1.9018, loss: 1.9018 +2025-06-26 13:01:50,487 - pyskl - INFO - Epoch [125][2400/3940] lr: 1.726e-03, eta: 12:26:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.8518, loss: 1.8518 +2025-06-26 13:02:34,685 - pyskl - INFO - Epoch [125][2500/3940] lr: 1.723e-03, eta: 12:25:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 1.9176, loss: 1.9176 +2025-06-26 13:03:18,838 - pyskl - INFO - Epoch [125][2600/3940] lr: 1.720e-03, eta: 12:24:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 1.8605, loss: 1.8605 +2025-06-26 13:04:02,990 - pyskl - INFO - Epoch [125][2700/3940] lr: 1.716e-03, eta: 12:23:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.7275, loss: 1.7275 +2025-06-26 13:04:47,206 - pyskl - INFO - Epoch [125][2800/3940] lr: 1.713e-03, eta: 12:23:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.8781, loss: 1.8781 +2025-06-26 13:05:31,401 - pyskl - INFO - Epoch [125][2900/3940] lr: 1.709e-03, eta: 12:22:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.7735, loss: 1.7735 +2025-06-26 13:06:15,654 - pyskl - INFO - Epoch [125][3000/3940] lr: 1.706e-03, eta: 12:21:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.8448, loss: 1.8448 +2025-06-26 13:07:00,121 - pyskl - INFO - Epoch [125][3100/3940] lr: 1.703e-03, eta: 12:20:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.7373, loss: 1.7373 +2025-06-26 13:07:44,323 - pyskl - INFO - Epoch [125][3200/3940] lr: 1.699e-03, eta: 12:20:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9925, loss_cls: 1.9182, loss: 1.9182 +2025-06-26 13:08:28,479 - pyskl - INFO - Epoch [125][3300/3940] lr: 1.696e-03, eta: 12:19:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.8046, loss: 1.8046 +2025-06-26 13:09:12,643 - pyskl - INFO - Epoch [125][3400/3940] lr: 1.693e-03, eta: 12:18:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.8411, loss: 1.8411 +2025-06-26 13:09:56,871 - pyskl - INFO - Epoch [125][3500/3940] lr: 1.689e-03, eta: 12:18:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9912, loss_cls: 1.8092, loss: 1.8092 +2025-06-26 13:10:41,119 - pyskl - INFO - Epoch [125][3600/3940] lr: 1.686e-03, eta: 12:17:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9925, loss_cls: 1.8514, loss: 1.8514 +2025-06-26 13:11:25,312 - pyskl - INFO - Epoch [125][3700/3940] lr: 1.683e-03, eta: 12:16:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9925, loss_cls: 1.8203, loss: 1.8203 +2025-06-26 13:12:09,496 - pyskl - INFO - Epoch [125][3800/3940] lr: 1.679e-03, eta: 12:15:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.7942, loss: 1.7942 +2025-06-26 13:12:53,701 - pyskl - INFO - Epoch [125][3900/3940] lr: 1.676e-03, eta: 12:15:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9919, loss_cls: 1.9088, loss: 1.9088 +2025-06-26 13:13:11,733 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-26 13:32:10,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 13:32:10,637 - pyskl - INFO - +top1_acc 0.8598 +top5_acc 0.9780 +2025-06-26 13:32:10,696 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_119.pth was removed +2025-06-26 13:32:11,777 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-06-26 13:32:11,780 - pyskl - INFO - Best top1_acc is 0.8598 at 125 epoch. +2025-06-26 13:32:11,798 - pyskl - INFO - Epoch(val) [125][3183] top1_acc: 0.8598, top5_acc: 0.9780 +2025-06-26 13:33:21,230 - pyskl - INFO - Epoch [126][100/3940] lr: 1.671e-03, eta: 12:13:59, time: 0.694, data_time: 0.253, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.7528, loss: 1.7528 +2025-06-26 13:34:05,382 - pyskl - INFO - Epoch [126][200/3940] lr: 1.668e-03, eta: 12:13:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7503, loss: 1.7503 +2025-06-26 13:34:49,596 - pyskl - INFO - Epoch [126][300/3940] lr: 1.665e-03, eta: 12:12:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7548, loss: 1.7548 +2025-06-26 13:35:33,816 - pyskl - INFO - Epoch [126][400/3940] lr: 1.661e-03, eta: 12:11:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9938, loss_cls: 1.8174, loss: 1.8174 +2025-06-26 13:36:18,207 - pyskl - INFO - Epoch [126][500/3940] lr: 1.658e-03, eta: 12:10:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.6972, loss: 1.6972 +2025-06-26 13:37:02,588 - pyskl - INFO - Epoch [126][600/3940] lr: 1.655e-03, eta: 12:10:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.7889, loss: 1.7889 +2025-06-26 13:37:46,929 - pyskl - INFO - Epoch [126][700/3940] lr: 1.652e-03, eta: 12:09:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7467, loss: 1.7467 +2025-06-26 13:38:31,230 - pyskl - INFO - Epoch [126][800/3940] lr: 1.648e-03, eta: 12:08:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.7805, loss: 1.7805 +2025-06-26 13:39:15,670 - pyskl - INFO - Epoch [126][900/3940] lr: 1.645e-03, eta: 12:08:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 1.7831, loss: 1.7831 +2025-06-26 13:39:59,951 - pyskl - INFO - Epoch [126][1000/3940] lr: 1.642e-03, eta: 12:07:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.7335, loss: 1.7335 +2025-06-26 13:40:44,286 - pyskl - INFO - Epoch [126][1100/3940] lr: 1.638e-03, eta: 12:06:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7444, loss: 1.7444 +2025-06-26 13:41:28,643 - pyskl - INFO - Epoch [126][1200/3940] lr: 1.635e-03, eta: 12:05:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.8248, loss: 1.8248 +2025-06-26 13:42:13,075 - pyskl - INFO - Epoch [126][1300/3940] lr: 1.632e-03, eta: 12:05:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9950, loss_cls: 1.7293, loss: 1.7293 +2025-06-26 13:42:57,514 - pyskl - INFO - Epoch [126][1400/3940] lr: 1.629e-03, eta: 12:04:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7262, loss: 1.7262 +2025-06-26 13:43:41,838 - pyskl - INFO - Epoch [126][1500/3940] lr: 1.625e-03, eta: 12:03:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 1.7702, loss: 1.7702 +2025-06-26 13:44:26,048 - pyskl - INFO - Epoch [126][1600/3940] lr: 1.622e-03, eta: 12:02:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.7958, loss: 1.7958 +2025-06-26 13:45:10,212 - pyskl - INFO - Epoch [126][1700/3940] lr: 1.619e-03, eta: 12:02:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.7711, loss: 1.7711 +2025-06-26 13:45:54,367 - pyskl - INFO - Epoch [126][1800/3940] lr: 1.615e-03, eta: 12:01:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.8137, loss: 1.8137 +2025-06-26 13:46:38,488 - pyskl - INFO - Epoch [126][1900/3940] lr: 1.612e-03, eta: 12:00:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 1.8251, loss: 1.8251 +2025-06-26 13:47:22,623 - pyskl - INFO - Epoch [126][2000/3940] lr: 1.609e-03, eta: 11:59:47, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.7527, loss: 1.7527 +2025-06-26 13:48:06,771 - pyskl - INFO - Epoch [126][2100/3940] lr: 1.606e-03, eta: 11:59:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.7488, loss: 1.7488 +2025-06-26 13:48:50,927 - pyskl - INFO - Epoch [126][2200/3940] lr: 1.602e-03, eta: 11:58:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7624, loss: 1.7624 +2025-06-26 13:49:35,082 - pyskl - INFO - Epoch [126][2300/3940] lr: 1.599e-03, eta: 11:57:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.7164, loss: 1.7164 +2025-06-26 13:50:19,323 - pyskl - INFO - Epoch [126][2400/3940] lr: 1.596e-03, eta: 11:56:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9938, loss_cls: 1.8087, loss: 1.8087 +2025-06-26 13:51:03,449 - pyskl - INFO - Epoch [126][2500/3940] lr: 1.593e-03, eta: 11:56:02, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8077, loss: 1.8077 +2025-06-26 13:51:47,844 - pyskl - INFO - Epoch [126][2600/3940] lr: 1.589e-03, eta: 11:55:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9950, loss_cls: 1.7383, loss: 1.7383 +2025-06-26 13:52:32,156 - pyskl - INFO - Epoch [126][2700/3940] lr: 1.586e-03, eta: 11:54:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 1.8376, loss: 1.8376 +2025-06-26 13:53:16,485 - pyskl - INFO - Epoch [126][2800/3940] lr: 1.583e-03, eta: 11:53:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8344, loss: 1.8344 +2025-06-26 13:54:00,858 - pyskl - INFO - Epoch [126][2900/3940] lr: 1.580e-03, eta: 11:53:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7954, loss: 1.7954 +2025-06-26 13:54:45,045 - pyskl - INFO - Epoch [126][3000/3940] lr: 1.576e-03, eta: 11:52:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 1.8098, loss: 1.8098 +2025-06-26 13:55:29,401 - pyskl - INFO - Epoch [126][3100/3940] lr: 1.573e-03, eta: 11:51:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7610, loss: 1.7610 +2025-06-26 13:56:13,731 - pyskl - INFO - Epoch [126][3200/3940] lr: 1.570e-03, eta: 11:50:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.6828, loss: 1.6828 +2025-06-26 13:56:57,947 - pyskl - INFO - Epoch [126][3300/3940] lr: 1.567e-03, eta: 11:50:04, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.7771, loss: 1.7771 +2025-06-26 13:57:42,152 - pyskl - INFO - Epoch [126][3400/3940] lr: 1.564e-03, eta: 11:49:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.7714, loss: 1.7714 +2025-06-26 13:58:26,392 - pyskl - INFO - Epoch [126][3500/3940] lr: 1.560e-03, eta: 11:48:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9944, loss_cls: 1.7857, loss: 1.7857 +2025-06-26 13:59:10,577 - pyskl - INFO - Epoch [126][3600/3940] lr: 1.557e-03, eta: 11:47:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6919, loss: 1.6919 +2025-06-26 13:59:54,854 - pyskl - INFO - Epoch [126][3700/3940] lr: 1.554e-03, eta: 11:47:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 1.7950, loss: 1.7950 +2025-06-26 14:00:39,090 - pyskl - INFO - Epoch [126][3800/3940] lr: 1.551e-03, eta: 11:46:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 1.7965, loss: 1.7965 +2025-06-26 14:01:23,334 - pyskl - INFO - Epoch [126][3900/3940] lr: 1.547e-03, eta: 11:45:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.7558, loss: 1.7558 +2025-06-26 14:01:41,387 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-26 14:05:04,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 14:05:04,762 - pyskl - INFO - +top1_acc 0.8609 +top5_acc 0.9725 +2025-06-26 14:05:04,821 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_125.pth was removed +2025-06-26 14:05:05,856 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-26 14:05:05,858 - pyskl - INFO - Best top1_acc is 0.8609 at 126 epoch. +2025-06-26 14:05:05,876 - pyskl - INFO - Epoch(val) [126][3183] top1_acc: 0.8609, top5_acc: 0.9725 +2025-06-26 14:06:15,517 - pyskl - INFO - Epoch [127][100/3940] lr: 1.543e-03, eta: 11:44:33, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.7170, loss: 1.7170 +2025-06-26 14:06:59,910 - pyskl - INFO - Epoch [127][200/3940] lr: 1.540e-03, eta: 11:43:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7397, loss: 1.7397 +2025-06-26 14:07:44,387 - pyskl - INFO - Epoch [127][300/3940] lr: 1.537e-03, eta: 11:43:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.7417, loss: 1.7417 +2025-06-26 14:08:28,749 - pyskl - INFO - Epoch [127][400/3940] lr: 1.533e-03, eta: 11:42:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.6795, loss: 1.6795 +2025-06-26 14:09:13,220 - pyskl - INFO - Epoch [127][500/3940] lr: 1.530e-03, eta: 11:41:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.6869, loss: 1.6869 +2025-06-26 14:09:57,709 - pyskl - INFO - Epoch [127][600/3940] lr: 1.527e-03, eta: 11:40:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7386, loss: 1.7386 +2025-06-26 14:10:42,203 - pyskl - INFO - Epoch [127][700/3940] lr: 1.524e-03, eta: 11:40:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 1.7146, loss: 1.7146 +2025-06-26 14:11:26,557 - pyskl - INFO - Epoch [127][800/3940] lr: 1.521e-03, eta: 11:39:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7392, loss: 1.7392 +2025-06-26 14:12:10,970 - pyskl - INFO - Epoch [127][900/3940] lr: 1.518e-03, eta: 11:38:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.8172, loss: 1.8172 +2025-06-26 14:12:55,381 - pyskl - INFO - Epoch [127][1000/3940] lr: 1.514e-03, eta: 11:37:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.6914, loss: 1.6914 +2025-06-26 14:13:39,738 - pyskl - INFO - Epoch [127][1100/3940] lr: 1.511e-03, eta: 11:37:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7290, loss: 1.7290 +2025-06-26 14:14:24,120 - pyskl - INFO - Epoch [127][1200/3940] lr: 1.508e-03, eta: 11:36:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.7231, loss: 1.7231 +2025-06-26 14:15:08,546 - pyskl - INFO - Epoch [127][1300/3940] lr: 1.505e-03, eta: 11:35:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.7646, loss: 1.7646 +2025-06-26 14:15:52,936 - pyskl - INFO - Epoch [127][1400/3940] lr: 1.502e-03, eta: 11:34:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8070, loss: 1.8070 +2025-06-26 14:16:37,319 - pyskl - INFO - Epoch [127][1500/3940] lr: 1.499e-03, eta: 11:34:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.7209, loss: 1.7209 +2025-06-26 14:17:21,621 - pyskl - INFO - Epoch [127][1600/3940] lr: 1.495e-03, eta: 11:33:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.7157, loss: 1.7157 +2025-06-26 14:18:05,988 - pyskl - INFO - Epoch [127][1700/3940] lr: 1.492e-03, eta: 11:32:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.6681, loss: 1.6681 +2025-06-26 14:18:50,453 - pyskl - INFO - Epoch [127][1800/3940] lr: 1.489e-03, eta: 11:31:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.8198, loss: 1.8198 +2025-06-26 14:19:34,946 - pyskl - INFO - Epoch [127][1900/3940] lr: 1.486e-03, eta: 11:31:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.7672, loss: 1.7672 +2025-06-26 14:20:19,287 - pyskl - INFO - Epoch [127][2000/3940] lr: 1.483e-03, eta: 11:30:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7560, loss: 1.7560 +2025-06-26 14:21:03,602 - pyskl - INFO - Epoch [127][2100/3940] lr: 1.480e-03, eta: 11:29:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.7145, loss: 1.7145 +2025-06-26 14:21:48,126 - pyskl - INFO - Epoch [127][2200/3940] lr: 1.477e-03, eta: 11:28:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8451, loss: 1.8451 +2025-06-26 14:22:32,637 - pyskl - INFO - Epoch [127][2300/3940] lr: 1.473e-03, eta: 11:28:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 1.7620, loss: 1.7620 +2025-06-26 14:23:17,082 - pyskl - INFO - Epoch [127][2400/3940] lr: 1.470e-03, eta: 11:27:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.6673, loss: 1.6673 +2025-06-26 14:24:01,190 - pyskl - INFO - Epoch [127][2500/3940] lr: 1.467e-03, eta: 11:26:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 1.7526, loss: 1.7526 +2025-06-26 14:24:45,497 - pyskl - INFO - Epoch [127][2600/3940] lr: 1.464e-03, eta: 11:25:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.7167, loss: 1.7167 +2025-06-26 14:25:30,053 - pyskl - INFO - Epoch [127][2700/3940] lr: 1.461e-03, eta: 11:25:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.6630, loss: 1.6630 +2025-06-26 14:26:14,538 - pyskl - INFO - Epoch [127][2800/3940] lr: 1.458e-03, eta: 11:24:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9925, loss_cls: 1.7934, loss: 1.7934 +2025-06-26 14:26:58,919 - pyskl - INFO - Epoch [127][2900/3940] lr: 1.455e-03, eta: 11:23:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 1.7285, loss: 1.7285 +2025-06-26 14:27:43,220 - pyskl - INFO - Epoch [127][3000/3940] lr: 1.452e-03, eta: 11:22:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.7687, loss: 1.7687 +2025-06-26 14:28:27,549 - pyskl - INFO - Epoch [127][3100/3940] lr: 1.448e-03, eta: 11:22:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.7595, loss: 1.7595 +2025-06-26 14:29:11,870 - pyskl - INFO - Epoch [127][3200/3940] lr: 1.445e-03, eta: 11:21:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7931, loss: 1.7931 +2025-06-26 14:29:56,245 - pyskl - INFO - Epoch [127][3300/3940] lr: 1.442e-03, eta: 11:20:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.7605, loss: 1.7605 +2025-06-26 14:30:40,579 - pyskl - INFO - Epoch [127][3400/3940] lr: 1.439e-03, eta: 11:19:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 1.7943, loss: 1.7943 +2025-06-26 14:31:24,994 - pyskl - INFO - Epoch [127][3500/3940] lr: 1.436e-03, eta: 11:19:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.7266, loss: 1.7266 +2025-06-26 14:32:09,322 - pyskl - INFO - Epoch [127][3600/3940] lr: 1.433e-03, eta: 11:18:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 1.7157, loss: 1.7157 +2025-06-26 14:32:53,677 - pyskl - INFO - Epoch [127][3700/3940] lr: 1.430e-03, eta: 11:17:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7166, loss: 1.7166 +2025-06-26 14:33:37,922 - pyskl - INFO - Epoch [127][3800/3940] lr: 1.427e-03, eta: 11:16:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 1.7183, loss: 1.7183 +2025-06-26 14:34:22,244 - pyskl - INFO - Epoch [127][3900/3940] lr: 1.424e-03, eta: 11:16:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.7221, loss: 1.7221 +2025-06-26 14:34:40,297 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-26 14:38:05,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 14:38:05,617 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9788 +2025-06-26 14:38:05,675 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_126.pth was removed +2025-06-26 14:38:06,766 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-26 14:38:06,769 - pyskl - INFO - Best top1_acc is 0.8633 at 127 epoch. +2025-06-26 14:38:06,788 - pyskl - INFO - Epoch(val) [127][3183] top1_acc: 0.8633, top5_acc: 0.9788 +2025-06-26 14:39:17,386 - pyskl - INFO - Epoch [128][100/3940] lr: 1.419e-03, eta: 11:15:09, time: 0.706, data_time: 0.263, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.7699, loss: 1.7699 +2025-06-26 14:40:01,723 - pyskl - INFO - Epoch [128][200/3940] lr: 1.416e-03, eta: 11:14:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.6870, loss: 1.6870 +2025-06-26 14:40:45,982 - pyskl - INFO - Epoch [128][300/3940] lr: 1.413e-03, eta: 11:13:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.5889, loss: 1.5889 +2025-06-26 14:41:30,402 - pyskl - INFO - Epoch [128][400/3940] lr: 1.410e-03, eta: 11:12:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7152, loss: 1.7152 +2025-06-26 14:42:14,959 - pyskl - INFO - Epoch [128][500/3940] lr: 1.407e-03, eta: 11:12:10, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7469, loss: 1.7469 +2025-06-26 14:42:59,369 - pyskl - INFO - Epoch [128][600/3940] lr: 1.404e-03, eta: 11:11:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.6588, loss: 1.6588 +2025-06-26 14:43:43,658 - pyskl - INFO - Epoch [128][700/3940] lr: 1.401e-03, eta: 11:10:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6792, loss: 1.6792 +2025-06-26 14:44:27,871 - pyskl - INFO - Epoch [128][800/3940] lr: 1.398e-03, eta: 11:09:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6890, loss: 1.6890 +2025-06-26 14:45:12,032 - pyskl - INFO - Epoch [128][900/3940] lr: 1.395e-03, eta: 11:09:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.6858, loss: 1.6858 +2025-06-26 14:45:56,306 - pyskl - INFO - Epoch [128][1000/3940] lr: 1.392e-03, eta: 11:08:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.7128, loss: 1.7128 +2025-06-26 14:46:40,624 - pyskl - INFO - Epoch [128][1100/3940] lr: 1.389e-03, eta: 11:07:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.6865, loss: 1.6865 +2025-06-26 14:47:24,920 - pyskl - INFO - Epoch [128][1200/3940] lr: 1.386e-03, eta: 11:06:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 1.7183, loss: 1.7183 +2025-06-26 14:48:09,195 - pyskl - INFO - Epoch [128][1300/3940] lr: 1.383e-03, eta: 11:06:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.7215, loss: 1.7215 +2025-06-26 14:48:53,714 - pyskl - INFO - Epoch [128][1400/3940] lr: 1.380e-03, eta: 11:05:26, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.7384, loss: 1.7384 +2025-06-26 14:49:38,161 - pyskl - INFO - Epoch [128][1500/3940] lr: 1.377e-03, eta: 11:04:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.7504, loss: 1.7504 +2025-06-26 14:50:22,660 - pyskl - INFO - Epoch [128][1600/3940] lr: 1.374e-03, eta: 11:03:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.6824, loss: 1.6824 +2025-06-26 14:51:06,979 - pyskl - INFO - Epoch [128][1700/3940] lr: 1.371e-03, eta: 11:03:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 1.7144, loss: 1.7144 +2025-06-26 14:51:51,379 - pyskl - INFO - Epoch [128][1800/3940] lr: 1.368e-03, eta: 11:02:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9944, loss_cls: 1.7240, loss: 1.7240 +2025-06-26 14:52:35,751 - pyskl - INFO - Epoch [128][1900/3940] lr: 1.365e-03, eta: 11:01:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.6469, loss: 1.6469 +2025-06-26 14:53:20,214 - pyskl - INFO - Epoch [128][2000/3940] lr: 1.362e-03, eta: 11:00:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.7489, loss: 1.7489 +2025-06-26 14:54:04,496 - pyskl - INFO - Epoch [128][2100/3940] lr: 1.359e-03, eta: 11:00:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7149, loss: 1.7149 +2025-06-26 14:54:48,792 - pyskl - INFO - Epoch [128][2200/3940] lr: 1.356e-03, eta: 10:59:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.6648, loss: 1.6648 +2025-06-26 14:55:33,121 - pyskl - INFO - Epoch [128][2300/3940] lr: 1.353e-03, eta: 10:58:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7226, loss: 1.7226 +2025-06-26 14:56:17,532 - pyskl - INFO - Epoch [128][2400/3940] lr: 1.350e-03, eta: 10:57:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.6929, loss: 1.6929 +2025-06-26 14:57:01,868 - pyskl - INFO - Epoch [128][2500/3940] lr: 1.347e-03, eta: 10:57:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.6870, loss: 1.6870 +2025-06-26 14:57:46,200 - pyskl - INFO - Epoch [128][2600/3940] lr: 1.344e-03, eta: 10:56:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6523, loss: 1.6523 +2025-06-26 14:58:30,598 - pyskl - INFO - Epoch [128][2700/3940] lr: 1.341e-03, eta: 10:55:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7100, loss: 1.7100 +2025-06-26 14:59:14,937 - pyskl - INFO - Epoch [128][2800/3940] lr: 1.338e-03, eta: 10:54:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7821, loss: 1.7821 +2025-06-26 14:59:59,474 - pyskl - INFO - Epoch [128][2900/3940] lr: 1.335e-03, eta: 10:54:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7449, loss: 1.7449 +2025-06-26 15:00:43,808 - pyskl - INFO - Epoch [128][3000/3940] lr: 1.332e-03, eta: 10:53:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.7043, loss: 1.7043 +2025-06-26 15:01:28,079 - pyskl - INFO - Epoch [128][3100/3940] lr: 1.329e-03, eta: 10:52:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.7383, loss: 1.7383 +2025-06-26 15:02:12,348 - pyskl - INFO - Epoch [128][3200/3940] lr: 1.326e-03, eta: 10:52:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.6717, loss: 1.6717 +2025-06-26 15:02:56,878 - pyskl - INFO - Epoch [128][3300/3940] lr: 1.323e-03, eta: 10:51:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7007, loss: 1.7007 +2025-06-26 15:03:41,259 - pyskl - INFO - Epoch [128][3400/3940] lr: 1.320e-03, eta: 10:50:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7398, loss: 1.7398 +2025-06-26 15:04:25,654 - pyskl - INFO - Epoch [128][3500/3940] lr: 1.317e-03, eta: 10:49:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9925, loss_cls: 1.7719, loss: 1.7719 +2025-06-26 15:05:10,127 - pyskl - INFO - Epoch [128][3600/3940] lr: 1.314e-03, eta: 10:49:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.6846, loss: 1.6846 +2025-06-26 15:05:54,379 - pyskl - INFO - Epoch [128][3700/3940] lr: 1.311e-03, eta: 10:48:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9938, loss_cls: 1.7216, loss: 1.7216 +2025-06-26 15:06:38,691 - pyskl - INFO - Epoch [128][3800/3940] lr: 1.308e-03, eta: 10:47:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.7424, loss: 1.7424 +2025-06-26 15:07:22,940 - pyskl - INFO - Epoch [128][3900/3940] lr: 1.305e-03, eta: 10:46:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.8118, loss: 1.8118 +2025-06-26 15:07:41,052 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-26 15:11:04,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:11:04,569 - pyskl - INFO - +top1_acc 0.8645 +top5_acc 0.9747 +2025-06-26 15:11:04,627 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_127.pth was removed +2025-06-26 15:11:05,705 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2025-06-26 15:11:05,707 - pyskl - INFO - Best top1_acc is 0.8645 at 128 epoch. +2025-06-26 15:11:05,726 - pyskl - INFO - Epoch(val) [128][3183] top1_acc: 0.8645, top5_acc: 0.9747 +2025-06-26 15:12:15,231 - pyskl - INFO - Epoch [129][100/3940] lr: 1.301e-03, eta: 10:45:44, time: 0.695, data_time: 0.253, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7338, loss: 1.7338 +2025-06-26 15:12:59,425 - pyskl - INFO - Epoch [129][200/3940] lr: 1.298e-03, eta: 10:44:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6096, loss: 1.6096 +2025-06-26 15:13:43,684 - pyskl - INFO - Epoch [129][300/3940] lr: 1.295e-03, eta: 10:44:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9944, loss_cls: 1.6478, loss: 1.6478 +2025-06-26 15:14:28,423 - pyskl - INFO - Epoch [129][400/3940] lr: 1.292e-03, eta: 10:43:30, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.6312, loss: 1.6312 +2025-06-26 15:15:12,773 - pyskl - INFO - Epoch [129][500/3940] lr: 1.289e-03, eta: 10:42:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9944, loss_cls: 1.7157, loss: 1.7157 +2025-06-26 15:15:57,111 - pyskl - INFO - Epoch [129][600/3940] lr: 1.286e-03, eta: 10:42:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.6083, loss: 1.6083 +2025-06-26 15:16:41,472 - pyskl - INFO - Epoch [129][700/3940] lr: 1.283e-03, eta: 10:41:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.7074, loss: 1.7074 +2025-06-26 15:17:26,071 - pyskl - INFO - Epoch [129][800/3940] lr: 1.280e-03, eta: 10:40:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.6479, loss: 1.6479 +2025-06-26 15:18:10,499 - pyskl - INFO - Epoch [129][900/3940] lr: 1.277e-03, eta: 10:39:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.6877, loss: 1.6877 +2025-06-26 15:18:55,158 - pyskl - INFO - Epoch [129][1000/3940] lr: 1.274e-03, eta: 10:39:01, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9950, loss_cls: 1.7081, loss: 1.7081 +2025-06-26 15:19:39,910 - pyskl - INFO - Epoch [129][1100/3940] lr: 1.271e-03, eta: 10:38:16, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.6855, loss: 1.6855 +2025-06-26 15:20:24,538 - pyskl - INFO - Epoch [129][1200/3940] lr: 1.268e-03, eta: 10:37:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6256, loss: 1.6256 +2025-06-26 15:21:09,263 - pyskl - INFO - Epoch [129][1300/3940] lr: 1.265e-03, eta: 10:36:47, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.6504, loss: 1.6504 +2025-06-26 15:21:53,912 - pyskl - INFO - Epoch [129][1400/3940] lr: 1.263e-03, eta: 10:36:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6641, loss: 1.6641 +2025-06-26 15:22:38,336 - pyskl - INFO - Epoch [129][1500/3940] lr: 1.260e-03, eta: 10:35:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9950, loss_cls: 1.6474, loss: 1.6474 +2025-06-26 15:23:22,778 - pyskl - INFO - Epoch [129][1600/3940] lr: 1.257e-03, eta: 10:34:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6876, loss: 1.6876 +2025-06-26 15:24:07,523 - pyskl - INFO - Epoch [129][1700/3940] lr: 1.254e-03, eta: 10:33:48, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.7097, loss: 1.7097 +2025-06-26 15:24:51,930 - pyskl - INFO - Epoch [129][1800/3940] lr: 1.251e-03, eta: 10:33:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.7069, loss: 1.7069 +2025-06-26 15:25:36,235 - pyskl - INFO - Epoch [129][1900/3940] lr: 1.248e-03, eta: 10:32:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.6956, loss: 1.6956 +2025-06-26 15:26:20,573 - pyskl - INFO - Epoch [129][2000/3940] lr: 1.245e-03, eta: 10:31:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.6153, loss: 1.6153 +2025-06-26 15:27:04,900 - pyskl - INFO - Epoch [129][2100/3940] lr: 1.242e-03, eta: 10:30:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 1.6852, loss: 1.6852 +2025-06-26 15:27:49,219 - pyskl - INFO - Epoch [129][2200/3940] lr: 1.239e-03, eta: 10:30:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.5813, loss: 1.5813 +2025-06-26 15:28:33,638 - pyskl - INFO - Epoch [129][2300/3940] lr: 1.237e-03, eta: 10:29:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.6342, loss: 1.6342 +2025-06-26 15:29:18,040 - pyskl - INFO - Epoch [129][2400/3940] lr: 1.234e-03, eta: 10:28:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.6465, loss: 1.6465 +2025-06-26 15:30:02,397 - pyskl - INFO - Epoch [129][2500/3940] lr: 1.231e-03, eta: 10:27:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.6665, loss: 1.6665 +2025-06-26 15:30:46,914 - pyskl - INFO - Epoch [129][2600/3940] lr: 1.228e-03, eta: 10:27:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.7001, loss: 1.7001 +2025-06-26 15:31:31,279 - pyskl - INFO - Epoch [129][2700/3940] lr: 1.225e-03, eta: 10:26:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9950, loss_cls: 1.6974, loss: 1.6974 +2025-06-26 15:32:15,658 - pyskl - INFO - Epoch [129][2800/3940] lr: 1.222e-03, eta: 10:25:35, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.7017, loss: 1.7017 +2025-06-26 15:33:00,197 - pyskl - INFO - Epoch [129][2900/3940] lr: 1.219e-03, eta: 10:24:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.6479, loss: 1.6479 +2025-06-26 15:33:44,833 - pyskl - INFO - Epoch [129][3000/3940] lr: 1.216e-03, eta: 10:24:05, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.6315, loss: 1.6315 +2025-06-26 15:34:29,199 - pyskl - INFO - Epoch [129][3100/3940] lr: 1.214e-03, eta: 10:23:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9962, loss_cls: 1.6601, loss: 1.6601 +2025-06-26 15:35:13,522 - pyskl - INFO - Epoch [129][3200/3940] lr: 1.211e-03, eta: 10:22:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.7036, loss: 1.7036 +2025-06-26 15:35:57,737 - pyskl - INFO - Epoch [129][3300/3940] lr: 1.208e-03, eta: 10:21:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9950, loss_cls: 1.6748, loss: 1.6748 +2025-06-26 15:36:42,027 - pyskl - INFO - Epoch [129][3400/3940] lr: 1.205e-03, eta: 10:21:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.6265, loss: 1.6265 +2025-06-26 15:37:26,450 - pyskl - INFO - Epoch [129][3500/3940] lr: 1.202e-03, eta: 10:20:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.7009, loss: 1.7009 +2025-06-26 15:38:10,850 - pyskl - INFO - Epoch [129][3600/3940] lr: 1.199e-03, eta: 10:19:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.6302, loss: 1.6302 +2025-06-26 15:38:55,545 - pyskl - INFO - Epoch [129][3700/3940] lr: 1.196e-03, eta: 10:18:52, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 1.7187, loss: 1.7187 +2025-06-26 15:39:39,903 - pyskl - INFO - Epoch [129][3800/3940] lr: 1.194e-03, eta: 10:18:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.5807, loss: 1.5807 +2025-06-26 15:40:24,285 - pyskl - INFO - Epoch [129][3900/3940] lr: 1.191e-03, eta: 10:17:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7235, loss: 1.7235 +2025-06-26 15:40:42,340 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-26 15:44:05,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 15:44:05,849 - pyskl - INFO - +top1_acc 0.8719 +top5_acc 0.9793 +2025-06-26 15:44:05,913 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_128.pth was removed +2025-06-26 15:44:07,157 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-06-26 15:44:07,160 - pyskl - INFO - Best top1_acc is 0.8719 at 129 epoch. +2025-06-26 15:44:07,181 - pyskl - INFO - Epoch(val) [129][3183] top1_acc: 0.8719, top5_acc: 0.9793 +2025-06-26 15:45:16,897 - pyskl - INFO - Epoch [130][100/3940] lr: 1.187e-03, eta: 10:16:20, time: 0.697, data_time: 0.253, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.6247, loss: 1.6247 +2025-06-26 15:46:01,261 - pyskl - INFO - Epoch [130][200/3940] lr: 1.184e-03, eta: 10:15:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 1.6977, loss: 1.6977 +2025-06-26 15:46:45,675 - pyskl - INFO - Epoch [130][300/3940] lr: 1.181e-03, eta: 10:14:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6470, loss: 1.6470 +2025-06-26 15:47:30,128 - pyskl - INFO - Epoch [130][400/3940] lr: 1.178e-03, eta: 10:14:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5781, loss: 1.5781 +2025-06-26 15:48:14,553 - pyskl - INFO - Epoch [130][500/3940] lr: 1.176e-03, eta: 10:13:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9962, loss_cls: 1.6101, loss: 1.6101 +2025-06-26 15:48:59,045 - pyskl - INFO - Epoch [130][600/3940] lr: 1.173e-03, eta: 10:12:36, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.6195, loss: 1.6195 +2025-06-26 15:49:43,601 - pyskl - INFO - Epoch [130][700/3940] lr: 1.170e-03, eta: 10:11:52, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9956, loss_cls: 1.6805, loss: 1.6805 +2025-06-26 15:50:28,087 - pyskl - INFO - Epoch [130][800/3940] lr: 1.167e-03, eta: 10:11:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6254, loss: 1.6254 +2025-06-26 15:51:12,805 - pyskl - INFO - Epoch [130][900/3940] lr: 1.164e-03, eta: 10:10:22, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.7339, loss: 1.7339 +2025-06-26 15:51:57,247 - pyskl - INFO - Epoch [130][1000/3940] lr: 1.162e-03, eta: 10:09:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9944, loss_cls: 1.6639, loss: 1.6639 +2025-06-26 15:52:41,900 - pyskl - INFO - Epoch [130][1100/3940] lr: 1.159e-03, eta: 10:08:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.6766, loss: 1.6766 +2025-06-26 15:53:26,302 - pyskl - INFO - Epoch [130][1200/3940] lr: 1.156e-03, eta: 10:08:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.6877, loss: 1.6877 +2025-06-26 15:54:10,653 - pyskl - INFO - Epoch [130][1300/3940] lr: 1.153e-03, eta: 10:07:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.6698, loss: 1.6698 +2025-06-26 15:54:55,063 - pyskl - INFO - Epoch [130][1400/3940] lr: 1.150e-03, eta: 10:06:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6310, loss: 1.6310 +2025-06-26 15:55:39,344 - pyskl - INFO - Epoch [130][1500/3940] lr: 1.148e-03, eta: 10:05:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.5714, loss: 1.5714 +2025-06-26 15:56:23,670 - pyskl - INFO - Epoch [130][1600/3940] lr: 1.145e-03, eta: 10:05:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9944, loss_cls: 1.6629, loss: 1.6629 +2025-06-26 15:57:07,903 - pyskl - INFO - Epoch [130][1700/3940] lr: 1.142e-03, eta: 10:04:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5943, loss: 1.5943 +2025-06-26 15:57:52,225 - pyskl - INFO - Epoch [130][1800/3940] lr: 1.139e-03, eta: 10:03:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-06-26 15:58:36,521 - pyskl - INFO - Epoch [130][1900/3940] lr: 1.137e-03, eta: 10:02:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.5567, loss: 1.5567 +2025-06-26 15:59:20,805 - pyskl - INFO - Epoch [130][2000/3940] lr: 1.134e-03, eta: 10:02:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.6146, loss: 1.6146 +2025-06-26 16:00:05,088 - pyskl - INFO - Epoch [130][2100/3940] lr: 1.131e-03, eta: 10:01:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.6188, loss: 1.6188 +2025-06-26 16:00:49,314 - pyskl - INFO - Epoch [130][2200/3940] lr: 1.128e-03, eta: 10:00:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 1.7197, loss: 1.7197 +2025-06-26 16:01:33,539 - pyskl - INFO - Epoch [130][2300/3940] lr: 1.125e-03, eta: 9:59:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6056, loss: 1.6056 +2025-06-26 16:02:17,806 - pyskl - INFO - Epoch [130][2400/3940] lr: 1.123e-03, eta: 9:59:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5499, loss: 1.5499 +2025-06-26 16:03:02,074 - pyskl - INFO - Epoch [130][2500/3940] lr: 1.120e-03, eta: 9:58:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9956, loss_cls: 1.6786, loss: 1.6786 +2025-06-26 16:03:46,486 - pyskl - INFO - Epoch [130][2600/3940] lr: 1.117e-03, eta: 9:57:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6432, loss: 1.6432 +2025-06-26 16:04:30,782 - pyskl - INFO - Epoch [130][2700/3940] lr: 1.114e-03, eta: 9:56:55, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6344, loss: 1.6344 +2025-06-26 16:05:15,136 - pyskl - INFO - Epoch [130][2800/3940] lr: 1.112e-03, eta: 9:56:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 1.7356, loss: 1.7356 +2025-06-26 16:05:59,422 - pyskl - INFO - Epoch [130][2900/3940] lr: 1.109e-03, eta: 9:55:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.6255, loss: 1.6255 +2025-06-26 16:06:43,735 - pyskl - INFO - Epoch [130][3000/3940] lr: 1.106e-03, eta: 9:54:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6981, loss: 1.6981 +2025-06-26 16:07:28,064 - pyskl - INFO - Epoch [130][3100/3940] lr: 1.104e-03, eta: 9:53:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.6007, loss: 1.6007 +2025-06-26 16:08:12,365 - pyskl - INFO - Epoch [130][3200/3940] lr: 1.101e-03, eta: 9:53:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.6143, loss: 1.6143 +2025-06-26 16:08:56,796 - pyskl - INFO - Epoch [130][3300/3940] lr: 1.098e-03, eta: 9:52:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 1.6302, loss: 1.6302 +2025-06-26 16:09:41,302 - pyskl - INFO - Epoch [130][3400/3940] lr: 1.095e-03, eta: 9:51:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.7229, loss: 1.7229 +2025-06-26 16:10:25,851 - pyskl - INFO - Epoch [130][3500/3940] lr: 1.093e-03, eta: 9:50:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9956, loss_cls: 1.6024, loss: 1.6024 +2025-06-26 16:11:10,360 - pyskl - INFO - Epoch [130][3600/3940] lr: 1.090e-03, eta: 9:50:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5383, loss: 1.5383 +2025-06-26 16:11:54,909 - pyskl - INFO - Epoch [130][3700/3940] lr: 1.087e-03, eta: 9:49:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.6420, loss: 1.6420 +2025-06-26 16:12:39,228 - pyskl - INFO - Epoch [130][3800/3940] lr: 1.084e-03, eta: 9:48:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6034, loss: 1.6034 +2025-06-26 16:13:23,443 - pyskl - INFO - Epoch [130][3900/3940] lr: 1.082e-03, eta: 9:47:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6004, loss: 1.6004 +2025-06-26 16:13:41,658 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-26 16:31:30,109 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 16:31:30,577 - pyskl - INFO - +top1_acc 0.8604 +top5_acc 0.9731 +2025-06-26 16:31:30,597 - pyskl - INFO - Epoch(val) [130][3183] top1_acc: 0.8604, top5_acc: 0.9731 +2025-06-26 16:32:40,162 - pyskl - INFO - Epoch [131][100/3940] lr: 1.078e-03, eta: 9:46:56, time: 0.696, data_time: 0.253, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5639, loss: 1.5639 +2025-06-26 16:33:24,417 - pyskl - INFO - Epoch [131][200/3940] lr: 1.075e-03, eta: 9:46:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.5989, loss: 1.5989 +2025-06-26 16:34:08,706 - pyskl - INFO - Epoch [131][300/3940] lr: 1.073e-03, eta: 9:45:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.5965, loss: 1.5965 +2025-06-26 16:34:53,231 - pyskl - INFO - Epoch [131][400/3940] lr: 1.070e-03, eta: 9:44:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5868, loss: 1.5868 +2025-06-26 16:35:37,660 - pyskl - INFO - Epoch [131][500/3940] lr: 1.067e-03, eta: 9:43:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.6005, loss: 1.6005 +2025-06-26 16:36:22,062 - pyskl - INFO - Epoch [131][600/3940] lr: 1.065e-03, eta: 9:43:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.6264, loss: 1.6264 +2025-06-26 16:37:06,264 - pyskl - INFO - Epoch [131][700/3940] lr: 1.062e-03, eta: 9:42:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.5963, loss: 1.5963 +2025-06-26 16:37:50,472 - pyskl - INFO - Epoch [131][800/3940] lr: 1.059e-03, eta: 9:41:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 1.6125, loss: 1.6125 +2025-06-26 16:38:34,891 - pyskl - INFO - Epoch [131][900/3940] lr: 1.057e-03, eta: 9:40:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.6394, loss: 1.6394 +2025-06-26 16:39:19,370 - pyskl - INFO - Epoch [131][1000/3940] lr: 1.054e-03, eta: 9:40:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.6021, loss: 1.6021 +2025-06-26 16:40:03,807 - pyskl - INFO - Epoch [131][1100/3940] lr: 1.051e-03, eta: 9:39:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5670, loss: 1.5670 +2025-06-26 16:40:48,046 - pyskl - INFO - Epoch [131][1200/3940] lr: 1.049e-03, eta: 9:38:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.6670, loss: 1.6670 +2025-06-26 16:41:32,273 - pyskl - INFO - Epoch [131][1300/3940] lr: 1.046e-03, eta: 9:37:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.5830, loss: 1.5830 +2025-06-26 16:42:16,462 - pyskl - INFO - Epoch [131][1400/3940] lr: 1.043e-03, eta: 9:37:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.5779, loss: 1.5779 +2025-06-26 16:43:00,708 - pyskl - INFO - Epoch [131][1500/3940] lr: 1.041e-03, eta: 9:36:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.5769, loss: 1.5769 +2025-06-26 16:43:44,948 - pyskl - INFO - Epoch [131][1600/3940] lr: 1.038e-03, eta: 9:35:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 1.6378, loss: 1.6378 +2025-06-26 16:44:29,186 - pyskl - INFO - Epoch [131][1700/3940] lr: 1.035e-03, eta: 9:34:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 1.5832, loss: 1.5832 +2025-06-26 16:45:13,506 - pyskl - INFO - Epoch [131][1800/3940] lr: 1.033e-03, eta: 9:34:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.6358, loss: 1.6358 +2025-06-26 16:45:57,760 - pyskl - INFO - Epoch [131][1900/3940] lr: 1.030e-03, eta: 9:33:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 1.6390, loss: 1.6390 +2025-06-26 16:46:41,960 - pyskl - INFO - Epoch [131][2000/3940] lr: 1.027e-03, eta: 9:32:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5706, loss: 1.5706 +2025-06-26 16:47:26,198 - pyskl - INFO - Epoch [131][2100/3940] lr: 1.025e-03, eta: 9:32:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5666, loss: 1.5666 +2025-06-26 16:48:10,404 - pyskl - INFO - Epoch [131][2200/3940] lr: 1.022e-03, eta: 9:31:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 1.6747, loss: 1.6747 +2025-06-26 16:48:54,637 - pyskl - INFO - Epoch [131][2300/3940] lr: 1.019e-03, eta: 9:30:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9950, loss_cls: 1.6092, loss: 1.6092 +2025-06-26 16:49:38,873 - pyskl - INFO - Epoch [131][2400/3940] lr: 1.017e-03, eta: 9:29:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5801, loss: 1.5801 +2025-06-26 16:50:23,122 - pyskl - INFO - Epoch [131][2500/3940] lr: 1.014e-03, eta: 9:29:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.5962, loss: 1.5962 +2025-06-26 16:51:07,359 - pyskl - INFO - Epoch [131][2600/3940] lr: 1.012e-03, eta: 9:28:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.6080, loss: 1.6080 +2025-06-26 16:51:51,973 - pyskl - INFO - Epoch [131][2700/3940] lr: 1.009e-03, eta: 9:27:31, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.5685, loss: 1.5685 +2025-06-26 16:52:36,480 - pyskl - INFO - Epoch [131][2800/3940] lr: 1.006e-03, eta: 9:26:46, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 1.6563, loss: 1.6563 +2025-06-26 16:53:20,985 - pyskl - INFO - Epoch [131][2900/3940] lr: 1.004e-03, eta: 9:26:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.6424, loss: 1.6424 +2025-06-26 16:54:05,264 - pyskl - INFO - Epoch [131][3000/3940] lr: 1.001e-03, eta: 9:25:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.6295, loss: 1.6295 +2025-06-26 16:54:49,549 - pyskl - INFO - Epoch [131][3100/3940] lr: 9.985e-04, eta: 9:24:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.5914, loss: 1.5914 +2025-06-26 16:55:33,988 - pyskl - INFO - Epoch [131][3200/3940] lr: 9.959e-04, eta: 9:23:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.5961, loss: 1.5961 +2025-06-26 16:56:18,313 - pyskl - INFO - Epoch [131][3300/3940] lr: 9.933e-04, eta: 9:23:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.6110, loss: 1.6110 +2025-06-26 16:57:02,660 - pyskl - INFO - Epoch [131][3400/3940] lr: 9.907e-04, eta: 9:22:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6316, loss: 1.6316 +2025-06-26 16:57:47,198 - pyskl - INFO - Epoch [131][3500/3940] lr: 9.881e-04, eta: 9:21:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5753, loss: 1.5753 +2025-06-26 16:58:31,717 - pyskl - INFO - Epoch [131][3600/3940] lr: 9.855e-04, eta: 9:20:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.5774, loss: 1.5774 +2025-06-26 16:59:16,141 - pyskl - INFO - Epoch [131][3700/3940] lr: 9.829e-04, eta: 9:20:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5803, loss: 1.5803 +2025-06-26 17:00:00,514 - pyskl - INFO - Epoch [131][3800/3940] lr: 9.803e-04, eta: 9:19:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6612, loss: 1.6612 +2025-06-26 17:00:44,817 - pyskl - INFO - Epoch [131][3900/3940] lr: 9.778e-04, eta: 9:18:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 1.5577, loss: 1.5577 +2025-06-26 17:01:02,948 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-26 17:04:25,880 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:04:26,355 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9728 +2025-06-26 17:04:26,375 - pyskl - INFO - Epoch(val) [131][3183] top1_acc: 0.8648, top5_acc: 0.9728 +2025-06-26 17:05:36,128 - pyskl - INFO - Epoch [132][100/3940] lr: 9.742e-04, eta: 9:17:32, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5951, loss: 1.5951 +2025-06-26 17:06:20,522 - pyskl - INFO - Epoch [132][200/3940] lr: 9.716e-04, eta: 9:16:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.5988, loss: 1.5988 +2025-06-26 17:07:04,929 - pyskl - INFO - Epoch [132][300/3940] lr: 9.690e-04, eta: 9:16:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.5565, loss: 1.5565 +2025-06-26 17:07:49,328 - pyskl - INFO - Epoch [132][400/3940] lr: 9.665e-04, eta: 9:15:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.5841, loss: 1.5841 +2025-06-26 17:08:33,763 - pyskl - INFO - Epoch [132][500/3940] lr: 9.639e-04, eta: 9:14:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6091, loss: 1.6091 +2025-06-26 17:09:18,193 - pyskl - INFO - Epoch [132][600/3940] lr: 9.613e-04, eta: 9:13:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5654, loss: 1.5654 +2025-06-26 17:10:02,495 - pyskl - INFO - Epoch [132][700/3940] lr: 9.588e-04, eta: 9:13:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5156, loss: 1.5156 +2025-06-26 17:10:46,857 - pyskl - INFO - Epoch [132][800/3940] lr: 9.562e-04, eta: 9:12:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5747, loss: 1.5747 +2025-06-26 17:11:31,174 - pyskl - INFO - Epoch [132][900/3940] lr: 9.537e-04, eta: 9:11:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9956, loss_cls: 1.6080, loss: 1.6080 +2025-06-26 17:12:15,474 - pyskl - INFO - Epoch [132][1000/3940] lr: 9.511e-04, eta: 9:10:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.6476, loss: 1.6476 +2025-06-26 17:12:59,844 - pyskl - INFO - Epoch [132][1100/3940] lr: 9.486e-04, eta: 9:10:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5311, loss: 1.5311 +2025-06-26 17:13:44,228 - pyskl - INFO - Epoch [132][1200/3940] lr: 9.461e-04, eta: 9:09:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.6087, loss: 1.6087 +2025-06-26 17:14:28,651 - pyskl - INFO - Epoch [132][1300/3940] lr: 9.435e-04, eta: 9:08:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5857, loss: 1.5857 +2025-06-26 17:15:12,987 - pyskl - INFO - Epoch [132][1400/3940] lr: 9.410e-04, eta: 9:07:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.6241, loss: 1.6241 +2025-06-26 17:15:57,345 - pyskl - INFO - Epoch [132][1500/3940] lr: 9.385e-04, eta: 9:07:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6071, loss: 1.6071 +2025-06-26 17:16:42,047 - pyskl - INFO - Epoch [132][1600/3940] lr: 9.360e-04, eta: 9:06:20, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.5545, loss: 1.5545 +2025-06-26 17:17:26,363 - pyskl - INFO - Epoch [132][1700/3940] lr: 9.334e-04, eta: 9:05:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5982, loss: 1.5982 +2025-06-26 17:18:10,778 - pyskl - INFO - Epoch [132][1800/3940] lr: 9.309e-04, eta: 9:04:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.5116, loss: 1.5116 +2025-06-26 17:18:55,012 - pyskl - INFO - Epoch [132][1900/3940] lr: 9.284e-04, eta: 9:04:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.5929, loss: 1.5929 +2025-06-26 17:19:39,317 - pyskl - INFO - Epoch [132][2000/3940] lr: 9.259e-04, eta: 9:03:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.5650, loss: 1.5650 +2025-06-26 17:20:23,610 - pyskl - INFO - Epoch [132][2100/3940] lr: 9.234e-04, eta: 9:02:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5421, loss: 1.5421 +2025-06-26 17:21:08,087 - pyskl - INFO - Epoch [132][2200/3940] lr: 9.209e-04, eta: 9:01:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6132, loss: 1.6132 +2025-06-26 17:21:52,369 - pyskl - INFO - Epoch [132][2300/3940] lr: 9.184e-04, eta: 9:01:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.5847, loss: 1.5847 +2025-06-26 17:22:36,599 - pyskl - INFO - Epoch [132][2400/3940] lr: 9.159e-04, eta: 9:00:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6149, loss: 1.6149 +2025-06-26 17:23:20,942 - pyskl - INFO - Epoch [132][2500/3940] lr: 9.134e-04, eta: 8:59:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 1.6021, loss: 1.6021 +2025-06-26 17:24:05,293 - pyskl - INFO - Epoch [132][2600/3940] lr: 9.109e-04, eta: 8:58:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.5379, loss: 1.5379 +2025-06-26 17:24:49,702 - pyskl - INFO - Epoch [132][2700/3940] lr: 9.084e-04, eta: 8:58:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5704, loss: 1.5704 +2025-06-26 17:25:34,331 - pyskl - INFO - Epoch [132][2800/3940] lr: 9.059e-04, eta: 8:57:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.6080, loss: 1.6080 +2025-06-26 17:26:18,966 - pyskl - INFO - Epoch [132][2900/3940] lr: 9.034e-04, eta: 8:56:38, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.6058, loss: 1.6058 +2025-06-26 17:27:03,647 - pyskl - INFO - Epoch [132][3000/3940] lr: 9.010e-04, eta: 8:55:53, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5922, loss: 1.5922 +2025-06-26 17:27:48,185 - pyskl - INFO - Epoch [132][3100/3940] lr: 8.985e-04, eta: 8:55:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.6029, loss: 1.6029 +2025-06-26 17:28:32,632 - pyskl - INFO - Epoch [132][3200/3940] lr: 8.960e-04, eta: 8:54:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.5229, loss: 1.5229 +2025-06-26 17:29:17,104 - pyskl - INFO - Epoch [132][3300/3940] lr: 8.935e-04, eta: 8:53:39, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5338, loss: 1.5338 +2025-06-26 17:30:01,586 - pyskl - INFO - Epoch [132][3400/3940] lr: 8.911e-04, eta: 8:52:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9962, loss_cls: 1.5829, loss: 1.5829 +2025-06-26 17:30:46,053 - pyskl - INFO - Epoch [132][3500/3940] lr: 8.886e-04, eta: 8:52:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6580, loss: 1.6580 +2025-06-26 17:31:30,531 - pyskl - INFO - Epoch [132][3600/3940] lr: 8.862e-04, eta: 8:51:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5419, loss: 1.5419 +2025-06-26 17:32:15,100 - pyskl - INFO - Epoch [132][3700/3940] lr: 8.837e-04, eta: 8:50:39, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4881, loss: 1.4881 +2025-06-26 17:32:59,539 - pyskl - INFO - Epoch [132][3800/3940] lr: 8.812e-04, eta: 8:49:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.6145, loss: 1.6145 +2025-06-26 17:33:43,878 - pyskl - INFO - Epoch [132][3900/3940] lr: 8.788e-04, eta: 8:49:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6162, loss: 1.6162 +2025-06-26 17:34:01,960 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-26 17:37:26,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 17:37:27,128 - pyskl - INFO - +top1_acc 0.8670 +top5_acc 0.9739 +2025-06-26 17:37:27,148 - pyskl - INFO - Epoch(val) [132][3183] top1_acc: 0.8670, top5_acc: 0.9739 +2025-06-26 17:38:37,141 - pyskl - INFO - Epoch [133][100/3940] lr: 8.754e-04, eta: 8:48:08, time: 0.700, data_time: 0.253, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5660, loss: 1.5660 +2025-06-26 17:39:21,773 - pyskl - INFO - Epoch [133][200/3940] lr: 8.729e-04, eta: 8:47:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5380, loss: 1.5380 +2025-06-26 17:40:06,120 - pyskl - INFO - Epoch [133][300/3940] lr: 8.705e-04, eta: 8:46:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5745, loss: 1.5745 +2025-06-26 17:40:50,454 - pyskl - INFO - Epoch [133][400/3940] lr: 8.681e-04, eta: 8:45:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.5217, loss: 1.5217 +2025-06-26 17:41:34,815 - pyskl - INFO - Epoch [133][500/3940] lr: 8.656e-04, eta: 8:45:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.5001, loss: 1.5001 +2025-06-26 17:42:19,265 - pyskl - INFO - Epoch [133][600/3940] lr: 8.632e-04, eta: 8:44:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5252, loss: 1.5252 +2025-06-26 17:43:03,587 - pyskl - INFO - Epoch [133][700/3940] lr: 8.608e-04, eta: 8:43:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.5495, loss: 1.5495 +2025-06-26 17:43:47,947 - pyskl - INFO - Epoch [133][800/3940] lr: 8.584e-04, eta: 8:42:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.5303, loss: 1.5303 +2025-06-26 17:44:32,385 - pyskl - INFO - Epoch [133][900/3940] lr: 8.559e-04, eta: 8:42:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9969, loss_cls: 1.6416, loss: 1.6416 +2025-06-26 17:45:16,986 - pyskl - INFO - Epoch [133][1000/3940] lr: 8.535e-04, eta: 8:41:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5512, loss: 1.5512 +2025-06-26 17:46:01,451 - pyskl - INFO - Epoch [133][1100/3940] lr: 8.511e-04, eta: 8:40:40, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.5648, loss: 1.5648 +2025-06-26 17:46:45,947 - pyskl - INFO - Epoch [133][1200/3940] lr: 8.487e-04, eta: 8:39:56, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5487, loss: 1.5487 +2025-06-26 17:47:30,335 - pyskl - INFO - Epoch [133][1300/3940] lr: 8.463e-04, eta: 8:39:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.5033, loss: 1.5033 +2025-06-26 17:48:14,690 - pyskl - INFO - Epoch [133][1400/3940] lr: 8.439e-04, eta: 8:38:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5335, loss: 1.5335 +2025-06-26 17:48:59,046 - pyskl - INFO - Epoch [133][1500/3940] lr: 8.415e-04, eta: 8:37:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.5359, loss: 1.5359 +2025-06-26 17:49:43,368 - pyskl - INFO - Epoch [133][1600/3940] lr: 8.391e-04, eta: 8:36:56, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.5738, loss: 1.5738 +2025-06-26 17:50:27,887 - pyskl - INFO - Epoch [133][1700/3940] lr: 8.367e-04, eta: 8:36:12, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5702, loss: 1.5702 +2025-06-26 17:51:12,389 - pyskl - INFO - Epoch [133][1800/3940] lr: 8.343e-04, eta: 8:35:27, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9950, loss_cls: 1.5579, loss: 1.5579 +2025-06-26 17:51:56,738 - pyskl - INFO - Epoch [133][1900/3940] lr: 8.319e-04, eta: 8:34:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.5647, loss: 1.5647 +2025-06-26 17:52:41,098 - pyskl - INFO - Epoch [133][2000/3940] lr: 8.296e-04, eta: 8:33:57, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 1.5563, loss: 1.5563 +2025-06-26 17:53:25,416 - pyskl - INFO - Epoch [133][2100/3940] lr: 8.272e-04, eta: 8:33:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4464, loss: 1.4464 +2025-06-26 17:54:09,761 - pyskl - INFO - Epoch [133][2200/3940] lr: 8.248e-04, eta: 8:32:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 1.5593, loss: 1.5593 +2025-06-26 17:54:54,019 - pyskl - INFO - Epoch [133][2300/3940] lr: 8.224e-04, eta: 8:31:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 1.5272, loss: 1.5272 +2025-06-26 17:55:38,448 - pyskl - INFO - Epoch [133][2400/3940] lr: 8.201e-04, eta: 8:30:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5229, loss: 1.5229 +2025-06-26 17:56:23,236 - pyskl - INFO - Epoch [133][2500/3940] lr: 8.177e-04, eta: 8:30:13, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5744, loss: 1.5744 +2025-06-26 17:57:07,771 - pyskl - INFO - Epoch [133][2600/3940] lr: 8.153e-04, eta: 8:29:28, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.5386, loss: 1.5386 +2025-06-26 17:57:52,350 - pyskl - INFO - Epoch [133][2700/3940] lr: 8.130e-04, eta: 8:28:44, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.5506, loss: 1.5506 +2025-06-26 17:58:36,843 - pyskl - INFO - Epoch [133][2800/3940] lr: 8.106e-04, eta: 8:27:59, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5498, loss: 1.5498 +2025-06-26 17:59:21,278 - pyskl - INFO - Epoch [133][2900/3940] lr: 8.083e-04, eta: 8:27:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5284, loss: 1.5284 +2025-06-26 18:00:05,786 - pyskl - INFO - Epoch [133][3000/3940] lr: 8.059e-04, eta: 8:26:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.5527, loss: 1.5527 +2025-06-26 18:00:50,258 - pyskl - INFO - Epoch [133][3100/3940] lr: 8.036e-04, eta: 8:25:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.4943, loss: 1.4943 +2025-06-26 18:01:34,677 - pyskl - INFO - Epoch [133][3200/3940] lr: 8.012e-04, eta: 8:25:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.5259, loss: 1.5259 +2025-06-26 18:02:19,091 - pyskl - INFO - Epoch [133][3300/3940] lr: 7.989e-04, eta: 8:24:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.5541, loss: 1.5541 +2025-06-26 18:03:03,390 - pyskl - INFO - Epoch [133][3400/3940] lr: 7.966e-04, eta: 8:23:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 1.5127, loss: 1.5127 +2025-06-26 18:03:47,692 - pyskl - INFO - Epoch [133][3500/3940] lr: 7.942e-04, eta: 8:22:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 1.5725, loss: 1.5725 +2025-06-26 18:04:32,039 - pyskl - INFO - Epoch [133][3600/3940] lr: 7.919e-04, eta: 8:22:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4821, loss: 1.4821 +2025-06-26 18:05:16,370 - pyskl - INFO - Epoch [133][3700/3940] lr: 7.896e-04, eta: 8:21:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5390, loss: 1.5390 +2025-06-26 18:06:00,631 - pyskl - INFO - Epoch [133][3800/3940] lr: 7.872e-04, eta: 8:20:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5283, loss: 1.5283 +2025-06-26 18:06:44,982 - pyskl - INFO - Epoch [133][3900/3940] lr: 7.849e-04, eta: 8:19:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 1.5069, loss: 1.5069 +2025-06-26 18:07:03,119 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-26 18:10:26,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:10:26,788 - pyskl - INFO - +top1_acc 0.8664 +top5_acc 0.9739 +2025-06-26 18:10:26,809 - pyskl - INFO - Epoch(val) [133][3183] top1_acc: 0.8664, top5_acc: 0.9739 +2025-06-26 18:11:36,537 - pyskl - INFO - Epoch [134][100/3940] lr: 7.817e-04, eta: 8:18:45, time: 0.697, data_time: 0.254, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.4268, loss: 1.4268 +2025-06-26 18:12:20,919 - pyskl - INFO - Epoch [134][200/3940] lr: 7.794e-04, eta: 8:18:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5329, loss: 1.5329 +2025-06-26 18:13:05,369 - pyskl - INFO - Epoch [134][300/3940] lr: 7.771e-04, eta: 8:17:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.5783, loss: 1.5783 +2025-06-26 18:13:49,798 - pyskl - INFO - Epoch [134][400/3940] lr: 7.748e-04, eta: 8:16:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.5076, loss: 1.5076 +2025-06-26 18:14:34,046 - pyskl - INFO - Epoch [134][500/3940] lr: 7.725e-04, eta: 8:15:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9956, loss_cls: 1.4802, loss: 1.4802 +2025-06-26 18:15:18,444 - pyskl - INFO - Epoch [134][600/3940] lr: 7.702e-04, eta: 8:15:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.4939, loss: 1.4939 +2025-06-26 18:16:02,774 - pyskl - INFO - Epoch [134][700/3940] lr: 7.679e-04, eta: 8:14:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.5274, loss: 1.5274 +2025-06-26 18:16:47,081 - pyskl - INFO - Epoch [134][800/3940] lr: 7.656e-04, eta: 8:13:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.4728, loss: 1.4728 +2025-06-26 18:17:31,311 - pyskl - INFO - Epoch [134][900/3940] lr: 7.633e-04, eta: 8:12:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9956, loss_cls: 1.5479, loss: 1.5479 +2025-06-26 18:18:15,558 - pyskl - INFO - Epoch [134][1000/3940] lr: 7.610e-04, eta: 8:12:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5216, loss: 1.5216 +2025-06-26 18:18:59,803 - pyskl - INFO - Epoch [134][1100/3940] lr: 7.587e-04, eta: 8:11:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 1.4759, loss: 1.4759 +2025-06-26 18:19:44,142 - pyskl - INFO - Epoch [134][1200/3940] lr: 7.564e-04, eta: 8:10:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5307, loss: 1.5307 +2025-06-26 18:20:28,505 - pyskl - INFO - Epoch [134][1300/3940] lr: 7.542e-04, eta: 8:09:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5824, loss: 1.5824 +2025-06-26 18:21:12,936 - pyskl - INFO - Epoch [134][1400/3940] lr: 7.519e-04, eta: 8:09:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.5211, loss: 1.5211 +2025-06-26 18:21:57,403 - pyskl - INFO - Epoch [134][1500/3940] lr: 7.496e-04, eta: 8:08:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.4777, loss: 1.4777 +2025-06-26 18:22:42,170 - pyskl - INFO - Epoch [134][1600/3940] lr: 7.474e-04, eta: 8:07:33, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5127, loss: 1.5127 +2025-06-26 18:23:26,638 - pyskl - INFO - Epoch [134][1700/3940] lr: 7.451e-04, eta: 8:06:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5280, loss: 1.5280 +2025-06-26 18:24:11,097 - pyskl - INFO - Epoch [134][1800/3940] lr: 7.428e-04, eta: 8:06:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5481, loss: 1.5481 +2025-06-26 18:24:55,497 - pyskl - INFO - Epoch [134][1900/3940] lr: 7.406e-04, eta: 8:05:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5302, loss: 1.5302 +2025-06-26 18:25:40,021 - pyskl - INFO - Epoch [134][2000/3940] lr: 7.383e-04, eta: 8:04:34, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5222, loss: 1.5222 +2025-06-26 18:26:24,558 - pyskl - INFO - Epoch [134][2100/3940] lr: 7.361e-04, eta: 8:03:49, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5855, loss: 1.5855 +2025-06-26 18:27:09,023 - pyskl - INFO - Epoch [134][2200/3940] lr: 7.338e-04, eta: 8:03:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.6159, loss: 1.6159 +2025-06-26 18:27:53,403 - pyskl - INFO - Epoch [134][2300/3940] lr: 7.316e-04, eta: 8:02:19, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 1.5510, loss: 1.5510 +2025-06-26 18:28:38,057 - pyskl - INFO - Epoch [134][2400/3940] lr: 7.294e-04, eta: 8:01:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4586, loss: 1.4586 +2025-06-26 18:29:22,560 - pyskl - INFO - Epoch [134][2500/3940] lr: 7.271e-04, eta: 8:00:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.5654, loss: 1.5654 +2025-06-26 18:30:07,065 - pyskl - INFO - Epoch [134][2600/3940] lr: 7.249e-04, eta: 8:00:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4664, loss: 1.4664 +2025-06-26 18:30:51,698 - pyskl - INFO - Epoch [134][2700/3940] lr: 7.227e-04, eta: 7:59:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.4908, loss: 1.4908 +2025-06-26 18:31:36,259 - pyskl - INFO - Epoch [134][2800/3940] lr: 7.204e-04, eta: 7:58:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9962, loss_cls: 1.4806, loss: 1.4806 +2025-06-26 18:32:20,924 - pyskl - INFO - Epoch [134][2900/3940] lr: 7.182e-04, eta: 7:57:51, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4899, loss: 1.4899 +2025-06-26 18:33:05,361 - pyskl - INFO - Epoch [134][3000/3940] lr: 7.160e-04, eta: 7:57:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 1.5197, loss: 1.5197 +2025-06-26 18:33:49,791 - pyskl - INFO - Epoch [134][3100/3940] lr: 7.138e-04, eta: 7:56:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9962, loss_cls: 1.4727, loss: 1.4727 +2025-06-26 18:34:34,228 - pyskl - INFO - Epoch [134][3200/3940] lr: 7.116e-04, eta: 7:55:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9962, loss_cls: 1.5213, loss: 1.5213 +2025-06-26 18:35:18,693 - pyskl - INFO - Epoch [134][3300/3940] lr: 7.094e-04, eta: 7:54:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4580, loss: 1.4580 +2025-06-26 18:36:03,202 - pyskl - INFO - Epoch [134][3400/3940] lr: 7.072e-04, eta: 7:54:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 1.4945, loss: 1.4945 +2025-06-26 18:36:47,690 - pyskl - INFO - Epoch [134][3500/3940] lr: 7.050e-04, eta: 7:53:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9962, loss_cls: 1.5630, loss: 1.5630 +2025-06-26 18:37:32,228 - pyskl - INFO - Epoch [134][3600/3940] lr: 7.028e-04, eta: 7:52:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4719, loss: 1.4719 +2025-06-26 18:38:16,697 - pyskl - INFO - Epoch [134][3700/3940] lr: 7.006e-04, eta: 7:51:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.4287, loss: 1.4287 +2025-06-26 18:39:01,125 - pyskl - INFO - Epoch [134][3800/3940] lr: 6.984e-04, eta: 7:51:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4371, loss: 1.4371 +2025-06-26 18:39:45,510 - pyskl - INFO - Epoch [134][3900/3940] lr: 6.962e-04, eta: 7:50:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.5394, loss: 1.5394 +2025-06-26 18:40:03,645 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-26 18:43:26,647 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 18:43:27,113 - pyskl - INFO - +top1_acc 0.8658 +top5_acc 0.9728 +2025-06-26 18:43:27,132 - pyskl - INFO - Epoch(val) [134][3183] top1_acc: 0.8658, top5_acc: 0.9728 +2025-06-26 18:44:36,946 - pyskl - INFO - Epoch [135][100/3940] lr: 6.931e-04, eta: 7:49:21, time: 0.698, data_time: 0.255, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.4798, loss: 1.4798 +2025-06-26 18:45:21,381 - pyskl - INFO - Epoch [135][200/3940] lr: 6.910e-04, eta: 7:48:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9962, loss_cls: 1.4907, loss: 1.4907 +2025-06-26 18:46:05,693 - pyskl - INFO - Epoch [135][300/3940] lr: 6.888e-04, eta: 7:47:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.4717, loss: 1.4717 +2025-06-26 18:46:50,067 - pyskl - INFO - Epoch [135][400/3940] lr: 6.866e-04, eta: 7:47:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4749, loss: 1.4749 +2025-06-26 18:47:34,430 - pyskl - INFO - Epoch [135][500/3940] lr: 6.844e-04, eta: 7:46:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5220, loss: 1.5220 +2025-06-26 18:48:18,840 - pyskl - INFO - Epoch [135][600/3940] lr: 6.823e-04, eta: 7:45:37, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5497, loss: 1.5497 +2025-06-26 18:49:03,128 - pyskl - INFO - Epoch [135][700/3940] lr: 6.801e-04, eta: 7:44:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4624, loss: 1.4624 +2025-06-26 18:49:47,599 - pyskl - INFO - Epoch [135][800/3940] lr: 6.779e-04, eta: 7:44:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4779, loss: 1.4779 +2025-06-26 18:50:32,062 - pyskl - INFO - Epoch [135][900/3940] lr: 6.758e-04, eta: 7:43:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9962, loss_cls: 1.5457, loss: 1.5457 +2025-06-26 18:51:16,593 - pyskl - INFO - Epoch [135][1000/3940] lr: 6.736e-04, eta: 7:42:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4587, loss: 1.4587 +2025-06-26 18:52:00,893 - pyskl - INFO - Epoch [135][1100/3940] lr: 6.715e-04, eta: 7:41:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4978, loss: 1.4978 +2025-06-26 18:52:45,269 - pyskl - INFO - Epoch [135][1200/3940] lr: 6.693e-04, eta: 7:41:08, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.5523, loss: 1.5523 +2025-06-26 18:53:29,682 - pyskl - INFO - Epoch [135][1300/3940] lr: 6.672e-04, eta: 7:40:24, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 1.4861, loss: 1.4861 +2025-06-26 18:54:14,088 - pyskl - INFO - Epoch [135][1400/3940] lr: 6.651e-04, eta: 7:39:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.4464, loss: 1.4464 +2025-06-26 18:54:58,521 - pyskl - INFO - Epoch [135][1500/3940] lr: 6.629e-04, eta: 7:38:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4511, loss: 1.4511 +2025-06-26 18:55:42,960 - pyskl - INFO - Epoch [135][1600/3940] lr: 6.608e-04, eta: 7:38:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.5240, loss: 1.5240 +2025-06-26 18:56:27,472 - pyskl - INFO - Epoch [135][1700/3940] lr: 6.587e-04, eta: 7:37:25, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4292, loss: 1.4292 +2025-06-26 18:57:11,843 - pyskl - INFO - Epoch [135][1800/3940] lr: 6.565e-04, eta: 7:36:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4751, loss: 1.4751 +2025-06-26 18:57:56,255 - pyskl - INFO - Epoch [135][1900/3940] lr: 6.544e-04, eta: 7:35:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.4439, loss: 1.4439 +2025-06-26 18:58:40,657 - pyskl - INFO - Epoch [135][2000/3940] lr: 6.523e-04, eta: 7:35:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4592, loss: 1.4592 +2025-06-26 18:59:25,272 - pyskl - INFO - Epoch [135][2100/3940] lr: 6.502e-04, eta: 7:34:25, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4404, loss: 1.4404 +2025-06-26 19:00:09,699 - pyskl - INFO - Epoch [135][2200/3940] lr: 6.481e-04, eta: 7:33:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4456, loss: 1.4456 +2025-06-26 19:00:54,136 - pyskl - INFO - Epoch [135][2300/3940] lr: 6.459e-04, eta: 7:32:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4526, loss: 1.4526 +2025-06-26 19:01:38,567 - pyskl - INFO - Epoch [135][2400/3940] lr: 6.438e-04, eta: 7:32:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4734, loss: 1.4734 +2025-06-26 19:02:22,930 - pyskl - INFO - Epoch [135][2500/3940] lr: 6.417e-04, eta: 7:31:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.4671, loss: 1.4671 +2025-06-26 19:03:07,274 - pyskl - INFO - Epoch [135][2600/3940] lr: 6.396e-04, eta: 7:30:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4337, loss: 1.4337 +2025-06-26 19:03:51,766 - pyskl - INFO - Epoch [135][2700/3940] lr: 6.375e-04, eta: 7:29:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.5171, loss: 1.5171 +2025-06-26 19:04:36,128 - pyskl - INFO - Epoch [135][2800/3940] lr: 6.354e-04, eta: 7:29:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5263, loss: 1.5263 +2025-06-26 19:05:20,501 - pyskl - INFO - Epoch [135][2900/3940] lr: 6.334e-04, eta: 7:28:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4831, loss: 1.4831 +2025-06-26 19:06:04,967 - pyskl - INFO - Epoch [135][3000/3940] lr: 6.313e-04, eta: 7:27:42, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.4871, loss: 1.4871 +2025-06-26 19:06:49,369 - pyskl - INFO - Epoch [135][3100/3940] lr: 6.292e-04, eta: 7:26:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.5047, loss: 1.5047 +2025-06-26 19:07:33,698 - pyskl - INFO - Epoch [135][3200/3940] lr: 6.271e-04, eta: 7:26:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.5185, loss: 1.5185 +2025-06-26 19:08:18,130 - pyskl - INFO - Epoch [135][3300/3940] lr: 6.250e-04, eta: 7:25:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4558, loss: 1.4558 +2025-06-26 19:09:02,471 - pyskl - INFO - Epoch [135][3400/3940] lr: 6.230e-04, eta: 7:24:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.4942, loss: 1.4942 +2025-06-26 19:09:46,776 - pyskl - INFO - Epoch [135][3500/3940] lr: 6.209e-04, eta: 7:23:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5079, loss: 1.5079 +2025-06-26 19:10:31,243 - pyskl - INFO - Epoch [135][3600/3940] lr: 6.188e-04, eta: 7:23:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.5103, loss: 1.5103 +2025-06-26 19:11:15,651 - pyskl - INFO - Epoch [135][3700/3940] lr: 6.168e-04, eta: 7:22:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5001, loss: 1.5001 +2025-06-26 19:11:59,995 - pyskl - INFO - Epoch [135][3800/3940] lr: 6.147e-04, eta: 7:21:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.4793, loss: 1.4793 +2025-06-26 19:12:44,325 - pyskl - INFO - Epoch [135][3900/3940] lr: 6.126e-04, eta: 7:20:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4843, loss: 1.4843 +2025-06-26 19:13:02,410 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-26 19:31:01,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 19:31:01,740 - pyskl - INFO - +top1_acc 0.8741 +top5_acc 0.9772 +2025-06-26 19:31:01,800 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_129.pth was removed +2025-06-26 19:31:02,878 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-26 19:31:02,881 - pyskl - INFO - Best top1_acc is 0.8741 at 135 epoch. +2025-06-26 19:31:02,901 - pyskl - INFO - Epoch(val) [135][3183] top1_acc: 0.8741, top5_acc: 0.9772 +2025-06-26 19:32:12,696 - pyskl - INFO - Epoch [136][100/3940] lr: 6.098e-04, eta: 7:19:58, time: 0.698, data_time: 0.257, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5059, loss: 1.5059 +2025-06-26 19:32:56,941 - pyskl - INFO - Epoch [136][200/3940] lr: 6.077e-04, eta: 7:19:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.5049, loss: 1.5049 +2025-06-26 19:33:41,253 - pyskl - INFO - Epoch [136][300/3940] lr: 6.057e-04, eta: 7:18:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4699, loss: 1.4699 +2025-06-26 19:34:25,483 - pyskl - INFO - Epoch [136][400/3940] lr: 6.036e-04, eta: 7:17:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.4635, loss: 1.4635 +2025-06-26 19:35:09,667 - pyskl - INFO - Epoch [136][500/3940] lr: 6.016e-04, eta: 7:16:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.4822, loss: 1.4822 +2025-06-26 19:35:53,926 - pyskl - INFO - Epoch [136][600/3940] lr: 5.996e-04, eta: 7:16:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.4340, loss: 1.4340 +2025-06-26 19:36:38,328 - pyskl - INFO - Epoch [136][700/3940] lr: 5.975e-04, eta: 7:15:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.4813, loss: 1.4813 +2025-06-26 19:37:22,697 - pyskl - INFO - Epoch [136][800/3940] lr: 5.955e-04, eta: 7:14:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5029, loss: 1.5029 +2025-06-26 19:38:07,008 - pyskl - INFO - Epoch [136][900/3940] lr: 5.935e-04, eta: 7:13:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4499, loss: 1.4499 +2025-06-26 19:38:51,335 - pyskl - INFO - Epoch [136][1000/3940] lr: 5.914e-04, eta: 7:13:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.4437, loss: 1.4437 +2025-06-26 19:39:35,677 - pyskl - INFO - Epoch [136][1100/3940] lr: 5.894e-04, eta: 7:12:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4730, loss: 1.4730 +2025-06-26 19:40:20,022 - pyskl - INFO - Epoch [136][1200/3940] lr: 5.874e-04, eta: 7:11:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.4981, loss: 1.4981 +2025-06-26 19:41:04,446 - pyskl - INFO - Epoch [136][1300/3940] lr: 5.854e-04, eta: 7:11:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5083, loss: 1.5083 +2025-06-26 19:41:48,944 - pyskl - INFO - Epoch [136][1400/3940] lr: 5.834e-04, eta: 7:10:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4506, loss: 1.4506 +2025-06-26 19:42:33,160 - pyskl - INFO - Epoch [136][1500/3940] lr: 5.814e-04, eta: 7:09:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9950, loss_cls: 1.5368, loss: 1.5368 +2025-06-26 19:43:17,510 - pyskl - INFO - Epoch [136][1600/3940] lr: 5.794e-04, eta: 7:08:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.4658, loss: 1.4658 +2025-06-26 19:44:01,753 - pyskl - INFO - Epoch [136][1700/3940] lr: 5.774e-04, eta: 7:08:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4247, loss: 1.4247 +2025-06-26 19:44:45,987 - pyskl - INFO - Epoch [136][1800/3940] lr: 5.754e-04, eta: 7:07:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4757, loss: 1.4757 +2025-06-26 19:45:30,533 - pyskl - INFO - Epoch [136][1900/3940] lr: 5.734e-04, eta: 7:06:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.4815, loss: 1.4815 +2025-06-26 19:46:14,784 - pyskl - INFO - Epoch [136][2000/3940] lr: 5.714e-04, eta: 7:05:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.4417, loss: 1.4417 +2025-06-26 19:46:59,144 - pyskl - INFO - Epoch [136][2100/3940] lr: 5.694e-04, eta: 7:05:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9962, loss_cls: 1.4860, loss: 1.4860 +2025-06-26 19:47:43,478 - pyskl - INFO - Epoch [136][2200/3940] lr: 5.675e-04, eta: 7:04:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.4537, loss: 1.4537 +2025-06-26 19:48:28,069 - pyskl - INFO - Epoch [136][2300/3940] lr: 5.655e-04, eta: 7:03:32, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 1.4798, loss: 1.4798 +2025-06-26 19:49:12,476 - pyskl - INFO - Epoch [136][2400/3940] lr: 5.635e-04, eta: 7:02:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4490, loss: 1.4490 +2025-06-26 19:49:56,805 - pyskl - INFO - Epoch [136][2500/3940] lr: 5.615e-04, eta: 7:02:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4509, loss: 1.4509 +2025-06-26 19:50:41,183 - pyskl - INFO - Epoch [136][2600/3940] lr: 5.596e-04, eta: 7:01:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9969, loss_cls: 1.4122, loss: 1.4122 +2025-06-26 19:51:25,542 - pyskl - INFO - Epoch [136][2700/3940] lr: 5.576e-04, eta: 7:00:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 1.4106, loss: 1.4106 +2025-06-26 19:52:10,016 - pyskl - INFO - Epoch [136][2800/3940] lr: 5.556e-04, eta: 6:59:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 1.4969, loss: 1.4969 +2025-06-26 19:52:54,476 - pyskl - INFO - Epoch [136][2900/3940] lr: 5.537e-04, eta: 6:59:04, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3971, loss: 1.3971 +2025-06-26 19:53:38,798 - pyskl - INFO - Epoch [136][3000/3940] lr: 5.517e-04, eta: 6:58:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.4583, loss: 1.4583 +2025-06-26 19:54:23,114 - pyskl - INFO - Epoch [136][3100/3940] lr: 5.498e-04, eta: 6:57:34, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4933, loss: 1.4933 +2025-06-26 19:55:07,451 - pyskl - INFO - Epoch [136][3200/3940] lr: 5.478e-04, eta: 6:56:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.4755, loss: 1.4755 +2025-06-26 19:55:51,871 - pyskl - INFO - Epoch [136][3300/3940] lr: 5.459e-04, eta: 6:56:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4540, loss: 1.4540 +2025-06-26 19:56:36,506 - pyskl - INFO - Epoch [136][3400/3940] lr: 5.439e-04, eta: 6:55:20, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 1.4428, loss: 1.4428 +2025-06-26 19:57:21,171 - pyskl - INFO - Epoch [136][3500/3940] lr: 5.420e-04, eta: 6:54:35, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 1.5143, loss: 1.5143 +2025-06-26 19:58:05,655 - pyskl - INFO - Epoch [136][3600/3940] lr: 5.401e-04, eta: 6:53:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4207, loss: 1.4207 +2025-06-26 19:58:50,062 - pyskl - INFO - Epoch [136][3700/3940] lr: 5.381e-04, eta: 6:53:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4550, loss: 1.4550 +2025-06-26 19:59:34,391 - pyskl - INFO - Epoch [136][3800/3940] lr: 5.362e-04, eta: 6:52:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.4372, loss: 1.4372 +2025-06-26 20:00:18,737 - pyskl - INFO - Epoch [136][3900/3940] lr: 5.343e-04, eta: 6:51:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4764, loss: 1.4764 +2025-06-26 20:00:36,868 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-26 20:04:00,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 20:04:00,866 - pyskl - INFO - +top1_acc 0.8732 +top5_acc 0.9740 +2025-06-26 20:04:00,886 - pyskl - INFO - Epoch(val) [136][3183] top1_acc: 0.8732, top5_acc: 0.9740 +2025-06-26 20:05:11,489 - pyskl - INFO - Epoch [137][100/3940] lr: 5.316e-04, eta: 6:50:34, time: 0.706, data_time: 0.260, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4732, loss: 1.4732 +2025-06-26 20:05:55,898 - pyskl - INFO - Epoch [137][200/3940] lr: 5.297e-04, eta: 6:49:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.4778, loss: 1.4778 +2025-06-26 20:06:40,368 - pyskl - INFO - Epoch [137][300/3940] lr: 5.278e-04, eta: 6:49:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4432, loss: 1.4432 +2025-06-26 20:07:24,803 - pyskl - INFO - Epoch [137][400/3940] lr: 5.259e-04, eta: 6:48:20, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4461, loss: 1.4461 +2025-06-26 20:08:09,285 - pyskl - INFO - Epoch [137][500/3940] lr: 5.240e-04, eta: 6:47:35, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4718, loss: 1.4718 +2025-06-26 20:08:53,649 - pyskl - INFO - Epoch [137][600/3940] lr: 5.221e-04, eta: 6:46:50, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.4817, loss: 1.4817 +2025-06-26 20:09:38,002 - pyskl - INFO - Epoch [137][700/3940] lr: 5.202e-04, eta: 6:46:05, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.4480, loss: 1.4480 +2025-06-26 20:10:22,369 - pyskl - INFO - Epoch [137][800/3940] lr: 5.183e-04, eta: 6:45:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.4533, loss: 1.4533 +2025-06-26 20:11:06,725 - pyskl - INFO - Epoch [137][900/3940] lr: 5.164e-04, eta: 6:44:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.4380, loss: 1.4380 +2025-06-26 20:11:51,101 - pyskl - INFO - Epoch [137][1000/3940] lr: 5.145e-04, eta: 6:43:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.4004, loss: 1.4004 +2025-06-26 20:12:35,498 - pyskl - INFO - Epoch [137][1100/3940] lr: 5.126e-04, eta: 6:43:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4386, loss: 1.4386 +2025-06-26 20:13:19,893 - pyskl - INFO - Epoch [137][1200/3940] lr: 5.107e-04, eta: 6:42:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4519, loss: 1.4519 +2025-06-26 20:14:04,346 - pyskl - INFO - Epoch [137][1300/3940] lr: 5.088e-04, eta: 6:41:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4106, loss: 1.4106 +2025-06-26 20:14:48,886 - pyskl - INFO - Epoch [137][1400/3940] lr: 5.070e-04, eta: 6:40:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.4665, loss: 1.4665 +2025-06-26 20:15:33,378 - pyskl - INFO - Epoch [137][1500/3940] lr: 5.051e-04, eta: 6:40:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4036, loss: 1.4036 +2025-06-26 20:16:17,821 - pyskl - INFO - Epoch [137][1600/3940] lr: 5.032e-04, eta: 6:39:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3938, loss: 1.3938 +2025-06-26 20:17:02,347 - pyskl - INFO - Epoch [137][1700/3940] lr: 5.014e-04, eta: 6:38:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.4418, loss: 1.4418 +2025-06-26 20:17:47,149 - pyskl - INFO - Epoch [137][1800/3940] lr: 4.995e-04, eta: 6:37:53, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.4271, loss: 1.4271 +2025-06-26 20:18:31,758 - pyskl - INFO - Epoch [137][1900/3940] lr: 4.976e-04, eta: 6:37:08, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 0.9969, loss_cls: 1.5093, loss: 1.5093 +2025-06-26 20:19:16,027 - pyskl - INFO - Epoch [137][2000/3940] lr: 4.958e-04, eta: 6:36:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9969, loss_cls: 1.4023, loss: 1.4023 +2025-06-26 20:20:00,356 - pyskl - INFO - Epoch [137][2100/3940] lr: 4.939e-04, eta: 6:35:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.4565, loss: 1.4565 +2025-06-26 20:20:44,673 - pyskl - INFO - Epoch [137][2200/3940] lr: 4.921e-04, eta: 6:34:54, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.4302, loss: 1.4302 +2025-06-26 20:21:29,083 - pyskl - INFO - Epoch [137][2300/3940] lr: 4.902e-04, eta: 6:34:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3906, loss: 1.3906 +2025-06-26 20:22:13,559 - pyskl - INFO - Epoch [137][2400/3940] lr: 4.884e-04, eta: 6:33:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.4290, loss: 1.4290 +2025-06-26 20:22:57,967 - pyskl - INFO - Epoch [137][2500/3940] lr: 4.866e-04, eta: 6:32:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.4662, loss: 1.4662 +2025-06-26 20:23:42,375 - pyskl - INFO - Epoch [137][2600/3940] lr: 4.847e-04, eta: 6:31:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4025, loss: 1.4025 +2025-06-26 20:24:26,707 - pyskl - INFO - Epoch [137][2700/3940] lr: 4.829e-04, eta: 6:31:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4405, loss: 1.4405 +2025-06-26 20:25:11,113 - pyskl - INFO - Epoch [137][2800/3940] lr: 4.811e-04, eta: 6:30:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.4041, loss: 1.4041 +2025-06-26 20:25:55,470 - pyskl - INFO - Epoch [137][2900/3940] lr: 4.793e-04, eta: 6:29:40, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 1.4491, loss: 1.4491 +2025-06-26 20:26:39,871 - pyskl - INFO - Epoch [137][3000/3940] lr: 4.774e-04, eta: 6:28:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9956, loss_cls: 1.4399, loss: 1.4399 +2025-06-26 20:27:24,227 - pyskl - INFO - Epoch [137][3100/3940] lr: 4.756e-04, eta: 6:28:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 1.4287, loss: 1.4287 +2025-06-26 20:28:08,573 - pyskl - INFO - Epoch [137][3200/3940] lr: 4.738e-04, eta: 6:27:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4140, loss: 1.4140 +2025-06-26 20:28:52,886 - pyskl - INFO - Epoch [137][3300/3940] lr: 4.720e-04, eta: 6:26:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.4287, loss: 1.4287 +2025-06-26 20:29:37,370 - pyskl - INFO - Epoch [137][3400/3940] lr: 4.702e-04, eta: 6:25:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.4276, loss: 1.4276 +2025-06-26 20:30:21,759 - pyskl - INFO - Epoch [137][3500/3940] lr: 4.684e-04, eta: 6:25:12, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4034, loss: 1.4034 +2025-06-26 20:31:06,053 - pyskl - INFO - Epoch [137][3600/3940] lr: 4.666e-04, eta: 6:24:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3820, loss: 1.3820 +2025-06-26 20:31:50,304 - pyskl - INFO - Epoch [137][3700/3940] lr: 4.648e-04, eta: 6:23:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4741, loss: 1.4741 +2025-06-26 20:32:34,438 - pyskl - INFO - Epoch [137][3800/3940] lr: 4.630e-04, eta: 6:22:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.4782, loss: 1.4782 +2025-06-26 20:33:18,755 - pyskl - INFO - Epoch [137][3900/3940] lr: 4.612e-04, eta: 6:22:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4195, loss: 1.4195 +2025-06-26 20:33:36,759 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-26 20:36:59,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 20:37:00,385 - pyskl - INFO - +top1_acc 0.8782 +top5_acc 0.9779 +2025-06-26 20:37:00,444 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_135.pth was removed +2025-06-26 20:37:01,478 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-26 20:37:01,481 - pyskl - INFO - Best top1_acc is 0.8782 at 137 epoch. +2025-06-26 20:37:01,499 - pyskl - INFO - Epoch(val) [137][3183] top1_acc: 0.8782, top5_acc: 0.9779 +2025-06-26 20:38:11,472 - pyskl - INFO - Epoch [138][100/3940] lr: 4.587e-04, eta: 6:21:11, time: 0.700, data_time: 0.258, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.4172, loss: 1.4172 +2025-06-26 20:38:55,687 - pyskl - INFO - Epoch [138][200/3940] lr: 4.569e-04, eta: 6:20:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4145, loss: 1.4145 +2025-06-26 20:39:39,896 - pyskl - INFO - Epoch [138][300/3940] lr: 4.551e-04, eta: 6:19:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3664, loss: 1.3664 +2025-06-26 20:40:24,087 - pyskl - INFO - Epoch [138][400/3940] lr: 4.534e-04, eta: 6:18:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4259, loss: 1.4259 +2025-06-26 20:41:08,344 - pyskl - INFO - Epoch [138][500/3940] lr: 4.516e-04, eta: 6:18:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3768, loss: 1.3768 +2025-06-26 20:41:52,566 - pyskl - INFO - Epoch [138][600/3940] lr: 4.498e-04, eta: 6:17:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3535, loss: 1.3535 +2025-06-26 20:42:36,788 - pyskl - INFO - Epoch [138][700/3940] lr: 4.481e-04, eta: 6:16:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3841, loss: 1.3841 +2025-06-26 20:43:21,012 - pyskl - INFO - Epoch [138][800/3940] lr: 4.463e-04, eta: 6:15:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3870, loss: 1.3870 +2025-06-26 20:44:05,220 - pyskl - INFO - Epoch [138][900/3940] lr: 4.445e-04, eta: 6:15:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 1.4214, loss: 1.4214 +2025-06-26 20:44:49,484 - pyskl - INFO - Epoch [138][1000/3940] lr: 4.428e-04, eta: 6:14:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4268, loss: 1.4268 +2025-06-26 20:45:33,822 - pyskl - INFO - Epoch [138][1100/3940] lr: 4.410e-04, eta: 6:13:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.4072, loss: 1.4072 +2025-06-26 20:46:18,189 - pyskl - INFO - Epoch [138][1200/3940] lr: 4.393e-04, eta: 6:12:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4273, loss: 1.4273 +2025-06-26 20:47:02,508 - pyskl - INFO - Epoch [138][1300/3940] lr: 4.375e-04, eta: 6:12:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4187, loss: 1.4187 +2025-06-26 20:47:46,866 - pyskl - INFO - Epoch [138][1400/3940] lr: 4.358e-04, eta: 6:11:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.4089, loss: 1.4089 +2025-06-26 20:48:31,251 - pyskl - INFO - Epoch [138][1500/3940] lr: 4.341e-04, eta: 6:10:44, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 1.4432, loss: 1.4432 +2025-06-26 20:49:15,605 - pyskl - INFO - Epoch [138][1600/3940] lr: 4.323e-04, eta: 6:09:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3942, loss: 1.3942 +2025-06-26 20:50:00,102 - pyskl - INFO - Epoch [138][1700/3940] lr: 4.306e-04, eta: 6:09:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4025, loss: 1.4025 +2025-06-26 20:50:44,628 - pyskl - INFO - Epoch [138][1800/3940] lr: 4.289e-04, eta: 6:08:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.4254, loss: 1.4254 +2025-06-26 20:51:28,971 - pyskl - INFO - Epoch [138][1900/3940] lr: 4.271e-04, eta: 6:07:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3899, loss: 1.3899 +2025-06-26 20:52:13,250 - pyskl - INFO - Epoch [138][2000/3940] lr: 4.254e-04, eta: 6:07:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.4063, loss: 1.4063 +2025-06-26 20:52:57,533 - pyskl - INFO - Epoch [138][2100/3940] lr: 4.237e-04, eta: 6:06:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3907, loss: 1.3907 +2025-06-26 20:53:41,801 - pyskl - INFO - Epoch [138][2200/3940] lr: 4.220e-04, eta: 6:05:30, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.4467, loss: 1.4467 +2025-06-26 20:54:26,155 - pyskl - INFO - Epoch [138][2300/3940] lr: 4.203e-04, eta: 6:04:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4224, loss: 1.4224 +2025-06-26 20:55:10,411 - pyskl - INFO - Epoch [138][2400/3940] lr: 4.186e-04, eta: 6:04:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3789, loss: 1.3789 +2025-06-26 20:55:54,740 - pyskl - INFO - Epoch [138][2500/3940] lr: 4.169e-04, eta: 6:03:16, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4018, loss: 1.4018 +2025-06-26 20:56:39,098 - pyskl - INFO - Epoch [138][2600/3940] lr: 4.152e-04, eta: 6:02:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 1.4441, loss: 1.4441 +2025-06-26 20:57:23,455 - pyskl - INFO - Epoch [138][2700/3940] lr: 4.135e-04, eta: 6:01:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 1.3993, loss: 1.3993 +2025-06-26 20:58:07,936 - pyskl - INFO - Epoch [138][2800/3940] lr: 4.118e-04, eta: 6:01:02, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4972, loss: 1.4972 +2025-06-26 20:58:52,290 - pyskl - INFO - Epoch [138][2900/3940] lr: 4.101e-04, eta: 6:00:17, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 1.4483, loss: 1.4483 +2025-06-26 20:59:36,535 - pyskl - INFO - Epoch [138][3000/3940] lr: 4.084e-04, eta: 5:59:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.4571, loss: 1.4571 +2025-06-26 21:00:20,901 - pyskl - INFO - Epoch [138][3100/3940] lr: 4.067e-04, eta: 5:58:47, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4224, loss: 1.4224 +2025-06-26 21:01:05,391 - pyskl - INFO - Epoch [138][3200/3940] lr: 4.050e-04, eta: 5:58:03, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3720, loss: 1.3720 +2025-06-26 21:01:49,822 - pyskl - INFO - Epoch [138][3300/3940] lr: 4.034e-04, eta: 5:57:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.4729, loss: 1.4729 +2025-06-26 21:02:34,469 - pyskl - INFO - Epoch [138][3400/3940] lr: 4.017e-04, eta: 5:56:33, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.4665, loss: 1.4665 +2025-06-26 21:03:18,817 - pyskl - INFO - Epoch [138][3500/3940] lr: 4.000e-04, eta: 5:55:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4237, loss: 1.4237 +2025-06-26 21:04:03,234 - pyskl - INFO - Epoch [138][3600/3940] lr: 3.984e-04, eta: 5:55:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 1.4219, loss: 1.4219 +2025-06-26 21:04:47,547 - pyskl - INFO - Epoch [138][3700/3940] lr: 3.967e-04, eta: 5:54:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.3874, loss: 1.3874 +2025-06-26 21:05:31,980 - pyskl - INFO - Epoch [138][3800/3940] lr: 3.950e-04, eta: 5:53:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4005, loss: 1.4005 +2025-06-26 21:06:16,260 - pyskl - INFO - Epoch [138][3900/3940] lr: 3.934e-04, eta: 5:52:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.4942, loss: 1.4942 +2025-06-26 21:06:34,207 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-26 21:09:57,682 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 21:09:58,142 - pyskl - INFO - +top1_acc 0.8757 +top5_acc 0.9762 +2025-06-26 21:09:58,160 - pyskl - INFO - Epoch(val) [138][3183] top1_acc: 0.8757, top5_acc: 0.9762 +2025-06-26 21:11:09,084 - pyskl - INFO - Epoch [139][100/3940] lr: 3.911e-04, eta: 5:51:47, time: 0.709, data_time: 0.266, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3855, loss: 1.3855 +2025-06-26 21:11:53,289 - pyskl - INFO - Epoch [139][200/3940] lr: 3.894e-04, eta: 5:51:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3779, loss: 1.3779 +2025-06-26 21:12:37,470 - pyskl - INFO - Epoch [139][300/3940] lr: 3.878e-04, eta: 5:50:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3842, loss: 1.3842 +2025-06-26 21:13:21,658 - pyskl - INFO - Epoch [139][400/3940] lr: 3.861e-04, eta: 5:49:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4127, loss: 1.4127 +2025-06-26 21:14:05,884 - pyskl - INFO - Epoch [139][500/3940] lr: 3.845e-04, eta: 5:48:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.3453, loss: 1.3453 +2025-06-26 21:14:50,085 - pyskl - INFO - Epoch [139][600/3940] lr: 3.829e-04, eta: 5:48:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3955, loss: 1.3955 +2025-06-26 21:15:34,238 - pyskl - INFO - Epoch [139][700/3940] lr: 3.812e-04, eta: 5:47:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3375, loss: 1.3375 +2025-06-26 21:16:18,612 - pyskl - INFO - Epoch [139][800/3940] lr: 3.796e-04, eta: 5:46:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 1.3984, loss: 1.3984 +2025-06-26 21:17:03,015 - pyskl - INFO - Epoch [139][900/3940] lr: 3.780e-04, eta: 5:45:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.4275, loss: 1.4275 +2025-06-26 21:17:47,435 - pyskl - INFO - Epoch [139][1000/3940] lr: 3.764e-04, eta: 5:45:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3741, loss: 1.3741 +2025-06-26 21:18:31,780 - pyskl - INFO - Epoch [139][1100/3940] lr: 3.748e-04, eta: 5:44:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.4217, loss: 1.4217 +2025-06-26 21:19:16,075 - pyskl - INFO - Epoch [139][1200/3940] lr: 3.731e-04, eta: 5:43:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3940, loss: 1.3940 +2025-06-26 21:20:00,546 - pyskl - INFO - Epoch [139][1300/3940] lr: 3.715e-04, eta: 5:42:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3446, loss: 1.3446 +2025-06-26 21:20:45,014 - pyskl - INFO - Epoch [139][1400/3940] lr: 3.699e-04, eta: 5:42:05, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.4291, loss: 1.4291 +2025-06-26 21:21:29,200 - pyskl - INFO - Epoch [139][1500/3940] lr: 3.683e-04, eta: 5:41:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3728, loss: 1.3728 +2025-06-26 21:22:13,282 - pyskl - INFO - Epoch [139][1600/3940] lr: 3.667e-04, eta: 5:40:36, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 1.3824, loss: 1.3824 +2025-06-26 21:22:57,338 - pyskl - INFO - Epoch [139][1700/3940] lr: 3.651e-04, eta: 5:39:51, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3421, loss: 1.3421 +2025-06-26 21:23:41,507 - pyskl - INFO - Epoch [139][1800/3940] lr: 3.635e-04, eta: 5:39:06, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3804, loss: 1.3804 +2025-06-26 21:24:25,612 - pyskl - INFO - Epoch [139][1900/3940] lr: 3.619e-04, eta: 5:38:21, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.4036, loss: 1.4036 +2025-06-26 21:25:09,682 - pyskl - INFO - Epoch [139][2000/3940] lr: 3.604e-04, eta: 5:37:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3425, loss: 1.3425 +2025-06-26 21:25:53,861 - pyskl - INFO - Epoch [139][2100/3940] lr: 3.588e-04, eta: 5:36:52, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4031, loss: 1.4031 +2025-06-26 21:26:37,950 - pyskl - INFO - Epoch [139][2200/3940] lr: 3.572e-04, eta: 5:36:07, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3500, loss: 1.3500 +2025-06-26 21:27:22,071 - pyskl - INFO - Epoch [139][2300/3940] lr: 3.556e-04, eta: 5:35:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4459, loss: 1.4459 +2025-06-26 21:28:06,161 - pyskl - INFO - Epoch [139][2400/3940] lr: 3.541e-04, eta: 5:34:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.4064, loss: 1.4064 +2025-06-26 21:28:50,312 - pyskl - INFO - Epoch [139][2500/3940] lr: 3.525e-04, eta: 5:33:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3570, loss: 1.3570 +2025-06-26 21:29:34,387 - pyskl - INFO - Epoch [139][2600/3940] lr: 3.509e-04, eta: 5:33:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.3748, loss: 1.3748 +2025-06-26 21:30:18,550 - pyskl - INFO - Epoch [139][2700/3940] lr: 3.494e-04, eta: 5:32:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.4154, loss: 1.4154 +2025-06-26 21:31:02,682 - pyskl - INFO - Epoch [139][2800/3940] lr: 3.478e-04, eta: 5:31:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4104, loss: 1.4104 +2025-06-26 21:31:46,835 - pyskl - INFO - Epoch [139][2900/3940] lr: 3.462e-04, eta: 5:30:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3765, loss: 1.3765 +2025-06-26 21:32:30,984 - pyskl - INFO - Epoch [139][3000/3940] lr: 3.447e-04, eta: 5:30:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 1.4021, loss: 1.4021 +2025-06-26 21:33:15,130 - pyskl - INFO - Epoch [139][3100/3940] lr: 3.431e-04, eta: 5:29:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4404, loss: 1.4404 +2025-06-26 21:33:59,227 - pyskl - INFO - Epoch [139][3200/3940] lr: 3.416e-04, eta: 5:28:39, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.4097, loss: 1.4097 +2025-06-26 21:34:43,353 - pyskl - INFO - Epoch [139][3300/3940] lr: 3.401e-04, eta: 5:27:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4117, loss: 1.4117 +2025-06-26 21:35:27,602 - pyskl - INFO - Epoch [139][3400/3940] lr: 3.385e-04, eta: 5:27:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3589, loss: 1.3589 +2025-06-26 21:36:11,760 - pyskl - INFO - Epoch [139][3500/3940] lr: 3.370e-04, eta: 5:26:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.4053, loss: 1.4053 +2025-06-26 21:36:55,746 - pyskl - INFO - Epoch [139][3600/3940] lr: 3.355e-04, eta: 5:25:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4152, loss: 1.4152 +2025-06-26 21:37:39,883 - pyskl - INFO - Epoch [139][3700/3940] lr: 3.339e-04, eta: 5:24:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3834, loss: 1.3834 +2025-06-26 21:38:24,009 - pyskl - INFO - Epoch [139][3800/3940] lr: 3.324e-04, eta: 5:24:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4282, loss: 1.4282 +2025-06-26 21:39:08,220 - pyskl - INFO - Epoch [139][3900/3940] lr: 3.309e-04, eta: 5:23:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3913, loss: 1.3913 +2025-06-26 21:39:26,256 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-26 21:42:51,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 21:42:51,990 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9761 +2025-06-26 21:42:52,008 - pyskl - INFO - Epoch(val) [139][3183] top1_acc: 0.8775, top5_acc: 0.9761 +2025-06-26 21:44:02,450 - pyskl - INFO - Epoch [140][100/3940] lr: 3.288e-04, eta: 5:22:24, time: 0.704, data_time: 0.260, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.4048, loss: 1.4048 +2025-06-26 21:44:46,769 - pyskl - INFO - Epoch [140][200/3940] lr: 3.273e-04, eta: 5:21:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 1.3910, loss: 1.3910 +2025-06-26 21:45:31,222 - pyskl - INFO - Epoch [140][300/3940] lr: 3.257e-04, eta: 5:20:54, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.3816, loss: 1.3816 +2025-06-26 21:46:15,599 - pyskl - INFO - Epoch [140][400/3940] lr: 3.242e-04, eta: 5:20:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3198, loss: 1.3198 +2025-06-26 21:47:00,033 - pyskl - INFO - Epoch [140][500/3940] lr: 3.227e-04, eta: 5:19:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.3244, loss: 1.3244 +2025-06-26 21:47:44,630 - pyskl - INFO - Epoch [140][600/3940] lr: 3.212e-04, eta: 5:18:40, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.3602, loss: 1.3602 +2025-06-26 21:48:29,285 - pyskl - INFO - Epoch [140][700/3940] lr: 3.197e-04, eta: 5:17:55, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3649, loss: 1.3649 +2025-06-26 21:49:13,681 - pyskl - INFO - Epoch [140][800/3940] lr: 3.183e-04, eta: 5:17:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4104, loss: 1.4104 +2025-06-26 21:49:58,046 - pyskl - INFO - Epoch [140][900/3940] lr: 3.168e-04, eta: 5:16:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3396, loss: 1.3396 +2025-06-26 21:50:42,478 - pyskl - INFO - Epoch [140][1000/3940] lr: 3.153e-04, eta: 5:15:41, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3457, loss: 1.3457 +2025-06-26 21:51:26,866 - pyskl - INFO - Epoch [140][1100/3940] lr: 3.138e-04, eta: 5:14:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4091, loss: 1.4091 +2025-06-26 21:52:11,196 - pyskl - INFO - Epoch [140][1200/3940] lr: 3.123e-04, eta: 5:14:11, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.3984, loss: 1.3984 +2025-06-26 21:52:55,547 - pyskl - INFO - Epoch [140][1300/3940] lr: 3.108e-04, eta: 5:13:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3490, loss: 1.3490 +2025-06-26 21:53:39,897 - pyskl - INFO - Epoch [140][1400/3940] lr: 3.094e-04, eta: 5:12:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3831, loss: 1.3831 +2025-06-26 21:54:24,183 - pyskl - INFO - Epoch [140][1500/3940] lr: 3.079e-04, eta: 5:11:57, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3602, loss: 1.3602 +2025-06-26 21:55:08,462 - pyskl - INFO - Epoch [140][1600/3940] lr: 3.064e-04, eta: 5:11:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3561, loss: 1.3561 +2025-06-26 21:55:52,797 - pyskl - INFO - Epoch [140][1700/3940] lr: 3.050e-04, eta: 5:10:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3799, loss: 1.3799 +2025-06-26 21:56:37,138 - pyskl - INFO - Epoch [140][1800/3940] lr: 3.035e-04, eta: 5:09:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.3641, loss: 1.3641 +2025-06-26 21:57:21,566 - pyskl - INFO - Epoch [140][1900/3940] lr: 3.021e-04, eta: 5:08:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 1.4111, loss: 1.4111 +2025-06-26 21:58:05,909 - pyskl - INFO - Epoch [140][2000/3940] lr: 3.006e-04, eta: 5:08:13, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.3821, loss: 1.3821 +2025-06-26 21:58:50,267 - pyskl - INFO - Epoch [140][2100/3940] lr: 2.992e-04, eta: 5:07:28, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3144, loss: 1.3144 +2025-06-26 21:59:34,614 - pyskl - INFO - Epoch [140][2200/3940] lr: 2.977e-04, eta: 5:06:44, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.3840, loss: 1.3840 +2025-06-26 22:00:19,001 - pyskl - INFO - Epoch [140][2300/3940] lr: 2.963e-04, eta: 5:05:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3820, loss: 1.3820 +2025-06-26 22:01:03,354 - pyskl - INFO - Epoch [140][2400/3940] lr: 2.949e-04, eta: 5:05:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3979, loss: 1.3979 +2025-06-26 22:01:47,709 - pyskl - INFO - Epoch [140][2500/3940] lr: 2.934e-04, eta: 5:04:29, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3498, loss: 1.3498 +2025-06-26 22:02:32,089 - pyskl - INFO - Epoch [140][2600/3940] lr: 2.920e-04, eta: 5:03:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9969, loss_cls: 1.3747, loss: 1.3747 +2025-06-26 22:03:16,541 - pyskl - INFO - Epoch [140][2700/3940] lr: 2.906e-04, eta: 5:03:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.3732, loss: 1.3732 +2025-06-26 22:04:00,905 - pyskl - INFO - Epoch [140][2800/3940] lr: 2.891e-04, eta: 5:02:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4290, loss: 1.4290 +2025-06-26 22:04:45,337 - pyskl - INFO - Epoch [140][2900/3940] lr: 2.877e-04, eta: 5:01:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3843, loss: 1.3843 +2025-06-26 22:05:29,738 - pyskl - INFO - Epoch [140][3000/3940] lr: 2.863e-04, eta: 5:00:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3724, loss: 1.3724 +2025-06-26 22:06:14,018 - pyskl - INFO - Epoch [140][3100/3940] lr: 2.849e-04, eta: 5:00:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.3530, loss: 1.3530 +2025-06-26 22:06:58,461 - pyskl - INFO - Epoch [140][3200/3940] lr: 2.835e-04, eta: 4:59:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4086, loss: 1.4086 +2025-06-26 22:07:42,760 - pyskl - INFO - Epoch [140][3300/3940] lr: 2.821e-04, eta: 4:58:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3791, loss: 1.3791 +2025-06-26 22:08:27,093 - pyskl - INFO - Epoch [140][3400/3940] lr: 2.807e-04, eta: 4:57:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3460, loss: 1.3460 +2025-06-26 22:09:11,473 - pyskl - INFO - Epoch [140][3500/3940] lr: 2.793e-04, eta: 4:57:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3937, loss: 1.3937 +2025-06-26 22:09:55,805 - pyskl - INFO - Epoch [140][3600/3940] lr: 2.779e-04, eta: 4:56:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3636, loss: 1.3636 +2025-06-26 22:10:40,116 - pyskl - INFO - Epoch [140][3700/3940] lr: 2.765e-04, eta: 4:55:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.3661, loss: 1.3661 +2025-06-26 22:11:24,444 - pyskl - INFO - Epoch [140][3800/3940] lr: 2.751e-04, eta: 4:54:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3587, loss: 1.3587 +2025-06-26 22:12:08,788 - pyskl - INFO - Epoch [140][3900/3940] lr: 2.737e-04, eta: 4:54:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.4158, loss: 1.4158 +2025-06-26 22:12:26,806 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-26 22:30:39,540 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 22:30:40,004 - pyskl - INFO - +top1_acc 0.8772 +top5_acc 0.9758 +2025-06-26 22:30:40,022 - pyskl - INFO - Epoch(val) [140][3183] top1_acc: 0.8772, top5_acc: 0.9758 +2025-06-26 22:31:51,169 - pyskl - INFO - Epoch [141][100/3940] lr: 2.718e-04, eta: 4:53:01, time: 0.711, data_time: 0.261, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3082, loss: 1.3082 +2025-06-26 22:32:36,104 - pyskl - INFO - Epoch [141][200/3940] lr: 2.704e-04, eta: 4:52:16, time: 0.449, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3909, loss: 1.3909 +2025-06-26 22:33:20,789 - pyskl - INFO - Epoch [141][300/3940] lr: 2.690e-04, eta: 4:51:31, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3682, loss: 1.3682 +2025-06-26 22:34:05,430 - pyskl - INFO - Epoch [141][400/3940] lr: 2.677e-04, eta: 4:50:46, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3852, loss: 1.3852 +2025-06-26 22:34:50,012 - pyskl - INFO - Epoch [141][500/3940] lr: 2.663e-04, eta: 4:50:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3762, loss: 1.3762 +2025-06-26 22:35:34,596 - pyskl - INFO - Epoch [141][600/3940] lr: 2.649e-04, eta: 4:49:17, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3503, loss: 1.3503 +2025-06-26 22:36:19,143 - pyskl - INFO - Epoch [141][700/3940] lr: 2.636e-04, eta: 4:48:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.3613, loss: 1.3613 +2025-06-26 22:37:03,713 - pyskl - INFO - Epoch [141][800/3940] lr: 2.622e-04, eta: 4:47:47, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3437, loss: 1.3437 +2025-06-26 22:37:48,301 - pyskl - INFO - Epoch [141][900/3940] lr: 2.609e-04, eta: 4:47:03, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3519, loss: 1.3519 +2025-06-26 22:38:32,770 - pyskl - INFO - Epoch [141][1000/3940] lr: 2.595e-04, eta: 4:46:18, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.3640, loss: 1.3640 +2025-06-26 22:39:17,177 - pyskl - INFO - Epoch [141][1100/3940] lr: 2.582e-04, eta: 4:45:33, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3387, loss: 1.3387 +2025-06-26 22:40:01,561 - pyskl - INFO - Epoch [141][1200/3940] lr: 2.568e-04, eta: 4:44:48, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3872, loss: 1.3872 +2025-06-26 22:40:46,129 - pyskl - INFO - Epoch [141][1300/3940] lr: 2.555e-04, eta: 4:44:04, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3440, loss: 1.3440 +2025-06-26 22:41:30,860 - pyskl - INFO - Epoch [141][1400/3940] lr: 2.542e-04, eta: 4:43:19, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3221, loss: 1.3221 +2025-06-26 22:42:15,522 - pyskl - INFO - Epoch [141][1500/3940] lr: 2.528e-04, eta: 4:42:34, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3069, loss: 1.3069 +2025-06-26 22:43:00,244 - pyskl - INFO - Epoch [141][1600/3940] lr: 2.515e-04, eta: 4:41:49, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 1.3626, loss: 1.3626 +2025-06-26 22:43:44,918 - pyskl - INFO - Epoch [141][1700/3940] lr: 2.502e-04, eta: 4:41:05, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.3319, loss: 1.3319 +2025-06-26 22:44:29,705 - pyskl - INFO - Epoch [141][1800/3940] lr: 2.489e-04, eta: 4:40:20, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3859, loss: 1.3859 +2025-06-26 22:45:14,346 - pyskl - INFO - Epoch [141][1900/3940] lr: 2.475e-04, eta: 4:39:35, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3407, loss: 1.3407 +2025-06-26 22:45:58,890 - pyskl - INFO - Epoch [141][2000/3940] lr: 2.462e-04, eta: 4:38:50, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3435, loss: 1.3435 +2025-06-26 22:46:43,372 - pyskl - INFO - Epoch [141][2100/3940] lr: 2.449e-04, eta: 4:38:06, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3278, loss: 1.3278 +2025-06-26 22:47:27,768 - pyskl - INFO - Epoch [141][2200/3940] lr: 2.436e-04, eta: 4:37:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3928, loss: 1.3928 +2025-06-26 22:48:12,204 - pyskl - INFO - Epoch [141][2300/3940] lr: 2.423e-04, eta: 4:36:36, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3991, loss: 1.3991 +2025-06-26 22:48:56,686 - pyskl - INFO - Epoch [141][2400/3940] lr: 2.410e-04, eta: 4:35:51, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3766, loss: 1.3766 +2025-06-26 22:49:41,217 - pyskl - INFO - Epoch [141][2500/3940] lr: 2.397e-04, eta: 4:35:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.3901, loss: 1.3901 +2025-06-26 22:50:25,717 - pyskl - INFO - Epoch [141][2600/3940] lr: 2.384e-04, eta: 4:34:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3060, loss: 1.3060 +2025-06-26 22:51:10,318 - pyskl - INFO - Epoch [141][2700/3940] lr: 2.371e-04, eta: 4:33:37, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3370, loss: 1.3370 +2025-06-26 22:51:55,077 - pyskl - INFO - Epoch [141][2800/3940] lr: 2.358e-04, eta: 4:32:52, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3191, loss: 1.3191 +2025-06-26 22:52:39,778 - pyskl - INFO - Epoch [141][2900/3940] lr: 2.346e-04, eta: 4:32:08, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3796, loss: 1.3796 +2025-06-26 22:53:24,313 - pyskl - INFO - Epoch [141][3000/3940] lr: 2.333e-04, eta: 4:31:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3679, loss: 1.3679 +2025-06-26 22:54:09,155 - pyskl - INFO - Epoch [141][3100/3940] lr: 2.320e-04, eta: 4:30:38, time: 0.448, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2939, loss: 1.2939 +2025-06-26 22:54:53,714 - pyskl - INFO - Epoch [141][3200/3940] lr: 2.307e-04, eta: 4:29:54, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.3889, loss: 1.3889 +2025-06-26 22:55:38,236 - pyskl - INFO - Epoch [141][3300/3940] lr: 2.295e-04, eta: 4:29:09, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.3672, loss: 1.3672 +2025-06-26 22:56:22,744 - pyskl - INFO - Epoch [141][3400/3940] lr: 2.282e-04, eta: 4:28:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3973, loss: 1.3973 +2025-06-26 22:57:07,396 - pyskl - INFO - Epoch [141][3500/3940] lr: 2.269e-04, eta: 4:27:39, time: 0.447, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3332, loss: 1.3332 +2025-06-26 22:57:51,842 - pyskl - INFO - Epoch [141][3600/3940] lr: 2.257e-04, eta: 4:26:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3354, loss: 1.3354 +2025-06-26 22:58:36,247 - pyskl - INFO - Epoch [141][3700/3940] lr: 2.244e-04, eta: 4:26:10, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3818, loss: 1.3818 +2025-06-26 22:59:20,574 - pyskl - INFO - Epoch [141][3800/3940] lr: 2.232e-04, eta: 4:25:25, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3225, loss: 1.3225 +2025-06-26 23:00:04,870 - pyskl - INFO - Epoch [141][3900/3940] lr: 2.219e-04, eta: 4:24:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3088, loss: 1.3088 +2025-06-26 23:00:23,044 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-26 23:03:47,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 23:03:47,801 - pyskl - INFO - +top1_acc 0.8806 +top5_acc 0.9812 +2025-06-26 23:03:47,863 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_137.pth was removed +2025-06-26 23:03:48,971 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-06-26 23:03:48,974 - pyskl - INFO - Best top1_acc is 0.8806 at 141 epoch. +2025-06-26 23:03:49,002 - pyskl - INFO - Epoch(val) [141][3183] top1_acc: 0.8806, top5_acc: 0.9812 +2025-06-26 23:05:00,401 - pyskl - INFO - Epoch [142][100/3940] lr: 2.202e-04, eta: 4:23:38, time: 0.714, data_time: 0.270, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3607, loss: 1.3607 +2025-06-26 23:05:44,760 - pyskl - INFO - Epoch [142][200/3940] lr: 2.189e-04, eta: 4:22:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3513, loss: 1.3513 +2025-06-26 23:06:29,153 - pyskl - INFO - Epoch [142][300/3940] lr: 2.177e-04, eta: 4:22:09, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3316, loss: 1.3316 +2025-06-26 23:07:13,392 - pyskl - INFO - Epoch [142][400/3940] lr: 2.165e-04, eta: 4:21:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3303, loss: 1.3303 +2025-06-26 23:07:57,644 - pyskl - INFO - Epoch [142][500/3940] lr: 2.152e-04, eta: 4:20:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3049, loss: 1.3049 +2025-06-26 23:08:42,014 - pyskl - INFO - Epoch [142][600/3940] lr: 2.140e-04, eta: 4:19:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.3451, loss: 1.3451 +2025-06-26 23:09:26,322 - pyskl - INFO - Epoch [142][700/3940] lr: 2.128e-04, eta: 4:19:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3302, loss: 1.3302 +2025-06-26 23:10:10,711 - pyskl - INFO - Epoch [142][800/3940] lr: 2.116e-04, eta: 4:18:25, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3375, loss: 1.3375 +2025-06-26 23:10:55,041 - pyskl - INFO - Epoch [142][900/3940] lr: 2.104e-04, eta: 4:17:40, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3695, loss: 1.3695 +2025-06-26 23:11:39,425 - pyskl - INFO - Epoch [142][1000/3940] lr: 2.091e-04, eta: 4:16:55, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3672, loss: 1.3672 +2025-06-26 23:12:23,778 - pyskl - INFO - Epoch [142][1100/3940] lr: 2.079e-04, eta: 4:16:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3373, loss: 1.3373 +2025-06-26 23:13:08,166 - pyskl - INFO - Epoch [142][1200/3940] lr: 2.067e-04, eta: 4:15:26, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 1.3440, loss: 1.3440 +2025-06-26 23:13:52,503 - pyskl - INFO - Epoch [142][1300/3940] lr: 2.055e-04, eta: 4:14:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3177, loss: 1.3177 +2025-06-26 23:14:36,889 - pyskl - INFO - Epoch [142][1400/3940] lr: 2.043e-04, eta: 4:13:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3427, loss: 1.3427 +2025-06-26 23:15:21,234 - pyskl - INFO - Epoch [142][1500/3940] lr: 2.031e-04, eta: 4:13:12, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3595, loss: 1.3595 +2025-06-26 23:16:05,608 - pyskl - INFO - Epoch [142][1600/3940] lr: 2.019e-04, eta: 4:12:27, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.3874, loss: 1.3874 +2025-06-26 23:16:50,028 - pyskl - INFO - Epoch [142][1700/3940] lr: 2.008e-04, eta: 4:11:42, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3239, loss: 1.3239 +2025-06-26 23:17:34,514 - pyskl - INFO - Epoch [142][1800/3940] lr: 1.996e-04, eta: 4:10:57, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3518, loss: 1.3518 +2025-06-26 23:18:18,867 - pyskl - INFO - Epoch [142][1900/3940] lr: 1.984e-04, eta: 4:10:13, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3779, loss: 1.3779 +2025-06-26 23:19:03,206 - pyskl - INFO - Epoch [142][2000/3940] lr: 1.972e-04, eta: 4:09:28, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 1.3325, loss: 1.3325 +2025-06-26 23:19:47,545 - pyskl - INFO - Epoch [142][2100/3940] lr: 1.960e-04, eta: 4:08:43, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4209, loss: 1.4209 +2025-06-26 23:20:31,897 - pyskl - INFO - Epoch [142][2200/3940] lr: 1.949e-04, eta: 4:07:58, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3131, loss: 1.3131 +2025-06-26 23:21:16,376 - pyskl - INFO - Epoch [142][2300/3940] lr: 1.937e-04, eta: 4:07:13, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3882, loss: 1.3882 +2025-06-26 23:22:00,726 - pyskl - INFO - Epoch [142][2400/3940] lr: 1.925e-04, eta: 4:06:29, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3320, loss: 1.3320 +2025-06-26 23:22:45,177 - pyskl - INFO - Epoch [142][2500/3940] lr: 1.914e-04, eta: 4:05:44, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3444, loss: 1.3444 +2025-06-26 23:23:29,605 - pyskl - INFO - Epoch [142][2600/3940] lr: 1.902e-04, eta: 4:04:59, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3636, loss: 1.3636 +2025-06-26 23:24:14,060 - pyskl - INFO - Epoch [142][2700/3940] lr: 1.891e-04, eta: 4:04:14, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3809, loss: 1.3809 +2025-06-26 23:24:58,506 - pyskl - INFO - Epoch [142][2800/3940] lr: 1.879e-04, eta: 4:03:30, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3303, loss: 1.3303 +2025-06-26 23:25:43,025 - pyskl - INFO - Epoch [142][2900/3940] lr: 1.868e-04, eta: 4:02:45, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3522, loss: 1.3522 +2025-06-26 23:26:27,452 - pyskl - INFO - Epoch [142][3000/3940] lr: 1.856e-04, eta: 4:02:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3163, loss: 1.3163 +2025-06-26 23:27:11,926 - pyskl - INFO - Epoch [142][3100/3940] lr: 1.845e-04, eta: 4:01:15, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 1.2834, loss: 1.2834 +2025-06-26 23:27:56,343 - pyskl - INFO - Epoch [142][3200/3940] lr: 1.834e-04, eta: 4:00:31, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3788, loss: 1.3788 +2025-06-26 23:28:40,733 - pyskl - INFO - Epoch [142][3300/3940] lr: 1.822e-04, eta: 3:59:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3334, loss: 1.3334 +2025-06-26 23:29:25,144 - pyskl - INFO - Epoch [142][3400/3940] lr: 1.811e-04, eta: 3:59:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.3827, loss: 1.3827 +2025-06-26 23:30:09,509 - pyskl - INFO - Epoch [142][3500/3940] lr: 1.800e-04, eta: 3:58:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 1.3495, loss: 1.3495 +2025-06-26 23:30:53,942 - pyskl - INFO - Epoch [142][3600/3940] lr: 1.788e-04, eta: 3:57:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3489, loss: 1.3489 +2025-06-26 23:31:38,401 - pyskl - INFO - Epoch [142][3700/3940] lr: 1.777e-04, eta: 3:56:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3471, loss: 1.3471 +2025-06-26 23:32:22,832 - pyskl - INFO - Epoch [142][3800/3940] lr: 1.766e-04, eta: 3:56:02, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3902, loss: 1.3902 +2025-06-26 23:33:07,355 - pyskl - INFO - Epoch [142][3900/3940] lr: 1.755e-04, eta: 3:55:17, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3392, loss: 1.3392 +2025-06-26 23:33:25,415 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-26 23:36:51,206 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-26 23:36:51,673 - pyskl - INFO - +top1_acc 0.8853 +top5_acc 0.9821 +2025-06-26 23:36:51,729 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_141.pth was removed +2025-06-26 23:36:52,766 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-06-26 23:36:52,768 - pyskl - INFO - Best top1_acc is 0.8853 at 142 epoch. +2025-06-26 23:36:52,786 - pyskl - INFO - Epoch(val) [142][3183] top1_acc: 0.8853, top5_acc: 0.9821 +2025-06-26 23:38:03,028 - pyskl - INFO - Epoch [143][100/3940] lr: 1.740e-04, eta: 3:54:15, time: 0.702, data_time: 0.261, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2890, loss: 1.2890 +2025-06-26 23:38:47,370 - pyskl - INFO - Epoch [143][200/3940] lr: 1.729e-04, eta: 3:53:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3610, loss: 1.3610 +2025-06-26 23:39:31,662 - pyskl - INFO - Epoch [143][300/3940] lr: 1.718e-04, eta: 3:52:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3065, loss: 1.3065 +2025-06-26 23:40:16,010 - pyskl - INFO - Epoch [143][400/3940] lr: 1.707e-04, eta: 3:52:01, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3220, loss: 1.3220 +2025-06-26 23:41:00,217 - pyskl - INFO - Epoch [143][500/3940] lr: 1.696e-04, eta: 3:51:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3260, loss: 1.3260 +2025-06-26 23:41:44,529 - pyskl - INFO - Epoch [143][600/3940] lr: 1.685e-04, eta: 3:50:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3257, loss: 1.3257 +2025-06-26 23:42:28,844 - pyskl - INFO - Epoch [143][700/3940] lr: 1.674e-04, eta: 3:49:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2747, loss: 1.2747 +2025-06-26 23:43:13,179 - pyskl - INFO - Epoch [143][800/3940] lr: 1.663e-04, eta: 3:49:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2886, loss: 1.2886 +2025-06-26 23:43:57,450 - pyskl - INFO - Epoch [143][900/3940] lr: 1.652e-04, eta: 3:48:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3449, loss: 1.3449 +2025-06-26 23:44:41,708 - pyskl - INFO - Epoch [143][1000/3940] lr: 1.642e-04, eta: 3:47:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3632, loss: 1.3632 +2025-06-26 23:45:26,054 - pyskl - INFO - Epoch [143][1100/3940] lr: 1.631e-04, eta: 3:46:48, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3750, loss: 1.3750 +2025-06-26 23:46:10,373 - pyskl - INFO - Epoch [143][1200/3940] lr: 1.620e-04, eta: 3:46:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 1.3176, loss: 1.3176 +2025-06-26 23:46:54,686 - pyskl - INFO - Epoch [143][1300/3940] lr: 1.609e-04, eta: 3:45:18, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3242, loss: 1.3242 +2025-06-26 23:47:39,026 - pyskl - INFO - Epoch [143][1400/3940] lr: 1.599e-04, eta: 3:44:33, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3662, loss: 1.3662 +2025-06-26 23:48:23,348 - pyskl - INFO - Epoch [143][1500/3940] lr: 1.588e-04, eta: 3:43:49, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3382, loss: 1.3382 +2025-06-26 23:49:07,601 - pyskl - INFO - Epoch [143][1600/3940] lr: 1.578e-04, eta: 3:43:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3199, loss: 1.3199 +2025-06-26 23:49:51,923 - pyskl - INFO - Epoch [143][1700/3940] lr: 1.567e-04, eta: 3:42:19, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3308, loss: 1.3308 +2025-06-26 23:50:36,296 - pyskl - INFO - Epoch [143][1800/3940] lr: 1.557e-04, eta: 3:41:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3560, loss: 1.3560 +2025-06-26 23:51:20,577 - pyskl - INFO - Epoch [143][1900/3940] lr: 1.546e-04, eta: 3:40:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3386, loss: 1.3386 +2025-06-26 23:52:04,863 - pyskl - INFO - Epoch [143][2000/3940] lr: 1.536e-04, eta: 3:40:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3693, loss: 1.3693 +2025-06-26 23:52:49,160 - pyskl - INFO - Epoch [143][2100/3940] lr: 1.526e-04, eta: 3:39:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 1.3671, loss: 1.3671 +2025-06-26 23:53:33,448 - pyskl - INFO - Epoch [143][2200/3940] lr: 1.515e-04, eta: 3:38:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3341, loss: 1.3341 +2025-06-26 23:54:17,732 - pyskl - INFO - Epoch [143][2300/3940] lr: 1.505e-04, eta: 3:37:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2654, loss: 1.2654 +2025-06-26 23:55:01,994 - pyskl - INFO - Epoch [143][2400/3940] lr: 1.495e-04, eta: 3:37:06, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3472, loss: 1.3472 +2025-06-26 23:55:46,266 - pyskl - INFO - Epoch [143][2500/3940] lr: 1.484e-04, eta: 3:36:21, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3612, loss: 1.3612 +2025-06-26 23:56:30,505 - pyskl - INFO - Epoch [143][2600/3940] lr: 1.474e-04, eta: 3:35:36, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3293, loss: 1.3293 +2025-06-26 23:57:14,795 - pyskl - INFO - Epoch [143][2700/3940] lr: 1.464e-04, eta: 3:34:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3521, loss: 1.3521 +2025-06-26 23:57:59,049 - pyskl - INFO - Epoch [143][2800/3940] lr: 1.454e-04, eta: 3:34:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.3499, loss: 1.3499 +2025-06-26 23:58:43,230 - pyskl - INFO - Epoch [143][2900/3940] lr: 1.444e-04, eta: 3:33:22, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3468, loss: 1.3468 +2025-06-26 23:59:27,412 - pyskl - INFO - Epoch [143][3000/3940] lr: 1.434e-04, eta: 3:32:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3087, loss: 1.3087 +2025-06-27 00:00:11,631 - pyskl - INFO - Epoch [143][3100/3940] lr: 1.424e-04, eta: 3:31:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3487, loss: 1.3487 +2025-06-27 00:00:55,870 - pyskl - INFO - Epoch [143][3200/3940] lr: 1.414e-04, eta: 3:31:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.3435, loss: 1.3435 +2025-06-27 00:01:40,178 - pyskl - INFO - Epoch [143][3300/3940] lr: 1.404e-04, eta: 3:30:23, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3073, loss: 1.3073 +2025-06-27 00:02:24,438 - pyskl - INFO - Epoch [143][3400/3940] lr: 1.394e-04, eta: 3:29:38, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3677, loss: 1.3677 +2025-06-27 00:03:08,663 - pyskl - INFO - Epoch [143][3500/3940] lr: 1.384e-04, eta: 3:28:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3318, loss: 1.3318 +2025-06-27 00:03:52,817 - pyskl - INFO - Epoch [143][3600/3940] lr: 1.374e-04, eta: 3:28:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3115, loss: 1.3115 +2025-06-27 00:04:37,124 - pyskl - INFO - Epoch [143][3700/3940] lr: 1.364e-04, eta: 3:27:24, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3459, loss: 1.3459 +2025-06-27 00:05:21,376 - pyskl - INFO - Epoch [143][3800/3940] lr: 1.355e-04, eta: 3:26:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3218, loss: 1.3218 +2025-06-27 00:06:05,589 - pyskl - INFO - Epoch [143][3900/3940] lr: 1.345e-04, eta: 3:25:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.3212, loss: 1.3212 +2025-06-27 00:06:23,577 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-27 00:09:47,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 00:09:47,883 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9807 +2025-06-27 00:09:47,901 - pyskl - INFO - Epoch(val) [143][3183] top1_acc: 0.8793, top5_acc: 0.9807 +2025-06-27 00:10:57,752 - pyskl - INFO - Epoch [144][100/3940] lr: 1.331e-04, eta: 3:24:52, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3507, loss: 1.3507 +2025-06-27 00:11:42,059 - pyskl - INFO - Epoch [144][200/3940] lr: 1.322e-04, eta: 3:24:07, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3283, loss: 1.3283 +2025-06-27 00:12:26,476 - pyskl - INFO - Epoch [144][300/3940] lr: 1.312e-04, eta: 3:23:23, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3643, loss: 1.3643 +2025-06-27 00:13:10,887 - pyskl - INFO - Epoch [144][400/3940] lr: 1.303e-04, eta: 3:22:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3086, loss: 1.3086 +2025-06-27 00:13:55,197 - pyskl - INFO - Epoch [144][500/3940] lr: 1.293e-04, eta: 3:21:53, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3344, loss: 1.3344 +2025-06-27 00:14:39,401 - pyskl - INFO - Epoch [144][600/3940] lr: 1.283e-04, eta: 3:21:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.3201, loss: 1.3201 +2025-06-27 00:15:23,624 - pyskl - INFO - Epoch [144][700/3940] lr: 1.274e-04, eta: 3:20:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3494, loss: 1.3494 +2025-06-27 00:16:07,865 - pyskl - INFO - Epoch [144][800/3940] lr: 1.265e-04, eta: 3:19:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.3052, loss: 1.3052 +2025-06-27 00:16:52,038 - pyskl - INFO - Epoch [144][900/3940] lr: 1.255e-04, eta: 3:18:54, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3366, loss: 1.3366 +2025-06-27 00:17:36,205 - pyskl - INFO - Epoch [144][1000/3940] lr: 1.246e-04, eta: 3:18:09, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3350, loss: 1.3350 +2025-06-27 00:18:20,361 - pyskl - INFO - Epoch [144][1100/3940] lr: 1.236e-04, eta: 3:17:25, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3125, loss: 1.3125 +2025-06-27 00:19:04,562 - pyskl - INFO - Epoch [144][1200/3940] lr: 1.227e-04, eta: 3:16:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2814, loss: 1.2814 +2025-06-27 00:19:48,763 - pyskl - INFO - Epoch [144][1300/3940] lr: 1.218e-04, eta: 3:15:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3231, loss: 1.3231 +2025-06-27 00:20:33,075 - pyskl - INFO - Epoch [144][1400/3940] lr: 1.209e-04, eta: 3:15:10, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3347, loss: 1.3347 +2025-06-27 00:21:17,382 - pyskl - INFO - Epoch [144][1500/3940] lr: 1.199e-04, eta: 3:14:26, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.3439, loss: 1.3439 +2025-06-27 00:22:01,698 - pyskl - INFO - Epoch [144][1600/3940] lr: 1.190e-04, eta: 3:13:41, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3403, loss: 1.3403 +2025-06-27 00:22:46,095 - pyskl - INFO - Epoch [144][1700/3940] lr: 1.181e-04, eta: 3:12:56, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3211, loss: 1.3211 +2025-06-27 00:23:30,480 - pyskl - INFO - Epoch [144][1800/3940] lr: 1.172e-04, eta: 3:12:11, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3236, loss: 1.3236 +2025-06-27 00:24:14,816 - pyskl - INFO - Epoch [144][1900/3940] lr: 1.163e-04, eta: 3:11:27, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9981, loss_cls: 1.3102, loss: 1.3102 +2025-06-27 00:24:59,083 - pyskl - INFO - Epoch [144][2000/3940] lr: 1.154e-04, eta: 3:10:42, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3212, loss: 1.3212 +2025-06-27 00:25:43,290 - pyskl - INFO - Epoch [144][2100/3940] lr: 1.145e-04, eta: 3:09:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2725, loss: 1.2725 +2025-06-27 00:26:27,513 - pyskl - INFO - Epoch [144][2200/3940] lr: 1.136e-04, eta: 3:09:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3788, loss: 1.3788 +2025-06-27 00:27:11,732 - pyskl - INFO - Epoch [144][2300/3940] lr: 1.127e-04, eta: 3:08:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3198, loss: 1.3198 +2025-06-27 00:27:55,956 - pyskl - INFO - Epoch [144][2400/3940] lr: 1.118e-04, eta: 3:07:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2912, loss: 1.2912 +2025-06-27 00:28:40,162 - pyskl - INFO - Epoch [144][2500/3940] lr: 1.109e-04, eta: 3:06:58, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3135, loss: 1.3135 +2025-06-27 00:29:24,404 - pyskl - INFO - Epoch [144][2600/3940] lr: 1.100e-04, eta: 3:06:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3467, loss: 1.3467 +2025-06-27 00:30:09,015 - pyskl - INFO - Epoch [144][2700/3940] lr: 1.092e-04, eta: 3:05:29, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3237, loss: 1.3237 +2025-06-27 00:30:53,253 - pyskl - INFO - Epoch [144][2800/3940] lr: 1.083e-04, eta: 3:04:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3034, loss: 1.3034 +2025-06-27 00:31:37,533 - pyskl - INFO - Epoch [144][2900/3940] lr: 1.074e-04, eta: 3:03:59, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3401, loss: 1.3401 +2025-06-27 00:32:21,787 - pyskl - INFO - Epoch [144][3000/3940] lr: 1.066e-04, eta: 3:03:14, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.3460, loss: 1.3460 +2025-06-27 00:33:06,029 - pyskl - INFO - Epoch [144][3100/3940] lr: 1.057e-04, eta: 3:02:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.3439, loss: 1.3439 +2025-06-27 00:33:50,221 - pyskl - INFO - Epoch [144][3200/3940] lr: 1.048e-04, eta: 3:01:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3236, loss: 1.3236 +2025-06-27 00:34:34,504 - pyskl - INFO - Epoch [144][3300/3940] lr: 1.040e-04, eta: 3:01:00, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2839, loss: 1.2839 +2025-06-27 00:35:18,882 - pyskl - INFO - Epoch [144][3400/3940] lr: 1.031e-04, eta: 3:00:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3508, loss: 1.3508 +2025-06-27 00:36:03,184 - pyskl - INFO - Epoch [144][3500/3940] lr: 1.023e-04, eta: 2:59:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3538, loss: 1.3538 +2025-06-27 00:36:47,461 - pyskl - INFO - Epoch [144][3600/3940] lr: 1.014e-04, eta: 2:58:46, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2935, loss: 1.2935 +2025-06-27 00:37:31,825 - pyskl - INFO - Epoch [144][3700/3940] lr: 1.006e-04, eta: 2:58:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3547, loss: 1.3547 +2025-06-27 00:38:16,246 - pyskl - INFO - Epoch [144][3800/3940] lr: 9.974e-05, eta: 2:57:16, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2855, loss: 1.2855 +2025-06-27 00:39:00,645 - pyskl - INFO - Epoch [144][3900/3940] lr: 9.891e-05, eta: 2:56:32, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3565, loss: 1.3565 +2025-06-27 00:39:18,668 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-27 00:42:42,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 00:42:42,545 - pyskl - INFO - +top1_acc 0.8808 +top5_acc 0.9770 +2025-06-27 00:42:42,562 - pyskl - INFO - Epoch(val) [144][3183] top1_acc: 0.8808, top5_acc: 0.9770 +2025-06-27 00:43:52,180 - pyskl - INFO - Epoch [145][100/3940] lr: 9.774e-05, eta: 2:55:29, time: 0.696, data_time: 0.255, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3378, loss: 1.3378 +2025-06-27 00:44:36,415 - pyskl - INFO - Epoch [145][200/3940] lr: 9.692e-05, eta: 2:54:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2969, loss: 1.2969 +2025-06-27 00:45:20,940 - pyskl - INFO - Epoch [145][300/3940] lr: 9.609e-05, eta: 2:54:00, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2912, loss: 1.2912 +2025-06-27 00:46:05,228 - pyskl - INFO - Epoch [145][400/3940] lr: 9.527e-05, eta: 2:53:15, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.2974, loss: 1.2974 +2025-06-27 00:46:49,394 - pyskl - INFO - Epoch [145][500/3940] lr: 9.445e-05, eta: 2:52:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3571, loss: 1.3571 +2025-06-27 00:47:33,578 - pyskl - INFO - Epoch [145][600/3940] lr: 9.364e-05, eta: 2:51:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2913, loss: 1.2913 +2025-06-27 00:48:17,728 - pyskl - INFO - Epoch [145][700/3940] lr: 9.283e-05, eta: 2:51:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2923, loss: 1.2923 +2025-06-27 00:49:01,961 - pyskl - INFO - Epoch [145][800/3940] lr: 9.202e-05, eta: 2:50:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3003, loss: 1.3003 +2025-06-27 00:49:46,223 - pyskl - INFO - Epoch [145][900/3940] lr: 9.122e-05, eta: 2:49:31, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3133, loss: 1.3133 +2025-06-27 00:50:30,452 - pyskl - INFO - Epoch [145][1000/3940] lr: 9.042e-05, eta: 2:48:47, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.3008, loss: 1.3008 +2025-06-27 00:51:14,651 - pyskl - INFO - Epoch [145][1100/3940] lr: 8.963e-05, eta: 2:48:02, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3597, loss: 1.3597 +2025-06-27 00:51:58,833 - pyskl - INFO - Epoch [145][1200/3940] lr: 8.883e-05, eta: 2:47:17, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 1.3468, loss: 1.3468 +2025-06-27 00:52:43,105 - pyskl - INFO - Epoch [145][1300/3940] lr: 8.804e-05, eta: 2:46:32, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2457, loss: 1.2457 +2025-06-27 00:53:27,344 - pyskl - INFO - Epoch [145][1400/3940] lr: 8.726e-05, eta: 2:45:48, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3405, loss: 1.3405 +2025-06-27 00:54:11,625 - pyskl - INFO - Epoch [145][1500/3940] lr: 8.648e-05, eta: 2:45:03, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3218, loss: 1.3218 +2025-06-27 00:54:55,864 - pyskl - INFO - Epoch [145][1600/3940] lr: 8.570e-05, eta: 2:44:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.2887, loss: 1.2887 +2025-06-27 00:55:40,060 - pyskl - INFO - Epoch [145][1700/3940] lr: 8.492e-05, eta: 2:43:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3189, loss: 1.3189 +2025-06-27 00:56:24,301 - pyskl - INFO - Epoch [145][1800/3940] lr: 8.415e-05, eta: 2:42:49, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2804, loss: 1.2804 +2025-06-27 00:57:08,556 - pyskl - INFO - Epoch [145][1900/3940] lr: 8.338e-05, eta: 2:42:04, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3477, loss: 1.3477 +2025-06-27 00:57:52,735 - pyskl - INFO - Epoch [145][2000/3940] lr: 8.262e-05, eta: 2:41:19, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3064, loss: 1.3064 +2025-06-27 00:58:36,965 - pyskl - INFO - Epoch [145][2100/3940] lr: 8.186e-05, eta: 2:40:34, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2847, loss: 1.2847 +2025-06-27 00:59:21,166 - pyskl - INFO - Epoch [145][2200/3940] lr: 8.110e-05, eta: 2:39:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3246, loss: 1.3246 +2025-06-27 01:00:05,358 - pyskl - INFO - Epoch [145][2300/3940] lr: 8.035e-05, eta: 2:39:05, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3392, loss: 1.3392 +2025-06-27 01:00:49,493 - pyskl - INFO - Epoch [145][2400/3940] lr: 7.960e-05, eta: 2:38:20, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3237, loss: 1.3237 +2025-06-27 01:01:33,665 - pyskl - INFO - Epoch [145][2500/3940] lr: 7.885e-05, eta: 2:37:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3101, loss: 1.3101 +2025-06-27 01:02:17,983 - pyskl - INFO - Epoch [145][2600/3940] lr: 7.811e-05, eta: 2:36:51, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3090, loss: 1.3090 +2025-06-27 01:03:02,375 - pyskl - INFO - Epoch [145][2700/3940] lr: 7.737e-05, eta: 2:36:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.3041, loss: 1.3041 +2025-06-27 01:03:46,882 - pyskl - INFO - Epoch [145][2800/3940] lr: 7.663e-05, eta: 2:35:21, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2545, loss: 1.2545 +2025-06-27 01:04:31,181 - pyskl - INFO - Epoch [145][2900/3940] lr: 7.590e-05, eta: 2:34:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3437, loss: 1.3437 +2025-06-27 01:05:15,556 - pyskl - INFO - Epoch [145][3000/3940] lr: 7.517e-05, eta: 2:33:52, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 1.3423, loss: 1.3423 +2025-06-27 01:05:59,753 - pyskl - INFO - Epoch [145][3100/3940] lr: 7.444e-05, eta: 2:33:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3202, loss: 1.3202 +2025-06-27 01:06:44,067 - pyskl - INFO - Epoch [145][3200/3940] lr: 7.372e-05, eta: 2:32:22, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3464, loss: 1.3464 +2025-06-27 01:07:28,352 - pyskl - INFO - Epoch [145][3300/3940] lr: 7.300e-05, eta: 2:31:37, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3171, loss: 1.3171 +2025-06-27 01:08:12,492 - pyskl - INFO - Epoch [145][3400/3940] lr: 7.229e-05, eta: 2:30:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3189, loss: 1.3189 +2025-06-27 01:08:56,612 - pyskl - INFO - Epoch [145][3500/3940] lr: 7.157e-05, eta: 2:30:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3173, loss: 1.3173 +2025-06-27 01:09:40,767 - pyskl - INFO - Epoch [145][3600/3940] lr: 7.087e-05, eta: 2:29:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3201, loss: 1.3201 +2025-06-27 01:10:24,880 - pyskl - INFO - Epoch [145][3700/3940] lr: 7.016e-05, eta: 2:28:38, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3371, loss: 1.3371 +2025-06-27 01:11:09,011 - pyskl - INFO - Epoch [145][3800/3940] lr: 6.946e-05, eta: 2:27:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3044, loss: 1.3044 +2025-06-27 01:11:53,134 - pyskl - INFO - Epoch [145][3900/3940] lr: 6.876e-05, eta: 2:27:09, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2750, loss: 1.2750 +2025-06-27 01:12:11,095 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-27 01:31:06,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 01:31:07,208 - pyskl - INFO - +top1_acc 0.8790 +top5_acc 0.9763 +2025-06-27 01:31:07,236 - pyskl - INFO - Epoch(val) [145][3183] top1_acc: 0.8790, top5_acc: 0.9763 +2025-06-27 01:32:16,783 - pyskl - INFO - Epoch [146][100/3940] lr: 6.779e-05, eta: 2:26:06, time: 0.695, data_time: 0.252, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2664, loss: 1.2664 +2025-06-27 01:33:01,398 - pyskl - INFO - Epoch [146][200/3940] lr: 6.710e-05, eta: 2:25:22, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.2783, loss: 1.2783 +2025-06-27 01:33:45,902 - pyskl - INFO - Epoch [146][300/3940] lr: 6.642e-05, eta: 2:24:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3296, loss: 1.3296 +2025-06-27 01:34:30,400 - pyskl - INFO - Epoch [146][400/3940] lr: 6.573e-05, eta: 2:23:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2824, loss: 1.2824 +2025-06-27 01:35:14,897 - pyskl - INFO - Epoch [146][500/3940] lr: 6.505e-05, eta: 2:23:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2768, loss: 1.2768 +2025-06-27 01:35:59,497 - pyskl - INFO - Epoch [146][600/3940] lr: 6.438e-05, eta: 2:22:23, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3072, loss: 1.3072 +2025-06-27 01:36:43,955 - pyskl - INFO - Epoch [146][700/3940] lr: 6.371e-05, eta: 2:21:38, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2658, loss: 1.2658 +2025-06-27 01:37:28,405 - pyskl - INFO - Epoch [146][800/3940] lr: 6.304e-05, eta: 2:20:53, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3113, loss: 1.3113 +2025-06-27 01:38:12,685 - pyskl - INFO - Epoch [146][900/3940] lr: 6.237e-05, eta: 2:20:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3172, loss: 1.3172 +2025-06-27 01:38:56,864 - pyskl - INFO - Epoch [146][1000/3940] lr: 6.171e-05, eta: 2:19:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3238, loss: 1.3238 +2025-06-27 01:39:41,084 - pyskl - INFO - Epoch [146][1100/3940] lr: 6.106e-05, eta: 2:18:39, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2949, loss: 1.2949 +2025-06-27 01:40:25,230 - pyskl - INFO - Epoch [146][1200/3940] lr: 6.040e-05, eta: 2:17:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3283, loss: 1.3283 +2025-06-27 01:41:09,339 - pyskl - INFO - Epoch [146][1300/3940] lr: 5.975e-05, eta: 2:17:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3108, loss: 1.3108 +2025-06-27 01:41:53,479 - pyskl - INFO - Epoch [146][1400/3940] lr: 5.910e-05, eta: 2:16:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3376, loss: 1.3376 +2025-06-27 01:42:37,630 - pyskl - INFO - Epoch [146][1500/3940] lr: 5.846e-05, eta: 2:15:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3080, loss: 1.3080 +2025-06-27 01:43:21,798 - pyskl - INFO - Epoch [146][1600/3940] lr: 5.782e-05, eta: 2:14:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3037, loss: 1.3037 +2025-06-27 01:44:05,963 - pyskl - INFO - Epoch [146][1700/3940] lr: 5.718e-05, eta: 2:14:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3394, loss: 1.3394 +2025-06-27 01:44:50,143 - pyskl - INFO - Epoch [146][1800/3940] lr: 5.655e-05, eta: 2:13:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3434, loss: 1.3434 +2025-06-27 01:45:34,268 - pyskl - INFO - Epoch [146][1900/3940] lr: 5.592e-05, eta: 2:12:41, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3162, loss: 1.3162 +2025-06-27 01:46:18,322 - pyskl - INFO - Epoch [146][2000/3940] lr: 5.529e-05, eta: 2:11:56, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3237, loss: 1.3237 +2025-06-27 01:47:02,337 - pyskl - INFO - Epoch [146][2100/3940] lr: 5.467e-05, eta: 2:11:12, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9981, loss_cls: 1.3211, loss: 1.3211 +2025-06-27 01:47:46,434 - pyskl - INFO - Epoch [146][2200/3940] lr: 5.405e-05, eta: 2:10:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 1.3295, loss: 1.3295 +2025-06-27 01:48:30,551 - pyskl - INFO - Epoch [146][2300/3940] lr: 5.344e-05, eta: 2:09:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.3565, loss: 1.3565 +2025-06-27 01:49:14,673 - pyskl - INFO - Epoch [146][2400/3940] lr: 5.283e-05, eta: 2:08:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-06-27 01:49:58,828 - pyskl - INFO - Epoch [146][2500/3940] lr: 5.222e-05, eta: 2:08:13, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3160, loss: 1.3160 +2025-06-27 01:50:42,908 - pyskl - INFO - Epoch [146][2600/3940] lr: 5.161e-05, eta: 2:07:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 1.3242, loss: 1.3242 +2025-06-27 01:51:26,987 - pyskl - INFO - Epoch [146][2700/3940] lr: 5.101e-05, eta: 2:06:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3070, loss: 1.3070 +2025-06-27 01:52:11,108 - pyskl - INFO - Epoch [146][2800/3940] lr: 5.041e-05, eta: 2:05:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3031, loss: 1.3031 +2025-06-27 01:52:55,203 - pyskl - INFO - Epoch [146][2900/3940] lr: 4.982e-05, eta: 2:05:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3171, loss: 1.3171 +2025-06-27 01:53:39,280 - pyskl - INFO - Epoch [146][3000/3940] lr: 4.923e-05, eta: 2:04:29, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3348, loss: 1.3348 +2025-06-27 01:54:23,360 - pyskl - INFO - Epoch [146][3100/3940] lr: 4.864e-05, eta: 2:03:44, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3719, loss: 1.3719 +2025-06-27 01:55:07,453 - pyskl - INFO - Epoch [146][3200/3940] lr: 4.806e-05, eta: 2:02:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 1.2652, loss: 1.2652 +2025-06-27 01:55:51,570 - pyskl - INFO - Epoch [146][3300/3940] lr: 4.748e-05, eta: 2:02:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2602, loss: 1.2602 +2025-06-27 01:56:35,686 - pyskl - INFO - Epoch [146][3400/3940] lr: 4.690e-05, eta: 2:01:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2991, loss: 1.2991 +2025-06-27 01:57:19,765 - pyskl - INFO - Epoch [146][3500/3940] lr: 4.633e-05, eta: 2:00:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3261, loss: 1.3261 +2025-06-27 01:58:03,876 - pyskl - INFO - Epoch [146][3600/3940] lr: 4.576e-05, eta: 2:00:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2928, loss: 1.2928 +2025-06-27 01:58:47,954 - pyskl - INFO - Epoch [146][3700/3940] lr: 4.519e-05, eta: 1:59:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.3425, loss: 1.3425 +2025-06-27 01:59:32,086 - pyskl - INFO - Epoch [146][3800/3940] lr: 4.463e-05, eta: 1:58:31, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3489, loss: 1.3489 +2025-06-27 02:00:16,203 - pyskl - INFO - Epoch [146][3900/3940] lr: 4.407e-05, eta: 1:57:46, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2805, loss: 1.2805 +2025-06-27 02:00:34,252 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-27 02:03:58,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 02:03:58,805 - pyskl - INFO - +top1_acc 0.8817 +top5_acc 0.9776 +2025-06-27 02:03:58,825 - pyskl - INFO - Epoch(val) [146][3183] top1_acc: 0.8817, top5_acc: 0.9776 +2025-06-27 02:05:08,674 - pyskl - INFO - Epoch [147][100/3940] lr: 4.329e-05, eta: 1:56:44, time: 0.698, data_time: 0.256, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3299, loss: 1.3299 +2025-06-27 02:05:52,839 - pyskl - INFO - Epoch [147][200/3940] lr: 4.274e-05, eta: 1:55:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3132, loss: 1.3132 +2025-06-27 02:06:37,071 - pyskl - INFO - Epoch [147][300/3940] lr: 4.219e-05, eta: 1:55:14, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3443, loss: 1.3443 +2025-06-27 02:07:21,296 - pyskl - INFO - Epoch [147][400/3940] lr: 4.165e-05, eta: 1:54:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3230, loss: 1.3230 +2025-06-27 02:08:05,564 - pyskl - INFO - Epoch [147][500/3940] lr: 4.111e-05, eta: 1:53:45, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.2656, loss: 1.2656 +2025-06-27 02:08:49,757 - pyskl - INFO - Epoch [147][600/3940] lr: 4.057e-05, eta: 1:53:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.2885, loss: 1.2885 +2025-06-27 02:09:33,930 - pyskl - INFO - Epoch [147][700/3940] lr: 4.004e-05, eta: 1:52:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3353, loss: 1.3353 +2025-06-27 02:10:18,130 - pyskl - INFO - Epoch [147][800/3940] lr: 3.951e-05, eta: 1:51:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3215, loss: 1.3215 +2025-06-27 02:11:02,335 - pyskl - INFO - Epoch [147][900/3940] lr: 3.898e-05, eta: 1:50:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3020, loss: 1.3020 +2025-06-27 02:11:46,556 - pyskl - INFO - Epoch [147][1000/3940] lr: 3.846e-05, eta: 1:50:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3229, loss: 1.3229 +2025-06-27 02:12:30,670 - pyskl - INFO - Epoch [147][1100/3940] lr: 3.794e-05, eta: 1:49:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3159, loss: 1.3159 +2025-06-27 02:13:14,892 - pyskl - INFO - Epoch [147][1200/3940] lr: 3.743e-05, eta: 1:48:32, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3486, loss: 1.3486 +2025-06-27 02:13:59,230 - pyskl - INFO - Epoch [147][1300/3940] lr: 3.691e-05, eta: 1:47:47, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2951, loss: 1.2951 +2025-06-27 02:14:43,487 - pyskl - INFO - Epoch [147][1400/3940] lr: 3.641e-05, eta: 1:47:02, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3078, loss: 1.3078 +2025-06-27 02:15:27,748 - pyskl - INFO - Epoch [147][1500/3940] lr: 3.590e-05, eta: 1:46:17, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2921, loss: 1.2921 +2025-06-27 02:16:11,948 - pyskl - INFO - Epoch [147][1600/3940] lr: 3.540e-05, eta: 1:45:33, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.2920, loss: 1.2920 +2025-06-27 02:16:56,086 - pyskl - INFO - Epoch [147][1700/3940] lr: 3.490e-05, eta: 1:44:48, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2760, loss: 1.2760 +2025-06-27 02:17:40,246 - pyskl - INFO - Epoch [147][1800/3940] lr: 3.441e-05, eta: 1:44:03, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3023, loss: 1.3023 +2025-06-27 02:18:24,427 - pyskl - INFO - Epoch [147][1900/3940] lr: 3.392e-05, eta: 1:43:18, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2630, loss: 1.2630 +2025-06-27 02:19:08,554 - pyskl - INFO - Epoch [147][2000/3940] lr: 3.343e-05, eta: 1:42:34, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2777, loss: 1.2777 +2025-06-27 02:19:52,685 - pyskl - INFO - Epoch [147][2100/3940] lr: 3.294e-05, eta: 1:41:49, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2980, loss: 1.2980 +2025-06-27 02:20:36,801 - pyskl - INFO - Epoch [147][2200/3940] lr: 3.246e-05, eta: 1:41:04, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3296, loss: 1.3296 +2025-06-27 02:21:20,977 - pyskl - INFO - Epoch [147][2300/3940] lr: 3.199e-05, eta: 1:40:20, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.3399, loss: 1.3399 +2025-06-27 02:22:05,185 - pyskl - INFO - Epoch [147][2400/3940] lr: 3.151e-05, eta: 1:39:35, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2682, loss: 1.2682 +2025-06-27 02:22:49,388 - pyskl - INFO - Epoch [147][2500/3940] lr: 3.104e-05, eta: 1:38:50, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.2794, loss: 1.2794 +2025-06-27 02:23:33,666 - pyskl - INFO - Epoch [147][2600/3940] lr: 3.058e-05, eta: 1:38:05, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 1.2819, loss: 1.2819 +2025-06-27 02:24:18,281 - pyskl - INFO - Epoch [147][2700/3940] lr: 3.012e-05, eta: 1:37:21, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2760, loss: 1.2760 +2025-06-27 02:25:02,534 - pyskl - INFO - Epoch [147][2800/3940] lr: 2.966e-05, eta: 1:36:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3265, loss: 1.3265 +2025-06-27 02:25:46,743 - pyskl - INFO - Epoch [147][2900/3940] lr: 2.920e-05, eta: 1:35:51, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2953, loss: 1.2953 +2025-06-27 02:26:30,875 - pyskl - INFO - Epoch [147][3000/3940] lr: 2.875e-05, eta: 1:35:06, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2609, loss: 1.2609 +2025-06-27 02:27:15,025 - pyskl - INFO - Epoch [147][3100/3940] lr: 2.830e-05, eta: 1:34:22, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.3125, loss: 1.3125 +2025-06-27 02:27:59,162 - pyskl - INFO - Epoch [147][3200/3940] lr: 2.785e-05, eta: 1:33:37, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2898, loss: 1.2898 +2025-06-27 02:28:43,287 - pyskl - INFO - Epoch [147][3300/3940] lr: 2.741e-05, eta: 1:32:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3267, loss: 1.3267 +2025-06-27 02:29:27,450 - pyskl - INFO - Epoch [147][3400/3940] lr: 2.697e-05, eta: 1:32:07, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 1.3158, loss: 1.3158 +2025-06-27 02:30:11,593 - pyskl - INFO - Epoch [147][3500/3940] lr: 2.654e-05, eta: 1:31:23, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3041, loss: 1.3041 +2025-06-27 02:30:55,757 - pyskl - INFO - Epoch [147][3600/3940] lr: 2.611e-05, eta: 1:30:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2943, loss: 1.2943 +2025-06-27 02:31:39,877 - pyskl - INFO - Epoch [147][3700/3940] lr: 2.568e-05, eta: 1:29:53, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2630, loss: 1.2630 +2025-06-27 02:32:24,057 - pyskl - INFO - Epoch [147][3800/3940] lr: 2.526e-05, eta: 1:29:08, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3290, loss: 1.3290 +2025-06-27 02:33:08,182 - pyskl - INFO - Epoch [147][3900/3940] lr: 2.484e-05, eta: 1:28:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.3451, loss: 1.3451 +2025-06-27 02:33:26,111 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-27 02:36:50,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 02:36:50,672 - pyskl - INFO - +top1_acc 0.8811 +top5_acc 0.9767 +2025-06-27 02:36:50,692 - pyskl - INFO - Epoch(val) [147][3183] top1_acc: 0.8811, top5_acc: 0.9767 +2025-06-27 02:38:01,123 - pyskl - INFO - Epoch [148][100/3940] lr: 2.425e-05, eta: 1:27:21, time: 0.704, data_time: 0.262, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9969, loss_cls: 1.2696, loss: 1.2696 +2025-06-27 02:38:45,303 - pyskl - INFO - Epoch [148][200/3940] lr: 2.384e-05, eta: 1:26:37, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 1.3041, loss: 1.3041 +2025-06-27 02:39:29,583 - pyskl - INFO - Epoch [148][300/3940] lr: 2.343e-05, eta: 1:25:52, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2612, loss: 1.2612 +2025-06-27 02:40:14,071 - pyskl - INFO - Epoch [148][400/3940] lr: 2.303e-05, eta: 1:25:07, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3241, loss: 1.3241 +2025-06-27 02:40:58,452 - pyskl - INFO - Epoch [148][500/3940] lr: 2.263e-05, eta: 1:24:22, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3269, loss: 1.3269 +2025-06-27 02:41:42,650 - pyskl - INFO - Epoch [148][600/3940] lr: 2.223e-05, eta: 1:23:38, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.3594, loss: 1.3594 +2025-06-27 02:42:26,855 - pyskl - INFO - Epoch [148][700/3940] lr: 2.184e-05, eta: 1:22:53, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2611, loss: 1.2611 +2025-06-27 02:43:11,112 - pyskl - INFO - Epoch [148][800/3940] lr: 2.144e-05, eta: 1:22:08, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3321, loss: 1.3321 +2025-06-27 02:43:55,348 - pyskl - INFO - Epoch [148][900/3940] lr: 2.106e-05, eta: 1:21:23, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3276, loss: 1.3276 +2025-06-27 02:44:39,678 - pyskl - INFO - Epoch [148][1000/3940] lr: 2.067e-05, eta: 1:20:39, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2849, loss: 1.2849 +2025-06-27 02:45:24,030 - pyskl - INFO - Epoch [148][1100/3940] lr: 2.029e-05, eta: 1:19:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2706, loss: 1.2706 +2025-06-27 02:46:08,333 - pyskl - INFO - Epoch [148][1200/3940] lr: 1.992e-05, eta: 1:19:09, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3046, loss: 1.3046 +2025-06-27 02:46:52,582 - pyskl - INFO - Epoch [148][1300/3940] lr: 1.954e-05, eta: 1:18:24, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3173, loss: 1.3173 +2025-06-27 02:47:36,825 - pyskl - INFO - Epoch [148][1400/3940] lr: 1.917e-05, eta: 1:17:40, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.2715, loss: 1.2715 +2025-06-27 02:48:21,009 - pyskl - INFO - Epoch [148][1500/3940] lr: 1.881e-05, eta: 1:16:55, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2836, loss: 1.2836 +2025-06-27 02:49:05,171 - pyskl - INFO - Epoch [148][1600/3940] lr: 1.845e-05, eta: 1:16:10, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 1.3194, loss: 1.3194 +2025-06-27 02:49:49,385 - pyskl - INFO - Epoch [148][1700/3940] lr: 1.809e-05, eta: 1:15:26, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3273, loss: 1.3273 +2025-06-27 02:50:33,572 - pyskl - INFO - Epoch [148][1800/3940] lr: 1.773e-05, eta: 1:14:41, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2979, loss: 1.2979 +2025-06-27 02:51:17,761 - pyskl - INFO - Epoch [148][1900/3940] lr: 1.738e-05, eta: 1:13:56, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2963, loss: 1.2963 +2025-06-27 02:52:01,905 - pyskl - INFO - Epoch [148][2000/3940] lr: 1.703e-05, eta: 1:13:11, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3127, loss: 1.3127 +2025-06-27 02:52:46,096 - pyskl - INFO - Epoch [148][2100/3940] lr: 1.669e-05, eta: 1:12:27, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2851, loss: 1.2851 +2025-06-27 02:53:30,324 - pyskl - INFO - Epoch [148][2200/3940] lr: 1.634e-05, eta: 1:11:42, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3366, loss: 1.3366 +2025-06-27 02:54:14,487 - pyskl - INFO - Epoch [148][2300/3940] lr: 1.601e-05, eta: 1:10:57, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2857, loss: 1.2857 +2025-06-27 02:54:58,653 - pyskl - INFO - Epoch [148][2400/3940] lr: 1.567e-05, eta: 1:10:12, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3161, loss: 1.3161 +2025-06-27 02:55:42,812 - pyskl - INFO - Epoch [148][2500/3940] lr: 1.534e-05, eta: 1:09:28, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3136, loss: 1.3136 +2025-06-27 02:56:26,966 - pyskl - INFO - Epoch [148][2600/3940] lr: 1.501e-05, eta: 1:08:43, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.2988, loss: 1.2988 +2025-06-27 02:57:11,111 - pyskl - INFO - Epoch [148][2700/3940] lr: 1.469e-05, eta: 1:07:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2704, loss: 1.2704 +2025-06-27 02:57:55,243 - pyskl - INFO - Epoch [148][2800/3940] lr: 1.437e-05, eta: 1:07:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2764, loss: 1.2764 +2025-06-27 02:58:39,406 - pyskl - INFO - Epoch [148][2900/3940] lr: 1.405e-05, eta: 1:06:29, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3266, loss: 1.3266 +2025-06-27 02:59:23,576 - pyskl - INFO - Epoch [148][3000/3940] lr: 1.374e-05, eta: 1:05:44, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3388, loss: 1.3388 +2025-06-27 03:00:07,747 - pyskl - INFO - Epoch [148][3100/3940] lr: 1.343e-05, eta: 1:04:59, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3022, loss: 1.3022 +2025-06-27 03:00:51,919 - pyskl - INFO - Epoch [148][3200/3940] lr: 1.312e-05, eta: 1:04:15, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3059, loss: 1.3059 +2025-06-27 03:01:36,106 - pyskl - INFO - Epoch [148][3300/3940] lr: 1.282e-05, eta: 1:03:30, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3045, loss: 1.3045 +2025-06-27 03:02:20,335 - pyskl - INFO - Epoch [148][3400/3940] lr: 1.252e-05, eta: 1:02:45, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3434, loss: 1.3434 +2025-06-27 03:03:04,506 - pyskl - INFO - Epoch [148][3500/3940] lr: 1.223e-05, eta: 1:02:00, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3192, loss: 1.3192 +2025-06-27 03:03:48,658 - pyskl - INFO - Epoch [148][3600/3940] lr: 1.193e-05, eta: 1:01:16, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2890, loss: 1.2890 +2025-06-27 03:04:32,860 - pyskl - INFO - Epoch [148][3700/3940] lr: 1.165e-05, eta: 1:00:31, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.3144, loss: 1.3144 +2025-06-27 03:05:17,086 - pyskl - INFO - Epoch [148][3800/3940] lr: 1.136e-05, eta: 0:59:46, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2662, loss: 1.2662 +2025-06-27 03:06:01,299 - pyskl - INFO - Epoch [148][3900/3940] lr: 1.108e-05, eta: 0:59:01, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3024, loss: 1.3024 +2025-06-27 03:06:19,218 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-27 03:09:42,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 03:09:43,285 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9767 +2025-06-27 03:09:43,304 - pyskl - INFO - Epoch(val) [148][3183] top1_acc: 0.8823, top5_acc: 0.9767 +2025-06-27 03:10:53,299 - pyskl - INFO - Epoch [149][100/3940] lr: 1.069e-05, eta: 0:57:59, time: 0.700, data_time: 0.256, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2752, loss: 1.2752 +2025-06-27 03:11:37,698 - pyskl - INFO - Epoch [149][200/3940] lr: 1.042e-05, eta: 0:57:14, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.3338, loss: 1.3338 +2025-06-27 03:12:22,160 - pyskl - INFO - Epoch [149][300/3940] lr: 1.015e-05, eta: 0:56:29, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2682, loss: 1.2682 +2025-06-27 03:13:06,605 - pyskl - INFO - Epoch [149][400/3940] lr: 9.883e-06, eta: 0:55:45, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 1.3487, loss: 1.3487 +2025-06-27 03:13:50,979 - pyskl - INFO - Epoch [149][500/3940] lr: 9.620e-06, eta: 0:55:00, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3050, loss: 1.3050 +2025-06-27 03:14:35,428 - pyskl - INFO - Epoch [149][600/3940] lr: 9.361e-06, eta: 0:54:15, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2918, loss: 1.2918 +2025-06-27 03:15:19,913 - pyskl - INFO - Epoch [149][700/3940] lr: 9.106e-06, eta: 0:53:31, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2630, loss: 1.2630 +2025-06-27 03:16:04,334 - pyskl - INFO - Epoch [149][800/3940] lr: 8.854e-06, eta: 0:52:46, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3066, loss: 1.3066 +2025-06-27 03:16:48,752 - pyskl - INFO - Epoch [149][900/3940] lr: 8.606e-06, eta: 0:52:01, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3085, loss: 1.3085 +2025-06-27 03:17:33,265 - pyskl - INFO - Epoch [149][1000/3940] lr: 8.361e-06, eta: 0:51:16, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3415, loss: 1.3415 +2025-06-27 03:18:17,802 - pyskl - INFO - Epoch [149][1100/3940] lr: 8.120e-06, eta: 0:50:32, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3555, loss: 1.3555 +2025-06-27 03:19:02,338 - pyskl - INFO - Epoch [149][1200/3940] lr: 7.882e-06, eta: 0:49:47, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 1.3082, loss: 1.3082 +2025-06-27 03:19:46,901 - pyskl - INFO - Epoch [149][1300/3940] lr: 7.648e-06, eta: 0:49:02, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3029, loss: 1.3029 +2025-06-27 03:20:31,318 - pyskl - INFO - Epoch [149][1400/3940] lr: 7.417e-06, eta: 0:48:18, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2696, loss: 1.2696 +2025-06-27 03:21:15,821 - pyskl - INFO - Epoch [149][1500/3940] lr: 7.190e-06, eta: 0:47:33, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2949, loss: 1.2949 +2025-06-27 03:22:00,336 - pyskl - INFO - Epoch [149][1600/3940] lr: 6.967e-06, eta: 0:46:48, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2839, loss: 1.2839 +2025-06-27 03:22:44,776 - pyskl - INFO - Epoch [149][1700/3940] lr: 6.747e-06, eta: 0:46:03, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3517, loss: 1.3517 +2025-06-27 03:23:29,254 - pyskl - INFO - Epoch [149][1800/3940] lr: 6.530e-06, eta: 0:45:19, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3073, loss: 1.3073 +2025-06-27 03:24:13,674 - pyskl - INFO - Epoch [149][1900/3940] lr: 6.317e-06, eta: 0:44:34, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3263, loss: 1.3263 +2025-06-27 03:24:58,090 - pyskl - INFO - Epoch [149][2000/3940] lr: 6.108e-06, eta: 0:43:49, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2576, loss: 1.2576 +2025-06-27 03:25:42,480 - pyskl - INFO - Epoch [149][2100/3940] lr: 5.902e-06, eta: 0:43:04, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3175, loss: 1.3175 +2025-06-27 03:26:26,819 - pyskl - INFO - Epoch [149][2200/3940] lr: 5.699e-06, eta: 0:42:20, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 1.3065, loss: 1.3065 +2025-06-27 03:27:11,155 - pyskl - INFO - Epoch [149][2300/3940] lr: 5.500e-06, eta: 0:41:35, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3135, loss: 1.3135 +2025-06-27 03:27:55,486 - pyskl - INFO - Epoch [149][2400/3940] lr: 5.305e-06, eta: 0:40:50, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 1.3040, loss: 1.3040 +2025-06-27 03:28:39,875 - pyskl - INFO - Epoch [149][2500/3940] lr: 5.113e-06, eta: 0:40:06, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2897, loss: 1.2897 +2025-06-27 03:29:24,282 - pyskl - INFO - Epoch [149][2600/3940] lr: 4.925e-06, eta: 0:39:21, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2923, loss: 1.2923 +2025-06-27 03:30:08,613 - pyskl - INFO - Epoch [149][2700/3940] lr: 4.740e-06, eta: 0:38:36, time: 0.443, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2763, loss: 1.2763 +2025-06-27 03:30:53,047 - pyskl - INFO - Epoch [149][2800/3940] lr: 4.559e-06, eta: 0:37:51, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3450, loss: 1.3450 +2025-06-27 03:31:37,422 - pyskl - INFO - Epoch [149][2900/3940] lr: 4.381e-06, eta: 0:37:07, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.2975, loss: 1.2975 +2025-06-27 03:32:21,895 - pyskl - INFO - Epoch [149][3000/3940] lr: 4.207e-06, eta: 0:36:22, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3844, loss: 1.3844 +2025-06-27 03:33:06,391 - pyskl - INFO - Epoch [149][3100/3940] lr: 4.037e-06, eta: 0:35:37, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2967, loss: 1.2967 +2025-06-27 03:33:50,891 - pyskl - INFO - Epoch [149][3200/3940] lr: 3.870e-06, eta: 0:34:52, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3344, loss: 1.3344 +2025-06-27 03:34:35,400 - pyskl - INFO - Epoch [149][3300/3940] lr: 3.706e-06, eta: 0:34:08, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.2937, loss: 1.2937 +2025-06-27 03:35:19,904 - pyskl - INFO - Epoch [149][3400/3940] lr: 3.546e-06, eta: 0:33:23, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.2695, loss: 1.2695 +2025-06-27 03:36:04,345 - pyskl - INFO - Epoch [149][3500/3940] lr: 3.389e-06, eta: 0:32:38, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2664, loss: 1.2664 +2025-06-27 03:36:48,762 - pyskl - INFO - Epoch [149][3600/3940] lr: 3.237e-06, eta: 0:31:54, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2623, loss: 1.2623 +2025-06-27 03:37:33,362 - pyskl - INFO - Epoch [149][3700/3940] lr: 3.087e-06, eta: 0:31:09, time: 0.446, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-06-27 03:38:17,816 - pyskl - INFO - Epoch [149][3800/3940] lr: 2.941e-06, eta: 0:30:24, time: 0.445, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 1.3300, loss: 1.3300 +2025-06-27 03:39:02,220 - pyskl - INFO - Epoch [149][3900/3940] lr: 2.799e-06, eta: 0:29:39, time: 0.444, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.2734, loss: 1.2734 +2025-06-27 03:39:20,249 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-27 03:42:44,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 03:42:44,507 - pyskl - INFO - +top1_acc 0.8801 +top5_acc 0.9761 +2025-06-27 03:42:44,526 - pyskl - INFO - Epoch(val) [149][3183] top1_acc: 0.8801, top5_acc: 0.9761 +2025-06-27 03:43:54,105 - pyskl - INFO - Epoch [150][100/3940] lr: 2.605e-06, eta: 0:28:37, time: 0.696, data_time: 0.254, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2630, loss: 1.2630 +2025-06-27 03:44:38,203 - pyskl - INFO - Epoch [150][200/3940] lr: 2.472e-06, eta: 0:27:52, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2889, loss: 1.2889 +2025-06-27 03:45:22,195 - pyskl - INFO - Epoch [150][300/3940] lr: 2.341e-06, eta: 0:27:07, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2850, loss: 1.2850 +2025-06-27 03:46:06,109 - pyskl - INFO - Epoch [150][400/3940] lr: 2.214e-06, eta: 0:26:23, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3228, loss: 1.3228 +2025-06-27 03:46:50,132 - pyskl - INFO - Epoch [150][500/3940] lr: 2.091e-06, eta: 0:25:38, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2688, loss: 1.2688 +2025-06-27 03:47:34,152 - pyskl - INFO - Epoch [150][600/3940] lr: 1.971e-06, eta: 0:24:53, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.3026, loss: 1.3026 +2025-06-27 03:48:18,239 - pyskl - INFO - Epoch [150][700/3940] lr: 1.855e-06, eta: 0:24:08, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2702, loss: 1.2702 +2025-06-27 03:49:02,304 - pyskl - INFO - Epoch [150][800/3940] lr: 1.742e-06, eta: 0:23:24, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3232, loss: 1.3232 +2025-06-27 03:49:46,346 - pyskl - INFO - Epoch [150][900/3940] lr: 1.633e-06, eta: 0:22:39, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 1.3136, loss: 1.3136 +2025-06-27 03:50:30,455 - pyskl - INFO - Epoch [150][1000/3940] lr: 1.528e-06, eta: 0:21:54, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 1.3130, loss: 1.3130 +2025-06-27 03:51:14,527 - pyskl - INFO - Epoch [150][1100/3940] lr: 1.425e-06, eta: 0:21:10, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3604, loss: 1.3604 +2025-06-27 03:51:58,607 - pyskl - INFO - Epoch [150][1200/3940] lr: 1.327e-06, eta: 0:20:25, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3237, loss: 1.3237 +2025-06-27 03:52:42,642 - pyskl - INFO - Epoch [150][1300/3940] lr: 1.232e-06, eta: 0:19:40, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 1.3161, loss: 1.3161 +2025-06-27 03:53:26,757 - pyskl - INFO - Epoch [150][1400/3940] lr: 1.140e-06, eta: 0:18:55, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3268, loss: 1.3268 +2025-06-27 03:54:10,928 - pyskl - INFO - Epoch [150][1500/3940] lr: 1.052e-06, eta: 0:18:11, time: 0.442, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3092, loss: 1.3092 +2025-06-27 03:54:55,023 - pyskl - INFO - Epoch [150][1600/3940] lr: 9.678e-07, eta: 0:17:26, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.2932, loss: 1.2932 +2025-06-27 03:55:39,072 - pyskl - INFO - Epoch [150][1700/3940] lr: 8.869e-07, eta: 0:16:41, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2722, loss: 1.2722 +2025-06-27 03:56:23,128 - pyskl - INFO - Epoch [150][1800/3940] lr: 8.095e-07, eta: 0:15:57, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2233, loss: 1.2233 +2025-06-27 03:57:07,256 - pyskl - INFO - Epoch [150][1900/3940] lr: 7.357e-07, eta: 0:15:12, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2609, loss: 1.2609 +2025-06-27 03:57:51,367 - pyskl - INFO - Epoch [150][2000/3940] lr: 6.654e-07, eta: 0:14:27, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3688, loss: 1.3688 +2025-06-27 03:58:35,487 - pyskl - INFO - Epoch [150][2100/3940] lr: 5.986e-07, eta: 0:13:42, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2783, loss: 1.2783 +2025-06-27 03:59:19,603 - pyskl - INFO - Epoch [150][2200/3940] lr: 5.353e-07, eta: 0:12:58, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 1.3649, loss: 1.3649 +2025-06-27 04:00:03,702 - pyskl - INFO - Epoch [150][2300/3940] lr: 4.756e-07, eta: 0:12:13, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3091, loss: 1.3091 +2025-06-27 04:00:47,782 - pyskl - INFO - Epoch [150][2400/3940] lr: 4.194e-07, eta: 0:11:28, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3037, loss: 1.3037 +2025-06-27 04:01:31,855 - pyskl - INFO - Epoch [150][2500/3940] lr: 3.667e-07, eta: 0:10:43, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2698, loss: 1.2698 +2025-06-27 04:02:15,927 - pyskl - INFO - Epoch [150][2600/3940] lr: 3.176e-07, eta: 0:09:59, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2420, loss: 1.2420 +2025-06-27 04:02:59,993 - pyskl - INFO - Epoch [150][2700/3940] lr: 2.720e-07, eta: 0:09:14, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9981, loss_cls: 1.3261, loss: 1.3261 +2025-06-27 04:03:43,908 - pyskl - INFO - Epoch [150][2800/3940] lr: 2.299e-07, eta: 0:08:29, time: 0.439, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.3581, loss: 1.3581 +2025-06-27 04:04:28,032 - pyskl - INFO - Epoch [150][2900/3940] lr: 1.914e-07, eta: 0:07:45, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3749, loss: 1.3749 +2025-06-27 04:05:12,120 - pyskl - INFO - Epoch [150][3000/3940] lr: 1.564e-07, eta: 0:07:00, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.3437, loss: 1.3437 +2025-06-27 04:05:56,248 - pyskl - INFO - Epoch [150][3100/3940] lr: 1.249e-07, eta: 0:06:15, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2913, loss: 1.2913 +2025-06-27 04:06:40,356 - pyskl - INFO - Epoch [150][3200/3940] lr: 9.697e-08, eta: 0:05:30, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3521, loss: 1.3521 +2025-06-27 04:07:24,404 - pyskl - INFO - Epoch [150][3300/3940] lr: 7.256e-08, eta: 0:04:46, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3152, loss: 1.3152 +2025-06-27 04:08:08,487 - pyskl - INFO - Epoch [150][3400/3940] lr: 5.169e-08, eta: 0:04:01, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.3009, loss: 1.3009 +2025-06-27 04:08:52,613 - pyskl - INFO - Epoch [150][3500/3940] lr: 3.435e-08, eta: 0:03:16, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.2793, loss: 1.2793 +2025-06-27 04:09:36,742 - pyskl - INFO - Epoch [150][3600/3940] lr: 2.054e-08, eta: 0:02:32, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2944, loss: 1.2944 +2025-06-27 04:10:20,761 - pyskl - INFO - Epoch [150][3700/3940] lr: 1.026e-08, eta: 0:01:47, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2255, loss: 1.2255 +2025-06-27 04:11:04,760 - pyskl - INFO - Epoch [150][3800/3940] lr: 3.511e-09, eta: 0:01:02, time: 0.440, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 1.3022, loss: 1.3022 +2025-06-27 04:11:48,851 - pyskl - INFO - Epoch [150][3900/3940] lr: 2.969e-10, eta: 0:00:17, time: 0.441, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2921, loss: 1.2921 +2025-06-27 04:12:06,770 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-27 04:15:29,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 04:15:30,417 - pyskl - INFO - +top1_acc 0.8809 +top5_acc 0.9789 +2025-06-27 04:15:30,434 - pyskl - INFO - Epoch(val) [150][3183] top1_acc: 0.8809, top5_acc: 0.9789 +2025-06-27 04:15:42,851 - pyskl - INFO - 50919 videos remain after valid thresholding +2025-06-27 04:44:20,959 - pyskl - INFO - Testing results of the last checkpoint +2025-06-27 04:44:20,960 - pyskl - INFO - top1_acc: 0.8832 +2025-06-27 04:44:20,960 - pyskl - INFO - top5_acc: 0.9798 +2025-06-27 04:44:20,960 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xsub/k_2/best_top1_acc_epoch_142.pth +2025-06-27 05:12:58,436 - pyskl - INFO - Testing results of the best checkpoint +2025-06-27 05:12:58,436 - pyskl - INFO - top1_acc: 0.8876 +2025-06-27 05:12:58,436 - pyskl - INFO - top5_acc: 0.9828